diff --git a/environment.yml b/environment.yml index 6232877..9767274 100644 --- a/environment.yml +++ b/environment.yml @@ -9,11 +9,15 @@ dependencies: - pandas - matplotlib - numpy + - numba - nb_conda - jupyter + - extinction - pip - pip: - pyabc - getdist -prefix: /Users/vedantchandra/opt/anaconda3/envs/starwave - + - torch + - sbi + - dill + - corner diff --git a/nb/01_running_starwave.ipynb b/nb/01_running_starwave.ipynb index e6b4f34..11b0f27 100644 --- a/nb/01_running_starwave.ipynb +++ b/nb/01_running_starwave.ipynb @@ -1,14 +1,41 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "1e8e7e5f", + "metadata": {}, + "source": [ + "## Setup path to starwave code and data location" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, + "id": "ec445e36", + "metadata": {}, + "outputs": [], + "source": [ + "codepath = '/Users/gennaro/starwave/'\n", + "datapath = '/Users/gennaro/Desktop/LMC_starwave_data/'" + ] + }, + { + "cell_type": "markdown", + "id": "b651ca19", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "6c509ecf", "metadata": {}, "outputs": [], "source": [ "import sys\n", - "sys.path.append('/Users/vedantchandra/0_research/software/starwave/')\n", + "sys.path.append(codepath)\n", "import starwave\n", "\n", "import numpy as np\n", @@ -17,10 +44,12 @@ "import pandas as pd\n", "from matplotlib.colors import LogNorm\n", "import torch\n", + "import corner\n", "from sbi import utils\n", + "import sbi\n", + "from sbi.analysis import pairplot\n", "\n", - "\n", - "plt.style.use('vedant')" + "%matplotlib notebook" ] }, { @@ -33,61 +62,23 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "fe325aa9", "metadata": {}, "outputs": [], "source": [ - "with bz2.BZ2File('/Users/vedantchandra/0_research/02_starwave/DATA/LMC_2022/isolib_LMC_df_corr.pbz2') as f:\n", + "with bz2.BZ2File(datapath+'/isolib_LMC_df_corr.pbz2') as f:\n", " isodf = pd.read_pickle(f)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "181e0486", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6400177" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(isodf)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "5afd947e", - "metadata": {}, "outputs": [], "source": [ - "# SWAP incorrect colors\n", - "\n", - "# isodf['F160W_new'] = isodf['F110W']\n", - "# isodf['F110W'] = isodf['F160W']\n", - "# isodf['F160W'] = isodf['F160W_new']" - ] - }, - { - "cell_type": "raw", - "id": "6fe986ba", - "metadata": {}, - "source": [ - "#Rename to correct format\n", - "\n", - "isodf['F160W'] = isodf['F160W_nocorr']\n", - "isodf['F110W'] = isodf['F110W_nocorr']\n", - "\n", - "#already in good format" + "isodf.head()" ] }, { @@ -100,50 +91,32 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "7b12790b", "metadata": {}, "outputs": [], "source": [ - "with bz2.BZ2File('/Users/vedantchandra/0_research/02_starwave/DATA/LMC_2022/AScat.pbz2') as f:\n", + "with bz2.BZ2File(datapath+'/AScat.pbz2') as f:\n", " asdf = pd.read_pickle(f)\n", - "asdf = pd.DataFrame(asdf)" + "asdf = pd.DataFrame(asdf)\n", + "print('Number of ASTs:',len(asdf))" + ] + }, + { + "cell_type": "markdown", + "id": "3f938b40", + "metadata": {}, + "source": [ + "#### Rename to correct format, remove undetected stars" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "df619afd", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2400000\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/6d/8w3sw49j3715htmfyjnsf0zh0000gn/T/ipykernel_5316/674033317.py:11: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " asdf['F110W_out'].loc[~detected] = np.nan\n", - "/var/folders/6d/8w3sw49j3715htmfyjnsf0zh0000gn/T/ipykernel_5316/674033317.py:12: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " asdf['F160W_out'].loc[~detected] = np.nan\n" - ] - } - ], - "source": [ - "# Rename to correct format, remove undetected stars\n", - "\n", - "print(len(asdf))\n", + "outputs": [], + "source": [ "detected = np.array(asdf['AS_det'])\n", "asdf['F110W_in'] = asdf['AS_mag1_in']\n", "asdf['F110W_out'] = asdf['AS_mag1_out']\n", @@ -155,77 +128,81 @@ "asdf['F160W_out'].loc[~detected] = np.nan" ] }, + { + "cell_type": "markdown", + "id": "0d9a607c", + "metadata": {}, + "source": [ + "#### Plot the input and output CMDs for the ASTs" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "8bb06b66", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$F160W$')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hJvN8JolKMjbN/DzpkdgglJvPuRG3HkrzyAaZSUoC+tmNNi/C9Cjo3xdccAFKT/x45homhCxXuKY3RCY9SrM/5D5Aluxhg/yWCwVIOJ6e19aRib4VvzyvfJcGQZdm2yQBxjyfGTaw5ZDK0IR5TQDYtKWHRx55BEA2F1r2qwafm+0hop70dG0wt3weBAVLOFtC1IOge2nyW7t6843YV/f79tHysU2ToQft29OuLZ+pRmSbdsfUezoYLGLaHcMD838JdyQVvZBw66B8axNS1UIM5rXN3y+anMyw9U1muvm8ZB8OYjTbQhsyN1/qAGj5rxmkz/B25fXN62mMXnP80M7xDf8vfrTh3xfKik6FJ1QtPqKlbcgPfWp8WybuBMRsMsnSleejh3vVuvgYCccAyHw0crKml8yE4Gi/DyEdhKg9dT/i3yVTUn4UcrK9rxbDdzamHp1DfgjSZHttcTRaNMgB+kH/frS7x1ApZQcoCTkBWYh+anwbQ3PATZkJ2Iyx2AbBg8FiX5xMphHIQco2oT20X2GbNrarCyh5vLbokpOtFos1FyuybebCzhwQ5XXIzFQCABlxEIJzzfuXsVw5kcr2bkP8Dmpx26nxbeoCA8F2fHpvdkF0bq2EB4+m9z8o/cTsK62PJZxIZsbAtfSjmbq+2NRi59K08IkJD59bi1OPDs7G+99++0ZceeWVfH0NTr5schcv6OgdlAt0Cf/KPp4RawsZgqDjpucvzrCCB8UtZYhCTmKaUMaMr3M1JN+BJ8nZh9Vxx7bwsbVN+27IDgaL/F7K8Im0yUS0ZqXslJlUHaeAJ5v/jCUcwdc68aq6U6ij7OW1V19Mq5TW/KCbkBvAg3luPzjLn8GLbx3/OLrBfGZbbc24vvPztFNmUnWdMkupmYH/7Ir1/gz0ICEXWtHLvMfMirEfecKjx9KNNlEIMlMCj0ySaOSK8VI/KxcnST0XehdnVswaRKSJCQCpd3QwGJw/ZkrESS+KvIY7EHvkNuhFGt2zFA2gNpvtlJ6RJtNnM+ktkU2U3QzxQ5JZyOOWJDRJ9tByFrX+kW2Xz1kjXexpzPG9XTQ5iZmj/f0gzSbSIL0W6ZWQaVJwl03u6oO/TTEOebwmTkLHvXvqDXhgdrbvOE1a0CSZSDKcPD+/I356n/T+S9hQY8zL48370/IsJYxLRJyjs4OJStPuWOa8Mv+b+uCqdZfws5aIlQwDmPm3QJqDe6F3MffbXfX7MDcZcNtt7xsQI2tXb45h9zuP36t+j2r+rziXSeQjk56xPAfl90pYXsublc/rig0pLGyTG5Tf63QnfYfoOVG/XrHhBh6L4jzV+9mRonZecMEFWEk7ZWKqU6X1uHTq3ZjrBH2D0Ing7hI2loIHGvxpatCSaQOwLS6rxUnNGN2g+zDVZeR5zdieCd3JwcK8P/nhmvCZLX4G9MPqNuhd3ot5LnPAM2Oq8nkslyZzIjFO2TaZGqVNYmYcCMhqqg6a8E1BAhkPlbExs610LVvMkN4rSoegNpFJ4RJNwUaeUwuJyPfc5AzQcTJEocWf5X1pXAXZfqnFLU2GZTQFK7nw1cIZpg3S2jUhZC39RlscUBwVyIqUyEWwln5nalSb7ZJmm/C07y6bddD/fdh0eWWb6Zqyz2zxeW0hLc9p6g8PUlQy1eu0782mwqYtbC+44ALmF6yE5ezf3HLLLbfcclshO2Xg31bY4xxLE2KVwWyZW2ZKhJnEB6sn0sjmt5JpnoqEr0wCCwBcvdnLrLqkBq+2Sp5O8mLlilx6sCZDmIz64ooNN1ghF6BfgpC8K3NVahImJGwar9TB9zRIhg3IyjvachnN9l4qcmE1M9mMZq4stdm0HbWrMrApeRQyt07mTVIbTK9att18Hntqc+xFShKR3MeU2aNzyvdDkkhMEtEVG25g5q1J9jGJSrQPkA2JzNRTSDJuV0rWAeJnQbCfTZgiQ0hTvBrpqd2x/zpgQ7qdrkF9JNEkjexk5j9rwi5AFi4227PF2Z7K9vn93qMpiJDN04z3IQjWvMbp1dXJfWblONNv4SY+RntGl03uyhAkr308fb7UHvmcCTaWOdY0dpn9p+Wbyutr35p8tzWvVb4Tkjhojgc2ghJgR2okXK+NwTJctWmFBZpOGfiXXHw54GuTig1qkw/v2rPi/9929B5rWopNrcg0jZYvzTbB2cqkyfJrmtIKoAt2a/CVTQhD3o+NpayJJmj9Tu2T92R7RnK7TOeQgvzyd5N5LM9nQtCybyQ0R5OUnIDI5D1pqT9y8Bt0fyeaMiLFOKTCjW3hJuFfyU4l00qxyWcnt2npFTJeRX0gTYq62+LIWgqY2W/aglD2j01lTHuHtMHfDAVoqXaanUgRDe07tT3zE1EaArIpN3JBJAXztVQUDea1mbnQkGOCjJOa938i6XBktn63ZSXItmlFK2yLtuXa9szmz+bwb2655ZZbbrmdjHbKeKqkdWqyN4H+FYz0PuSKUfOwJExnC+YD/YV+tZW/6WkBWWmxPY05NdmeTCNnkGnEH7JB3qkNsqbjtFWyNI1wRW0F+r0gICskQfto19bapa3wTQIXYK+aI98FDUU4EeKDjZAm4XrpZZsScVq1DbMfzP6Q9wL0k+g05ET+JtuuQeHaNlvON5lNgESard/l96hBjDY920HFrbV337x/2W/y25bvo/we6dryOyAzvSkNJZHv0on8bdpyiIztuEEeHJD1Fq896yY8Nt8FYA952UQnyKu98/i9ariKTD43M8xmevXyOzfHnUEsbvOatG/3rC+tqKd6yk2q8qMyoTQgO6DLQdMmHq8xz7SYhwnTkMmPRhvQzMHYFucy22VC23LAMiGb5SBqwM4klYLiNgUmrT2DxMqlvqzZJm2SlgOsPEbuO+jZDRIzNwcN86McBKOZcSST7QhkIVIN5jTPodW1lLCinKBPdDEif9dMDo4f2vu+TNtkm+U+ZNqiQsbSbGxVORjLAXvQ4G/2yaBJ/N1Tb1AVhah9ANT3xzY+aIs5yeiV282iFGZfmQpG5nsOQFUikqZBrza42oSpzXvTGOdkZg1hU1GKbLm0L/o3XU/+bS6UPj17k6pIJ9sqx0ztu5PvklQXWwnL4d/ccsstt9xyWyE7ZTzVqrsWr6i+1arhq3ktpodn6pVK78MGt2qMRpkULqElLT/UXMlpnq8sk0Z2aXVnZrtsj7mStHnZGolCklNMr98Gp9O15CpZ3r88B4C+XELZP4MINwD4GZmQHdkgxrBpWoFoM1dYljMjpqsG59P9UtsGEThs17M9Gy0v0iS4aWxbWz4lkd2kcIMN3huEdtjKwcl9NGKR+Z5r755mEtIcRIyj69H7ds64g9/5dv83rQlISARAy3U222D7/s1QgRSUkcQy7Z0flO9M+1w0OcnPTzNTX3kQ6iXvwyZdqpHwpLcsPXzp9dtQqEEVZExCpy1nlfa15b+TrbSnespMqmPuaqwvb8aFv/Tv8A8ffQgA8JLKVkyXzh6YQiLNhGbNmJlGwbe9VFL5Q35YJzpomNvJtEHOFHQgkx+uLRZjwlvygzJfWA2m1mBXCe9pUCGQvvSXVnei6sU1Xc3JSGOpyrYMgr1MIQAb5G+e2ybAocWXdq5dzcULZKqFmXgv+8XWD+Y1tPuU1z6R42SfaIsuWxtsz0CLfdng3UETxPdynJkCJ+FWLd6sQeUP+verNUDluWhRJOForY/kszWf4yA2thle0qBQW1qcfDe1OLBtAapNRrbJfFDYAUBmkayNeRoLftD25bIObCErLV1S2pz/FI77T2O4UOJt7sYlzMzM9F3n+dopk6daLpTxk7U34fbbr8O3PtmP+eeWW2655fajbRPemZjwzsyM/c+Mf3ZFr3HKeKpEVNLMBhWZKzwT6lkubxTQiUzyWJN5K5mFZJJQpa2ebaQeW07mIJKICdlp3rmWx2mykW0ek7wu2SAJM5MJSDnCD8zOqiXKbPDfIO/L1l5p3wuLWXsGpjdgO4fZXlkmTeYFagiJNDM32bxPk9158xNpEWqNHa6dYzkI3fxmNEarbC+Z9JYljHki75Lm4djkAW3PxjyXKSGoEWO0c02UXUZZ9tV9a1/QNSTqIZEh81swBVikZ6yFkrTcTFPycblnOojxC+ghGnl/Gspmy4U1x8QTgb2BGJqWREq6d/k8tLzfXKYwt9xyyy233E5SO2XgXzJbDEjLU5MrI1sVBlpRaTmmptHqsuo5anFmzWObiXZjpi42iHYQMWY5iT25XZJrNKkvWb/xrvp9fTVHZRtlFRLTGzRrQJqrVLmCNck1W5ztVqUabUVNx02NZ3MBqQ6rXLVrsVPTs9S8HSlHKONvdG4z1mraFieVrNtRS2vr2ioFyZU/1cvVTB4ji3TL1f7WkQn2mCSiIL2228bv4fMNEkE375OekxRSZwt0r+ZC7+K+mJf0SC6b3MXHTc9fnKnVaT6zQeQlU+pRPnNTwYlM+44f9O/n7858trSPfE8lX4K4A6ZMo6x6RMdrRB2JDBGKZXp4JDdIfUfXS+8r/ZZ4HBN9KUmE8njt2ZmpUdq7butXs3CIrPlsmkZ80pCeC72LreMmtZ1lJZHlLbDU57TahOdtpwz8S+xfQIeMNPED07QguI1huBwRQyP+SKKSPJ/M2VuODCUHEg2yAeLJEADn6ZmSZjayk3lvtvvTbNA1NAhNmo3dOgimNO+ZPkjJDpbX1QhVGsFni5OVgpTbNVhbElg01rR5T7KttE3LT5T3rC3y5Luk9bEmFWiaHARtYgS2gY62kdnkHbVnbr53MiSi8SDoOr++8Ua8rBYPZ9+ed/j3Ty72l6ezLZ6XgzelRKBs9yCiF11D63sJ8y/XHm2bfK/k/WmiEfK9Mgk8y7HDbSxdzeT1tHdAyzs+uvCwKv+q5brapCm1hbIp9qP1Tw7/5pZbbrnllttJaqecp6pRyoEsZHHzObFn+OixlFxgioOT2WTaNDKQbVW+nOyXhC+0HDEtLwywy4GZHpFt1ap5V+aqWVODWi5FSa7mbQpRZs4t3bsGsWrydmbajikFaHpnmldG92W2XSu8rKUPmCtxzWwVNCQsqhW0pvs5veplqrScqF2+6hKGa7XavLSd7o3OfdW6S/BMPR0ytG9CS/EyVcY0b86mHEXn+PeFi7BjzRAAIEGz8cpaG14hbs+iX0QQpX7Ch55YyJzX9OQlqWXQc5IeuYmQaKEXeT+2FB4y2cc2acpBqWODUksG5Z7azJaepxGcbN+JRhDcVlvd955qXvig88rzD5JuBOwoizTqu1ym8HkaTao2ZqYGSQDoiwMAOixkyg1qclk2WGmQBqc5MNu0famt8oWXg7E5qVCbTVsuh9CMRckPT5Nqk8eRmcWSpWgEmZYjZ0KWJhR+Ih+bBoHZispr5xkE3ZoLj0HscA0u1PKYbUXR5bVsDHMt91LLq5X7mnKTZFqMz5SAG1QVRfaL2X7T5OS5YSjEcDEEAJw23MZsJ84vrLo9AEAQOhj14sVNL3LQCOJ++9ZiBZ85kC2bNyivWop0mOX2ZDslzK9ByLaJYtB2Ol7C/DIGrsn0kcnvQDJvJUN4UBgAsMTDob+/cl+TpQ7oYRkyuVgHsjn6JuNXYy9r0L0NNiczFxeSSZ/LFOaWW2655ZbbSW6nDPu3E9X7PAi5GpIwjka+0LxEm9cG6CLvZHJFJY85GCz2r+CD7KpPY/hKcWm5qiV4S3oM8m9NMNzmGWosVcnoA1LYam4y6CMxmN7p0dl+wpX0InbU0koh1LaZaHdmfyI2yP6g/pQeh0Y+k97JNu8Sa96oBgfK9yBlGKfPxuaFaWpO8rqZ90sUd6ei1jY1Hwl/S8YzPX/JPLZ58hIKNZEKKbFoekPy/TS/K7Ot9K58qfVdbB2KUY2fKMfnnh4CXjneBAAUnAhFp578DTiIwbT9rSFMlOKOaQZFAECl2MNI4qm2AhdPNsoAgN/59vvwAeMep5F+GyYqpIUxJFoi70V66kQM3OoLydCg38Pj/kK/fB9tWzsU+zgPzM5m3h2zwPzVm2/MeNNyHLOhSHS8/H40icRMfwnvU44x8lp07vSduD9DwpSeMbWHPOe5ySCDPNG+NjlSzaRnrH0b5vhyYV2OefH2Z5CLPzwvqxRrGC+ehp975w78n4/Frv6xQh1lb1VfHEEOIqaeK6Az9k4kSZnMhIJsyftkgyBPageQnSi0mCNdy/yYpGwaXQfoZxYCcUztvsP9MbxBidzy33Q/Wh/ayotpUOfpVc9a/k7eg3ltLd6zc+1qXPt4KpeoiXfIlAOtqPyD/v3Mqm4E8SclJ0ETppWl38znIUv8SZhKDsYajGljQtqkB7V+kYxNjTUp+8eMk5q/S7jtFbUQ414M2RadCFPlTqY97V4RhSROWir0cLQTT441z8dcNz7HUDFEGMU79aKU3VsrxWXJumERn3imAgDWeKm2eJILvstXXcLfvK38nC00A/RPAraxQMZ2gSwUapM/taWqyGvZmPLymvTboBJsshKMDB+YLG+t4pX8jm1iE3S8ptFrxvhNgRkTDtfEOCTELO9jdbAGx/2nsYAjfMzGTeO5TOHzMdcp4yXDP4Xbb78Vl33GHpfMLbfccsvtR9NIplAuJMbHeyt6jVNmUiWTK00JY5KZgW1aBdlE56XZRMCBbHWHaXeMk7Dl6lF6ojaImEyy6bSVqC2H9ooNN6hi9wS3Su9rrhP0rcAfPeZncvZo9WlCZGSaN2QSjkwISZIhTEY0P4O9D+PhWgrv0v1IQQvZF1pu8lXr4hXwtY+/z+rZpguvm/jf9Ls87xUb3D45PRupRcLRd46n3jaJfGxxthuFBlKP4iGGzdPVeRY2T0UFBiXFy7/lOy8RCwnna4QSIH1frj3rJmweiQenPz7jZwEAZ460cCx2IlF0IqwfagEAGoGHdi+Gbxf8eAhyU8cTU5UA5UJMTgqiAtZWYq/2WKeMohOjAKsTT7fVc9nDfa5ZZg9Ve//NZyw9vys2xO3I5oKnRDatL6X4gYRgBxGSzH3omc9NBtyXtndRvtMyJGLzkul9s4Uw5DeoZQLQeGXmm2pQuOxjCbNLhMcsVCALjD80mz4DiYzsqF3VRxwzZVQlqrO1nCVnSWEMGcKbRjq2d/Glvv75fuyUgX8pwdcWJ7QxE7VJQUvxMAcaG+QCDE5YNj8+mxiFpnxjUvilaIRmyxU/tyWe29i4UlRiELvTjGeZixEzlcc2SNHHRPdnVp6RNoiRa+qVatD6cgxsm1CA7T4k/KdVrCEzYVcT+rJB+yarWBMAsMWttEUXvfObqg42D8eT57AbopbEM7thAeuSSfNAcxhADMseS2Dc2a6LmhcPcOuH21hMIF2CdkfdHsoJy7fq+QjCOL645LsYKsbXKxd7aAQEBcfnaveKDAV/7Kkynuwc53414UYbjAvo7F3bZDwoTc5czGkLF1v2gDaumPubZsLDWmyYTI47chFgalHTNUnk5LH5rhqCoGPl/ZupbNo9a4tOM+QiQxBm1R+TKSxt0LdphpJeqJSak9pTbTab2L59O775zW+qvz/33HP4oz/6I7TbbRQKBTSbTVxzzTU47zxdOD+33HLLLbfcXkg7aT3Vr371q/i1X/s1PPLII9CaeOzYMfzKr/wK/uzP/gzT07F449NPP43/8B/+A+655x5s2bIls/9UaT0unXp3X5UJYHBlBhsJhPbVNCrlebSEfhtkI693Iuw3SQIgk6tzE24BspVupIdk5pHSPZvtkTC2rf6rRqgxvShbvUMyrV/Nwuuaad63KS1H9yy9RVvFDpPFbRZbl/D+crVwbcWZzXfBRBzIbIIJNoY6wdtU01X2j9SXnYl2MxlkthXitevifU8birHbUiFkLzKMwHDriOvj2cYIAKAdFrBxOGbvziXeKZCSiCI4DPlWij1m9NK2o50S1g+1AcSEI/p9vNRF3U+92nIi9LCUsH/XVrr44mzsGd93+FgGCtTec038Qb6DmlSoiSZprHn5vWrs13dPvSEja2nCrYMQCxu8S+2R+xEpp+o5fYQraVpOvDQTbdO8c5lPreXHAylhTPOGZT9INESO0bbc8+XytLVcWFNqlfb9kS9S/thjj+F3fud3MDU1he985zt4+OGH1Un1gx/8ICqVCn7jN34js/0P//APsbCwgA984AOZ7bL0m2TvkWnxUnMw1liaEsqgD7ruRwMhPdNke4gtKSFb28ctXxwgC+lMlF1V7QboV1ixFboG+uPEpsiDVvrNBjFqCfYm60+2y2zbu6fegMOtMHPPsm0mu5PaJmEoaTad1EETmQk9yRQeGQc1zRyMbIsJQH8vAR0us6nt2KBOgvRWlyNMlVIYt9OLZ8pKMUSE+O/VyYTY7hUxnvzdDNIFWi9ymI1bKfbwbDNm3p5ZjSfXRpDGO4PQgZtMiEfaHibL8YDvJzBvwYkwlkDJERzevuS7mKq0+dok7lBKYq6LgcvKSTZGvQYbmn2svcfLwaq2yUorlC4XY7JN8lsapGFL5wbsZSQBqNrfmgC+uSDQxGHI5Lgi99G+NVsJSFN4Q/tdE3wxU/GArJiN+R2ZkPe5tVJG41wTx3h0+u4fbfGHc889F/feey8++tGP4qUvfal1v6eeegoPPPBA3/ZKpQLf95Ujcsstt9xyy+2FtZPOU5X2zne+E3/zN3+jeqq33XYbfvVXfxVve9vb8JGPfASrVq1Cp9PBa1/7WvzlX/4ltm7dmtlfViKQ3gWAPg9DriIlrGHCCMuJAwBZZq6EpuTvchVsVq+xae3Kdi6XCwf0l8GSxw2SGDQFJqqeo3qZtmtLGFdrg43UJUlINu1SIkaR9yol9ky2tQmnSyjIZOYO2m7LQ9QS+rXr0jE2+T6zH0zvSpNsI3vQvx+zi18DAHzw3F2oeXG/jHshe53Etp0eamOhG0v+LQYu/04eIhB7jwBQD4oYSuBfAOxRtntFHGjFUO+wG2K4mOah0v9HEnLSgWaF5Qa7YYFhYYJ/i06UyVMlO9Ypo520aarc5d+IAPXtxRK+MpvCnDZSynL9qhFjyGxaxEA/jGt7lqZnqeVk28iCZFqxdbpvoB+p0b4bbfywVaDScqXNe6JvkIrcA1lxDO270cIy8ns1vXPNG9WQHi3n3cx3lYIw1KZTiqg0yN75znfiL/7iL/Dxj38cn//85/HBD34Q//t//2/ceOONfRMqAHzj0ccYVqGXTQ7uWvKyhG9kjUebaR+CLYaVvtxZuIU0P6XJl9gmCkH7SchHvlAzMSkysziQ7ZSsWRuzDsjCSg/NPoyp8f64i2wTTcYz0W5MJ2omZlyKzsFtjXYD89v77sO8J/khm9eVfbG1vLOPnWlCsFJVZtBixWRja1CwhPEoTcAcKLTJVj5nTUdapiq8fe31AGKYf8dUPIn9bPSzOG/8JwEAS34LTzViOHb9UJtjlN1kgjrQGuJtq0tdngh7TsR/H0smXdcJeSJ9pjGEppgIp5O4az0oYsRNGblAPIHTOdaUOyx2X/W6qCTsXYKPF32PJ1qvEPKkCQAbElZxL3LgFdLJHQD+f4db+Gr4APc7v291fTKliYK+ByAe/LUQAj2DaXdM/Xa1GKcZPtLK/c1Eu1l1SU4w2nnkeyrT+6TJc8t3iPaX3AqpjCShUu1eZFqbbJccPwhavRlxm2xpS3Jcld+iBs1rohKyT2wLVDk20Lci3wkptHLZ5C5uzzN9d/792UkH/56olctlPPDAA3j961+PQ4cO4e1vfzvm5+fxyle+8gfdtNxyyy233E5R+6H1VAHgIx/5CDZu3Ih77rkHv/Ebv4F7770Xr3rVq3D//ffj5S9/eWbfMAowX/8WvopvoeqMAwB8xFCSV/wL3u/fSkcw7V4OIOsZTePivhzBC72LrYw0s0LEjtpixrPUVmBA/+rQTOKX5xgkiWZWixjkZdugKWnSk12uEoxsFx0n70OuHuU5+LqBDo/F0mkpCUSr7iL7XRIb7hqPn4PJViR7aH8/nCpNIwZJb1jeh7x/jY39oH9/xsM3odwZP/37oslJvLUShymOdx380nh8jlE3Fj840CpjXSX18KqJNm4j8PCysQYAYF/isQIxTAsAG4Zb2N+MK8H4YQEHOjFBruhEOG04Jga5TrzvcDHEYsLAnSgFoGDMUuACyTc0Ve5k2L1A7LGSh+sVQiwm12gGRZQK8XNo9uJ1/ZpKl4+f7ZSYLDXXLbLnXCt1MZ94vt9YiP//1fDeDJokme6myTJ6tnxjSWAZ5L0CWcYunUseL5+9RGcemk2/BU2L1yb/KT0yDeY2mfJ0fSmIoLHjbcQosp9fvxpfPnJx3zVk26QIhCQ9mVVsZB/K68rx4UH/ftbllSUKtVzYh/bqyNuD/v1od4/AK96CV55/LgDAK/4x/152qnjpqzbG5zt6tO+evx/7oY2pfuhDH8LnPvc53Htv3OGNRgPXXnstbr31Vrz85S/HN77xjcz+FFOVbDJ6CNtqq1UFH/OFXq5epu2jAPphERkfkXCIVpdV06uV19GgQvMc8hjzAzJLOEkVFC2528amlHElTcSCTPaFTDXQ0pfk85JasjZGr8Zcpr6R92w+AzJTrNwUQjDVXGRKhFnCzkzrkTEjrd+oPe84M8JoAqUebpewqhT/3QkLXPKMYqOjbsCw69FOGRMJhNoIXIwm8czZTonjnSSUEEYO/z3m+QwLFxxgbZIa8+TiKABguNjjeKeDiK9dLkR8jvXJMQDw3cUqAGBVKWCoWGr9dsMin4PUkmhCBeLUmTD55NdV0uMOtcv870/ui1N5Hl06lnmPB6Vqmd+lNuADem1k7Ro2NuvzEXkxU0Pku2m+u7ZxwIw/DhoLTH1hmWoEZBfRWqof3ZOZgWCbdLU0OwnzmpraWoxbC+2Y1xhUfpKuCWS/Tcm3WQn7ofRUoyjCjTfeiH/5l3/hbSMjI/jQhz6Ec845B+95z3vw2GOP4dxzz/0BtjK33HLLLbdTzX4oPdUjR45g7dq1aLfbKJfLmd+iKEKtVsMXvvAFnH/++bxdrkZM2NBW/Nrc14SATM9Qq+QgTct1M3POtGNsFSA0OTlpmudH9yh/N1e32r6amQnk2urRdv/fyz3L1ecgmIr2B7LJ/SYaQPcsV85aLp/5t3kfJjt4EJvSZALLnF0T8v+1M2pYm0C60uZ9jz1Y8k4PtCqoJKzaciGt4rIUFDGaeLUT5Q56CUmonniIVS/g8mnDbo+Lf9c8n3NB/eRcVbeHerKv50RMKJrvlngfSc4YTq47WWlhfyIOUSt18UwjhptXlQLW7j3QirdNlLrchoITXweIPWuCfzuhg28uxN/7N+fiNpiek+ZR2X7XPB8tF9iUmNS8T1uRbq0SlE3bV5Ms1ArMA/axZhC7V7ZXvqMSRZGmecZmfrz5ndtEbqQtJ55jkh4H6QPIvtAq4diQPnn8j7z4gzTbpBpFEaanp/G//tf/wk/8xE9kfltaWsK5556LJ598MjPh0qRqY25K03Q85cciB3ltkNbKkpmi1CfyYdFv2gSixVpORBlKwknSNNawmciutUEaTe5SeMJWEmxQIripuGT7wExNUHk9Ex4z06c0rVM6Xn545oBmFlzQoCxtQSBVYsz7o/dmuBhPXL96dpPhUKlgNNvxeKKkiabZK7AYfYh0cpvruphIYONRL2Cm75GEVes6ISbLqaADxUEPtMoMN1M8lOKYQBwbpUkTADpJTDSCwzq+xNY91imDuLrrh1pY9NPzUHsk09gP4xvZONzCtxfjyfjcsSZfY8F38eav3gwgC+drIRbbu6tNeDaoUFPlsUH+2r7SzPir9q7IhRal3WkMdZtQhE3vmcx8d7VJ3maDUpXk76bOtK1EIdBfWlITtzAXPHQNGbcdpC9sE0eR13tm82d/tMUfpLXbMWGi2WxmtjuOg1tvvRXvfve7sXfvXt6+uLiIX/7lX8Z//+//vc+DzS233HLLLbcX2k66mOqRI0fw9re/Hfv378eePXsAAJs2bcJ5552Hd73rXfilX/olAMBb3vIWTE9P47d+67dQLpfhOA56vR5+/dd/Ha973ev6zvudrz/bVxaMVoFSdEFCjBNllyFEueqick3yHIDwZvY+jH2TWVUnmQt3oXdxZrWn5dPZVt+a7qxkv9G55IpSwh4mzEJGf8v7Ob3qZYQqTDNJRHTs6dXVfA2NOHIwWOzT1AX00nkmw5r33f9wH1N3JtqdsgLFinmLk5ZSo2PMVa1cdWsMSnnPmpcg2y2hO2IVS+jRlEWknLpXT8ZrXAcRFv3YUx0qhqxz64cO5rok3hB7mWu9lMiz6Hss31cqhMzSrRQDLCXs3ZLI8xwTpCbKIR33ekwuIoi5UuyxR3mkU2aBiGE33b63UcHmkdhDJc921Asw4qZsZIKQ270CNg7H+5LAxLgXIEg8Va8Q4tyxZrJvSmp6quGp3petLBuMV9dEfaY7F+NEzAzXaGgIvSd34DrVg5NF0w8Gi3ys/A7o/dhX91VUQ8t5BewlFcmktya9RSptpwksSLMRMuW5tWcQi1SAr2f2iZlRoHnZW0cmcNFQLDBBpRVNyU+tnbKPpFcrv03ad5P1zp+fndTw70qahH812FfCilIwXqryaKxAG7vTNAlHyViENnDT/kA2rmd+0DZYGPjeIB0blGpTpdGUXcwY5SCReBtDUis1Nkhc25yYZbyn6jkq1KuVp5P3J83G9LQxuiV8B8SDo4yjapq+8h36yMvjdI9/t2opA7mSHEhDMGQJPh0uhqglMO5i18NEEqtc6JZ4whst+TjaitNqCOaN4KCYpMwUnQgzSzHcOlEKGN4lOFcKNxSdCMeTiX1VKYWVG4GL8SSdh+BaIIWu5fmGiz2O/R5N0mw2jbSZ8Vsp9nCoXUna46OdnO/tj/3zwGcuwzGArgurwZHnr/YyRQfItOd8aXVn5luxhY6AwaXNNCF6W8jHnESlkZgFEKfj2RSYgOwieLl7NdMHl1N+sil8DfrG5D2b5R61a5GZjoEtnm2ew1bicaUVlU5q+De33HLLLbfcfpjslPFUq+5avKL6VpXYMGhlqK2U5GpMg2mW08MFsoF0KVFmertaoN7WLkBPIDevO+j+Te97EEHJXPmRaSti0yMfdC8mA1sjJch2LJevCuhaoFpRaAlDbaut7iOM2MrWmQQn7R7pOct+kKt1KtX2s9PzOJp4aqGQ5is4YMYuMXB7UYE9zjhPNW5vMyiy19qLCuwFlhKm8PFOCV4hJQulhCMw/Eu5rQ7AFWaGigFDto3Ay7SHvE/KeW32ijhNlIMjz3nEC9BIIN2jCeO3UkyJU7OdErN/y8UQn3gm7os9jbk+78sM3dgqD5nPQ5pEauT+ZLayfVqusw2CldeXCJCWgTCo3CMdL9umvf8yp1uGcGQu6KAce/O8NglNqnpEkqHm/WthHu1eTIEN+a2YfWXzhiWx0Lxf83c5Dqw0+/eki6m+UOahGH8AwfaM+geZDS6VWpmmmLmEkuXfl1Z3quxXLRah1SQE7C+xhBDNwcJMYtdYgbZ7lS+bHEAkDAskWrPiAzR1e+neSPmI+uGO/ddhT61f4P6KDTf03YctuR24qY+BDSDTRrN2LJBlPMuBNaOGk2ixyutKnWMy24BHsVxqP5DtZ7kAmZtM3yV5PpJ9fq45nJnQSGBB6t5SjFSmnIwLlu+Im8ZRm70iQ1JURq0TFvBcK+6r04a6iToScPpIEyPJBNsNU7iZrnGoXcGmkUbStigjrk9QL7VXCj4UnDglCIj/T+ejRcCo53NZuVE34Hv95sJIJvmf4s+yb4njIN+bS6s71fdcstzJ7qrfx4pbQP/3ZL6LGtSpfV9mOof5uzyHHCeWqzdsK9Uov/ODwSI+vTc+J72bGcGUIP0OtFDSZZO7VCdgi7M90/7p+Ysz1zAX85uq8btwV313X3m4S6s7M/wUafTM7xq/T1UtS8fExWX7mO7DjB3T/hdccIHeiOdpp8yk6kdtfK1+L5phFwcL8er47rtfgze+8Y0/4JbllltuueX2Ytic/xSO+09jCUdw5ZVXAgAWFhZW9BqnDPxLRcrN4DjQX2xc+9vMMyWT59IIDNqK04RgNXKBRowxoRUz0d2UQpO5mRr0aBNSsHnJQDY3j/qF7k96yraSZ3Q/y8HU8j5t5aW0a2jyj0CWPARkC1PL0n9mvw6SiDMlBmX+ImAXq7BB06+YiBd7O6fn2Uts94oM3bZ7RRZbIBv3AoZuC0KY4dnmMDN9a57PJdrKxfhkfuhgKoFbRz2fiVGlQsi5rM0gPu9pwx2+hh85GWiWmLk1z2dvdylhLm8aafF9FJ2Iy7a1ei6Giqm0Ih1PELO85489VcaTnePcT+Y3aJJWtL8lkiFlLrX3RhLnbHA9bZeEQ438KD1ZU4DE9EBN6cJBIR8ZljG9Mw0KXa78oNZmk0C43Dls3uJy4imELEl2tEZelOeQ+d8AVFRQC8VtcbYzXP3YfJfvaaVlCk+ZSXWVux4X1X4l83LblFG0UmPyQ6APUCp4DNL8NI+X56D96RyDKPHy5TZLlwH9A7ftRR/E9JNsY02JSLs383qm0hK1zcbM1BYgy+mHaknfJxJrkqapz1w0OcnUfXlOmtgfm+/yQCDrt5rtN9sj2yl/yxRTOD9elI17PZ4cZzsl1sedF4xeqjF65mgdRxJVogXf5QnPK4QZIXqK0XaStJVGUMS540vxuXouKy0VnIhTaSh1ptUrcvx10S9ieqjNxxGjd6LkM/RM28qFdJI/2iljPmENbxxuY9RLU23icxXS8nORw4znyx/7Z+4f8z2lPtXYnSeiC63F8OQz1WKxz1fj2hw/zMWB1Jw2IWZz3DHHMO07Xk6pzbwn83s1FcC0rAOb1rI2DshzE2PZ1O8+EQEJ2k/2hbb40e7VvCcu/XYqiT/klltuueWW2w+TnTKeKsG/mjdoMlOX82A1Fh9gX6UC/RUZbJCtJuUl4Q2bvCH9biPSDIJeNclD8/40OMr8fVAiuG3VbJaKouOXk0CTq1UJIWkrY+ldyPbYiA2D9ErNJPVB2tAmbGaTbKR9/vpV1wMA1pb9tJoMUh1cCb2mnp7LXuSI6zM5aa7rMQlo2O1hLmHZEtWpFzkYT6rYOIgYHh52Qz6OWMVz3RIzc/2wwFBwOywwoSqMHM6BLSf//9fjo3jpaJvvmZjCq8sdbicxhetBgcvSFQB89Kn4/jUvBejPwZR9au476N0jG8S4Nd877VsiG6RJTc//2rNuYjRE058GsmiHKVZjfufLfccEld6x/zprXrlZrm5Q3qx2Tza5RfK+zT4ko+Ov3nwjh2a0XFJpMrT18PyxjBdtSk+abGCNFLrS7N/cU80tt9xyyy23FbJThv0rTeaFAtki1qbZVpJAXLhcrqQ1ke/lTAbdZ+pYNm1H8wblKlIjMgFx4WvzHNeelXrOcqUqKeimdy5VpszcMu3+ZWFyrc3m/cl+Me9NkhZmot3YVo1Xq3U/9tQOBovqKliTZry0ujNDOJHeMPXLbUfv4fuwSQzKv+U+dC35t2w/XU/GhLYlkm494fUBqSpRBRFXkEkF8CuYT4hBa8pFlBOvddRN5QabQompnJCXnmuVsDHJIX1iaQRnVuO/G4GLw+3Yq6XapTXPZ691qedyzLXne+wlh1EkFJPi672q1sBSEqsd8/zUw+0VsXksjufet38KAHDmSBfrEyH+b8yP4tOz1wMALpvUPZc0JWnRGsMzY/Uy3WpPY059HzUugnzOV2++EZjfzuc1PTiTh0F/myjTcoUaaNyZ8dH3DUrTVIqobSa5yESAKD1JokVkpvwf7WsWHtdi1zSWyLrEmTQchYwp9x1Uk5W2yRQ2Oe6Y0pNS9e1B/35sCdKxTRKVVtJOOfgX6If3bLJXQJZZa05GVFxbM60E1aBJx9xOL5IJodDLJKvg2ODRE0nkJlsuSVsru2QjZ2l5b6ZusVaRQmMFmsQRbWCxMaZtCw9quy1JX/aFto9GfJD72Njcy8GRf/qS1wOIhRDWJKXf5jolnkDbvSLnb1LptGbgMoS6FLgYSfZt9IoM79aDIjN5CWKtFEImO1E5OSCuFrPgx9unyul2gp0rxV4mX5ZyS91C1Fd5Bkjh3VHPR7sX7xtGsUwiAK5MsxS4GEvaccN3Gmr/aAQfmyygJiEo97eJkdjIR5oYAe0P6CEDeT1tzKF7AvorOw2qxnQiBLjl9HylaeOOyXLXwiryevLb1QRWpLgGmcmO1sZHm7TicgsMLfQjJS1lNaFcpjC33HLLLbfcTlI75eDfLc72gbmHMg/ThGQk7d783Qzmm6tE0xvWlFR21K7qo8cTtAlk6fVmMWA6PpPfFeiwsUbUojwxbaUOIKNqQ79fNDmJx+a73J5BuaexUhN4X/JEPz2rk7uOzuokIq2WrU0WUvb3IIF/MzVA3quEr822yEofEt2Q5AvKgZUwpXk+LgKQVHSZqrS5qDgArq067PbYs3uqHgvgF5zUM5QeZ6x21E3+9jBcjI8jKLgbFlBJPM52r8hi+BuGWtgyGp+HvNDHl0ZQTTxcrxCiEJH32eVrP9MYwvqh2HumfNO67zKhqhm4nNO6ptLFQpcIVfG2M6tN3LV/NGl91lOlfntotj9NykQkTA9QmglxymcgvwmJypAtl65h84C1sIG8JwrLbAl05ISqHA0y23tuqkdJKNTM4x70ns+Iaj9mCtOMUQlIkp5kHq8WXpP9cfXmGzPnleOgSaIC9NCOHI81xGJqfBuPc/L+8io1z9MoT1WWc5OJ4Bqkq8UaAKgxE2mSsWubuOUHq8Vtl2ONSujVVsVFmhYf0iYYLRdQbpeVcmzsaGofnZtMQtc2hrXZD6aohBZfsjETyTTd3UE5wYOg8stXXSImSr2MnmyPDebWcut2bYxjxFOlAONeGlNlyLfSweMLVQDAZDkezcLIYY3fJ5ZGsCkpv7boe5zrWXAizjktJ9q/nV6BY6PzvpeRMSSYVuoBjyZQ8kLXYwGKiVKXq8mUCiHLFx5O8mbLxRCVROShWvKxbylue9GJMCwWAECsT/zH347P+9XwgUz/ae+V1u87167majNmvB/QGflANnQBZL8L8zhTYEILPQzKGKDzavnfNvETmlTIzMpN8no0pmkSm+aYoX3HlEMqv1EznCPFNLRi69p3bIOPbVV8zNxceY4TEZggG+T4UDtWGv49ZTxVkikstxx0evE6IiicizOHz/kBtyy33HLLLbcXwzr+cXSDeQDAkwkiMrbQGXDE926nzKQKx8N05SczJICjXeBo91if0D392/SiaPWkMT6lR1X1nL6KExn2W+fiLGOXoc5+GUSt+glt11biEsaRXrYm/k0wl7x/U6nIhMJMxp9cacqVrZQRM+9fwt/aan+Lsz2zKpXsPa0e6iAvnIzQCRupS7N3T70hI41I1/gQUllD7Vi5TVNXkjJz0hM7pxrndHbDAleCqRRTUtC/HR9j6UHKYx31AlZLWltJPce1lQ5DrL3IEVVt4uM6vQKzdV0n9YafWBphMhPlq/qhg8PtOI91qtxhr1dC1KNu2o4DCXv4jJE277vn+DhLD64qBSyLSO165Pgw5qOUASr7z+ZpAtnv49FjKRapve8SIch6WfdnjjMF3E0JUm1MyBSmFzCmZM3Lc2h5oRqMvcXZboWe6Xd+t4LtLKIvz2VDn+Q5yCQLV4aoZN9rpCP5jLaW43vbEmzP9PEgSUObyXFVtlPLX7Uxt7MKcbtR9lZlkKqc/fs8bZD4A5AdbDMUbPFRyKondDw9MBt7T8ItNNFIkQIZz6Rrmu0hk5O8TWhCY83ZaP4aBGtjpi7HiNXSb2Q7pSzYIAjZNJsUoxyEJGQl+2EQjGtO1hrUZUtSl8XPbQISQH98TWNYy+f48VenkzXFJ8uioHcjSNNZyMrFHh49HvfbVDnglJmhYo8n0GebFT5fyJOxj/0JTLt+qI3ZRBxistxl2JfKsq2rdPBsM54wR9we3ARXHvN8LCYiDiNuwIze2Q6l1oQpbOy7qCXx1SOiRN2+ZjxZ3/Ncj5/1RZOTONyK70OyNAcJK9Dv2gKLzAbjyjJpUhNYu558ppevuoTfOVualTZ+SLNNclr8XWuX+f4NgmYHvavm+cz+0/SubSbHOa3UnBzDTkTEwhT6GJRaqGVdaE5CLv6QW2655ZZbbj8EdurAvwNMej1mUF7ztOTqiD3O8k5eBcnEZLm62oqdvI1Yo7KwslY1A0hhGNP7MuHLmWi3kWcWX0OuLOXfEiKTFTA0z1l6V5qIwelVD0f32uEcSRY6GOiFBjQyg0nqopW4ZAvKe6a/r9hwg5pPSs9GehGXr7okkxdMyf1AlllN/yb41xR3MJ/jXCcYuHKmv+m4RuIhnjHSwbEEHnUQsfhDWeSHkofo9VysLsXPa7jYYzZuwYmwtxF7oq+amEcj2Z/EIwCw5xhGQNWl+q0Rs3Q3jcSCEIfbFWwcjqHpthCSAMBwdASHPdz1ieC+vJ7nRDiUQMhASoJ65Bit63vc19PzKeoxNxksSwzS8lEBe44omWSm07ubIQY1+hEUKRSzr+73PXP5TgCC5VsfnAsr2ymPv7S6k783QmRmjmePo2tf6F2MKhXlhdsncmNeSyPwSKhcQ8DMMUqTkaTxwyaFSL9fseEGFQ0wvf2HZvufH/WJfDYkUGGaZCPTcTaS6UrYKQf/Av1qJjZI2EygNqvcmy8/vSyalqaZmE5mDgjmQGATh9BgSrMsG5m8djbNY3Byt1Ys2WS2aow8uQCxnVdjv2qxHy11iLZr5ajIzJizjI8B/WXAZNvpOhLqs8F7UoNUg43NNg3qn9vOTkIJpTQ2KIuQlwo9Ec+MB892r5hRXzrKMG5aNSaCgyoVE0/0dw+1yxyvnSx3eV8/LDCMm8LAHpeMW1PucPz18aURTCYT+pqhNo60Yog4nfrBhcrnuyUc7lBFm4Db/99m+iu3nAiEuhzj3Uz9AOKFjSzYrUGacsIbJB4B6O+rTTRhORazqdZ2ooxns/wgmRy3aDKu+1FfVgJZJhUP2RCNmZ4zSPBk0PMYJBRhhlq0ilVae82x1Bw/ZRrittrqDFxPY9Cj03fn8G9uueWWW265nYx2ysC/ZadqzVOadscyEAqZKZ310BPZ1Zw8n0x0vtC7uM/DkQnN0nbUrsrUF6Q2SehGg300CElCyea1NK/NXJ1S2zW42BSpkL/R+eVqlZPaxTab3KCE4agNtM1MUpfEMDLJUNauIVezkrlI561vyK7g6RpznaCvj2S7TYa1RigxK4wAWYKG9PBve0X8zGOt3bQW6r7GMABgeihgxi7JGMbigLHX5yDi/FXp1VaKPRxIiEbzCbQ7UQpY/GHJdzGUeLvzvseShONc5SZgglOrV2RIt+qGGE5g41bgYiKpZEMe7lLgMlxcLoace1sphLjz6RL3ERBDd7JPKG9cfo9SIpC9siALwWv1beW7Qp7Kw7UUWZACBvJ5aLVCJXohvSgNnTCZy5r3JMlrtkLp9G5qzHUSeKHjCDl58LiuP25jzWr3SmOQSQDS3nn5DOh3SeSSbc4iB/H7LEmGy2n/zkS7M98YbZftkmOxhkLm4g8rYFTdXWO62lRQzAK4Ggyjqa8AelKzHHQlo20QHCzPYQoMaO2RsVFJ4dcEw7UB34xhkmkatlJRyVZYXPalreCAJlRhg3/UgUUxcwFlmgkrL8d+lmZjQmthBS0eaBZ/p0F/5/pkEiuGaCYT06ZqE61kEvvu0jBPTBw7BXhiC8JUiP9Qu4ylRO9341AX9JGTotK6SpvTWopOxL8XnYgnwtUCuqXUl0bgYiyZbOc7JdYPnih1OfbrJpP1U0vDrMS0utzhtJxjXRfX7P0s3z/QP0Etx/QdFF4AdFWvbbXVXF7s3FopI/SSTbuwlygD7BCpZjYVLXObCbFKOFmmAdE92+DPQUXDgWzqjzYeae+uHB/ldyPThAYx7WmbeQ0pkqPFZ82+kH1mCnSY97FcmU25sM21f3PLLbfccsvtJLXcU0W/Z2UrIK7ZciQJW34XQbqS4CJXYBqB4fSqN1AibyZKi/feefxedeVua5uWe6vJFEozq8IMYluaK3EiCWnVdmR7JFQmt8tVKXl6EoK3FZ6XK1ztb7oO0O9R0j1rpAwpeCE9CmnLIRXv3rwq7ofRBp6qx5CvlCuslbp9coPtXpE1fue7aUWb2U4Jw8k+w27Ani15i2sqXS5cvrrcQSuRJvRDh+UN5cBA1w0icHk5r5DCv3XfRTXJSf3KXCxHeMGqOnuvzaDI5KS791dwqJUVjTUl7WzkO+3dkprcEqmxkfaALKQJ6DmQsjTgct+KLH5tk/ezeXDmfZpkINMLlmjStDvG15a5qRKp0jxjG5Il70eSwmzonInUmUQlDQ0jM9Em7fvXtMptOfHSNHlDs1/Jq39m82dX1FM9ZSbVSrGG8eJp+Ll37sDHPnoXAKDk1lhdQyttZmO6aVCRNBt8ZVP5oI/moslJhqS0D9CMd2qTqm1fMi0J3YTQvhcYV7v25asuYZhNxmS1RG85+dngtmyakF74ABgMc8uBx7xn+ZFK9RwJHWlCEWZseDkdYGkaDPX/bIkF5YeKIU9iY57P5dOavSKnvpQK8f+9QoiDCeu2XIh4sj3YKmF6qMv7EtRLkO6S7zF0WymEzOid9z0uGSftSDtl7tLk+djiMF421uDzkXh+y9AOBuK47lONuJ0E/QLpeyUXjDZWqHzmtsXuckx4MpOtbhNoB/r1d+WEZnIObIIgMqRhlq+j/bSUG01sQS4IzPgr3bPWXpMdK79juRg3zWTay7FSg+HlYmUQJ8M0TTNbmi1bg+7/6s03cvu1sWRqfBv+6s5rcffdd+MfPvoQfu6dOwAAn//85zEzM6O26fnYKUNUcp0yXjL8U7j99lvx93/3jR90c3LLLbfccnuR7Y1vfCPe+MY34lufvAq3357LFH5fVnXX4hXVt1rz0LRqNFJa0FbQWNP+ld6cRvCRAX5pGmQjA/ySxagdD9hzNrXty+XIaaQmuTI2PTlttSqLjWtem5brZ+bhafCNLV9QegEE31U9hzVNpTdpq8ihMYhtcovaPdmEK2yMRtr+V+f8DIAYYh0ThCSCTf3Q4dzSduIFznY8rE2YwATFxttLTJhYXe5gKRF/WBTiDwQJO4iwthJ7sIfbZQwl12gl13CdVORh1PP5XI/XKzg70Sv2ChEzk9dV4m1jpS6TrB5frOJzB+PrNns9a0URMi3XU5OZM+UmyeR3Iz09W8WjQUQ+M8xBpr2D8ju3wZsawqOFfrTj6FoaPCrHMFuFGElUGlRB5kRCQrI/NAa2ZC7LMU8ba6VNlN2BKAP1gdZ2sy/kN2rCxvQurXSe6ikzqVJMVYOW5IdrvtyDKPbmR6PFV23sRvnwB5UzMz9iW0zEbK88rynWTWaDbiQr1nx5zTQSDR4/ESq/dn82eMwcLGRb5f6DBhVzcjT7UkLikt1oMqFtSfO2+Lu2zRQIoOtde04ci1wKipjtxgzc04fS9JoFv8hs2jWJalG3V+AUlzVDbcwsxucoFUKOZ26u1rGYwL8kuL9+qI0gpOgpWO2oVAixKhF0KDrxtWR8tuoFrBPsORGzgls9F4t+3ObJMon3F/gcD81W8d7vpCIbZFqcDECfeAr1pTlRmvH3QbE287mcSGk38zjZThnmsF2XBm4z5c58Z82F+IneB52P2qAtTLTFnBna0SZLW7zTthgx23ciGr7m+ekaWthIWwSboTRNPEcuiLV48EpPqicl/PuVr3wF73//+9FqtfDcc8/hNa95DW688UZs2LAhs9/jjz+Oa665Bps2bYLjOJidncUHP/hBrF279gfU8txyyy233E5lO+k81ccffxy/+Zu/ib/7u79DrVZDvV7Hzp078Z3vfAdf+cpXsHnzZgDAwsICtm7dive///24/PLLAQB/+Id/iP/5P/8n/vVf/xXlcjlzXoJ/tVJqNrk9wA4zAnZoQZPWG5TfNUgf1lZh5tLqTtb5pOC8DR6VbZ8ou3xtkmzbV/fV1ac0m0dm226usAfJG5p5gRKiM9l60kuQZaq069qgdwB9sKyN7KTlvWmVN44uPMz9KaFm+T5pEnmyX/7p1T8en6tVYZh2ouSzFq/nREwoIjj2cLuEicSzbPSKGBaSheSHloshQ8jk9fqhA6+Qwr8toelL24kMdbRTZvISQbwAsGGoxVBwL0pzZL+xEDOXXzHeYrLSf/7O5wbmgpr52Vr/aO+3icIMQglMlMWGTmn53xr0qpEUbbmXpgdpQswmOmMj55HZmLsaVG1D06Qm7qCcb0l60qrf2O5fmlZq0dY/8twaGmASDzXmtjyPjWFN3/FK56medJPqm970Jtxyyy0466yzeNujjz6KV7/61XjLW96CT3ziEwCA3//938cdd9yBAwcOwHWTDp6bw9q1a/Gnf/qneM973pM5L8G/Eupb7qPaVludGSAHQTEmtKJBLzKJW066UkxAqisB9jJHGvtVqjDJ9AKbuIR5PiArcqEJUZgfsQbT2OKMmvKRGXehNkhIi5iJcjKS0KwWGzfhLBNONBPabWWlTHjLZFBqsRubqpV8zhr7+b+d8bMAgHVJjBSIJ8QRNx5UvEKIThhPfqSzO+IGmbQVKdJADGI/cniyJfGHua6LWjJRVt2s+hKxdM8Y6fA2mhy9Qog5qoUqSr8VBRRMcPS87+GZZhJTXYgyEDulVGnfl7nIkWY+D1spMk0cxIypyW9NE3Qgs8HKtnJmtnPJd9MsAyiPk6pF2iRpEzQwF6PLiUbYFq90Xmnauzsong0sHxu2LTTkvmZ6DfWVbOegtB1T11m7/5VOqTnpxB8eeOABXHTRRThy5AhvO//881Gr1fC5z32Ot33qU5/Ctm3beEIFgImJCbz0pS/Fpz71qRe1zbnllltuueUGnISe6stf/nJ897vfxXe+8x2cccYZvL1Wq8H3fTQaDSwtLWFsbAxXXnklbrvttszxr3/967F7924sLCxktq9y1+Oi2q9koCcJf9hkr7TcKW3lYysKTmaTqbNJbtk8Ls1b1mBOsyKD9CK1Ytmaad6wXBnK9pmMRI0EpZ1jOWalCe+dqCzccvmN5mpX01qlYwFkvFopNiGfnVbRx+ZdaH3xWy+NPcNG4DLzdm2lw55fs1dkEhAJNyz4RYZrh4sh555Olbvs4T7bHMZoUtycYONG4GJ1wvh1nRDtJLc0CFMtYYKdgbQqTqUQcqH0qudjrlPu22cpaW+lEOKXH/8/3O/LyRDavM9BkO6gc0mSEGDP47yrfl+mepHp8cj2mHne8l0wzWTEk5lENUD3sug+zXfWfJfM+6bzal40mXzPbZKfNo9TIwGRDUKyyOR3Qs9o7VAhIxs5iPQpxzlp0+4YIyAEGZuhBjl+0N+EYq6UnXREpd27d2NpaQnr1q3jbfv27cPCwgJe97rXAQCeeeYZAEC1Wu07fmRkBIuLi+h2uyiVSrzdRw8Hg0XsqF3V98DuGk8hTzNu99De9AXqK7EUbDcmRHu6hyk+T2ZO3ATZyDZoCc3yo5F1BKltdx6/lwcKOQFpE5eNCUn1JM1zyPgitelgsKgyC+UELuFp6g8JIdniOnJi02B6ee8kji6VZjR6vhyY6N9A/yJG9gEZnW9PLU1+nxpPy8Ch3v9+SLvQuzjT99QXjWAEADDqBeiE6btLkO1EqcuKSFQLtVQIWYxhyXc5ZtrpFdAMEoi42EM9KfnmOmnstJ5At1XPx0ISK/UKIU+8Z47WAcQxXpooh90eQ76y7NyzzQrWD3Uy9/lnMz1otq22mmvWyndfpo59elYvvkAmt9HfUjwFQF962tGFh7kWqrmglPtKMYG4nyJujzlRHp3NjiUmR0BLr7piww19aXKfns2WQ+SFa6B/g7SvjXPx0GxaT5m+H/nOm9+EOSaaULlcxMh2mIsD+Tzl5KdxR6bGt/H3NddJoWibSpI0q7NTNxfzN2UWAcul86yEnXTw78jISGZCBYA///M/R6FQwB/8wR8AABYXF3lf7XgAmJ+ff2EbmltuueWWW26GnXSeqmlPPfUUPvzhD+Oaa67Bjh2xrFSxGK+2C4X+NYHvxyv4IMhKrbXCeXx16S9QdcZxwQVfAgDM1x8DALzy/HPxza/HBKh3/r834dNX9hN/TCYn0A9BauXBJCRqC+ZrcMqeWryqlQxXWyFnaoe8rvQAzbabHqEJ/0ho7KH92XuWJexscnw7aldlyqfR79Odi/uOA1KvVRb8liQK6VVIj3oQFPygfz+2iFW+PDf9PjWePg/pOUsz+/ZgsJh5duQZX1rdqUozSo9degHyHFPFmJQ34sZe6JLvYr6bQqhEMuqGRS7XdiwhC9WDAs5JvNalwMX6JH+17rsM0x7rlrBpJJYTXEiOawu2by90MvtSwfJC4vVGSIlOc12PoeSJcgcHmjHT95yxOsO/zyZl5vY6+zLvqMYU1/IqD/arJHJ/mibPddvRezL9an6PJswvQwLaOyRZp9XNTtK2LExrlvC7bHKXmqct23nH/uu4bRI2NuVDgdirl3rf5r7yfYwJTun1yOi7k2iSbLP2PHbUrrKy/DUSWao57GZ0gKWHS+MffXcyJCbHRvmcdX3mLPxry+ltd4/AK46g7MSI5ktftRH/+Ohj/DvNA0ePHsVK2kkXU5XW6XTw2te+Fjt27MAtt9zC25966im85CUvwXXXXYfrr78+c8wb3/hG3HPPPVhcXMTo6Chv94ojqFXPw+WrLskwa4H+uIxNPYjwepuovaYfqqWZmKICkglLJtVHbJqXy4kN2CY9c99BDLnl9Gw1Wr7ZF3SMTOvR4pY2UW55TxLqWS6+KmPYGryrMRrlvdoWUrSvhObNZHnArtVsMsXpuVPpt9NHmhyrbPeKfaxaIE17CSMIJaMOgihh/IYODrbjCXS4GGI0UVuiOOq+xjAmkhJuB1slnDUaT7rNwOW0nScSUf/pSpfjqzUvYMjXLUQ4Iq5B9m+L8aT6O99O2dqyTCCQLf8F2EXrzfCIjH0CdlUrjddA28022BSutMWuTKnSzGTBDxJjkNeQ375NTUjGRrXvSppUJbJ9u3JsI9MgX/mOSuY+gMyikdqujSsyHCPTgTQ+iDSN3W2e1xZ/p3bJftDelU1bej/a7F9p73rXu3DxxRdnJlQAWLt2LRzHwfHjx/uOaTQaqNVqmQk1t9xyyy233F4MO2nh3+uvvx5nn302du1KV1Ef+9jH8I53vAMjIyM4//zz8eyzz/Yd98QTT+BVr3qV9bymYACZLTgumWoPHo9XOQ/XsjqyZBLee2jWWAUGKdRh5ilq7NYs8SFePW4dmeDzZeDdBIKUnpG5upRmkhJm/HSlOd25OONxmczBKzbcwHDSg/79vAqcmwxU2Et6ulo5KwkLk8c63bnYSvCRHvWgvFhT/jC9dloaS3oEcqUtz2d6uFuc7Zlzfwgp6mEymqU3LfvU/Ps/VOL8VBJY2NcYZu3fksgL7UUOpkThcCDOIfUTucGCE6HkxMct+iVMJ/muC37qfe5NvM+Cg4xM4eFEvrBSCJn9e/pwfK0wir1gIJYzrCQM41GZIysq0nz5SLasGwAcboUZQg31lSR9kcX7xc9p68gEZurpeTQWtyabKeFLiWjI8Ak980HCB0D/uyaRDDP/WXpfMVkoldjTkBUiQ8lvVAqJyNxsjblqhpVMT57aSSbfUU0WlMhN8hiTeCm9enMssYWZHprtJyTKMWFq/H61fzS0Yca3a/9qz1yalm++0nZSeqp33nknwjDMTKgA8MUvfpH/vuSSS/Dwww9DotdPPvkknn32WfzCL/zCi9bW3HLLLbfcciM76TzVBx98EFdffTVe//rXs/wgEBOPHCddWb/nPe/Bn/7pn+LOO+/E29/+dgDAhz/8YZx33nl417veNfAaJoGhT5osIbhscbZnKO9mHqIZaJc1CWUwnkyroGKr3iJXfHQOGa/Q0mSkt2Tmk8pzmeSbaXdMrcIjV3OyveRRHp3NKgoNihldNrkrEzOT+6QxkTTNQJJVtFw+W6FiUskxY7FmesEd+6/DHUjTKExPAch6AfIatsIB1D7NGxgUt3+yE4cxht04NlpwwGShxV4qCzhV7rAg/prEY43gcCHzdq/IlWqmh9qce+oVUlF+iq36kcN1Wke9HnvJC76LtaWY7NRJyEyLQdqGTSNN9KJ0LR4hOV/o4Le/G6e6He09kfRfVlGI+tvGOSCTKMynZ29iL1amkWkFKWJLvzE6p0asA1LvUOa0Aik5Tz47jSB32eQujg9Sqo5NsexDe983UFBfxkbNYhk6eqWn8Ehegnm/Zh/TcVPj6dilmcYXIJPIGbVdy+nWxiPZ55IcKdtuqwst20Zmjn9Af11VGsdeKC8VOAkn1Te/+c2Ym5vD3/7t3/b9du211/Lf09PT+MIXvoDf//3fx9e+9jXU63XMzc3hs5/9bCY/lazqjPNDNqu7ACLPSiBXGYhgg2S4pflkMkeUSCtmoWsgHjyXK+69XDUZeS35oslJkl7iC6FPOpoGp61KjS1HUObb2Zh3knFp/i7brjEAtwiofMbXC51L1mNm0JlPF0RaSSwJV9sYh8s9J3kvcuDVmIymBjTQP0jVnBiSfbqeTqpERNo00sAzjThNjCZGAExI+ubCECa8MNk3YFZvqRATkABgsuxz7ulw8sX7ocPQbdXzUUCqA0yShQQZ+5GD1Qnj92CrwqXhSoUQtVJKfPrxobMBAHsak9zOE4FWzT7JHnMT7/PQbBoKIYu/yf788Gl3jBfHUo5Q++aBbJ7q3GRWxtScDMzFNbXfbINc+ElGvBQkoG0yX/lBf3dmIUHX0xbJMldcTszT6Nco1hi4QDxeSf1wIAvXShJV3Pb7+XrUx3Kck2RCjcktnQTqa1nW0jRNupWuK9nI5mKDjLaZpDfaZ6XrqZ50k+qxY3rMU7NXvepVuPfe/kr1ueWWW2655faDsJM6pWYljVJqTIo1MFjA25T2ArIFkm1kGZOubpJ0NMlC6e1ID8cmF0am1WyV0IuEjeV5bKQCLQ1AeoNaWotMNZBt1gp6m16dpuZiE+q31aeVbTRNrmZPROxc9oN5/7ZashrCYHte5nmvPSs+z7+fiL2+muezJ1oPivAIuvV8Tqshb7IepFDsueNL7NWurbQZvu1FqfRgM1FWGnEDzifdNNLG04mI/mlDHfZgyQtd6JY4jWZ/awhnVmPm0IHmMIJk9PjcoRI+uZgiNUBWGcgkbWkog82Tk2gIvTcyvU2TtJTSlGbfA/3PS4YFBlUbMklCZLbvgMyE/8133kSTtEINtpQa+a1pQvtaFRszdGGOU+Z4oMHNEsaWplUNkvdvq46jjUdyLNDCQLLoiSa+b4ZcpEdM78dKp9SccpOqLW9M036diXb3iQYAUAcHc7tW0kkOpNrLZBuYbdKCNBDInD1T/gywx23l9TX4RhoNYncevzfzsVL/1P0o02+mDcqxXW7RIM+hmY3pp+XADcrXpd8HPQ9zwBt0DTM2KJ+/phn8i5vi2Wyq3MW8T7mnbS6vBqSCDDTxzXW9TDk3yhcNEcsaAnHu6brhJgBgfzLploshl3YbdgMcbg0BiCFfujZJIYYRRXiBVq/AsdhxL8BsJ973/316PtOHmmnfiq0Ave15adu1iRvoH1jN/GmtSo2W3ynfiWvPugkPzM7yNcyBXj5beZ/ynZeDP5lZUlCeb1AlGDNnVGuzrcSjNK2fZdu1vHFpsl8vmozh/5uf2KW+8/KaWk68NE3yFMg6NvL+NVaweV90bdr3R75KTW655ZZbbrn9sNop46lWijWMF0/Dz71zBz720bsAAJu9bZjwzsywCiULTiuCLc2sp6nlJEpGsOadmTUNTRKEXOHJfaUtBzeZnqiZyyYhWACqd6URdczaotJo+7un3gAgu2oFsnCbRmaRnr7m4dtICZpgtsa6ltCkvIYNQlvOtGc6qBqRhLcIBfi5DbE3ebzrop3kfa4f6mRqli4l8O2Z1VgBqRsWGQo+3C5hczU+x956qpg0Ue5gXyMmQxHJqBMW0AyohmrIebGVYo8hYmISL/kuwkSCkLYBsZf8VCNu22cOHOur6GN6O5rqznJqSCbESM/33FpMwnpsvsuojJn/Te+3TdpTKnkNUhoyVZs0tr0t9CHbRia9pOWkS+k60sywk+1cZpUe+QzMessmwiX7xAzH2CBr6jNbZR7tO19O/vCiyUlGBrSwlalwVvez09ld9fsyz/P/NP8O3WAe73jnpfiHjz4EABjb1MHMzExf256vnXREpRfKXKeMlwz/FG6//VZ865Mx1CU/KnpB9tV99QWSZtK25TZAZ56aL4L2QV82mZ1M6Ro0MXXDCF+cO8ZtN4t7z9T79X/pHOn1s5NU/Pv96n1Ojd+fEYUgk3ELDSqWiff0QfTFeBopa9CcjKSM4aCJja6txZe2jkxkdFUHDUzcJiBTFUQTszDLXUnmtcn+lQzLyyZ39aV4kHkJXlR04gmv6vY4puoWImbudsMCw74HEriWtIAB4KzROqfRTJZ9LPrx5FgPhhmyXVWKJ5oxz8fj3RgKflltEU8txfqoQehg1KOScfE1SoUQa0hIousxK3h1qYu/fTrtPxJp0Coz2eTitAWaxp4GDDh+PoVdiWEqF6BysUbPQT5P+Q6aIYhBjGX6Ful8g4QZLpvclYEpaSzYWt6Jqpc8SCEKpzGhpclvTVswm+8gfbNSn1ieV343nPXgp/dGJr9B+c2bi3FzmybbSfuYbZAmJ1J5r9pYIyseAf3iIDKFcCbajcXmd7ltl07FegaPjt/dd97vx3L4N7fccsstt9xWyE4ZT1WaWjs0sWlczCujqzffqCY1k0mPVJ5PrmBlvU0610y0G1uRBt21lZ2EWF4+Hi8fR90efmx1rGl8oA1sm1wFALjl2Xj19e6pN+BwK/YiZCWMLc72DOypMQ+11eDBYJG9PWKoPjA7q8qI7agtZmAYynsjkzDnzHGdFUxeosxtkzm/ZnK3BiHS36bcorZKlsnnZCa8ZULu0pMxPQOSpiShCSAL2Usvmjzxg8EiXuGmeZ1AzOwlklClGCBMEK2e7/H2oiAsEVR8oDmckpaiVChlbaWTFhAn0pObyhAebA4zwalcDHEsEfMnKPlYu8yShuTFAtlKN9LoOX96b7YvB8GmO2pXZYgoEi7VkAjJYqXfJRR42eQuPh95hTI0YIomaMUwyOT3cdvRe3AzdvG+9HxlLqfsh6N7U09Og6HrG+LnZTL0ZTtlbrbZfybcKvPspXDNILtq3SV49FhakYfujfrEVgBiS7C9Dwre4mxXxxV5bvL2pTcq7bH5bnrcbNonEiGjtkn293Q9HbtsyIFsG40rF1ywsp7qKTOpeij2DZAavAeAyyfdefxe1vmVphUcN6EJbeKmj+NC72JVgAJAHxQKADP1+DH95GQH5QQWHPN6PIDecOZLAADrh5bwlbkYxvv4q9+H81fHg9uDh1KoS36k8iOWg5X2ccsKIxK60xYED88fUyc8KqUlB88H/X62rZzYZuqpEg8gC6SnbSNRDDm4mKkxZgK9nJTlYGsm6ZPxoOlnY19by/G9yDJzmtasvD+5ODu68DD+4pXXA0gnynXDLRxpxSkuzcDFU4le70QpwGiS2kIw8OF2mbV/a17ABcv3NSpoJJPt2kqHJ8DxJM665LuoJBPpQs/ltJ1FUT6u4aeFyQk+BtLJ9BsLJRwMjvF90P3Rc75scpc1TcZMk3jQv5/hYzO1TC7WTJ7DtWfdlHnH5OLpQhZLockly7jNKm5dpZ6DfpffhBrjn+0fS+p+lFlca1Vx6N2/a/y+zALcFE+R+0qlr7jf0/FIanSbRdrN792WxUDn0fgUciEhY7/y2Urdc5rkZTz35idSDWAZ75TnkBOvOU7PRLszHJEspyK9Hpm8f218XWnL4d/ccsstt9xyWyE7Zdi/lKeqeWEygVhCcyYMpBEwtNxU6e1pggQyR+7O4/daA/vmdf8/57bZS+hFDns29P9G4GZqb5LUXbtXYPbmvy2UcSxxOv/6WCpNZqtJKGugAln4WBKu5jqByvqz5aNKlrVZ3Nv0DLRcUJOlS9cy2dSmyX3pGUjvx7z2zrXxPs/UI75PLZ9w68hEhk1t6wfzGg/N34o/PS/OIzxjOH4wRSdiMtBc1+PnOO6lUDCJMfhhgf9u94os6LC20sWqcny+/c0h1vY90o7Ri1WlAC3hyRLkO+z2+BpkYeRgMRGd2DzSYAj5488MDbznQRCr+V3IPE35DUpvUNZCJjPzP22iIUAMO0omqUZ8kfeivYODmMDmPcvQhfQcNYEICZW+e+oNuO3oPXwNjWEsf5M55BrEbgoi0P1ocKpNovNE+oLaLvvY9mzI5JgnryeZ4mbN2bVDBTQS1RGZVSG/fVsNag2FuuCCC3Lxh+djNKkC/R+CGbfTWbP9yeRa7BDIDthywrCluGiJ1VqM8w2nFbG2HJ+vXAwxPRKnVexLmJtLgctpFEUnQicZNMdL3Yy6DkGHpKIzXAw5LveVYwUsduMBnYTeZXtOhJloqkSRyZd+kGKUTAcAkBmYCDrVUiZkiTcZG1tO8MO2XYPF5GBsgzSlyYlbLg7kOf76VdcDAKpuqqlLNlzscRpLEDocG6Wi4VW3h2bybGuen/m9mhxXdCJeeFFB86FiiLEkPhrBwYEEbq55PkYSnV8qL1dwIt7XD1Pxh6se38d6v0B/cW3z2cvC5CY0aQvF2EQTNFjVZBUPUiczBTi091X7BjXGqzQZStDUkMjMRYU51gziZ5gpRvTvqzffyOORxgeQKXtmWML8VsyFjzxOU1QyWdBAPw9lUPqR7dnQb3RP8t/mfS6n7mQem4s/5JZbbrnllttJbqeMp6q5+Oaq0jRzRTSoBJM0UxQC6E/4P1GPSq7arti8ChNJnmHV7TEjs514Du1egVmcADCaQH7Hu6nX8kyzjKlyvJ08DunJVAohk10Ot8s42ok9okPteN9/OqIz9mzCDNLLkOQK2T9mkrpNP1WeTxOjkNtNT0WD4TV9WZlPKbVCNTjSZDeakL/JcrV5Lf/59Pj+zxuPkYcj7bTKUiMosve5ZbTBQg/lBPI92q4wVBxGDua6cXvXVroMG4dRSi6i5yw/eq8QYagYJNdz+RrE9J3vlth7bQQue9KXP/bPVs+GtmmegRTbINtWW62iOtJLlPnL0mwCEvTspFesvY/m96hB02SmyItZpNzmnQMYiEiZx2pExxM9htpsQvJmbrYWVtGua4pxaGOafA80XW9zuzyG2iufgabzqwlMmB65Cd3LsIz53tFxK+2pnjLsXzL5ocsP1pbQTyYZZ2SXTe7K4P308OTHRjVCpchBXAauf9IwmXXy2gDwZP0NGF8VD6ZhBDR7WaBhouQzFDhVThmfq0ppLG6qnP7tJmIDZ47WcSyp01kp9nA0ia/F5+xl/v+q2ihDxUDahg+89EbedsWGG/ogdlm2zgar20Sw5QdtEwSn47XnMe2OqeIPWix7rhNkBgKzdJVNB3Um2s3tptiPCd1RH5hKVUXnZwGkYvfDxZAnyjWVLtdWrVU6OJ48J4LzV5c7GXbw9FAcR5VxUa8Q8sRcT64xVAwZQl5X6bBQfxg5rC9M20qFkEMGXiHE3mb6fpBJjVoaHDWIM7ab+gbY6frFalxWQpYyTcysrUuWlk+7nxnZchEkF3D0DR4MFjP7mBOFnMxlSpV8B81ycQCVTwNvN+s4y79tBQBkm7VCHhokDtCEl/1WzEXOjBB6oHuSQhFkV2++kUUqzMwHTQWJdcf97DedsoLT88rwmWT0axCx5sBI4YoLvYv7FqxSXEfW950a38bHbeo76/dnp8ykurCwgCuvvBJPNh/CEo4AAA5G38V06exljswtt9xyy+1Hwe6++27cfffdWGo9zdsWFsZX9BqnDPxLRCUTvgCycCOQekomFKhBxJqHK00j+JirKU0rVrNLqztx5VlxG451ypxnOETQnO+inGzzwwITlcrFkCXwGoHLECDBgw4i9k6WfC8DJ5LR76VCiBYXwk69HSJIAeAqJwBYX7bRK2B/Kz7uJSMBRhI4+kjHEyzm+JjHFgsoFdJrTw/F7elFDlqJ51j1IhxsxefuJm7Z9BDQSH5/fD5ExY3PsarsoJE0j0hYFdfJQIka3CRZiGSbqg7uOxyzhbWygAAyXo0NmpYew66NMRP6vLFYbGG81MWsQA6easRyga+oLWIhIQ8R43fR9xidKDoRpsqxoMPhdpmlBZf8dO0snz15s8NugKPJ9TaMNLG3HssXkoe8ttJh9KIA4NuLcRu+MptKekpPS2Nxmv1isjAHkVo0OFGaBsdrUoiyPZKtboNsqQ2nVz2Gps0i3ININCdSMk3TqgaybHvNNDnOqzffyOxoWW1LC4NIr3U5UpfpDQ9iP8sxU5oWEpOmQfh0nDlumiRDW84qtctW5Yuse9aXcvbv87FV7npcVPsVq0i8FJqWk5zGatNKf5kT4qASROaLoglXk5lU9C/8+O8BAJ5pVLBxuA0gZv0CQLkQcjzMTI3QJkiCh0e9gCfgSjFN9O9FDsfSaI6b7ZSY3VYrdfm8ERwevCV7lUymAC0GLsaS80ZIJ3cqRXagVcFkwnJ2EPFCoVIM8FyToM5UjKKZ3L8sW7a20uF7WgpczCexxtFEOH7UDfi6fpi2rRc53C8jbsB9QX08UuxxDHvcC5hNO+YG3K8EsTaCItpJ3NtzgOGE3VsphHiiEU9ME17IiyOKh09V2jxpHm4NcWzzcLvMixeX217g59wIXEwkaTSznRJDvjTRArEAPwAMFQMW6h/1Ar5ngqABZFK2GsnvlUKIv38ubrutTq+N0UlmExsgs7G4pWmpcba4vnbMiZRok4trKdaisdQHpRZp7ZHjjbyWZoMY6LJUnZy4ZFs0Vq059mkxYTku2RYgJuPW5IjYyl2SafDxoEIdptnqOGs8FRs7Omf/5pZbbrnllttJaqdMTLUeLeBB/35csSG9ZSmRJSua0GrPlAszISu5KjRXYbR60qAHc1VG/54ou3jQz5KopAc8Nb4N790QQ4Xn11rsSZyWFKCebVdY87XoRFhIPJH1Qy2uarJppIEnkrzWTSNNbocfxvv2IgcTiWcz1yljLoEbyWOTntpct8SiAp1eAauT46S3Rx5uOyhw2yqFkD2xblhgz244cZIqxZCl9xw4GE682nbP5VVgu1dk2JOYzcNugBEvhcKlQAJ5jFsqsXd/qF3BSPJ7L3LQS/qyI+T4ik4E8u+J1FVwIpb0o21ADLETgWs6kfl7bLGKCgs39JiNfbRTwmsm6kkfl1iwQ1agIY90stJmyLfgpB7qviTH2C0AG5Pn34scLCSe87qhNrpJew61Kynsm/w/CB1GNfywgKcbMby7vpLmqZIn2wkd9nafa1b4W7lr/L5MPjHpWUu2rdTipe9G05q2fROmhzMo11Ge40RRI9Ok90myiXfV7wM2pPvINphQp4R2Ta1qEjyRAhY2ecRBCID0SMlDpmtkx5v7M8ebIg/yb9NzpusAWZKlZNMeDBb7Ql7y2Unipam7TO2V92jTBzC9VluITKIBJHNosqe18+ZEpe/TTEUggBh96QdnU1oxJ1OTLq/h9fKl0+IAJoNOg0PkC09xxyB0ECCeVAjynCh1Reyzh0oh/v3p+jDWJvG12XYFG4dbANLyYZ4T4elmPHCfNdLBfGMkOZ+PKTeN0QExPEyDrlcIcSiJxY17AWaW4uPGvIDrc1LMdarc4Qm66EQ8SR9olbltNKmMewHH82JYOb6/MHJ4oqwUe1gzFN/H8U7choVuiSf8iVI3kxqyplzg81EbDiWpKxOlAKsr8X22RQrLsW4J65NrjCbbfDHpTlQ6DP+OuD6KDsG+8bazR5s8yY2XfE6Bqnk+ZjvxtcuFkOFrmjArhZCh8Homxp0+h00jcbsOtSv8HB1EvMBY7HrcNqkJ7CbnOtCs8IJoruvh5bV4BtnXGOaarQTBj7g+5pKYqltI390LvYvVFBcy+U3E7Nf0N8mEN02WyZPC+HfV7+uDISWMZ9N7pglYptkAWTESLcyzp5aWVpSTlwaFSpPjgIzP0mQqJxvZXk19SptATIhXTng23gbdr02URXJHAD3uCfTHeM3xypxkZaqaycYexDOh81w0mb40NoEObWFGqk7y/Zgou5nnTO/Vo8hLv+WWW2655ZbbSWmnjKf6yvPPxSOPZAP5nBPqZ/dNg+8pUUnmr8mVEq12ZG6qlk/30Pytcb4X4uoV2jXMsmJk0hv4w+fiQPs/vOJC7E88FClNKJmg5OGcNuyzN1RwIs4/pDJi7V4RZ43Enlql2EMnpDJhLpq92KMi77bVc9FLiDFt32MIdagYYNiNPaMgKuCJevw3CRq0e0UsJUWzX1Zb4iosmoTeqBsw7NrsFTCUEHiyhBqXPV8i6ox5PVRATOF0vdiLHJQTL5A8x3IhxKaRdnKuIg4l7fGciD3xWGs3bgkV7F4/1GbJvrl2mb3rOZHbSwIMayopSzeMwIXH60ERpyX9eag1xPc/WozPG4Qee9RuIUIlEWYodEsoJx4safVWCiF7lpVixJ50rdTltpUKPdQTxKArSFZEvhp1A77/kWKP4Whqw0K3xPfxbKuEB/2U1CKJeiaT1dTD1vKNJcOWSCQHg0UVppPHZarbGN8v0F/yy2yjWSFFExZgaxhwddBP/DGvBWhVXG7i7TK3kn5frmoOjSWmiAG1baaue5oarGp6lCY6N+2O8T5bRyYy5eO0CjDSNLa1LBqvkY9M4hhB8Dc/sQuPTXYz92TuqwnFSMhcIowSAXmh7JSZVKX1P9wsc1fTx5x2x0S9zDRBWqZSEDSypzansvlIuH0m2s3QkjQ5aAxiAwLAI8dH8YrxNJYGxNAkxcz8sID5ZCCdLKeD+7zv8SREk/FSUETNS+EtGvwny22MJn+TDmyjV8SGBBJtBG6mbmenF/897vUwkYgCPV2nyaiDM6rxcd1eIatv69LEEx9PEDYAngyBeHIg+HPUDTiWfCBhBC/4LvfFKNIJcdgFLzAofhtERRSddDSmfhtxU1bssNvj+66IVKWlZGLvhA4mE7bt0U6Z447tjFJVfFy7l8LKBSedhIMIqCXPgRY7vcjJMLfnu/G+E6Uu71MRJeAavNAo4MzRuE8avssQ8qjn9x0nYezZjsfM5Lmuy2xjgvbH3ID77/4DgbWogazxCWThT8AMf8T/54li7624czyeVM0FKNmD/v0DY3/mRGrWOL16841W6FZjxWoiH1rZR/l3DGmmkKdt8KbzSaEEmkge2v8w3/90vb9Mnvx7xs/GYuXzMGPNpqKSDGNRvJdShybKLgufzHWCjNiEppKkpSSaCyOzz6/YcANvu2xyVyaWTWPp3GTQlwIpn7OM2wP9iwqtZjL9TsetdEw1h39zyy233HLLbYXslMlTJe1fk1kG2HPP9jTmMisdM6fMlmxu0wTWyiDZqmxoK3K5Uh0uFvGes1NoFYi9EILsZD5ps1fAaOINjpd8ziclqHjcCzg/0SuEzOL91sIoTh+O/yZt2G8vjuD8VXHbg6iAA0mpsarbY08MAKYTL3JvPWYae07EsGK7V2TIs9UrcgkyIjeFkSRf+UxaagQu1iVesh8W+L4JxvSciL3eo51UP1eydCkXtCD2LRV6DI8HUYGvt7rSRiNpB5Glql4gCFBd7GvEXvKaSpc9Q9o3goPZTvz3acNthp7bYXqNMa/HsDcJZayrdBmmrRR7fJ9+5GBtQqiiHNx2r8hwdTcsMOS7qtzBUjdldMs8XCAWmKj7KVxfZITDEecr8vMgT/cf93uqlqqUKZTeqcZildu1XHFpZt44eXAS9dGuYdOfJjMhXi2fVhNzkfepeWfmOEDeso3go13L1Aw2xwI5fmjto/Np5dwk5K0VTdeY0pLgJYmemka3RNuk2d4DrT9kKE0+f7JBLG6ttJv2DGTucV767XlasVCB547hHe+8FP/w0YcAAC23i7K3qq+0kzRNxUNCIfKl0moZyt9lfIEGhw/tfZ9axkrCMRLSoXOUCg5+fiNNMPFAOeb5mYmGIMTJcpcHeq8Q9sGspULIx3lCQKLgRDxIE2wqJ84zq3WGXmulLsOFlUKYYQgD8aBM5+iGqfB/0YkYbqTyY1PlLreHJj4ghnfXJikxh5Nr0f0B8URDE2wBqQhFs1dgqPtQAh9vHG4xlFxw4hgrkBXCkCxlmnTmfQ+bkpJ7dd9jxu6S73LKDDF7N440cSiJxZ4+Wsf+RKlo3neZWSv7lu6tEXg42Col27qZBYZcIABx2ks9mYw3jbQYul5V7uJYcn9lkaIkRfZpURWfO+7DuW4JwwlEPJb02b7GMA6243696dl71XinmegP9C9WybTJzdR11vR6ZS1b7bwz0W5OpXhsPhUHoXqj8luzlfCzKf9oeuGy/VJzWhZfIDMhSzJbmohN3AKwK8C9d8Ml+PKRtCjBIFF6aVInW96X9pylmeUe6T6lIyJLNUoBDdu9mb9rC7FBOsm2ohVAMl53v4uD3Rn8zDsu4O2f//znMTMz07f/87VTJqZacIoYHToDt99+O771yf74SW655ZZbbj/aNl06G9Ols3H77dki5Stpp8ykWnaq2OJsV/NGpe7oINnAvtVaYF8ZaYQIKTBBBAwNppG/ywoaQBbCmD4We7MvH49X5b3IYa9mXaXN3umBVpqTOOIGLKZABJhF32Mvqxc54vcSe5oV9uTSQtiPHh/HKxMoeH9jmHM6l/yUvUreYDcssNjEkp/mUFaKIZOB1iXQZjcsYMFPpQJp36rbYyGEmufzNep+/2tcdCImDAkZYUyVUwiacjr9sMAe3OF2GaPJ/R/rlrBldAkAWBu3UggzTN9EShiVYojnEiic8m79sMDM3CPNIZw+Fp9rtFVhLd0wSttHz6vZK+LMakI4ClycnvTbYtdDK0z7Jb5uytYlNjgAtHoF7p9Y+zkroVgupGIV4wLSDqOUMHY88binyl18dS7uYzO0Ib0Z0wt6aP5Wht6k1i6C/gLakvErSS1S21YKKGA+hXQlukT5iSbUScczxNxISVSXTepyeWQSYjZhUTLpAUvBmBOR2aNzZSrcKLKJZKY4BP39gf33ZvYjhrFE22x5oaaDYSMZSXRO6iDTc56JdrNoxhZnOx93V/0+ruRD93btWTfx85LiILI9MiRA3rSUx5Tv2J7GnKpBwBak9yzh701bsKJ2ysC/hJtrWqK2GCigw7+2epryfFp8ScYrNOq7WauTrkt2aXVnJq57/enxC3d+krgPpJPYRMlnKNArhJyiUi6GaYmxZFJpC9gUSGFTGaOU+rIUc20ELkOIk+UuTyqlQohVSd1Xih16hRCtXnyNqucjSAbxI+0Sx1Ip/rh+qC3qhqZwZ6dX4H8/16xgfaJcVBRsYZqsumEK+Qahw4uDY8mkvEbo4UZwOG1lyfcyccmjCSRdSybjKEon2PXDTTyVxIxfOr6IJxbjv+l+jrQ9jCd/LwlN3bNG6xzPbPWK/GyImdvqFZlt3IscFo1oCLiW2Mqryx2G8Q+2KgyFP9es8LW9QsjPkc4VRKlmcFMwk0eKvXQhJUT7Hzke3/Ojx7Ii+lqdWZuCkZZqocF4ZtELyQSueg7/DQBVz+H4qq3WrU3PVgvN3FW/b2DbbHFSTQ1JTrBycaAxgiUEbaYqmWOCNk6YZotf22qymvC2WTdWG6+m3bG+esPmNUy9ZTofXVdu08pByndsW201gP6QmcZP0aB9QC+Dt2lLL9f+zS233HLLLbeT0U5K+PcrX/kK3v/+96PVauG5557Da17zGtx4443YsGHD89oPAJ78+gFO/jUhGZkvZRKSzOoaQHZ1qJWoon/LfWei3SKYv6gmLGsyhWZhZekNtHok0kCwYcr+rHo+Q8GjXoC5TloybFSIPgDAULHHggatnouqRx5egT1f8oyKTpQKMAgI9VsLI3j5eOwxP1Uf7qumIvVng9BhaHaynIoUTCaoatGJ0BSVcgiOrAqW8rgXsMDDWCn2WI+1KwzdSvGLqOiwxyxL1JGHN9vxsLYS38eIG7CwQj0YZtiboNClwGVPfr5bZji5Gbg40I77m/KDx70ee3ujgkR2tF3hexr1fJSKqXQgEDOUJZOYJAYliWxR5LTS8wdS7/L0kXYG0qW/qR/mul6mL4h5PFLsMWpB7R0v+bj1UAwtXuhdnBEbINNZ9f2l0egcJjFmEBtWMn01eE+DQrVzXja5qy/X3NzvrvH72KOUhcc1kQYgJRSScMWl1Z18b1KUYk9jLqNLS7AnjRk7aldlINbUy++HRGVf20JXmnzjIFlAMhtzV4azZHYEMJZpm6mdLD1RswD6jtpV7PVrUDpdQwuP0fXiQvD9+bb0PKT8rFmKj457Bp9V++L52kk3qT7++OPYtWsX/u7v/g61Wg31eh07d+7E+eefj6985SvYvHnz97Rfbrnllltuub1YdtLFVN/0pjfhlltuwVlnncXbHn30Ubz61a/GW97yFnziE5/4nvYj0+qpanELW56VXElpFTJsMlsyp0+uqGw1Ds0VpIwp0D5AdlX6D6+4EEAc4ySvrxkUOdViTcVnz2deSM5RPHSi1GWy0FSljXYS++z0CuxpUipHq1dkUs+CQRCSFWsoRpfG50IcT+T7Fn2X65puHG6yp0UVZuq+x2ktADLnovjjRLnDuaWyKDqlxpxWbWAh8ThLhR57n0TIOtIusZddcNL7a/eKnEYz7Pawuhx7wc8mRQZkyk03LOBwJ1EqKkTYMhan2lAqC5BKFvYihwlMzV6RPUbXSfuI0IJjnTKaPcpZ7XAc2BOxY1kRiOQayyKVKSZfxec91K6wR02kr83VBtqJ1++HBc5D9SOHY0JjXpqG9Mln0mvbUjRMHoFWQIJsUJFu+a3I2J6ZW0nb5LlsKTpAfy6oTFUjs9U01nLJ5bm18eNEOBeaApItPU9Tp5LHmXFtLaatebKyJqu2L/1b9ge13SQEyWduFp5fjhy1XD6xFnM1x0+zr2zPQNaQXemY6kk3qVarVUxMTOCRRx7BmjVrePuqVatQLBYxm8AmJ7ofmSQqkWkfh5nQrL3cFJyXGr/n1koZ5qHMSaXzaoWXTUhikGiEOXGTXbF5FYB40D0tEWvwQ0cwWks4LSlo/lyzgnMSFipPSl1ZfiziSW7YTWUBKc8RSHMdV5e6LGk42/Ey7F4a3CX7l9oApDmpQKpBXA9S0tO3F+NJ7Kxqm8k1c10XEwkBquoFLAHYFHAl3Ue52GOWrh8WeCHBera+i9XJvgdaZZbpG3UDnsQqguBDJKqNwy2uxrNltMGwai9yMqSq+JgSw8fjpS46ySKm1SvyhHW4XeZScbSYWfBdPi5+DlQyrsxay7TYkVKIfljA4aTyzukjbTyxFOcQr6t0sTZhZj++OAoghsElK1rmvxLsS9f46JNlVFyC4B2WsjNJINqgKbdJ2FAOzEA8AMs8RjmRalKIZGY+JZntO5em5YjaBm4ymYdqK4qtLZJNNrIpo1f1HIYsTaKjCWkCOvnIdq9afqfZTs1s1yAzmddkmnCNSdqi3zVo1zQzhCCfhyw8LklkMrxgkquAeAynfX7ki5SfccYZOHz4MBqNRmZ7FEVotVrf83655ZZbbrnl9mLZSRdT3b17N5aWlrBu3Tretm/fPiwsLOB1r3vd97wf2TcefayP8i/zlmwpNbTykeksJDRty0ObGt/G1H+tZqv0SCVBQVv1S+9Uy1kDwFVjqm4kam8WMqQe6bWQZ3dUVDoh+HfY7WXgVIIcK27qyRDRadgN2FM90vbweJJSctpwhyFbqjAzVExVmxxEGEu8r4KoUkPi+Y3AxabE4w5CAkrj+p503roQzycbL/l4PPEiTx/usEc94nZRLBBJKm5vqZCK5cdtjr3suU6ZU3WAVA6Q4NNyscdEpW6Ywrh+WMgUNgBi75XSYA4tVrF+KJEYDAt87W5YYHUo6uuq28vIRtLzmij5jBgQjFsqhKyAFBcxj9u90PUYtej0CpwGREpWpULI70qxEKGXnHd/a4i95EpSNWesVMBHnk0La5PJd3cm2t3ndZipMfI42q55g9Ie9O/n78YkzAD9EnuaRKKGNknoUkKBJgxLRte4tLpTrYaipWrYyECmWD0A3FW/PzMOcD7ucWQ8MTITymYTFXRMOP6h/Q9nCnloHqpNXU6rwhMjCFkI3VYXVh4nPX3abqKGNiKZef/mM9Kenby3NMdW975Xwk66SXVkZAQjIyOZbX/+53+OQqGAP/iDP/ie9yNbf9okpqZ6eOabB/DMlizb6xuPPsZ/bx+9CC8diRU25jpBRm9zOTYdvUBbnO38IdBLKqtJmOXnBsFbmYLGQfYloBdnz0L8Af67VRHry1aKPZ6sqqICTVWUTyNr9gpokFTeUIsnh1Khx3FXGoxnOx5DqQeawwzzVt0QzVRRkBmtBSe9NudFBmkllGOdMkOhErp9JolhFp2I4eFG4PJE4BWiTNwViKUCKTdzqJiyeP3Iw4bhFu8T90/I8dVSIZ10vELEYhIFwXQmGPhwawjlYpp7S6zqIEr7iGyk2ONC6MNuyLJ/9WYRFBymknpAushp+y6zcaeHUm3gmpMyiGlRMllpM6x8uF3GukTqsCfyUMvFkLWbecHke5hIFgp132X4d025wwsleg8+uXgvPoJ0Ur32rLSEGUF9M3VdHIXeXbkAnXbHcG4t7pebn0iFGaTJSYwmPC2sIgfSibLLhbBpf2nmYE021wmsi2Mg/l7pGnfsvw53IBVxkQtezbSJOfO73982+bdczNsgUluslfrq6Gz/hC8zDbTFuuxLWdz88lWXMPxvxrDN68rqNrIv5AJElsCU/SRjo+YEKhc2cqKUOatHFx7G7bffjt//v6/n8z7Q+Ev4SMaHQhHfDPcCAFYfTUNRK2En3aRq2lNPPYUPf/jDuOaaa7Bjx47nvd/U1BQeeeSROHbzyHXZ38TLThNqbrnllltuP7x25ZVX4qs3HOR/S+1oSQDtTn1pRa970hGVpHU6Hbz2ta/Fjh07cMstt3xf+1XdtXhF9a0A+sWxTUYwrb5kzpmpMAJkvdNBVSZMM8lJEgLT1FM04oNclc0XYoLUbS/bgLHE2wvCAp5LxO7LhRAdkbNIRnmKUtUHSNWD9jWGsTkRjyf49GtzY9g4FP8+6vl4phFL420aabFiUq3UwRNLMRS8ddUCAGC2NZSBNClPs9ErMvmGPKNht8ew6rPNCjaNxN7cc80KTk8Ki8dVapLcSoaSU7hWsl+PdkqZKj1ATMaRjF8i5dSDIjOIa6VuX/GBTq+YFnkvpbByt1cQsHrsDZ47vsQFB9phge/TFLinfiFG7yPHR3F2NYWgRwRRifqly3m+Pj/Tw+1SRkVpgevp+qiV4nN/N4HoK8UQCfcIE+UuIxxSnerxeryC/8Rzx3ibVAaS4ulSglNjuUvTcr9NhSNpGotYg3lNdR2TxWsjC2mShoDOzJWwqjSNhEj3ZbbXZjZ4V7bf3M8sqq7luso2nKiAv6nkpiEDcmKSY6rWb9qYaKJyGmJnKlSZ7TUzMGShEiDbj3Isle35kWf/Snv729+OM844AzfeeOP3vZ8s76NVoNekx44uPJyRSNNKv2lmkwMjs1XkMP+WbTWvpwlNXLF5FZdqq3o+p3Z4hZBZoVvGGjyZSA3bNE5Y4IlkMXB5UuXqN77Hhcm7YSFbsFzEEkncga5VcNKUm6KTTqqBiP3SpLLkezwhdsMCLwjWD7UYpvUjJy0KnrStEbg8KciJud0rMtxMzOZD7RI2JRN00UlFFYpOxBOoHxZ4O00w5401eVIddnt4Itm+abjD7VyXxGSPtCrcr73IYXjbDwsMsYZRKthApdbkxH6wXeIC8q6TwtCTlaTffS+jI0wQtCxMHgo951lREk+mFNEkL6sGfflY/I59av8xNTZmq2SivadycJQTnlyoygozy6WPkGmCEHQNOdHRvmS2VAttu4SgTWm95VI4zIwBIMt6JbOVYrPB0raKWLbJjUzrS5sEq3x28ndb+TjzvHRu+t1MIzIr98j3Qys1t5xzIZ0Sacvd80qXfjvp2L9k119/Pc4+++zMRPmxj33see+XW2655ZZbbi+0nZQx1TvvvBNhGOL666/PbP/iF7+Id7zjHd/zfkCW/UsmV05akrIZZDdZw9tqq5dl5pFl2cOLfA258pfH2VaqfA/B9j446LLJXXjzxsQTaZUwncC0tVKHvSHXCZnYkhKSwgw5hbyzDUMt9mZJFm91qYsRJkD5DHnWgyJOYzKQh9EEWqS6oFU3ZGi22XOZ6VtwIiYqRQKEpjYsiNqjS77HnmjRibhgABVEH+m5LPVXFCSmCFkPFYhZ0CSI0Q2LLM23bqjN52gERWbsSjiWzHVCrK/EbfMKEToJT4kQghE3JYX1Ioc9UT9MvdavzI1h++oYIm8mNUtH3YBzSCdKAbNxGwKynk+ey4FWmSHfspsWSzjUrnDVoHbPZW9WGqEX416PSVt+6PAz/dpsfK3lRAWAfpk9slSYIbu/JDDReYm0FG8/sULXMjdR8/7kdvO71NAkrQj5nsZcJlREv2ts5K0jE3hof+oZacIUl1Z39n3fEqqWY4IJ75rHS+KQWU2H+lB6shrcLvtG8wDlGHShd7GBrN2fOd7MtZeMZrMIvVk1Z1ARAcBeT5bM9HbTftjWd44dtat4+498lZoHH3wQl112GV7/+tdntgdBAMdx8PGPf/x72o/MK46gVj2v7+GRLQctyMRpm07woMRr+bFOlF1rxQrZJiCbbG5Cvuak+rKJX8IdW2Pd4yeWhnFeLW57u+fyYBtGDk+QxCAddgOGY91ClKlI00omp7IQGyBoFwAX7J5ZGuWYoYRQC2JypQlx/VCHGa3lQrovTanDboAn6nEsctzrMaP10fkq/t2qpeR8FYYvD7TKfF6ajBu9Is6sxuK0zzWHGXqWMCcpONEkCgBrKl0Wplg/1Ga41BOwMilDral0VaYwLRIWfY8h7VbPZQEJII1nx9B0qkQFxCIXtOA5o9riZyf7k+DfffUqX2PR9xiCHnUDPCtK0XkiZgwAW8YXsed4DUCcLkTXKBdDPNeM+/O2vccB9Kc7yLjmIAEF+U1ICBXoD52YwgRkNlYtmY39qYVgTFhawqOD2L9yISH/lvekVbYxhS+0uKRmWsxZu28gHgeoegtV7gGyAhtae02TjF0yKu5O2stAtl+lUyHbpcHYWqqOhMpPRIxCg7zl+cx20G8UVnhgdlYteN8960srCv+edJ7qm9/8ZszNzeFv//Zv+3679tprv+f9csstt9xyy+3FspNuUj127NjyO30P+5FRkXIgXdnIpHIyc5VMKx4ZMJe/k027Y9haTnPobHl3ALAl2L5stQjpDcjcPFlnEI0sTH00egL/sP8cAMDrpjpchLxS7LEHB4DJRQSfFp2IK74s+annNFRM81TPGI8hyifmx5lEM+oFqW5vscfe1dqhFl/vYOL1bRxuM7w71/W45mgzKHJBcmL5tntFrE0g36IT8bnWV3w+3/RQqlFM5hUiFJyUqCMLixMTlqDUw+0SRslj93rsRbZ7RfaMn64PcbFw6is/dNjrbQZF9vo3DjczhCkgJlM924zZ0ZNln2HsjqgmJAlV3H+VtHLPbKfELGc/dNLi5Ul7ggh8jXWVDj87BxFD181eEavKWfi60fXQ6aX5yB2nwPdE5Cqt1qX8++rNnspilx6HfHep6svBYBEXTcZ48G1H74n3FRVvJDpjI/JpdT8BgfyIHFlZLUbbd4uzXfVK6duU4RrpFe1pzPV5qNL7koQbKWlqI0nRPUmYWtvXzLc1PUnzPmwF2CVkLb1o+u3Te9PnT/c53UnPO3O8X683hm7vz5wLgArXypCaZJLP1PXa09JsTGEJ08d2k5pdIcfyCy5Y2TTKkw7+faFMCuoPwusBZPQjJXRiwrCS0SjhK3luTQDf/F07h00km0wOJtTePY05/PKmWAd441CX0y7GBBO0FzksAj+SMEXPHqvzBByETia1heKOdPxS4DJ0WSr0WMHorGozI+xORrCjHzoM/64bbuFQMhF4hQgjbpaZC6Qw5/Guy5NYu1fEVDLhdcMiFxanuG/BSVOGepHDcdJKIeSJgiwCGNp2HYB+rbo9FkpY8j1sqMbw9ldn435t9hycMdzlawTJ9YaLIfcbp9+EBe6LqUqb27kUuMxc7obZ1B4g1gnuCXbwoWRxUHQi7nuCaDeNtDhevrcxwkIZtC3u41SViZ7jRLnLusw1z+e+CiPgy8fi5/jXx/q1Zk1oUit9aEsvkZqwWpzTVrBai9HJ70oT3DehRTqPnAQ0dqxMo7PBisuxagluvPmJXZkUDq1fqE+qnpNJAzGhW9NsjFZtTNMKfpslMM0iI2bRj+WyELT0JCmof/mqS/r4JzYmsbkg0ET7zSII1Aap7Qtk3zUzrs15qisM/5607N/ccsstt9xy+2Gzkw7+faFs8owRrP6/DmNt6TxeScx5T2HCOxOAnrAu4Ym76vf1QUC21bRcXclVlAb1ylXXTL2f8DBo1U4mPeSHZ+Pj//05TYYIG4HLJcjGvR7OTPIzyWvZ1xhO4chijz2tohMyY3WinEKJ5JH1IgfnJ+IOB5ppQe9uWGBIl5ipm0frONKKvdO9S1X2WsMowpIfb5d5nOS9lgo9bkMndPDthbjKypgXYKiY5mECWR3hqUobzUTqcMQNWJ6PKtO0ekWsrcT3dLhd5vt3ELEHt6naxL/NjSf3He+wvuJz/6wfbrKHf7hd4hxRyuPdNNLgvmoGLnuiaysdrrwz4vpYEBrEQOx5k0jFgVZFIAOpN0yl89q9Ird9qtxlIlYYOagRgalb4muTx77ku6wZfLhdwppKWinoycX4b1t1JI3pKVf+0iT0KEUjTM1f872W3pUmoKB5USY72PzeMh5OsD0Dx5JJmFbzqAgVItMgW4K0H6jNplAwLlbLlck+y/SBkFs0vXOJWJkImPzbZEWberqmhy7bI3+XMo02prQ0DVn70N734c7xLKlJjmtSR9gmx0ht3FG7irWRifkMGGihkH+UTOnVR9fguP80/kfrI3zcxoVx9XrP1045+Bfoh1QuX3UJxyVsuDuAPqq9yTa8al38oB895qvqITbFGJkgrrGCZSK0bLOpLyzb9htnjnOZtFHP55hgqRAyNEjbhkQ8tBc5eC5h005XujwI06R6uDXEx891PaxPyrm1AhejXjxhPbFU5TJv+xqJOMJIqilMkyQQw420nSbE2Y6Hs8fiIJsfFnjSmeu6rLtbdCKGVglipvPRNopFjnk+6wDL+q6kAzzm+TzpTpa7PAEt+C4zmukKpULIseEwQpqKU2lzbJNK6811ytxXBSdCI4ivUQ+KmEgm99lOKbOgAWJ93jVJf8fXjneQ9W0Xk0VLuZCysXuRw8+rAPD2NeUOWsk9UR8vBS7Hjhd9j2POBQf4tZl/AmBXrRnE6JQmmcKy1JZkri/HmgUMwfjEZMK/TWXJFKwwY25S8EWDt8lMuFbCw+Zx5uJaW6zrKUfLw59kthQnc5Ej+xuwqw9pMVlpZlxbjoPLlZqjwiKSJayJVdC5ATvjWTKUZVaGVPPSxm656NKY4Dn8m1tuueWWW24nqZ0y8K+PHq+MTDjpQ3vfx6svuUqSBZJNEgSQ1QwGgFsPZeENaZL9ZjIMeYXtI1OaCUggaKQegYShtJUdreaebDhceLsimL+9yGHYl5iiC12PC2yvrnQYhp3vlpjsREQXrxDy8UPFEPsacT7pRMlnreGJks/VW8hj7UVOmgvrhJlC4KlMH1Vm6WLJj393EHHbCg6YKVsAsEpoFANxbibfZy/12ua7Jc7lpLYv+C7nuR7plPnYuU6JSUsjxR5fm3JTHYC3lQoh6/I2Apc9zmdFhZ2jST+Muj3et1JIn8HaSoe96NNGY+98rFNGnZGFHnvcw26Ap5L83ZeOx/vWBblLkpMOt0vs7T/TGOH7oz6pCCjZDwusjbzgFzOeBJBd1UtijI1Eo7E1pTcoPSaCG03yi42okgoIpN6eJJ/I62kerMn8JzNL01E7tPtIv7v72fOxeVdSQIHOK71WeW/a96wRuQB7xgL1/Z7GXB9cLFnQUkDBVjpOuycbE1z+TueT6IMc8zRZQcnAtuWsyhxaLZf36MLDfUxnuZ95T3TuTX13+f3ZKQP/kvgD0A8vbautZgjE1JIcRMe2aXAuJ55ti/1ocSBTBHqQJibtD8QfzS9uigfNSjHE2grFUT2emBYY/uxhdZJy0QxcHvDbvTS9ggZsKT7vIOKJUArYryp3MZ9MJjRw10pdZveWi2mKC5BOpsRcPdwucXrN0U6ZY7Ubqw0sJaIRi77HbaP2AinkWfN8nuTqQZHPQWL35WLEusZP1UdYX1dq5hacVLuYhBTOqLYYNpZQ+pLvMUR+qJXGiEnJaMNwC/sTeHjDcIvrlz7TGOJ4JsVZ3ULEf3fDAt+TrJ1KaUbjJZ+FG55rlXFm0m8FJ0r1ftsVhq8J/i0VQhbNGPd6zKr+ytwYrt+XFWE4kbi+CXVqv0vIkt5jDUq1wc22VBRNDF+2QWMdy/1NIRXJpic7ETF3s29MnWAyGbqRponPmxq88n7pHmxsa43DoWnxygW/Bo/ORLszMUy63tWbb8xAx2QmI5jMjO3aJu4LvYu5NOBtR+8ZqKNuy6qw6TNrfZLDv7nllltuueV2ktopA/++8vxz8cgj/dUOAADzekWGKzbckIF3ZCFeILuakzDupdWdHKDXShCZOa3SzNWcudK6vHpJ3zES5pErv18qxMd5TsR6v4t+ynodT2Deo+0Ks1jDKM0RBcBe6aF2+nvVTUujkacmZfjCyGGok0g2oyWf/x4vd9DpxRBpwYkwmcC4RZGvSWSmcS9ANfFgn1qqsue7rtJmj3J9ov17tF3B2bWYjfxcvYp9SS5nL4qryADAiEt5t0X2KE8bbrO354cFJmpNlgLUE3IRCSnIKi8jbsDt3Nsso5H0MXnFB1oVzrGd75SYxdvtFfi4VaWApQOJZFV1ephMPMfnBKt6RMDbw8m5ZjslhnYnSgEqJN3YrGAsucbUUBuNxLum6/YiJ0P6InLW7iNRH6R3oXdxxqvR8qq1vEGpk3vZ5C4lMV9aGkqR3oeEm21MX2nkHUmijoQNpZckiUEEjWpFteX1NGKNaeTVmeeTyJImGkHiBwCYvWoyr4EscvCgfz+u3uzBNAmhyvJ8RE6SubAPzd+aspobuldI49jU+DbsqPXDtxLVoL40daI17XXtnZga34aJVtw/klWu5aOa4hD0/OW1uEKQIQJC7+YzWFk75eBfG4Qkk7AlNLNcsrjcT8IeJoxiQh3L1XK1MeQGmckE/Pir4w9h2A1Zu3ai3GElIhJ2mO+WMuXOCCJshwWeCGjSaYcFZo0u+R5Dk54T4fQkJjjbGmJhBik6QOddXelwLHCy0sK+elzjkyaNohOlELRoT83zcaSTChZQ7PeYEIun9YBbiHjCf2JpGLWECU2MYcnibQapihQAZjHPd8sM/0p9YWLSDhV7mXZuSAoK0Bd1oDXECxgHEWrJ3/uWqsxYfq5Z5tg39bVkRI95PsrJfTxVr2IqWYCQ+aHDzOUgjCdp6kvq+whxCACAKGqQqjoVkOoV/8dvfYHPrcGcZu1RCT3S4K0xeeXALYUObFCyJjagid3Lid1k2C/HzLXByoPCKuZ20t2l1A6TEazte+fxezNKU3ROKVxglqCUZpZMk6bVTtV0zbVQk3mfGuPXdDrI5DM40fCXrUSmKbChxW3lvUlHRMuskGOqVus1h39zyy233HLL7SS1U8ZTpTxVLRdUbhu08tEqa2gJ7zYmoZbfulxFikHap2b+qrniJhjqP6xrYz6B/4aLIZNSKG+S4FUghibJSB4PSPWCgRRC7PQKTIBxgIzX2mbWcPz/jcNtzoutFHvsJQWhg6qQIQRiD5pgVtcBC0lMlX324EbcgP+m4/wolVjcXG1gf8IKthkJYmwcbnO+adXtsTc3XvKx0M1CayTKQPdP5Kx2r8geNdnRTgnrKiRHWGAd5XavIIqJByn0nLS9XAgzghYkp9gIiiymIWUVyYLQQZPa7gVC9jC9DynK8XQz7uPzxpq4c2/cV2uHCixeQO/Ph/a+TyWXyPdNkksem0+9afISLl91ScY7NUl9Zj6mJtNnkxXVmKIaJKgx/2lfzYORMqBS3k+2R5Ppk6Qe2/2ZnqaZ00vXk5CwHKOk2Qg85jUure7MaPxqbGMbzK0JMkg2NkHsUgbWBo+TmWXtNO9T3q9W0Hy555GBtoGM1Cxde9OW3op6qgMn1VarhaGhoRW72A/SqLq7VnbJhGls8LCMzQDZsks0YAD9LwVt065nwjBajVSb2IQ5QJgfEp33qpeMc2yv6EQ8uNP0GYg46nCxx4NxOywww5Zg01qpi2eSyYomBtpO2r9yoCeTDNyCE6UiBU7EEwhNUBEcLr82UuxxrHK1iOEu+h7DxdRemXIz4gW8QPDDArONqc3lYsjw97PNIWwUtWCl9jFBwU8lEPW6SpvTWmqlgGH1x+tlvHK8yecmo8msEzrcL/UgjWsfaleY0Ut9suC7LKqx2E1ryB5olblGLsVf4zJ7SPqhwJC4ZHEPuz11wqfSf8+2SnjXN64HYNfiJZOxP5l0f/XmGzlsorFYTbiVzKZxq8HGspyZLdXNVuaNjpFtsN2f+Q0CwLVnxdd7bL6bif8NYtDaYGxzH/M+pGnl2kxGsMZu1XTEB7XNTKMCdCEMTe9Y9oMJf8v+0cIDZhoUbZOTnwwx0DYym+CHTZdZGt3zM5s/++KVfvvpn/5pfOlLX1qxi/0gbWFhAVdeeSWWWk/jScSpFKu8M1imMLfccssttx9t6/jH0Q3mAQBf68SLQHdhaUWvMdBTrVQqePrppzE9Pb2iF/1BGBGVzMA1YF/t2ao+yNWuXH0tl78myUlSj1KrTqEF6mUJJrqmvA9qv2l/cc7PZLwh8mA6odO373AxZEh3qNjLQLZA7GWRGMHLaouYbcdIxqJfZOJPzfM595QIOZJ8s6rcxcxizP6VsDAJNMx3SynLdyiVN5Re5ILvsrd2NIFxNw132Rtc9IvsnUdwOO9z1EuLg9O56kGRi7D7UepRdoTnR1D4cLGXqXgjmdIyfxWIC6VTNZol3+P+DqIC5+S2e0W+b8rj7UUOE8dG3ICf14ibltojz1MKPjQCl3Nln2kMYwuJP9SH+f7ovM1ekUu//eaT/6QKNmgeoK1SkuaRSWRl68hEJifVJOpcseGGDLwpi0lLz1BWkKI2SDOlCYFs1RwtT1W2Z64TZCqckC0Hsdq8KFuOpDaWkG2rreaC48vlypowKV3/9KqXyb3X2jCI3WxKHpJJiUAzhx7oh3812Fj2maZLvBwxcxDJzPS4JaJn5iMz+/fF9FS73S527tyJz3zmMzjjjDNW7KI/CKs648wOlFq7QFzf1JxogViBRHvomRcwoaCbD9rGzqNtdJ07j9+Lh2up7rBZk1L+LWEROXFnIbb+0kZfny9jw1A8+L68VufJ73Ciy3tWtclx0qFikCnBRnG+KRF3nR6KocnvLo7hzGo8cC/4IwyF+mGB2aZPJ9c4bajDMG8rcDFVTs9H5dMenY8h1q1jqcBCu1dUJ5VKMRVCoDjjsICdJ8tdzAuherrGZCXV4n2GlZh6HGt0C4Afxm1fO9TC4RbVKo3vuRc5XJatVOihmExWvdDBRDk+jibwqhcwHN0OCzzJd3opZCsnaBlbJrh6qNjDUDFlaVM8PE2R8pi5O+IGOJxM/gUHeHKpmtxfwMc1haLUF4/Gf9tqCGcmWiHwLicpuTgk+Fe++5pe6xZnu8pFkCERqq8qlXbo3+Y1JISq7SsnBw3y3OJsV/VjtWIYcgDfOjLRl7YCpItdOXBLZvK22uq+cUHGqqfrOotZPidaXJjl7GhM21f3ua2U4mLLfKBjAeChWV3wQ97nwQB9+1DbKd2GTCt9qU3W0mwaxmRywWTGfs1nN42L1bi8XICstA1k/xaLRVxxxRX4oz/6I9xwww1otVqDds8tt9xyyy23U9oGwr9E7gGAr371q/jgBz+IN7zhDXjHO97xojVwpYzuRdO8PBgs4qLJSQBZWSwTytGq1kjChJnADEBlG7576g3MkDRXURL2Avr1hU142DSNTfjp2Ztw5/nxSnx6qMueFDF0N4408W/H4/Ouq3QzFWvIwyPvdL5bYh3c2FtM8jjbJZb6c53UAyPSjsyn3DDUYsh3zPPRSvJmqV2NXpFLtAVRgcuZTVXaTBiqFEL2TImtK8lAh9slnFmNiUOH2hVmIZ9RjReGC12Pod1uWGTSkpRFdAsRFyyn9nqFiNvjhwX2EhuBiw2J7CHl3a4ud5jUNFn2GbL1wwKziCWJiiDzohOxV+sgyshJktE9L/hFljmUZeRcUfy93XP5mVLe7f85XMUDs7MA+olzWl6ktEEoDGDPK9VgSEl6km3Q8rg1uHFQpROt2o2p363d/yAio0neMYlKtipXMpPADBuZbZekJQ1Clc/IzFCgfju96mXIk0C2aLi8nuntA1kYF8hWE5IIBnnGMqNCC0FpXrJJuNI0Acz2m22Q47JERmz3Ka9Nz1LOcythAyfVdruNSqWS2fbJT34Sn/rUp/Cbv/mb+Mmf/MkVa8gLbVV3LV5RfSuA/g/jRLRNtfjJoHQb7Ro2IQi69tWbb+xTYDLjs9oEa8aVzGtscbbjJeVV8TVetsiw4IKfTKpDXVbweapeFUL0LtZV4omHmLnzIq45Ve5m4pLDXOYsHbznEvbruJfGBr1CyGkiVSE0L7WBSTxivltiYYYl3+Xjhoshxwepvd2wwBN30YkyIhVSg5i20SRWDwrMqm33ChlhhrWVrNjCbMdjVaY1lS6nwzR7aTk36qswcjCzFMeOt4w2eHs3LLJ61NF2hdtfS4QdDjQrOCeB0Y42hzKpQzQZ18VETIuLEddneHcpcBmOl3VmP/ZULGLxZOc4dq6Nmev3HU71WzWBBZvAPaDH4OSA9+6pN/C+lKqjmclGlWaL0QL9g7ymg6vFH+UALMXn5f2dSArH9zImaKxiMjnhmSk+ZpzQfB7ETJYOAe0nj7MtcuTCResH83rSBqUzyYlRex6D2OGDWLzSMaL7su1rvqvyOdLzf3T67hdP/MGcUAHgF3/xF3HnnXfiS1/6En75l38ZTz/99Io1Jrfccsstt9x+mO15af+Wy2X83u/9Ho4cOYKbbroJo6OjuOaaazA6OrrS7Vsx60T1PmhLY96ZRAZaSWkQ0M3n3IhrH489SxvsoRnpb9I1yCRcI9mWGhN4R+0qteg5nW9H7arMvv/j8PUAgI+8/AacNRIzRMeSp19wIpYNnCp32bvcNNJmqLfqpDqxFZFPSauyMEorp/iRA89JBQuAWD6PPKowSqHMTq/Ax5HOsFcIGcac7XhMsglCJ1NqjZiuBAkXnYhhYyBtDwDOdR1OCFnSw5NFysuFkL3PM6tNJhSRGMX6oQ4Ot+O/270iX2PdUBskhUGawkUnwsvG04LlJMwwWU5L2zV7Bb4nKmFX83z821wtbm8xZO+6Vu7iaJK/S6SmJ5aGGaIfKqaCD0AqbtEOHSwl8Pem0fiG/sfh1Gt5aP5W9nY0b1GWDDN/17wuzfu4fNUlakUneocl+UTCozI3VX5fkshEohMPzM5aIUsg6y2ZnhgRdC6b3MX7SJKRTaLU9NQkIUluN4/R8mk17+rdU29gD18SE+VxNz8Rt/OB2mzmOqdX43f64HxfE+LtSTs1eb/LJndlwl+S4CP70LyPmWh3pryeTd6S7kOrMCRNeq1mu+m8cl/6t+ZBA1mvlt6LTeqVn78N9FTvuuuugQevWbMGH/7wh/G2t70NV155JW677TacIgJNueWWW2655dZnA2Oq27Ztw8MPD5aaknb33Xfjr//6r/Ge97wHP/MzP7MiDVwp02KqWmzIVGWxkQAAqDURbWbGDCie9Uw9UgXIJYFDq+9oyh4C/UF7LYb7i2OX4BdPjwk15JFOlPyMh0OxxjVDba6LOilSMlgkXxwDgFWC/LCAocT7aiX7znW9tJpKucOeKJAqIq1NpBAPt4Y4n7ToRJwCNNcpcVyy1StgqEi1XuP/H2yVuJpMBIfJR0u+x7VFSfXJcyKsIxWlricKt/ucXuQgFfbfmJCQDreG+FylYsj393SjgrNHm0l7KB5cxsFWfL2zRhs4kHiwlLsKxPVUySiWOynSjYaKAUaTOOrM4ijnt44knmq3V+B7mih1hWyiywXSAeBDTyxAmowpme+fubq3xVEl0cQkFAH9BJhBZB4TIbLFATWyiyYrqikjmfcgheHp25I5oposoE3NRzPp4crzaNV2pOSpzfvSvD6ZGmKqGZkxbtnmy1ddkqmFavarqeQk48/yGC3GquU0n1srMTnz/NXxuHPt4+/LPFv5HAcVJwH03FtN8lWijTaC2IsqUzgyMoLPf/7zAIC5uTkcO3aM/y//lv9fXIw/hp07d+JP/uRPcPbZZ69YY78fo0lV+6DNwPeJammaDEKp3akJM9jYwdpgI00mykt2nnkuOXG/e+oNONyKB9i76vdlPoorNsekpbXJ4L3gF3H6SDxpHm6XefKTerY04R1tVzjf9HDH43NITdwlUYCcJBEdRDhNSAHSZDXm+TxJ0aRT89JJviuq1PiRw8IT64faGEtg0SPJcbMdD6cl8n6xvnDKtm0G2UhHI3B5ojzQHGYykFcIudKNVwi5PF6HdXuLGXa0lP8jKFgynklTeHWpy4uDepCSmvwwrRaz5Kd9QlC4zFndONzkeyL4uBc5TAoLogIvJJqBi8Xk2r/4r3+En1/9ewCWT4qXeYFyX21iot8AffC3vc+amIRkm9pCHraKJVqpOfN8QH/lFlsZNw3StRUN1yrB2OT7ND1ijWxoq2ilTeJy/DAX2ia5SOs/2z2bOfFkNiEQm1TqIFER2bbLJndlRDc0ApxcVGh9KduqVeAxK429UESlgTHVVquFH/uxH1N/Ww7m/dznPodLL70U3/72t59/61bQgqiDJ5v/zFKFQOxZv/GNb/wBtyy33HLLLbcXw+6++27cfffdWGo9jX8J/hEA0Bvuz574fmygp1ooFFCtVlEsFrG0tIRNmzbh7LPPxurVq7F69WpMTk7y3+a24eHBFUJebDtR+NdWFUaajbY+SF7LXOFpqzXZJm0Fu622OiNarlH0ZS6XLWev5sTP5r+8JFEnKoRMlvEKIXt1w6IoNqW7jJd8JvI80yzjzMTD9cNCJs+S4Fvyahd9j4uJH2gOY8NI/PeTS1XOId0yGnuOjcDNFOQ+nBRIX1UK2Jsbdnss0dcW3jCn/nRLXMkljFIhfarWMy7qp455Pt/fYuBiJDlvJ3SwJkmpoRSWyUobB5px/02Uu5hLINZRL62aQ97ic80KJkoklQhMJ/f/1FKVvdOuIFNRao3nRHyuSrHHhKoDrQqC5KZkgXE6w7DbYwWned/D7mPxPf31sXv7UkIGEeC01b5GxDFhTFnVBcgWBzfTNjTIThNfl/mrtvxFrQ22WqiamSkzV62Lq8zceij91mztNPvHhM81iB1AH0HH9KxNTxaAmtZig7xtyJrtd7PajIRj5Tls6T62FKBB/XaiVb5syCHQjypqnriGIsh2rrRM4cBJdfPmzdi7dy8AYM+ePbjhhhtw/vnn47d/+7dRLpdth52URpPqcrqS0qQuL6Az1MwSUkC/YANgh8KknUiBX21f+RJrTEkz947+Jhj4rGqTJ6a5rsciDo1ekXM9aWIrOGkVmqFiwJq4G4ZbWExitFIPl6BJrxCypN9TS8Oouqk8nyek+oB4Ii6KHEvJKqaY4pFOmSUS57tx2xxEDLdOlLq8OCgXQ56kJisxBP3k0ihPQK6TtqHoRFidxIaPtiq8OJBxVrIgKuCJenz/m4c7fA2Sdqy6PRa0ALK6wzSZjrgpYzctfZfqL9dEnPRAc5iZ0LRYme+WGG4uFXpc3Wem7vKkAKSDe9WLj9tX93kgvPasm5hBOjW+jUuXyQWcZONqJuFGGWrQdF6lLcdrkCImQBZmpGNkeETLrSSzLQjk9yFjqhrXQZptLLFB2raFNNBfXk5b5Giwsqm1q40xy2U8aPdiOgG2UpW2RYN5Di2eKfvdvL4c00xBHFslHa2vbP0n+2mlY6oD2b87d6bajFu3bsUnP/lJXHDBBfiP//E/4uMf//iKNSK33HLLLbfcfhTseRUpD8MQf/mXf4l7770X733ve61x15PJqEqNlvckJQbNygmS3ShJB2Q29qK5SpaBfym+DdhX/4C+4gZ0+Ffeh/Q4Hp4/pirQfObY+wEAn/x313B+ZwQH9QTeHS720jzMhGT0TH2YWb6LvsdqRwdaFdQTGPfcsTrDqbMdynltZfJRCU6tFHsIouzarlLs4bHFGGI9b7zOIvFA6iU3gyLDouQNH+uWMJEQphxEfN5SoYdS4s0dT+DapcDlfNsQKSO3XOzhaHK9pvDUSaaw1SvwNXqRwzmrq0pBRr4RiBWXFth7j5jdG4SpvytlGuk+DrXLmVq15Pmuq7RxtFPO9MNQMeB+nfc9fGm2lNxn1Ae/Av1EI8AOiw2SypPH0j5k2r5bRyZU0XpNLUzCw5J8o7FmbUxYSRYkkyQsUx5UwqymQpnmxVF7NPUpSbgh+dMHZmcHQrPmeTUo2OYZ28g+JhRuwq1aKECr3CNDSSbbmMyGlml1WmVoS2OP2xjWGllOhgSkIt1ylXLkO9Y960svHlHJZoVCAVdccQXe9ra34QMf+ADuuOMOXHfdddi06ftPo/3KV76C97///Wi1Wnjuuefwmte8BjfeeCM2bNgw8Lj/9t/+G3zfxzXXXKP+XnaqPBFpH4K0DISSVOfQtEQBvXqNmdoCZJPYZZm4aXdMpXmTxUnp/RO+WQZOa49M+aFkeQkRESP024sefmZtPGm2hdxeNyyygMB4KRGBcHsMczpIi3CvH2qzQMLBVoUntLOSOOkTSyOsUdvrRaw7XPUCHGqm56A2bBpOy6ERG3m81GWod8zzUU3gVFlJRsZfSft2rlOG10tTcYCYSUtVapq9AkssxhKC8ZQ36gY8mXaS9k6UUmZuNygwa7oZFLFpJO5DOqYZFHE4WVTUvIALnoeFtFrM4XaZU4OcBDcf94JMybxicu1jnTLHgukZHOuUObZcAOAnc/Gexhy21eK0rTuP34urN6eVh4DsO//QrD7wyIlSmxB21K5Svwk+rwHNaVCfmaxvts+My2lVauRgTN/0p2dvxdxkqp9N17AtAuTEJRejQD+Dn2LGAPpCMCcCx2qhINu+cjGvVZsxRSxkYXIpMgPE8KlN2pTuKY1ZZ0NYGgQvJ3wtdUhWLpJtlmIi9PfVmz2VnyIdFC216UH/fq6MM+2O6eIlCstbvgsvqvjD7bffPvDgarWKm266CTfccANuuukm/Nf/+l+xtPT8C74+/vjj2LVrF/7qr/4Kn/3sZ/HlL38ZMzMzOP/88zm2q9kzzzyD6667Dp1Ox7pPbrnllltuub3QdsJVak7EHnjgAbzvfe/D29/+dlxxxRUoFAbO2X32pje9CbfccgvOOuss3vboo4/i1a9+Nd7ylrfgE5/4hHrclVdeyd7y9ddfr+4j2b9kGgRjQrcyOVtWjgHsNfnMlRZgTxQ3CUcm1GNCU9o1ZFu1FawJp2mVOn5nS3yNUTdgWbz5bokFIs4ajV3dMHLwXDP2DAsOsDaBRx9frGJz4qnN+16GkUpGlVUKTsTVXfa3hthDJZH5hW4pwyReSuDocS9gIpJsJ9U3PdBKxenbvQLWJTB1u1dk77LIeZ4ut6El5AYnyl0816zwOUhQn2DejcNtkdMacf+MugHn5JYF6Ymg9Krb47ZXCmGmyDidY7Kc9jvdW8EBs617kcMeM4nlH2h7LEH4xcO+WljcxhS3sWY1mHE5eNcmQzcoMZ+uTWarfmMWyaZza22XqI957UHQJQm6fGjv+/pELMw+0YhYZNKLlcQpQBdp0QQhzG/XHEMure7MCFPYvO9BAvZy/+UIR0cXHlYFaLTiAWY/yXx9gqZp2+WrLsG+up+5N+185nM0dQXITGSEzIYEvlDw78BJtVwu42Mf+xjCMMTc3NzA/+bn5xEEaQxn69atuOWWW/DTP/3TJ9yYarWKiYkJPPLII1izZg1vX7VqFYrFImZnZ/uO+cxnPoNut4u3ve1tAydViqkOSmqmbVqcR8ZK1g7FgxgxJslscSfzvGYc6EQrMtjOQS+8FIcwYxgSnjFjw1uc7filjfGLd8HEEo4lEGondBhuJG3cBb/IykFS4WgpcHmi8JyI9Wgp9jfvexhzU+hSVr3hKi3JJCcZv+1eCqG+bLzObQNSNi1BqYfaJdRKJFxRwMYkDny0U8bRTlKQPin9dqxb4nhpwYnw2GKsHzxcDHkydgsRT2h0b0c7JZxZjSHtJd/jiVIuHwmOPdBKq9xUiiE2jsXP5FvHJnhifsnoEr49Hw+26b49LrA+7Pa4r2Y7JZ6waXKtuj28dc8D8b0ZEwwN4rIM2CBeAGCv0CRjX9qkqFWQMWOo2sBrS/salMQP6JO0eTz9W8LgNiEEGwuVTE46cqEt4VZql8a0N8caGWul3+VkLdnWWiUc2yJZG9M0BrYcVy6anOR2yOcsxxVtbNJCYjalLmnL9ZXtfDRum/vSPZsqUdq+2nu80uzfgTFV3/fxn/7Tf8psW47X5LouJiYmEAQBPvCBD3xPk+oZZ5yB7373u2g0Gn3X1Aqk1+t13HffffiLv/gLvO1tbzvh6+SWW2655ZbbC2HLEpXOOOMMrF27FhMTE1i9enXm/9rf30+lmt27d2NpaQnr1q3jbfv27cPCwgJe97rX9e3/h3/4h/i93/u97+ka0pujILlc4ZiEAbmyYyijE8MxpoQamQzQk5msY211LT0CSQzQWHoA+iAZydyUK7QH/fsxNa55JimM/cDB2MObLA1znuq412OJPOKrbhpu47tLMcFnWtQarXk+e5dFJ8JwIYU3gdhrGymmNU3LRapY47AEIjGGG4HLrOFRr4ezkmLje+vDzLwNI4evRxVbxnoFJlk1ApcJQ2srbXhO7OESrNyLHGbddnoFZtturjZZ79iN0rzXDez1ljJ5tWGyxpysdFmYguDcopMWGG/1Qow0U51fsr31KobdtB4s9VknyW+tFXrcL6NuyvQlAtkXjpQy56P3xpRke7gWv99a7iHtQ9tNKG4m2s1VXACd/ZrxYBvpOy3hUHk8fQtEppH5qAeDRSssLOuzAv15rvz7bPotSbIM7W+DWKdxcV94RH5LGW+wsb0Pmj0RGUeNqCQRNPN4c19TKlH2k+b5yW30PCQ0f/MTu/rkT2XerG2csz0j6b0PqklrkzE0+01DFuV+Nm1noH8cpfdY3tMFF1ygtuH52sBJ9SUveQlmZmZW9IKDbGRkBCMjI5ltf/7nf45CoYA/+IM/yGz/+te/jtHR0Uz8dZCtP20SU1M9eMURlJ0Y6vMQQ3v/3/oH8MrzzwWQJWfJjpcvLw1G8sOUL7oJQQBZZpoJmciXQQpeA1QOLh0cicUpJ215Pll2SX4I8nyqCEXCct7bWI0LJuKJaylweRIjrd5KscfxPCAVIWj20iLlo57POrc06UyVfYY8n20O4WUJY69cDDGzFC/E1iRpLc1eEWckMG2p0MNckkYy7gUM+S5008mNYqBhJEq0Dbe5nN2zzWFsSCZuglVrns8pLPWoiM3JxD3fKbG+roOI74lg55JQnGoIPeF2r8iawZsStaheVODFSCz4EL9vo24aG54qd3g7TcqLvseM4FbPZf3hw+0Kp/48ORtP0HcevycTKpDv6WWT/CdDoJiPn7NklQIme7U/viUXcBrErA2aMsXDjMuZsOi+SV+Nk142uSvzfZAoe0bXN9DTcmgAJXaoTVRBxv7ibzobrzNT66SZgjBy4Je/TbtjvIjX0pZkv8qC5dpkKyfHy6tpXNIs12ba1Pg2Vova0sgu8tNFQX/6jlyMyPvSxDxM54GOk4s4CefK0n/ymUuGsBkek++anJQlLL7F2Y7D3W/hnxq3oxPFfJBacZwn0E1b0sn06NGjti57XjZwUv0v/+W/rOjFvld76qmn8OEPfxjXXHMNduzYwdvDMMSHPvQh3HHHHSd8rqmpKTzyyCOZByJXe488kq7Ef///+csVuoPccsstt9x+ELa2dB7Wls7LLJ7ueOS6vv1W2lN9XuIPL4Z1Oh289rWvxY4dO3DLLbdkfvuzP/sznHPOObjooot4m+M4J0RUAvqTiAclEJsTMAArMYBMbpeamjKZXkuyltUZZLD/RAP/cqUm22zTUrUxMm8/Oy7bVy6kWroE4wJp+bTJcpdzQWW5tkbgslQhwZ+yuLlXCFmSb9Tz2dslO9Qu8/ETJV8ISDR53wgOn4NYxQt+mivqFUL2SifKHc5vJe+0Ebjc3mE3wDONGCFZW+mwMMXaoRZ715oUImkWA8Cais9MX/Iml3yPId12WMCW0aXkOJe93Lmux2QwImwdbpcymsF0z+ViiHsOxB6qZE0uVxVGemJaQj+Qff6apOFyVZzMUmGmSZk6kxWrtV1+ExrUaWrVAv1epFmlxhQbONEKOrKPTbLgcnJ/NtjUvIZZ+kxj9N58TgyV33roXlUS9aLJSS5oLo+1ad8Oug9pEgHYVlvN46MGtwJ2vWNtLNVyiGXbTV1qrb2DWMiyyLv8fVttNSOKJ4X4w4th73rXu3DxxRfjxhuzCcyHDh3CY489hve85z3P67wXehf3fUzTuFiltkuTH5b2oZjbtX00VRKTgUjXIObkntpchpaulXzTbCbazRCKjBPfgev6PnwZ9zq68DBuODt50Vc3mfVKE9iw2+NJ41C7grUx8opRz+eJouAAi368P8HHc12PVYRWV9pYTCa8+W6JJ2xKv/FDBxuphJsQzj/armTKwNGU1uZYZDqRrq6kWryz7Qpfe8iLJ65e5LBO7kTJ53YeaZeYsXy4NcTXJpF8Pyxw6gvKwL5GfI6nG2WsT8QtSPVootRFL4GgNwy1WKQiAjidpx6ksDFda9xLFzBDxR5PzE83ygz7a7GoKzbcoOrDmsUVgHjg08IRWqmtrSMT+PRsPzRnUwbShBAAvT6pNDmJZeJoQQrp0bsrf6fjTBUxTc2HJubLJpf/XqXRgmCmnh3ETVjYhODp25L9KhezaYwze04ZwzbbJJ+97Ett8pBtnPHT/c3CIXLSBLLhJTle3Xn8Xtw53h96kiEIudCR/aq9KwQ3bx2Z4Fi8nHQl9CzvwyboYDKlb35iF24bv4fPRcdN1y9+wcQfTnhS/Zd/+Rfce++9ePTRR3Ho0CHMz89jYWGBK9msW7cOW7ZswYUXXohLL70Ua9eufd6Nuv7663H22Wdj1640JvGxj30M73jHO/C5z30Ojz32GC699FL+zffjr/wTn/gEvv71r+Md73gHfv7nf/55Xz+33HLLLbfcno8tO6k++uijeNe73oWvf/3r1nSa+fl5PPfcc3jkkUfwiU98AldddRV+93d/F7t27YLneeoxNrvzzjsRhmEfjPvFL34R73jHO3D55Zfj8ssvz/y2d+9enHHGGXjrW99qhX/JTCgHyK6od9SuskIyZmDeXKnLVaO52p92x1Q5NROGMaUHp90xXqlLSS4AfflbNpMesLYq3+JsVwkcY94l+L/WHAcAHOvEHtmRdgnlhNk7UfJZprAXOawD/FyzjKmkeDnBx52eg1E3Pu5IawgHWrE3t2mkzYXHidQ0PdRlL/NIq8JCCCGAuk9CED3eTh5yUxQQP94pcUWX7y6mDFti/NYFdFtwUk+04LhcpeZQc4hZysS6jeBwubc1Q22WXgzCNPe2nXin3bDILN5jnTL/LsHu4WKYqV4DJOXcRJUegpWv2fvZjBQmkPUy7qrfhzvQHzOSq31Z0YX2le/tFRtuUKUA7xrXoV3p+ZInmnoiN6neItDv4WXfy/sznqFNWo/uTYoikIelVUCR24hAZd6HFtKRZCETITAh59OrHhB/MrjQuziFQIXKqvT86J6kZ2lKHZrXnCi7qqc+44PZz9JrJbOFqyTBSXqoWknJLYFewlKGs+RzlO+WJHVS29lz7KSe44yfJdlJAhO1Sz4v+Q6aKIiWyUHbfyDs3z179uB1r3sdxsbG8Fu/9Vt49atfjdNPPx0TExMol8soFotoNptoNptoNBo4fPgwvvWtb+Huu+/GzTffjD179uDTn/70CTfmwQcfxNVXX43Xv/71mYkzCAI4jmM9jjxV+r9mrzz/XDzySMxApI+fXhQzNkDw1qXVnRmmm3zRaZuWWDzj98cz5Mt2xYYbcDBFSDIvOsWxyGzlo8xybkA/9GSLtfXB32LCp+sAsULPuaMxZElatGNejyc/rxBidSW+keOdEk9MkulL8clyMcqI669PsktWldvYV4/Z2DRxLfpFHEn2fdWqJU5xKRdCdBOVrnIx5LJzshwbidk3ewU+X7kYcZupFNtEKeBUnGZQ5LSVMAL+7XiiLuX1MJQIVlAyzFNLVa6xeqxd5om9BZcnTYKSgbSOa8GJuEbs4XaZn7NcplL92iXfw0QCsT/TGMHPfzUeuK8c/z9pMYYEKrtiww287aH92XJi8l0x013koGJLptdgWpvAgBYnvWxyFysVPXh8d0aLVi4qtWvQNzo3Gajv/HLxN3Mf0+6q34c9tXQxmhFSaWQXLluC7ZlJUKZ7mGIal6+6JLPwob/3NObU79H2jdLiR4o0yO9c++blvRPkKc1Ms9EWPFp7Ll91SSYENY3+0AOd4/JVl3CfmCxuMtleWf9ZE9W4fNUlAyfKaXeM22PyBGhf6VCY9/lC2MBJ9fd///fxu7/7u7jmmmtOWHLwLW95C2666SZ8+ctfxi/8wi/gy1/+8glXsXnzm9+Mubk5/O3f/m3fb9dee23ftsXFRfzcz/0cHn/8cQDAn/zJn+CBBx7Ae9/73gw8nFtuueWWW24vhg1k//7ET/wEvvjFLz7vk//N3/wN5ubmcPXVVz/vc6yUSfavCZtKVhxggzL6WWiDKtSbKyYz12250k7aKlIy76RpZKgTKXpsWyVr+/7iWEwAOX0EqJVICKKDoQQerXo+3MRT+87CGOdqPtuMhSJWl7rsic11ykxKqhQDLu1GBCggJigBsR5wI/Ei57slJioBYD1fSYqi/NgR18e3F+L817NGm5wDSpDwgeYwn6voRHyuI22PmcdT5S7niLYT2DgIHbQSmHbM89nDLTgRe61P1WMm8XAxRDOBtmte6hk/16ywFGI3LDAKQJ5+nKca//3JfSP45GJWSASwF+kmkyt0UxQAODGNX+07oHPTvqr4gziXzRMlQgyxmE+vehkSlo0VaoZuTM9ZQqVaCTfpDRFa8PD8MRXS1L4lmSkgCX424QbNtFJrZuFtLTNhuecBZJm3Wgk/CZVqxcIlQ9tkTwMx9Ez9JscibV9bO21MajIbAc4mzaiV59TY6jZy1ouq/fvjP/7j+NKXvvS8T/6pT30K+/fvx2/91m8973OslK1y1+Oi2q+odfukNqo5eUpdSbNWn00lCegX0jeTuLUEeiAbYyKjl0lS5m2Tse0lJbMNpNokbzNqu+N4XD7uNZMezh5NFZao5uqziYrQUlBgdmzRiVI2brHHExrFKofdHmql+Pin6lUW3J/tlBjGLTjgknAUU10tJuVWz2U27ZLv8sQ1VIyPKRYidHukTlTiCb0txPWH3QBP1ONFwaaEjbwUuCx+UXSizKRLqT00eQZhmvbTixyGf491S9w/8fUcPh8QM4LveCLRTI6amb43Uy3MRZL23GUMXxN1lxCifE81yFNe2ww3kGk6uVJ9CUCm7qe8L/MadI90Di1NZpB2NrXT3FfCqrJ/bKal9Ugz49DUbqkcRSkcWh1Wc5tW4lEummyawtoCQ9P9NmFsWzEDeW90PbnYMOPocvyQIhVykpfjlpbiYwr/a2OazTS9Y5uKGLN/V1j7dyCm6zgOPvWpTz2vE8/NzeH9738/zjvvvOd1fG655ZZbbrn9sNnAmOq1116LN7zhDfizP/szvPWtb8UFF1zARCUtxjo/P489e/bgvvvuw2233YZNmzZ9T4L6L6QthnO4d/E2XHnlYTzZfAgAcM2n/whvfOMbMTW+jXOvJDlJBsFlSSi5ctNgD8lIJJNBdBsxSgvKy/PedvQevrbJEJRtoTZouptyf7qWJptmmuY5/Nj4r2XZm9/pZwu+rBZ7YVOlHhYYpg3YawsjJyUPJfmfc50SKsX41ax5PkO3ayttzkNd8F3UvNizI4LQ0U6ZK900gyITmBykAhG1UuwBPtccZjLVppEGHkug4jOrTRZ36PkezkmKrB9Lck8LAMYTIpIfpmSoTq8gireTH+6gkXiqlULIhds3DjdZmrDoRHATMhNpBn9mn4v5KK1LLD1Gs7yauXrXRAG0PE35PkitXSm2ICFYG/xLEppyO3mfZgiEzCa8IN9Bm0CJSTCZdsfUXFCbxyVRKg1lMqFnIAsV47h+X/Q8pPf20PytGXKWRKTOX50QuA7t5uOlB0f3dKF3cUaD1+wrWWDe9CJlviiZ9vxZwlKYmedKyIIkw+1pzKnjn+xX+S6Y8K+2jdqoMYS1ezM9Ws2ble/VX915Le6++2587KN34R3vvBQA8PnPf77vmO/HllVU+sd//Ef8+q//Ovbv359h4BaLRbhuOif7vo8wjAeHKIrwUz/1U/jYxz6G6enpFW3w87VBpd/MCUODZs30Gjpeg9hsMR75Qg+q+yivYWNmmjALYGe32RRTpNYomYylyDQJ2qfqORmBcm3i1mJ4ElZ/+9rr8epJijWGOG0ohkJpUqoUQ55gzh5fxMFGDMHWgyKzab1CyLFPOq7oRDx5SgWoA60yViUKRRRT7Yj0m6ITZZjEkUh6GRbnAWL4l2BngpSBOI2IBCtIrKETFvj4Z5plvLK2lLRnCOsTLeK5TpnF8Q8l5en+8Ln+GCqQrUkpBxVtIjXh2kEKRjKOqA1My8W4zPPJ65LdfM6NuPVQ+t7sXBsP5HKbhCM1DduJspthocrtQLZYhpY6J787LRQD2GPN2j2Z7zxtk6YJYch20HOUak/ymZpZA2RSSMO2eDa5ExJWNUM+pub4/7+9Nw+3o6yyxtc595w75I5JbgghQoIQQMKQIJIYIExtkAQkmrZpNWJ3y6Tddjp2+1OEMCQ40HSDaPu1SGv72VERBZFJpBUxQEwwEuAjQLiMgRBDpps75A7n3FO/P+rsqlW79lsnwwlcSK3n4eGmTg1vje+717v22j0Fz5xz1fOgSWb2utPUKYlarS0DkJWdW5zTanw+ug2W/zQ/J67B3Jta+g3wC4effvrp+NnPfoa77roLTzzxBNatW4disRipn9ra2oojjzwSJ510EubNm4cTTjihao1MkSJFihQp3g7YKUelpqYm/O3f/m1gsF8qldDV1YXe3l5ks1k0NzejqalprzZ0T9Geb8Onx5yNBzZvjo1iLFoJiFqk8cjJygt0jdKjIov7w/32Rkf5GnIMLZziHDhNQ/EIn0fqGvp47NHJ5gG6ODEfR/bDtmcSJXAyuUXv3Nf/K/zPmpDG3FD0xTiH1I0EAExorsGBI8r5plvaAtu+l3fUYuIInyJuzZYC04gdZYq1UMqgs0wxH1BfCMwoDmvpwetlFfIjm9sAAO9qKKC7vG5ttoRxDf5+X9tRF7SzJuMFloNj6vx97V/fH9oQ1hTw8GZ/v5NbBoNC7lsHxaCiFFgeNtaUAlVwPusFdPK2wRzW9/uv4e2v2+UHBcsK92MmojQ9MxY6GrUMPwRM6ern34q+mL2w/HZZhMQGJvz831ieYunwVuDejdFnUwuZLJ9sPi6zQnJNWNQzk3Mpi6Hil5kXFtmwKljeay1olPNk4Y/8xtVY9DnIdhxFyTE4WnxPmz+1cdvzzJx1mfnoskwi/iREo76wRB1Hw3Ld2FOanxmLvfNNGvx7Y/k68/2c3DgqxqK47BZdFb2s55WfD2uKIiqyW2Iqjwex+2JcC8PWUL/aOP7447Fq1SrTH3Jy46hIVXmhIXoKnkmzsXLRomyYhrPoT/k3EE8B0E4r3J4bXr7CVO8xXL6rVgdrSdH1XK0+j4UTF5uuNXwNed8uSjxJbapdalbM/BcAQEOuiG1lZ6cJrduxsdxJbS/Ps7bWDgbm80NeBi1lZe7LPU2Y0OjPjYoad2N/Pd41wu/Mc9kSarKhg1FfQeqs1qClPM8blIPLeKgtU7o9A7XoK8+/jm3qxfayl7B4/I5v6kVDeY63s68eo8tm/5t6wvnc7YO1OLjVv0Zby9t//smCOTXBc9+RTsWYD3epuJl25GdMz88D0ffD8u3le67THPR+uT1sZq4pSoG13ErBsKZzZLmminWKnLWcO03rPdDHEXCnLOCpEr2uZajP74zlIsVTRgJN3XMHKu+0GHAs3XaPczpKmzRoCtqVfpekxdD0rz7ng5rykTKZVuk72RZwp1ExrOfIUqvzOUvfUC1UdHTYunUrfvGLX+CJJ56I/bZmzRpccsklmDRpEhoaGrD//vvjrLPOwk9/+tOqNTBFihQpUqR4uyAxUv3DH/6Av/u7v0NHRwdqamrw+uuvY/Ron274xje+gS9+8YumNWAmk8Epp5yCX/7yl2hubt57rd8FyGhEq+w0tChDvDSveT6kMlwT6gKLTu7wVgQigKXb7nHmXiWNyliZyAnpAk4U1xG5JR7gY1q0scuMwkoQ18IHAV9r3i/vj6MO2a+Vm/jE6cegr98fdTc1hjmp2Rr/Ea5vKWDzen8aora2iMaWcg5pbx65MoWcq/Vp5eJgOJ7s7wv9qesbCti6zY+AR43sRU3ZM3hHT9kqsT6kIHt769BQzr31PMArR58DZeHRqP12oLfT365UyqChcTDY16btfjvbRvSjtiyiqimLsAYHc/jp875Z7O2vbzFFMHItp7WNDig7LXbhdZPyWzmKtAR3OuKwTEy05ZzAVQlGlwfTwjtXNKQjdR0hc5t1LujO5HRazyO/Z2yh5yp3x/S3xd5Y5zG5cZTJium/ddv1/bBMI7g4vOveWdMNgvkj50TEiWzcwe0H3CUuXSI6hkvUJeDvjoAZh6Ryfhp8faodqSZ2qqeeeir++7//G9deey3WrVuHu+66CzU1Nbj77rsxb948fOITn8DJJ5+M/fffH/X19fA8D11dXVi1ahVuu+02HHroobjrrruq1tg9AV847dfJaryb118ZoVv54y4PJ8/tWL6kDDaP6Cn4l1pTGxbVIw8ud9y8f6szB+D8+Mk5respmApSAb8IPNciDzJTKEmqUT2nrFV6DK1u5PQjnvua0bYAt57iU6hNrQOoqSub9Xf759M0rogh/2cUdmSRKfebhf6wA83Xl4Jldc3++efqgeIOv0MsDWUw2FcuczeyAM9fHfKW5FuAwa1l314vg4zQwjkPNeXp2KFyf+8VM8iUiwh4xQwK/eX0mtYiBnv8NuUaSkA5pWhwh/97tqaE2ib/wL9ffRCuWdsDwH8mNJ3oMvbQH8qkwZpL0WrtlwedWnmqj8UdNHdGfEzrw+5KteC2uIpJuJSwGvqcrI6JKVFXaTfdDv5OaDWyvj58DCA+ryjbJVGsLiWstBWIdtwusw29P3bq4prOfL314Fifk1U4gH/ne3R6ezue6fQHnXwPGHw/9DdMUOnbZg06qt2pJgqVPM/DwQcfjO985zuR5f/2b/+G//3f/8XMmTPN7ebOnYsrrrgCZ511Fv74xz/ife97X9UanCJFihQpUgxXJHaqfX195vKBgQFnhyqora3FP/zDP2DlypXDolN9YvUzAe1keYKyklciSlavWQIGwF2wXP/OCctaDGJRpBKRWOWMZDst5uCRI1MhY1qjAg24i/nEaEGmWgB/xOmi41zWckD0WuroXAsqNJXM53/1Kp8Wvfy4DWgf74uPaht8ardUAGp85hZeqRREsCPai8iWo8hC+dbXZjxk/cAQmVpgaLsfLeabSsiXo8RibwY1DWWDifJ+S/1ATV3ZprDBw2Cnv11tG1As+zVIxOrVeEF7AA/YWs55zQL1o8shcKn8G4Bck/98DG7PIj/K3+/pJ63DseN8AdNHHwwuQ0R8wYn5ct1mtC2IFOzWIpFRdTmMG4irL617yOjwVkSiSCu65FxQZly4zfw8AO5qIpqRkTbJu6RpU9nvzuRxW0I9phN1+wD/fWRlsUTf0na+ZjzVpK+Pfq/09RBEWYS44ltT2JYwTNZZvt5m06zodnJdmKO+pm2rSXNPykw328HslFXQntsr39TLD11CUeWSilkMcs+ZhfNFT9H8Zp6WGNM6LTIFJ9dzwqTY7vcIiUKlww8/HP/xH/8RW97a2rpTOy8UCjtd3SZFihQpUqR4uyNxTvW5557D9OnTcdlll+Hzn/984Kh011134f/9v/+HL3/5y84db926FR/4wAfw/e9/H8cee2z1W76LmDRpEk477bSIPdWyH23AqPy7I6NdnV5iSem1hZesa7mHWHOKPNfgEgYxXBUptGWda/5lZn5WRFavR37atcnKObPmnJIqS3CUJPu0KnlYZuZ6/tVyXVm67R48dsoUf51JfmpMfmweA+v8oXGuJQNvKHy0sw3+4G6o248Qaxqz8Erh75myPdNQdwk1zeV1e0vIlLmcUtnXvqYpg9JgOf2mNgOUo91Sn4dsQ9mJSYLQAc9fB0Cx20OuLfxd2lbTmkNpRznS7qX21Jb/n88Eywc7M/jJnw4BAKwqZyKwWExHA8wW6Lk91zNlVWlJErG4Ui1kXwJOk5rRtiDmKDSqLhf8PXV0Hq/0hPoDmc/bOlAMonJ2+2FYbeX5QCttSzvxyD6vOdx/1m788z3OaisWW+SCK7VHtre+Jda+XfOoVhTq2s76nddx2UNqs3urjdYzYc0j60pa1v6s9ifNB2snrg3Frghb8tTgrzBY7AQAtGI/AEDLhAF0dHSY+9wdVMxTXbZsGebNm4fm5mb85V/+JaZMmYJx48bhD3/4A371q1/hrLPOwjHHHIOWlhZs374dGzZswOOPP45bb70V5513Hr797W9XrbF7gqbcWBzT9NeRZZbgQtOflldmJVWtnhAXcG6mVrDJMaz8NYZls8ZUKv/uUkImvfj6Q6Fz47haD8NlJcZCLa7yY11P60OiOwSLev72KRsAAKPeMwiUGdbSoBd0jigh4GS8ov+4l3o91LT6C71BD5lc2be3Pouh7WU1bnNN0B4RLGXrsxjaVhZHZIBMudPM1GYhvomlrlA8URooU7sja+BJZ9yaR6nb7/wzuQwyzWWF8LaBYFlpR6m830ywXaY+i1Kvf4L3/W4CAOCCtf/rzI9mcZqmQvUH2FW9CIjb8TFdz/mmepCnn7Wkj6IWulkGI1Z+K6/LVZy04E5gVdBhZT4LA12dp5VPyuI96bA5p1ufP3dSgH/vWAiZpMZmuL4lfK6ub41Ad4RAvNydi25OmhLj5ZbCmG03XQIonbMOxC0RrXUtm1eXiOyVib96c20KZ86ciZUrV+ILX/gC/v3f/z32+/LlyyP/9jwPzc3N+PKXv4wvfvGLVWtoihQpUqRIMdyxS45KzzzzDH7+85/jgQcewPPPP49NmzahtrYWo0aNQnt7O4466iicccYZOPfcc9HSEjfEfivB9VR1Pp1lcA3EqU49muNIdcH+c3DvRvcommmTBfvPCYzEXTX+LOrN5eziyu9y5Sxax7LOk1Ept4xH7XxMjgw4kkmqBcu0kc6Rs3ILZYT61F8swGHv2wYAyDRkkW3wI81SbxHZ5nIuapnyLXUXkR1ZG55IsVwMolBCqXso3EdzmMMKAENvDKBmVD7YR2nA3y5bl0W2yT9eptHf79CWftq/h0y9HxmXeoaQHVGOkkv+bwCQHe0rnLzeQhD1oljyo+DydrIPiaxf/X0d3vfwY7BgRUauyNGiP628452ZrtiVNjA1m1TTU/ZViQqsREdb0YzLlYphCbgsF6kkalJoSE7VE+jC5JZjllV79T1ttUF0bh1T9gfEi3hbTJ2raLolgLLoXU5V0Q5gSd82dsbia2Gd/87Qv9Z91lNNsm61I9V9xqZwTO0BmDvm4ggt6prjsNRw2oZQ1rVoqkqUl56TtR5CqyPUdopJc12MSpU1mOrRL0rSh473q80orBfI+jBZH3HX3GDSB1Tw4IlfAgCc/JHN8AZEbZuB1+//nR1ZluYOFIE6mTD1EKl+Xu5gUVsT/p0rd2zbBpCp9ztPb8dQ0JF6RQ9ZoXF7y9RuTcbfBwCvr4hMg388r3sQ2Va/HUPbBlAzxrc19AaFu6ZXsjAE1JTneLcNIiudarmjRb4G/Wv9zvuf7jrU9LO1qga5KjBZlT4AezpieeeNuPxQ/9m9adPdpmrWyu90KYxdAyymsS1DA8uykLEzVVysguyV5iDZ/MH1nrvWZTtDOQ8B5yPrgSQQp1Kt7xUQL/OmC6HzO8q5+Ro7850TWHPygH2f54+cg8by4PCmTXdHBlh8D1wGO3I8l2mIwFUaU47xphYpT5EiRYoUKVLsPPZqpPrGG29gv/3221u73yVIpKrVkoBbscbraIWsLBNUGolrqshlnq2FJC4VnotOE1RyeHK10xoVy7E1eFQq/5bzEFiREdfFdLECVpSgjd9lfRE7AKEo46fvvQJ/ed5r/sJMBpn68jry/2IpiAxF+QvAVwTLFEC+BpkRPtXr9fvLvL6iH4ECyI5phFdeV34HgIxEp2qZJ1EvrVPa0hcIlbzuwfD38jIMDiHTVh/8LfsI2pzNBMtK2waw7P4DAAB/veYB00hckKQgtczVBVqEZ7mScY1QK4rkPE3rXdMG/tY0BsNli5lU69Ml1Dm9vR0PbN4cWZfX5/dRi3mkjZYVpHVMuS6A/9xK1H/N84vMqkAWe7UzdDOLpSw61iUadLFMAuubl1RwQdO3VhaC3oeLLeECHyJe42+0VO+5d+MWZ9Qr17jakepe7VRPOukkPPzww3tr97sEi/61Eug1hWnNA/LHg6lbVhDqD4FrjlN+k+PpeRBW9GrFouUJKtiZgsQC3blaVnYCi/JytYfX0SpOSxVZqdCz/hDo+RPdedzw7g8CAP5qzkuoafU7x+xov1SbN1SCt6NM09bWhNRrsRR2wNzZUgccrJsLiZ5MYy28bl+9mx3v53F7m3rCk6DtuBOPHIePJ22rz0U6Y6GjIx13+W9u+59/M4TrVh8IwKdNK3Wq8u9pbaMD8xOLStawFOZWR8v7m9G2IJLmANiDVsCdwsFJ/FblFYuG1Pu3NAC8PitFLdWsyyfZ1YnzOVtTGa726A5U09xWet7ssaMD3YZVmeegpnyEYtb7cnkD6/OzUgf5Olo0rfU9Y7h0Ha60Ptd8rgXrG/W2on83l0d8KVKkSJEixb6AxJSa119/HcViMWkVJ15++WW88MILu7Xt3kDn0PaY1RZP2t+2OT4ZPqNtgZlvyqNEHsHKJP+MtgVB5Du3Lpx855EzK5Bl5NbRQyO9Yjg67SgHPDx627R9ZUAXLdsUtpnFR5YdoVVjU9cZ1PuSdaS9VmStK3bI6FgEEEzjja6zowdXDh23jUeayzdHKSktOFv44n0AgF98ZxZ+/LcvAwDyLWWh0uBQJCKVGDEzthneNt/pwRscCpS8mXJUmqnJwuvz7REzTaQeLgyFf/f4EatXLAWio+zIhvD3kheIpDLZDErlCFfa4/UMBpFopiEP9JZp4doaZOrir2ymuawa7iv46wMY99Ecrmr137+/u/ugYF1Xcr8rf1VQScjElWc2bQ7ZHc6R5OhiXM+sxP3K31ogKM+IRLiTMtMVI3M/rRsW5E7ChmJX5JnT6zP9yfT4womLgZ6wYLfGuFxL8B6zSGhcriVYn/fLFaaSDB30d0zegwvH54Jvk5hn8D4mZaZHVLE940ODDRcTIdvLvdWUdkwhXoxeR2b6gu16w2+GgI09OnpsxTLbGH7kAD/qX7s9/O7w98CirvW1lDa/gl85z313kEj/HnXUUXjmmWf26ABDQ0OVV3oTICk1XHmFH06LTrJk2RrWnCEQl39rJa1rzpDdnASVCgez4QPPh1k0HKe2uMprCVzzMq75HH6BxMHJZfiQRDHr9lgfW6YVXe46PCCaOtpvz5c+9RIAIDuyHpnRZWPeHYNAbbmz6i/AGxJLJC/oxCLzoSPKnWlxKKB8MyNHAIPl+dVyB+vtKAQdZSYfGkn4DRB3JS+kkeUYTA/X5uBt8Ttx5LIh/dtanmdtqA069NKmHmTLHSzq88F+B/+0Ed+6yzc4/Zenw/tRyTHJdb+sEly8H753Ujqxt+hF6EaXs5FgZ12C9GAuiTbUmgVrHtQaNLjMH6z0Ild1IGsuj89TuxZZJR6tqjmaauZ9WNS0S7eQREfreWK+hq5nQbeN22+ly+jnwPoe8fflPW3+OyiVbWRdq6Qg7zvqE+xj8NBH3jzzh2XLlmHq1KkYMWIE9t9//13a8aZNm/a4Q64mCl4/Huu5B92l1/BQ8U4AwIDXjbr8yLe4ZSlSpEiR4s3AizvW4sW+tXhjoD9Y1rJ9IGGLXUdFodKPfvQjPPbYY6abUhL6+/ux3377oasrTje+FcjXNKKt6aiK6+mIUlMUgC2M0WIJV9QEuPMtKxWIZiMEbU8mx6iUkM/741GdpayzRoxadcvena7oW9rmGq1bBZvl3Li6j/Zl1vtiEYWrmLTcl4EvfBK17/WV6V7PQEgFA/C2+y9cZr9mYKDM0wW5qzQOJaESdoQj5iDPNJeFV6ZuMyNHRNcZWY6St/UCzeWoUyjk/gLQ6guqMDQUyaH1tvuVo4Tm9boHQvq3vxiex+BQoEzONOSDiPqVX/lt/sTy2p02/9CRk6XcBWAyQJYi3DpGUt61Fc3xvlx2ilo8Y22rj+FSzLvyUC3TGEuBbOWPurAzedpWTmeSFSgQV89b19uVXWD9rfctsAxorPPW7bXAgjPtJw5EhWzaSAeIe45bLEO1I9WKnWpvby/mzJmDBx98cJd3/t73vhd/+tOfdrdtVQU7KrmUakCchrHSQzjx3EUh6f2y9Nv1oLGqz1onyTRCfnf5GQv4IeMPgvVgdngrIi+vLLNSNTQNp8H7TTp/OZYr9UfAFDO/ZBa9x3Nx/GLe92HffalpehMyreU5zx2DgdF+prUh7MSkA63PBzQvGmqB7vKIV1G2sszrDkfEmbay8nhzDzL7la9B30B8u2Ip2C6TrwGEbs7ngN5wf4JAVdxUF+24pU1EG0sHvePRTkz8yXMA3IrVpJQU+d2i01zJ+lx2zjJp4O0t310eVFrgAZ9Wr0obeF1B0oAPiHrUWnPEgHs6w1LWckoZg7871vtopbu4KNYLx18dU+knDVxcRd8t8PnxtBngLnBgUf4uwxhX6osrVcmaKmKqPMm9DXiT6d+WlhaMHTsWnZ2dOP/883HggQfi5JNPxgc/+MGd2vlJJ51UlUamSJEiRYoUbwckRqrZbBYnnngirrrqKkyYMAG9vb3I5/M48sgj38w2VgVSpcaiRzU9aCW3a4oMiI6oNC2WZPWmaRBL3SjQdC2LFriqhYCjVys/zVL/6lEhb6dHohquKECLVnTEzxGOpud0zqKrvJ4WUbmiBE17SXtldH7Fe1/Hu+aWo8ERtVERUV3Z+7e7L1gWGDC01IfUbE02pG8lqq3LA73lSDRfY9O7pRIgNYe3l+vLNdcDIpZqrAe29wZ/e5v9SuiZUU3+sr6BcPvGuvDvUils8+BQGO0SNT30ov8snfdv44NrxvS/QCf5u/ynLfGMZf/HcBmlcHtcYj8LlQROlm+37FuOra0QAbvSCxszuDyFOSKyBIVW9KyjK2sKxpryYKHjqLpcJC/YtS8NlwmIxdhx+13q4SR6XNuuWiIqnsaxvqnMXriq3lhgxu34449/8yLVuro63HXXXWhra6vaAXcGjz76KL7+9a+jr68Pr732Gk444QQsXrwY48ePj6373HPP4aqrrkJDQwPa2tqQzWZxxRVXoLm5ObLegNfjpLVYEcsvW0ch7BTGtE4LlIyT+/yP8YSmjJkSAsQpNFbszWuPviDy8s5rX2SqBSu5mXDH5frYuIwgpN1yjLlNsyPzPzLnsbItpK6tjyd3aCyld7WHS3ixm42AP6xW+adxuZYI5cjtSGqn7lzl9xu3+6/C8X9biHaKAvIDDtS/vE7fIFAsd5qi9N3WG1K6tbmwo6zP+50e4M/Zyj7G+qYRGCyGHXBvv98pAkBzBpn28nOdIzVxofzB6h3wO2wAGN0UdrAj66ltIY1dc1AbAODn13fhV9/2O+nZK+NpVP6USbzoA+OgpnzwHFupWFq5LR9KqwPSJez4ebTc0NiViJ9tTdlyihxgd8Abil0mpcp1fAU8TcHXR57djkKUsl2+Pnwnkny7rYEN4H83AL+zl/Pn/URUx8XpkUEBn6+01zL45wFD0pSA355Fzo5O79eai3UV2eB51OXrV2JNW7SD5G9NT8GL3MdRdX4nztNylnmMHBMAMBFVRWKnethhh73pHeratWuxaNEi/PSnP0VbWxt6enowe/ZsTJ06FY8++igmTpwYrPvMM8/gzDPPxC233IIZM2bgz3/+M97//vejsbERV1111Zva7hQpUqRIkSKR/p05cyaWLVsWWXbHHXfg4IMPxjHHHINMJuPYcvfxoQ99CNdffz0OPfTQYNnq1atx3HHH4bzzzsMtt9wCACgWi5g8eTI+85nP4J/+6Z8AAK+++iqOO+44XH755ViwIDraFPqXxUe6SjwQV78KrGgRsEVLVnkhHn0ztO8wj8qB5Bwx3gdgFznXx7bKNXE7dS6fLoqubeNc+a26HXxNWN3rEhJYUYTr2JY1GbfBohiZemIq6PHTFuLYT5dfiUaK8CTiHCyGf+dqQjq1OBRGjLKsvRXoLlO62UwYOWYz4X639PhRpewbAOprw99zNeHyQhFoJhMJ2aavLE5qHRFGqkNDQENd2DZtjQgAdeWI2ysFx9h6y59x0f++CwCCXMBrnl9U0YZu/sg5AXPAtLwrCV8/Hy5/YaYs2Sfbdc+tvElrOkcrRXk7rTDnZ9TlDb4zVW6SRI0u20gdicv5uI5nZQ1YQh4NfT+YHdK5spYntCWycrWHI1nrWup2aQX1ruTS87nxcn7/31T17+mnn44HHnggsuz3v/89fvzjH+P222/HCSecgJNPPhknn3wyTjjhBOTzeceedh5NTU0YNWoUVq1aFTHjHzlyJGpqagLrw+9///u45JJL8MYbb+xUNC0pNUwtsN+pZTr9nrbaiLm29gR1qVRdL52VBsKqOO7QXL6j1vySVQORwcdmGlrA3sf8MeLlnEzNgxLrI6UN0QVWAr3VZj2v1ZT3OwRN91aaXxOwKtSqXaufiQsn+rnLn/r0BmQOKptMyPxkY31E3RuobWsN0qe7L6R2s5mws92+AxhTHtDxnGp/eV8DBWBkuaPtL/jHBICu3nDf0rl290XndbnzF3Dnzz7D28r7G9kYtqG7D0Mv+6ro865/V3DNrGutleJWB+MyENCd34Xjr8bYBr8NG/tKppnAwomLI65l+rh8bJ5/51Qfa46T1e+WGYnu5K00O+s6aHMDl+mDtNFKVXJ5KruUskklFQH3INi6fq4ycTEXJbhNPPi4/A3SbXAV57DMH1zH4HWs745LO/Omqn8tnHLKKTjllFNw1lln4SMf+QhqamqwadMm3Hnnnbj22mv3uEEHH3wwnnvuOfT29kaWe56Hvr6+4N8/+clPcOihh77p9HSKFClSpEjhwi53qoK5c+dizJgxuP3225HL7fZuYlixYgW6u7sjDk7r1q3D9u3bceqppwLwO9iHH34YJ5xwApYtW4b7778fPT09ePnll3HllVdi6tSpzv37IzD/bxkFjeuZFRkZuUZdSbRHh7ciQt3qUaLv9Rkdqcl2lm+ojICTbNosSs5S6y7fvNKkmSwFIatimTZmCqaSTyxH1wIe4XZ4KzAO8YLWAo4mWSmpj6f/bZk8yDkl2cWxECdC733vLHzqH3ymIsMiIqZmJWIsFEPqVaLFxrqQYh0aCqPHA0aF+anFIaCpHIkKadTcEG7XXwAGyhFsJgOMqAuXA0BbU7gvjkib6sN1cjWh+CpDFLREp2xi0ViHmuMnAAB+fr0fsf7ohrZAqMPPCkczHYXwOWRfW1l3Zn5W5H6ZUdl62w+aI0NBMHVTjOZmy7s5rz1uRqEVyhabYhV0Z/X85LrZMdtAPg9tqsB+tRzJ83UB/PfdVQlGg993oT51O1GcHjtG1Po0+h3TzNHCiYvNaZl57YtiYiV9/vIN6il4kbJ14sWsPcxle/47pPfDNvI3zGrDssL9sevmMgfh85qA6iKxN3zxxRexfv16U3ULAJMmTapqhwoAjY2NaGxsjCz7zne+g2w2i6985SsAgC1btqC/vx9vvPEGnn76aVxzzTUAgAcffBAzZ87EihUrMHny5Mg+DnhXO8aMGcLI3AHBskOm+H/fufp61GV8um1sbei6xCpW+Tfgnj9w0a9A/KNilatyzSlYdNKywv2JNJWeA04yzJZ9A1GTa/446A8NEDUMv23zkoCydp2nRYVZc5/z2hdFVKOVKC0By/b5JQ3aCvvF5Dm+ee2Lgnbe/PI2rL/On4K49KJ1AIDsoWOiVKqYMdTmQppWOrmGurBDzNWE1GtXb0gLc+eXL79LA4VwPrS5IaSeWxujZhGAf3xZd2u335EDQL6OOtVslA6W9goGi2EHC4TnV077+cQ/b8f7f0SmEmXwddOpaPK7a+5Pawf4/dBpaDxQ0jS+nuPke67Vr/rDLgMF3gdvw88xU5escnfNn0rbuePSgw7+2z83JB7D2i/PS7LieQPdbh5IWJoLuTaMcT2zIuvKfnXnLwYs2Ba23ZpiAeLzz9zx64GES6Uv4I40/CbcHxlgbRx8Cn2DLyNfE/YnHTWvAgDyNf+Fpow/UN60ac+nLRmJPeK6detw0EEHYdKkScHc6cknn4yDDz4YAFBbW5u0OZYuXYr58+fvUQNffPFFfOtb38Kll16KGTNmAAhN+l966SV86lOfCtY99dRT0draii9+8Yu4++67I/sZM2YMVq1aFXmZb1sVih0qdTopUqRIkeLtg7G1R2Fs7VGmvSNbs74y5k2sUpPl0SsQqH3HjRuHk08+GatXr8Ztt90WiwoFp5xyCn7/+9/vduMGBgZwyimnYMaMGbj++uuD5cViEfl8HpMnT8ZTTz0V2Wb69OlYvXo1urq6UFdXFyxn9W+Sl6Qr701boGlEqBdE80KBqDiDb+h72mpx06a7g/YIbcs0ruWpCoQPiBZLAH7Op4istJkCt0NgeZTetnlJUF5O2gjYyjo2prDyGF2CChY1WaNTbpPlqczbJVW8saisSonw1v42XDoZNVP84t+orwW2+WYMaB4RjyKBqAJX0NUb0saDRaC1LEoSpXBd3lYK52rCyFdEgQODQE05Z7VvIIxA60hB3NsfCp8YHL165bzZYimanyv7bfTbO/i/HTjtpjAX0BLouBS4LgtJIMo8MI2vRW1WZGjlxVriKm3j6RKqadZGCxJdzJFsw8YDlm3owomLI4YFAr4WHNVJNLiupxCcG1seWip2vQ9uo8Ayh7HawO+ovp5JKv8k31+5VkzBW3Q7o5LdoJXZoNXjvK6g2uYPiZ3q5MmT8eijj2LFihV46KGH8NBDD2HlypXYsWNHuINMBm1tbZgxYwZOPvlknHTSSXjf+96HfD6PY489Fk888cRuN+6Tn/wkDj74YCxevDj223777YcjjjgilvJzyimnYNmyZXj99dcxbty4YLnl/etye3G9sBqsRgTgVMsB8YfGiownN46KzEEIXEo4TYVpNa5F+1jzNZVoVSD6kFqGFrxPVlPzeYq5A3fQlgk2Y1yuJaJMtlKDXO3kY2iKPUmNLe18pnMw5rs6o20BHvwHn+vKnz6JHIpqwk5MjB2AMM0mn/M7YQDoDQV3KHlhpygdZm0u7DQLhXB+FQg7W+nMWxujaT056mClPSObQ2WxtCebCelmwJ/zBfw518AzuLyv7b1RuniTf00uumx0onm+9qdOMrvX6nFRAutnRQ9Wec6VB6sMV/EFaxDnSvGwOqZKSmHdGfExrDQRqxOzOryokYxt1F+pbfqcdGaDvpZWh6SnWGRZUhtkuQXrWXC5QFm0sNWB6qwN7sSDOdVJQ2+e+re9vR2NjY0444wzcMYZZwDwo8THHnss6GQfeeQRbNmyBffccw/uvdd/werq6jBlypQ9Kv121VVX4bDDDsOiReFD88Mf/hDnn38+AD8i7ejoiG03MDCAuro6jBkzZrePnSJFihQpUuwOEiPVV199FQceeGDFnTz99NN4+OGHg4523Tpf1JHJZHarSPnSpUvx3HPPxSLUiy66CN/97ncB+Ck1n/70p7FlyxY0NPjUlOd5GDVqFD7wgQ/g1ltvjWxref9aIzFtCGGJiDjq45xV/bvejmFRT4BdPsvysLVGgSwyunn9lZFRJ0OP5lwJ3ZVGgyxO2jpQjIgZdASrj5FUCN7K/QUq56a5DAZcphjSXn2NLCqcz03+/uZHnkf9B8vawZqaMAoU+rTkRSM8oXcHi8CYtnCZUMRCH+dzIR1bVxutTMO+xALZvlAAGspiKYlMAX9fEu2yiEqQzwObO/2/a3PhMXhfHEWLgrizB499x2/H0pfbAnpyZ9gSHSVqf2GLsrUoTcCmBRkuT2mBZmosYwZXhRgrGhTo6JzPWft262+AZV7hUhtblDcLhqzcU45Ordx1tmV1MUtWe9gP2TLr4HVd0zKAzRa6TGs0e6HhMr7ZW5FqxdJvu4NXX30Vv/71r/G5z30uklu6M1i2bBnmzZuHM888M7K8WCwik8ngJz/5CQCgVCrhxBNPxLx58/Av//IvAHxDiC9+8Yv44x//GLEzBEL617rRrg8wP/xAvLp9Ukksi2JlatKiKXVSN+CmhHkdV3KzKwVIp6i4yl5ZRQR0knqlc+LjWhSai4ZjWLS65aRizWnrNrvumeuc9aBI3+etn/gbAMDIM5qBd5XTG6Tjam0C+sodonRQgE8P89yo0KxCx/b2Rb19WW1cMl5X6bhLXpR6ljnTXE24P+nYG6k93TvCTrc2F5+3LZXCurJ1+fBcBgaD43X/5EUccvva4LoAyVSq9SxbhiAuByetJwDiJdWkU7jmef/5YTMTnifV74RldGENql0G/5afLX/QK01HaHrYMmCxBiB6Plfgckuz5qetd0KX3HN56Wro75nWcuhnQuaOl267J7GQB3fcQLSUXFK5O4vOB4BXJv7qrTV/2BkceOCBuOCCC/Dtb397l7f98Ic/jK1bt+JHP/pR7LfLL788+DubzeKee+7B5z//eXz0ox8NUntWrFgR61BTpEiRIkWKNwN7JVIVnHbaafjd7363t3a/SxCbQsAWVAi0L6el3uXI0TWCtRSElQqPW+IbptCkTYBNzWqKSSt5ZV0dMbp8gq2Jfz6GK2p1RSIu5aaOmHUyvj53gbYkc432d0V8pVWhWkTFildNJ95+hu8CNvbDZaVte2sYIWYzYQRYUwPUkn2hCIpYrdveFt+Oo1pZt6vHVx7LMhY1sRpZ08YNdSFdXVPjU8eAL4QS4ZRQ0Nt7wyi6NheKpXi74hC8VzYBAK64dn8AcbtBi94XaIreuo+XH7okiDoFLtpY9snH01Spi6mwnjN+RpN8tJPyZisJ6yymRwufgPj0ijWlxVMzcg+uOXwxbvxzvEyildnAlLAWg3HbdHaApodddoHWeXDUr/2OpU2A/92yMjQs5kDbUjI1Lddz9bi7hj/9K9ixYwdGjBixt3a/S5A51WltowPFruWJqf13KxlJCzZtX4lrDvfngO/duMWkmC21sX6Jkzox7SJiSeT5w2UZV1uUrqZgXfM1sg13ntZyfpms9Aq+rrI+4L4f1mDFgvYlZdWwJbXX2wqS3Gz4nHk/F485O0hhkvu89BMvo35Wec61oS6q0hVnpB0DYefVUu6Mh4bCjq2h3u84ZTvpHIWa3bo9nB/NZml+tUg07UA4Dyoah5oaSqMZCjvKwULYccv/e/uClJpgP4Dfocp2rDx+3U9RW/mdLM554iEA8fkzi96Te861QPXA1nqvBJwOZ2kSAJsKrTTl4aINgXjqHLdJD8B02hAQfy9kmTUAcamRrbQcq/iGHtRzB2yVtuNrWWnQab3nfGxNfwPx9BtLz2HN7bpUzABiVLn2SOdgRpZXO6UmW3mV3cdw6VBTpEiRIkWKNwN7NVIdTmiqGYUx+YnYUHoN5//NXADAsh9twKj8u3dKDATEc1Zdtl8WteSiW3Q+qlbh8YhTQ0eweiTvGjHr7V3J7xZ1pUUSLurVZVjB1wOIFqzmyFpGzj0Fz6SYgXgkoelqlxDF2t5SKbpMClx2ixpc3Ppf/+YF5E4/3P+hfzCMIgvk7SvULXv4lkpRSpcjTfm3/J3L+VGpQJbX5kO6WIRTkbxaL4yAubRdc2O4jbRnsBBGrdJuQaPQ0GVaeXMn+n/zGgDgjP8ZZUYMDI7eLLrVKjyvS/i5KH0LrkjUyk3mbfgYEkU90+lfi4Oa8ugp+NdKi6GSTCz0e2lNpVhmDS5DDMtFyFVVi1HJHlDaBMQrD/Fv+vfLD10SMaPhY+nroyv6CFwCKYtO1ucjGChsw2CxE63YD+f+je/Q97vf/c5Mz9xd7BWh0nBEPlOP45rmYFnh/iAtZ8atbpovRYoUKVK8s1CXH4m6/EgckpmO7343pH+riX0mUh1TewDmjrnYGTm5hD/WKJcLd/PILClSc6VquEbXkbY7bNZ2toC4Fh/t7O8W9Hmw24m1v6S6qRrW3KlL1LQz+7By9iyrRF0YgbfjFAxuB+BOKXKlLXxrih85Hvc3ReCQsLBDWOO0PBtTKkUjUhEcsdNSIF7K+REq4EeIgb1hNoxKWRjFKTfi7FRXGx6P7RQlUi0Ww+27e8O5U45qS148fah7B9DWDADwnn0V/3HjWADALa9FbUEBd04rAHM+zxKqMCpZaXJE6tIGuJ7HSvm2bCto2TBaxQdcOZ1WLiyfHz+7fH4cwQt0bi/Pg2rGRV8ThsslTrZnC0XLbpIFktZ7xwyRTpMSuArX63lb3l7fL7kHb2qR8ncSRP2blFQMRHOgNA3hyi2VfblEMkCUQpGHGYh/rK2X1HoxrY+GNpJguEol6d/Zyss1OBC4OhVuE+/fdS21Slcnx3OHaIk5+JiW9ynTdCJ24DzXlZ1bzI87t8k1AHHZIgLxfEuht9f1FPDtUzYAAMae1wbsX34erLJsQNjReaWwU2UVsHRmQNgRDhbCjrKhPjSDEHFSpKOl/NZCIdoOINyPtFGOzfRvTQ0wotyZyr76+sN9NTYAr/4ZAPDa97biwDtvAmDb9GkLyUqiHUs4w8JCVrRaHSmvy+vr48uxkqhRbcFoUa/WVIF+f5IsTV1qdcA2jxEkDewFlexIpU2yrkVju1S6lsqf750MRlhYKe3Wx7UoaEvxryvsWNNc1TZ/2KtCpRQpUqRIkWJfwj4ZqWohDlM2XLEGsCkgS6jicgZyuQG5Umos+bhAR18CjoBY4m4JOCzRkx4NW85HnAIh63J6Ep+rFWVoWJQWUzZWxRstpZdI00qRSjL6lmO5onqGjhJYfMT0HhdXkOtwUFM+eJ5YkMWR+B0992L93/sCpvyp7/YPMroN6C9TvtlsGPmVvNCU3zLvZ7Q2+1StQNaTqLOpMYxwa/PRSFboW6aCRSxVKFKqzY4wEh1RH7ZZ6Oi+/qhpPxUf6PvRkwCAT94yEUC8AlGlwgkWtBiIaXw5hstu1KIFKwmrXJEan4PFYHAE50r9qfR+uFKOePtKFXRcbdPnNn/knOA5ZrbIJQxyVd7R0FMtrjQp/r7p/VayI9XTYToFCHib5akOJ0ieKn/cGC46Jckuy8pp0/sT6Lwql9qWP9iAW41sGSzozpznAy2q29pWUyhJ1FOSTaFLDauvxc6YP1gDFyD+4rh8Sdm+zPVhc9maVbJhs87Pso1zXRO+npJIf8VfdyA/6wh/haZGoKfcOQr1C4TU7Y7+sKPt6wek3CF3aENDoTJ3B1HFMqfa2hTdn9C4GSmq3hNSwVROMWK32NwYduKybiYbti2bDfdXKAYKYe9p3yf8q/82NjAmYGiqTw8qdf4rK0H1nKBl7KBhPUMuY4JK71WSsYvlfe2qcqXfD21jaOXKMp3tmi9OmoIBogN8Vuvz9JguNs8dPtPt1vOvB/tJ+fGyvlw7SztiVQfTU3tWJkG151RT+jdFihQpUqSoEvaZSFXoX9fIT8Dm0S4nFW1QD7hFCdZE/c44EfGozDIB1+0DfDpUIlympi8ec7ZJJ3OuH48+GUnuS65IzrrGOt82ydjeytcF/IizKe9HO2y6LdSUFlcIKuXyuQQcO+OiZeWpWswD0+Zahakp+TGt03DTYf7o+8P/vAMYXy5jWF8bCpiEjt3WFVK6LU3h70NDYVTKhvpC8+ZqQkq4Nh9Swfl8VCQFRI3882RT2LsDqC9HruzEJIhU0qkPLQ0HC9HIGAAKBWz4lh+1/uXvRjjvza4IcTSTkVQswRL7CJjJAKK0cKXC2a6azUn0rxYiaQU9T0Es3XaPU42rnzc9XcXfo/e0+c8TfydcuekCFjVWqpRjQd8jK7q03jH9/eTvLu9btnHRw3JOb4sqNcMR0qkyvcNzcpVKQrmk7QyLThQw7eySnQP2XICLNhRYD6Omsax5kEqUFR8nScUnSKo245pb1YXVgXhZKpcEP6mj1NSrRlJHapWrY/uznRlsWbBKDbrKeTEGL/VrCOc/dHTYMTHNyxVwpGPLZAB5tXf0AyPL7RS6dkd/uK+G+nAfm7eF6w6Gc1iRjjZPc6bSqfYPhHOp3BbZRzYbGlM0jgipYKG2G+qDjn1o+fPIfen7wTVxKX2B+DWv5LVrzT9OaxsdGZhZ21QqH2YVR9+ZOXsLLqV8koEJbwvELfl02zXYeAWITwNZ86RyHMAuTF8pNcY1fcZzrQsnLo6YacgxrKLp1tw370ufk/z9trIpTJEiRYoUKfYl7DOOShPffQBOO+1Y/PIHv8B2vAEAeGqwDXX5kcBE27KuoxCOxCopaGe0LTApKdlvR090Qj0YURWio0Q98c+jVq6XyiMwiUJ55KwtxJIS1vl3HZ0L5Lg348pgXZ2/JtfHEmQwJjeOMvN3ZfQZjwzuD35PMsfgNnBCu1W/8sLxV5v3XO9X1t9Qdt7T9JdVv9LFNjBlZUVU8hzERW1+ndI/PtmICZ8t12xtKuejZhtClW42G/5dVxtV98pyERM1NwIoR6c1RNu2NoV/s8l+bflvpnhbm8NItL4uKqQCysKpMk09NBRG12y+LwKqUglo8Y0iaj5wDLyl/wQAuOHdH8T/eakTgG2OMqY1fM4vHH91Yk4rsxC6sIZFt1rQjIumHvkYroyAGW0LcHp7O4DQ3lArkzmiknNJilAFXP9ZwJGcRaGOy7UEU17r2kN2gr8rrHJnWNNF/M1cvjm8rvq7wuejzR+sbwjXT2aq3JqCcb2Dd911F+666y58+LxjcdFFFwEAtm/fHrtme4J9hv6VED+JEgJsxStgUycXjzk7KEWlyxVZdKelYmTwHIOAFXaa8uA5U8AvxmzNbQCVy265Kuho55eDmvIRZbJldGAprPl8uVNlZW4SdaWvjy64zOsAcfpbf9xcVNCF468255ddlJ+lQqy0TNN7ln+qvp5A9Ll65LvlDmz8mJB2ZXelXE3YqZZKYYcmFGxNTUgPA9H0GQFXuWGvYdlXoRBul6sJKV3er3SqA4PhutzO3nLR9Np8OMfLSuGuHrx2vT/X+k/L9zMVvZWcylzzmnxvLG2EKwWKt7foZ5c5gstkAYgPmCtNbXA7LDUykOzjqw1o9HfBVfBcT49Y3xWX57LLbAeIVrfRdLPlfVzpG83X19oXIzV/SJEiRYoUKYYp9plIlYuUaxp3Z0Y+nABtiRNcyevWyFjWl7YIrdFT8GLVcpIUppVsxlwqRMvcwQKrIDnPk6MoobGkAoWrbRwNV7J/TMq3Y8pbU8hWRQ/ANs1wCVoqCV20v2qlJHxXzU5WFct2rOi08hitNm34wntQc+Yx/j+y2TAyHFTVb0RQ1E3CILYm1IpfRqkUpYKFsu3dQf7AQ/Y+2CiCq+lILqu0sUSmExzV1tUGgqrCLx5H7Vd/CMB+v1zvSiWBj1a3WlGpBZ0jy+0Aos8dR5AuVWyScheImjhwFG3VQmXFv8ufW1twMnRU77JmtIx0LIbHEiXpvFHXdJXeblJmehBpc61X6z3W19ryIk+9f3cTYv6gjReAOLXr+qjr7XTnYak7rc6ME6R5Xs6aM3J5/3I7LExrGx15yawO2HqIkygrvS9Wx1rl7jS482AK2aLpBK7CyvJvbo8rVUnaCkRfcitBXlPmlqEDf2wrdaR8rVy+xUytA36KkMuUX8DFFH4wze+AJl1xYJiqwvRuPh93XiqVwt9Lpeh8KCt6gbLjUvlvzwup2VwuLPM2QOXspHMdGAjmSTE0FFK92Wx4vO5yAfbGEWEH29ocLu8f9P8teOoFAMCPrvOXKIM5JwAAgxZJREFULXzxvshpuVyZALexCT83VhlI/V67il7zsXQb+DcuhuGaBkkamPEAPwn6uXG5elkmFkmDzp31SeY2WNCDIO2ABdjpcHqfvFyrmF3vD6/7UPudKf2bIkWKFClSDEfsM5HqgQ3jseDgi3Ht+nvM6IJHP5Y9lyvHyyWcYXoCSLY0FFg2akmWXJrG1apZi2JkdaM1EtdJ2Ow3CkSjLJdloYVpbaODfDOd8K5HqJYhgsCikxguMQcfT0MrIZPgqlKjI1Fpq6tElSX2qGQqwLDsFo8fDVz0L2VxyTGHRkvJBSXhKMpkf2GJOLPZMFKVZVzWLZ+D1+wrhDPdPdGoNtiuTN0WCtFC6awUlmiXxVQSZbNoipfzb53+9dn4rZdw9G/+H4DKfs/6mZH78Z622kBwaOWju3I0ATtPc1dyzK3oi2lR9pROmjKRdrraIedv+SBboi6Gpo0FHPkzOKJ25b0mnYeGPrY2xHDlFgsq+a9XW6i0z6TUjJ08Dv+y6gr8C8K0Fe4E+YbLC3ZT693B9q6HgqlZnqPQilZO4ZB1gOjDze1gzGsPjyX+sLc9H36MZV/z2hdFaBxrroTdUzZsnh60QTApMz1yfvKS3rY5XuuQU46A5PJnTEXrl1u7Fmk3F+nQGVaHOrlxFDrKrOHN66/EHa1Rv1//POJG3B0F24vVuob6ObDSizilgtMLJtfNDn63qC5uY7C8GP0oc8qUQKYPbl5/I/506ucBAMd9MxtV+gZzm2W/X3ZUqqsLXZk8L6RppePjudpSCRnZ79BQ1CBCEHj/ZqJzsWI2USgA5Y45oHwbG8IOtrkp3G+hAGTJtUkwqg0AsN+pNcBv/EXWVA1Df8xlHXkPBNagW57jimktdL/4w80dutYX6P2u6d0aaevKti2xdlkpcnqgbbmLVdJqWPOhfP76Gmo1sZ7jlBQdXpdhqfUrocNbgXHw30vX1B0PVHm/O9OJ7ylS+jdFihQpUqSoEvYZ+pfVvzri1LSplSBuiRK0wIF9MPUIVHtUuswYdNSmxTYuRSrg9ii1aDCGtveyKn3wPq1rJddDYHn3JlkVAogUExbovFlrdC2YPXZ0pNKJVb3CAl93tlOz6HgWeCT5OVvttagn1zlZoi3LNlHnJhYW/w0AIPeh94aNrq+DVxYGZUQAxJQwi5ZqaqL5ovJ/oWAHC2HU2tdvU8z8u+xrREMYATc1hpGxLGtpDiPZ4lCUgpYI1fNCgVN5vwP/91Ec+P3ngmvJ748uGVbJAxqwq9SMaZ0WmRKy2CRBklVokhKW2+TyEWZxmlXiLkndLLD8g7lkpOubYQmxXGI7YaX0+6NzUivRx9J261uq2yXLrRJ2DIs5SNW/uwlL/SvQ5gdWsj17WgpcimFGJW9L/SKwUk/aIHApgV2J0i46zOUVDMRrNVqm5Hxu1kPK58sdND/o/IHQsJK4ZTnDMnRwQdPR2qOU6ViXClfAntHcTjknrR6V3y1qjvct6Ukb+0pB4YCeghdJZ0ryup3RtgCPfKP8Op9wZLhSNht2TOVO1duvHZnOspNMXV1ID7MLknRghQK8suFDplQKO0R2RuofCFNt+HdBXW1I9RaL0U4a8DtRoX+bGsMOdmAQXlurf+xCIZznLe/7u+dvxf9dF/eEtZzBKhXFcEHXJraUsfJ8cQ1d/c5b998adGm45l2BuHLXZbxgwfLJTiqzp8+D03JcBhSV2lHJHIODFcHCiYsjRU+sb6WATXn0OnurU91n5lSL3gBe2PFbbMjWorv0GgCgNle2KUyRIkWKFO94iE0hALywYzkAoGX7QFWPsc9EqiNzB+D0tk8DiIsDXEXDXcndrlzJJC9Zrfh0UUEsbALiVI/AVdzbJYayLABlBNeUzzjz3qxjWxSahh51sxJQ+6vqa+zar7bvs9TPfF2tv5kStEQiOhrQkbRleQjYVFZSEr+V32xFT5xvXIk2BIBH7tjP/2O/0RELwYD+Fbq1oT6kfIsh3Y7BArxWv60ZWa6q0XjliDQzNBQqiMvHkX34/86FUS8QRp9AVMAkKFO63sg2ZLZ3hfssr+M1N/mRMgA8/woA4MRPdDuvhfbG5ns5LtdiTjdw9MX3ziXwcZl7yDKLZmZK0xWpJhlI6OwCl/WmFtklGb+4hHpJcAmukr4Z+tz4+PxdEqaG2SKm9nnKyyVEtI5rTe1Vu0rNPtOpyoVjCpWdSKz5TsB+sWTZ6e3tEe9fwcVjzg4chlxzJpZnrjYsEDC9UYku4uRn17oWFerqNF2J1vqauMqyCXSKC19DMRV3ucy4qG5rDtOaJ+LBiuWjzHClUwglzNeVf3fRZQKm43mKgeetXd7QSQpJfaw3Vn46/Id0WLV5eOXUlkxAzRZD/91IibdMmDIjHebAIKW7FEMqeECVexO1cLnzlPWAMnUrKJXgNTT4y/vKauR8Hujq9v9ubgo72OYmZLb5NLXXPhqZP2/013nBZ5syH73OaSBgTfPwtANfV9fATPbFHTA/V7oz0upYa+7cVS+4UkfgAj9L3M4kX2Jpn+s8tPGJ/D51dB6Xr40Pjl2mK9b0ENPD7F5lpf1p9zVut+yLFcjsnyzHd9G/8j6+MvFXqflDihQpUqRIMRyxz8yprn9qAy4/dElkhCi0mvbStKhZK7J5YPPmSHkkwTOdgzGBC9N/HYXoyFa2dfmVChUibRJY9IzQuDp/NImqjSl/e4myNPIkeUQp+/XPJ7y2+rxvXn8lxh7qj+GueX5R0PZxnfFcWh6ps9CAaTrAVipayeYuuHyAre24XBWLKCyhFVP4WskcHLfXiGrL19pFXVuWjh2F8Hivf/jCkMrN5UK6NVcTUrlCCZNtoddQH0aS27uR0R6+uZow0gVFu7lcuJ/uXnjl3FHZPlMoRO0RS2VSrK42zHWVvNl8Iah+49XUIFOOejObtoRUcV9fEBmXXvKf8/2Vr7M897dtXoILx0fp3WWF+zFuYFawroDfbX5vrO/AuFxL5LmTd0eOxRaCzLJcOP7qyHtj5WYL9PNoKVgjFCo/S4VwHwsnhuyKnJtlMSrl2aSdcp7yNzNvBw2MjrRFs34d26JK4I5tCM5ZX1c+1zVtW037Q10eTs5T/uZ9LV+/EmvaQkEZ71/OXxu07A0My0710Ucfxde//nX09fXhtddewwknnIDFixdj/PjxkfVee+01fO1rX0N/fz+y2Sx27NiBSy+9FEcddVRsn/1FD890DkaoDLkxN6+/Elvb/RePbyLf5HG5FnSUH1ju8LTJA+Co60id08z8LPOjyfvhY4sTEbePO2l+UeR3fw7XpnRdcnMgOu9klZ2bmZ9lOgrp+VytQmQKbV77IjPdRfal55y4TUzZyb6F8tbXjaHnyZgWYt9VbjN/vKwUBq5dyfeRFZFyrbnuJ7eTP2jcdjb0sOg0eRbZrOP1hUcEil0vl0OG5zODknDl/2cywZxqplQKnY/IZzegeQuFoCP18vmwA86Egz20Noedn1b9SnuE6vW8cF5W1qXSbxGquHFEODgolYJ5282PhscW+nPcQJRW1YrW6HNlzylaNL52xuL5eUnXkY775vXhO8Md4s3rrwyelw5vRfA9sN5B3s6l6xAwpS2dq0A6dxd9HA6m4xQrDyTW9IbHHtczK2JoIuB5f8G89kWRzj94TzvD75XrO6jbos/D0pFY56kN/uU9X9MWqpSPP/5X5nF3F8OuU127di0WLVqEn/70p2hra0NPTw9mz56NqVOn4tFHH8XEiRMBAFu2bME//MM/4D//8z8xbtw4AMBLL72ED37wg7j77rsxadKkt/AsUqRIkSLFvohhJ1T60Ic+hOuvvx6HHnposGz16tU47rjjcN555+GWW24BAFx33XWor6/H5z73ucj2X/3qV7F9+3Zce+21keWSp2pRoZYICYj75wosGkJTMnrif+HExUHE6RJDMayRmMu7kyMnzmmUyNBVwopHgLwPGXVr4wWBVRpL/877kOvD61piH8t/V1OervsERKlbHqFqoYnsV+ASlFgiEZ1LbBWWtlTXWglsCVVcphIuEYy+Jm/cMgt490H+Cp4XUMFeXV1I2RqFwL3a2iACzOzoC47hCY3LdoR1tfDK0W6md0cYiWazQRQcULsRirkhUPR6zU2B8Ck4Hle/0X8LMpkgl/Uv/+KN2PVjVSgQz4HWVZWs/EZLbctezNonWt9HF+XPUdmuFDe3hFP6mWTzFH6+k9TogK3IZXMRrZYWWEYxFpukj6UZgJ0RYblEVK5vokTDrlxhvW9gH/D+feCBB3D66adj1apV2G8/Pz1g6tSpaGtrw29+85tgvRdffBF//vOfY51qfX09NlNtT8GA1xOjT5iadZkMJNU9ZIWhfoC1VybLz7kD1mXQBEnOQXI8/UBuHSia9RJdLyzTnLbXbkvgV8tzVfwCWRSqpf51zW9ajkK67dJOvj6xeSV1jGWF+wP6u8NbgUnF6Fyki26y5tS4bUy3uWo5yr1nv1P98l9+qN8Z3bTp7tiHiT8a4zAr6Gz5Y2x6B7e1hB0hOxwB4ZyodI7ZsNxbZntXQMdiYDBMgylv72WzAT2cGSLDh9p80MECiKbmoNyZ94WddFAaDgg7aTGEINN8r6kJmZ6ecL3yb159HTIvrkMS2KTBUmNzhyjP680IO1W+xi7VOVPw4svNBSdcXrSRdDmi74H4VJNMC8xoWxAc23JeY2iDFY0kNTJPZQDRVL5lhfuD6Qb/HMLOTdc0dgUXHQXgIwf487HXrkfsnF1ucfz+W79HVcr3x1IDLZcywFYVVwvDTv178MEHY+PGjejt7Y0s9zwPffSCTpkyBXfccQc+/vGPY9s2fzZ8YGAAt956Kz796U8jRYoUKVKkeLMx7Ojf3t5edHd3Y//99w+WrVu3DhMmTMCpp56K3/3udwD8DvSkk07CqlWrsP/+++O6667Dfffdh/PPPx+zZsUVpeL9a+WIuYp0a9Ufj0b1dqwgtugdDUu0wiWWLFtBXbbNorGt0k9zm2ablK6AhT7ams8quuwymEjKe7MKgut2Cth0gcVXmrq3zB90W13Qx7XylLUqHHAnrOtrIbAYEKYTXSN0piCTqHLA9zwGgMt+uX8YkZLy1qOqL4HgqKYmpIQzmZDSLRaj0S7gC4XKv8v+g2PIvwuFML+Vy7mVwQInL58P9y1toP16tbXIyKCaFMZeQwMyDz3mH+P8uBWey+aPqU0rH1urbfU11lZ5FoNhgZ9XV/HySjaffIxKvrx6f0nPlSsf2yojqaN+S43vElMlWYi66Fht6ajX1zaIrrxw+b3SMaqdpzrsOlULX/7yl3HttdfioYcewowZM4Ll3d3d+OhHP4pf//rXAIA5c+bge9/7HsaOHRvbR122BflsAwa8Hhw79T2R3559/FUMeD7ddFDddHTl/b+1Y4imSPRcJc9zseE5EH0QXLSD9XJwJ68/8poC4k5Z/i2wDMGteTt+SK3ScZZvqXUMl28oEC9UkESxz2hbEHjtsqGDVQPVVdPWNd/D15WVokyhJb3cPKcKxF9knX7EbbBMOng/LvpfJ9uPy7Xgh3/1MgBgxGffH3RsKHnIDPrUqiduSAgNHbwRDdF6qtLJ5eIzQpnBQX/eFYgocDP9A0EHjFwuWpM1WLe8v3wema7yfa6pgdfY6O+j3Hl6tWGaTcQ0YnAwWBd9fSj97GEAwMx/bYlcD8AeaALxDk1jZ3xyxZf5pk13Jw58AXc9UV5Xq/i1S5DAmkpxmVW4XN1cdZMtFyVLYctTVPq8tTnK0m33OHUmfE4Cq8YwD8oPaspHCiLo/fK+9UCgf/AN5AoDKCBUo+fhP7s93vZg2QHvascrr7yCamHYzalqvPjii/jWt76FSy+9NNKhAsC3v/1tHHjggbj77rvxuc99Dvfccw+mTJmC+++/H0cffXRk3Xy2IRAqrVoVj2jkYRybOQpdjhFvihQpUqR4e6C+dj/MbJwVY8YApV8ZMxTbdk8wrCPVgYEBnHLKKZgxYwauv/76yG833HADfvOb3+Cee/z8qN7eXlx++eW48cYbcfTRR+OJJ56IrC82hZYfq/bG1R67QDRikpwsHjFq/0nXpLsFFgFZVl4M16hUtnGplXldLXLhfFS9naacND0ucFWsYVEP79fy/mW41H2CpLw265zleFKgnaNpoHJJK4Ee4VvUYyXrQlfbrdH33KbZkapB+tm9bfMSlP7zMwCAzIlHhaKempow8pNID4gqcFkJLNFnX39IIQvtms0G0WemUAh8hJHNBgXJM/0DIZUrKJXCiHRwMIxqa/MhRSyRc+OIaKQqdHQ52gb8aPbFzzwKAHj/H5LpOhftbnnbuhT/lvjIeid4H5q9EOgpDcuL2lUJKshDLcNlV6ojYMtTO8nykqGtPStFidY7oRkw3rduj+u6ym96O143SYHsMsvhb/c7Xv3LuOCCCzBr1iwsXrw4stzzPCxevBgPPfRQsKyxsRE33HADDj/8cHzmM5/BM888g/e85z16lylSpEiRIsVew7CNVK+66irU1NRg0aJw3vCHP/whzj//fLzxxhsYO3Ys+vv7UUfzL4Df4ba1teHBBx/E1KlTg+Vjag/A3DEXoymfidgTAlFximvy3DUP4prD0WkenEOpzaqtCNYSp3ABbddxreo2HIlfOP5qUwbPcM2lClx5ukkjRoYVZfO6ScbnlnG3NcLVLIKVF8iRukDfD+s+VhIfcXutuWoeaet287Gs3yy8cde5AADvwNBxLDMwEM5Nsnk+iYfEutCrrY1GrTI3Wja9Z3vAzOBgOEc7WDDFTpzKE9RkHRgIj9HQAAxF02+QzQYF1L3GERE7xUDU1NePzBQ/hc6KfFyG8a46ppYYzHo2+Vmb1jYajTk/Or9p093BsfjZT6qbKrCKaTOrw21nwRQQNc535aAzKgmZmA1hpsyVj26lCboM9a16xNwWV7453xsukiHHkmvRlM8E+f/cTte8t9X2aguVhmWkunTpUpRKJVx11VWR5Q8//DDOP/98jBkzBmPHjsUf//hHnHTSSZF1enp60NzcjCOPPDKyvK80FBTQvQFx8YDARaGy8lYm5Te9HC80LX/rl2lu02yT2p2UmW5Wy+EOOOgcMMukWWR/lx+6xFTNAqE3Jyv25MFcvj76sCUVcNbqaTnGzPyswKPYGlRwTq8W8LBgCPA/TPKCsBexbCv7lWNYOXuj6nJBLqDlmQtEc4nlurKF5PyRcwJ6zqIKx+VanJVF9PXh5fpZ0WpKFoZMykw3hVoRCr9cxBtA6J/LF4OFSr1lirWpKaRjsxkgW1bflmjLwDuYFLi5XLgOCZy82tqACo5UvZEOur4uulwjXxvtjNkzWDruru7Y9Z6ZnxXkUOr3Lq64DelOHjiynd689kUR60jZV5Cbui1cPn/knGCAzh/0cQhtUPn94Hsny/l5ShowA+FgVZcDdE0l6PdC0718rcQzV2A9t7IuD/K1EHPhxMUR7+Ok6SxdSYiPKd8m6/uwoQgzJ56vRfiNWmJ26CxInBD7dc8w7DrVZcuWYeHChTjzzDMxf/78YHmxWAxNtjMZ3Hjjjbj44otxzz33BNaFXV1d+PSnP41vfOMbsQg2RYoUKVKk2NsYdp3qhz/8YWzduhU/+tGPYr9dfvnlwd/nnXcexo0bh3/6p39CXV0dMpkMhoaG8Pd///c49dRTnfuvZPWmfw9GqN6KYAQr66xs2xJEPprO0yNRpnSAKM0iI0oead3RGo7ELKn9mNY49XzN84ucuW4i7ee0oGB/422hAe+DR/KWaGNG2wIs2+avu7T1nth56tQaFjjIdY0YjlMbmcqRv7mNwhxM6gzv19aBokm3C/To3orOOT3Asj+8cPzVuG1znLKyKpro0TJfl8mYHWkDnweAwIDcSlH45TEzwwgxV+PTrIC/jCNDcUEqU6wBLQsAxVIYzWYRRomyTl9f+PtgIbI8oIKLQ0BdQ+QcMVgIxU6DhZBubmwM28kRKTkysUgqKLC+rTtG9evoi++rZhfG5VrMaZVlhfsjBvvikiT3mSvPAGEUxcssKtmVe2rlVvJ7oM9HMxxcYEOOo8994cTFMVaDn1H+20q/4UhXvz+cLugSFwH+uyLnefmhS4JKNwL/WoVTNNJeFnVpYZQ+1uTGUVi+3u0+padaBL6YNNlLYHcx7DrVLVu2VF6pjJkzZ2LmzJk7te4RUw7E8lX2h7WjYCdFu/IMBdHOOJq7pe3CtNmD9bF12ZvJA7Zp+8qIP6ysb1GTvK+5TbMj/9ZUT9SLeElEWSqwSjCxKpEfbu64eX41QsEW4wMM2R+/5Ac15SMfL87P1IOcmflZwX75Q8k0HNsU8jK5XxePOdssPC9/L9g/NMpY07vVpPHYxk5KgnV4YVky3TnqeTFN3Wv6S9oPAMWv/x285nL6GHdQpNj1VyxTqGJHWFcX0LuZYhFeTflT0NsbsQwEEM1dzdWE86HNzX6HK5COUliibBaeHDefDynpwiDQWqbhy2rkCO0MROZt5TwKf1yP8edHn3X9jrrygv1rEN4jnuZwfXgt6nJM67SgfBxXrpJjMD2qO0RrrlzOg6vf8HIegAqm5edE/s1WmLLuDS9fEbyHlr3hOCTT0Vr3weAOT8DPpjzPPFB9YPNmU19h2aouXx+2s6MQPz6b2dzRc28QgFjaicmNoyLXmrUl8vfxxx8fa9eeYNjZFKZIkSJFihRvVwxb9W+1IVVqGFZuostmy1J3AjaF7BIacAToMuu2csu0wk72pSuvyL4F1sjXGi3qwsqWpSBXwrDch1wWgVZOmguWBZ9us1WHlX9znb/Asod0VfdgIYXLmLtSrUsBX1dXXrDlcMN0s3U+b/zXTHgn+JFqpn8g4p4UqWtaRpAL2tbmR4yAHyVKvmnvDngt0dzciFK3OBRGsjU5P7IFgFwudHAS9yWhpXV76urCfUqE7JXC3xsagO7uYL9CXf/uvDW45ZV6APG8ZyCuJtVwvdssQtTXHgCmjs7jlZ5QYcrRTlIlHGZZklyApA2Wk5lld6rfJcvJzbo+nDdqtV3aKdtYjmT8zeR9WGp+LfoU0Z+IrBharc/PvP628PfJ5SLnYjKs79jgoY/sezaF1UBNth75XAtasR/O/RvfmemWpQ+iLj8SACIKTFeJISulxpprYwqI98WKTZkH7Cl4keR+gSsVh2GZP7gs11wexQJ+GC3jBe48eI6XlYDcMSVZuWnVHy+XY7moIsubVOAqr8UvpStNwDWosmwCLRtDy1M2ySjAUgtbKmY9wNDTBo88eCi80f4zjOJQ2JHla5Epd0xec3O8E+vrCzvHTDb8u3eH2RlKtRlvFBkRcGdL1WQCGpo662AdALDmVHM1oYXi6FFRWrm8PDvp0+bAwmXGUSnlyjI0sOY7tXZAoN8FIPp+yba6Pda95++DbkPSgNhl4sBWf/INuvzQJUEakOvZZYg14zXPL4rR1foYrhKPAv0ttc55Z1KfZFnS4DoJA4VtGCx2Ylz2XdhR8geBLRMG0NHRsdP7qIRhN6e6t5DN1KC54WAckpmO737Xvzm/+OneKf2TIkWKFCmGH+ryI1GXH4njaDAy2PpIVY+xz0SqI3MH4PS2T5uFbF2J+JqukVEpJ0rztpbdIBdCtqrRHNSUD5S5rJBjEZCVe8pRGY+WLTqaR7OcTC5IEmRZXpk7Gxno68kjbh5pWraJHHFytM8J8tpsQhcysNrhGuG6TCiSaN3T29uD+2UJXSzGQs7Dqofqqmxk2VDKPXz4T1OiBvfNzf7fXV3wpH5pNhsaOYj6N1fjR6iAH3HWldft6wuVwgKmkbMZP9IEQupXjiFRMCuQeRkLqYSm5qiW7Q+Fmh4sILNho39OM79s3keBplhdynO9DLDZDH6uLDpyXvuiWOGMJCbDoh4FbHKwsnNLZIpBYD3bLgtBbTZi/W61xxIfWW2Va+FaR9ZLqiCkc3cF+r1xfZMEFmXvqrYj4OUp/bubkNJvFlwfz0rlkwC3Z+zO0IiA25XJmqNgX1HL+WVn6F+Lyurw7KopfP5M51rUdCXnH94XP9CcyG7NW2qTi6R5Ykt1nXRdrDks7tBZZegaVOzKtbI6AqvaDh9PO+0IXv7YYQCAhsvODDumwYKvyAWAgf5QUdvQEKarCGVbVx/t5LgjzJfnRKVzLQ7FHZAEpO4NVMJcrUY6x3xtSOk2NobryHFZcVxXFy4vDiHzB9/H+8TPDiW+V65BpwVNzfM91R9m/Q7yM8EDLAB4pnPQrCDD0Ckjel02ldi0fWXEHCbpnLX2YGcHz5ZmQa6FXB+XWYueSuJpIF3Zi8vn6X3pwZBFC/PgwRocu2h6q5Ql/y2+8NVCqv5NkSJFihQpqoR9Zk61KdMaRDJWPVHJN9MjJktwI+jwVpgT+LwfF73Hx0uqdMIjseXrVwY5WXxM12S/bouso9s8KTM9sMXjUTujkrLZ1Wbel1BFWtEnZhGWQIpHnPPaF5nRrFxLf2Qdr4oBJHuQjqrLBaNovl/asAPQNo5x2kn2BwCbNtvRObfdor83FLuidnvl/N+bEeYmN0z2800zO/pCtS1HgNksMGgYLAgG+il3tTHMLe3tDangYN2B8PfCYJj/WhwK9z1UDKNNT5aVwnVzNeHfA/0hLcxKYolqeb8AdizbBADo8J4LllliOY4KrXeXI0Ref1JmehCVsYiOp3vk3t28/sog+tq0eWVsX4AtMrxw/NVBVMcKYtnvheOvDp61lZ1bou+H8irn5/LC8VfH3gM+Zwbna+tvjV6f87w1CyM2jFsHinFFL+X88/dIXyPAj8iXvxwXJLFJB+e/LiuEbba8hvmcXAyilXs+YRKqin2mU2UIncL0jzwcei7C6kwsqlgv00phwFa96Q5GtuPjyseBXzyXC5QkuHPHpDtK/RBePObsiDk4z2EmKQ/52Poc5N9yrbnT0VSwNTiwXgrdWYf01P2R9eT68IdSqxPnNs0Okvjv6Lk3MMTQaRly/+RDoudvIsnkm6MfSv2R547UmvPh87do5UmZ6UHbMu/x/YC9XC7s8Ljz1B1p4PNbG/7bcPLMlErwpHOT/ebzYYdXVx86HA0MkOFDfZRuBvwOWjpP7ijzdWFnGqh8i1FP4cC4ooTvPTypfC3+J2indGzcUTId2eGtCO6ZgOfhuaME7Ll/VuXzu8t6B63YnpSZHizj52hN79bIu6Tdw+RZlGX8TLArm38diFYmX2yeErKmQiY3jgquFa/rU94I/gZ80xI5HvtT8yBmQ7ErcFFzKXp5aiNi/gIEhQlke8tv2OWAZZ0zG2VEvJzL7blw/NXo6An3X2nKaneR0r8pUqRIkSJFlbDPRKqHTDkAt63y6cHAyqtcrQaAmaQ9r31RhFIRWCMml/GAbK9pRBmVsYWgSzAVCg5aIhGcpjo5er1w/NURoYJLdAD4Jay0shlwV5vhyhsuxaql0nRF7TLyl9G7q/qLvob6GFwar6MQViWxVMActcytmx2hf/k+Cjjq1+cARNWPwXkWown0rnxAfc95OgJALBcSANBeLjbBfr+s6K3JAY3lqLSvL67YbWiImj+URUlebW0oVJK80mw2jHBLJWSkes1QMcxDLRbD6HKQ81TLf9fWhccrFMhrmMb1IowqlYIIN7NlE/7xqXhVKev5kSpJ/Lu/XRixVSpkzawG74vfMbkPN+PKgOqXikj6neFIliMqjhgBt2mLFb1pJH8zQjBtzNtUEhxyGTgXc6KnaXTbOgrxKTGxA9XH1R7Icgwrl17aJPtgWlzAam753coJrxb2GfWvpNQAlV2LKknwXSYGVmfLphKuWqCWx6iA659qikqr4lx1IbnNjEpmCzqRXfbD7eD0JE4f0iYLOmXBUlBaxt+AXZ/UouuSUh8E/LsrxYc7Qim7xgUJrLbrdB4+H8CnwdlJJin1Q6uOuZ1fHO9f78/ff6i/cS4XUqi5mpBuHSqGf2ezcUP9xhFhZ5yneqqFwfh8Z3GI6ONM4BOc6emOHiOriK++voAK9vL5wEAiUgZOtmG6ujYf/J558hn85Xz/N1ZbW/dOO5UJXO+rwGXSwb9bTkPsZMZmLknPNmA7OO2KycvOpA651OgMHkgnXTfLEEP2q2u9AtHrIrC+Mdb3xTq2wDUF5aKF9TZ6UC6/TZg0lKp/U6RIkSJFiuGIfSZSFZtCAJhUdxAA4Ks/vhLnnHNOTHnmUs5WGgUz5aJHvi6KyTX6qpQXxn/zCIwjKzn2xWPOjpgUsMmCtMca5Vk5cK7Rnv7NOn9LKc3tCag0Ao+itRGEZXtmebha/qHcNi3qSPI85YT3rQNFvKfNp0W5CodrlGwxBxz5Vkrin5mfhZ99rdymD5/u/397V0jtFotRu0E2U5CIUDx1RUwERIqQRyJcFhMJJVwYDLft6wvFTEAYfYr6N0PH5ZzVTDbMaZXolXNp6+sCa8Leq3+Fa3/n5+Q+sHmz+Vxx5SaBxWQk+S+7okSBJQCqFA1yBMz7ntY2OphuYrbJyke23nPtqev6BglYOGQ921rUJ9eH4YrgLeW6lXtbKW+Wr4/LSMZqm/6W8lQQEDXd2VDswqX/8xe466678MsfLA/2kdoU7ibEppBVsH83/xoA10SoVE3pWXMalhm6i3qSfWkPS9nH8s0rTcpWK5QFolId25DF/HzcGUr2tbQ1rAXKHyOeM+R5Iv4oSBu4k+I5Piv1h6+FNXfKCuuVnVtsn1Nj/npre0glTR0dGgRw+Ti+7tLOGW1RuolNzoFordQNxS5TIckvPc/RcCd42/Nx2lA+XB090fleUR7qeXSd7qPV0UxfZ6YdCQBhGTVOowHCNJlcjUptKXeKMpfpEd2azSAgrQaG4mriUslPgwH8Dlc6z0w2VOxymkyg8lUl40pETctcbPn/Xl1dUEMVfX3IbNkGAGi++X+wsXztde1hQZCq0hrOGVre0AsnLnYOJK3OlN8Zmee7/NAlGNUXpoYJLDX35MZR0bQ9SY17eWXsG8Lb8fdoTe/WWIevvzM8fcRGEXogyYNkPVUi+gOGHjBI23hg46Kq5fdKA23uSOU4yx2pSiGWRDrY4FtJ15WfCcbXPgkADTip5cN7zaYwpX9TpEiRIkWKKmGfiVQFTEFY1AMQVawJZuZnxUZuHEXwqHf+yDnxPNXi9EgEJ2BDA1bZiTDGZRGGzXFxBSe8W1VTgCjtxVSQy3hCV3qZ174oiBA7vBVB9Hjb2pX4tyP9EePtr28xR7ma8pJ9JFHKHEXe+Od7cG/blqDtkgzO0TJHnBIZcnJ/RGVoUEs6f1HfR5cVIv9baMg7Wu8N/ZcpZ9JSoOq/2ShD8If3Hw9vP7/MWyAWGqSHNEvVZgYRtRaUyLCGXvlg3UK4bj4fFiwvU7cZXUJOIspsNvy7oYFMIcJjBDmthUIolioMxsrSZbgqTV0d8NQLAIB5fxFGlGvawueUjQkEzPRY3rdLt92DlW1c4tDfblnhfpOp4ijq3470z+Oa56+IRJScA8nbAFEad/nmlUE0aE1daAWu5Ni67BatKRoWw3G+rDW1o6EZMadpDeXQWmzAxWPODlS9TM0uK9wfXG/re8bszJjW0J8dQCwzIWrgcH/kGbAqU1nXj/3XX4n9umfYZ+ZUpZ5qh7ciMicGxI3hLTWhK93FUuS55mVcbkeXH+p/8G/adHdip+ial7RMu7URtcy1ruspJLojTW4cZSa9y0ejKZ8JOkf2ItYPsU701h6+ljkGvxBMY7nmePXcpb5Hlil3JU9hrW62jiHQbbDK/VXycE5KSwKic2pvfP9UeO+f6v8gHVQ2G9Kx8m8gSgkD4Rym5a5Um4dXTsXJdHUBzU3Rddm4gZXEXNqtOASvTBsHKTfFIrzy/GtmqBiqjQF4I/x54EzgOZyNUMwrPrYaAPDvz9QH2/CA0Jo7ZB9lq+DE1oFiQP/LMyzr8n51B6PfA54e0NMf2ju3ksJeoIte8P5k3p4NWhjWe2y1zfVsWylnSc5pSdM/WtFreV8zBW/R8ZXqqQIwPYUrpQbpQUCq/k2RIkWKFCmGOfaZSFUqEfCISUatrJSd2zQ7SCLnqE6bOwhc3q5ctQJwlzMD3Io72b8lcLJGvjpaNE0DYFd3EbXc2IZsoBS2KqhohfPO5PUJOOLmiFOPLvUo2VJFSruB6MhXzsO1rosBsK6rlYfHNm2MpGhTzqmS0pufQR59XzzmbADA4v89KFTeUgWZgGIdKoa0cKEQRn519dGKM0CkeLhXk/MjScDPYxU1saxD5hCRfQDRCFbAKl8RRgFBRO3V1QWRc0bMKHI1gegps/51nHjGSwDsEoiAbdyQJJoBospuVpVbNCZg+8eywAewxTyWits1jWMp1xla3QvEKymxOthV6Fza6FKY83Xh8+I2WudhvZsWi2YprF2WoLK+hmWFyMyBruKl9+vyIKh26bd9bk4VQGx+bV17IfLg3tET0qPseKJNGljRunDi4ii9u3l6bF2G0BdsCgEgQgULZL/6gbZcmuR4kzLTIw8Yt0372fpzp+WHrcc2Kw89Qa+OlXCyjqEpGz7/C8df7ZTdC3gwo91nBJoCZCUge8JazlDcJk0JmXPYvaGq1BocXTg+5zTpAHz6nc3DmTbT7i7sRQwAV378ef+PukkhxSpzkKUSgu4xm0GmrOr1GhqQYWq2prxdf0jBCjL1YYfotbWFy6WjzdWEHWlhEF5Lq/97d3fQaXqZbHBs5Modf/9A1MFJ9uuV4OlSdNRpeyuexeTGcQD8jjRQoBu0I1/LpNKHArlHTB9qv1rpKKz7yJQuwzKBQTE0sOfnzuUdzhoOOR4rxeW95Hf/5vVXRnyrrfO3nnnXe6ePL8fjDo+vnZ7+GdM6zTHg6YpsZ50/f4+4FKWcE2tBeIDBjkm6vmuHtyJQE+tvsNzn1c5W7R5S+jdFihQpUqSoEvYZ+peLlCdZD1pVEQC3SMJSDTKtwb9bpdEYFkXoslDjdS2rwDW9WyN5dpZYgdtrlZVi6k0ocbba0zloLutAff5aAKYTyF3r6uuioYUqSRGFNnmwaCEenTPlx1Qg571aNLalMNbPioBzWtmL+Oe3+kIV78jDwxORyG6wEKp4tQipFL7aoYhoMPZbzHqwTP96ZcOHTHd3IDjy188G63LUGoiSRKjEFHNdfSCeygwVw313bfdXqKsPaOOb57yAy1+JC7msZ5fvuX6ONfRUhI5qZH+ayXLlU1pl+/g7oadzrCkP/qZYQkZLyJbkVWyVgeQpEesZ020DolaZWsjJ01HCDPUU/OeJ1fOVBGCaIZJpjp0RbHJ0yrBUzJaZD7NQ1RYq7TP0b12mKfiQavrS6gyAKI3J6/DNDxOVwxfI8ut1zf1oRxj9cLvm4ay5SH75XQpbK6VkRtsCkypmtSRfH2uOQlOaglAJ2xW83HZCd/QFsmqW8ouujwMgkrbE1ziqbvS36fBWRMpmWfeH93/h+PDDZHmmakMHOQYbAfCxmBbUqQ+TimEJq/86/APwDjvE3zBXQz6/5U4umw39fOvqKDWmlgwWsiFdLL/X1UV8dzPkAxx0sDInmw0dkDID/fBqRwT7COZEa+k5keMODAQqXxSLEe/foHMP3KCGkHnGp7nvf33I9G3m6Q+ZJtEuS/LerWnb6pyLB6LTI0BUxaqNEBZOXOzUCGgKVRvLWyrlSZnpsXdgUmZ6ZMpD/uYBpizTpREtrQIQvk8biuE5sj91kpI6OtBcYk7X6HKGAi6QwYNcDR4QAQi0HPwuas9sIKoX0YNW3dlyyTm+X1oJXU3sM51q0RvACzt+i62FOlx00XoAwDnnnINzzjnnLW5ZihQpUqR4MzBQ2IbBYicuuugidPf5Yrjt21ureox9hv6VPFUrgrMUdkCcktGiHR3hcg6k0CLrenwq7KCmfMT8wNoHj5644n2lPCwrHxOwfXld+Z28TVL+2oL95+DGP4cJ5rwP9h2WdogK+prnF5nRIy+z6FiXkpijbys3UUftOqJgOmpXRqxJubDag5bPje+5pf7kdnDbH/mPDLwPngygrNItR5Reo+R59kcVvUGe6pBt0lCOEL2m5ohiN4hUC4OBTaHX4Eekmc5tEY/fIJL1FN0sIHWw0M7IZoOo1qMoOTifhgb0f/FWAEDjd/7HzEPUeY2AeyqBmRNXTitT9ww9tTCtbXTwHmthTJLfMxCyWvz8W++Yzmnm5Uk+4rw8aTpGtrNUvRbLpKl2izGLCvXCZ7/S+8THstTPrqk0PjeB3s6agrHU/EzjvzLxV2meaooUKVKkSDEcsc9EqpKnqqt+AG4xDI/EtNhHYBmfj6rLRTh9wF0JQ8+NaqGFy6mI9825lJyzJVjTuzXyb2tO2Sr0zceXOaxrnl/kHO3yddOuTTxynj9yThAd6HlSuVay3ent7ZG82Ur3gCNSzrHVI2qXVaAWxug5bj2CZ3aiUjRsRTOuakOCR5a/B167zwCwg1EQLQ4VQ9FRNuMLglCe+xQxUGEwshzwRUiSMuORdWGmtzeIIkPhEdkKDgwEaTeZgYFQAMU5suScpNsLqAiXUnXGHvWt4Pq5cj1dEaHAlRct4HtnVWyxnLF0rjjvSy/naFpHgCyuSqoC43Iz4lxSi/Xh9kxuHBUTF2q3I8sNzFVvlo+l2TzZh8ByQLIYtJ2xTNROS3LMnam9DMTZOz6GLE/zVHcTzz7+akCl6ALaIl4B4h9KhqhsLVUp39wNRdsswdpOe5dqNRu/mPqDHnsBekOqY9yAUg2SKEc/ZEw1r+ndauZQynnoDtWqrMHH5Y8NU+ycZ6dprXnt4fE4X3da0xxM6nSfhwsbil2maIvPQxD1FaUcyM22BaW0k5fz+VuDro6CXYSZPxTPnXMEAKA0dmxUUCTKWimT55Xg1ZU7z4F+qizjhXmmxSGgRtkWZrPwSlSWjUq0RawF4dPAlmiJvYW9fG3YYRPlG9gl5nJ+XivKnbXsI+P/nv3Tk8G+XOXD+BkT/2kA5sAGiOayyr64IxFvaF1S0LqnAtd0jSVYA2w6lauwcNUdSynLQYC0lz2QZ+ZnBe3kTnNafk5AWct1uKPn3uAbJr8B/vMYlF0sRK8dEJ3Ocp2Tq1MOnnmHt7glstIdpaXo5mvM31rZTtpx4ficqWie174ouMbHH388qolh2amuWLECN910ExoaGtDX14e+vj5cdtllOProoyPrrV27FpdeeikmTJiATCaDzZs347rrrsPYsWPfopanSJEiRYp9GcOO/l29ejWuvPJK3Hrrraiv9ymrz372s1i6dCmWLVuGKVOmAAC2b9+OyZMn4+tf/zrmz58PAPjqV7+KH//4x/jTn/6EOi6ejDBP1RK+uPKnXAbdFt3gEtRYeaPaXDpJEOCqimKJkLQZPqd+yEiTc1kFVsqB7NcyF7egRVZ6n+xwNC7XEsmd01GbNhS3KF+rLUwr87quQuAC7eRk0VeWi5KLeuJrYrVViydEMCO5fgDw3f8qR4nvmxIU7Paam4O0FM47DajVXC5IVfHq6n2BEQCvbWQYaYr5PrkkeY2N4XZcWLwc9TLF7NF7lenri/w7iD45H5XaFiwfGIjZJj59/h9w1G/itoBMTfK0iiXqcU1BMFyUo8VgWPdZ08NJlWCsd1m2s0RErlxYQZKRfdJ5MlvExbtdebjcJjl/a5rHSkPTUzRJ+eg6Imemi4sgcBqQBX4WNEOopw+s61pt+nfYdaoLFy7EN77xDdx666346Ec/CgC4++67cc455+Bzn/scvvnNbwIALrvsMtx88814/fXXkSu/zFu3bsXYsWPxzW9+E5/5zGci+5VOlSkA60WoVAkFiCdf633x/gTT2kZHKmMIkipXyLEs31H9EGro4zMFoju8+SPnRNpmtUlUjDK/CcSvFb8IVudlzSlZ5+HyBtZeoztbZUMnoct+rfleva1AlM3a/MKVsA9E56ddFYYsa70ObwU2Pv5ZAMo2UHI7gWCOFECEYkVtbbh8x45wueSZCgXb1uYbPSA+pyrKYl4WePgWhyK/B511qRTM4bIJRWCbWFcfqn8bG4N1ss/7Jd72O/0nkWNa96bSHJy2G7QGz3yf2QpPYH14+Rlkr1k+NtuOWkYh+v3Q84S6bCEryK2pJKa8XXnulteuacGJ6MBSt0eefSBa3UcbbwDRAePOdNb8fbUGs7r9cgzL+1cHQXIM67rzs1TtTnXYqX+nTp2KlpYWtLaGuUPd5Q/BiBEjgmU/+9nPMG3atKBDBYBRo0bhiCOOwM9+9rM3r8EpUqRIkSJFGcNuTvX888/H+eefH1n2hz/8AdlsFh/72McA+J1sR0cHTjvttNj2BxxwAFasiEdax059D1at8ut0rumN5q3x6IpHslwthN1ROOqRyGkSCSc6vBWRyBCIjoa1I4qlXrVUvlzot8NbEYg1LKWbSzV58/orcUdrVFnMAipXrqcUHtZCHjm/jh67wgWfh+Ss3rTp7sC1ho20GUyP8v5YXCK0KUcJfE62s1NcGLRw4mLTJYnbLyN0nUMYOE5ti1fNuXD81cEyFmdNaxsdeR60YvH3nz0ijFBLpVCNW5MLlbMSnZLIKNPXh4B2KhZDGre2FhgMo1wAQG9vVEEsKlyqKhMIlSiyzORAx9sRKowH+mM1WzN9faG9YakUrQFbxtD/+gIlfva1aEXAjIOrJjC/P0lK4UmZ6cE9XThxcXA/WHksYDGQjqh0XrlLmDgzPyvCWnCBdFmm85zleCxskmPKO+MS680fOSdmYM+CxMmNoyLixXiEd79Jq2vXpmAqqTdZlS1tSkIlhpAh01kR5yf6Bsu+ZuZnmd8l3veExFbtOoYd/avR0dGB9773vbj22msDSvepp57C0Ucfjc9//vP493//98j6H/nIR/CLX/wCAwMDqCUqLMn7V5disx5Upiz5ZXHNpSSVa3LRItYL3eGtCB7GnoJnUk+upPIkKsg6trTTajNbM1o0nO6MtcI6aT7YSqC35tF4W9e8NiNpvttVRs+VwlSJpmdoNbUFy+pRju398XqU3n2wv2J9PTJ9Po3rNYwIO8da8uVlulbmOMvsDgC/s6OOECjTx4FSmFJc2ChC9jswEHaUAwPwmpv95f390ZPKRomvzFAxpKlLpQh9Lbhi+tMAgN6iZ/rHais7gXU/5jbNxtgGvw0b+8JzchWEt543y8/XZRTiGvha85mA/Z66lMvWOfHUC18Hi9K1shhclK/lO8xTQjzfzJ7BVnk517dNfgNsEwsOWlydKl8z17pJ1q1aqyHXRdItq4VhF6kK7rjjDvz2t7/Fr3/9a1x66aW45JJLgt+6uvwL2qjmfnhZZ2cn9ttvv2B5ySuis+cpAMCTmZcBAAOeH/Y8kHkVxx//KwDARRddVP2TSZEiRYoUbyr6B9/A8ccfj2d7XgUAPIMa9Hh+AQf+5m/atKmqxx22nercuXMxd+5cDA4O4swzz8Tdd9+NO++8E6NHj0ZNjU8jZbPxKeFCOY+vWIzm5WUzuUD9a6p9yyUrL/vC98yKLRuKXUY+ZRix8siOR6ocAXM9RGsEC8SjrkmZ6YE45uIxZ+OOnvB3PbJ1KR51W3VkpCldOfa89kXBaFbyRbUQQWgYzkPl8xOqmSPnpGLJcp0sq7+kqF1+Z8GF1Kfk0a6riLPOaXSB8wmtYtUMVjbrc7HO/0+nfh4AMOUXp8SUtACAwcGQki0HfV4+H0aWxWI06qwPo8QIXayRy0UpWxmslt+lSISZq4nuS45XXx8VTAFA9wCQoW1JeZx5tgNANA+ZI3yeKmDaXN4FS3y0pncrbl6fbD3pMhCwqhtZ7JVWsQbvW5l61Cp4pqtZ7KQNT2a0LTAjzjt67sUkommBOAUtxizjci3BM88VZKxcUWmTbrNcn3U9BTP63lBMfkeSxGJ6O80EJSnpI8uKUfW8YPnmKDVdX7sfVq2yMwZm5mdhw/Pl3PtDH3Gez+5g2HaqgtraWlx55ZU47bTTcMkll+BnP/sZxowZ41y/t6wwbBaKqoxRuTZ8fOScyFyWgD/GfGPm0/qsChT4yjv/Eq7s3JL4AFXy5QRgJrRvKHYFH5sHNm+OKAQnI5oUzf7Eer6TKSBNk07KTA8+KpG0nmK8vNwNL18RtF2/NEL5dngrzPOzXrbIS8EU2/hwGZsmsPrW8vnk87ScqvR5S3utwQh3/tYAZOHEfOwjD4RzYlvbi+Z10POH8vcb3/L3UaL0E6Cc5gL4nZW4FTU2+f/v7w87SqJ5I8YLtbXRzlkg0yPZbEArew0N4brlTtnL14Yda3EIkII0uVxo+FAshp1pmRb2GhoibZN5poxXQuG+ZyPXrcNbEXQ0rHjlqYSl2+6J0YIXjr86sow7NC5dBkTfYYtWlHXkWecPMHcwXHlItBTyOz9r2hvYoiHlWMu2rTDpYdZncKdrddY8cLYG6q60Hb4GFv2rtR4WNcuDFf4OcJv1O6TTBfmbMHW0/5Bdvjb8XrvOmY0etBp74cTFwXnowcjOmsfsKoad+vfZZ5/Fk08+GVl23HHHAQBuu+029PT0YOzYschkMti2bVts+97eXrS1tcU61RQpUqRIkWJvY1gJlbq6ujB27FgUCgWsXbsWhxzi15Hs7e1FU5M/Mu/s7ERrayve+973YsKECbj99tsj+zjooINwyCGH4He/+11kuQiVtHoNiI4cGS6qx8qP1BU0LMFRpZxXjuCs0S4v51xQS0nM0PSOPg9NtfByHeFZlTn4HGV5krBHC5mSxEDa0MESQ0lkyLUX+d6xutMSUfA58nUFdl4MZlGTSUXTraT+jav8+Xxv//0jat0g15PySYMos78/FC0N9EeEQRGaloRNgG/iEFDJdfVhxMnHYKpY6OHCILzmsnCFFcXFYjRHlrYJfpfz6etD9l0fB1A5atGw8ikt2tRVL1Puzent7YGiXbYVWPect7d8Z5OWWW3Tz672DLaEhVZlJt02ZriSqjCxGQs/u9a14qiWMwy0OBGI5/EKeOqG2T/rO8fXh3NLBZpB1KIvaae0xzK34eeo2lVqhhX9W1tbi2KxiIMPPhgjR44Mlj/zzDMAfJWW5K/OmTMH3/ve9+B5HjIZ3zj6hRdewKuvvoovfelLzmPwAyvgj51+aSq5nDAtYtETOiVAt8FFTVYqrDx/5Bxs6Iy2YdP2lSa9oX1pddvYEEJ71GonIm1WYJkxuGghWdca1ADA5Lr4XPbKzi3B3665X+7Y5MVd2bkl8vILrI81v7hzm2YHRZ07vBXmh1X+1nPjS1vvia5bjM7fW2kgyztvRNff+ilk3gEH+AspjQYNDfCE8s0ZHR5Tt3lKndHr6rnU+np4VBrOg98ZZ/p2RF2QBOV1vYYRoakE0cqZQgEe08m6nXV1gdlEZvUazJsSet4C0XdwXK4lmApxvXdW6goPAi0XIP5Y37TpbtzU6s/n6vdP9ucqhmC90zotTZZxh2B9E5omZmLnw3OxwfVQsDpMTr+xVMo8yOPUsXE9s2IDZF6Xp4d4cGDRzdxWHoByJ8Zts8xRXB2lLOspeMHxOEhisxXxc2e6mgcBXIqz2hhW9G99fT2+8IUv4O///u8jneqNN96IxsZG/Od//mew7DOf+Qx6e3uxdOnSYNm3vvUtHHXUUbjgggve1HanSJEiRYoUwDCjfwU/+MEPcN999yGXy2Hjxo0YOXIklixZgsMPPzyy3uOPP47LLrsMhx12GHp6erB161bceOONeNe73hXbpxQptwQKOvpy5TdqWshF72mlHxAtv8aqUB05W1EcqxCTCiTzSExTmha1xlECl0mzcvn42lSyDeRraHmU6nxcK3qUYzCly6pgpnUkOl267Z6Yj6+cg1XomSkmptNY/Z1U6FpfF32urvO8eMzZkZzDR37lP6+lo470F5RKUSMFiT5HjECm29+f11J2HKNSbQAiit8gJ7UmF1UCA3FqV/7Nuadi3MB5qkPFoHh5jN7VkSpT0LW1QYS77pP3418ebQfDVZmFaWG+t3Jd2UiDn0fLKlPnlVoCJiBuFMIlFRlWDq2m+S3fatf0kPWuaAEP4C7P6PK25bYJOBqc3DgqxkjxuVn2f0D0HXSV1+Oo3TpnPk+rrXxP5R64bEVdAlBumyiiG3OZ4B18x3v/7i2w+YPASn7W9fdcnTAQN/C25kQEruRmBr+Q4tSzrqfg/Ejr5G497yuenaxMdqWECLRJvOtcZXt5SPWcjJ4Tcs0v8TwQt90yR9ADAn0emm6z2sPnyR8xy32K4UpCtz7Mro81f5gkDeKZzkHcuva46MFqa8OOidNkuBMTy05twECUbTBP2jAi7Nx4H7LeUBFeky/sy3Rtj/oKC6Q9g4NhBz04GE390XOq/Hs+j+xzfhpN5pi/D1ZJchAD3KYp1lSK3p/ujPS74zLMF3CnY03HuAomCPT7yh2F5SVtDbStqRYeMPAgmAedvK2lH7h5/ZWJ01WuOW5LkyLtAOJGEi4/X32eWm/gUixr8HeAsx8ELpc5/lZMmDT0zvb+TZEiRYoUKd6u2OciVcuyjkd7WnloFdQVsAqNc+t0dRIgPpK1kp6tkZir9FslqqOSKk7aLPsSsApRJ3Jbx+XEfM4H4/YDcTpKRt1sSSfQVJilprTyhjcUu8wIQBeh1sfQ99alJuXtZR+WRVolD1Nuz9C/XwBccK7/A+d5StSXzwPyipZKYaTJEaIs43zUfD6sQtPUHO6Doc0a5Bhlc5UAvb1BZJzp7YlWo+Fj67YNDoYUcjYLfOPHAIB/+T8TI+pNwK34tez2gNDwYGNfCU15X+zjYksEF46/2vTy1vdGv2/T2kYHRb3f01Yboe6tKkVJz4Q+nrUuv4M8/cHn5fIitt5p/s1671zPqSsDwYo+OcKVUm1scKHZQNmmkm85EJ3y0u3lNrPg0tqvhmxX7Uh1WKl/9ybEUJ87BJ4PFLjmNqwHb+m2ewLFJ4BAsbihGM7zMa0h4Adv3MAs8yGTF35DscucS+Hz4DQbhkXdzmuHOUclWFa4PzC0GJdriVEvukPlORNXbUQgTt3JfsRxicGUDp+H9YHR5yvbsZqQ3bDYqYppMyjXGj6unJ8sY+UhQ7+8/OLreV1RJ77xu4+j5HI5EgjFy+uVFe8xFyVZZ2Ag7Pz6+mI1UiNGEby8vz+kd7lzLXfAXk0ums4jzRnoj5V+ywwV4ZXNWJDN4oYfTATgqzf1gFBfa6uO8ZjW+2PvB7+vep5cwMtc2gmmVq37KoO1mzbdHWmDvMczEXdq8ttsF8uwXN34d8tswVIBu8AD4ohCuFyQ4maENDG/b2zeb7V9btNscyAUcaEjE5tIG4rxd0zuo6a8+dhc2g0IndKA6CCA573l3Z7X7k71k+s6iH3MUala2L59Oy666CJ0970ULHsltxYT6g9P2CpFihQpUrxTMFDYhsFiJwDgBfgDvpbtA1U9xj5D/4r6l1GpQgSPYFm9a6nQkugrIFp4GICpPGUa2qJYtBLOUgXyMSrZegl4pOqiQi2xiIvS5PMTaArJonetYsya6uGoVSg5q/KE9va1hGMuyj8p31YXk2aWQzMcWsjCIpF7p10GADjzvhPCqFQKiTPFSr68EZUuV6OR7XXEy0pfWb+vz/8/07VavCT7kUjV8wIFcqYwGCqPS6XQNpEhkeyOHUHUm312LU48wx/QanoPiDI6XHjbSv7XSKq2AkSneSSyXNO71VQbs72hRQ/r41lKejYesIRDzHZY73Mlgwn2DuY28POvi3fLulZBd7ZmZFremkrie2cJvJiC1dWakgxhLHGgtF3ffy1Cs9gwgTZrYdMNeebe0eYPexNHTDkQy1fdGHmYtOkDEC/LxCkc8iC75h2YAhHIupMxO/Ii8TpyvA3FLlM1yw+KpUIU6BeYX1LuFBdO9JXFTKVaEnzeTqBpXr6WrMa1Sr4JNBWmO1NXR8pmHLKePoaLbtO/A9GPo1UMwEVjyz6Wr1+Jre1Rf1l/u5DS4mPLNdnaXsTPv+d3ZKVcLlaHNKK+tYwbGDn1CsscpnSeso+hocgxIspc3s/goD+PC4TzsOxDLOk0gN+hyvFk/4z6+qAz7//Bn9DhPRf8pO+Na/7Rf/7dine3+cH9sfdxHGZF3h9uA0+h6Pl3/bG2ngWX5mBNWzgPKFg4cXHw7+Xrw9Sx5S/HqVdWELtSdeTY/Ayu6d0ae3bnNkW/QXx+cryVbVuC4wq4k79w/NVm2wR8fTl1cF77oghty/sWWANba9DNy7SjltaAcAccMZ2gaadq11NN1b8pUqRIkSJFlbDP0b/jci1BDih7ylby+bQK8urcVIHlO6pHZK7I2PIXZhpXoP0v9XFclBWPZjknlqlUV96fbq8uk2VR6Bbmq2pBWsylrd2YmraUoK7oU8ACDx7hS45tT8Ezk+kZSblygHvEbVGFkzLT8fAT7wUAePuNDXciJg/FYigWkn8D0chSosne3ij9y/mkglwupH9FONTQEP7NRcx7e+BJBRymf0UYxZ+LYjFKFUu0Su3NbPZrVZ507J/M61MJ7FFrXddRdbmAQeLpj6QcSL0vfsZ4f5Z5iFb5W+UHBXr6yFWwnNvBvwHRyNcyNtHLk/LYdW62ZV9oUcVc6YWnsVyKZusdZFMVZtQEPF3EES5T6K7jCVwlI132sIJU/bubaMjWBM4o4pkr4LlKVoGy96sFlmvrF89yCAlKIvWED+/yzStVx+S/LKI25AfhwvHhS7yupxBsV8lRhE3px7SGnabML+kEdGsfrLyzPjCuUmuswpQPwQ0vXxGhy7QJxbx2OOdGhUKS68Rw1WmVNsk6/G9Z5kpL0NtZFJasK9tZHxX+oO74h0/CayvbcPI8KTsSScdUV2c7FHG5N+50eTuhgGtq4ukuQ0NR/+AyvOaWSFoOgOi8aakUUr47doRt5vOg1KDM2hcBuOffLXcyHlyylqGjJ16ibG7d7LDzI3XpzPysyFQAEB/4CiLPeyGqEBdY1CuvGwzcitH5eWtAYE07aTWwrG/RzjPzsyKDXDY/YYpUvyuseOe5yOWbw3detuHrF9Ec9EankvSgW5tq8EBBZyfwvK9WcfN+XQYyskz+XtO7Nfa+cqk+/U3eW+rflP5NkSJFihQpqoR9hv5l8wcN7W0pI5vT29vxTKdPo1nmD0ll2yxPTIbLu1JTva6yba7IymUbaNG3Ap0jyMIGq9CzlZhtCa8AW9FbiUJyUanSJiCqCrUiEa2gtGzYeBqgUjI5g6mpJEEWU148Sv/5PW0oTT3W/8fQUEizFhxhMOeLCsXK0SurfCW6ZOFQJhMXKmWz4X5zuZAKZgqZFcOyXwZHsGxRSDmvL3z8twCAv1kZnoNFx2vBmqtsmWUVqn11Zb96ysNlFapLmMnf7CnNoicWJwpcVpqVhHPWdq59WFMJ/E1gT2ntQczXWvbLpgo6B5bpYd1OXqanm/Q5V5q60cYO0naLvhW41Mjaw1xgGd6wn3O1vX/3Gfq3KdMa0E6aTmD6N/ISb46aGwg1IjeUP6pzm2aHidXrrwxUfwKtxrXUrZxkPqkzPIalDh7TOg0XjzkbQLTjkbkP/WIKxrROi6kCddvk5eUOhRWYPB8kHxg+Hn+k5JpxBzVuYFbkhbfSEgTTmkLqev7IOcHcr4WktB5t2DCmdVpwjXVy+7gB//yb8plYZ8x0lC5zZYEHV0un+gMJ78DxoUFCb0/guxt0clpJKzRufX3cEJ+9ePv7bTXuwEBcQVxTE+0UpQMFog5OgN/p8tibU3CE6s1kwr/Lg4Psq6/hsF//h7+Mpgp4/p3TLnigZf3OylwLUTewrhjFrKdgBLpjlr/FtQkIP/qTMtPNztRy8HF5+DK9zaksvE6SST4/a9xR3rTp7sg56Q5PD/zkPLiD4X2zIYYYN+gOTyD75qkvHqBzJ84D/wX7zym3JXps/kbpgZUeoFi0PneeehoAsJ3cqoWU/k2RIkWKFCmqhH0mUhVwVMoRkYzUtBI4SUS0dNs9ZiK0ZRE2KTPdKZiQkVuHtyLIVZM26JJqgrlNs4ORKUd4Fm3GIzLLmpBHnx3eimBUaqmb+fpcPObsoA3a6k+PkrcOFCPnwXSwPr9lhfsjxcYFPQXP9EHmyNFVLUS24whI7jmLrFh8xTaU1r3rKFQ2sWDByS/+wg+PMn8cRGZkOTrd3otMYznSLJWjwQFS7jY2AH394b9lnboy3VocArxSuExo2je2AfXlvweLQHC8nnDd7nKx8RF10f3xsQGgtw/IltW/Q0NAQ324L9kuVwPUSr6t38b+XzyLg34QPv9sSSfXik0M+H1kip2jKGFMOEJkRoILlutngaM+TbcKNGsjx7AoxHG5FqMo+JLg+7D85ZD+PL29HR2+EDrGOAF+gXthnjji5OtmMWs3r78yYmjAz3eQV18mdzSbYhnbCEuzrHC/s4C4XMNxmBWh1uXcAsZq88oIw6V9eTlyvJe+UdH8d8TOn+HyCRbwd+fC8VcH7yYbXjwU2+ueYZ+ZU22qGYUx+YkAgB0l/6M1Mn8wRuXfnegSYnVCleZlGNZ+LRWbLNflzFwG7i4wlWrRG5Wcg1xpRFbbNW1mJYVbx9OqWksJujMG5VbbrDksOQ5ge8bqDpHnqK55flGkbToFKslFamxDNjLHxTQkf4R0wrrLCUq7MmlotyxXepXetzap0PNrrvQlncJgaQ6sdDBONeH0FaZQXQ5nFqzz03OG1jbWXKw1n6tTVlxOW1Y7Xc5I+vxYoc/vLteLtdLXNBXKegBN6epvgn7uXMv09zGpyIgre0B+Y/C+AFtHIufFbXOl2QBxP3dtXLGm+2lsGOzAjtIgtuMNAMCBE1rR0dFhtnl3sM9EqvlMPY5r8kcmlQpOp0iRIkWKdx7G1R6GcbWHRQYEra2GG9geYJ/pVHu87U616Nym2ZGcT5eSTcAVHVzRkLbG0tu7zAm45BPgjoCt0fJBTXmgLL5Jiowtf1RrvzqikrbzdXT5C1v0N4+CLQGHHNuVCzozP8uMGCvt1zL3YFrNYiMAn4Z7oC2MNAWyL19EYRdyFjCl6VIkWgpXa4qCRTIWja2PraNKIBq1scpVBGAbil1O72JuBxD1T7UYCX4GmYLndoTPyf2RyiJWlG35wM7Mz4qI4VwRDO8DiOaHu4wUpA0sPprcOCoQOfFzZRkpTGsbHUTLrhxJASvQue2xSliIXh8XLDW+fs4sZsi6n7rdLktTOYb1DlrH57xZLd60DC34HeYqO5HcXBKgAXGGiPchx3gFvzLPdXeRCpVSpEiRIkWKKmGfiVTrMk1BNKGdiFhezSNRS+jAmNcejqh01RM90tYjfRYJWJUlOJXHNTem3WU2vRyNnHl9HqHJyN41H8ojOz0q9Uftyeb7PILnESdHRi4hlcAa7brMsyvti8Hzdtac27hci1nRh8/NquvIo2COgCxxlh7Nyzquwu2WoIbzJi2hxs3rr9yl+X4BC+p4Ds+ay3Y90xwtWiwCb2ulkej5cp4n023mesN39NwbFDiY1jYaPQVfLqKrtcj2LiGSnkud0bYAp7e3A/CLogusef2dybHl5SJOGtcZLY5uOTRZx2BotoBT3PQ58/XYUOwK2sEF2Jl5k+dK6xa0BkSui7SHj+dikaRtIhxiWJWHtNuTxZyJW5y+Bzy/KtF8tQ3195lOdcDrCR4yueDLCuHHgdWG/MHiTkGLXbRPqGVPx8KSIHfTWxFUp5jRtiCgevmjYYkH+CPPYiBrG36pomq6eOk33RHJB4SFMfJhcimM9f6CF5ys4+QF07mmopYc1xPP9bP2LZAXiA0W+NrzPdXiG/7AcJ4en5dP/8fVxpVo40qesShOD/Ml6cMjL/kdrdHnjjtv2UdTPhM5RwGbTMg94IEZQ547Buf1CaxBlJyfRb1JjrbeV5JwzD9O/J7rj7hcN/b+ZeW+ZX7iGjxwp2JN03Db2ASG3wkrF5TbaJnK8EBB9ssDsA5vBcYhvP/S4YloTp8L5/LKM8RTN9bUFquDed+WLeKkzPSIMM6iqV3vayXhJF8rVvoz9MBe/5vfc4Fch6hF6855k+8pUvo3RYoUKVKkqBL2mZSakbkDcHrbp50pDFZKBYsrJmWmBxEVV2xg6TaPAi3BhIvec0Wigt2phKMLqAtcAicZzfHo2lU1h6lyK5fN1SZug4yum/KZWLUdXafRajNgFwNnOsoSJXC6TCTHtgyOWHe3IgdHQJY4yZWuYNHGWmgh4HOzbNqCAhHwU3vkXK30JFcEJ9CRgU6HkXX09ARHCQwdwUkbrGspbdVts6hSnh5w0d1W+okr9SdJTKf3YS1LEnpZ21n57wsnLg6u4a6kwPG5MrXL1yophcmV1qKtCTVTor9rlkjIaoOeKrFqp1Y6T/5e8375mbDsXattU7jPdKri/QvEc8u0x6uVv8eqPksZNzM/K6CVmYa0rNn0XIT18FrgnDXLd9by4tSw9j8u1xK0nSlvq2NLyosTMNVtHc/VUVhJ7LwPzgtlSlugP37Wi8XzqFbeG+/HUpvql5g7B54zBnya21JKsqf0bZuXBJSlDNZcH279AdXnqS04rY+Na3ohKUdWvwfcocn6F485O5hv5PxIpublGbOeDx6g6cGsyx9Xnyf/rudJ5Txc19V6X6zBqF5XT4/ogbYFa5DH3w8edFuDH/5e6WPw/LMu0q7bbnUwPBgTrOndGnnPrYE0nw97Jgs03Q6432cdiLBBCBDPlbe+f3wsq/wePwvVLv2W0r8pUqRIkSJFlbDPRKrHH388Vq1aZeZpJrmAuCItIBot6ooMVhTloi+SaErApjw5aqlEdcm/ZV0raqvkEsPgyCjJiUbaCcQjHKvKiGt0XsmVyhLASJtkfxYslxg5L24Pg0fO8Tqw0aogOkq1aH4r+pTjANEKIi7XHitHNOl6yzKO6iynKWYvXBab1v5cNKWL4QHiTA6zFoJKQhMthrHe80qqaqtgt0uEyGIgF9NjPecLJy6OTXm4zkOL6PjYQPK0hHUelgiTpyl4GxcLw85PluuUi2XQbU+ixPkZ0myAVrPzulrFrF3xrHcopX93E5MmTcJpp50GAPjfH/oX8Js/uxrnnHNOjEJgysoqecYv/zWH+9Td5WuvSJxTdHWYel1XByC/W6XULGpq/sg5AZ3oKqVUaV7OKh/1nrawxBfL7zUNZ33Epe2j6nIRSso6p0pzP9pMQC/TnYaA76frfrhoPz5XID440ukF2ihDwAM7a46fO0Q9L8dVTXh/AqbvrGtsPXsWVar3K9CUncBFK3Lb9TGB6P1wfXitOTyrbBmfG9OUrMBPmjvVx7Pm9fhcudQawzVVYj033AaLumdYZQ8Zej68UmlEgUs7YSmiue2sILaup2uwyvuy5tR5sM7vv4ApXas0owaf66X/8xe46667AAA//MEdAFKbwt1Ga2srvvvd7wIA5t3u37BzzjnnrWxSihQpUqR4E3HOOecE3/1f/PQJAKlN4W7j2cdfDUZZmm7UdoRJIhtZB4iaNdy4E+o+q8KKppt0zVZLYSfH1lUoGBzJaNWbQEaJCycuNmkziz7WCmWLpraiHo6Wb9t8Y5DLyGYUfM68jCOjqNLX/7+0wV8vHkVFq8V0RZbr8+CIYVyuBZPr4kXG+TpJlZKFExeTUUR4n/lZC/JxSRgGtMQiQt+YIkxe53MW9oHbyBE5i30sEZDLPEPazOsItOrYYj04wrPeH8tMHQjvoZyLnL91fD6uRYny8W5efyXuaL03si630TUFAVDUXQzX5d8kYtTVZKxzlXqhmsnSdLI2MElSafvPaJym7fBWBM/jvPZFQTs5n9uqm4ri9Ng3Ud9Pi3HjaSNuI7Nb1nsl152jYRa66Sg9qVIWH9tlwcrTLsJw8JTG8ccfj2pin6F/m3JjcUzTX2Na2+hI+gjgpiNZTcm0F6vwJAl/6bZ7nPMVsr1Az21YKjwrfcJVIcY1T+SS9rvUeXIM2R+rja3jutIgrDQRvsaaptVtt7x69bo8t+nq2JPm+1z71i4wFh1vUeUMywFoXvuiyLwbQ88Z8YfLSlVh6GuZND0ARI0ErEETkFwth+k/PVdlUbp8jnz/K813M5LUnfxcueBKmWK4VM8arrYzLc/PnZV+pOlk3QZ9L2Qf8q1Z11MwHYwAd9qVbo9WB1upMVapua0DRd9jvNyOpCkYwPactt5FbjsfTyuh9Xb6vvG3WdpbSW0septqYVhGqitWrMBNN92EhoYG9PX1oa+vD5dddhmOPvroyHqPPvoovv71r6Ovrw+vvfYaTjjhBCxevBjjx49/i1qeIkWKFCn2ZQy7TnX16tX46le/iltvvRX19fUAgM9+9rM48cQTsWzZMkyZMgUAsHbtWixatAg//elP0dbWhp6eHsyePRtTp07Fo48+iokTJ0b2e8SUA7F8lT8yWdnmU2jBCL8YHfkI5QeEI2IZnQGIFNDm0ZOMxpjqtaI6FrVoWsQSrVh2g5My02MiIlkOlKOl3jh9I+12gUfnHduAG3BFpD086tcqxWA0XpweozTFEhKIRlFssCDnw+3l/D2OSCZjNo06w8iBR/AcXSUZLHR4KyqKLwSTMtOdkYFcO7GgvBlXRu6tRV+Ny7WYdS8ZltiF1bFCoW4odpmjclapix0dW1De0XOvKWJJovMBP0oM7x0ix5PtXQpiOYYVFVoiNH1dgvULdj4tRzBWbU2expjbNDtS3UQ/u9qYgZfr95VpV47O2Gt6ftOcmKHD5MZRQYFwPr+Z+VkmZSvPPD9/Hd6KmFhOH4PfIYl8+VvC3zmulBWJFrf5v1s2nqPqcsH3dHnnjRErTIk+2aJV+0Xr4+kqTfo6uLIgOLc1+vuS4Biy/oRJqCqGHf27cOFCfOMb38Ctt96Kj370owCAu+++G+eccw4+97nP4Zvf/CYA4EMf+hCuv/56HHroocG2q1evxnHHHYfzzjsPt9xyS2S/Qv9qJSzgLgnkcsSpJIOX/QB2OTjAplsZVsI/Q8+JWW0Q6GLaujPWvyXNk2rK06Vo1Io9XQicYaWeMI1jUXY8lyRIcgnidYB4x2bRaa5nxdq3dY90+hLPa7LhQ1JqlJ4HS6LTeLAG2OkDTA9XMgLQ+9f70sfWc6msHj+oKR94PrO6UzpdTsznNriU6Xx81ztmqbutOW4eZGr6H4irsfneJdHXLn2Glbaj/a6TlMIuRa3L49vqjFztFFhKbKBy+tnyzhvNeUtLCT+vfZGzkIEeeAPRjtdlnqO/O/pZ430Iqk3/Djvzh6lTp6KlpQWtra3Bsu7ubgDAiBEjgmUPPPAATj/9dLzxxhuRbdva2vCb3/zmzWtwihQpUqRIUcawi1Qt/OM//iO+/e1v47HHHsOxxx4LADj66KPx3HPP4dlnn8XBBx8crNvW1oZCoYDe3t7IPsSmUCt9Ba5kYoHLkoupFVdEBUSrafC+dXtkFNyY86kZzoNziXZcI3yXaEerLF1mBJaQxTUaTrKWkzZaAhgLOsc0VMraeWkchbnoRhfNCERHsJb9oZwrYOfNuZa7PHxdEbX1PHL06crZk/v5/v3yuHZ9SCsmlUxzebta0bkWCLnoYIE8w2zT6DKCsJSbcq4alqpei9r4PLVNnyvK1BG+gM9Toi8WvmgfbCBuhbezRhjaetBiFFxevXyefJ/0tdffGovVsKJ7zUxUEvJZ58x+6AxXdMr7twRwlhCJmZFKBhS831cm/mrfMn/o6OjAe9/7Xlx77bX4zGc+Eyzv7e1Fd3c39t9//2DZunXrMGHCBJx66qn43e9+F9mPhPiWK49W0roMuvUDp19oS3ZudQh6LmZnjQBcRv380HCH6TKX1x8b3i9TbC7vW4GmipNUk9qAgK+lpZR2GUHwvdOeuXwtNm1ficsP9V/CmzbdbSps9TyrHENgeeYyZaU7JT1Y4XvL90D7mfIgRa/L588DM/3BAtyKTj2nLvt0OQ1ZCmJrO35urMGKy+SE4TJUt1BJVS5tAqIKfKtIBXdWLnMDQdJ7nkStujpHa5rG1VlZy/S8v8t3lz2o5fddMTbR7dNtdxlEyHu3sa8US+UC7I6Uz39a2+jgnbaMUFwlMC11uMvVjAsVVNv7d9gJlQR33HEHfvvb3+LXv/41Lr30UlxyySWR3xsbG9HY2BhZ9p3vfAfZbBZf+cpX3sympkiRIkWKFADeBpHq4OAgzjzzTAwODuLOO+/E6NGjzfVefPFFHHvssViwYAGuueaa2O/NuTbUZ0egc2h74vGmN5+OZz1/ntY1snWNVK0oin0yrYjIooL42K4Rrit/koUhkmPK0ZUV4bpGn2xfJ+dzw8tXRPx+XW3TbAAbZfDvrEh05RNalX4sAdPOUFN8rSzfUpe3q0tQYVVesahy+TcQH4kLXKXsLObARXO6rN5cUxr6nFzGJQwWjnBhaPZm5fO1jqsjIU1XulgfrRTnZ9AVwVnMArMQLqbGNd3C4GPLNXF5GFv535WmolxwsULWc2HRrvo8k6YHXDnvlcRQM/OzAjWxZauZlGOqK9MAdpSpz52vR//gG8gVBnDIlAMAAK88+TqKvr8EChhCY43/7tbvn8Mrr7wS29/uYthGqoLa2lpceeWVOO2003DJJZfgZz/7WWydgYEBfPzjH8eFF15odqgA0O8VUN9wID6U/7TzJQOiHyA9r2A9yKIg7NgWPZ5OW+GO7cLxVwNlx6BKc428jClodlGS9kZ8OQuzIx8uqzOS7ea1L4p8/KPn6beZO2gBt107nFgfBvkYd/TYNTnZHIApX0lxYpp+XvuimCpwTOu0CO1jfZhD1yPbBIM7Sj4HcTiK0Yrl+3AzrozcB319+MPF14qfN/k/fzT4Wk6umx0cTz7W/JETByF9DO4QNPUv63LbrLlh3pdsy8ezOh0eBLBPrqVQ18fgzkqe12WFFUA5Bd01r8vPp3yQeZlF+d/Rcy9uhv8MHdSUB3rKA52ifU68fzlvuSZr2raaHRs/S8tfjr8f7JDmGmhbbdfUNe+XnaRkvzoFR+AyugjavNkegOn3iufyeYBxA64Inlm5hss3h4MO/raxRzMPsFy6F74GrLaXa9DRUQ6GRnw0cu4b95Kj0rBT/z777LN48sknI8uOO+44AMBtt92Gnp6e2DYXXHABZs2aheuvv/5NaWOKFClSpEhhYVjRv11dXRg7diwKhQLWrl2LQw45BIAvSmpqagIAdHZ2RtJtrrrqKtTU1GDRonD09sMf/hDnn39+ZN+Sp6qpR8BdVNsSLAB2XqietGdaTI7BdBwLZ5ha4RGWwGVZqCPcncm9tPLwmObUwhlXlRVrX5ZgitW4rnPW1mIcRWmaTv8G2JVOXNSdq1qLRdm6FKSVRswWheYSA3FbKrWT6X1XtZ1KFXkketNqdX7G+FmQ3/i5499ZYWw9V67cS4FLkGM9K67yYrx/fpZ0IW8tgGNDhySRlEtJD+yaOM9iTixqX5tf6Gc6SSxoMW58/azj6fdKt52nEmTf0g7OSZXt+Pvh+gbJ9haNr9thnbcrsrYqTlnfM8Y7WqhUW1uLYrGIgw8+GCNHjgyWP/PMMwD8MJ071KVLl6JUKuGqq66K7Ofhhx+OdaoDXk/w4QtuCDkOWZ2GnlfQ8x98Y9kE2/roahcZ68Or588A/wG20mFc5gau+UcL/BBL57essCJyPP2x0ceNfPCILgtevM1xdyENOYaVkrSh2GXSpjzfa839zMzPCsrUcVqSpWjlj/W4XGhwPzM/K6CWhR7UHTe/sHpgxs8ED7J4wDOvfZE5Z2mpJpne58IAcq251iU/r5My02MfE3G1kXOy5vbkWWLnG33+4gLkKh8XNe23CzTIOchzuny9/X4A4f1zDWZkORvqWwrcuU2zgymNpa33mAr8gK4cCDsjK3tAzl8fo8MLDe65YAEQvm8byrMf3Am6FKtsdi/nzOvyc2xRyPoYsj53qPws8jlbaWTWnOq4XIvq8MJnQq7xtKY5wX7lni8r2BkTa3q3xqZVJjeOcn7z2F1NYH13+DmvNv07rDrV+vp6fOELX8B+++0X6VRvvPFGNDY24j//8z+DZcuWLcPChQtx5plnYv78+cHyYrGITCbzprY7RYoUKVKkAIYZ/Sv4wQ9+gPvuuw+5XA4bN27EyJEjsWTJEhx++OHBOqNHj8bWrXbFicsvvxxLlkRHzWz+IKikstNRgs4nBKIUmUs5J3CZKliULo+ceSTGakIdXeh2WUpPF21i5YVytOtSijIs0wQB2/QBiOTQWVQet8WyLLPUwRzt6HWswuw8MpZ1tT+qJXxwKZoFlZLfOeLUOcvSBmtdi97Sz5qL3pZzFTWm9rA9vd03EHbl9DKsKNGyzZyUmR6xAkxSY7sMBvQ0h85D1PaXlqreKlLOUTULw5KKasu5WVaHWuwm21fKY7fyLRlWLuiF46+OiPNcJif6OdQGDEm5xS7alY8t10DaCbgrN1ke2XIcbqPAOg9XPr+L3gbi99A69uChj+xb5g/VwsjcATi97dOxVAPAXYrs9PZ2PNM5CMBdYsrqCFwpMtbDBlQu11TJgchyF3HtX7uRANGO21XCjcHXz+UCZJ0Pf4ysF5a3qZSE7hqsuNpTKRWJHXOsuSZXO63OUa9jtT1J3anNGvijoT8S2ozCNX9oGVPw4MD62HJn5Jrr13Nqcn5AdIDCqmp+Tl3XxOUvq58b3ZnL8ssPXRK8u3x9LMX3xWPODtZ1XTMrVS0pZUi3x5XCwuBBMWcKJBV4cBUfAOLfJj2Xaw3WXI5KLhMLCy7NSdK3jY/Bx9frWPuyntNKGgh+V9/x3r8pUqRIkSLF2xX7XKTK0ZUrirDUa5aIaFeqYuwMTWNVr9A2ZC4FrZzPzkRtAlf0ZkXfvF9XcXeLAnWpH5MifFYF6vOX7WaPHY3VW0L7NdnOMq6waFr+XZs0sCJRR3ia/rPO2VVhRKvOAVvd6lJCzh85J8h/dlHC1j6sqFc/B0JjcgHsStMcvO9KUYZuh4a2xLTeUW6/a59MN1t0tKbkgbiftFbm6ufVmh6pZM2oI+9KpiLW8+aadhFo0ZbeTu/XRb1q6IhUU768zEXjWtNnSTaWFoXO58ltZ+bNonv5vbSuYUr/7iZkTtWiSzjBPOmjoV2J9IfA+ngJ3cSOIi6vWaZLXKkKSXMX+gGzUiJcRttWahDDSinQlLbVmbg+ANb8tGWYredOZU6wp+AF9SDZ29TyQV3ZuSU2F+tKB9LPgsC6PjxHxTSd9TF2zdXOa18UqxerP/4uWli3R89hWgMh7vBk3RtevsJZiEHayM+pZeBuXSv9ziR9vJlqT/r4V3JJ4mu/M+bwgFsDwc8wD4Qsv2NrsKrfNevj70rP4b+tdChrKqqSBkS/q9Z7brWB26mdzJIGOXpAxdcQsNX+3D45Dz01xc+Vq9N0XT/+ru4tQ/1hpf7dmyh5Q+juewmPDdyD7tJrAIDaXBvq8iMrbJkiRYoUKd4JeKV/Ldb1r0V34VU8NuDPq+e2d1f1GPtMp9qSHYXTWz4NIK4I49EQW7ZFFKvF6cEkuFXaSY/8NPWysi1aSUXnlPG6QJhHuLW9GBlpW5ZjvMwawUaiBMN6Tdqkz3/hxMUB3WjlrLnoG12cGrAryeh9SC7fpMz0IOrT4h+OqCQS5dxF/run4AX70JTVmNZpkVGrgOlYKz9vXvuiiJ0aMwuaNmUrSY7qOrwVkRG17MOK6vUyPWrX0weW1zQfgyNk7T+rIX7PDI5e1rRFIw0rSlg4MR+0Ta6HFQHdvP5KbG1nQc6S4Pz5nsnzZClXNW1u5bQKtP1dkup3RtuCiJ2mywJS70uXXNRmFIxJmemR+2XdE+u7M3vsaNy7cUvQLj5HHX1rdsZqh9zzmflZ5vds4cTFkQheM0ocjXb0ROlfHeFrtbr1XMwfOSf+nNI3jJ9tbq9cSx05z8zMwuSGQzC5IXw+BlsfiV2HPcE+Q/+yo5L+UOqSWkwbJqlNNVwJ6wLLuJ3nooC4U4w2UedalZZ7SCVXEtkPAFPRyOfhSujn+SDXecrHT6hZNkN3HcMltef2VpoTYiWgNc9jzc9qdXRSWgJg07HaaQiIpsZYc1x8nnwM13V30eLW+fH1dtF8LmW2Nj/ggQYfwypbx+evVa5Jc4JM7XPRBpeOwHo/uG2WdmJnUnVknwytB7DuY1IpQ9knPxfSSVsqXz3FogdrLpctXarSUv/ydAQ/H/qbyHOZ+v1Imot1pUbJNeD2uxzg9PuhB79MQXMN5aZ8xjTat+Zn+fxT9W+KFClSpEgxTLHPRKoiVHKpTq2JbVbpsRLUoj31yN9SgrqEPJZggmGpf11CBUvpaFHFsj5g241J23XOolbYcSFwS+TAVJmVKK/PT7edBSwuQRlHBtY9skbLo+pykfw/K4LR/slybi7WQt87jiLkmEC0gLi1nWwLRC0CrUifR/JaEc7lB3X0xOXntMioUl4gnz9HEbootqZjd0fU5FLjV8r/tVgb7b/sEipZCmlXAXl9DC2EtN4xK2/aVUZQR2XSBm6Xy8NXl35LykAQuISFVh67FV26vh+WkEufv8v7WGDtw8Uy8TKXsE72UW31bxqppkiRIkWKFFXCPiNUKnmh8MWaa5ORKI+Srjk876jbaOcsWuC6gAJ2olnTuzUYSWmRFBCdG3QZ8Qv43+NyLWTmHTVM123lSA0II0qG5VDC8z03td5tRlw6bWfj4FNAPpqWoQUlLGpZ07vVHFHztYoctyxi0MITfc48auV19QheG3TraIgjCn3v9PWYifA4PDduOVwJxuVaIvVLZV2O7sXUXotvBFb0sarzjxiXmwIgKtTTOYDWvjhylDbruT0LEtUya8MMitSsBaLMCB9fG9PPbZqNjng1yAhcc6DyfsxrX2QyQFaRd52iYVmE8r2JRmrRSLx/8A3U1+4X7Atoie2L2Qdpr47kWTgnhR/4eef98beE/+Z19Dl3eCsi9VRlu1F1udh2kxtHBalu0j7Zhp8x/btOD7Tm0Zkt4H3I+8bPuUt8Zzm1bdq0yVx3d7HP0L+NjY3o7e01y5lZtAHg9pVkWCYN2vNTjmV1vNrwQeeQ8nG5M7YsCV15gK4Ohj9oF485G0CcxhUkJe7LsXmAoWlYoaY6e55CW9NRie1kUwlNk7rERQLu2KycVO4QmG6zaH6LTnbR9a78R1dOMp+zfh71Nq7cScBdMsxlzyb4Y/d/oTDUCyBu/2d1ji7q1rKZs6z+tBlF0rquTtmiTZOMECxBjYvSNgdoBJfghkWN+riuZ1TuU2fPU5F7IHAJgz5ygD/YXbvdi4iaZIDG+caMSmYknENrUcVaIOiyJ5TfXTntIkQTaN9v17fUyrO1ppJc01wMK3NhR/Ep9Pb2Os9pV5HSvylSpEiRIkWVsM9EqplMDdpbjjdHyTpdwnIMskQ7uvC2QMv8ZRvLMcZlLcgjLXZlsoQdVqFflyhjbtPsGM1otVfDlXJgRUbs1iOQkfyTPbfgY2M/G4yIK9k/6mIHVjTuylNMSo3R++UqLUnnr4VMrpG2bgNQ2RbTykHmCiq8L4lOVnZucVpaWpGIPIPMGMwfOScQFwFxtyJXRO5yFBOa11XgweVOZjnm7EwVEku04nK44rZaFpq6nfK7SySTJCzU9Vv5mb9t8xIcf/zxOHnzhwDYYjI5hiVqssRJVhF3IF5pCYinZFn1Uhku60pukz4uYDvSVRJ9ub6PlnWpLoJuMTnWeXARCWExq4V9plOtyeQxrfWzMZoScHcqro+4ZQ6hLQZ1jmASjWl9vFw+wkkvMecmuhS9ckxpP2AriYFo4rWrhBW3zaIN9cv6QOf38J6mjwb/rkRHrendapZ8suzbALcHraWctOg/2beck6XorZS/ycflD8LOVhPRHyDen87Zc9FmurPTH79fd34XDY0TY+fJ+2O41Jj8vHJxabk+DItitjo8F3g7y5PbVY3JVUHHZUdpDY6swYr13XApkC0LxQc6v4dc44GxY1h+wBrWebjeTattSQN7fQzOwdYDECtAsaYr9P7kWJYxhdacaHtDVs9XUjS7FPhcwrHaneo+I1Ty4OGFHb9FN97ARRddBADYWtiAUfl379b+7rrrrqq1baCwrap2idVs21133YVzzjmnavurJjYMPodxtYdVbX/VPtethRertq+Bwjagtmq7qyoGCtuAfOX1dmV/1XofXulfW5X9CIb9fahS26p9nlVv225CbAq3FQaCfmBoaKg6DStjn4lUmf61Cl1bwgc9yuJ1XtjxWxwy4gxTfGFRYq59AUC2rxeHjDjDSScJdERhWfgt77wRF110EbbcPtZZQJ3Xl99dys3uvpfQ3HBwoiAEiOeZWTTdvPZFeKDze0G1ID4vhhY7uCpgjC4WcXLbh4J/64jEVZRA9qXvjZwrMxlWzqZAU9csfAKAg+uPw7j6k2PH0y5ZAqbCdPT5WM89OK5pTmJB99ljR+PytT6zwFSfxUT09b6MY5r+OjinJFFTEiOxaftKXHTRRXjq1obY88gCF7a81Oenj/nYjp9gTsvFwb+tyF/ae/GYs/HA5s1BO3VEKe+pPk9mlipZjPL7OrpYxOSG2cExNFvC7xKLbHgdWY+dfPR6ldgHFhHJfh/b8RP0D74BwL7/rvuqWTYAyMxZj1/89IlgO57OYfc1gRUZMm2u3wUN/U1MEi2OrT0KpYbGyHqu66OFVdZz/kThv9JIdXeQy9QE8xp6fohTODT4QeS5zYsuugiN94/GNITLrBdTe64C/ovAx9uON9DhrTBl+TxvMaNtQaQ9uiN0qfJmtC2IpO0IZL8Xjr/a+cKuKd6Lk9U8LM8ToXd6bLuFExcDPVFaSI5bwBAOaspjUmfYoWnFous8XEnhMjhiuprVvxY1zR9oHozIhwSw1ZuajmUzCU13bii9hh5DKTwOs4L7a6WXzGhbYHY2G4pdiXPDN/4ZuBz++XOxdWta4df4brDfGW0LIh9ubX7AgxytYp3XvgiP9azCcU1zYoMfeV+AqOUnG1OgHHRo2lDgK0j982BaWtpzzfOLguNqhX6HtwLdeCP4N6vc57UvCjqQee2LYvPBQHjtp7WF7/mPX78VG/LhMZIyCVzPiqhiO3ueiXR+/GxLCsvlh9YGBdSTyqHxOcq6+l2Z1jY6mJ+flJkeec/k3kh61j0/uCMY2Iyqy0X8d8XHnO+ZlXLE7ekuvYaXEpS5ejAi57ehGJ8T3o430IyDy7+H94LvPz8TfE0qqbyrgVT9myJFihQpUlQJ+0yk6nnxRPKogtAWTHBEIKO8G8rRwNJt9wQRIOAurAzEq4nwuhuyBRwXCAfiKjuBrrbCVS34ON19L2FOy8VRqqw3HgVIe7gCx6TM9CCKGFWXw8tdr2KLqrAiiNCKxemREaErh3bA64nQgNpUW9rLo30rYXtmfhYe7vtFRCw0ricqirLMCyR66il4kWt54fir8VDnnzC37UNmzqqcP0dOso6PltjxWrEfSuVfuQ1sN7msEF5PNgrR9Fd3OeqV7cTw4D1ttdiwObw3XFmGryG3HwCact+NiExC0UpX5D4AUeUqEC2wPaZ1WlBKUbYbVza54PvM4GjGipAn5g90FumWa8/nZimBhZ14bOCe0HSggIAq5ndJQ1Oh+jxceZ98fmEbQ7Vp+L4swaTMdDyZeTlS3WVuXSjOcxWI18fld42ft9s2LwnMNOQY/L3SBSe0SKq+9qZwOgdhtKenwbSoLWoSEdYvvbPvZ2Y1JmbhQpOH6PXU4rQ7a38WnCdf/8l1s3Hb5qgI0z/P8FvE7+HOiON2B/vMnGpTUxOOOOKIqu1v+/btaG1tHXb7qvb+qt22TZs2YcyYMVXZ13C+btXeX3of3vp9VXt/1bwHwL5z3ardtmeffRY9PRVsuXYB+0ynmiJFihQpUuxtpHOqKVKkSJEiRZWQdqopUqRIkSJFlfCOFCrt2LED06dPx5NPPrlL233pS1/CueeeiyOOOAJ1dXV46aWXcOedd+KTn/wk3vWud+2l1r4zsbv3YO3atbj00ksxYcIEZDIZbN68Gddddx3Gjh27l1r6zsSeXsf0Xdh97Mm1T5//6mFPruUePf/eOwyPPvqod/zxx3u7c2oAIv9ls1lv8eLFe6GV72zs7j3o7Oz0xo8f7/3P//xPsOwrX/mKN3nyZK+/v7/azXzHohrXMX0Xdg97cu3T57962NNruSfP/zumU3366ae92bNne5/61Ke8adOm7VanetBBB3kXXnihd+6553qf//znvccff3wvtPSdiz29B1/+8pe9MWPGeIVCIVi2ZcsWL5fLef/n//yfajf3HYtqXMf0Xdg97Mm1T5//6mFPr+WePP/vmE6V8alPfWq3OtVTTjml+o3ZR7E792DSpEne2WefHVt+1FFHeaeddlq1mvaORzWuY/ou7B725Nqnz3/1sKfXck+e/1SolGJYoLu7Gx0dHTjggANivx1wwAH405/+9Ba06u2H9Dq+ddiTa5/et+rhrb6W70ih0u5icHAQX/va17B582Zks1m88MIL+PrXv47DDqteJZQUNl555RUAvkmHRmNjI7q6ujA4OIja2mFaImSYoFrXMX0Xdh17cu3T5796qMa13JPnP+1UCRs3bsQnPvEJHHTQQQCApUuX4uSTT8YTTzyB/fff/y1u3TsbXV2+lVhjY2PsN1nW2dmJ/fbb701t19sN1bqO6buw69iTa58+/9VDNa7lnjz/Kf1LeO6554KLCAAf+9jH0N3dja9+9atvYav2DdTU1AAAstn4I1ko+CV9isVi7LcUUVTrOqbvwq5jT659+vxXD9W4lnvy/L+tOtXBwUH09/dH/qvmgyY3g/89ZswY/PKXv6zaMd7u2Fv3IMkDVWodNjc37/Fx3ilw3YdqXcf0Xdh17Mm1T5//6qEa13JPnv+3Vac6a9YsNDQ0RP675pprqrLvmTNn4uSTT44tHxoawsaNG6tyjHcC9tY9GDt2LDKZDLZt2xb7rbe3F21tbelHheC6D9W4jum7sHvYk2ufPv/Vw55eyz19/t9Wc6o33XQTuru7I8sshdfuYPXq1TjkkENiyzdv3owJEyZU5RjvBOyte9DY2IipU6fi1Vdfjf32/PPPY8qUKXt8jHcSXPehGtcxfRd2D3ty7dPnv3rY02u5p8//26pTPfzww6uyn3Xr1mH//fePqL9mzZqFm266KbLe6tWrMTAwgPnz51fluO8E7M17MGfOHHzve9+D53nIZDIAgBdeeAGvvvoqvvSlL1XluO8UJN2HXbmO6btQXezJtU+f/+phT+7DHj//u53hOoxx3nnneQC83t7e2G8PPfSQl81mvdmzZ0eWP/roo968efOCbUqlkvfJT37Se//7359ahO0GducevP76615ra6v3wx/+MFi2YMEC76ijjvIGBgb2epvfKdjZ65i+C9XHnlz79PmvHvbkPuzp8/+2ilST8MYbb+CTn/wk1q9fjzVr1gAAJkyYgKOOOgoXXHABPvGJTwAA2tvb0d7eHgvj3/e+92HBggX41Kc+hYaGBnR1deHoo4/Gd7/7XdTV1b3p5/N2xJ7eg3HjxuHBBx/EZZddhsceeww9PT3YunUrfvWrX6X5ebuAnb2O6btQfezJtU+f/+phT+7Dnj7/aZHyFClSpEiRokp4W6l/U6RIkSJFiuGMtFNNkSJFihQpqoS0U02RIkWKFCmqhLRTTZEiRYoUKaqEtFNNkSJFihQpqoS0U02RIkWKFCmqhLRTTZEiRYoUKaqEtFNNkSJFihQpqoS0U00x7LFu3TrMnDkTRx55JDKZDDKZDA466CCceuqpwX8nnXQSjjnmGNTX1yOTyaCpqSnYfuvWrZg8eTJee+21nTrezq5/33334cQTT8T73/9+nHjiiTj33HPx1FNPxdb7yle+gkMPPTRoe21tLY477jh85zvfCdb5zGc+gwkTJgTrjBgxAu973/tw++23B+v09fXhve99L3K5HDKZDOrq6vD+978/KGf1ZuLNvCfPPfcc5s+fj+OPPx4zZ87EzJkzsXz5cnPdffmepBgmqJrZYooUexnd3d0eAA+A98orr5jrbNmyxTvxxBO9d7/73V53d7e3dOlS78ADD/QAeC+99FLF/e/s+r/85S+9bDbr/eQnPwmWLVmyxGtubvZWrVplbvPud7/bA+D96Ec/Mn8fGhrympqaPADe8uXLncf+j//4D++YY47xXn311cTzeTOwt+/J73//e6+trc37xje+4ZVKJc/zPO+FF17wDj/8cG/Tpk2RddN7kmI4II1UU7xtsGLFCgDApEmTcNBBB5nrjBo1CldddRW2b9+O2bNnY9WqVRgxYkTFff/lX/7lTq/f3d2Nz372szjppJPw13/918HySy+9FC0tLbjgggtQKpVi240dOxYA4DmcQbPZbFAcWSprWHj88cdx++23413velfF89rb2Jv35MUXX8RHPvIRXHrppViwYEFwTf71X/8Vzz33HH7/+98H66b3JMVwQdqppnjb4KGHHgIAs4AwY8KECfjgBz+IZcuW4YYbbsD+++9fcd8///nPd3r9n//851i/fj0+9rGPRZbX1NTgr/7qr/D4448HbWWMGjUKgE99WlizZk1QI9W1zqOPPooDDjjArPf4VmBv3pMvfOELaGpqwj//8z9Hlr/yyiuoqanBu9/97mBZek9SDBeknWqKtw129gPe29uLAw88cK+148477wQAHH/88bHfjjvuOADAPffcE/tt9OjRANwf56uuuiqolrFlyxZzneuuuw7/3//3/+16o/cS9tY9efrpp/GLX/wC8+bNCyJFwZ133onXX38dU6dOjSwD0nuS4q1H2qmmeFugUChg5cqVAOIf8AcffDAiHsnn8xU/8nuCJ554AgBMulOWrV69OvZbUlR0//33Y8qUKTjssMOc6/z0pz/FnDlz0NjYuPuNryL25j257bbb4HlepOPkfY0ZMyayLL0nKYYL0k41xdsCjz32GHbs2IFx48bFaLYf//jHOPjgg4N/T548GbNnz94r7RgaGsK6desAhB9khiz785//HPvNFRUNDQ3hxhtvxOc///lgHR0V9ff349Zbb8X555+/5ydRJezNe/Lb3/4WgF8X884778SZZ56J6dOnY+bMmbjrrrsi66b3JMVwQtqppnhbwKIZPc/DHXfcgdtuuw3HHHPMm9KOrq4uDA0NoaamBrlcLva7FDHu7OyM/eaKir73ve/h4x//OBoaGpwf8BtuuAH/+I//iGx2+Lyye/OePP/88wB8IdSTTz6JX//611ixYgWWLFmCefPm4frrrw/WTe9JiuGE+BOYIsUwhHzAV69ejVNPPRWFQgEdHR3YtGkTPvjBD8bm3fYWJP/Q+ngDCNqxffv22G/WB7y7uxt33303fvnLXwIA2tvbY+ts3LgRa9euxaWXXlqFM6ge9uY92bRpEwDg3nvvxcMPPxwsP+WUU/CJT3wCX/ziF/GBD3wARx99dHpPUgwrpEOsFMMenufhkUceAeCrPB988EE88sgjeO211zBnzpy9On+qUSkq2bFjh3M9i2q89tpr8cUvfjFI17CioiVLlmDRokV71vAqY2/fk9raWgDAWWedFUtlOfnkk1EsFvGtb30LQHpPUgwvpJFqimGPp59+Glu2bEFbWxuOOuqoYHltbS0OO+ywN7VTbW5uTvxdPuDsHiTQUdGrr76K1157DSeeeGKwjv7IP/nkk2hqatqldI2Pf/zjeP3113d6fcH8+fNxwQUX7NS6e/uejBo1Cj09PSaFLOk4Mu/6drgnKfYdpJ1qimEPof9mzJgRizZqampwwgknvGltaW5uRmtra5C7qCFUpJWHKR9wmdu76qqrcOWVV0bW0VHRV7/6Vdx000271MYf//jHu7T+7mBv35P29nasW7cOLS0tsd/q6+sBILA4fDvckxT7DlL6N8WwR1Iu5HXXXRcIUd4sHHnkkSiVSmaKxcaNGwH4DkMa8nEuFov47W9/izFjxkQUsrzO1q1bceedd+KUU05Ba2trtU9hj7G374lEv9Y8qLgf8XVJ70mK4YK0U00x7CEf8JNOOuktbokPaceaNWtiv4l5+8yZM2O/tbS0BGKaRYsWmSIXEcV0dXXh+9//Pi666KKqtbua2Nv35IwzzgAAbNiwIfZbV1cXAERyWNN7kmK4IO1UUwxrrFu3DuvWrUNdXR3e9773vdXNAQDMmzcPgK9M1bj77ruRz+cxd+5cc1uhG+fPn29GOxIVAcAll1zypqmadwVvxj0599xz0dzcjMcffzz225/+9CcAwKc+9alg2b5+T1IMI7x1Xv4pUlTGzTff7AHwpk2btlvb9/X1eZMnT/YAeA8++GDV1j/jjDO8kSNHeps3bw6WLV++3APgffnLX3Zud8QRR3hHHnmkVygUnOvU1dV5Z511VsW2vlV4s+7J1772NW/kyJGRajQDAwPe4Ycf7s2cOTOoWiPYl+9JiuGDtFNNMezQ09PjnXLKKd6xxx7r1dbWegC8mpoa76ijjvJOOukk7//+3/9bcR+f+9znvKlTpwZluwB42WzWmzRpkvf+97/f27Bhwx6tv379em/KlCnelClTvFtuucX77//+b++AAw7wzj33XK+/v9/ZrtNPP9277777Ett++OGHe08//XTFc3wz8Vbck1Kp5F1yySXelClTvJ/85Cfebbfd5p122mneWWed5XV2dsb2v6/dkxTDExnPc9Q8SpEiRSJKpRJ+85vf4KmnnoLneZg+fXokFSNFdbB69Wo88sgjKJVKmDZtGqZNm+ZcN70nKd5qpJ1qihQpUqRIUSWkQqUUKVKkSJGiSkg71RQpUqRIkaJKSDvVFClSpEiRokpIO9UUKVKkSJGiSkg71RQpUqRIkaJKSDvVFClSpEiRokpIO9UUKVKkSJGiSkg71RQpUqRIkaJKSDvVFClSpEiRokr4/wHC/6zL5/Bd6QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist2d(asdf['F110W_in'] - asdf['F160W_in'], asdf['F160W_in'],\n", - " bins = 250, norm = LogNorm());\n", + "outputs": [], + "source": [ + "f,ax = plt.subplots(1,2,sharex=True,sharey=True)\n", + "\n", + "ax[0].hist2d(asdf['F110W_in'] - asdf['F160W_in'], asdf['F160W_in'],\n", + " bins = 250, norm = LogNorm(),\n", + " range = ((-1.5, 0), (18, 32)));\n", + "\n", + "ax[0].set_xlabel('$F110W - F160W$')\n", + "ax[0].set_ylabel('$F160W$')\n", + "ax[0].set_title('Input magnitudes')\n", "\n", - "plt.gca().invert_yaxis()\n", - "plt.xlabel('$F110W - F160W$')\n", - "plt.ylabel('$F160W$')" + "ax[1].hist2d(asdf['F110W_out'] - asdf['F160W_out'], asdf['F160W_out'],\n", + " bins = 250, norm = LogNorm(),\n", + " range = ((-1.5, 0), (18, 32)));\n", + "\n", + "ax[1].set_xlim(-1.5,0.)\n", + "ax[1].set_ylim(32,18)\n", + "ax[1].set_xlabel('$F110W - F160W$')\n", + "ax[1].set_title('Output magnitudes')\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "54249cf5", + "metadata": {}, + "source": [ + "#### Plot the run of completness as a function of magnitude in each bamd" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "e6d212e8", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$F160W$')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist2d(asdf['F110W_out'] - asdf['F160W_out'], asdf['F160W_out'],\n", - " bins = 250, norm = LogNorm(),\n", - " range = ((-1.5, 0), (24, 30)));\n", + "outputs": [], + "source": [ + "f,ax = plt.subplots(2,1)\n", + "\n", + "n1,b,p = ax[0].hist(asdf['F110W_in'],bins=50)\n", + "n2,b,p = ax[0].hist(asdf['F110W_out'],bins=b)\n", + "\n", + "ax2 = ax[0].twinx()\n", + "ax2.plot(0.5*(b[:-1]+b[1:]),n2/n1,color='red')\n", + "ax2.set_ylim(0,1.1)\n", + "ax2.set_ylabel('Completeness',color='red')\n", + "ax2.tick_params(axis=\"y\", labelcolor='red')\n", + "ax[0].set_title('F110W')\n", + "\n", + "n1,b,p = ax[1].hist(asdf['F160W_in'],bins=50)\n", + "n2,b,p = ax[1].hist(asdf['F160W_out'],bins=b)\n", "\n", - "plt.gca().invert_yaxis()\n", - "plt.xlabel('$F110W - F160W$')\n", - "plt.ylabel('$F160W$')" + "ax[1].set_title('F110W')\n", + "ax3 = ax[1].twinx()\n", + "ax3.plot(0.5*(b[:-1]+b[1:]),n2/n1,color='red')\n", + "ax3.set_ylim(0,1.1)\n", + "ax3.set_ylabel('Completeness',color='red')\n", + "ax3.tick_params(axis=\"y\", labelcolor='red')\n", + "\n", + "\n", + "f.tight_layout()" ] }, { @@ -238,15 +215,44 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "5ec8601d", "metadata": {}, "outputs": [], "source": [ - "with bz2.BZ2File('/Users/vedantchandra/0_research/02_starwave/DATA/LMC_2022/SFH_2d_frommarginals_metalbound.pbz2') as f:\n", + "with bz2.BZ2File(datapath+'/SFH_2d_frommarginals_metalbound.pbz2') as f:\n", " sfh_grid = pd.read_pickle(f)" ] }, + { + "cell_type": "markdown", + "id": "8855db49", + "metadata": {}, + "source": [ + "#### Plot the 2D SFH" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8b69eb0", + "metadata": {}, + "outputs": [], + "source": [ + "minmet,maxmet = sfh_grid['mets'].min(),sfh_grid['mets'].max()\n", + "minage,maxage = sfh_grid['ages'].min(),sfh_grid['ages'].max()\n", + "\n", + "\n", + "f,ax = plt.subplots(1,1)\n", + "\n", + "ax.imshow(sfh_grid['probabilities'],origin='lower', interpolation='none', extent=[minmet,maxmet,minage,maxage])\n", + "ax.set_aspect(0.1)\n", + "ax.set_xlabel('[Fe/H]')\n", + "ax.set_ylabel('Age (Gyr)')\n", + "ax.set_title('Star Formation History')\n", + "f.tight_layout()" + ] + }, { "cell_type": "markdown", "id": "4a6f0d57", @@ -257,12 +263,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "e6cafc94", "metadata": {}, "outputs": [], "source": [ - "with bz2.BZ2File('/Users/vedantchandra/0_research/02_starwave/DATA/LMC_2022/catalog.pbz2') as f:\n", + "with bz2.BZ2File(datapath+'/catalog.pbz2') as f:\n", " lmc = pd.read_pickle(f)\n", "lmc = pd.DataFrame(lmc)\n", "\n", @@ -271,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "4904b7a3", "metadata": {}, "outputs": [], @@ -282,134 +288,89 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "3c3ed382", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$F160W$')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(lmc['F110W'] - lmc['F160W'], lmc['F160W'], s = 1, alpha = 0.5, color = 'k')\n", + "outputs": [], + "source": [ + "f,ax = plt.subplots(1,1)\n", + "ax.scatter(lmc['F110W'] - lmc['F160W'], lmc['F160W'], s = 1, alpha = 0.5, color = 'k')\n", + "\n", + "ax.invert_yaxis()\n", "\n", - "plt.gca().invert_yaxis()\n", + "ax.set_xlabel('$F110W - F160W$')\n", + "ax.set_ylabel('$F160W$')\n", + "ax.set_title('Data CMD')\n", "\n", - "plt.xlabel('$F110W - F160W$')\n", - "plt.ylabel('$F160W$')" + "f.tight_layout()" ] }, { - "cell_type": "code", - "execution_count": 13, - "id": "4e2897c1", + "cell_type": "markdown", + "id": "10047c25", "metadata": {}, - "outputs": [], "source": [ - "shortbands = ['F160W', 'F110W']" + "## A few sanity checks" ] }, { - "cell_type": "markdown", - "id": "b07251ed", + "cell_type": "code", + "execution_count": null, + "id": "8eedcb02", "metadata": {}, + "outputs": [], "source": [ - "### Setup starwave" + "print('Min and max ages available in the isochrones: {} , {}'.format(np.min(isodf.index.get_level_values('age')),np.max(isodf.index.get_level_values('age'))))\n", + "print('***')\n", + "print('Min and max ages in the provided 2d SFH: {} {}'.format(minage,maxage))" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "8eedcb02", + "execution_count": null, + "id": "c8117bcb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.5\n", - "15.815\n" - ] - } - ], - "source": [ - "print(np.min(isodf.index.get_level_values('age')))\n", - "\n", - "print(np.max(isodf.index.get_level_values('age')))" + "outputs": [], + "source": [ + "print('Min and max [Fe/H] available in the isochrones: {} , {}'.format(np.min(isodf.index.get_level_values('[Fe/H]')),np.max(isodf.index.get_level_values('[Fe/H]'))))\n", + "print('***')\n", + "print('Min and max [Fe/H] in the provided 2d SFH: {} {}'.format(minmet,maxmet))" ] }, { - "cell_type": "code", - "execution_count": 15, - "id": "39c59730", + "cell_type": "markdown", + "id": "b07251ed", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0\n" - ] - } - ], "source": [ - "print(sfh_grid['ages'].min())" + "## Setup starwave" ] }, { - "cell_type": "code", - "execution_count": 16, - "id": "226e4eb8", + "cell_type": "markdown", + "id": "fc0bba70", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "13.4\n" - ] - } - ], "source": [ - "print(sfh_grid['ages'].max())" + "### The names of the photometric bands to use" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "f147ae68", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['F160W', 'F110W']" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "source": [ + "shortbands = ['F160W', 'F110W']\n", + "print('Photometric passbands to use:')\n", + "print(shortbands)" + ] + }, + { + "cell_type": "markdown", + "id": "d5dfbfd4", + "metadata": {}, "source": [ - "shortbands" + "### Instantiate a starwave object" ] }, { @@ -417,28 +378,21 @@ "execution_count": null, "id": "343729a8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "interpolating 224 ages and 16 metallicities...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "179it [00:28, 6.48it/s]" - ] - } - ], + "outputs": [], "source": [ "sw = starwave.StarWave(isodf = isodf, asdf = asdf, imf_type = 'spl',\n", " bands = shortbands, band_lambdas = [15369., 11534.],\n", " sfh_type = 'grid', sfh_grid = sfh_grid)" ] }, + { + "cell_type": "markdown", + "id": "4e2676be", + "metadata": {}, + "source": [ + "### Setup some paramaters as fixed or to be fitted for" + ] + }, { "cell_type": "code", "execution_count": null, @@ -453,35 +407,44 @@ "sw.params['log_int'].set(value = logint, bounds = (logint - .5, logint + .25))\n", "sw.params['bf'].set(value = 0.4, fixed = True)\n", "sw.params['slope'].set(value = slope, bounds = (-4, -1))\n", - "\n", - "sw.params['av'].set(value = 3.1 * 0.075, bounds = (0, 1), fixed = True)\n", - "#sw.params['av'].set(value = 0 * 0.075, bounds = (0, 1), fixed = True)" + "sw.params['av'].set(value = 3.1 * 0.075, bounds = (0, 1), fixed = True)\n" ] }, { - "cell_type": "raw", - "id": "dc07bdcc", + "cell_type": "code", + "execution_count": null, + "id": "ca106bee", "metadata": {}, + "outputs": [], "source": [ - "sw.params['sig_age'].set(value = 0.1, fixed = True)\n", - "sw.params['sig_feh'].set(value = 0.1, fixed = True)\n", - "sw.params['sig_dm'].set(value = 0.01, fixed = True)\n", - "sw.params['age_feh_corr'].set(value = 0, fixed = True)\n", - "\n", - "sw.params['age'].set(bounds = [9, 10.1], value = 10.1, fixed = True)\n", - "sw.params['feh'].set(bounds = [-2.6, 0], value = -0.9, fixed = False)\n", - "\n", - "sw.make_prior(sw.params)" + "sw.params" + ] + }, + { + "cell_type": "markdown", + "id": "7640bdb8", + "metadata": {}, + "source": [ + "### Generate a fake CMD that looks somewhat like the LMC one and retrieve its parameters" ] }, { "cell_type": "code", "execution_count": null, - "id": "ca106bee", + "id": "c28ebddd", "metadata": {}, "outputs": [], "source": [ - "sw.params" + "params = torch.tensor([logint, -2.3])\n", + "eg_cmd = sw.sample_cmd(params, model = 'spl')[1]" + ] + }, + { + "cell_type": "markdown", + "id": "1e8a46b8", + "metadata": {}, + "source": [ + "### Plot LMC and sampled CMD" ] }, { @@ -491,19 +454,10 @@ "metadata": {}, "outputs": [], "source": [ - "# Plot LMC and sampled CMD\n", - "\n", "lmc_mags = np.vstack((lmc[shortbands[0]], lmc[shortbands[1]])).T\n", - "#lmc_mags += exts # extinction correction\n", "lmc_cmd = sw.make_cmd(lmc_mags)\n", "\n", - "params = torch.tensor([logint, -2.3])\n", - "eg_cmd = sw.sample_cmd(params, model = 'spl')[1]\n", - "\n", - "\n", - "# RESET \n", - "#lmc_cmd = eg_cmd.copy()\n", - "\n", + "f,ax =plt.subplots(1,1)\n", "starwave.plot_cmd(lmc_cmd, bands = shortbands)\n", "starwave.plot_cmd(eg_cmd, bands = shortbands)\n", "\n", @@ -515,36 +469,34 @@ "id": "e5da9adf", "metadata": {}, "source": [ - "### Run Starwave" + "### Run Starwave to fit the fake LMC CMD" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "72f06efb", + "cell_type": "markdown", + "id": "7378f234", "metadata": {}, - "outputs": [], "source": [ - "posteriors = sw.fit_cmd(eg_cmd, cores = 1, n_sims = 100, n_rounds = 3, gamma = None, \n", - " gamma_kw = dict(q = 0.68, NN = 5, fac = 1))" + "#### Train the posterior" ] }, { "cell_type": "code", "execution_count": null, - "id": "ca8c98b9", + "id": "72f06efb", "metadata": {}, "outputs": [], "source": [ - "import sbi" + "posteriors = sw.fit_cmd(eg_cmd, cores = 1, n_sims = 100, n_rounds = 3, gamma = None, \n", + " gamma_kw = dict(q = 0.68, NN = 5, fac = 1))" ] }, { - "cell_type": "raw", - "id": "1f2af23b", + "cell_type": "markdown", + "id": "b80b0086", "metadata": {}, "source": [ - "res = sbi.inference.infer(sw.simulator, sw.prior, method = 'SNPE', num_simulations = 100)" + "#### Sample from the trained posterior and plot the results" ] }, { @@ -577,37 +529,6 @@ "posterior_samples = posterior.sample((1000000,), x = sw.obs)" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "2864d387", - "metadata": {}, - "outputs": [], - "source": [ - "from sbi.analysis import pairplot" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "05e01997", - "metadata": {}, - "outputs": [], - "source": [ - "_ = pairplot(posterior_samples, \n", - " fig_size=(10,10))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f9c9cc84", - "metadata": {}, - "outputs": [], - "source": [ - "import corner" - ] - }, { "cell_type": "code", "execution_count": null, @@ -616,42 +537,10 @@ "outputs": [], "source": [ "f = corner.corner(np.array(posterior_samples), show_titles = True, \n", - " labels = list(sw.param_mapper.keys()), title_kwargs = dict(fontsize = 14))\n", - " #truths = [logint, slope])" + " labels = list(sw.param_mapper.keys()), title_kwargs = dict(fontsize = 14),\n", + " truths = [logint, slope])" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "1ca61fc5", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f86baead", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "568964e6", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5aa842f6", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -671,7 +560,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:starwave]", + "display_name": "Python [conda env:starwave] *", "language": "python", "name": "conda-env-starwave-py" }, @@ -685,7 +574,25 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.11.4" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "389.8px" + }, + "toc_section_display": true, + "toc_window_display": true } }, "nbformat": 4,