From 59e63eb4cf0a192e08c76a381d73c6a61608ea18 Mon Sep 17 00:00:00 2001 From: BWHindman Date: Thu, 23 Jul 2026 12:28:08 -0600 Subject: [PATCH 1/3] Modified spectral_utils_tutorial.ipynb to demonstrate how to use the new TemporalFFT class to take temporal spectra. --- post_processing/spectral_utils_tutorial.ipynb | 1319 +++++++++++++++-- 1 file changed, 1225 insertions(+), 94 deletions(-) diff --git a/post_processing/spectral_utils_tutorial.ipynb b/post_processing/spectral_utils_tutorial.ipynb index 2fbb94ddb..b1221fe51 100644 --- a/post_processing/spectral_utils_tutorial.ipynb +++ b/post_processing/spectral_utils_tutorial.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This notebook demonstrates how to use the methods in the spectral_utils.py utility. There are four classes (SHT, Fourier, Legendre, and Chebyshev) that are used to perform their respective transformations between physical and spectral space, and to perform angular and radial derivatives.\n", + "This notebook demonstrates how to use the methods in the spectral_utils.py utility. There are five classes (SHT, Fourier, Legendre, and Chebyshev, TemporalFFT) that are used to perform their respective transformations between physical and spectral space, and to perform angular and radial derivatives.\n", "\n", "# Contents\n", "1. [Generate sample data](#sample)\n", @@ -30,17 +30,24 @@ "4. [Radial transforms and derivatives](#radial)\n", " 1. [Chebyshev transform](#cheby)\n", " 2. [Radial derivatives](#ddr)\n", + "5. [Temporal transforms](#temporal)\n", + " 1. [Generate time series data on a regular temporal grid](#timeseries)\n", + " 2. [Temporal FFT of Shell Slices](#temporalFFTslices)\n", + " 3. [Temporal FFT of Shell Spectra](#temporalFFTspectra)\n", + " 4. [Using spectral filters to extract a single mode](#spectral_filtering)\n", + " 5. [Temporal FFT on a Nonuniform Grid](#nonuniform)\n", "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import the relevant utility\n", - "import spectral_utils\n", + "import spectral_utils_float64 as spectral_utils\n", + "from spectral_utils_float64 import TemporalFFT\n", "\n", "# import Shell Spectra/Slices classes from Rayleigh\n", "from rayleigh_diagnostics import Shell_Spectra, Shell_Slices\n", @@ -50,6 +57,7 @@ "import matplotlib.pyplot as plt\n", "from scipy.special import sph_harm\n", "from scipy.special import chebyt\n", + "from scipy.signal.windows import gaussian\n", "\n", "# plotting nonsense\n", "from matplotlib import gridspec\n", @@ -57,7 +65,7 @@ "from matplotlib import cm,colors\n", "plt.rcParams['image.cmap'] = 'seismic'\n", "plt.rcParams['image.origin'] = 'lower'\n", - "plt.rcParams['image.interpolation'] = 'none'" + "plt.rcParams['image.interpolation'] = 'none'\n" ] }, { @@ -72,9 +80,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fakedata = True\n", "sample_slice_name = 'sample_slice'\n", @@ -109,7 +138,7 @@ " sample_spectrum = transform_SHT.to_spectral(sample_slice, th_l_axis=0, phi_m_axis=1)\n", " xlim=10\n", " norm=None\n", - " \n", + "\n", "\n", "else:\n", " # read in sample shell slice \n", @@ -195,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -215,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -232,9 +261,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot and compare the transformed spectra to the matching slice\n", "fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(16, 8))\n", @@ -270,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -290,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -310,9 +360,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# calculate power\n", "power = sample_slice_to_spectra.real**2 + sample_slice_to_spectra.imag**2\n", @@ -354,7 +425,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -374,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -391,9 +462,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -415,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -431,9 +523,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "power = sample_spectra_LT.real**2 + sample_spectra_LT.imag**2\n", "\n", @@ -460,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -476,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -492,9 +605,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -516,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -532,9 +666,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot the power to see if it makes sense\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", @@ -558,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -574,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -590,9 +745,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -616,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -634,9 +810,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "power = sample_spectra_FT.real**2 + sample_spectra_FT.imag**2\n", "\n", @@ -681,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -697,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -713,9 +910,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "power = l_derivative.real**2 + l_derivative.imag**2\n", "\n", @@ -739,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -748,9 +966,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "power = m_derivative.real**2 + m_derivative.imag**2\n", "\n", @@ -775,7 +1014,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -791,7 +1030,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -807,9 +1046,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "power = m_derivative.real**2 + m_derivative.imag**2\n", "\n", @@ -834,7 +1094,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -853,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -869,9 +1129,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -954,7 +1256,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -1006,9 +1308,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Sample radial data')" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# generate radial grid\n", "radius = cheb.radius\n", @@ -1035,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -1051,9 +1374,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot the decomposition\n", "reconstructed = np.zeros(np.shape(to_spectral))\n", @@ -1085,7 +1429,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1094,9 +1438,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(radius, rdata, label='original')\n", "plt.scatter(radius, to_physical, label='transformed', color='orange')\n", @@ -1114,7 +1479,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -1123,9 +1488,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(radius, ddr_physical, label='Chebyshev d_dr')\n", "plt.scatter(radius, np.gradient(rdata[:,0], radius), label='numpy gradient', color='orange')\n", @@ -1141,7 +1527,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1150,9 +1536,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Coefficient')" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fh95Bz7Y1WchnVNw9D9quH4c3vyPSCwMVojIVvfTj8CWPfPv8IjMqDp2H/iLnQRRfp7IyRsbSVR8Xkd0xUCEqU2+RqX5xge51aKp/thODBTFP0UQGY7lGeU5S7DwEfV7MqfXnfsaZ7wkiPTFQISpDIp1FNKG2gp+1iDR34RqMJ5HJOq87bbFFpPVBH0J+9SPHics/xc6D+j3O3gFFpCcGKkRlEIWQQZ8HDaGpu9IKLeEgPBKgKMBg3FkH0WVlBYMxUaszcyZBkiRHL/+I4Gu2eQCcX1hMpCcGKkRlyF+UQpCk6ZucAYDXI6E17MzeGYOxJGQF8EhqQDabDof2EFEUpeBAwiIyKg6vWyLSEwMVojIUW0grOHXHi5iHlnAQ3hm60gr5jIqz5iGSyCCZO3RytpolwLnzQFQNDFSIylBsIa3g1ILaYgtIhTatNsNZ89Cfm4f6kA8hv3fW73d6E0AiPTFQISpDsT0zBKf2UskXkLo7s1T2PLCYlmhWDFSIyiDqEWY7kFBod+jBhGIeZmt6Jzj1YMLCmqViOLmomEhvDFSIylD6hcmZRaSlLv04tZi2r8SMSuE8sDst0cwYqBCVob/UYtp60TbdWal+kRFoKzmT4Mx5mO0kbUHMw1g6i1gyU7VxETkBAxWiMhTbNl5w7NJPmQHb0GgayYxzutOWOg81AS/qg75xP0tEU2OgQlSiVEbGsVzjtlKLafujSciyc1L9/UWeIC3MqfUj4FU/dpxUpyKKYoutWQKAtgZ2pyUqBgMVohL15zqx+r0SmnJntsxGXMAysoJjo87oTivLStEnSAuSJGlz4aRMQqnzAIwPXoloegxUiErUp2URZu9KK/i9HrTUBXI/74wL09BoCplcdqi1iK60QrsDC2r7SswsAfmgxknzQFQNDFSISqQVkJZwUSr8fqcUkop5aK4LIOAr/qPEaYXF8WQG8dxp0MUW0wLO7a1DpDcGKkQlKrVwUnBaQW3Z8+CwHiLi96gNeBEOznxAZSGnzQNRtTBQISpRX4nt84V8LxVn3EGXU0AK5OfBKUWk5Sz7APn3j1PmgahaGKgQlaiUU3ILOe18l1KPERCcdnJwb5nz4MSiYqJqYKBCVKJ8V9rS7qCdVjwpMgmlzkO7Q+eh1AybeD/0O2QeiKqFgQpRicrOJDiseLL8GhVnZRL6K3w/RJMZjKWc0/yOSG8MVIhKVO6uH6cteZTaNl4QF/TBeBKZrKz7uIxWapdiIRz0ocbvzT2HM4JXomowNVD5+te/DkmSxn3NnTvXzCERzSiTlTEQK+/CpO3ycMhBdKUeSCi01AXg9UhQFGAgZv/md+XOgyRJjgteiarB9IzK6tWrcfToUe1r586dZg+JaFqD8RQUBfBIQEtdeX1UUlkZI2PpagzPMIqioLfMomKPR0JrONf8zgGZhHLnQf0Z7vwhmk3xm/6rNQCfj1kUsg1RANoaDsLrKa4rrRDye9FY48fIWBp90STm1AaqMURDRMYySGXUZZtSM0uAelHvjSQdUVBbblExMD7LRkRTMz2j8uabb6KzsxOLFy/GRRddhP3790/7vclkEpFIZNwXkZHyO35Kv3sGCnup2PvCJOahIeRDKFdnUYoOhyx5JNJZRBIZAGVmVBwyD0TVZGqg8nd/93d4+OGH8dxzz+Ghhx5CT08PTjvtNAwODk75/Vu2bEFjY6P21dXVZfCIye3K3eki5C9M9k71l1tIK7RpXVntPQ9ix0/A50FDTekJ6naHzANRNZkaqJx33nn45Cc/ibVr1+Kss87CL3/5SwDAf/7nf075/Zs3b8bIyIj2dfDgQSOHS6TVEpSz3AHkL0y9DsmolB2wabUZzpmHYg+oLMQTlIlmZ3qNSqG6ujqsXbsWb7755pR/HwwGEQyW98FIpIf81uQKl35sfgedLyCtLLNk94MJ9ZoHFtMSTc/0GpVCyWQSu3fvxrx588weCtGU+iq+MDnjIDoxD+XX6jhlHiqtWXLGPBBVk6mByr//+79j27ZtOHDgAF588UX84z/+IyKRCC6//HIzh0U0rX6dimnt3jZdZIRKbXonaMW0tp+HygJXMQ/Do2kkM+xOSzQVU5d+Dh06hM985jMYGBhAW1sb3vve9+KFF17AwoULzRwW0bQqLqZ1yNJPpcW0IpPQH0tClhV4StzqbRWVzkNjjR8BnwepjIz+aBILmmr1HB6RI5gaqDzxxBNmvjxRSWRZyZ/rUm4xbUO+mFZRlLIKMK2gv8KArTUcgCQBWVnBYDxVdmbGbOUepyBIkoS2cBCHh8fQx0CFaEqWqlEhsrJjoylkZAWSpDZ8K4e4sI+ls4glM3oOz1Da7qcyL9A+rwctdfbvTttX4TwABVvWWVBLNCUGKkRFEvUUzbUB+L3l/dOpC/oQDqqJTLsWUMaSGYzmTvstd8kDKOylYs95APJjL7dmCXDeadJEemOgQlQkrWdGBRclwP7dacWdf13AqwVd5RCFpHYtLE5lZByLq4cqVpJREUGOXd8PRNXGQIWoSJUW0gptNi+orbSAVLB7YbE4RdvnkdBUwblNdp8HompjoEJUJD3qEYCCXio2vYOutIBUsHuX3sJ5qGTXEnupEM2MgQpRkfoq3PEj2P0OWr+AjfMAAG1ad1oGKkRTYaBCVKR8V9rKljzsfnKwHgWkgP2LSHt1XgKz+3ECRNXCQIWoSH1aV1p9ljxsu/TDJTAAQL9O8yACvsF4CpmsXPG4iJyGgQpRkSo9kFCw/dKPzktg/VG1+Z3d5IurK3s/NNcG4PNIUBRgIJbSY2hEjsJAhagIiqJUfCCh0G7zc270ukCLYtxUVsbwaLricRlNr4DN45G0BoJ2DV6JqomBClERRsbSSOXS8pXudhEZmWgyg7GU/Q6i02vpJ+jzYk6tX31OG9apaH11dGj/386CWqJpMVAhKoK4kDbW+BHyeyt6roaQDyG/J/e89rqDTqSziCTU1v+VFpEC9l4GE0FFpUXFgL3ngajaGKgQFUGvZR9APYjOrr0zxDwEfR40hCo/09SuhcVZWcFgTL/3RJtN54HICAxUiIqQ3/FT+d0zYN82+vljBIK6nPzcbtOt2oOxJGQF8EhAS5kHVBay+5Z1ompioEJUBL3a5wv5mgR7pfr1KqQV8t1p7TkPLeEgvBV0pRXEPLCXCtFkDFSIiiAupG0V7vAQ7Lv0o18BaeHz9NttHnQspC18Hru9H4iMwECFqAi6ZxJs2j6+V6eutIJt50HHQlrAvhk2IiMwUCEqQr+OxbTq84hUv73uoEVNTaVbtAX7Zpaq834YiKWQle3X/I6omhioEBWBxbQqvZc8Ogqa39mpO63e89AaDkCS1N1Ex+LsTktUiIEK0SwURalaMa3dljz6dTqITxCZhLF0FrFkRpfnNIJ2nIJO8+DzetBSZ8/3BFG1MVAhmkUsmcForoNspe3SBXGBHhpNI5mxT3davQO2moAX9UG1H4udurLqPQ+Fz2W3ZTCiamOgQjQLceEIB32oDVTe5AwAmmr98HvVba12qVNJZWRtWUKvJTAgv5PKTpkEsftJz3nInwFln3kgMgIDFaJZ6F04CdizO21/rhOr3yuhKXdGjx7stkVZlpX8Elg1Mio2yiwRGYGBCtEsCrux6qnNZhcmcaffFtanK60gshJ2mYeh0RQyuZ05rTp0pRW0ebBJwEZkFAYqRLPo17mHipDPJNgj1a93AalgtwP5xDw01wUQ8On3EWq3eSAyCgMVoln06tyNVcg3+bLHHXQ1CkjV5xNt9N09D202WwokMgoDFaJZaBcmnZd+8jUq9riD7q9ywGaXedCWwKo1DzYJ2IiMwkCFaBb5Ylp9lzzsdmKu3m3jhTabbcvt0/kYAaGwqNhOze+Iqo2BCtEsqlVMq2VUbHIHrXc3VkFc8PvtMg9VyiyJgC2VlTE8mtb1uYnsjIEK0Sz0PpBQsGsmQf+ATX2+aDKD0ZT1u9NWq0Yl6PNq277t8p4gMgIDFaIZjKWyiCbUi6fuF+jc8w3Gk8hkZV2fuxqqFbCFgz7U+L3qa9ggq9Kn8zEChexWt0RkBAYqRDMQF4yQ36O1etdLS10QHglQFPXUXCvLZGUMxqqTSZAkqaCg1g6BSnWWfgD77QQjMgIDFaIZFGYR9GxyBgBej1Sw/GPtO+jBeAqyAngkoEXHJmeCXXqIKIpStaJiALZ5PxAZiYEK0Qz6tIuS/hdnwD4FtWJ8reEgvB59AzYgv4xi9XmIjGWQyqjLdHpvTwbs16WXyAgMVIhmkE/z63/3rD6vPZY8qrXzSbDbPDSEfAjl6mr0ZLdzj4iMwECFaAYizV+Nu2egsCbB2qn+ahXSCvnMkk3moQrLPgCLaYmmwkCFaAbVziTYpW16NU6QLmS3jErV5oHFtESTMFAhmkG1DiQURO2L1Q8m7NUCtiplEmzSRr+ahbTA+KJidqclUjFQIZpB9TMJzKioz8t5UJ9XnYdEWkY0af3md0RGYKBCNANxh1/1O2iLp/r7q7zkITJLw6NpJDPZqryGHsT7oVo1SzUBL+pDar8eq78niIximUBly5YtkCQJ119/vdlDIQIAJDNZDOXOXKl2TUJ/LImsbN1Uf7WLSBtr/Aj41I8jK1+gqz0PgH16yhAZxRKByksvvYQHH3wQJ554otlDIdKI+pSA14M5uTNY9NYaDkKSgKys4Fjcmt1pZVkpqNWpTsAmSRLawtYvqK32PKjPHRr3WkRuZ3qgEovFcMkll+Chhx5CU1OT2cMh0ogLZlt9UPeutILf60FLXSD3eta8gz42mkIml+2p1pIHUJBdsug8APlt5NVaCgTss2WdyCimByqbNm3CRz7yEZx11llmD4VonL4q91ARrL5FWcxDS10Afm/1PjKsvkU5lsxgNKXWz1Q3o2KPuiUio+h7ylqJnnjiCbz88st46aWXivr+ZDKJZDL/jzcSiVRraETanX212ucL7fVB7D4K9Fv0wlTtAlLB6u3jRTO6uoAXdTofUFlImweLBmxERjMto3Lw4EFcd911ePTRRxEKFZdG3bJlCxobG7Wvrq6uKo+S3Kw3Ut0eKoK4g7Zqqt+IAlKA8yDwYEKi8coKVG6//XaMjo5OenxsbAy33357Uc+xfft29PX14ZRTToHP54PP58O2bdvw3e9+Fz6fD9ns5C2KmzdvxsjIiPZ18ODBcoZPVJRqdyEV8s3OrHkHbUQBqfr81s4kFNYsVZPV54HIaGUFKrfddhtisdikx0dHR3HbbbcV9Rwf/vCHsXPnTnR3d2tfGzZswCWXXILu7m54vZMP/AoGg2hoaBj3RVQt+Ttog5Y8LHoHnS8grXKtjsUDtj4DCmmBgsDVoktgREYra6FVUZQpd0Hs2LEDzc3NRT1HfX091qxZM+6xuro6tLS0THqcyAx9Bi/9WPcCbew8WHXXT59hmSX1+dXi3QxqA6aWEhKZrqR/AU1NTZAkCZIkYdmyZeOClWw2i1gshquuukr3QRKZwaiMirbrx6J30EYtgYlMxWA8hXRWruoOo3KIjEq15yEc9KE24MVoKou+SBKLWhmokLuV9C/g3nvvhaIouOKKK3DbbbehsbFR+7tAIIBFixZh48aNZQ/mD3/4Q9k/S6SnTFbGYNzoTEJy2mylmYwK2JprA/B5JGRkBQOxJOY11lT19Upl1DxIkoT2+iDeHhxFXzSJRa11VX09IqsrKVC5/PLLAQCLFy/GaaedBr+/Ot06icw2EEtBUQCvR9IaslWLKM5MZWUMj6bRVOXXK4WiKAVLHtUN2DweCa3hIHoiCfRFLByoVHkexGuogYo1l8GIjFRWTvEDH/gAZFnG3r170dfXB1mWx/39+9//fl0GR2QWcYFoDQfg8VQ3wxHyezGn1o/h0TT6oklLBSqRsQxSGfXfd7V3uwBqtqInkrBkvU6fQUXFQL6wuNeiy4FERiorUHnhhRdw8cUX45133oGijD9ITZKkKbcWE9mJUQWkQnt9MBeoJLB8br0hr1mM3lzA1ljjR8g/eSee3qx6IF8inUUkkQGQrymqJqvOA5EZygpUrrrqKmzYsAG//OUvMW/ePMutqRNVStzRG3H3DKgB0d7emOUKavMBm0HzYNHutGI8QZ8HDaHqF7eKwmKrdismMlJZ/+LefPNN/Pd//zeWLFmi93iILCHfNt64jIr6uta6MGk7fgwL2Kw/D0bcmFl1HojMUNb+v7/7u7/Dvn379B4LkWX0GpxJaLPoiblGFpAWvk4f5yH3utaaByIzlJVRueaaa/Bv//Zv6Onpwdq1ayft/jnxxBN1GRyRWfoNziR05C5M/Ra7g9aWftyeUTGwkBbIzzeLaYnKDFQ++clPAgCuuOIK7TFJkrQeECymJbsz/A66wZrFk71asze3z4PxxdUAMDKWRiKdNaSQmciqygpUDhw4oPc4iCzF8CJSix5E12/SPAzEUsjKCrxV3hpeLPF+MGKLNqDusgr4PEhlZPRHk+hqrjXkdYmsqKxAZeHChXqPg8gyZFlBf0zs+jG4mDZire60RrXPF1rDAUgSkJUVHIunDAsMZmP0PIjutIeGxtDHQIVcruzDNB555BGcfvrp6OzsxDvvvANAbbH/s5/9TLfBEZlhMK7ezUuSeuE0gljyGEtnEU1mDHnNYuTbxhsTsPm8HrTUWa+wuN/geQCsf0gjkVHKClQeeOAB3HjjjTj//PMxPDys1aTMmTMH9957r57jIzKcuHtuqQvAZ9DBeLUBH8JBNcFplR4i6um96r9tozIJha9lpcJio05OLiSWwVhQS25X1qfw9773PTz00EO45ZZb4PXmi7w2bNiAnTt36jY4IjOIi5JRPVQEqxWSioxGOOhDXdC4E3ytNg+pjIxj8RQA45YCAevNA5FZygpUDhw4gPXr1096PBgMIh6PVzwoIjMZXUAqWC2TYHRBsVBYr2MFol7J75XQVGvcQaxWmwcis5QVqCxevBjd3d2THv/1r3+NVatWVTomIlOJO1ijemYI+WZn1rgw5bvzGjsPImthlR1QoodKW9iYrrRCu8XmgcgsZeVzb7rpJmzatAmJRAKKouCvf/0rHn/8cWzZsgU//OEP9R4jkaF6DT6QUBB30FYpIjWjgBSw3jxoS4EmzQMDFXK7sgKVz3/+88hkMviP//gPjI6O4uKLL8b8+fPxne98BxdddJHeYyQylNHn2wj5mgRrXJjMKCAF8rVBbp+Hdq1bsTUCNiKzlF0hd+WVV+LKK6/EwMAAZFlGe3u7nuMiMo1ZF6b8koc1Lky9BreNF0TAZp1aHXPnYSCWQjorw2/QDjQiq6n4nd/a2urqIGV4NIU3e6NmD4N0lO9Camyqv81iqf4+k5fA+qNq8zuzmTUPzbUB+HKdeQdi1nhPEJmh6IzKySefjN/+9rdoamrC+vXrZywqe/nll3UZnB1c8/greP6tQfzy2jOwYm6D2cOhCimKot3Jm1VM22+xYlrjl37U10tlZQyPptFUZ0zTvemYNQ8ej4S2+iCOjiTQF0liXmONoa9PZBVFByof//jHEQyq/1AvvPDCao3HVtJZGS/uP4asrODF/ccYqDjA8GgaqawMwPjdLiLVH01mMJrKoDZgXO+SqeS70ho7D0GfF021fgyNptEbTVggUDFnHgA1ODo6krBMlo3IDEV/Et56661T/n83298f1y5qu49GTB4N6UFcEObU+hH0GXtibX3Qh5Dfg0RaRl8kiUWt5gUqY6ksogm1lb/RS2CAml0aGk2jL5LEirmGv/w4Rp+kXUid+xHL1C0RmaGsGpWXXnoJL7744qTHX3zxRfztb3+reFB2URicMFBxBrPS/IB6EJ1VeoiIeQj5PWgIGR8wWWUHVCYra/UhpmRUGsRWbWZUyL3KClQ2bdqEgwcPTnr88OHD2LRpU8WDsovC4OSNnigyuewK2ZdZhZNCvneGuXfQhVkEM05ybrPIPAzGU1AUwCNBOyzRSDyYkKjMQGXXrl04+eSTJz2+fv167Nq1q+JB2cWugkAlmZHx9iCPD7A7M+sRAOt0pzWrfb6gZZYsMg+t4SC8HuMDNqvMA5GZygpUgsEgent7Jz1+9OhR+HzmFgAaSWRU6gJqLcOuo9ymbHeid4hZGRWRSeg1PaNiTtM7wTqZJavMAwMVcq+yApWzzz4bmzdvxsjIiPbY8PAwvvzlL+Pss8/WbXBW1hdNYCCWgkcCzl2tVvuxTsX++k1q9iZozc7MziSYWEBa+LpmZxIsMw9c+iEXKyv98e1vfxvvf//7sXDhQu0U5e7ubnR0dOCRRx7RdYBWtTuXPVnUWof1C5vw1CuHGag4gNl30B0WaR+vLf2YlUmwSDGtmAeje+oIhV16s7JiyvITkdnKClTmz5+PV199FT/5yU+wY8cO1NTU4POf/zw+85nPwO837hh0M+06ogYlq+Y1YNW8hnGPkX2ZfgfdYLElDwsUFSuKYkpBL5BfgjNjizYAtNQFIEmArACD8aRp/z2IzFR2QUldXR2+8IUv6DkWWxHZk5XzGrBibj0kSb3IDcaSaAmbc/dFlVEUxfw7aKtlVMxaAsvNQyItI5rMoCFkzg2Q2fPg83rQGg6iP5pEX4SBCrlT0YHKM888g/POOw9+vx/PPPPMjN/7sY99rOKBWZ0IVFbNa0Bd0IeFzbV4e3AUu49GccZSBip2FE1mMJbOAjA/kzA8mkYinUXIb2zTOcHsJbCagBf1IR+iiQz6IgnTApV+E/vqCO31aqBilUMaiYxWdKBy4YUXoqenB+3t7TO20JckCdlsVo+xWVYincX+AXUr8srcss/KeQ25QCWCM5a2mjk8KpO4e64P+lATMCdAmFPrR8DrQSoroz+aRFdzreFjSGVkDI2mAZgXsKmvHcwFKkksaa83ZQz57ermzsPrMH85kMgsRe/6kWVZOyVZluVpv5wepADA3t4osrKC5rqAtkSg1amwoNa2xIWgzaQsAqAG+mafotyf68Tq90poqjWv5szsZTBZNu+AykJiHtidltyq6EClubkZAwMDAIArrrgC0ah7e4bk61PqtSI/kVnhzh/7MntrspDf6WHOHXRhLxmzilgB8wuLj42mkJEVSJLa8M0sZs8DkdmKDlRSqRQiEfUi/J//+Z9IJNz7j0ZsTV5ZcFryyk71/+/riyGZcX5WyYnMbp8vmN3kS8yD0adHT6TNg0mZBPG6zbUB+L1ltZzShdnzQGS2omtUNm7ciAsvvBCnnHIKFEXBtddei5qamim/9//+3/+r2wCtaFfBjh+hszGEhpAPkUQG+/piWN3ZaNbwqEzijtXMND9QmOo352bACgWkQL59fK9ZAZu2NdnsDJs1doIRmaXo24RHH30U559/PmKxGABgZGQEQ0NDU345maIo+R0/nflARZIk7c/sp2JPvVbLqJiVSTD5vCNBq9UxKWCzQiEtUHgwIQMVcqeiMyodHR345je/CQBYvHgxHnnkEbS0tFRtYFZ1aGgM0UQGfq+EE9rC4/5u5bwGvLD/mLY0RPZi9pZcocPkO2itl4zpAZv6+mZdoLVCWstkVMxtfkdklrKKaT/4wQ8iEAhUbVBWJrIpS9rrEfCNnz4W1NqbCAzMTvW3mdw+vtciAZvZbfS1omKzM0u5Qt50VtG2jRO5CYtpS6QV0s6b3NdBbFHe3ROBoiiGjosq12+xpR+zdv1Yrag4lsxgNJUx/PWtMg8Bn0fbJs6dP+RGLKYtUWFH2omWtIfh80gYHk2jJ5LAvMap54esZzSVQTSpXgytUkw7GE8hnZUN33FilcxSOOhDbcCL0VQWfZEkFrWWfeJHWfosUlQMqMuBQ6Np9EWSWDHX7NEQGausYlpJknQppn3ggQdw4oknoqGhAQ0NDdi4cSN+/etfl/WLGGXXDIFKyO/V6lbcVlD7zI4j+Nh9f8bBY6NmD6Us4u65xu9FOGjsBXGilroAvB4JigIMxIxd9shkZQzGrVFMK0mSFiSYsQPKKkXFAExvAkhkJlOLaRcsWIBvfvObWLJkCQB1SenjH/84XnnlFaxevbqi566GaCKNd3MX4pVTBCrq4/XY0xvF7qMRfHhlh5HDM9VDf9yPnYdH8P+9fAjXn7XM7OGUrPCiZHaxoscjoS0cRE8kgb5I0tDM3GA8BUUBvB4JLXXmX6Db60N4e3DU8Au0oiimn6RdyOwt60RmKiunfODAAS1IqaRW5YILLsD555+PZcuWYdmyZbjzzjsRDofxwgsvlP2c1bSnR61PmdsQQlPd1MXE+YJa9+z8SaSz2pLYjoPD5g6mTFZK8wPmFZKKC2FrWM3qmM2swuKRsTRSGVkdgwXeE/luxcyokPuUFajIsoxvfOMbmD9/PsLhMPbv3w8A+OpXv4r/83/+T1kDyWazeOKJJxCPx7Fx48YpvyeZTCISiYz7MlJh6/zpiF4qbtr5s+toBBlZLR7ecWjEloXEVimcFPLdaY29g+Y8IPd66jw01vhNO8G6kFnzQGQFZQUqd9xxB3784x/j7rvvHrdNee3atfjhD39Y0nPt3LkT4XAYwWAQV111FZ5++mmsWrVqyu/dsmULGhsbta+urq5yhl+2XVM0eptIZFQODMZN2alghsIsyrF4CoeGxswbTJmsVI8AAG3iQD6Dm771WeS8I0H0lOk3eh4i1pwHttEnNyorUHn44Yfx4IMP4pJLLoHXm7/bOPHEE/HGG2+U9FzLly9Hd3c3XnjhBfzrv/4rLr/8cuzatWvK7928eTNGRka0r4MHD5Yz/LLt0rYmTx+otIaDaKsPQlGAN3rcsfzz6qGRcX/ecWjYnIFUoK/gID4rMC+TYI3eIYJWTMt5AMBiWnKnsgKVw4cPawWwhWRZRjpdWkOiQCCAJUuWYMOGDdiyZQtOOukkfOc735nye4PBoLZDSHwZJSsr2NMz+Yyfqbit8ZvIqCxsqR33ZzuxaibBvIyKVQI2c+fB7O68gjYPue60RG5SVqCyevVq/OlPf5r0+H/9139h/fr1FQ1IURQkk9a7a3h7MI5EWkbI78GilroZv1fUsLghUBkZTWP/QBwAcOl7FwIAdhwcmelHLIl30CptycMq82BSMa12grTF5iGRlhFJuGNJmUgoq2HErbfeiksvvRSHDx+GLMt46qmnsGfPHjz88MP4xS9+UfTzfPnLX8Z5552Hrq4uRKNRPPHEE/jDH/6AZ599tpxhVZXoi7JibsOsuyFEjxU39FJ59fAwADWbcubyNtzxy93YeXgEmawMn8GNyiphuUxCg8lLP1aZh1zANjKWRiKdNaywtddi8xDye1Ef8iGayKA/mkBjjd/sIREZpqwryQUXXIAnn3wSv/rVryBJEr72ta9h9+7d+PnPf46zzz676Ofp7e3FpZdeiuXLl+PDH/4wXnzxRTz77LMlPYdR8jt+Zl9uEoHKGz1RyLKz07RimeekBXNwfGsY4aAPY+ks3uyLmTuwEiQzWQznzlAxuyutIC6QA7EUsga+h6xWRNpY49fO1DJya26/xeYBYEEtuVfZLTjPPfdcnHvuuRW9eLlbmc2Qb50//dZkYXFrHQI+D0ZTWbx7bBSLWmdeKrKz7twyz0ldc+DxSDhxQSOef2sQOw4OFxXUWYH44A/4PJa5U20NByBJam3UYDxpyJ29LCtaJ1yrLP2I7rSHhsbQF02gq7nWkNe1Wl8dQB3Lvr4YC2rJdSrKzW/fvh2PPvoofvKTn+CVV17Ra0yWtLuIHT+Cz+vB8g7n16koioLuXEZlXVcjADVgAey180c72yZsfldawef1oCXXVNCoO+hjoylkZAWSpO5eswqtXsfATEJ+u7o1ln4A9lIh9yoro9LX14eLLroIf/jDHzBnzhwoioKRkRF88IMfxBNPPIG2tja9x2mqY/EUenLbV1cUmSVYNa8BOw+PYNfRCM5bO6+awzPN0ZEEBmJJeD0SVnfmApUFcwDkMy120G+xQlqhvT6EgVjKsCUPEQi01AUMPwhxJvkdL8bMg3paczb32tZ5T4igqZdLP+QyZX0aXXPNNYhEInj99ddx7NgxDA0N4bXXXkMkEsG1116r9xhNJ7IiC1tqiz6wzg07f0R9yoq59VqR47pcRmVvb9Q2De+stjVZMLqgVhSQtlmkgFQwfB5yNyXhoA91Jh9QWYi9VMitygpUnn32WTzwwANYuXKl9tiqVavw/e9/3/KnH5dDK6SdW3zNhRvO/OnOLe+I5R4AmNsYQkdDEFlZwes22fUkMgkdFkrzA8YveVixgBQwvojUagXFQrs2D1z6IXcp+6wfv39y0aHf74csyxUPymp2lbDjRxBLRIeHxzAyWloTPLsQGZV1ueUeQSz/2KXxW2/EeoWTQMGJuQZlEqxYQArkDwXsNWoJTMssWWsexH8XHkxIblNWoPKhD30I1113HY4cOaI9dvjwYdxwww348Ic/rNvgrEJkRWY642eixho/FjTVAMgHOk6SlRXsPJTf8VNI/LnbJoGK1XqoCNqSh1GZBIuddyTkM0vGBGz9FiykBbj0Q+5VVqBy3333IRqNYtGiRTjhhBOwZMkSLF68GNFoFN/73vf0HqOpUhkZ+/rEjp/ZtyYXcnIr/bf6Y4insqgNeLGkPTzu79bZbOePtuvHchdoY4tIrbsEljuY0LCMimifb7H3Q+6/SyyZQTxpj/ovIj2UVSnW1dWFl19+GVu3bsUbb7wBRVGwatUqnHXWWXqPz3T7+mJIZxU0hHyYP6empJ9dOa8BW3f1OjJQEdmStfMbJ3XqXbtA3QF08NgYBmNJtFhoq+tU+i265CEyG0ZdoHstPg+D8RTSWbnqO5K0pUCLBa7hoA+1AS9GU1n0RZNYbKFCX6JqKulf/O9+9zusWrUKkYh64T377LNxzTXX4Nprr8Wpp5467RlAdiaCjBXzGkrusSGaw+3ucV6gotWnTFj2AYCGkB8ntKlN7iaerGw16ayMwXgKgAWXfgr6ZhhxEJ12vo3F5qG5NgBfLhgWDemqKV9Ma615AIxfBiOygpIClXvvvRdXXnnllKcWNzY24otf/CLuuece3QZnBfmOtKV3WV01T80s7O2JIZ11VpHxjil2/BSyS53KQCwJRQG8HklrsGYVopgznVUwVOWCbEVR8rUZFsuoeDxSvqDWgHodqxYVAwU7f1inQi5SUqCyY8cO/P3f//20f3/OOedg+/btFQ/KSnZVEKgsaKpBOOhDKitjf39c76GZJpHO4o1cgfF0gYpd6lS0LEI4CM8sh00aLejzYk6turuu2j1ERsbSSOWCaavtdgGMzSRYtagYYEEtuVNJgUpvb++U25IFn8+H/v7+igdlFYqilHQY4UQej4QVc53X+O31IxFkZAWt4SA6G6dOjxduUTZi2aJcVr4oAUBHvTE9RMQ8zKn1G3ZCcSnaDCosHktlEU2ohapW2/UDFBRYc+mHXKSkQGX+/PnYuXPntH//6quvYt4857SL740kMTSahtcjYWlHePYfmIITd/7sKDjfZ7q6nRXz6hHwejA0msbBY2MGjq40Vk7zA4VdWat7gbZqLxnBqHkQ74eQ34N6CxarGjUPRFZSUqBy/vnn42tf+xoSicnR/NjYGG699VZ89KMf1W1wZhPBxfGtdWXfZYreK07qpaLVp0xo9FYo6PNiZe5377bw8o9VC0iFNoMOorNyASlQ2OysyvNQ0FPHKgdUFuLBhORGJd0yfOUrX8FTTz2FZcuW4eqrr8by5cshSRJ2796N73//+8hms7jllluqNVbDafUpJTR6m8jJGZXp6lOEdQsasePgMHYcHMbHTuqs/sDKID7wOyy69NNu8NKPVTMqHQYdyGfV9vmC0ccJEFlBSYFKR0cHnn/+efzrv/4rNm/erNUeSJKEc889F/fffz86OjqqMlAzlNM6f6LlHfXwSMBALIW+aMKyd6zFGh5N4e3BUQDAibl+KdM5qWsO8Jd3LN1K3y6ZhKpnVETbeMsGbMbOg1VrllhMS25U8iLswoUL8atf/QpDQ0PYt28fFEXB0qVL0dTUVI3xmaqSQlqhJuDFotY67O+PY/fRqGUviMXakeuLsri1DnNqZ97OKzIurx0ZMaRRVznskkkwKqPSYdH3p/GZJWvPw8hYGol01pKFz0R6K/vK0dTUhFNPPRXvec97HBmkjKYyODCgbikutXX+RE5a/tGWfWbJpgDA4pY61Id8SKRl7O215inSlr+DNqqI1KLdWAUxroFYElm5ervIrNqVVmio8SHgUz+2eTghuYX1bnEtYk9PFIoCtIaDFd9diR4su444KFCZpT4FULdn57cpW69DbVZWMBCzZldawajutFbPJLTUBSBJgKwAg/HqXaD7LT4PkiSxoJZch4HKNMSJyZVmU4B8oGL3jIqiKLN2pJ3opC4182LFOpVj8RSysgJJAlrD1upKK4gLZiItI5KozkF0iqJYvojU5/WgNVz906StPg8AC2rJfRioTKOS1vkTiaWf/QNxJNLZip/PLIeHxzAQS8HnkYqeFy2jYsEtyiLN31IXhM+C9TOAWuMk+nlUa2tuLJnBWO59adUlD8CYglqrLwUCLKgl97Hmp7MF6FFIK3Q0BNFU60dWVvBmb6zi5zOLWL5ZOa+h6CI+0Up/b2/UckfTW/Vsm4m0OpUq3UGLC1590IfagPWanAn5NvrVmYdURtbOVLJqUTHAXirkPgxUpiDL+db5lfRQESRJKmj8Zr1ajWLll31mL6QV2htCmNcYgqwArx221u9uh7tnoGDHS5XuoLWmdy6fh/7cycwBr0c7Y8mK2g3qKUNkFQxUpnBwaBTxVBYBnwfHt9bp8pwr54o6FWvufilGt7bjZ05JP2fV5R871CMAhTt/qnMHbfVjBIRqz4NYCmyrD1qyK63QxqUfchkGKlMQ2ZRlHWHdahfEEpJdW+lnsjJ25nqorCuykFYQhbdW2/mj9Q6x4OFzhUQAUa07aKs3vROqnUnIH6dg7YAtX0zLpR9yBwYqU9gldvzMrXzZRyjspWLl04Sns68/hrF0FuGgD8e3lXZAo1gq6rbYzh+rH8QnVH3pxy4ZlSpnEvptNg/so0JuwUBlCnoW0gpL2sPweyVEExkcGrLuacLTEduL185vhNdTWlp87fxGSJK6a8hKH67igmfVAwmFfDFttZZ+7JVZ6uc8AAAG4ymks7LJoyGqPgYqUxCN2fQopBUCPg+WtKs9WezYT6U7t2xTbP+UQvUhP5bksjCvWqhORdv1Y5Mi0moFedrSj9XnIRdA9MeSVclK2qVmqak2AF/uZsFKgT9RtTBQmWBkLI3Dw2rGQ8+lHyDfPM6OBbUio7KuhB0/hfJ1KsP6DKhCiqLYb3tylS5KvdF8EamVteUavqWziraNWE+9NtkF5vFILKglV2GgMsEbuWzH/Dk1aNR5i6JdO9SOpbLYkzurp5yMSuHPdR+yRkHt8GgaqVza3OoXaBFIxZKZqvSi6bdJMW3A50FT7t9kNXb+2KWoGCjsKcOCWnI+BioT5OtTKm+dP9Eqm+78ef3ICLKygvb6IOaWuX6/TjvzZ9gSxcTi7rmp1o+gz9on0IaDPtTkGuzpfQc9lsoimgt+rJ5JAPL1I9XY+ZOvWbL+PIhlMGZUyA0YqEywS8fW+ROJ4tx3j40imtA/dV0t3QUHEZbbX2L53HoEfB6MjKXxzuCojqMrj53uniVJQkeVCmpFZqLGn2/Vb2VtVcokZLKydtih1YtpAbbRJ3dhoDJB/jBC/QOVprqAlpHY02OfOpUdZfZPKRTwebA6V5xshcZvfTYppBWqtUW5cB6s3ORMqNY8DMZTUBTA65HQUmfNAyoLafPApR9yAQYqBTJZWavFqEagoj6v/Xb+7CizI+1E4uet0E+lzyYFpEJblQpq7dJLRhCBpd67XcQ8tIYD8JS4/d4M1S6wJrISBioFDgzEkcrIqAt4cVxzbVVeI3/mjz0ClWPxFN49pi7VrF1Q3o4fYZ2Fdv7YaekHqN5BdJwHFeeByLoYqBQQwcOKeQ1Vu6vKt9K3x9KPWKY5vq0OjTWV7YISO39eOxIxvVGV+IDvsNvSj85FpHYqIAWqV0zbZ5Ot6kK+jT4zKuR8DFQK7Krijh9BBCp7eiLIyubvfpmN1j+lwmUfAFjUUouGkA+pjGx6jQ7voDHu+exTq8N5APLzMBBL2uJzhKgSDFQKVLOQVljUUoeQ34NEWsbbg/GqvY5edhTs+KmUJEn5fiomL//YrZi2WnfQotajwzYBW34e9Nzmns+o2GMeWsJBeCRAVoDBGLMq5GwMVApU44yfibweCStyHW9Fq36rUhRF2/GjR6ACWKNORVEU2xzEJ1SreFIrprVJwCbGmczIiCT0a37XZ7N58HoktIRZUEvuwEAlpz+aRH80CUkCVsyt3tIPMP4kZSs7NDSGY/EU/F5Jt+UwsfPHzC3K0WQGibRaI2OXO2gRUI2MpZFIZ3V7XrtlEkJ+L+pDar+Xfh2Xf+w2DwALask9TA1UtmzZglNPPRX19fVob2/HhRdeiD179pgyFhE0LG6pQ22guo2vVtlki7JYnlk1r0G37q0n5s4KerMvhlgV2sEXQ9w914d8qAlYuyut0FjjR8Cn/nPVa2tuMpPFcO7MHLtkloDqFNTa5UDCQiyoJbcwNVDZtm0bNm3ahBdeeAFbt25FJpPBOeecg3jc+NoNI5Z9hHxGxdo7f/SsTxHa60OYP6cGigLsNOncHztelCRJ0g7l0+sOWgQ8Aa8Hc3Q+16qa9M4kyLKCgZi9apYAdqcl9zC1Z/azzz477s8/+tGP0N7eju3bt+P973+/oWOp5hk/E63IBSo9kQSOxVNotmgnTLE8U2mjt4lO6mrE4eEx7Dg0jI0ntOj63MWwY5ofULdSHx4e0+0OunBrsh260gr5A/n0mYdjoylkZAWSBLSG7Reo9LI7LTmcpWpURkbUO+zm5uYp/z6ZTCISiYz70ssuAzMq4aAPC1vUhnJWXf7JZGXsPKxvIa1wUsEBhWaw21ZUQe/28VpmyW7zoPOBfGIeWuoC8Hst9ZE4ozYeTEguYZl/lYqi4MYbb8QZZ5yBNWvWTPk9W7ZsQWNjo/bV1dWly2sn0lm81a8uN4nOsdW2cq61C2r39saQSMuoD/pwfGudrs99ksk7f+y49AMU7vzR5w7abjufBL2XPHq14xTslWHj0g+5hWUClauvvhqvvvoqHn/88Wm/Z/PmzRgZGdG+Dh48qMtr7+uLISsrmFPr1w4NrLZ8h1prBipi2efErkbdu/Sund8IjwQcGUmYcqhar+gdYoNTcgvlU/06Z1TsdoHWiml1qtWxaeAq3r/9XPohh7NEoHLNNdfgmWeewe9//3ssWLBg2u8LBoNoaGgY96UHbdlnboNha/WiFsaqvVT0OohwKnVBH5a2q7//DhMKakVwZJe28YLuSz82z6jotfvJ9vMQ07f5HZHVmBqoKIqCq6++Gk899RR+97vfYfHixaaMw8gdP4JYYnqrP4ZUxtxzb6YitiafWIVARX1edZuyGcs//TYtptWWfnS6g+6zeWbJ7fMgCn/TWQVDuW3mRE5kaqCyadMmPProo3jsscdQX1+Pnp4e9PT0YGxszNBxiKyGUfUpADB/Tg0aQj6kswr29cUMe91ijKYyeDM3pnU6F9IKWp2KCY3f7NY+XxCBlW6ZhNySR5vd5iEXUMRTWcR16MVj16LigM+j7Rjkzh9yMlMDlQceeAAjIyM488wzMW/ePO3rySefNGwMiqIYujVZkCRJ26ZstYLa14+oByZ2NAQxt7E6d5mFrfRlAw9ViyczWqM526X6cxfSwXhKl9On7brkEQ76UJtr1KfHMlivTecBYEEtuYPpSz9TfX3uc58zbAxHRhKIJDLweSQsaQ8b9rqA2vEVsF6gUs36FGH53HoEfB5EEhlDD2cUH+i1AS/CQVPbCJWsuTYAX66wudKsSiYrYzCeAmC/JTCgsDtt5ZkELbNkw3nQtmozo0IOZoliWjPtzi37LGkP69YmvlirLLrzp7sKHWkn8ns9WJNbajNy+Uc7fM5mTc4AwOORtLqESu+gB2IpKErucDuLNhycSZtOmQRFUQpqlphRIbIi1wcqIkhYZWAhrVB4OKGVqvZF4FCt+hQh30/FuJ0/du1KK3ToVFArln3awkHdt58bQa+C2pGxNFK5ZTS71agA+u+AIrIi1wcqZuz4EZZ2hOH1SBgaTet6wFolBmNJHDymFjOvze3MqRYRCHUbuPNHaxtvw4sSkF+eqPQO2q4FpIJehcViHufU+g3PqOqBbfTJDRiomBiohPxereurVepUXs31NTmhrQ4NoeoeVCdqYHYdiRi2RduuBaRCvjttZRdoOxeQAjrOQ8Tu88A2+uR8rg5UYskM3jk2CsDYHT+FxJZoq9SpGFGfIixsqUVjjR+prIw3eoz5/e3ajVXQa8nDzgWkgH6ZBMe8H3Q6VoHIilwdqOzpiUBR1HX/FpNOTbVaK32j6lMAdYu20ef+iA/0DpsveVS89GPjAlIgv+uH8yB2/bA7LTmXqwOVXUejAMxZ9hFWWmiLsqIohmxNLrQuVwfTbVBBrd3voDt0OpiwXwvY7DkPumWWtJO07TkPYvdTMiMjkqi8+R2RFbk6UDGzPkUQS04HBuIYTZn7QXPw2BiGRtMIeD1YYdBSmNEdau3alVbQMioVFl/bPZMg5iGSyCCRzpb9PHafh5Dfi4aQ2g+IvVTIqRiowNxApb0+hNZwEIoC7OmJmjYOAOjOBQsrOxsM2wEhzhJ6qz+GaKK655Uk0lmMjKmvYdcLkwiwBmJJZCvo6KsVkdo0YGuo8SHgUz++Ktn502fzeQBYUEvO59pAJSsreCO39GNGD5VCIquy+6i5gYpY9llX5W3Jhdrqg5g/pwaKAuw8XN3lH3FBC/g8aKyp7o6mammpC0CSAFlRt5KXIysrGIjZtystoNY36VFQa/e+OgALasn5XBuovDMYx1g6i5Dfg8W5LcJmsUor/R0G7vgptM6gxm+FW5Pt1pVW8Hk9aKmrbGvusXgKWVmBJAGtYft1pRUqLahVFKWgZsm+GZXCgloiJ3JtoCKyF8s76uE1uTOnFQpq01kZrx1RAwWjA5WTutQMTrV3/jjhogRUXlArfq6lLgif174fAZUW1MaSGYzl6ltsvfTDNvrkcPb9lKqQFepThMJAxciThAvt7Y0ikZZRH/JhcYuxGSaxw6jaBbVOSPMDhRfo8i5Mdi8gFSq9QIufqw/6UBuw1wGVhdrYnZYczrWByi4LBSrHt9Uh4PMgnsri4NCoKWMQyy4nLZhj+Nkva+Y3wiMBR0cSVf2wzW9FtfsFurIlDycUkAKVF5GK95pdj1MQWExLTufaQEVkVERnWDP5vR4s6wgDMG/5J1+fYlwhrVAX9GFZR/24cVSDU5Z+2itd+nHIPFR6grKdT00uxIMJyelcGagMj6ZwdET9kF8x15zW+ROtnCs61Jqz80csuxjV6G0iI5Z/erUeKs5Y+in3IEunLIHli0grDdjcPQ9EVufKQEUs+3Q116C+ygfvFUtrpX/E+IxKPJnB3l41QDKidf5UTjJg50+fzQ+gEypN9dv9GAGh8hoVZ81DPJVFLMnutOQ8rgxUxI4fkcWwArEEZcbSz2uHRyArwLzGkGnZBm3nz6HhqhUU9zskk6Cl+svNJETtfSChIObhWDxV1unbTsks1QV9qAuoDRqZVSEncmWgIrIWVqhPEUTQdHh4TOueahSzl30AYFlHPUJ+D6KJDA4MxnV//nRWxmA81+TM7nfQuWCyP1beQXTakofN56GpNgBfrvB7oIzmd06ZB4AFteRsrgxUrLQ1WWis9WP+nBoAwBsGZ1W0HT8mLfsAakHxms7q9VMRFzKfR0JzrX2bnAFAW+6k73RWwdBoaUGtoiiOKSL1eKSKCmp7c0s/bTafB6DywmIiK3NdoJLOytjXFwNgfuv8iUQr/V0GByrdJu74KZSvUxnW/blF4WlbfdDw7dd6C/g8aKpVa6tK3c49PJpGKqsukzjhAi0yCeVsa+93SDEtwIJacjbXBSpv9ceQysqoD/qwoKnG7OGMY0Yr/f5oEoeHxyBJwNr51ghUug/pX1DrlEJaodxeKuL759T6DTt4sprKLagdS2URzRWeOmLph1uUycFcF6iI+pSV8xosd95LvkOtcVuUX83VpyxpC5u+A2pdrkZm95EIkpmsrs/tlAJSQeulUuIdtLbTxSnzUGZhsZiHGr8X9UH7dqUV2EafnMx1gUq+PsUa/VMKiUBlT28UmWzpuxjKYdZBhFPpaq5BU60fqaysnWytF22HhwPunoEKMioOKiAFKs8stTfY94DKQuK/J9vokxO5MFDJbU22WH0KABzXXIu6gBepjIz9A/rvfJmKWGaxQqAiSVK+TkXnxm/9UYct/TSUl+p3UgEpUNilt8R54FIgkW24KlBRFMWSO34Ej0fCCgPrVBRF0TIq60zcmlxIbJHu1rmgttdBhZNAYXfaEpc8OA8AnDsPLKYlJ3JVoNIXTWIwnoJHApZbpHX+REbu/HlncBQjY2kEfB7LzMe6Ku38cUoXUqHcO2inbE0WOsrsH5KvWXLGPIjdT5FEBom0vvVdRGZzVaAiLv7Ht4UR8ltzx4ORBbVieWV1ZwMCPmu8FU5coO48eqs/jkhCv8Z3TruD7ijzYMJ8wOaMeRAB12AsiWwJHY2dNg8NIR+CuX/D3PlDTmONq5NBrLzsI6w0cOlH659ikWUfAGgJB9HVrG4b36nTNuWsrGgN3xxXRBoprTut04qKW8JBeCRAVtRgpVhOyyxJksSCWnIslwUqopDWGsscU1kxtx6SpH6QVvvOSKtPsUAhbSG961QG40nICiBJQEudvbvSCuKilMzIiCSKO4hOURTHFZF6PRJawqUX1Grz4JCADWBBLTmXqwKVXUfUO3QrZ1RqAz4sbqkDUN2sSjor47VcTxkr7PgppHedilj2aakLwud1xls+5PeiPqT2/yi2gDKazCCRVre9O2UJDCivoNYpBxIWYkEtOZUzPrWLkEhncSC35Xe1hQMVwJjlnz09UaQyMhpCPixqqa3a65RD7y3KTiukFUpt8iUCtvqgDzUBa9ZolaPUgtpkJovh3BlJTsksAeUXFhNZnWsClT09UciKmvq3eqW/WJqqZqDSXdDozWoNr1Z3NsDrkdAbSaJnpPK7w3whrbX/u5cqf2Eqbo7E9zlpuQMozCQUd4EWS6oBrwdzas3txqwnHkxITuWaQKWwkNZqF+aJVnWqGZVqblG2an0KoC5/LetQgzU96lScmOYHyr9AO3Yeig7Y8luTrf5ZUIpye8oQWZ1rApVdFm6dP5FY+nmrP161nghiWcVKO34Krcud5KzH8o9jMwklpvqdWEAKAG0lzkOfQ+dBvB+4PZmcxjWBisioiGyFlc1tCGFOrR9ZWcG+vpjuzx9LZvBm7nlP7DL3xOTpiABKj4LaXocu/ZR6B+3UJbBSi0j7HLY1WeDBhORUrghUFEXRDrmz8o4fQZIkrJxbveWfnYdGoCjA/Dk1ll0GEAW1rx4agVxCI6+p5HuHWPN3LVepNQlOXQIrtYjUac3/BDEPx+IppDLGHGpKZARXBCqHhsYQTWYQ8HpwQlvY7OEURQRUu47oH6hoyz4WzaYAwNL2MGr8XsSSGewfqCyr1O+w3iFCR4mpfscugdXnD2gsJqh16i6wplo//F615maghOZ3RFbnikBFZCWWtIfht0kfDbFEVY2dPzss2JF2Ip/Xg7Xz1UCq+2D5HWoVRUF/zJkZlfKXPJw1D625hm8ZWcHQaGrW73fqPEiShLYwC2rJeexx1a6QyErYoT5FKNyiXEqL9GLsKNiabGUi41NJncrQaBrprDp/4kPcKUTgFU9lEUvO3p1WW/JwWCYh4POgOddxuJjlH1Gz1OaweQBKLywmsgNTA5U//vGPuOCCC9DZ2QlJkvDTn/60Kq9jhzN+JlrSHobPIyGSyOCIDr1EhL5IAkdGEvBI0DIWVqVH4zdxZ9lU67fMwYt6CQd9qM01bpstqzKaymjBjNOWwIDSCov7o85cCgRYUEvOZOondzwex0knnYT77ruvqq+zu8c+W5OFoM+LJe1qPY2edSo7cgf9LW2vR13Qp9vzVoNYmtp9NFL2Nm3xge2UU3InKvbCJLIpNX4vwhb/716OYrdqZ7IyBuPq8pDTln6AfN1NP5d+yEFM/cQ677zzcN5551X1NSKJNA4eGwMArLJRRgVQx/tGTxS7j0Zw9qoOXZ4zv+xj7WwKACxoqkFLXQCD8RR2H41g/XFNJT+HyDRYvRtxudobQnh7cHT2QEUL2JzV5EwoLKidyUAsBUXJHWbokAMqC/FgQnIiZ+XCpyC2JXc2hjCn1l4fTNU48ye/42eObs9ZLZIk5Zd/yqxTcWrhpFBsQa2244fzAECtV/J4nBuwsZiWnMRWgUoymUQkEhn3NRs71qcIegcqsqzYYsdPIa3x26Hydv5obeMdWDgJ5AOP2TIJfQ4uIAVKXwJz7PuhgTUq5Dy2ClS2bNmCxsZG7aurq2vWn7F3oKLW1Lw9OFrUro7ZvD0YRySRQdDnwfK59qjXqXTnT5+DCyeB/IVptjvoXsfPgxqwuX4euPRDDmSrQGXz5s0YGRnRvg4ePDjrz9g5UGkJB7XiuD09lWdVxLLPmvmNtuknIzIq+wfiGBlNl/zzYiuq24tp+x3ajVXoKDKToGWWHDoPInAdjCWRrbCjM5FV2ONqlRMMBtHQ0DDuayaZrIw3ekTrfHtkECbSOtTmam0qsSPXOM0uyz4A0FQXwMKWWgDAq4eHS/55p2dUim0fX1hM60SFmYSZ+g45fR5a6oLwSICsqMEKkROYGqjEYjF0d3eju7sbAHDgwAF0d3fj3Xff1eX53x6MI5mRURvwYmFLnS7PaTQ961S6bbTjp1C5BxQqiuLYc10EFtOqxK6uVEZGZGz6ZdJ+h8+D1yNpnXq5/ENOYWqg8re//Q3r16/H+vXrAQA33ngj1q9fj6997Wu6PL/IQiyfWw+vTSv89TrzJ5WRtedYZ4MdP4XEzp9SW+lHEhkkc4ezObZ4MnfBjSQyM/aa6XN4UXHI70VDSO22IIKyqTj15ORCxdYtEdmFqX1UzjzzTN3bwxeyc32KIHq/7OmJIisrZQdcb/REkMrKmFPrx3HNtXoOserWdYkzf4ahKErRfUDE3XN9yIeQ31u18ZmpocaHgM+DVEZGfzSJrin+2ybSWQzn6nucfYEOIZKIoS+axNKOqZd6xcXbqQEbIILXCDMq5Bi2qlEplcgg2DlQWdxah5Dfg7F0Fu8Mxst+HrG996QFc2zX8Gt1ZyO8HgkDsSSOlnCcQG/E+XfPkiTN2jtDbF0O+DxorPEbNjajzTYPWVnBQMy5XWmF/HIgAxVyBkcHKiKjYreOtIW8HgnLO8QBheUX1NrlIMKphPxerMhtpy6lTkUsATh1x48wW0Ft4XKH3YLUUsw2D8fiKWRlBZIEtIbt1fyxFPnjBLj0Q87g2EBlMJZEXzQJSYJ2kbOr/M6f8pqeAfkL/DqbFdIKWp1KCQcU9rkgowLMXlDr5EP4Cs2WSRAX7pa6IHw22Z5fDh5MSE7j2H+tIvuwsLnW8ofvzWZVp9j5U15GJZpIY19/DABwoo22JhdaV8bOn3wBqbMzKrNdmJx+jIDQps3D1AGbGwppgeJ3ghHZhWMDFZF9sHN9ilDpFuWdh0egKOohf2Lrot2IjMrOQyNFN7JyzYVpliUPNxSQArPPQx/ngciWHBuoiOyDnetTBLF0dXQkgeHRVMk/rzV6s2F9irCkPYzagBfxVBZv5bJDs+l1+MnJQtssRaRcAkPucXfNQ380CZndackBHByo2H/Hj1Af8qOruQYAsKuMrIpWn2LTZR9ALSpeOz+/TbkY/VoXUmcveYjfb7qDCd2yBFZsUbHT3w8icM3ICobKuLEhshpHBirJTBb7+tS77pWd9g9UAGDl3PIbv4kzfuycUQHyjeqKrVPRUv0uuYMuZtePk4nfbzSVnfIQT6cfpyD4vR601Km7mrj8Q07gyEDlzd4YMrKChpAPnY3OuHsqt6C2N5LA0ZEEPBKwZr69gzYRaO0oYudPPJlBPKV2anV6JkFceI/FU0jlOvEWcnrbeKEu6ENdQG3sN9Xyj7hoO/VAwkKzLQcS2YkjAxWtf0png2P6RpRbUCuyD8s66lEbsPfuJxGovHE0OmO7eCB/UaoNeBG2+a6v2TTVBuDLdSwemHAQXTor55ucObyIFJi5kFSrUXH5PBDZjUMDFXFisr0zCIVEUfC+vtiUd83TEdkHu53vM5XOxhBaw0FkZAWvz7IE1uuSZR8A8Hikae+gReDi80hornVukzNhunlQFEWr4XHDe6KwoJbI7hwaqDinkFZY0FSD+qAPqaxc9K4XwBk7fgRJkrSGdbPVqbilgFSYrk5FZBFaw0F4bHowZymmKyweHk0jlVUDfKfvAgOAjgb2UiHncFygoigKdvfYv3X+RJIklbz8I8tKvpDWxjt+ConfY7Y6FbcU0grTpfrzO11cMg/TBWy5PzfV+hH0OfOAykKiHolLP+QEjgtU1F4jaXg9Epa0h80ejq5WzhNn/hQXqBwYjCOayCDk92BZhzPm4qQid/70u6Qbq6Cl+ifcQYudLm4oIAWm76XS55KCYmG2AxqJ7MRxgYq4iC9pCyPkd9adUz6jUtzOH3ExXzu/0TFnm5y4QF36eXtwdMbmd/mlH7dkEqbJqLiogBTI/56cB573Q87hjKtXgXx9ir0PIpxK/nDCCBRl9o6T2onJDln2AYA5tQEsbq0DAOw4NP0hjW4qpgXyF6aJd9Bu6R0iiIBt4jz0apkld81DXzRZ1GcFkZU5MFBx3o4fYfncengktV9GMXdK3YecU0hb6KQFsxfUuqULqTBbMa1bljw6ZsuouGQeRECWysiIjE1ufkdkJ44LVHY5cMePEPJ7cXybWmsyWyv9ZCaL3bktvE7KqAD5E6BnDFRcllGZrn2824ppRS1ONJEZ12un32XzEPJ70VjjBzD9adJEduGoQGU0lcHbg3EAzgxUgOIbv71xNIpUVkZTbf6cIKco7FA7VVo7kc4iklDvIt1yBy0CssFYctzp0m4rIm0I+RD0qR9rIosCuG8egMKCWtapkL05KlB5oycKRVHTnk5dixa1N7Od+VN4vo9TuvMKqzsb4PNIGIilcHh4bNLfi7vngM+Dhhpnd6UVWsJBeCRAVtRgBQCysuKqrrSAuo0/X0iazyS4rbgawJTzQGRHjgpUnNjobaJVRWZUuh1YSCuE/F6syAVsoqFdocJCWqcFadPxeiS0hMffQQ/G1eyKJEE7pM4N8gW16jwoiuK64mqAvVTIORwVqIgsgxN3/AgiUDkwEJ/xvBtRv+GE1vlTEQHYq1M0fnNbIa2QL6hVL8pi6aOlLuiY7enF6JiQSYgmM0ik1a60rlr60brTMlAhe3PUp5d2GKGDMypt9UG01AUgK8Cenqn7qUQSabzVr9bqiL4jTiPqVLqnKKh1WyGtMLGg1m0FpMLETIK4UNeHfKgJOKu30kzy88ClH7I3xwQqsqzgjdyF28mBSmEr/el2/uzMbUvuaq7RlgOcRmSKdh4eGVc8ChTUI7gsUMl3Zc1doF3WQ0Vo4zwAmPx+ILIrxwQq7x4bxWgqi4DPozUEc6pVnTPXqTi5PkU4oS2MuoAXo6ks9vWNP6TRbQcSCtMt/bhpuQOYPA9uO05BmDgPRHblmEBFZBeWd9Q7fj1+tjN/nF6fAqjFo2unafwmCieduvNrOm0N44tIRTdWN+10AQoOaBTzEHH5PLCYlmzOMVd0N9SnCIVn/sjy5D4ihVuTnUyrU5lQUNvv8qWf/kkZFXfOw+TMkjvnYTSVRSzJ7rRkX44LVJy840c4oS2MgNeDWDKDQ0Pj+4j0jCTQG0nC65GwutPZQdu6aTrUunXXz8RiWrcugYl5GBpNI5WRXft+qAv6EA6qfYQmniZNZCcOClSce8bPRH6vB0s7pm6lL+pTlnXUozbg7GZnIqPyRk9U26qdysg4Fs81OXPpHXR/NAlZVlybWWqq9cPvVfvn9MeSWmbFbUuBwPRnQBHZiSMCleHRfIfSFS4IVIDpW+mLZZ91Xc7cllxoXmMIbfVBZGUFrx9RdzoN5Lqy+jwSmmrd0+QMAFpzO7wysoJjo6n8bheXZRIkSUJbWOx4SRTsAnPXPAD54GziadJEduKIQGVvj7rrY0FTjXYQl9NNG6i4YMePIEmS9nt25zrUiotSW30QHo87utIKAZ8HzbkOtHt7okhn1fqlNoduUZ9JYWGxVqPismJaIB+k9jOjQjbmiEBlT6/zW+dPpJ35UxCoyLKCV3M9VJxeSCuIzJEI0NzYKr2Q+L1fy2WYmmr9CPgc8c+8JGIe3hmMa4WkbnxPcOmHnMARn2CiQ6ubAhWxu+nQ0BgiiTQAYP9ADLFkBjV+L5a2h80cnmEKT1IG3FtAKojf+7XDagDrtgJSQXTjfT13rEZtwKsVlrqJdpwAl37IxpwRqPSKjrTO3/EjzKkNoLNRvQi9kSskFssfa+c3Or6XjHDi/DkAgHcGRzEUT6GfGRUA+YyKGwtIgXw9ipgHNx1QWYgHE5ITOOJqtq9PPdfGTRkVYHKdilaf4oJCWqGx1o/jc52IdxwadnXhJJAPVA4MxHN/5jyof3b3PLCYluzMEYFKOisjHPShq6nW7KEYSjvzJ5fedkujt4m05Z+DIwVLP27NJKi/t5LrA+jaeWgYPw9tLp8HZlTIzhwRqADAirn1rtvloWVUeiJIpLNaZsUNO34KnSRa6R8aZjHthJoU185DPecBANpy8xBNZLReQ0R245hAxW3LPkD+cMI9PVG8dngE6ayClroAFjTVmDwyY+UzKsOu7UIqdEzIHLh1HiZmktw6Dw0hH0J+9WOepyiTXTFQsbGFzbWoDXiRzMj4afdhAOpF221FgyvnNcDvlTAYT7m2G6vATIKqpS6IwgSrW+dBkqSCglrWqZA9OSZQWeXwc22m4vFIWD5X3en0s1eOAHDfsg8AhPzecYGqRwJaXNjkDJi8y8etRaRej6R16gXcOw9AYUEtMypkT6YHKvfffz8WL16MUCiEU045BX/6059Kfg6PBCzvcM/W5ELiAh3NNbVy046fQoUBWks4CK/L6pWEkN+LhlC+X4hbi2mB8b8754EZFbIvUwOVJ598Etdffz1uueUWvPLKK3jf+96H8847D++++25Jz3NcSy1qAt4qjdLaVk1Y8nJjRgUYv9PJrWl+QRTU1od8CPnd+e8CGJ9FcfN7gr1UyO5MDVTuuece/PM//zP+5V/+BStXrsS9996Lrq4uPPDAAyU9j1uzKcD42pyFLbVoqnPXQXxC4SGMbi2cFERBLedBnYeAz+OaM8CmomVUuPRDNmVaT+lUKoXt27fj5ptvHvf4Oeecg+eff76k5xJ1Gm60Ym49JEntF+HWbAoAHN8aRjjoQyyZcfXdM5C/g3b7PLQVzIPbCswLiffDwaFRHBoaNXk0RKpopPj3ommBysDAALLZLDo6OsY93tHRgZ6enil/JplMIpnM3xVEImrfkBVz3VdIK9QFfVjYXIu3B0dd1+itkMcj4cQFjXj+rUHXX6DF78954DwA+d//rweO4Yxv/d7k0RCp5KQNAhVh4p2OoijT3v1s2bIFt91226TH3bz0AwCfO20RnnjpID6ydp7ZQzHVRe85DgeHRvGhlR2zf7ODnb2qA7967SjOc/n74f1L27CopRYfXzff7KGYav1xc7C8ox5vD8bNHgqRJpstvvJEUhTRZNpYqVQKtbW1+K//+i/8wz/8g/b4ddddh+7ubmzbtm3Sz0yVUenq6sLw8DAaG92524WIiMhuIpEIGhsbMTIygoaGmVdFTCumDQQCOOWUU7B169Zxj2/duhWnnXbalD8TDAbR0NAw7guYnJUhIiIiZzB16efGG2/EpZdeig0bNmDjxo148MEH8e677+Kqq64yc1hERERkEaYGKp/+9KcxODiI22+/HUePHsWaNWvwq1/9CgsXLjRzWERERGQRptWo6KGUNS4iIiKyBlvUqBARERHNhoEKERERWRYDFSIiIrIsBipERERkWQxUiIiIyLIYqBAREZFlMVAhIiIiy2KgQkRERJbFQIWIiIgsi4EKERERWZapZ/1USnT/j0QiJo+EiIiIiiWu28Wc4mPrQGVwcBAA0NXVZfJIiIiIqFTRaBSNjY0zfo+tA5Xm5mYAwLvvvjvrL+pkkUgEXV1dOHjwoKsPZ+Q85HEuVJwHFedBxXlQWWEeFEVBNBpFZ2fnrN9r60DF41FLbBobG139phMaGho4D+A8FOJcqDgPKs6DivOgMnseik0wsJiWiIiILIuBChEREVmWrQOVYDCIW2+9FcFg0OyhmIrzoOI85HEuVJwHFedBxXlQ2W0eJKWYvUFEREREJrB1RoWIiIicjYEKERERWRYDFSIiIrIsWwcq999/PxYvXoxQKIRTTjkFf/rTn8wekqG2bNmCU089FfX19Whvb8eFF16IPXv2mD0s023ZsgWSJOH66683eyiGO3z4MD772c+ipaUFtbW1WLduHbZv3272sAyVyWTwla98BYsXL0ZNTQ2OP/543H777ZBl2eyhVd0f//hHXHDBBejs7IQkSfjpT3867u8VRcHXv/51dHZ2oqamBmeeeSZef/11cwZbRTPNQzqdxpe+9CWsXbsWdXV16OzsxGWXXYYjR46YN+Aqme39UOiLX/wiJEnCvffea9j4imXbQOXJJ5/E9ddfj1tuuQWvvPIK3ve+9+G8887Du+++a/bQDLNt2zZs2rQJL7zwArZu3YpMJoNzzjkH8Xjc7KGZ5qWXXsKDDz6IE0880eyhGG5oaAinn346/H4/fv3rX2PXrl349re/jTlz5pg9NEN961vfwg9+8APcd9992L17N+6++278r//1v/C9733P7KFVXTwex0knnYT77rtvyr+/++67cc899+C+++7DSy+9hLlz5+Lss89GNBo1eKTVNdM8jI6O4uWXX8ZXv/pVvPzyy3jqqaewd+9efOxjHzNhpNU12/tB+OlPf4oXX3yxqC6xplBs6j3veY9y1VVXjXtsxYoVys0332zSiMzX19enAFC2bdtm9lBMEY1GlaVLlypbt25VPvCBDyjXXXed2UMy1Je+9CXljDPOMHsYpvvIRz6iXHHFFeMe+8QnPqF89rOfNWlE5gCgPP3009qfZVlW5s6dq3zzm9/UHkskEkpjY6Pygx/8wIQRGmPiPEzlr3/9qwJAeeedd4wZlAmmm4dDhw4p8+fPV1577TVl4cKFyv/+3//b8LHNxpYZlVQqhe3bt+Occ84Z9/g555yD559/3qRRmW9kZARA/gwkt9m0aRM+8pGP4KyzzjJ7KKZ45plnsGHDBvzTP/0T2tvbsX79ejz00ENmD8twZ5xxBn77299i7969AIAdO3bgz3/+M84//3yTR2auAwcOoKenZ9znZjAYxAc+8AFXf24C6menJEmuyz7KsoxLL70UN910E1avXm32cKZly7N+BgYGkM1m0dHRMe7xjo4O9PT0mDQqcymKghtvvBFnnHEG1qxZY/ZwDPfEE0/g5ZdfxksvvWT2UEyzf/9+PPDAA7jxxhvx5S9/GX/9619x7bXXIhgM4rLLLjN7eIb50pe+hJGREaxYsQJerxfZbBZ33nknPvOZz5g9NFOJz8apPjffeecdM4ZkCYlEAjfffDMuvvhi153/861vfQs+nw/XXnut2UOZkS0DFUGSpHF/VhRl0mNucfXVV+PVV1/Fn//8Z7OHYriDBw/iuuuuw29+8xuEQiGzh2MaWZaxYcMG3HXXXQCA9evX4/XXX8cDDzzgqkDlySefxKOPPorHHnsMq1evRnd3N66//np0dnbi8ssvN3t4puPnZl46ncZFF10EWZZx//33mz0cQ23fvh3f+c538PLLL1v+v78tl35aW1vh9XonZU/6+vom3S24wTXXXINnnnkGv//977FgwQKzh2O47du3o6+vD6eccgp8Ph98Ph+2bduG7373u/D5fMhms2YP0RDz5s3DqlWrxj22cuVKVxWYA8BNN92Em2++GRdddBHWrl2LSy+9FDfccAO2bNli9tBMNXfuXADg52ZOOp3Gpz71KRw4cABbt251XTblT3/6E/r6+nDcccdpn5vvvPMO/u3f/g2LFi0ye3jj2DJQCQQCOOWUU7B169Zxj2/duhWnnXaaSaMynqIouPrqq/HUU0/hd7/7HRYvXmz2kEzx4Q9/GDt37kR3d7f2tWHDBlxyySXo7u6G1+s1e4iGOP300ydtT9+7dy8WLlxo0ojMMTo6Co9n/Eeb1+t1xfbkmSxevBhz584d97mZSqWwbds2V31uAvkg5c0338T//M//oKWlxewhGe7SSy/Fq6++Ou5zs7OzEzfddBOee+45s4c3jm2Xfm688UZceuml2LBhAzZu3IgHH3wQ7777Lq666iqzh2aYTZs24bHHHsPPfvYz1NfXa3dKjY2NqKmpMXl0xqmvr59Ul1NXV4eWlhZX1evccMMNOO2003DXXXfhU5/6FP7617/iwQcfxIMPPmj20Ax1wQUX4M4778Rxxx2H1atX45VXXsE999yDK664wuyhVV0sFsO+ffu0Px84cADd3d1obm7Gcccdh+uvvx533XUXli5diqVLl+Kuu+5CbW0tLr74YhNHrb+Z5qGzsxP/+I//iJdffhm/+MUvkM1mtc/O5uZmBAIBs4atu9neDxMDNL/fj7lz52L58uVGD3Vm5m46qsz3v/99ZeHChUogEFBOPvlk123LBTDl149+9COzh2Y6N25PVhRF+fnPf66sWbNGCQaDyooVK5QHH3zQ7CEZLhKJKNddd51y3HHHKaFQSDn++OOVW265RUkmk2YPrep+//vfT/mZcPnllyuKom5RvvXWW5W5c+cqwWBQef/736/s3LnT3EFXwUzzcODAgWk/O3//+9+bPXRdzfZ+mMiq25N5ejIRERFZli1rVIiIiMgdGKgQERGRZTFQISIiIstioEJERESWxUCFiIiILIuBChEREVkWAxUiIiKyLAYqREREZFkMVIjI8n784x9jzpw5Zg+DiEzAQIWIquLgwYP453/+Z3R2diIQCGDhwoW47rrrMDg4aPbQiMhGGKgQke7279+PDRs2YO/evXj88cexb98+/OAHP8Bvf/tbbNy4EceOHZvy51KpVNXGlE6nq/bcRFQ9DFSISHebNm1CIBDAb37zG3zgAx/Acccdh/POOw//8z//g8OHD+OWW24BACxatAh33HEHPve5z6GxsRFXXnklAHWp57jjjkNtbS3+4R/+YcoszM9//nOccsopCIVCOP7443Hbbbchk8lofy9JEn7wgx/g4x//OOrq6nDHHXcY88sTka54KCER6erYsWNobW3FnXfeic2bN0/6+y984Qv47//+bwwODmLx4sUYGhrCV7/6VVx44YUAgMHBQWzcuBF33XUXPvGJT+DZZ5/FrbfeCkVRMDw8DAB47rnn8KlPfQrf/e538b73vQ9vvfUWvvCFL+Bzn/scbr31VgBqoNLe3o4tW7bgzDPPhNfrxcKFC42aBiLSic/sARCRs7z55ptQFAUrV66c8u9XrlyJoaEh9Pf3AwA+9KEP4d///d+1v//a176Gc889FzfffDMAYNmyZXj++efx7LPPat9z55134uabb8bll18OADj++OPxjW98A//xH/+hBSoAcPHFF+OKK67Q/XckIuNw6YeIDCWSuJIkAQA2bNgw7u93796NjRs3jnts4p+3b9+O22+/HeFwWPu68sorcfToUYyOjmrfN/G5ich+mFEhIl0tWbIEkiRh165d2nJOoTfeeANNTU1obW0FANTV1Y37+2JWo2VZxm233YZPfOITk/4uFApp/3/icxOR/TBQISJdtbS04Oyzz8b999+PG264ATU1Ndrf9fT04Cc/+Qkuu+wyLaMy0apVq/DCCy+Me2zin08++WTs2bMHS5Ys0f8XICJL4dIPEenuvvvuQzKZxLnnnos//vGPOHjwIJ599lmcffbZmD9/Pu68885pf/baa6/Fs88+i7vvvht79+7FfffdN64+BVDrWB5++GF8/etfx+uvv47du3fjySefxFe+8pVq/2pEZDAGKkSku6VLl+Jvf/sbTjjhBHz605/GCSecgC984Qv44Ac/iL/85S9obm6e9mff+9734oc//CG+973vYd26dfjNb34zKQA599xz8Ytf/AJbt27Fqaeeive+97245557uKuHyIG4PZmIiIgsixkVIiIisiwGKkRERGRZDFSIiIjIshioEBERkWUxUCEiIiLLYqBCRERElsVAhYiIiCyLgQoRERFZFgMVIiIisiwGKkRERGRZDFSIiIjIshioEBERkWX9/0HR/XvvW1axAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(ddr_spectral)\n", "plt.xlim(0, 15)\n", @@ -1162,9 +1569,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# transform back and plot against the physical derivative to compare\n", "ddr_spectral_to_physical = cheb.to_physical(ddr_spectral, axis=0)\n", @@ -1174,6 +1602,709 @@ "plt.legend()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 5. Temporal Transforms\n", + "\n", + "In this section we use the TemporalFFT class to generate temporal spectra for both Shell_Slice and Shell_Spectra data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## A. Generate timeseries data on a regular temporal grid\n", + "\n", + "Sets of shell slices are generated by adding up a small set of sectoral equatorial Rossby waves. Each Rossby wave consists of a single spherical harmonic component (with $m = \\ell$) that oscillates at the frequency $\\omega = -\\frac{2m\\Omega}{\\ell(\\ell+1)}$, where $\\Omega$ is the star's uniform rotation rate. The waves propagate in the retrograde direction (westward). Times and frequencies are nondimensionalized in terms of rotations, i.e., $t = \\frac{2\\pi}{\\Omega} \\tilde{t}$ and $\\omega = \\frac{\\Omega}{2\\pi} \\tilde{\\omega}$." + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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f/zieeOIJPPTQQxg6dCja2tqwyy674KqrrsL8+fMxevRoXHTRRdhll12wYcMGvPnmm3j44Ydx0003RRphf/zxx3HxxRfj5JNPxujRo7HVVlth1apVuOeeezB37lyceuqpzunusMMOuOqqq3D55ZfjH//4Bz772c9iiy22wDvvvIM//elPGDBgAKZMmeJsK89rr72GI488El/96lcxZswYDB06FKtXr8bvfvc73HLLLTjssMMwevRo6/Q222wz3HDDDTj77LPxmc98Bueccw7a29vx97//HS+88AJuvPFGAMDNN9+Mo446CkceeSROP/10bLvttvjPf/6Dv/zlL/jzn/+MX/7yl7GOiyAIgiAIIknImcA/UZwJ7rnnHkycOLF8Ht566y0sXLgQp556KgA3Z4GjjjoKd911F1577TXlW1+iB7INzDa2L+Pmm2+2ToMg0oBEW4IgCCLEt7/9benypUuX4owzzsCqVatw00034bbbbsOOO+6Iyy67DP/85z+rxMsf/ehHOP/88/HVr34VH330UTnW1tChQ/Hcc8/h+9//Pq6//nr885//RFtbGzo6OsqiaBQOOOAAnHnmmXj88cdx11134d1330W/fv2w++674yc/+Qn+67/+K1K6kyZNwu67744f/ehHuOeee9DZ2YkhQ4Zgv/32w3nnnRcpTZ6dd94ZEydOxGOPPYbf/OY3+Pe//42mpiaMHDkSV199NSZOnOj8uttZZ52FYcOG4dprr8XZZ5+NIAiwww47hDwLxo4diz/96U+45pprMGHCBKxevRpbbbUVdt99d3zlK1+JfVwEQRAEQRBxIWeCCll1Jli1ahWOP/54nHPOOVizZg2uvPJKtLa2YtKkSeVtbJ0FrrrqKjzyyCM49NBD8Z3vfAcf//jH8f7772Pu3LmYOHEidt11V+y0007o168ffv7zn2O33XbDZptthmHDhmlFcLbfZZddhiAIsOWWW+Khhx7C/PnzY5UXQSRO2jOhEQRBEARBEARBEARBMGbPnh0AUH6WLl0aBEEQ/M///E+www47BC0tLcFuu+0W/PSnPw2uvPLKQJQ6nn/++eCggw4K+vfvHwAIxowZU17373//O7jooouCjo6OoKmpKdhyyy2DffbZJ7j88suDDz74IAiCIFi6dGkAILj++uut7F++fHnw3e9+NzjooIOCIUOGBMViMWhrawv233//4Cc/+UlQKpWqjnXRokWhNB5//PEAQPD444+Hlv/6178Oxo4dGwwcODBoaWkJRowYEXzpS18Kfv/735e3kZXBmDFjQsctY/Xq1cHVV18dfPrTnw623XbboLm5ORgwYECw1157BVdffXXw0UcfVdl31113BRdddFGwzTbbBC0tLcEhhxwSPPfcc1Vpv/DCC8FXvvKVYPDgwUFTU1MwZMiQ4NOf/nRw0003VZXdmWeeGQwZMiRoamoKhg0bFnzlK18J3nnnnfI299xzT7DrrrsGTU1NAYDgyiuvDIIgCE477bRgwIAB0mN79dVXgyOOOCJoa2sLtthii+DLX/5ysGzZstD+BJE1CkEQBLWXigmCIAiCIAiCIAiCIIg88sQTT2Ds2LH45S9/iS996Utpm0MQdYm/6QUJgiAIgiAIgiAIgiAIgiCI2JBoSxAEQRAEQRAEQRAEQRAEkSEoPAJBEARBEARBEARBEARBEESGIE9bgiAIgiAIgiAIIlFmzZqFPffcEwMHDsTAgQNx4IEH4pFHHimvD4IAkydPxrBhw9CvXz8cdthheOWVV1K0mCAIgiDShURbgiAIgiAIgiAIIlG22247/M///A+ee+45PPfcc/j0pz+NY489tizMXnfddZg+fTpuvPFGLFq0CEOGDMERRxyBdevWpWw5QRAEQaQDhUcQ6Onpwdtvv422tjYUCoW0zSEIgiAIgiAIogYEQYB169Zh2LBhaGio+LZs2LABGzdujJRmc3MzWltbfZlYd2y55Za4/vrrceaZZ2LYsGGYMGECvv3tbwMAOjs70d7ejmuvvRbnnntuypYSBEEQRO0ppm1A1nj77bcxfPjwtM0gCIIgCIIgCCIFli9fju222w5Ar2C7Tb9++CBiWkOGDMHSpUtJuBXo7u7GL3/5S3z44Yc48MADsXTpUqxcuRLjxo0rb9PS0oIxY8Zg4cKFWtG2s7MTnZ2d5f89PT34z3/+g6222oqccAiCIPoAUQdd8zCwSqKtQFtbGwDg1luXo3//gSlbQxAEQRAEQRBELfjoo7U466zh5f4AAGzcuBEfAPhvAC2O6XUCuGHlSmzcuDHzncJa8dJLL+HAAw/Ehg0bsNlmm+GBBx7A7rvvjoULFwIA2tvbQ9u3t7fjrbfe0qY5bdo0TJkyJTGbCYIgiHzgOuiah4FVEm0F2Ghs//4DSbQlCIIgCMIbRWp1EZ4oldK2oL6ReWe2AMhuly4/7LLLLnj++efx/vvv47777sNpp52GBQsWlNeLZR8EgdFbdtKkSZg4cWL5/5o1a7D99tsDOBzU3SUIgugLlAD8wWnQNS8Dq/QUIwiCIAiiriBxlKh3sljH611IboD7DM4043M1zc3N2HnnnQEA++67LxYtWoQf/ehH5Ti2K1euxNChQ8vbr1q1qsr7VqSlpQUtLbIueRFAky/TCYIgiIxTj4Ou1JYgCIIgCCITFIt+PgRB1B5f129Wr+GGiB9CTxAE6OzsREdHB4YMGYL58+eX123cuBELFizA6NGjU7SQIAiCyDN5f0ZntFlEEARBEETeyar4QhBEtnG5d9S7h2898Z3vfAdHHXUUhg8fjnXr1uH//u//8MQTT2Du3LkoFAqYMGECpk6dipEjR2LkyJGYOnUq+vfvj5NOOilt0wmCIIicohJoSbQlCIIgCKLuIWGWIIg0sbkH+RB2KTxCfN555x2ccsopWLFiBQYNGoQ999wTc+fOxRFHHAEAuPTSS7F+/XqMHz8eq1evxv77749HH300FKOQIAiCIPoS1NUiCIIgCMIIibMEQeQV1f3LRcwl0TY+t956q3Z9oVDA5MmTMXny5NoYRBAEQdQ9efe0zYudBEEQBEHUiLzEmCQIgogD3ecIgiAIor7xHdN25syZ6OjoQGtrK/bZZx889dRTym2feOIJFAqFqs9f//pX6/yoeaKANd4oThZBEATRFyDBgiCIvo7uPkietgRBEATRt7n33nsxYcIEzJw5EwcddBBuvvlmHHXUUXj11Vex/fbbK/d77bXXMHDgwPL/bbbZxjpPaksYoNF3giAIol6hZxxBEIQdOk+dvM9MTRAEQRD1is9n9PTp03HWWWfh7LPPxm677YYZM2Zg+PDhmDVrlna/wYMHY8iQIeVPY2Ojk/2EJdS5JQiCIOoBepYRBEEQBEEQBFHvmETbtWvXhj6dnZ3SdDZu3IjFixdj3LhxoeXjxo3DwoULtTbsvffeGDp0KA4//HA8/vjjzvYTEaAOL0EQBJE36NlFEAQRDfK0JQiCIIj6Y/jw4Rg0aFD5M23aNOl27777Lrq7u9He3h5a3t7ejpUrV0r3GTp0KG655Rbcd999uP/++7HLLrvg8MMPx5NPPmltH3XdYsI6vxT7lvBJX65PJCgRhH/ouiIIgohHAe4ibCEJQwiCIAiCsEY1iMqWLV++PBRvtqWlRZteoRB+ugdBULWMscsuu2CXXXYp/z/wwAOxfPly/OAHP8Chhx5qYz6Jtr4g8bZvQ+fdHz7LkoQqgqDrgCAIgiAIgiCIvolq0JXJrAMHDgyJtiq23nprNDY2VnnVrlq1qsr7VscBBxyAu+++23p7emvHM/Tqab4plaJ9iGxC55Lo69DziCAIwg+FiB+CIAiCIPJPc3Mz9tlnH8yfPz+0fP78+Rg9erR1OkuWLMHQoUOtt6fuXEIUiyQAZQ06H4QNpnpCIhiRF6iuEgRB+KNx08d1H4IgCIIg0kM1iBplYHXixIk45ZRTsO++++LAAw/ELbfcgmXLluG8884DAEyaNAn/+te/cOeddwIAZsyYgR122AF77LEHNm7ciLvvvhv33Xcf7rvvPus8c+NpWyqV8N3vfhcdHR3o168fdtxxR1x11VXo6ekpbxMEASZPnoxhw4ahX79+OOyww/DKK6+kZjN1mGsPeVASSUN1jCAIgiAIgiAIgiCyT6Pm48qJJ56IGTNm4KqrrsJee+2FJ598Eg8//DBGjBgBAFixYgWWLVtW3n7jxo245JJLsOeee+KQQw7B008/jd/97nc44YQTrPPMjax47bXX4qabbsIdd9yBPfbYA8899xzOOOMMDBo0CBdffDEA4LrrrsP06dNx++2342Mf+xiuvvpqHHHEEXjttdfQ1taWit0U69Y/VJZEVlHVTRrAIWoN1TmCIAi/qCYyMe1DEARBEET9MH78eIwfP1667vbbbw/9v/TSS3HppZfGyi833bpnnnkGxx57LD73uc8BAHbYYQfcc889eO655wD0etnOmDEDl19+eVm1vuOOO9De3o45c+bg3HPPTc12gMIlRIXKjKgHxHpMghpBEH2dvnwfpLZNPiHRliAIgiDyh+r5nZdndF7sxMEHH4w//OEPeP311wEAL7zwAp5++mkcffTRAIClS5di5cqVGDduXHmflpYWjBkzBgsXLlSm29nZibVr14Y+SdGXOyi20OvmRF+A6jmRJPSsIZKGTboa59OX8VF+VI4EQRAEQRBmGjSfPJCb5t63v/1trFmzBrvuuisaGxvR3d2Na665Bl/72tcAACtXrgQAtLe3h/Zrb2/HW2+9pUx32rRpmDJlSnKGC5DHbRgqC4IIXwfUCScIotbQfSe/uJ47andFhzxtCYIgCIKoNblppt977724++67MWfOHOyxxx54/vnnMWHCBAwbNgynnXZaebtCITwHXBAEVct4Jk2ahIkTJ5b/r127FsOHD/d/ABx9Xbjty8dOECZIwCUIwjd0LyEYtnWB2mrVkGhLEARBEPkj7+ERctOM/9a3voXLLrsMX/3qVwEAH//4x/HWW29h2rRpOO200zBkyBAAvR63Q4cOLe+3atWqKu9bnpaWFrS0tCRrvIS+Jtz2pWMlCF+w64YEF4IgTNB9gvCJqT5Ru44gCIIgiDyQd9E2L3bio48+QkND2NzGxkb09PQAADo6OjBkyBDMnz+/vH7jxo1YsGABRo8eXVNbban3DhbF7CQIP9B1RBAEg2KbElmgL8ba1cXEy3u8PIIgCIIgsklumlWf//zncc0112D77bfHHnvsgSVLlmD69Ok488wzAfSGRZgwYQKmTp2KkSNHYuTIkZg6dSr69++Pk046KWXr1dSjx229HQ9BZAXyvCVsKJWojtQLdB6JvKKqu3luI1J4BIIgCILIH3n3tM1Nd+AnP/kJrrjiCowfPx6rVq3CsGHDcO655+J73/teeZtLL70U69evx/jx47F69Wrsv//+ePTRR9HW1pai5X2HPDfEs0RXV9oWhGlqStsCQoREOYKoT+i6JuodWR2n9iNBEARBEElBom2NaGtrw4wZMzBjxgzlNoVCAZMnT8bkyZNrZpcP8u5tm2fbkyJrwmsc4hwLCb7JQcItoYPqRz6gc0QQ+fHKLWz6uO7jyr/+9S98+9vfxiOPPIL169fjYx/7GG699Vbss88+EVIjCIIgCCLPUHchI+RRuM2bvb6oJ0E2aUxlRaJuPEiYI3RQ/cgmdE4Iwg7xWkm73dkAoDHCPi6sXr0aBx10EMaOHYtHHnkEgwcPxhtvvIHNN9/cMSWCIAiCIAD1oGuUgdU0oK4D4UzajeYkIUG2tujKmwRdgogPCbfZgM4BQcQnayJuElx77bUYPnw4Zs+eXV62ww47pGcQQRAEQeQc1aBrXsIj5MXOPkEeOnX10kDu6pJ/iOxA58eOerkmieSgOpIOxWLlQxCEf/hrrBbXWUPEDwCsXbs29Ons7JTm8eCDD2LffffFl7/8ZQwePBh77703fvrTnyZ6XARBEARBZBcSbTNGljt3ee34k/hXP9C5JIho5PX+nUdIqCWIdEhaxI0j2g4fPhyDBg0qf6ZNmybN4x//+AdmzZqFkSNHYt68eTjvvPNw0UUX4c477/R/QARBEATRBzA9o7MOdSsII3nr7JOQ17cQzzeFVSAIORQqIVmobAkiW/DXZNpt2eXLl2PgwIHl/y0tLdLtenp6sO+++2Lq1KkAgL333huvvPIKZs2ahVNPPbUmthIEQRBEPaESaEm0JSKTpUnJsmKHDhJpCR6+PpCASxBh2D2dBEZ/UFkSRPbxIeBG8cph2w8cODAk2qoYOnQodt9999Cy3XbbDffdd59jzgRBEARB1APU1cgoWRBu085fBYm0hC0k4BKEHBJv40NlRxD5JKqAG0e0teWggw7Ca6+9Flr2+uuvY8SIEY4pEQRBEAQB5N/TNi92EjUma4ItxTAl4kL1hyCqydq9Pi+QYEsQ9UHWJgz85je/iWeffRZTp07F3//+d8yZMwe33HILzj///LRNIwiCIIhckveYtnmxs0+SVgMyK514EmqJJKA6RRBhSqXs3PfzQFbEHYIg/FIsAo2N6vVxJiKzZb/99sMDDzyAe+65B6NGjcL3v/99zJgxAyeffLLr4RAEQRAEUQdQ10NBY2M2QhT0NUhM66W7O9n0dZ2SvgKra3kPm0ACEuELCplghsrGH329LKl9mT9qER4BAI455hgcc8wxEfYkCIIgCEIk7+ER+niT2QzrVKTVuK61cJzWcdarWJu0+BqVKHbVq9BbL+ItQfiCxFs5VB56qHzcSLq8SBQmCIIgCIIg0bbPkLZ4WwvSOLY8i7VZFWSTwnS8eRd1u7pIuCUIHv6Z0NcFub5+/ACVQd7wdb7qud3rSmHTx3UfgiAIgiCIqFAT3JE0xNtaeNvWulGeJ7G2r4mzUVGVU57E3Lx53ZKIQtSKvux929eOua8dL6HHtT7Us8jbuOnjug9BEARBEOmhGnTNy8AqNc0j0hc8b5Mgq2ItCbPJISvbrAu5efC6JWGFSIO+Jt7W+3HW+/ERtce2TlH7mSAIgiCIWqAadM24JFGGmusxqVXM2STzqYX9WRJrSaBNH/4cZFXAzYNwSxBp0dfE23qBzheRFXR1MauCbgHu8e/y4sVDEARBEEQ2oea7B8jrVk0WxFoSabONeH6yJOJmVbgl4YXICvUs3tbDMdXDMRB9D1W9TbudrZrIxLQPQRAEQRDpoRp0zcvAKjXnPZJH8TZJW9MSbEmkzTd58MIlCCJMPYu3eYPOAVGvZFXMJQiCIAgiu6gGXfMysEpN+wRIKpRBrUIxxCUNsZaE2vqEndc0xduseduSIENkmXoRb/Nmf97sJQifiPU/qbYyedoSBEEQBFFrqJmfEHkQWJOwr5aCLQm1fYe0vW+zItySMEPkhXoRb7MMlS1ByElKxCXRliAIgiDyB3naEkqSCJeQVTG4VmItCbW92NaBeuzUZ8H7liAIO/Io3mbd1qzbRxBZo1aeuARBEARBZA8SbQkjWRRafdqTtGBbb0JtLetCnLyyLgx0d9dWuE3b2zbr54MgdORRvM0SVG4E4Q/+enJpJ5GnLUEQBEEQtYa6ATUii8KtD5ISbPMo1Nbb+TUdTxZEhL7idZuFsiYIH5RKVJ9doLIiiGRxEXBJtCUIgiCI/EGetoQ1voTbrAjASQi2WRdrs1DuWUFWFmkJDPUs3pJoQ9Qb5HVrhsqGIGpPsUjXHkEQBEHUGyTa1ims4eZbpMuC4Oojf9+CbZbE2rTPT54Ry67WnZ+kQyakHSKh3rGtL3SN1gfkdSuHyoQgsklh08d1H4IgCIIgiKhQ18BA1LhXpjTzLDr4FGzTFmvzfB7yQBoibq1j3SZJPYk3Po9FlxZd0/kia163adqRlTIgCEJO46aP6z4EQRAEQaSHatA1LwOr1EVwgHWo6inEgSu+BNs0xNo8lne9wZ+DJAWKehBu8yrgpG03zRKeT/q6121fPnaCIAiCIAiCSArVoGte5ALqJkTAl3gbR7iNum8cm30ItrUUa0msyTZJC7h5Fm7zJOBk3dYk3pYgkiFrXre1oJ6O1dex0HVa37jUk6zVBZqIjCAIgiCIWlNH3YXa40O8zYvHbVzBthZibR7KkZCTlFiTZ+E2q+RZZPL5tgSRHH3F6zYvx1hrO23yo2s4WyRVR7Im8BbgLsLm5dVLgiAIgqhXaCIyIrbwmnXhNsuCbZbLjXAnCfE2b8JtFoWcLNoUBxJvs0+9C7dZPbas2iWispOu6eTJah2hOkEQBEEQhAzVoGteBlYz2vTKH3FFgKwKt3EE2yTE2iyWUVokVRZZ6JD5Fm/zItxmoex5smaPb7J63yV6qVfhNivHlBU7fEIxrf2T93oisz9qvaDwCARBEARB1JqcN8WyRy1FANe8atl58SnY9qVOVxaO1caGWnXi+lKMy6wcY1bsqBUk3GabersHpH0caedfayimdTTqvZ5EFfdJtCUIgiCI/EHhEYgqonrdZk08iOJlS2Ktmno6HtmxJNnJ8+Fxlxdv27So9066jqzde4lq6sHrNg37815mPiEBV09frit9+dgJgiAIot7Ju2ibFzsBAP/617/w9a9/HVtttRX69++PvfbaC4sXLy6vD4IAkydPxrBhw9CvXz8cdthheOWVVyLl5aMBFyWNrDQc0xJsS6XKJ0/wdqs+9U7Sx1vPZZjmdV8sZue+kyZUBtknz/eANCbzojqthsqnApVFGF1ZNET8EARBEARBRCU3bYnVq1fjoIMOQlNTEx555BG8+uqruOGGG7D55puXt7nuuuswffp03HjjjVi0aBGGDBmCI444AuvWrYuUJ2vIxmnM5lG4TUOwzbKwSYJsNJIoo7hpJTkpXlTSut6po14NlUf2yeP9tlb1ykebpa/R18urLx97FEi0jc+0adOw3377oa2tDYMHD8Zxxx2H1157LbTN6aefjkKhEPoccMABKVlMEARB5J28P6Nz01y79tprMXz4cMyePbu8bIcddij/DoIAM2bMwOWXX44TTjgBAHDHHXegvb0dc+bMwbnnnhsr/zgTjWVhpvIk844jhKXdAU87/76Ez9iUab0q3dTkNz16XTp7UKiE7FMPoRJ8QmURn7523VOdIdJiwYIFOP/887HffvuhVCrh8ssvx7hx4/Dqq69iwIAB5e0++9nPhvp8zc3NaZhLEARB1AF5D4+Qm2bbgw8+iCOPPBJf/vKXsWDBAmy77bYYP348zjnnHADA0qVLsXLlSowbN668T0tLC8aMGYOFCxcqRdvOzk50dnaW/69du1ZrR1zx1nY/2219dzRcvGzzItb2pY5YHuDPR5yOY1ThJiuxbUmwJYjo5EW4TdLGPBx/nsjCAHstoHoTncKmj+s+RIW5c+eG/s+ePRuDBw/G4sWLceihh5aXt7S0YMiQIbU2jyAIgiAyR17EZfzjH//ArFmzMHLkSMybNw/nnXceLrroItx5550AgJUrVwIA2tvbQ/u1t7eX18mYNm0aBg0aVP4MHz7cyp6or9TVS2M5qmCbdDgBCl2QL+KeIzq/dvT1V4BdqafysgnvQuFfkiGpOlRP9TOL1HPZ5uXY+FAfcT6+aYz4IdSsWbMGALDllluGlj/xxBMYPHgwPvaxj+Gcc87BqlWrtOl0dnZi7dq1oQ9BEARBAJVBV9knD+RGtO3p6cEnP/lJTJ06FXvvvTfOPfdcnHPOOZg1a1Zou0IhXPRBEFQt45k0aRLWrFlT/ixfvtzJrigNQ9vta924tvWyjSLYJtH5J3Ghfohz/vJ43mt5beelk07EJ6l7YlbF3CzYUGvoeq4NJIzXhqTF1loKuoQ7QRBg4sSJOPjggzFq1Kjy8qOOOgo///nP8dhjj+GGG27AokWL8OlPfzr0ZqRIVCccgiAIov7J+8BqbpotQ4cOxe677x5atttuu+G+++4DgPIrNCtXrsTQoUPL26xatarK+5anpaUFLS0tse1zDVOQ1/hproKtz2PMY3llgaTKLYlOj8+4t77xFc+2lpMSEfHI+n06bdvE/NOoc1kNk+DbpiweI5EvslCHsmADQ7TF5n4aZdKS3HjHpMAFF1yAF198EU8//XRo+Yknnlj+PWrUKOy7774YMWIEfve735XnLRGZNGkSJk6cWP6/du1aEm4JgiCIuiA3bYmDDjqoanbR119/HSNGjAAAdHR0YMiQIZg/f355/caNG7FgwQKMHj26Jja6jt7bbFurBq6Nl22tBduseXVlnVp7wyWZn2s6eakfJNgSPsjqPTGt+3UWy8InWb6e6917sR6PKQ3yUD9s6rFu9um8z0xday688EI8+OCDePzxx7Hddttptx06dChGjBiBv/3tb8ptWlpaMHDgwNCHIAiCIID8P6Mz3oSq8M1vfhOjR4/G1KlT8ZWvfAV/+tOfcMstt+CWW24B0BsWYcKECZg6dSpGjhyJkSNHYurUqejfvz9OOukk5/xYwy3pCcdqQZ460FkqtyyT5XLy5X3n6kHnsn0ak5GRYEvEJcvXvYivCQdd8stK3fdlR5rHEzVv2/3yVJez1qaLAk18SWSFIAhw4YUX4oEHHsATTzyBjo4O4z7vvfceli9fHnqTkiAIgiBsUQm0JNp6Zr/99sMDDzyASZMm4aqrrkJHRwdmzJiBk08+ubzNpZdeivXr12P8+PFYvXo19t9/fzz66KNoa2uLnC/f6HQNf2Czj01nwLRN3A6FTy/bvhSXtNbktYziiDdZCZcQNzQCCbb5JQuCTdr5xyUr13GeqPe417I8817PiV7q+TovwL2Dl5dJTmrF+eefjzlz5uA3v/kN2traypNFDxo0CP369cMHH3yAyZMn44tf/CKGDh2KN998E9/5znew9dZb4/jjj0/ZeoIgCIKoPYUgCIK0jcgSa9euxaBBg/Doo2swYID81ZokXt02bRNnvWlfk2hrI9hG6WxRB01PPZdPlE6d7wn8XDxt44i2fUWwjZt/lut7WrZluUzikGRd9ZF2nDTSzj8L6fsga3U/a/a40leeQz748MO1GDduENasWVN+xZ71DV4A4OoGsg7AJ4BQen0Z1eTQs2fPxumnn47169fjuOOOw5IlS/D+++9j6NChGDt2LL7//e87xahl5ww4EoCnSQkIgiCIDNMFYJ70+b0E8uf3OgB7I/vP6DpoXtUeWy9afnsfHrdJkIZgm/fOT5L0lbKJ4nmX1uvPJNjWJk/yvAtTz8eepOdtlsIkRCEp2/NWJlHfciLSI606ZhqAdZ2PgUgWk69Qv379MG/evBpZQxAEQfQFKDxCH8ZFvI0ryqYh6voWbGtpv+05yQJ9uUPqKt7YCDJZEW3qUbCtdblmRbip9f23r9wT6i1sQtzjqMVASB5xHSgnakvS9Sxu/Hmfom6USUvy0iEkCIIgCCKb1EmTPl18xa+ttTBgE8tWh62tPo8pzbR8dkyy1vn0YU+c8nERb2opykb1sq0nwTYrwk9fEW7q/fhk+BZvszJw44JPe/N27Lb0lXtAEiR1TSRV12o5UahLXiTaEgRBEET+IE/bOiVKgzHpScVqKeqaPA9qJdhmqXMW1Xs3S8cAJGePmG6UzlwexRaRehFss3oe6lm4qcdjcqEerv8o+DrmvlJ2WZgckPBf32op1OrIih0EQRAEQfiBRNs6hm+42b4+ZSMo1LLDESUfH4Jt1OPLe0csq/anYVdUEdfG684k7qQl/pBgWzvqTbytl+OIiy+v21rfA6LmlYeJy7JIvV3/fZW8CaSFTR/XfQiCIAiCIKLSB5v60XAVcLPuURs1NEISgi11upIjS2XrO35t0qKMa2iEehBs8yj+1GoQLMl8snSdZoW+4HWbtRi4eYS8btPBR93Lm2ALAI2bPq77EARBEASRHqpB17wMrObFIzhTNDbaNTZNjdoojd6kO2k6QdrUMSqV3MImuGxPuJHlsnWtJ0ngu7NIgm265Nn2rF6nWaCewuv4Js913jdUFnb4uh7ilrdtG5ogCIIgCMIHjZpPHqCmbgxYo1MndEb1uM2a94iNYOsjHSIeeSpfW89bncddUt54Ll62JNhmgzy+Lp0VW23fvIg6MV8c8uBxW8sB2FqXRRRxzTaclE+y1mYi5PgUa33ej2zvgTQRGUEQBEEQtSbjXaF80NgYT7j1gUseqsap6hh8CLbUmUoen2UcNy0XYcFHDFtf+wD2HcE8xMtMO+00IPFGTdSwOKb9kxZz4wi3WRR9syjY+hTTZGnVQsilaz95otZBH/UryfsMn7buGEm0JQiCIIj8QROR1SnFYqURZ9PRNXnd6rzA8uJtK8OXB25S+2ets54UaZezKT2b8xA1hm0aogwJttmmHu6dvogr1EbJIwlxJYviay3xfey1fj1dzC8pETeJaz/r9xIX0riO4tS1NLz7CYIgCIKoL0i07QO4irdROiMuHY0kOiWuXrZJiLVJdIyiiId5I2q51bIjyudlEmZN2ySJTQexHsIh+E4/ihd00iRxn8yDGAzURqi1zd+n6BJVcHLdL0lhK81Y9lmKI+o6uasLeblO+wJR61xWxVrytCUIgiAIotZQW8KBpqbKR4dukgXXzleaImMtBNtaT0hWbxOgRRXH0zx+m/xd616tjqcW12OxmP3BBWZjVFvj7p93kqqvXV3pC7YizCZfdmXt3u1Sf9MQbFl7JEuCrUjW7as3anUNRTmnNm3sNCmgItzafvIyMzVBEARB1Cu653QUZs6ciY6ODrS2tmKfffbBU089ZbXf//t//w/FYhF77bWXU34k2kbEVryVoeqE1UK8kHWcfXm52IqBWRFOs2BDHLLizRwVU/knJdCqrkvT9ez7+hSFy1oKmHFiaiZhY5Lp9gWyKNbK8GVn3u99tsSpv3kUQn3a3Feu/VqSZJn6EmtVz1XThyAIgiCI+kU16BplYPXee+/FhAkTcPnll2PJkiU45JBDcNRRR2HZsmXa/dasWYNTTz0Vhx9+uHOeJNrGpBbCbZwJWKKShKdjVkXSrNrlmzheuVE/ce3KynmJ06mrh05irWxOIp+slbXPOp0XsVbEh91ZuTfYUqu3bPIo1ork3X7C7RzGEWt9PVdt03H1so3jxUMQBEEQRPaYPn06zjrrLJx99tnYbbfdMGPGDAwfPhyzZs3S7nfuuefipJNOwoEHHuicJ7UlFLg0Ak0eAr5CJdQK34JtXkTRPNjIiBKCwnV7H+Vhm5ZuG9ly22W26K7fKGJLlsXZPIRoqXfh1gd5FGtF4oq3rtd8Xu7xcQTbesGH+Ozjus9LnXElyeNKWrDN8vOVIAiCIIjsYRpYXbt2bejT2dkpTWfjxo1YvHgxxo0bF1o+btw4LFy4UJn/7Nmz8cYbb+DKK6+MbD9hwLaB6Eu4tWmI+mqs2oZGiCLYRhH+kvbqtMm/nkhS3I1iS9SQCGnhGq+y3jqRaR5PPZanr/pdD4ItTy2F2zRIOu5tPXjXqqjX45KRRJsmy7gItlkRasnTliAIgiDyh+kZPXz4cAwaNKj8mTZtmjSdd999F93d3Whvbw8tb29vx8qVK6X7/O1vf8Nll12Gn//85yhGbMjUWZc4eVg5qxrUrBEq64Q2NkaPH+tjNmSbjrGLB6OPmKM+OyZiWnHDSqTdOagVaXQOdWVcKlUvt10WBVXHsZaDJ1kkK8fmayb4ephRvt7EWh52bFmehEgkCx7hSYqatuci6XqZdtspCWxDSon4rHO+nqE8tvXRtm5l5TnEiCLCkmhLEARBENlm+fLlGDhwYPl/S0uLdvtCIRwNNwiCqmUA0N3djZNOOglTpkzBxz72scj2Zaw5lB9sxFtb4VbWqahFRyPOBGRxY9vWgrjiaxIdmlqSxLlw7ZybOmaqMk5KpLXtUJryyXO9sCHu8fm+f2VJuI2aRi0G3eqBri534dbl3lDr+7ptXq42+RRr4wrlqv191tk4wm1W8BVyCMj3M6gWgm0ac0EQBEEQBJFNVIOubNnAgQNDoq2KrbfeGo2NjVVetatWraryvgWAdevW4bnnnsOSJUtwwQUXAAB6enoQBAGKxSIeffRRfPrTnzbmm+NmX7K4dLSSEm5rTdzYoTZxS9OgHjo5PD7EWNtzEbfTze+v6qipzo+NcJuGsF4v9UiFr1e5VWJ8VLJwj0yLNARb8RlVy9fUkxZu846Pc1ELj2Y+Dx91uJbCbZJvAflMM0t13qZe2tS7KMfkqxxsJyJzgTxtCYIgCCJdTKKtLc3Nzdhnn30wf/58HH/88eXl8+fPx7HHHlu1/cCBA/HSSy+Fls2cOROPPfYYfvWrX6Gjo8MqX2pLaLCNoaXbRtVAjdLpqnXj3EXE9R3bNgnS8I7LIjbHlMSs9CxNVbo+Jhdz3V52faqusyzE00sal8GqqB3rtMsxb+cwScG2u1v9cdk2CSGtr3gWA251Mo5gyyZNTSMEha+889B24km6DRG3fVXLNo5vwTaN50kaMW2nTZuGQqGACRMmxEyJIAiCIIi4TJw4ET/72c9w22234S9/+Qu++c1vYtmyZTjvvPMAAJMmTcKpp54KAGhoaMCoUaNCn8GDB6O1tRWjRo3CgAEDrPLMWfc1PUTvPt024nqVx61sf35fk2dZHM8zsZMd1XvT16RSUY/DtbGeRe+ULFEroUQVvzJt71qdYJsV0qzDPvM0hZhR7ZOVMAkuRM0riesxKU/FJDxzXT1ube8NtfLK9R0XO2qZZi1OsC72vw15CZWQxj0mS88qV5IKJZJnFi1ahFtuuQV77rln2qYQBEEQRG7x5WkLACeeeCLee+89XHXVVVixYgVGjRqFhx9+GCNGjAAArFixAsuWLYtjrhc7+zymkX3ZOlmnqdavm7ogdjZcwyTYvJ7vY5bkqGnUerI03iPER7xQHVGFdJs6YvK2c/XAk+WZtHctQ7wmfQm2SXn+iPXc9yzjpntarYVywh9JesQmnaer17+v6yFrb1lEaS+k5VVrSxzbatl+ciXNt4uy+kaR6VzbDnD4aD/FaY/V0tP2gw8+wMknn4yf/vSn2GKLLSKmQhAEQRCE72f0+PHj8eabb6KzsxOLFy/GoYceWl53++2344knnlDuO3nyZDz//PNO+ZFoGwNdgy+qcCvul4agESdmqk2YhKQ6CK5p16KjoqojabzWpzpekygSV3wx7S/L3zRoEOXcJfFara4D6FOotx0ESYKseCRG2bYW6SSFDy/bWgu1Wbcja9jWQdd7V9bFWp482WpDFsT+NGyII6LHCUGm295WoHURcuOItmvXrg19Ojs7tcdx/vnn43Of+xw+85nPWB87QRAEQRD1B4m2ClwEl7jCratdvnGdtMo1rm2tvU6yEEPXpZORZoxPG7HWJzoB11W4jYONl61NB8+FqOc5zYEI1zocx4spT+EeXPaLck7iCrZZFUnj2OXb2zbpZ4Sv+uwihuVZAI1it0vZJH3NxtkvCbJki+7cRm1fy7ZLsy1lw/DhwzFo0KDyZ9q0acpt/+///g9//vOftdsQBEEQBGFHUnHna0WGmzcEQRAEQRAEQRDpE6WDx7Zfvnw5Bg4cWF7e0tIi3X758uW4+OKL8eijj6K1tTWSnQRBEARBVPAZ0zYNSLS1xDRpjmq9bMIbcWIycVKNpCfJ0Xk6RXktPUqoBBkmTypXTxybiTmSmJAmjvde3PPu61zYeMPZpKkrC5YH7y0lTjxUqwmDRFw8b6OkneT1naVJlvjtbOtLljzE8kgWPWxFZNe+Da4TkyVJ0rHJAXcv2ySQ2ZnUNRp3gjIijMuzII1nrQ8v21rbXABQKBTc9gkCAMDAgQNDoq2KxYsXY9WqVdhnn33Ky7q7u/Hkk0/ixhtvRGdnJxqzHNSZIAiCIAivkGjriI1460O4Ne3vi7REwiidMnEf206qqTPis7PioyNfK9FKdg5cBH0bZNeCLE9b4dbmtys2caSTEPaTfIXbtTxcw0NEwUW8tUnL5wRsWRKKowpWeRBrRaKIt7bCbVoDPr6opWAbJdSLCh/Xktg+0qFrO9WSLN1DeNK+DqLWTV9hE/LI4Ycfjpdeeim07IwzzsCuu+6Kb3/72yTYEgRBEIQjqkFXNrCadeq42ZMsOgHCVrg1pe/aCYgrPrh62bp43TJ8etDwaZk6Bml3XFzwLSLJ0nIRbJOwRTwXJuHWJ3y6JsE2CW9Sfp80PG5troU0PY3TEFGzItz2JcGWR7z+TWTJ4zYKPp9FSYliUeHTjXNNuQi3aZOFe4eOpNs/vif5jLrOx/aA4XiKRcDR0xZB4FRJ2traMGrUqNCyAQMGYKuttqpaThAEQRCEBarnt+MzOi1yImPVnsZGu86HS1gEcZmLt62KpMQGn4JtLTpeLA9dBzbpjovPtGstbEUVbE3rVWUiE29FrztemInrVWvTqXQRbG29UH0OokRNw0e9dH2V23Qfy4pIypOETbU4xrwLtgxXr1sb4baWb1nwxE3TpgyiiLVpvv4e5VqwFW7T9LbN2n1MhU1d9309+K6jmQiXUAPRliAIgiAIgodEW0uihkUQ9zEJt6o0Vb9V8Ov59PmOjW0bMqpg6yLW6jpcPj2w4ngf6kiq459EO188L7Ky1+XrYpMpPIJKvDUJt/z+PsIiJBUiIcp9wzdxQyWo9tVdlzYCbhaF2zSJMriVlFAVdTDGB65et3nDVHZJCLZZeMskaniUWnvcpnFPss0z7nnMyhtHUULv9OVwCQDwxBNPpG0CQRAEQeQX8rTtW5jCIsjWieKETqxIy2OEt8dVsIsi2Loco2xbXcfWxus2L/gOeRFnH1+en4BZfDUJN1E7nzZ1ImqIBFOaOXgeWOEqqLHtZdexqlzSKq+08k1LsI0TM1mGL+HEVrjNe5iEKORRsOWJIt7aCLdptJ3SfDYndV7TeiOpVuESYhPV05YgCIIgiPTQibY5IGPN+exgO6rvQ3DIcuw219fjdcfhs0Nl8yqtqkPvu1OStU6xDpOXrWuc4qgeQjLxVnVeTN62Mpuiepa6CrYu4RBcBMo4Ze7Tk1zcJ44HpEpUiSKUJims5kFgj3svTer4TJ71LvgSbrPiXQjE97J1EWyzcswq8nCdJYGvY44q4GbperDBh2DrNQ4uibYEQRAEQdSYhrQNiMq0adNQKBQwYcKE8rIgCDB58mQMGzYM/fr1w2GHHYZXXnklch7FYuVj2ka23OU/D99xq0XjOqqXra1g292dnAeMKW0XMTxKZ6oW5yeKZ4oNUQXbUqnysUW1j7iM/83bZ3MeXeyJcs2yZbr7gume4eP1VpttosYi1gnYMkGpqUn9kVFPr73bDB7YUKsBuyjXbdp51sJz0nd5RL3GfV4beRHlTO0rHh8e1T7LJcpAU60GS3xvHwUfAwy65TYDqi71iyAIgiCIOkbsxOesoZBL0XbRokW45ZZbsOeee4aWX3fddZg+fTpuvPFGLFq0CEOGDMERRxyBdevWxc4zihjjItxGeW07Drbij2p7G8HWRqzlO/Wqjw26vGS2pfXqddR7hI9z7ypgmwTWqKjSlv3WxdsVv6Ngez1HuafbDujYErdjHqecREFJJ8yK24jbxRWnanHtZvkZHkXIzIJHY9T7h83xmu5tvsNApIFtGyFOvdW1Z5Ns4/oSbrM6KFSLeuRTFE7KXpfnYdSBz8Tv3WyWYpdPVismQRAEQfQVVM/vnDyjcyfafvDBBzj55JPx05/+FFtssUV5eRAEmDFjBi6//HKccMIJGDVqFO644w589NFHmDNnjlcbTF524jLdf56kX3106ey7eNzKXrlX5RVFkHXZp5Yx7WzOgY3Yn4ZApPOydQmRYCO6q86bzstWJty6eiSyMmX3YnZ9mTqO4u+458bHua216MTbzD/LbMRaGSbhNqsCadK41mnX+1utPWttiGJTGnHefWP7do2MpAZ144qwPoXcPN0DXNsutcTFtqTSjksUwTbKQHik+usq2GZ5BJAgCIIgiFyQO9H2/PPPx+c+9zl85jOfCS1funQpVq5ciXHjxpWXtbS0YMyYMVi4cKEyvc7OTqxduzb0AezaWS5eeqr/qjRqFSLBJjSCbhtTjFR+P59eILq0ZDak4W3ryzNTl17SgqDO4zbq66G2Xra1Oj86wVa2T5T+mcvgjYiqHLq6qj+m/V3LVBRsRVzKwMfrzbUWQKJeX1kQSrNggw7Xe4hJuM1qXPi4JCHYJqkjxUnbZr8kJ57zec2kef3ZXlu1tNG2/RLF89bW+9ZGQyWNlSAIgiDqkJwPrObDyk383//9H/785z9j0aJFVetWrlwJAGhvbw8tb29vx1tvvaVMc9q0aZgyZYpyPX8eZQ1ctl5cVyyGl4n/VdtmbVKyuIJtkp0ClrbsWpNNYlOrmcZ9eGam1eFzCYlhuw6oLhPx3JVK+t/sfLJzyG/jC51gG0UUAezvATymbXT3B7bOdz0X07MpD1kZ8Pe3NGZ7j0JS12OSXrZZF2x5dPdx3/mo8vB1P4niIRj3rSxX78JaYWo76faLG8olyftK1sRQHUk8J23w/fyJ6nmbCMUi0ODo79LTk4wtBEEQBEHYoXp+5+QZnRtP2+XLl+Piiy/G3XffjdbWVuV2BWFW1yAIqpbxTJo0CWvWrCl/li9frtxWJ8a7etfZNChlnbmkPCtdvfFMgq3O08PllXobjxHV+iQ7blE6EbVI3yZ/vlxsvVx14Q1sO7FJeNm6do5F71obb1tZmTY2hj+m/FRpmzANlKgQPW9N1zxvD/tW3X9kx+TiZWyDjb2EnLyWk43dfc3b1iR+2V5baTsSuOZv2rYWg6/1QtT2UxpvItXK8zYWtq/b5NCLhyAIgiCIbJKblsTixYuxatUq7LPPPuVl3d3dePLJJ3HjjTfitddeA9DrcTt06NDyNqtWraryvuVpaWlBS0uLky0671pxuc7jVvXbJ3E6sSoRzUaw1aUV1xZZ+1flrSV63IretqIniswzxaVj7BOfdcJXPZD9V22v82rj14vXgOhlq/K2FdPUlb9tJ18nqurEWX6deD3YnEebbVTnkOUns48vK7E8bZHFArb1cJLd36J42/q6DlQe37UmKS/bvAq2DJu6KXuLIq/ojsOHYJs1rcjlmZbmGydxiGqz69sqrmlnrS7YEEWwNWFz76iX+wtBEARBEJvIuadtbppxhx9+OF566aXQsjPOOAO77rorvv3tb2PHHXfEkCFDMH/+fOy9994AgI0bN2LBggW49tprnfMTPehknWadeBvltWiGLESCLo2onZso4qpOsK2Vd5xOFMxr50SF7NzGrV8MGy9Xk/era8gElaDH/puEWzH9KOfa1dvWtQPHtuevjbgDNDahSPhluoEKF2wFW5t7YdoijMmLS2ebi+1xwlvEwdczwBXf99u493BdfU/j+ZBEfnkUbBmqe4VqW9V2aYSSiuq16mN7lZOAy/66gdQk64vP+hrlbQ6vIqzp9RoZeYgDRBAEQRD1jOr5nZNndEab9dW0tbVh1KhRoWUDBgzAVlttVV4+YcIETJ06FSNHjsTIkSMxdepU9O/fHyeddFLs/GVCDMNVWHPxtq1F3EeTGGcTfsCHoCdD1xhXdTTE5SZvW1eidBpM630JRnGJEy7BNX1RmOV/q85tUl52MlFSlo+p3vAiQtxr1+a6UyF637rGAlaVsa14C+jvcS6CS62ExbRFZRW+7/++j1E3mBgnTd3+9eBtG8fL1kTUsrfZz6fXexavt1rg47hNb7So9klye1uiiriuba9E7hHFonvCmhBtBEEQBEEQJnIj2tpw6aWXYv369Rg/fjxWr16N/fffH48++ija2tq85aESb32HRrARNVw6PVFfQVaFRdAJtiqb4nqCqQRa2bpaelTZvipuk4atN3XUDq/tZHEu3rYu3k6q0BQ64VYm5Mpe+5fB961kgqO4n0ywdRFQ2Lay1/9tBndkqK47wOzNrBK3VGXGLxO9bE1lJtojO59p4HIfSOKNBp40vWxrXf5JegYC/oXbrLylETcsgmt9d0X3HI6alu9ByzQmOUzrGowi3qrSSav++xRxAff7gvjcJgiCIAiizlANuuZkYDUDXZToPPHEE6H/hUIBkydPxuTJk2OnXSzqhVOdeBtHXLPZPo54ELVjEUew9dVR0XVO4nTwk+isxPV0UolxvstStsxWsI3SwWH78IIrIB/EUHncxhFrdMKtjWCre72URxW3VTw2F0ye7eI6ZqsuFrAJVRmpykHnaWt77KZBgrhioImk7q99SbA12WB7zqLem32GSLDd3iVNH/evODYk+byLUteiXnO1DJEQ982hpK9BW/E2bnunFuKubmBQt8x0XZmef7JwQNKMydOWIAiCIPIFibb1Dd/Ik3UOTPErxf8u3rYiSYt2rtuYBNs4nRxdo9nWu1b8z4t9UUMkRO1MRMnHpT5ErRtRxDPZdWDj1SSGqAD03rIqT1zVNrrtTJgEWxexhJVVlAm3xDTY/rYDJaqy4Ou+qVzF55lOsNV53ZnqpKvgovPgtxGRXbDxAHQhqrDkw1swC4KtiIt3YFY8YKPgarfumeRDsK1FOUa9dpL2cjeRZPq1vAZtrhfb52kUTAOdrv9luAi2cUONSDMn0ZYgCIIgiBoimUKNUNHUpG4AqoQO2X+T6MHnJ0vbJzLvShHd69liOuy3ykNOtU63rU6sMS2rtWDhs1OclCAsQ6wHtoJtd7e9sMS25bfv6qqkqaqLLuKxDF0nkv/NrjP+Oi8W5dcy/xHhl/F5s/Tjejnxv2VlxS+P6h2tKjP+WyeUunroyjB53Kq2JSpkvVxcngcycjJ3QIikY3Kr1tda+NbdI3X7RFmXJlm8N/n0/E37HmIj6qriz3sXbAmCIAiCyCdiBz5KQzVF8mFlxlDFvxK96Ww9bsX1tfAqUaHLV+Xt5/o6cxy7ZN6Y4vJaeWa5eIiYOuoq8cFUF3T1yAcqkdQ2Nq5ol7i/aqIs8ZulL/MctcF2EEXlXWsrJoj1sVRSe5TKzpOsDFlZ6a4zmbetWIait63NccnKwEaAVZ3HKJ7hLtvZXveq+4hsO9U93JYkX9+O8zZDlnDxvLUlytsUaXr1RvWy9eGBmzQu143rNVbLEAmupHkNRr2m0rwGonjdRpkwNNY1Q562BEEQBJE/VM/vnDyjM9CczyaiYCFrfMvEWzFcgk0HJE2RVoX4erZsne637L/tOpMYJNtG19FQiX2unfooHWfbtr0qRjJL20Y4cq1HKu9amZembUxjm/yYrXxafMxVndDH0onyaqfKY5blL9vWphOpEkzZf164dQmToBIiTN7xYt6i+B2l3qs8bMVyU8Xuta2bujroA513cNz8ZPumJSZl7Xlii+19nCdKjOtaCFNZEUuzgo9rLK22UpQ8XfeJ2iaySdf1mkqKKKKsbnsXwdbbcTY2ZuvCIgiCIAii7qGWhyW6DofM00M1a7yrt1lWvEhMnpU2gm1UzzpbgU7llZkEUT1AbPfxPcEdT1RPQZNYa5OuTNRkaeuEW9k+Yr4250QUHYFwWAQ+nbietrYe0jbnUidm6gR8mWgaZxIklcjNEJfrhHdXVMdpi239SNJzvRa4iOM60tIl0vT0S5oocTejetn6vjZ8XQM294C8XHOmgbOo+5u28+k9m9XrzSTwitdS4mItQRAEQRD5JeeDrvm1PCVUHQ6V161JuOXT1XmmsbR8iHUuHpamNHS/dctciOJdK66P2jGxFXpE4sYtlHlk+vKwlaGqA64TYdnmIxNiVcIt204sZ2ZT1Anl+PRUgq2tZ5DKG5j/jjIAIyt3l+vUxnaRpqZK+YgfoFrklsG8ipktLmKtrTAtpi37HwVfglHSg21Je/+5DIb4RnUeayEwZVXEEokr2Mb1cox7jbgMbNUbSbWJTPvYbu/rvup74IBhI9gmcQ2Ud8rDDYIgCIIgiAo5f37n1/KE4c+rTgCRibc2wi2fTpQGvMt+USdrEQU7kyBrK+aZ7LYVxtgy186F7HVal06JbjsbsZbvYOiEHZnXrauHpgnd/ibBNop4q/KaZeUvCrf8OjEfH/dd/nypBFuXzp94blSerrp7gu6/i3Cr8lSW2c0w1d/GxmqBW4QXqMUYuipcBWhxvcwWk6e0rE6J62yvNXFdFsMixB3sq3U7x+WerAqRoAsFEkfEioJvL9uo+/g6j7rrxyUN132zLubGuddFzStuPU5joMJl0CHuAINrOtrtct7pIwiCIAgif1DLwwJX8dZGuLXxts0qSXvb8tvadDB0/3142+qwSU/XKbcRcF3ioPr0xLZdH+fcykROXrhl6/h9owoZqr4W8yzlt+P3k/0WkYl7sus5argTnXAr/lbl7dpZF71smWDrImbzx2ryto0iTke5tnUCbpbvu1HxdUym+3KU/KJcy1n0hI0rMsXNzybfJG2Kc/2Y2lc2aaYRRsr1WJO8t7g8G22vnyxeZ4DZy9Y0QEcQBEEQRB8k54Ou+bU8BVw6FzadCJNIy5ZH7ZDEEYdUXra+vG1d7RGvMRfhVoftpEw2aUWZxVi2rW294X+LdUhWp2w9ZnkbdOc/jqct214U3UThlk83yn2WFxl5G3gRUmabrVgrbqM6JraN6RwxurqqhfpSyV7MNOVj8qgVj18l2KquS9n1J55H23uJyXvUxbPQZlvbc6Q7d/WObyFYdV6yKhz5wreXbS3Sss3Hlwdt1IFIl8FOX7jeK5LIP+q5TtrzPOqAgm6dSbBNpN7nvNNHEARRT1yJ3zrvMwXHJGAJkXly/vzOr+UJY9OIVHm3MXix1fRKdBw746RlI4zY7mcj4pkEDd2rrEA0oVa2PMqM42L+/G/bSTFsMMVHThL+nNkKtr49bfnzJYrqsrzilDXLW+Zp6yL26Txtxd/MXpvzyQu1Yl7iAIsIiwsss7+7uzr8hEyQVXkt2Xjbyq5PMR2Z7TJxGghvKzvnJiHBxRM36j1VdS5U59omHIXtdW8SwbNMVG9wH/nWIs+4Mc55XL1s02qfJum97rMNZcLXwHOtsBnkjFK/fV4TUe/T/HUUVbB1GYRVGuFaEEHgtj1BEARBEAQHibYaTF4jsk6JuMwk3Jq+eXwKd1GEtqjetoC995mrMKP7r/L2892J9SnYium4xEeWYbudShwT18f1tGU28dvr6j4fJoHfl0cMo8DQCSWily3b3+RJKkuTTRDIjkl1fOJvF5iQyZ8HWcxhW5hganMt8F62/AcAGtAjpNtQZTefp7hMh06UZsvECetsUZ1HGbp7Mm+nDNO5iTp4ZIOpnG3EnVpjey5dzrnt2xS1phZeti4DFSI+B5Zt0/PtbZsUSQ2QmNo/LpiukVq1j+IQtf6qBhsJgiAIguijqAZdczKw2mDehAD0HtWmBiLf+HbtoPtuaNp0LGzFIBshr6sr+uvCqn1NYmEtPM5U50XV0RIFL9nHJj2bibNs0ZWbbvI5cbnMG9RluWpQoFTy610sK2vVMv67sbHykcGv06Xl61qWCba8qMvKj63r6jKXuQhfLjLBtgE9vYKtkDFbLm5vI0DIjoE/Tv7DYOtNg0Z82Uc5jzaI9yrbumvaLoqoq7tuZXVBda2mQdT7d9R7RdLHHTdsDk/UNohqH1O7xud9yza9ehLXTHWLtXFkbR3dOpf8dTbYDuwkie35VnnZmgRbn3U4lKDrhygzbdo07Lfffmhra8PgwYNx3HHH4bXXXgttEwQBJk+ejGHDhqFfv3447LDD8Morr6RkMUEQBJF7cv6MJtHWEdW5lS1XCbfielfRLam6ZdO4t/W2lXU0ROFF9pEhS0slQrkckw90r+sBbvcC1bY64VaVTlT4ctaJqexbJf7olsv2N9UvXnjUicEqbMqEL/9iMSziNTXpP4Ba9FOdU5u3LGVlxwuZsvX8RxcXV3a9qeqaKNiaMhaFWzEt2XGK6AaPXCbmkx0PUH3+bPa3pdaxNG2wuRdmWbjNiw1xn89Jtx2jtE99t2mzJtwmUd90aUYRYuOKt0lsK6ITU23wfe3YDEg4999ItI3NggULcP755+PZZ5/F/PnzUSqVMG7cOHz44Yflba677jpMnz4dN954IxYtWoQhQ4bgiCOOwLp161K0nCAIgiDSgVoSCvh2ls5zS1xXLIaX8f/Z6+6mMAdiGvy+Nrg2un14YoiCLY+LgMFvK4qTstdcS6XwuZD9Frdl37avJkcR1+O00WV1S3X++eOJ0tmS7SObsEwnquoENx5ZbFrRftXxyM4TW+/qiah63V8UbEWb2TqZDXwcYlUYC35f1T1ClrYMXrC12V48Btn1wa8Xy0Mp2GpoKBZRLDaU82LhGEz3G1GYlh0bf/3avv6uOqf8MtX9WTyPpnPjG9Mzw6fHnK5u+ECs+1nA5ph9lYvvQQLVILKv9GX7+xA5XdPSta1sSWowwCXduBMV8qFhXFDV36SvdyB+vbbxsrURbLNyv+nrzJ07N/R/9uzZGDx4MBYvXoxDDz0UQRBgxowZuPzyy3HCCScAAO644w60t7djzpw5OPfcc9MwmyAIgsgzqkHUnIRHoCaMBa7irU3ngnXCdaJbVCFORhRRSLW9TsDjOyRxxQu2P99gl3VYbMVa39i+rifD5tyK26jiI6v2sa0/prrhet5VyOL1yeq+TFTkj1UsX35SLRm6jp1sW1Hc0+0jXv/8wAxbbiNOiGWg8pDt6qoWbGXnQ4fL9cDEbUDhYWtKvNhcPramJrv7CoMdp7idbuBFdmz8f5kIL7vGWJq2IWLiCjE+Ecsx6mCOz3umygbZgIbKBtP/LFKLCchst/NZVj7bJqq04uaRpre7ym6f94ko4q2tcGtqU8WhFtesjYAbK3HXBHPSITTx/vvv49Zbb8XKlSvR0dGBvfbaC5/4xCcwYMCAWOmuWbMGALDlllsCAJYuXYqVK1di3Lhx5W1aWlowZswYLFy4UCnadnZ2orOzs/x/7dq1sewiCIIg6ggSbfsOJvHWxgvE5DHrszMUBZsYsjb7ykQnG2TXkswj1sa7zrazEXeiGpNga9uJtqlXsvrjo87w3o0ye1wEW11nmZ1HcSIpQC84y7xUXb2GRPFW9uEFW1uxV+zgyoTbOMhEOP48uIi2rLx5EVhVZ1n4hvIzThRsReFWkhDztjXdH/lj4IVp1fHz6egEfYZ4/5CdW1F4V9mqQ+alLhJVQIgyEWWcuudLrHEZOEpqwC3q88K3YFULL1tfadum6aO94kO4dXkbKQ2Sss21/RKnTqct4Np42doKtuIkmtb0YdH2hBNOwEsvvYT99tsPjzzyCF5//XX09PRgxx13xF577YVf/OIXzmkGQYCJEyfi4IMPxqhRowAAK1euBAC0t7eHtm1vb8dbb72lTGvatGmYMmWKsw0EQRAEkXVItFWga9CpOis6YYL/LYZJMHnZ1kLINXlbisvEb5Vg62q3qvOu8roVPTZVv8VvG3QCrMyDKq53h229UoXZ8FFnZN6NrufclD6DvdoOVMRE8Rj4/Nh2vG1sG534yH+LaZgEW5Nwq6prvICgqwe2npxARczk17mKtqpyMmivYS/bDRvkmSpVr+ZQGavqpkrENYk5tteZzHPadM24CKW2971aeYja3tOB5OyJcv/PuvdsEvg6ZpdBQ906l/Pmq31ik07ag9o2yOxLWkx29bqtxQCFK6pnrUsMf1MbzFaojSzo1jl//OMfsWDBAuy7774Aej1bX3nlFbzwwgt44YUXIqV5wQUX4MUXX8TTTz9dta5QKIT+B0FQtYxn0qRJmDhxYvn/2rVrMXz48Eh2EQRBEHUGedrWL3zDrUcyZ5tMVBKXuQhpNh0SV28r3evIcfeJItiqBBjVdjLx1lW4leGrg6LqJMVJW1WvZGXnUh9ctlV5N4rnPIpHNTs+Xohn51EUbvnt+Xxtz7OIbKIwHplgayN6yAYHWN0weR7b3B9EEVPm7GojDLA82Ed3bHzc3yrBVqWmSgxvKBZhO+clL0yrsrEdfBHFeLaM/+Z/y86dzZsHOg/1WmOqP7r9TIMSvmyx2U8nJiYpLMVNXyc2xXmbIyqqY7G5dgD7c+jL69Y0gJ0FVM9GFbr7ss1bKS64iLe1aiMlgY1dUQVbIzYziIr01IcIPGrUKDQ0VJ7lLS0t+OQnP4lPfvKTkdK78MIL8eCDD+LJJ5/EdtttV14+ZMgQAL0et0OHDi0vX7VqVZX3LU9LSwtaWloi2UIQBEHUOarnd06e0XY9aQIN6FE2+kzeLbLf/IzzNtunhcr7TYYotvD76TQe3XrZcrGjw3eKkurc2XZyddvyXp0q0VCXp8pb1DZ/V2TnEZALtrYaHr8t256lw9JV1R3ZcnF7HSrBjgl7qsnJTB8+Hdm5FcMM2J4f8fhkYmapVJlVvLu78tmwoXeZTOBly01lxD7SWLa8iMs+/H9hO5aWWG/5+LwqYVq2TPyYBiNUYrx4DvlvF1QTpkUVUVXIBGhT+i7XZRbJql2+iCJAxcnLJa2o20e53/Fp1DvsPh13GxXsmWAi6fsV4K9tIhOibdrNura7soGhI0ojoU4q9bXXXosrrrgCGzZsiJVOEAS44IILcP/99+Oxxx5DR0dHaH1HRweGDBmC+fPnl5dt3LgRCxYswOjRo2PlTRAEQRB5pD5aEjWENf5Ez1uZpwnvISLzFokbn9SHBwq/v8srfCoBL4pYIEtXbOOKXh+yOLeytHivPJnniE06IrqJqkwCvmmdzMuIX86fc1mYBJWnEiD3COSFPHGCK3E7Pg1XkUqEP65iMdw5FePc8vDHKaLyDJKJ3WI/ShbDVuz4yehBQ9WxiLbLrivdvUE2CCEK2uJ549fxdHcDra3h9MQ6paov5d8yoVZVUdjOGzb0ZrxpO1tvW1HEFW1UXcdAOPSDaeBEtlw8f0C1UGA7UKC6D2a9764q2yjpuKwz3e9riZi3eM1EsSuJNzJMaZn+u6btS7hj6NLT5WdqV6WJaIvs3u8qxEZpo4j56zxvk7jWfA1E2B63TrCtwubmlKVKlSE6Ojqwbt067Lbbbvja176G/fffH3vvvTe23357p3TOP/98zJkzB7/5zW/Q1tZWjmE7aNAg9OvXD4VCARMmTMDUqVMxcuRIjBw5ElOnTkX//v1x0kknJXFoBEEQRL2j6gTmxNM2413IFGGKgaJl2YAeZcgEk3ArbqN6bV0mIMSJjebSDlWJDiphyLSdKW+VeKnqPLN8+YmtZGESZETtpJj28dFJlon/bLmpo6oSbGXb2ohOqg6oeL5tvXPEcynax4u3vHArS0MU4ru77Sf5EX+L3ov8PT3U6ZMcED+IIwqKvLjOwx+vizeUKGbqhHa2fbFY0U9laajOHfMOLnvZih61sgRkFzG3jSioygRo2bEC5nLSXWuiB7Vue5lgJ+bD2ygT2H3098U6E/W+b3MfrpU4aqOV+BZLeeJOOKlCZpeN2BT3eFz293GOfQukqmddUnnXWofzIdiK+yUp3jJ8X3c2mAa+Vdvq1lUJtr4qgKrTpyMnHUITX/ziF/Hee+9h7Nix+NOf/oRbbrkFq1evxuabb45PfOITeOyxx6zSmTVrFgDgsMMOCy2fPXs2Tj/9dADApZdeivXr12P8+PFYvXo19t9/fzz66KNoa2vzeUgEQRBEX4FE2zpH1pvchM7r1la4FScsyoMHiUlIMYm8un1MHleuwq34bbLBVngVvWx9ejWx/W2EW5WQr+sQu4r3/PY6wdZGCBZtlF0XvHCrSkOMf+vqtcPft2VhEQBOsDQdECfeFosNVsIfW97UpJ6MkIefII59q0IL8HkwRE/drq6wB66MchqiSCt62oonolgMedmyT3HThGSmYxSFabZOZ2epVIkPzOehmzBQJxC6oIvjbbp/yZDVe/46Vw3yiXXA9tqMYqMrLs+BqHlHFbR82yFieq07CWzTF8ssqqgYB5uBynrAR9nG8boF1OJtrcRZn+gG4JwEW9eD78Oi7auvvopnn30We+65Z3nZsmXLsGTJEjz//PPW6QQWk74UCgVMnjwZkydPjmApQRB5ZBZ+67zPf+GYBCwhiOyRs2ZaijiKt2JHxNQBMU0S5bsDo0rLdgZ0cXudYKDKV9buNXlcyf6rhFtV/nG8SFxmMrZZzuzQ7aMaABDt0oVIcEEUagH5a/i6c206Jn4bmbiuuhbY/uxV+Cj9Lf63ODGZVLDVFaagPDegpyzcivmZkrLZjhczRYFTFOlk5SKWNS+M8tuUryFZJrJMZRep+Ck2K49TtJ3ZpQv9IB6PDpkob5uOrTe0SiQV64JusEF374r6poVNncuSaBP3Hq3DxeNQZVNcal3OsvxUzzG2XHf/TUpIrTeRlsenGB5XuAXk7aQkr7u42FyvUnttGyey0Taiiv322w8ffPBBaNn222+P7bffHscee2xKVhEEQRCEBTn3tKWJyFSYVBMJsvhZokgk+9bto9tOR5T4tKZ1/G/da8Gy9q+s2FTLVWnY2qyyKyqm86Rbb+OUYdpOVR94T1GTrSZkr9nLRD2TN5/m8lBuw6clrhMnzRJ1QlUeOmRetjxVE2+JxsmWcxn3CrdqcVA8f6oOuEqgBeReqeJHjGag2kdWZmU7ZQnyn/XrKx/Zem5/Vi6y4xSPkQ/9IIvIIBtAEIUR2f1W/G0Sc4FoAp/L8nrD5l4tq4NR048Cm6hJN2GTaz6y+qObMNInsnaGChvBz6fXsgu6tk+WRESGTftIt6/qfmzChwjsOgBkaufJ8H3+bNIwTjrmw4gonzpgwoQJmDx5MlavXp22KQRBEAThRs6f0fmwMi107gaKdSqvW5kowpapQiT4wmd6fFoyr1xVJ8Y2XdFZz/a/jbctv73u1JqwmVQmatq8feJyU3mavLVV2HTeZK/n60R6HeIxCs6qof3ZOeWXFYvVMWyZ0CcTZNlHFGhlXrYhwVZ3kDKjBfdJWR0QvaGLRffOs8rLlvdM5Y+PnxOM31e0SbS5SrzmP+vXhysFS6ixEejXT6tGmERqmcCsKge2n0lwFa9N2WvhKkFZhzjYoasuPpBNPihDZoeqnsligce5P5pQibi6e33S+Ix3m5bgKUMsQxfbbGPt+yZq+nz9TiPMgwpdKBMZsrZQUoj1Xnbdma7FKPU97rGpHCCUMeh9VlgW8N2FLFXIGHzxi18EAIwcORJf+MIXcMABB2DvvffGnnvuiZaWlpStIwiCIIj6hURbE7oWtGadOFGZqOuIywF5J8mlA2OzXZRtxP8yz0tdGro8TR2EuMKtREuTdkJMnXaTt2tSHiWquiLWp7iT1PHohEBeDIor0APqY5KlKTt/zA6XMhc9Ltm30sPWdBBi4qUSGopF6USFvAgtuxfoxohUgqZMP2V0d/cKths2VPLYsKEiFsv2KdvBMpB513Z2VnbmL7bW1t71YmblMguHSJAdk0yU5rfnz5nta7P8h50DcV+dQMXi5fKI15uuysjuQyI6j/m4zwDdvSGKYKm6Rk32mMQq1WPWVHY+ML0yHpe0B/KjiGtRBwLjohvIUy3TEUeziyNSi2XnarOuzvgIkwDYDXLb4HuSv1jHpmucmE5C2hdqhlm6dCmef/55vPDCC3j++edx7bXX4s0330RjYyN23XVXvPjii2mbSBAEQRByVIOuORlYpdaJLboWrEK8NQm3Km9bPqkkPVp4TIKfaIfOy9ZFzJMVnS/h1hbbfVTb6ARbm/a/SdS2FW5Vedp49bDfOo3SRrC1ra8qb1vx+GS2sm2YZ21UeE9cbUgE04HIDN8k3BaLYeFW5lHPJiNTZcVfazJBU+XtyY6N97Rl5Samq0TMjBdsmRLMjODLpKmpIthy+xcVcW1lx8PCIrBtxOuMrwOyU8WezbzI29hY7X1bKqkFB5avSqCVbS+uVw02sN/ifUVWp6MIR7ym7rKP6ZqSnQcXe2zzdxGNVPdm/rzalINOwHYVj32ErYkDn6esfGTHKSujuIPJKpt4atXOqQW+wm2wfWot3MYdqHDd19e1IQ2LEKVxYnru60ZXVeSkQ2hixIgRGDFiRCh+7bp16/D888+TYEsQBEFkG9XzOyfPaBJtVajcpQAn8VYWLkFEJ8wlia2Yp1omaw/LRAvZf50gx/67CLcyRG9b2/106DriOvFWh0mgVwmcKtt8dbD5uKIMmTios12Frr7r7BVFExtdFQgLeEy848W8UGKmymxjuKIC8B1jWRJsm87OahPE37ywKZrOtisWewVbJm5KdNSq/cplI2a0YUNvhWCuvUy0ZRcarxDLMhKQxSvu6qoOh8tEEF5YYNmo6orq2uRDZOiuUdO1xm+nqjb8Nj6ECWaLyauez9/0yrjtBI42drnC22Z6RTsKUY/H5pXxrOIqJsvW+XpjQ0Rnm+wZ6MPDNglqbYONcAuExVtd/yON8B2210+UdlPVPj4aKKaM+6hoK6OtrQ2HHHIIDjnkkLRNIQiCIIi6JSddkZRQtZYjirc9aKhyzBM7AD5fR4ybjqydq/M4c2kryzzR2PIowi3/W+V9IttfzN8GmTgbVbBVpasSokQxSVWPZPvaCj0yjU0mCMrsdOnw6wRMlZgpHrONd5BJLCh72fLoVDidsYLhorctv5lt5583QxVGgBc5xeNm2ipvHu99K6NYBLBBUCSZosoEW9HTlndjBXr/8y6+pRKKrdV58cchhn7gbZeVi3iKurp6s+SPQxTqTaItH99Wd350sSpl4pPNwJHqPuKqOYjbq54Frp56Ue9tKiFZXObrFeu46fiMcWtzrpMUAfnza3NMMuE2brvERbQz3W5dSUvklb2NxCMTpH3lZ7OdeN3LvG3FbxeiPI9liG9GaPe3KWhTQ4kgCIIgiPpDNeiak4FVaqGY0LVWbcRbyTqV0Jakl4tPZN6Xpt86bMVYl22ZGOErXpuIS4dEXGZTLirRSCfcumLbv1EJuiYhxoToaScei1huNhNP6eAFPD40QjlR2Qfcej4h3UkQTl5DsQhs8rTn6ydvk0k4E8ucFzhlXqlApe7LHF95L1eZ0BsqE5ZBZ2d1fFtebSsWw4oAE3d54Rbq65FpwiohWqznolBbKgH8XChiPqKXvOw+UirJ49eKeYrLZFVGljbLW0S0VdxGda3rrn1VGAzx+jHdK31ie5+IIxb5OgZTechsU8VL5lE9I3T3cNdysKljOny2RaKIfaprPqu42Gi6t6j8BHzriSrxNo9UhUaQPdxsTpJt48z1ZOSkQ0gQBEEQdQuJtn0AU4vZsrUtxrhl2Hh12eIiNohEneVYtp2NoGf7CqpLh0W1ra2nmwui54fKS061H7PFJg8boUZ13CbYeRfPmegpJBNs487YrZs4TgbbhhcfdeXJ1okOoFaCraxS64yTKWrCT915NIn7vEeqGNtWNRkZOydMuGXOr2xbXghnNDVJYvyuX9/7EUVbtmNnZ+8BMDdXpowLgm1v5zrsecxs4b1sWdK8p6143doMWsi8bNmHdfSZJzSfviiqs7jDbDux3HT3OzFEiwndgBCfj433o8rbL4pAZLqnqZ4BLs+1pAbZgHhCZNT8ZeK7blvfAqVOkDPdb0zllVVBNYm2t+2xysorim5YS4dP2QSueUFaTlEFW1kaMlQTmURNjyAIgiCI5FE9v3PyjFYHWiXCqNyoZNtoFMyKUIDQd5bRHbpMyOMFPdOs5fx62za2TiDmYZ03VR62MNFH1plxFWxl+9tsL26nE4xl9gH2nTFT+YqCbXe3vqOsqz/8vqw+8PVIvKTiTvIillMoNIIsQ5v/4kFKxF/+urfxrGWoRADRy1YUPEWPVX47fh0v9IbKUFRP2YliiX3wQbWAy3/Wrw+fUEkl4EVQUR8WhVsxdq84+ZoO0bO6udgTEqUb0BMSc22RVQHdq/82dor/ZTax49HZ5Lq8FoPM4gCP+BG3M51bVi6ur//LUN3DbCegs72H+9gmCiZP7qTyjpqmL/vSaocnEZoqyWOxHbCP2n6qCbY3P8nzOS8dtjTp6urC2LFj8frrr6dtCkEQBEH0OXIj2k6bNg377bcf2traMHjwYBx33HF47bXXQtsEQYDJkydj2LBh6NevHw477DC88sor0TJ07f3KtlOokNJZbjfR1CT3CovyRpZvZBNTMWSCLUPXQRe3VQm3tkKibJ1puQ6VkGK7vUs+NudYJ9zGsUk8f6IophJPVd64sr6Qbr0o3sqERJktpriB/PHzXrflslYZZfrICsXQ+ZMJ77wnJ28jj0yo5D867ZSPYiATP2UmV3kg22Qgfjo7Kx9Nx1hmC68Nq8RnJpDqjoEv79B/SaaicNvYaOdQJRNsZfc6na2ysld5aOrsUYnHsuqapkahi6+bBny+pgEoG2TXso9nt69z5vL8Et9Q8AW7vsSPjU1pt4NcsGmXZA3bgYoo+DqX/H7S9rSqAaE7GNsbo6pxbvrknKamJrz88ssoFAppm0IQBEEQ7uT8GZ0b0XbBggU4//zz8eyzz2L+/PkolUoYN24cPvzww/I21113HaZPn44bb7wRixYtwpAhQ3DEEUdg3bp10TL1of5pWu0yAceEjSeRybPURyNc1r6VCXq6DrrMu0q0L65wK/O29YFJPFV1Sm06vqZ7iEoM4AVA29diZeUu67TxZSsKtnFFIFG8ZXmYRFrRbh0yz2Stl20U8daUDmdLFI9AUaxkYqxK1OT/89op24cv46rrQ1QAefWXedl+8EHlIwubILrM8ukqjolFYOCX81nzyckGFmTwg2Dlcy5Rr3nhtqlJL6TLigqoFtbZMt0+Irrr28YG0RbVetk6m/ukzgNYhSq+rkictyOiXFO1EJBr3RYUPZDFWM62+yeF7tnEr6tluSWdl6ytYhpESULk1eXno87bDiQnhu82u4w+KtoCwKmnnopbb701bTMIgiAIwp2cP6PzYSWAuXPnhv7Pnj0bgwcPxuLFi3HooYciCALMmDEDl19+OU444QQAwB133IH29nbMmTMH5557brSMSyW1+xvDplfPttn0m49vWyxGa6An1ah33V4n6InpikXlGk9NPB2m/7p0ZPbwuHiwioKtDrbeppMkHhu/XPdftcwF8dwyEQ2Qx8GNk5eNrWwbFsdWJdip0lF2KHUCrCxBlrn4LSYuLOsVBRvKu4ixdW1FOV4Y5L1SWdnw9UoUQYrFSnzbzTaTH16oHHh1lHnQymLaApV4tkBlAjJRWUb4VigeE5+VbCKy7u7qidWAsMjHlycTYMuCrZioSLE5/FdxTkRxVnwLQawe3d1uoqJ4b4l7HYu/hcdR+ZhsvR11ttnaK9tPtk3abSkx3nZWcLVHJ7In0ZaQ2WYzaGkTq9kG3THJmm9xrzNbdLpiUvVLJwrL8vQV27Zm14vsJqd6fssKQ9YwJarYuHEjfvazn2H+/PnYd999MWDAgND66dOnp2QZQRBZ43r81nmf/8IxCVhCEPVBhrogbqxZswYAsOWWWwIAli5dipUrV2LcuHHlbVpaWjBmzBgsXLhQKdp2dnais7Oz/H/t2rXVG5la0yaVSEyD++2zQ57G/rJ0dK+syzpLMrFAUVzKvGVFzQsmLH2ZaAFEf/VTtMslHRfxls+LPwZRM5TtY9pG199hv0XB1pdYK6YhnjfZcYgell1dFb2Q/y2DlXmxyB0Y/+GNkRWGqiBV6lXV/s3aTWWIejJ/PkTP2lIJCIJubt9KhWSCreyQq2wpIZwwc4EVvWrZNqKKLgbSDWVYEUZlnsKy5Hn7edGe9xbm4c9zWRhXHTizv7UVDcUiisUGZ4FLFmNXrDbs+pGda9NgL1//GTqvWNM1qrpnmlDZbnNvMYUykd2vk8TG6zfK/RxQD8SI/13vnb6EPZVd4n0YiDeBW1xsnl8umNKweZaaEAc0XZ6Vpusyyvl3yVOs87btMBuB17eA65yejYpvexN0zTxLoz0xePnll/HJT34SAKpi21LYBIIgCCLTqJ7fOXlG58NKgSAIMHHiRBx88MEYNWoUAGDlypUAgPb29tC27e3teOutt5RpTZs2DVOmTKleIXMVjdpaVrR6eW9bfjNZ9jbZ1AKd4MN7+dnYJOssRPG2VS0Tl8f1HuGFFdETDjBPiKPq+Lp6FvGdR/E3T9Q6pAt7oHvlOm49FDvoMqFMtrylpWJrS0t1umJs0vJvmWgrKqR8RrKCV50AhSrbG3+vVxRsauotT77+qJ4n4uRMvBZaCR/QDaAHQOXEB0EPOjubyiaIoQbYh53zqrJhG7P4CuJEZPyx80oVPyGZQh0W9Vw+RAKfPQ/7zzwfRQ9dSZGjWERo4rHQRzxnpRKKnLetLq4tb7d4bngb2H+VAKiaJEo1EMXvZ5o8y6RTyK61pLGxCbC7X8tCAADy8ZIoqITbKGXmKni7IkvfNb6uiz2uduvqv/hsjOpta5oQ0waf5yRK/j6vxzTyTBKtjTJ1XNVY0aVhKog+LNo+/vjjaZtAEARBENHIuWibm5i2PBdccAFefPFF3HPPPVXrxNHeIAi0I8CTJk3CmjVryp/ly5d7t1fbmIS8DsX1NIoa+1O2HRMmVGnywoW4v04XM9mk2062n25721iKKmTiAX/ObGYw5+NkikSJe6v7z9ukslNEVX6y8y9qmz46ubJ60t0tj2/LL9OdO1GsCL0qrxJqTUKurjKrCoNbbvO8UA1AiGJruCx6AGys+gRBV0jglYmlVXnzK0XBVvysW6eOa9vdHVZhN5WBWGwbNlRCPfAhH9avr3z4ZMWQtAyxLpRFV35jmXsy9+Fj26rgq4Q4kKGqHi4DWjb1QWeXylZZlba1wyT2qbB9NvDEeTvZ1mYenS2AvaepKn5srduDrmEu4m4bBf55qHs22thkmjzL9flUi/Pl67npC/F5GiWutAs+yrhqEjJDW7v8X3fBZ+mkEARBEARBIIeethdeeCEefPBBPPnkk9huu+3Ky4cMGQKg1+N26NCh5eWrVq2q8r7laWlpQYvMPQ/obbzFfTdNti/3W/S25UnS68UmPddOhSqOrSp9sThcvG3FNHTpxjltgP2kXoCd3Tavm+ry5L0i+WPkl0VF7Kip+jvst7guLrJj4teJ5zNynjZCrSpxlZEmo8r7NZePxSTQqwZK+Em5uruBIOhCRagVZ9PeiK6uBqxf34jW1urJvpQm84okL8byk4/xMTP49//57WWxA1AtOvOCLBNsucg1VfFsWdhcmf1MnC9fjzbnllvOTqXuelYJkOy/rHqw0A4yRC9+3aPHVO9txNmo90XZPdcVnT1x7tdR9nMtG1f7bBz3XMowav46EVmsp0nrVrqBTXYbYd62ce2Juq/udm5rk+z6Uz03Vdd71OvB1P4S8/SFTX1LFNWB2zZITdvqXr/Q7VMnPPXUU7j55pvxxhtv4Fe/+hW23XZb3HXXXejo6MDBBx+ctnkEQRAEIUf1/M7JMzo3nrZBEOCCCy7A/fffj8ceewwdHR2h9R0dHRgyZAjmz59fXrZx40YsWLAAo0eP9meITsxxHcG3aPW7tA2jtFV9I3ZSdEXi0ulRbW+7jCF6KkZB9MJTzdKt89aLE6aB98blO0iq37xNNojlwk+ypDu/PjCJTLL6oLJBPPaqc6JS3Vw+sv0NByd6B/ECocrDVgwDwL67ulhYBF6w5f93lb/ZHGKil63UA5Q/HpWHLft8+GGvty3zuuXXsQtOEXyWPxaZYKvKkk9SV2fK55vPQPZbc98Wzwl/KDLPZ5U9uqph8qx18bxVDZ7pHkvsIxskcLmHqNar4tnaPBNMl5UsBIDJJhtPXpanKRavTX5ZwsbT3zcu7WHbZ2Ma5RzFo5zHRkhNEtP1FrXOp4quEah7ONikI0NsTNh+6oD77rsPRx55JPr164clS5aU5wNZt24dpk6dmrJ1BEEQBKEh58/o3Ii2559/Pu6++27MmTMHbW1tWLlyJVauXIn169cD6A2LMGHCBEydOhUPPPAAXn75ZZx++uno378/TjrppOgZRxVoxe3E9Lhl/Ou4eag34mHrXp1X7a/aVvZqno09qmX8Oh8TAosChijYys6h6rzGnZ1ZFv5Alb6uXqk0SP5b3F62LqruafPhwyTohDHZOZaWs02msu3EApAVnEV6rE64xpzkk2MCbEWolYVHWA8m3AZBVyjMwPr1cifYkMjJQhvwiun69b3i7Lp1vYItE27Zbz5UQmdnJSO+7ITj4SdVY7upBFu2LS9cy+opK8dyKAzRlVf8zX1UXq/iqTaFRjA9HmQ2s7xswqWIkwapUIkzLnZFWWdjg8oO3nmb3yatZ6TLM0k1aFbL57zt/V+2jcx+X9i+jQLIJ3dzwYfgGLcMfNjgA9smalRcBk281yvbm5/pxpyRkzVt2jTst99+aGtrw+DBg3HcccfhtddeS9ssXH311bjpppvw05/+FE3chTx69Gj8+c9/TtEygiAIgqhvciAR9jJr1iwAwGGHHRZaPnv2bJx++ukAgEsvvRTr16/H+PHjsXr1auy///549NFH0dbWVmNrJZRK8vfd+N+bKBbDHUSX1wOTjkNmahvLxIAqQQjSw9ama9rP1KHX7WfrxWYSR2280MTyc5mZ2zRhi+rtPl39EUVO2URjvLAn0y19w86JmHZjY9iGrq7e1+OZcGeCvRVRFvFYZjqVjU+YzX7FjJMpeSbFldvGVRhR68i8Ry3vbQtUQiU0AmhEZ2eTNK6tMkM+Ji3vWcurqEBYiWlqsg6PwL75sLlMlGX6MJ8sK69+/SpJipOQVYljNioqi7mwaV3FG1o+rikmwYvPMvgqw5vAR+bh64Eo1Ir/Tded7FBl9wRZ3dOFcODtEe8dNs8p3X1DvO5dhOKoIpDP55SOKM8GHVHt8m1HXER7fORda/t1Yqjuv2of33XPFT7fuJO3xsk70s66kSDTiZI9z2VEGXVx3H7BggU4//zzsd9++6FUKuHyyy/HuHHj8Oqrr2LAgAFueXvktddew6GHHlq1fODAgXj//fdrbxBBEARB2KJ6fufBYxI5Em2DIDBuUygUMHnyZEyePDl+hmLjz8cJFdPRpKuaGTwP2HTM+d8yHcyUvo0465quTKyI6nGkav+7Crdih4n/rxP22X8mdMowCfBiHuI6VZ/IRrfUIdYJtqy7u3L8MmFXV+9CNulEPFF9YxchC7asMtj2ADcZ3VAsAmgoe2ubPPDEY2Mm9say7UYlJAL/H+gVa9l3A4KgFaVSY1VMW56qSdr4mcGYFy0TbpmbPV8+YhwD4VNslQvQvHOuLKYtV3xYvx7YbDOD6AyJaCvaxBc4L9xy+4vnRHyrwFRlTPcg0aNXFm5FVvXEwT3VdsxO8b+rOMR7APPfrnFHVSKyiy18/io7XUVQ8T9vB6viLpieHbZlJisnlZ0qG3S/xTxkuAwumtJR2cCWMVv4PG3KyiWmvis+xWzj8ykBXAVjG1wGVWzXecG2URCVGoi2c+fODf2fPXs2Bg8ejMWLF0tF01oxdOhQ/P3vf8cOO+wQWv70009jxx13TMcogiAIgrAh56JtbsIj5AqVIMTW8d8p41JPZR1bWbxT2baqdGTb2YRIiJI+05/E16ldTwW75hsbq71sxfuB7P4gK3PZTNomDxfZK6SmfFyQCWsy8VB27nW6qAzZBGiyNMU4prwtMvgyqIoZqzKSVWpeBeD/q4x1UWBKJa2YI4uVznZlZdBrTjf4uLXhWLb8/8oy5jirNV2mpoqfdevQs2EDenjXWN5Flu27fr00hoHMBha+gQm2QdBV/rBIC8x5l58HTTyGUBmKmViERzCdT7Eusk35e6EiIoQSsa7yy5qawnXCZmBEtK03/rG8zGxt9BWrX/YsiYJ4j7QVKW3IwqPaR942z5+4ZeUTMf+czA8BQB9PWkec9ogpPdV60yMritOALw/4qPmX0TUCTW1z8bdH1q5dG/p0iqOSCtasWQMA2HLLLROxy5Zzzz0XF198Mf74xz+iUCjg7bffxs9//nNccsklGD9+fKq2EQRBEEQtmTlzJjo6OtDa2op99tkHTz31lHLbp59+GgcddBC22mor9OvXD7vuuit++MMfOuWXD2k5C9i6Iagae/z+4m8ADcUiisWGUBI6L0kdSXjo2nqx2AhqMs8zU/HK1uv2sUnf9pSKtquWmbxLbM6l66uIzBvJ9Pq06Th1IpRsW1keLsgEeVkkAh7mbSuKUrydVjaJBykTbG0Tc3VZEyp/sVgRk21vL+FBEuZV2yV8yzxtGwFsRGdnq1KrDCETY9lkY+vWoQSA7dIAoLhhQ+8oYGMjMGBAJQNe8OYykWmpTIxlgm2v2NxLEACdnU3l6At8WchoahK8hsUD5t/9ldUJAMVis9U5UQ1eMdhpt70HiCKaKEi7iECA3CNXvNdEuR8C8lAJPLLwKjIkj0UrwU53/41SVlFgA3iyQTvxt+u55Il6jmT2yNbZ2ha3zNIWhuMQx+vWtv77xDRAImuaJmVLlDTFe5V1GrYjQ6q2uQrV7NOmfQAMHz48tPjKK680vhkYBAEmTpyIgw8+GKNGjXLL1zOXXnop1qxZg7Fjx2LDhg049NBD0dLSgksuuQQXXHBBqrYRBEEQhBbV8zuCd8C9996LCRMmYObMmTjooINw880346ijjsKrr76K7bffvmr7AQMG4IILLsCee+6JAQMG4Omnn8a5556LAQMG4Bvf+IZVnjluOtcA15arTe/QRanMKLLDtF3Glqs6BnGKXJVW3GK2iVkr8zCRiY5sWZSOn0oflL26ytJnYTailIHokSfRtIyvzJpe8Wbwog97rVwUbmWijk0MZ15I6fW8RPWBsN+yoL58QrwRqnfWdXCVkh+oYcieG/yx8uchCFhIhI2ohEdgv1WibReCoBulUqNaSGMLebWNibWbhNsSKtFze9Ar2vYAaJXFvdUodl1dFe9Zls369bxguzG0fRAAXV1NVXVSdqpCxyJmwCpcd3dvYGQhpq3qnPD5iV61KlvEwTcWi1mGzcRLtvcNXpsWRVUx2ofp3sY8lwH7a1q13nR58fbwIVF8o3tmuWg4MnQeh3FEP9d8dcsrcZuBnhRfuhKbRGwZe35FCcug0uviCt42502Vd1Ln3AUb3dIFl35OKk1d28J3KQDbEVZxHwDLly/HwIEDy4tb+KDmCi644AK8+OKLePrpp93yTIhrrrkGl19+OV599VX09PRg9913x2abbZa2WQRBEAShR/X8jtBAmT59Os466yycffbZAIAZM2Zg3rx5mDVrFqZNm1a1/d5774299967/H+HHXbA/fffj6eeeopE25rj0pM2KIk+O3VJdxRUno+6jjlbrusYR4khaNMxK5WqRZgo7W/es0pcJ/5OyitJrCey4xLzbmqqjhMq6pay88j/ZkKQDbZCrWq5OPcXy5v9b2lR6oFVhIQ89s1/RAXYdJCqCqozRnLts2eIzmNQTLLXNCaZivFs2TfbBugVbJvL223Y0Fh1+KG8+RWSkAj8lGdAJc7ORgDNfIgEUbjlkudjwPJOvb31kw/pEIZNpiYmy8e/LH/L1F1eYS0WexNiM9oJBVJUiKt8EYnFJV57zJtadS+UnX/TPUm1jc7zmNlZLNrfX012+BLVeNui4EMUFe91MjFRzMvGJt8ewKYmhClcDi/WMhrQg55NMbZVzw4bO3VlIxv8tBnsFNE9V03L4tQxn5jaRarvpG2S5SUbEOZRhSipSTnL7u+mGyCPzcPWIwMHDgyJtiYuvPBCPPjgg3jyySex3XbbJWaXK/3798e+++6bthkEQRAE4Y21a9eG/re0tEgHVzdu3IjFixfjsssuCy0fN24cFi5caJXXkiVLsHDhQlx99dXW9mWg+ZojVC1n296DSrEsr69+FdfUiVK1U5Nqd/Lpmia9semYm8Rb8Q1mm46AKk1esACq7YgqYpg6KSoPW5cOqm59qVQtnkQRLkQRlX+jXSXYyoRXm3I0hdvgzxMveInn0zUUSNUkWyoxT3RP5N1/ZQaLxqsQVD7x9Xs+rrFq90rWYmgEPq6tzNO2adNnI7q6WkMxYaWZMMFWEG9LQOgDVDxty2ESRFWVd9vmYEXOJh/bsIH3suWPpXIcQdCFUqmpql6KlE+DGL+WP/CuLqBfv2o3ZiFB8ZSK14NqV3YdMu/aUql3oEGFzWvAKmFWFKfY4Ynb8/dB2cR+uutXVS/FASNb+HuhCtkEkSr4e7HNfdbmWaV7Zplst7XZ9/PaJeRK0kSZwE3W5okyCBp1cMD22WyqV7L/CWqCWqLkKxvckZWfTXnaYnt+ZIMPoUTE36bKYNvAjHJhOW4fBAEuvPBCPPDAA3jiiSfQ0dHhlp9HJk6caL3t9OnTE7SEIIg0+RF+67T9xTgmIUsIIiKq5/emZbYhjN599110d3ejvb09tLy9vR0rV67UmrDddtvh3//+N0qlEiZPnlz21LUy33pLQo6tYMuWa3p/DWXZo3exqwdT1Im7oqQr65SoOiZsf5lA4NpetsXU0XYlbqfEV8dcJh7p0i4W403kImiMZUwxLBli3i6xkUVUnm+ijap9y56X/MbsN6+8iXFteQVZZoztAYj7lkpAsbl8jkxJ8ib1/uZDIfDCLe8Dy+xuQK+nba9nbmdnJR3Z5G4AKisEr9mNQi6Vu1bvsiI4b1tN8FkxpEBF22WC7XpUPInDHsMbNjQZz3e5sGSZ8DFD1q+vXERCgg3oQVNT+NVxUQNQDW7I7nEq+OtU9LrVpSHznBftFP/zaYreyTaI16GNt61M1JYJyaLNLvfdKF6bSSOzz0ZMTsoGndAletvy+7uIk7bPdJc6Z4qb7BPZIGyUcxanaZg0qussiTZZagMHtkq564HWQLQ9//zzMWfOHPzmN79BW1tbuRM4aNAg9OvXzy3vmCxZsiT0f/Hixeju7sYuu+wCAHj99dfR2NiIffbZp6Z2EQRBEIQTBtHWNYRRoVAI/Q+CoGqZyFNPPYUPPvgAzz77LC677DLsvPPO+NrXvmZnvtVWfRnXBp2pRa9y39lE3E5BXFw7kjKxlv23mfxGlaaPhr6hqI3rdd4kKk8mlUeeuI1NJ9DGm0VlvyiCqMpTFFB4XUsmrogOqGLnXkTX0eb37Y3PGqZQaCxvw7xtRftkNopU2SWrsEzEU7kmsoRslQNdBWZ5FovlgRr+1WGZaCDu2msSE2lFL1s+PALvaVsJOcDHtZUeEl8mTLiVeNmyUmrgvksQRFsm3PKVSnI88tAITJQOewyXSq0SsTdMsQhgg6TSMMWaZ8OGXmWID5OgQeZdq9pNFELE8B9VNiN87sXr2CTw83bIJkcz3Q9lsHAwIiqh1eYx6JK/DJtY47J9bAc3bZ4dMkzPkihirWrg0xbtPVC6QW3RCdquIThsngm1wlY3ZOt1dS5u/qZlcQe5dQMoqSEbVeARFWrV6FGNmTVrFgDgsMMOCy2fPXs2Tj/99Jra8vjjj5d/T58+HW1tbbjjjjuwxRZbAABWr16NM844A4ccckhN7SIIgiAIn9iGMNp6663R2NhY5VW7atWqKu9bEfbmzMc//nG88847mDx5Mom2sbFxibBp2MlULVkanlq5SXqjuHSGVJ0sfoKpKB4dUTR030Uteo/qRDZbgVa2n+6/Kg/TMlf4c26a9MulfE2CLVteKPQWtjgpGj/45dS/EtVpUUyUqVw8PgZweK9OyOsP+83qmphUb5kxP1eX8AgVQbRUagzpqSG7RTWV87Itcanwoi3zuG0G0NPV1RsigU+HuzmJoifbtDc0Avuw42DetijnEARdZW9bPjYuK7uy+C0qwvwBs3d/WXgE2WxipdKmI5ILs+Jx2E68JXssiANBKrFQh2ibbJ14bxDvx6JdccUYlc2ifTJRuFSSvymgugeLuAjIMn0nqnBlOo8u8OVkO/Apo+xlq1HtmLctIyn9SlWnxPxM+auuOR92ictd7OKRbcfbHGeiPXYdmNp9tk1V36Jx3HSizG1Qha7hGvUiT9jTNggCt/RrxA033IBHH320LNgCwBZbbIGrr74a48aNw3//93+naB1BEARBaDB42trS3NyMffbZB/Pnz8fxxx9fXj5//nwce+yx1ukEQYBO1euSEki0jYJO0DX9V7kzcL9Zw7mpqXavBAKVVxBtOySix6VM61LNWq7yGIrShpbZqvI8Zb95MUyXn4s4oMJ3x1csL3G5qc6YvG5ZGrK+jmmiI357G9EpLNiKr+42lD1CgXBsW1FbVYnKvPjZK+KhWpTkE1Cpb7KZpERkPXsZQmUsbgqRoNtFNLEiZIrhEXQTkXWFtpPMD1adoRAPlgm27FsMj8Cvb+7uhlwVriQvCrdyz2FmP/vutb9UaiprrbI6r4xfzGxiiOERBFQe5EyH5quMzA5tGUvyEAW/OOMHsvuyeM9ziRkr5sunZSMcmcpCdfnYPhdU98Y48OnoBCTXMuRFMl2etvZlxbtRd65sBiOjPC9d20k+hUlXbN9AcrHRNnxEEgI8j08P4UhpyZ7tbLkpM9tMbWIZyfapA9auXYt33nkHe+yxR2j5qlWrsG7dupSsIgiCIAgLVM/vCM/oiRMn4pRTTsG+++6LAw88ELfccguWLVuG8847DwAwadIk/Otf/8Kdd94JAPjf//1fbL/99th1110BAE8//TR+8IMf4MILL7TOMyPN/DpEJ+yqGoilEmSTkfHYeJXoHAuSQMxH9Hzj4T0nTG1klZeFrrMrbqPKh5+Ex4SqYykbsJGdUpv0dVqfztNN1vlvbKwsKxb1cS9FG1V9HZkgpQppIO4rejpX76+Ks9grB/Zu11gWl8T6bfIADiHbgB0YHyKBXy6ONOjStlGqeYGQu+ZtPfN6k+uWfHjvVJnYyTxte7crlQaUTagS43mFeMMGoLs7FBJhI/cbqIi2RW55M5vwS1Q3hWy4cLlAKGIu+/DH0Vw+RpVIGipDXlHt6urNTBTr+ZAIMjEf8nsyv4m0DBEenJJEh1DbDXl9UF3PsmuYj7UrbiPLz9Yecb1435HZJBL1ErO1VbRN9p9HJWqLl7TLc0O0KUpcVtnzPsrknGVkJ0hxsDbP2CRxFW9t614ayJ5Vqu1MA8CMuDqgrM2Rpphtg9Y+29EP0yhH1ipPhjj++ONxxhln4IYbbsABBxwAAHj22WfxrW99CyeccELK1hEEQRBEbTjxxBPx3nvv4aqrrsKKFSswatQoPPzwwxgxYgQAYMWKFVi2bFl5+56eHkyaNAlLly5FsVjETjvthP/5n//Bueeea51nhptnOcbU6NO0PBtCfmvRs3DFNm6c2PlQ2SF64YqHK+ugq4pFta2NrUm85mcTh1K2v6jXu55DnfeSShc07cuwjfNYKqnDGQDhkAay/fntqlGl21AlkLkMTFSdH5lAJypqfAXWKS0m11jZNkLFbEAPikXzNV9tChNrVXFt2Ta9ufSKj2y7HrWIyBYKMW150ZYXblnq2LSsmS0XY9pKBNtqPZeFexCPgwn7TWDCbXf3gKr6IM2AZdLZWcmsVyGujLquX98bc0M5K1t1snxRqXZz8WLl62mxGH712eZ6tg3NIK63EX+ixI+V2cEjXmI2s9RHRSw/1Snmy8uneMWOTSfc+n4jg0+3CpVKbWGLLxttnpc+cHkO6ojz7DYRd8DCFdF+WX3nt4kyUOFb/BXbT1UrdTvKttGNzuiQjdbb7FMH3HTTTbjkkkvw9a9/HV2bHjjFYhFnnXUWrr/++pStIwiCIAgNqud3xGf0+PHjMX78eOm622+/PfT/wgsvdPKqlRG5JfHGG29g9uzZeOONN/CjH/0IgwcPxty5czF8+PCqV2f6BLY9HN37mw5eLlmD175EDy/+d7FY3UE3OT7EtUvm6Vksxnst2Had7XlUbadLF1CXndEDUYJMgNJ7L/EeshXRUSbc8shDIvDL+His3Zv2Yf8rtvDeekyXY/aLhDqdfCdO9ASVTUQGVApOrDS6k6vaTvS0ZUfbWBHrZM+V8IAJ72GrimsLVE9EVtmus1OjUfL2CZOQ8fFsS5tyL6IyCVl5eVcXGhQetrLQKr3xbHkPW9lxMPt7lAJ+Y+Om+4t4DNyxVO3EbkyG+B+iV7dceK7An2rZfZFtw+6H7Jzz90c+bI1JLxCvYX6Z6v5iCuOsCxGjOl6dfSoPaX6ZrXerTZm4eNiK66I8k0R7xPJzDUOkQrRPZi/7Xw4VwjbUJCbGtfWNykbelKjIzqEtSetq/L2Dr+tZfHPe96BFZrG5iET6sGjbv39/zJw5E9dffz3eeOMNBEGAnXfeGQMGDEjbNIIgCILQ41m0rTWRWuYLFizAxz/+cfzxj3/E/fffjw8++AAA8OKLL+LKK6/0amCuMbnyWGKqS7yAZWuGTbomTH1AG1tqJUz7yofvYMmufRsRQYdJpNX9lu3j4z7EiyzqkAY9oWU6b9zwPkBFpO2GXLzt/eY1VobzeRUrLa+kySajEpU5tq1txrJtJf9tz1NlV1Y2sli2vOctL37y/7sRBN3K2MWh494UWqAHqPK0lU1Mxou5IS9b4eTxi3odX3nRuUvyO/wJgi7z7VQ4hlCGzDbdOZecG/FwVB+ZXaqxAP43+25qqnxkwo7N9W0qHx/3Y9v7jCwvydiF0Q6dJ594/41il2w9v41xUEiw0wequM06IuUf8UGZ1HOcnUtfXqgudpYHfyLmo3pMqM6jU5gfCSZbbe8FsvVxJ3uL2y5yyl9W+KaRJMJIV1cXxo4di9dffx0DBgzAnnvuiU984hMk2BIEQRBEDYgk2l522WW4+uqrMX/+fDQ3V+L9jR07Fs8884w341InSmPOg5tI1Iat6L0WBxtvLhtUnZfubr+zPjN4bYa3QWaXaKNLp1gntqiW2zhwuOQry0fmqRdFwNDrkqoYtGFkwq1azBXF2m5heU9ZZGT2yTRUXd0MzZ7O7yRzn2TLxXXiO91RRktkNqBXmLA5R70mMA9bMUSCKHby/3u4/3Jv1ZDdgsDJC7KqjyjcmsINhL082dRmMrGZF6crH1XSTU2oFtxZeAReSFaprQb4+iYTb2XFaJM0L9jy/9lv2fWtsk1mq+NhVtlm8pIUiTuRpoudts9N1WRx/G/Z/cTl/DH488QLjzZioOzWonubwApZZYiJzb1XxCS8y9bZCqhR7BERPd1F21zg7TB5mNviIianoUnaDizrsLZbd5FGHSkyhUSK8sk5TU1NePnll1EoFNI2hSAIgiDcyfkzOpJo+9JLL+H444+vWr7NNtvgvffei21U5vAt3rr2BCNmY0scbyRRvFB67sGtMxXluGSzMieRTxY96310khgy8b9UYoIr7x3LfxhhQZcXac1hEcT/cg9c1eVjdS5Vaj0vyIpirejeK3P3tfmv6Szy58xWvJXHtGXnSBZmYCO3T68IyouOIfig1cIkZKI4Kwq1oUnK+FAE3eFzWF0kvHcw/5s/DvYJi7a8/WVxTKaa8oIt720reuIqzhV/fxPnr1Mflxn+nIuhEkRPQ1thXyU+MqIKoqo2jsobUsxHVl7sNz8OEvfZFldg8wkrG12YBxVxhW8jEVRO06bi+lrGa02CuCKpi8heK5FVdo+KmrfLtVbztpIPFZ+Hj19k+8liDIwInHrqqbj11lvTNoMgCIIg3FE9v3PyjI7UfNp8882xYsUKdHR0hJYvWbIE2267rRfDcoVLD4ZvsZZKvf/Zd3lZxXtZnJE7rim+MHUka+3doeoUiTNtA/46DTLhgp88iG0jlgV/ynXlpPPUFauRyT6TZ54ulGf1uZad/G5U4o6GJ9Mzh0oQvWr59MLplkqNVZ6LprpWLgeVUgRUu0OKQQf5CsYKs1QKFyzbh1co+GubR9JjFusTL9ZVC4G8l20P9+FFTqBSpk2Qea1qy455pUpCI/DiLLMG6H2gsG17WBrr10sVTP54esMjMHGZ9wjmJyJr3HQcvJexnN7zjXDlFsVbxoYNQGurNvyFeAplwixflfjtDGFypeecrwtsX9bWcIUdOqOpKXz/YetbW93TZjbbPgJVb0CoLhMVriK2DZKxFC9pmwRLm/JzRWu3SsGPcLC+yoy9BcFi6arKhF+eVBsjjba7bCK+JFCVmc15M20TdzBblb512egqhOnAfV3sdc7GjRvxs5/9DPPnz8e+++5bFRph+vTpKVlGEARBEPVNpFbKSSedhG9/+9v45S9/iUKhgJ6eHvy///f/cMkll+DUU0/1bWO+UfVqxEZiQo3GWointm3lNNvGVbp4UT7BjaqjKBPUxN+yyYP4bXydC9kryuLxNTVF89ASdU0mslS8bGXCquq/Ct3kY7JljPBEZLJvI/yGMpc+cSY9VlFEcZZVHN0sSbq8hWu/gRO63bxsefGW/8++mfDdJdl2I0qlASFNM3SMnMDJRFhRuGVH1IDwRGRsW5P7fVj4FL2E+ZAIzSG7mTeuRF+VJ87bwXv/su34+LYCuvMhu17EJGRjBTJU+bDl7PzoPG9FEVmWHxvIsrkX83nJBqlsB6BcsX1OqAa2knruieM0MlvYb9V2TU3hc+lqq6vAV56ErBaNAQdYeTVwb2f4mgTN1CZJow2iCl/F28IPMieJSbdn612uQdvtTXYlfm5MmZiuE9mN0ESdCMIvv/wyPvnJTwIAXn/99dA6CptAEPnhh/it8z4X45gELCGIGqJ6fufkGR3JymuuuQann346tt12WwRBgN133x3d3d046aST8N3vfte3jfnBVkmybJkWi9FDZtYCMX+bV3LF7XlEUdUW06uHPjtCqnTS9qznO/+iEBCnf6LeRhRZxQIIe9uqUSnLsv27EQQN6O5uVNolLpOeF76SMu9LPkSCKOjx8Aqa7LeYj6pSi26aCD9LdOes4rnMf8vCIfAieiPCQmiviCvVckTVr7tbKdgygbaIsGjLljNPXVlG7Lrt6mLHJIZDYMuw6bsRYfG5pyqaAV+WoRWyWLb88YoCr+YmJvP0FgVbpuXLklENDAHVb+7w2zc19YblFfdhmGKas/Wqe5WqqsvyUomjOm9gmZgsu2dFvZeK9kZ9PrJ6yZ8/MX1A/Zzil+meO+LAngzvoRFkFVJyYA1FdkX7w/aZ7ku4BaKdPxX8+YozOJB2u82E7rHlgquXrSz/yMju83xGqoO0Hcnqo6Lt448/DgB49913USgUsNVWW6VsEUEQBEFYknPRNlLLuKmpCT//+c/x+uuv4xe/+AXuvvtu/PWvf8Vdd92FxrTVq7yh6M3HEdqS9DJSLROFU922KqcfX85ANjNtx8nH9toWY1P6QBQmkrjPmMtGFR5BtY5HN4lZt7ANe+W/u2qdqLnyy5TnXjbKwK+TTUim6vTpfpvWyeyyrJCVzcR4v6qPGMu2Es+WD4+gFG4BZXgEm085RIKQAZ9v72ngzzUf6kGcUC18fOK5rhINeRG2VKoIt3w8W1GsVVQg2WnikxYHrVwmIBNRXedRrnfR+1eMG+tqn6v3HY9KWOZ/2wqVtnaYnqXiOUuCtO7VVnm63KtiItrToH0euJVbGmKoTAjWoWsXJUktyyb1vo9OqNVtR2h5//33cf7552PrrbdGe3s7Bg8ejK233hoXXHAB3n///bTNIwiCIIi6JlbzaqeddsJOO+3ky5b6hncp4pdJYgY0WHspZh/ZYSeJKE7wYwhRbNF5SrEOpWyGcFXnP6oHmMrTTZUmsyuqyMsLUb2I4ilgDoegq8eqMAgmUbdR2gcziS3l4xZHDngFi1/Ow/9n7neywSlxO7ZM5pbFTppkoIb3upTDi9piXFsm1DJhlg+PIBM+NfWRKyMmwMrEW2aNGB6BfRp4l1qOsMjJC8qixzAQDo9QCf8gau2MsqetmJGo0m3YUDkXslmwFIUjCrUmgVY62RvkgqzqVX/Xe6hoj5iOD482Ma2kRM+4RLnvim9o2Drh6ZYxO/gQCTbI6kDkN0hUBSEcoKnMompetnXO5ZwZLtfyOlPeNj4HrnbZnuc04tryXuVsnUyI9m2XbRn6uEdZY5tZH/S0/c9//oMDDzwQ//rXv3DyySdjt912QxAE+Mtf/oLbb78df/jDH7Bw4UJsscUWaZtKEARBEHJy7mlrbeXEiROtE62LYPQ+R+HFnrNEqE2idZqEI4GLp4jNYScN6wj5jhUnOwZZ+javwPpC98qm+Gq1DFUHUz6RGO/p2Sj8to1tK0tP/N+IiizI0q4UdKSyVVVi26CDxWL4/XebHq3uemfqWrHZwTtbFsc27EUbFtmbJdt2h8TEUFkKHqi8YCuKt9j03SCsY7/L6fHfQlZ6b2EgHB5ho7BOcQ8SjqH8WxbTllc4DTdOPuSxDF5gE4VT3WAOEI4fK65jVc2kGYgCsSriB3+/srmORIHZx/NFLCuWPrvMbPIQy4Pdc11tdBVR02jjsXx5gS8tW1REskdQpcUQCS4DApaXceKI16AvdI8bl/YGX55R20dJxd+1rkPiybZpjEbKiKMPirZXXXUVmpub8cYbb6C9vb1q3bhx43DVVVfhhz/8YUoWEgRBEISBviLaLlmyJPR/8eLF6O7uxi677AKgNyh9Y2Mj9tlnH78W5pWoPYcIjUjZ5De2RPVAkiFqH7WAt8W2DGTiQFzEzourJ5ULqvuNKIDotheRiTrVqEIg6ERa3ttW9KIV01FNUBYWhYOgG11dco9bGdLj53cWxVpfFdh0LVvmoxPj5WESRK9oVZiEbqMAyW4uvBBbEn4DvWe4KFkXCo8gXKDh+4Uo1DJxNjQ7WtXxBUF3OcYxT8izmneJld2kxLrgUAdkyfPLy5ZHuD+zV8dd4nuKZotO5ED12IEJlZe/7p6js0t1ClSDerp0xW1dPAKTfE41NqoFLZuykp23WMjqtDhwFONB6Lq7ctsMKdD8+fP9LBevxVocdi3bZRk5hdWoGkYZqndZ5Ne//jVuvvnmKsEWAIYMGYLrrrsO5513Hom2BEEQBJEQ1q0UFoAe6PWkbWtrwx133FF+HWb16tU444wzcMghh/i3Mk/YtIwTaiDWslFuykvlzJhGu1j12qGtkyRDN8mODVEEcpnHnWhTUp68YY89lWBrg00cW9V/fpn6ZEnCplaj86gU3RNViTU2Viqy6HWry1cVw4JbJr4WL/6umCV6ocq8UzeiIpjL1ldiA1cdqihiCp62/IctLwr/+Y9M8WBZVFbxXsLsm4mzQMXLWjz2Hoj1IiTYisFbVYqhZgRAdt3JqgufDD8o5DK4IBsEbkAPisUG58FhlYDMH4Pt6+I+7tsunpJRXsfm94lzX+QnbGM288dvutx50tSBjINV7DumkbGTStsl1oE49Up2H4hb/KZwTC74fhuJwa7LWr1xVEY1OBeXKA3BnM/1sWLFCuyxxx7K9aNGjcLKlStraBFBEARBOKJ6fufkGR0pcOoNN9yAadOmheIXbbHFFrj66qtxww03eDOu7qm1W+omfHUkbTzJVA4+KR26EhdvTfFVXBVJvToo5s0LK7zwp8rf9m3+CjLRNfx6upuoayvUyvLo/a/yELUVyEI7qAQ8GVHePXWwwb3O8MKmzNtWnNxLXKYwl4tDKxNiVQKuKOaqJiLj6V3FbJKFd2AitIPwLB6LTKxSCbkaN0eb6uJ6f5O1IRrQI02kqUku7ruQlJahy69WecVF9xyzRSWuu54vH7ZY7aBZn6TorJyEzPEAXcRAVdLiccrenFGRRwdN0+Mp69epEZubjnNjYRP86JrLJ8dsvfXWePPNN5Xrly5diq222qp2BhEEQRCEKzl/RkcSbdeuXYt33nmnavmqVauwbt262Eb1OSI0HqO2N3U0NbkPNtjmr9qu5t4Xm/BRbrI4lKrr3vf9wPY8uYZGsEMm1uq2sYHvwJv2rYh1/LeOqnLo6qqOraHzvlSpw3x6MnRGapQ9nejei0ys5YVZMdSATAjtDS+gLL9NK1SCrSzGrTSmrTi5F5d8pdjFY+FFWpn91RPj8cmXRc/ubnloBNn5NZ1zDv6+xYfLFXcRwybYRF+oqqsRRCw+Pz6ZOPc9/v4mGyiKgljkLrYkjezZlHsxK8fI4j2rSPs8pZ1/HGTXY9R2muj9TuSTz372s7j88suxcePGqnWdnZ244oor8NnPfjYFywiCIAiibxCp63P88cfjjDPOwA033IADDjgAAPDss8/iW9/6Fk444QSvBuYa2Wh/wkHMkhBzo6LSqWrR4RaLG5C/6poEUcIgyNJwWc6/tukj/2pEr9ckMAnAkcaYwsjEVp3rJF9hZZVXtl43DbisYm6iIRT/V4dMNJeJtezTDLnYyf43hkwLZ9VdTl31AXpF2qJmve7GVBFtRbv4mLb8NGcR6yJvg4ebgUnLN+n8snisodAO7LtYLIdIUO2rsk+Vdxx4D/+4r4rz/1UxbVX5+4KvDlHR2Sy+paE7FzV5bpsMMJyAPHlOZw2bNpHtrYkf1LONoZ/k+cq0o4rPA48yUpXpwjEzZcoU7Lvvvhg5ciTOP/987LrrrgCAV199FTNnzkRnZyfuuuuulK0kCIIgCA2q53dOntGRrLzppptwySWX4Otf/zq6NrUUi8UizjrrLFx//fVeDcwNtj2xWqmWjvgS+qJ4c/mYDEz0KON/m3S0KIj26uxPMu6sb0QvvSCwDWXQyH3HskCSD0uz4l0aq646er1Woauwtte3KPZuytutPyh6pzJ4YVMWCzZ8DplDajjpSkXQhUfgY9qKy3r4tBSEi1wUoFUxbfntNZ7CLAOVh61sfYRZHXXes97raYTNVQKpzrk8yv2YeYd3dtrZ6Wtgq1is3NtF8Yp/rpmecT68CV1oasrYc8FCOfcu+mkSZAMVcfKMU5/Thj8NSdrPt43EuLauzVWfdjo3laPcWFSZmF6F6GOi7XbbbYdnnnkG48ePx6RJkxAEAQCgUCjgiCOOwI033ojhw4enbCVBEARBaOiLom3//v0xc+ZMXH/99XjjjTcQBAF23nlnDBgwwLd9+SRKLyODYq6tkCt7+zlNL9ss4NPb1UeZxXulNAllIU6a3QB6e5Z8P83YZxPf99QpJj57+y5uhBZJ9SITt0VRlsmmKuGWfTRxGDQxbU3et7wFMlWT/e29f+iEZVVohJCZ1chuSKIw29Skd5lVegZXO2mLtsjqpoisOlTF+uTqTdxQBCqncR8Cqk9Bz2piQQVMuPU9WGa6fF3FrVKpMq+hLk/b/BlJx1LXEesWl2ADQVbfs9gW8T24bJOfC6pyi3tfqhk2z3VyH5fS0dGBRx55BKtXr8bf/vY3AMDOO++MLbfcMmXLCIIgCKL+idVsHTBgAPbcc09ftvQdstpj6COk6T3iA75TZ/NaZDLeOkxY8hCyoAqdN28FLx573d3VE0+pRh94pYXtq1NITNNxR3FLl6IKjcCvY+dLFHTdcrERa6uWSSqofoBA5UEsCtVyxaFYhPwc8svYuenqAlpbK+stVQyZxsv04CjEvR/ZXgtRHj21jtEvs5E/Ta64Csq+Hs++vQ6joJzsiyUaMVxT4h63wkBFLXU01S3bNgSBSKa8qRUkIRb7TM/0qHVG52FrE5/F9eKuo4C+W2yxBT71qU+lbQZBEARBuKF6fufkGR2pWzF27FgUCgXl+sceeyyyQQRRT0Tt6NmmzefB7jms32HqV+js0neSTYKfz3AJfHp1TqmE3vizLs8PlSLAe6M2cMv47971ynqwScRUCbJiirLtTIQ9h8XJ6EQBV/5tDI8g/mcqCrtoVF62lth6StoQimkrvNdfLDY722STv4sXcBx0E3v5yCuKqKMLKcFCSADZG7gTiSw0Z20AOWv2eEJ1izF5/+axOJIKFeUjjJYW28Lug+ERCILILj/Eb533+SaOScASgsg4fTE8wl577RX639XVheeffx4vv/wyTjvtNB92ESni07Ol1jHlah2WIar3R629h7KDzHPSZd8kPHth5/Wq8kzjvW9rgugtK3qmqjyVZevsz4FKqAXC04RVibWGd93DnXjZRGkQluk9batgcQxkNrDMLS9GW33XRWDgB198wodp8HWvEau56fV+Ed/3PFUZJzlYpoPZw86lqm0YtRz4246z96HqDQKiT8Guizx4AMeG6jxBEARBEHVAJAXkhz/8Yehz44034umnn8aECRPQlGZAtU3MnDkTHR0daG1txT777IOnnnoqPWOiNBRLpbyI/mXitofz0p7O23nxi6yXJwqHSefXS/UEaQ7Yuh/6rJS6zqMmH/dJyfj/ovAprlOYoLFHJtjKhFpR4DVTHac2NrrzJ4tprNievWJuqg4sVG7aYkgt7qVJPOZVA261JC/PocjYHmAdFEQWDiGNgQMiYZinjuuHCPHkk0/i85//PIYNG4ZCoYBf//rXofWnn346CoVC6HPAAQekYyxBEASRf3L+jPbqtvb1r38dt912m88knbn33nsxYcIEXH755ViyZAkOOeQQHHXUUVi2bFmqdhH1B/M6y8m1HpOklChTuiqvUTnGTnJWPG8Uwi3/7Ei+XhniXXJbyUIiyH6rtjNkwaGrD2L4hAjECTwrYCvOyiZqTBMvsaA5otTTrJRFXnEuPypwIqdErrpJvQJAoq0XPvzwQ3ziE5/AjTfeqNzms5/9LFasWFH+PPzwwzW0kCAIgqgrcv6M9mrlM888g9aos4V4Yvr06TjrrLNw9tlnAwBmzJiBefPmYdasWZg2bVqqtlVR69gBNUbUx7J2mEnYlFbYA/51YN4G27f20+3Ty7wsU3JXTLogvFW6KKElZF630VB51vqB2cl7BEccXzQJtCx0AiPi+fdabTSTMqVJBkzILX03HE5tyXIZ+x4sISwxBa4mUuGoo47CUUcdpd2mpaUFQ4YMqZFFBEEQBJFdIrVYTjjhhND/IAiwYsUKPPfcc7jiiiu8GBaFjRs3YvHixbjssstCy8eNG4eFCxdK9+ns7ERnZ2f5/9q1axO1kSAIFX0hyF7SeA4zkPD7ve4ChizUQyIZER6h4ifhlsg23d25mUA5XfrYRGQTJ0603nb69Ole837iiScwePBgbL755hgzZgyuueYaDB48WLk99ecIgiAIJX1xIrKBAweiUCiU/zc0NGCXXXbBVVddhXHjxnkzzpV3330X3d3daG9vDy1vb2/HypUrpftMmzYNU6ZMqYV5BEEQBEEQBEHkkB40oMfxzQ/X7bPEkiVLrLbj+4Q+OOqoo/DlL38ZI0aMwNKlS3HFFVfg05/+NBYvXoyWlhbpPtSfIwiCIFSont95eUZHEm1vv/12z2b4RWw8BEGgbFBMmjQpNJK8du1aDB8+PFH7CIKQ0Qjyto1LA3rL0ZOHbMITS7oPbooPVkvXsJyMotYrVPzkZUtkG/KyJWQ8/vjjqeR74oknln+PGjUK++67L0aMGIHf/e53VW97Mqg/RxAEQdQrkbpSO+64IxYtWoStttoqtPz999/HJz/5SfzjH//wYpwrW2+9NRobG6u8aletWlXlfctoaWlRjtomTo6CH0eBfx00i4dZLPrvqKTVMeffYudtsJ0sKd3zw4Q43tiUBNyk32H2VtCuFbdx08fPaKKYit8xSmZnIyrhECJeqCbRuakpfE4inh+v149YBzNy8yyVSNiJCgm2tSHLISiYbVm2sS5RFXjE+2qp5H7+6u18v/rqq1i2bBk2btxYXlYoFPD5z38+sTyHDh2KESNG4G9/+5tym1T7cwRBEESmUT2/8/KMjtRqefPNN9EtUYM6Ozvxr3/9K7ZRUWlubsY+++yD+fPn4/jjjy8vnz9/Po499tjU7CLqk+7uXs2nb8xnkZSIakpXphKplSOjY6gHgc4LYt6b/vMPlOQfIhqplbOvgfuIezWgIqvqtjNkwaFTBfkUI6qHxWJvJbEdzdBgK2CyOpmVewSzw5c9UeopCVfxcD53VOBETol8n3Kp8w6Z9GXR9h//+AeOP/54vPTSSygUCgiCAEDl7UZZv9AX7733HpYvX46hQ4cmlgdBEARRv/Qp0fbBBx8s/543bx4GDRpU/t/d3Y0//OEP2GGHHbwZF4WJEyfilFNOwb777osDDzwQt9xyC5YtW4bzzjsvHYOidJaKxdxUIEbcPmFWBA0TfUOgVSETWBu4dUnkJ6dQiJGfzQn0fZJ1YrEmL/trSiwP/r8spEB4+5AJGnt4QVb2W7adHcyz1iO6cyhTXBXbs1hHpiqRcCQJa2pxf0pifroszA1Q99qm7QHWwUMuC+fS0/gQQWSCiy++GB0dHfj973+PHXfcEX/605/w3nvv4b//+7/xgx/8wCmtDz74AH//+9/L/5cuXYrnn38eW265JbbccktMnjwZX/ziFzF06FC8+eab+M53voOtt9465JBDEARBEH0Fp5b5cccdB6B3VPW0004LrWtqasIOO+yAG264wZtxUTjxxBPx3nvv4aqrrsKKFSswatQoPPzwwxgxYkSqduUJnx2dLHS6k7ShqyuaWJN2ZzI9eOHX1Xu3Wmz0BgtVojsxKuG15gIHKwNRMG/kPqKqxq+TpWVGFGJFsVb0tK1k0agto8ZGXgRk4i378HVFPAYHV1dVKBom3lqeQ1u9XYy6oIMdu28htKkJ6Oys2OHjniPOMO8qSPkW0lSDaEmIyjYwe7q6wq/Di9tEhU/LOVSFGK+o7z6E+jRNTb31s7GxDwjKCdT5vuxp+8wzz+Cxxx7DNttsg4aGBjQ0NODggw/GtGnTcNFFF1lPWgYAzz33HMaOHVv+z2LRnnbaaZg1axZeeukl3HnnnXj//fcxdOhQjB07Fvfeey/a2tq8HxdBEARR//QpT9uent4XYTs6OrBo0SJsvfXWiRgVl/Hjx2P8+PFpm0EQiYoHTDBmeXR3h1+tN92EdGKzXnDiX4qX4SiqGekjgTS5QrfvTKvKRhZKQJRde5cr68GmoM8yr1r+f49iuY2XbeWQxXi7KoG2+ltbV2UqK1OJVXELHEV43eauen6pBDQX5Ta5NCr4EAim/VQ2lkqAz/CAjY3JDqhFGUAzhbtsbMyOB7WOWK+QZ4ms2eMJmzDVWfA094HubaQ4InHi16FlYfdl0ba7uxubbbYZgN45RN5++23ssssuGDFiBF577TWntA477LByeAUZ8+bNi2UrQRAEQfD0KdGWsXTpUt929C3y2BKvI6IIKVmC93azEYWTiZHqd+qpMDIP3Gpx0ktsTqbKdHaGE+O9c3gvTRdXN1Mv09tEhKJ3Kvv0cOtEr1z389eg+EDxu7xMUg7qwxaFWtHbVvYdplQSMpCdO2YTb5vDzIQynZctizJQ43Jt6kRGU3WKUt1YI6dWjy1ZPnEEmwjRibzgs8yiOgn2oEF9pcd4W8C7o65G1az181cl/kcdgM2DR2sSEwyKXvlx8G6fqr5T21zLqFGj8OKLL2LHHXfE/vvvj+uuuw7Nzc245ZZbsOOOO6ZtHkHknh/ht877XIxjErCEIIisYd1C+fGPf4xvfOMbaG1txY9//GPtthdddFFsw3JNxDi2WcP2EFjcNtObaBk8xMSoxSvArmmY0AtpvnudcdKs9OB4scooXImCq64n6LOyelGXxSRkwqXondqAagFU9tHQ1KQUa7VCLbe8bLhw/OxvUxOwYYPOLnF5dfxbqainEm7FjWXiueac8XarBEaxPuq8WUWqhDZPApZOo6vF/cUFQ0QNLfybBz4x2eNyn2blZbJRfKbawEIzpEGsfBM02nd9T4okxFNTfi7Xie4+FrVMaxqpw8ZIwzb8G022ZF20t+W73/0uPvzwQwDA1VdfjWOOOQaHHHIIttpqK9x7770pW0cQBEEQalTP77w8o62bWT/84Q9x8skno7W1FT/84Q+V2xUKhb4p2upanlF6XjXGV6M5SvxEH6+98Z0PWXH77gyJnZSkXgmsNbxY0vs6cyOCgA+FoPOC9VHILH1ZWhWxzrs4wJQ1m4obPa6EfDtO1XN79VIUZBmiqKkXaqUOplxFUIm1RVSHRihCIt5qLr5wcYlic4NkWfVxaYuc95TmP0zZE5c3NTnfLFhReR+oclQzdM5jMidGURjlxeUoz4NSyc4bkdkTV6wR0wjHRq5sI/stI6pHZNT7e1pxd5VYDC4l7mHL0YOG2HlltLllhW37Ii787U42nuWCb+9y5x1cbywRPG77cniEI488svx7xx13xKuvvor//Oc/2GKLLVAoFFK0jCAIgiD09JnwCHxIBAqPYIlOrE2oBe6rQ+zTFnFZrfIWcZkcKA4+yl3V+VEt54WDZM4769klqUCrvG8tPEJtEQtPrBSiaqVzT1StN3nwKiphj3XIAlG4BOQhEiBZJm5XyVNq1qZjMXnaimJtlXBr9FyV2dm8aYsebplMvLVE5m0b44ZgctA13fLF6zQ0AszfyFEtYLl6zvt8HrDXnuMMRqmEZJvTkZQHbRwRVSdW8ets4gsn/tw2DTA77J6FdkaesGkT2bZT+DAOtnU3yfNVyxAqzlBFTYwtt9wybRMIgiAIou6J1MS66qqrcMkll6B///6h5evXr8f111+P733ve16M6zO49Fi5XfiZqn3Q1ZXcbOCqQ6v164AMH52LUik8p5GuHHz3F2zjxcULi6BCFmdUto0L/ORmptAJvVKgy2VTKlUkQAC9J4x3K2Juhyqx1qTAqbxvdUZqBFyz16Is9IFM1GwE0IRqUbT3UyhoPFU1nrZF7rtHWCb+VgmkzMO3Itryx9IMoEtpt0y85ZPvQQMaWAa8Kyz/4XcUlxsqleidpvJS5bOW/ZdRnoxMdmAWVHvLR0pGahdLhz0nonid8ZjGRHS2JC0Qye6vmRWl+gDsfmj7TEtTo0s7/zjIboFR22l8OyVPbxzp6MuetgDwhz/8AX/4wx+watWq8uTUjNtuuy0lqwiCIAhCT949bSPNJjRlyhR88MEHVcs/+ugjTJkyJbZRfQZT7z0hfIdCANSNepXeldKhKzHZovJy03VEkn79leUtE1B0op9N5ylcHrLbhOxVdQjLVFS9i69JX/aaf6W+6TwdrVAJeCpse68uMT+4PN3rjCpurRhioEGxTGEuN1GXLjwC/2kQfpdFW0OA0t5VzCaVwNwsWVYR77Xnm3ddE11hZYKtODmZYKuNnu9yf5PFWOpBgzSRrq74EwvKjiFJaplXXHTPMVtUDULX8+XDFqsdNOuTbMgq3yyIMEhhi84bmke8D+vuy3lp7PPYzJGZa2xuOhGcJYDKtez6qQemTJmCcePG4Q9/+APeffddrF69OvQhCIIgiKyS92d0pKZZEATS+EUvvPACvSpj42KRUIu4lt4dprxsXgOsFb46v0xciXocUeNE8h58Yt5Jeq+wCeZ6O6zM+9XkBSuDdc57JOvE9GTphwVGGVYTF+m8KdnB6jxtxf1Yz9ekGqiEQiEfmRgnv4ZMIRCYyNmtWa8RPHnbGht7hduuLqlQy8e0FcXaKk9bSRaVVbxgy75VMW0bheVhQiEGeC9fk5ctb5gsPQ5ZVA1Z/ZPpxSr4xgO/LQuN4Do6LOYrbmszrsAPCMW9f7NLzETUfHx59cm8qFXrTaT5yrg0b/Zg5r9jEjupHLml+ggJwh9u3OL3OTDsY24BGal52Io3vhzVs6xy00034fbbb8cpp5yStikEQRAE0adwajKyYPOFQgEf+9jHQsJtd3c3PvjgA5x33nnejcwlsha67X6OsMZ2lMZxlDasqvPNm16rtnFTU6XjYhtnUdTqfHSq+fhy7H9SyDrIOqEvSvxLOSrhVqdiNAi/dZOasfWq8Au9vwuFRmcxrApRmBSX+6jAMTzcePQdfJ2XLb9NM2TeqiqP5TKbJuZq6OqSetOy3UTvW17ELSvqgtoV1ktFQbYJ4YAW8tAIhUKjVEQrh8NgGYghEkQj2G+b+AWSY+AHDdj1yScR5fVi+xjHYXt4+Hu17JBsDlO838geay6xWmXPCd21rLNRtM02bIxok29YmcuEMNsxXX6uvNh2yu5rdjd9p+RtUYq8GXLxTPIZLh5mLQ67lpplZuPbqoxyMFY1+7Rpn3pg48aNGD16dNpmEARBEIQzqud3Xp7RTs2qGTNmIAgCnHnmmZgyZQoGDRpUXtfc3IwddtgBBx54oHcjU8Fni1PWY61Bqz2JRroszWJR3sGxOeykYR14314ksk6JKNwCtb0R6Fz8bWd1b2oCOjvDywuFRgSB6CXLC7j8MgjLbNEJwWIIAG6rKFmplCGbAKCid61thdZd75zCx3s26pGLmL1i50aE4wM3KbYNi9+hsuQFzqYmNGzYII1bi005FSXr4k1EJnrUNm86DibmhkNnKAUg7hjKv1tbgQ0bqrexvEmZTr2YlDhIJIOd766uXvNED3u2njU4dPVDHIhi9vJVW7xuXOJj+3yuqHRDMU6wrV2AyzUUhh8ANJGWICW7VrMmjkWyR9hJHLBwHfeOMl7uGz7/uBP38egGJlzy4Ot71PZRV1cy9c86TfFkq066brkjUV6lrBcH37PPPhtz5szBFVdckbYpBEEQBOFElLcWs4RTi+W0004DAHR0dGD06NFoSup9qnpE50Jk6LDkmTREWtZxETs2Dg50ZZiIIoO/yFlepk5/1BuDyttNlWapVD2i5NLZ4D0Ie/fh66RpEjKGrh6L3rTst+iNK+4jv2xMt6JSCZuURUFN2/T6f1mpVnmk8UqXTq1j6fHLxHQUip4YHkHdAW/gvnkxlv1vFrZjwq0oeIbLU3o8m45JFGTZBwiLtqJ4GwqPIJyksFOr6GHbjF7xuby18Ok9VqbHipRKQDOvcIniLFvX2lpdF/hCURQOvwuzgT9fojCq8ujnr8lSCWhpUWsPrvcOZiPvsSmuj4tof1aJ+kYJj62ALG4nu1e7enHK8o7c/LIUsFy8p12w9cL0LdTa5GnjqR3lxSmb812rSVn5MrKp40m04VzaITUja6MfGWHixInl3z09Pbjlllvw+9//HnvuuWdVH3D69Om1No8gCIIg+gSRWiljxowp/16/fj26hBbpwIED41nVl1C4GpliFcZZHxVZumyZTLSQx+NUi6dRRFUZNp2fOPnYdjqjenzZ5p2USGI+NtErli3jv1WYRNlubhtedAzHMGU2ysIkKM+/eGCiu5rpXXJxueq3aZ0szWIRcApjIQuLIPNQZSKuGHqg97dSmxQUcVk8W51oy4u3soDDfL69p0GcKK0B1eER1OEdGFWvvrDzysqYubGykRhexGXbKSqQ7P7EJy3u5uItKqLytI0jPvKDWWKo36i26baRITqzyxzbbcUrWztMz0p+WxdvWxfSulf3Dl44JJKwcCWesx40oEH5PHAfaKz1wIGqPaRC1y5KklqWTeqhEcSDVSn6EY3sa562S5YsCf3fa6+9AAAvv/xyaLlsnhOCIAiCyAp9ytOW8dFHH+HSSy/FL37xC7z33ntV67vzEhzCN2Lj0NKjRUVSni6+EPPnO9s2rycy8UAUDlzb0qaOtk+HcNXrgC6xFJNA9KhVrROxKWveW6+CLDwCj623uEwAVu0fjmFq4xUkvRXxFY4X6kTlje99ih60qt8qY2SirlDxbcW53nAVQLUw2wygC5XyZOeH917lJ/tqkIt24uhKY6NWtAWqPXDLgm1rq1K95B1we4+J2cgfC5tQjQ+PUBF3+aRFAS60orGxEhZBPC/ixxAwWTwcfjcgfC+QJSOrt2L4AxniNShuZ3pl3na+PFn6Mk9/GTr72X2EF6NlpyIqvga0REd53SCjyQ5ZyByGTTPJ52v1AMJtE802SbztYyvm+czbcJhO8OchinDH55vlDoIvDd9FvFUN4ERGdbOS1X/HA+5rou3jjz+etgkEQRAEEZu8i7aRWsff+ta38Nhjj2HmzJloaWnBz372M0yZMgXDhg3DnXfe6dvGfCMTa3TLE86+1nmInd60PDBk7XKZiKESVMQLXfab79SJHW3f3ray/7yNUb3FVEJUocDHQ2WIBWirWvMetOK+opeo6DlabSf/bYTfUHwVni0TFTddAFAXpV6lAAkiiV1dkceoDXur8gJnk2Tb5pBeHRKX+JACra1Vk5CZPuWYt6w8FScqXCTMblFgFj1sK5OqaYU+UYhldvAhEbhjrBLtN2Ez6CFmI9N9TaKkKh/ZvYe/vkVNwpSfrNrrbGJ5yRo7SYVGsL2exfzjiGk22J6/UkkttqrOnS2ug4M9aIiviCcAO3b+3udLsPUp1vpCHFSRnZJaRRwzDUK4VBfdgLEPu7xjyiRj10mWWLZsGYLeEWPpOoIgCIIgkiFS6+Shhx7CnXfeicMOOwxnnnkmDjnkEOy8884YMWIEfv7zn+Pkk0/2bWe2MblOqBqBFm5Yrl42tfLi4F9zTdMOhsrbVuY15QuZZ4iNWGsrdMictl08yXgBQ1ePeOFORvW51oVHAMSxoF7BFwgClRG8164YLzecLhPGXAYCyuUgU7PYNx8aoavL7l13MWPRG1dnnKTXrhPnRI2xq0sWz5YJnux1Y1amzQiLndXhEaQw71RFeIRmVAJZsP+8YFsOjdCvn/TiEzXTrq4mLlX2u2wMeLG2egAhTLkcRVWaz5BdUK2tvdvwYr1gq+yVZtmAFHvFnl+nu7bEtEVBlifKrOXMLtUycXAmCjY28WXDRyCJ6l2n89iNivjM8vWs0HnbAsk8J7VlIns4RzxYX2VmO/GYzGnSN2m8NZNGPFtxuc2+OmR1ztXbVoZ12egqhOnAHSpuX/O05eno6MCKFSswePDg0PL33nsPHR0dffctS4JQcAN+67T9xTgmIUsIguiTnrb/+c9/0NHRAaA3fu1//vMfAMDBBx+MJ5980p91WSFKT8TW1SNmz9BHx9K2061bLjqzyfZxaR9HOS6xY2wjRETJJ4sXvE9vF9lr1sUi720LqL1g5YKt+FvubSv+l3nfqi8fq3MpcycSQyM0NVWHP+D3E//LxFzZf5V7VbEYOmddXa7ets3CN++tykRaXvCsxLXltcwQvDvmponIRMFW9lv8X/ZgBUIVS14kojArhkto4j4V0Vks0rLoyQvyvFjL/2b/2TkXFVehYPj7Gzsc8Z6nO9Uq+HMuxsLWedaqCE/yphdubRDvL7KGj0pslo1tiOXFfsvmgouKL4HbB6xsVGWkszVxQS+CcGXaVFyfRJzgWuKiRcnKxmVQJKk6KMtH9qiKgsu1VvO2UoT6rYMNnrl86kXLDIJAGrv2gw8+QKtqxl6CIAiCyACq53dentGRWjE77rgj3nzzTYwYMQK77747fvGLX+BTn/oUHnroIQwaNMi3jekRVayN2irdlF/U3fn4d3G9UExetLadMJ33RBKvAsrSNAkWvHZni+j1ysqbT1f26q5tmi7byF4NFuPv2eQPVIsp8n10k4lVCIu0lWVyj1uZly3/u6Eqnq3MMVJXfr2T3qC6t9rUBHR2hhNgboE8YiUxVWLTwI3QY7YVaxsbga4uMTRCM4AN6BU0u1GZ0I2tY+ERmIDbu79UXBTFzk3iZnHDBmNMW1HANc3GFRYXmZctE2n5eiKGdgiLtiJdXQBauYNrbARaWoD16yuxbdmxRlBZ+fqmOkSZZmyCXd/MO1MmlgJmz3nxv3jfiPJok3nFmuqr6Y0ME67Css32Mpv4e52qnFzOH4P32uSfmTYNRNnbI/y4UiRklSEmUZJUPTPZOv6bYduo5tONWvf48yZ7lrrA2yGLURxFlHfxBo7bFoyCrH3kivU+4sWrc8c2PZMZaU5QkEEmTpwIoHeysSuuuAL9+/cvr+vu7sYf//jH8gRlBEEQBEH4J1LL/YwzzsALL7yAMWPGYNKkSfjc5z6Hn/zkJyiVSpg+fbpvG/OLrLUcYdTf1OBmSek8nZLwDtV1jlR5qoSNpPGVT3d3pcMcRcQwoergqDpBuvyivMYngz/eiugqCrdqD1s1LA0+PAKgCpHAC2QM5/MqXn+88msSYDWvz2v3M1X6YhGlDfbJ9cLKpuJ12vt7I3oFz43CctFjtTKpm/SWxIuYmzxQGwTRVhUegX3KE5Hx6XCZ8It6nXR4gZmJz/zxhj1vC4Um8+1UOIby+/m8VxCvHIvibbEovbeJYq2qSphOvcxDvlRiwnxlnUywsrm+TQKWj/ux7X0mqn4iy48Jr7rylP23sUu2ns9HdpuQTVDpUxuNoiFFyj+iwUk9x1nd8uWp62JnHM8LXZtANbmcGMrJFZO9tvcCWd5xB9jjtkOc8pcVvu4idyzsKO2qtN/EisuSJUsA9HravvTSS2huroQuam5uxic+8QlccsklaZlHEARBEEZUz++8PKMjNbW/+c1vln+PHTsWf/3rX/Hcc89hm222wezZs70Zlytse8XiOkWPPy8ViCEeZne32tNC7IC6aGBx7BKL2rUjousE68RW27TjpMu7+es6uCZxAqjoWqys1P0eeXQVk2Ab9rYVhVug2tO2oSpNXmOVRTcQCZUJ3ztlypsp8ChD5n3L9hdVPNl2fN7Cduy1Df71DTEJZsKGDbzHKfOgZcImD/NcbQIv2ALNaGnReIHy9jFP23XryuJsCdWSfVH4NPDxUoQMZJPyFApNCAJemBVFWz40QrWXMPvu7t4kYIjHUFGHK562LOYui2lrqAeyGNmq6sMvFzV/Hv7VHHa9yzz9+GtchXgNqzwa+XJTnKIy/EAVs0OF7QAjS5dHnMCNX26Tn+7erLNH56QXBXEwT/SKFMNfRMVGcGfnvQcNaNCpdtzOviYDU6F6I8UHsnPo8gxOqh0ChD2ns+7ImWQ5ZIoIo1Z9UbR9/PHHAfQ67Pz4xz9GW1tbyhYRBEEQhBt9UrQV2X777bH99tvjhRdewB133IHbbrvNR7L5xcZ1R4Fth8mlM2KDS7gD9uY4E/ZkdoihGkRswxjotnURCOLCd+hEryrdq578NrLvqDbI0tYtM+XHRwgQKRbDE2KVSr09TlmYA5lgy4v3/HbV+8t6sg3lNESHSD5tHXyZN7OdxA+vcgHhCsyrwaJIq0OlhAnLetBgXR/CnX0xNIIodIJbHxZsgQZ5LFvePr7AW1uVE5EB8vAI5ZixvLetkI14XnsnWDN52vYK0LL6IM2AZcLCI/DiLduuX7/qmLYKZPWPn2CL305ZxhJ09wab61l2Det0Ot5+E+yeF+dVZ53HoUzE8n3/lqWtekPEt2jFhFudN2RSjUbp8YhqtYMtvtoeNs9LH/g6l3Ge3SaSCBWlw2aAQhxsssWmPRQF7TNfVylFY2T1PqMq9cyZM3H99ddjxYoV2GOPPTBjxgwccsghqdmzww474Ic//KFy/fe+970aWkMQBEEQfYdstlTqAVMv2ULMkSETB1RZ+xZ2TfkxmEeJKX6b6XBVnQWxCE1ihCyfqPFr+WWy9KOKsbr8xP6GLD8+DdEzzyTIqzzw2H8m0vNpA2aPWpkTi1y4ZdKfGCe3IZSPOEERL5ip8jQaBchnlGIVmBFnVjtRIBaXbcJWFOjdpTq+a0Xo7EHF41YVHqG5StMMmc8rjq2tVZORNW/KpYH7ropn29pa7cksEW779atou11dvJ18fWDHwcTbxvLEhzLKZciL8k1NvZnxlVg2GiCeJ8NbtSpxQ7zX2Qi4smud97BVXc+ya5gPIaDztHW1R1zPkInWqnsP/4zgl8XB5MHp4nHLL+eJKmAB0V63l8W1jfUavU6sFf7b3IeSbF+4pi0eWpY8J/jnqO557HJ/cIlra5tXRrXLMlr7ZCddtSxyJrXztL333nsxYcIEzJw5EwcddBBuvvlmHHXUUXj11Vex/fbbuyfogV//+teh/11dXVi6dCmKxSJ22mknEm0JgiCIzEKetn0Rk5uO7r8sHeE326XWMy67vrbJT+ii6izLOhW6TmeUToPNPqqOuGlf2avBsmOqldeQLj0bgVa3P28/07FE8Z8de0RH8qpLpzpUQphCoTEkiLH9RQ2QiWKqfJgTrdTTlt/BNMMTM0bldSsRY5WFsOk3/xAxlWtF+BMn5mLxbNlvVpZinNhKDFyFA2w4Qz6swKbJyFh4BPbNrOEF3V5dubGyv0SRE09Dayuwbh2bJI15DYuycMV+liyLaiBSfiVcllFXV0X1YOERFIWhepNA1HvFQ9RFy9DlYSs82dxXZPdl0ZYoYWLE/zb3HZ2gym8jKy/b50ISDS+Xc+hqp8k50MW+rKCzRTcgyS9zxeTFLJJmeYnCrer6c7HRdZK2pPDlXRs5DVVl0h242AYwwL+QY0uUAZvp06fjrLPOwtlnnw0AmDFjBubNm4dZs2Zh2rRp7gl6gMW25Vm7di1OP/10HH/88SlYRBAEQRB2qJ7fceYwqCXJBi/LM6oGnIvix7YRe1VRXJ4sSTJWmkvbVtUREb0lbdOLsq0sHx9FLV7ctq81uzT0XbzEbEeNonTWdKKoTFixLV9+O5XHLr/cFC7WGv6AeLVNpgbLPi7o0uB+y+oPLzbLjrG3bBpQHc9W9KpVL+M12dD1KhM5N32YICumxn+K2BTPlleFmcK5CfF8sk0LBV5cVtnfhEKhqcp2fkChLITzGbS0hA+4tbVXsOXVX805l1UD8Tj4+c5kp5xPSzzXXV3hUWDRw9ZVpFWFX+Z/q+Ls8nZFvYfJbOLhy8pVuFLdg0VcyizWfUXIz3Ygxga+bOJ4I5dDL8kObNMyMTxTUgKfqk65PPcA+WCJL7t0y13KRVbcpnpvSzl+dwQbVNv4FLTj1h8v7VndgdVYvV+7dm3o06mISbVx40YsXrwY48aNCy0fN24cFi5cWAtTrRk4cCCuuuoqXHHFFWmbQhAEQRB1i1OL5YQTTtCuf//99+PYkk2iCDU2boiKdF07A7Xy4tTZwO/H/2cdEuZVYttB8dWONnVCTOt1XkG8p4xMgNFhK4K4eCUxbzd+FMkmH7EMePFJnMgIqA6TYDpXYqdLfDOd97hV2ccLS6LOatPRrDp2mZKvmoBKLHSVl62LuMttw0QSVp9MYg+fRVeXLJ6tOJmbOBEZEz0bZVpqOCMhpq0Y11YXHiEUz5YXSoWyEYXblhZgw4ZmAF2bjqWR+64cg1jcsntLqQQ0yypNS0ul8rHj5AVci3MoO+Uy0U8mjvLl3dUVDq8rXm/iPb5UMnt6sTzFtwJUnrb8firYdSuWc9TBIdmzy/W+HyXOrkuoGJ1NpvuN7D4tPitdkAnwLlTZVGOxyoROFHV944ivE0l6lbrYIv5Wbct/+87ftEz33waxjmeiiokHa9sY1BhvO4Am7gMAw4cPDy2/8sorMXny5Krt3333XXR3d6O9vT20vL29HStXrnTLvAa8//77WLNmTdpmEARBEIQS1fM77baiLU7NqkGDBhnXn3rqqbEMyh22rWK2XPOf93KJ2rFTdXDidGBUk+zIhEtZB0XV4RS1M5/46ITwmDohNut94HqzYSJPVERRhOUlzmzPo/OOEfdTCRlsuWpGeVnd0elt5Rt1q7Ax+y2r5GymPd5w25mlZIqeaNym3zZCHG8CE/56479uQDg8Aotly4u3vMdqb1gFpluKmnMIPqYtF3i2ecOGcrRZZrI4EVmVYCsRxWWOrU1NTLTduGmrjaiEgqiERxCdeEXKZSkrf9E1VwyPwCXYg4aqe6p4/xK9VfnrxfYex/ZpapLfQ1UNDVN8TNXgEvvtMlEab6utDbK8WRqioMW+LXXzUDrib5mdaaATa2tlH29DDxrQUBU7vLJOZpdJaFRpYqbz5yLs1fLVNZ3gG3dQ3bZpmDQ2gxG+bEpNwLVVzB2NiyPaLl++HAMHDiwvb2lp0e5XKBRC/4MgqFpWS3784x+H/gdBgBUrVuCuu+7CZz/72ZSsIgiCIAgzfUq0nT17dlJ25ANdS9fFbUhsGWt6qKZXLFWd1KS8TEQxVtaZ0nm62IhvPFEmXVGlKQqBOrtU6LyoVJ0TlcerrVeujRgsCidRzr1sIiWVKMLyi/r6ohiDUHaMqlCxKq9FG5RxTm0SEytjHC/bTR+VAKYbfKlkIcazbea25EXb6vAILDqA1Pudt5FXR7m4tkVUPGyBcEzbBlGw5YVShXDLIhe0tgIffNCEIGhGNb2CbaHQVFXcyuuuiHBcXrETz9unOY+q+xi/q2w9v43KTh7mPSrmyRoaLISCDDHPUknuGSuKzeLxmOyT1Rk26OB637G577q8Qi577tiIjrpnle7csvTjvMadxHNaJdangeuEWao2T9T6FcWj2/bZbJuvrX6YJFHylZ031b3W1E6J0n7Tp9egju8mK3BTZajBhTJw4MCQaKti6623RmNjY5VX7apVq6q8b2vJD3/4w9D/hoYGbLPNNjjttNMwadKklKwiCIIgiPon5eZ8HWHbIrboHfts0CfdQeDjSIrinq6hbmorR+kE27S5TR1wG3Tt/iQ6ZqI3msoOUTix9cxTjSHwrx+zdeI5NXnZ8YKLuC1/jnkBl3dq5e2T6Wv8chMh70t+Rz5hXdwHfj9dBVWJwoprn50z3XkTzen1SGUxbfmJu8RJ3cIequy36KlaJRSKwi37tLWhYcMGNG/YAKBXuGXibXFT6uVtOe9c8STxQibTvtmmlRAJIr2CMy/w8smy9ELl2Co5B6JrrKwwNq0zCTO627kqO0ap1Hus/PlXTe4oohKw+AkEVTaz7WwwiS1RJ8uMKqap0Hm0RrFJ9pyQDfbZ2KQa6HOxR1wus5GhEkmZHcyjlve4Fb1sXT1KbWCCf1zvaJ14q6pXNtdULTG1i1TftbBJ9qwRnxM84kCOTfvPG6oM4njVGraJ42lrS3NzM/bZZx/Mnz8/NMHX/Pnzceyxx7ol5pGlS5emljdBpM1P8FvnfS7EMQlYQhBEFPqUp22fw7XFaVLqfCiGGcDUMdItY8v5b9k6F1tM6+IWs03sRJvOp6uXrW5/0T7VtrxnnmueTMOUCQ6sPFxEDFsBl99WJiyy5WKaunPDl0Ezv7GYqEnN4rd39bIV8u1Bg1R4V+0iZlcoNG7ySO3a9GlGr4QqxrZlnra9E3zx8WylZvNqIy/ctrUBH35Y9rYFUBUeoaymDhhQraxKyqepqaLtsmz69QM6O5sQBOLWzSgUmqziyVaJz62twIYNlQCyzG2VDwGhSEz0CJcVj8ojTVbNdNdMd3e1+Myb6/KauKk6KsNiCPB29IblsLdBFVpHdS8V7Ul6Yk2TcBz12SF7HsQVlaPkq1suTjqWFrpnpa9BAR9NLdvzJstb5ehZa0xtMldcvKhrIuKK2Ba+g2G1EG0BYOLEiTjllFOw77774sADD8Qtt9yCZcuW4bzzznNPjCAIgiD6OCTa9hVsG3U2rWLxNyfg8LtGjeMmvnruA94DDDAfpsmzxbVz7Crw2qQfpQOh8pqyEXVtUL1+rNseCHvZRrkhFYthkZYdj3je2bZxO6HiMcqOWybK8aFRxeVsmRExUf43P9OaLDFTbFuZmijLbxNMjLPtCIpiYe9kZEyY7QYft7aX6onIZJ6qUvGOd38VvG3R3Y3iunWh8AjldW1t1fFsJSdIzLu1tTInWEtLtXBbKDRV2a6aPw7oLddQOAwWHkE8D5pzZHtOZNcss8/kqSazm09DtCGKl6YY71xlbxRMzxpR1LFxgrMtK5ae6v4bx6PVBZkwzdumssU137iil8szyqRxxSmzVAQ8T8Q5bl25JVUeKhFZlq9skMknUc67LsSLFtOB88tlv1PmxBNPxHvvvYerrroKK1aswKhRo/Dwww9jxIgRqdq1YcMGvPjii1i1ahV6esLxsb/whS+kZBVBEARB1DfZaaHUEzZqYkYah66vQZq8V3ix1rZzLiK+Hm9KwzZ9UUSxSUuGeFz8K5+iWG3bUecFFZO4Im6nEk3iChG9oqC9SG3zCqrKJpnHrEzEkXkH2ubHxNFmtr1BUAVQKVxeeRKNdVHkuHxUZVEqyScm43VlVpd7RVsm2LKKIHra8hORNaFfP7WeLD0umXC7yWO1gbl/MrWVD43A9u3XTypyy2zo9bLt/QZ6hVtGS0vFK5dlJ3pky8qwWaYOM5XcJLBr7mGiGNvVFa4mTgMJCF9P/Kvk7D9fJ2wENbE8VIMiLja6xic12cj/j4Lq1Wz2m18excY4tvnAh6Cs8/rll8l+p4HN2wdZRRar3dXR00d9c8lPRZTr3Kau2RLrPiM2xmwaJ5YnwWbSUNk+URg/fjzGjx8fbecEmDt3Lk499VS8++67VesKhQK683SxEgRBEH0K1fM7L4+ubLwfl0WSGH0X09GkG/W1wCzAd3Z1hyx2im2L2bXdbZuuTCC1EUlkuHi86s51V1flI/uvSpf9192IbMpR55EnO7emstZpZDIRiV8mTpwkelnqzneofEwZM0WuqSnsJcqW6dROy4PjY0iavKRlx8ZMLBRYrFo+dm2z8KksY6ERJGFmy/SgIWwzL8hutlkl/AELgTBgQLWHrcqVt1iscnYVtWHmTduvX+9v9uGLXhSeVZRKkkxkvxWFIjsnYj3kqwxbr4rLrLKRv8+wa1Z1rYeOTUA1yGNzHzYh3lO6uyu/XQf/2Pf/b+/N47wo7vz/19wgOAQcYEC5PKISDIkQDWoSMREhQjS6rsZEh43yW2IQkRiVqAsaFeO1XivxFnfj8divxriekBgQ4rGIYFCI6wEZlBlRYhjEODAz/fsD+2N9aqq6q/ruz+f1fDz6MfPprq6qrqO76tXvfpdcfzaPWq+XVWEtWOXfQQUs8a/uuB9e7dyvvHRirHi/MclHVOMRMR6/56NfWBm5jqIU26MUsnWPhTgxScM2H15lEvRYJIQZBBog9x3TrRSYMWMGTjrpJLS0tKCrq6too2BLCCEky+T9GZ3AcJEA0M9MFYNJm88UZcTPYEUDg6jwitO9FJ3VqSqsaZp+55mIhab7dfnWWY2oFlhRYSvYmoQVx8m6m49XG5AnuuJCRu5f1efNYhiTdGxQiToqEVcUxExcSrjiaOGTeV0ippkT95mcrxAExb82SYvbzp3uImQunVAvRPa5awRXi/XMthtItJp1RVq3MYoFL/uydTdNQuL11NV9noTrlUGVHVfUlTVluR0W9QXVYmSqiIXjfv4+VWKj7j4nXqdYFNXV3X3YumFli1YTYV9OV0R1b9LVu2lfkjHNl87yUNXHdURl0Rflc8qLIM8GL4LmK+p8hCWO9OIY9+gwsXjX/dado/o/ScR0bVw1RZ124JNVFraq37pE0yr4HLB582bMnj0bAwcOTDsrhBBCSFnB0YkfQdQ+r3AK0Uf0Z5sHtV9XJO5E3mtiLp8vF4eJawST/Ki0tSg+6xUnve61uYvziJ8zm4iZYa2X/KzcTC2VigXAz/e51yrnU1e/Uc11VOKkzjeonKaqjpXlLIt4KqVIp3CoMugXr3SO29fdvOks4ryy3aMH8I9/ADt3uj5sO7FLoBXdI9TC9WtbUVFTcC/gWrKq9NSODsGlgCzYuie6aqPKPYJrjesqrG5CYtlJ1+MKtW5SqjqTRV037zr3wm45FkR61y2CgXsEWVBX9WtRhPVqKiYipJxnV9D1Q/UptgpdX7XJly6szUsHnYaiitvt82J4v7zEic0zSfViK+lnu+g6wqTMVPegOPJs4rdd5fonSF6iEHDDnp+kiBwkH3G/mFDtj7wPm978/BI1yFSQcXoW6j8K/umf/glLlizBPvvsk3ZWCCGEECt0z++8PKNz4R5hw4YNOOOMMzBixAj07NkT++yzD+bOnYsdO3YUhWtubsaUKVPQq1cvNDQ0YObMmd3ChMZrBu4nAgV4o2/TkGz05biQxQCvIjHJl194030utosCqZA7vfg5sxwmDsFW9VmymJb8v5gnE+Rycb0EqMTSsGWpS9tLAFOF1Wmu4v/d6sRUbPUTYr0yobg42YrTzY/rc1d1mlv+8t9dHhtEv7WugCu7Rvh8ES+xLt26lYujmzrstbnuEdyFyMRjbofTKKvitYhJua4RdEmKUXq1mUJ9iwmo/ve4b8t1Il6KyluGLj9eTcPPOj6M9bxfPxH3q1562NxDdMdllxJy2qpjujAyqhcffnkyeYHnpqnLu46sD/7SGLDafDlt+mxMo5y90lS9YJAxeDzEil9/C9rmU8VrEOj1cDCJR4E8ljDdSoFbbrkFjzzyCKZOnYrrrrsON910U9FGCCGEZJWon9G33norRowYgR49emDMmDFYtmyZNuwjjzyCo48+Gv3790d9fT3GjRuHZ555xiq9rA/HAAB/+ctf0NXVhdtuuw377rsvXnvtNUybNg3bt2/HtddeCwDo7OzEsccei/79+2P58uXYsmULmpqa4DgObr755mAJBxBZjeIS/vf6DNdWsI1yYChm1zRe3SIcfvHLEwVTiyY/wdZmvO6F+AmzjGwxYmNF5JemH2GEWR01NcUW03Kc4j65fuMQbl0hSRTKRHEpcJpyIraReSlhXkLgZ3/dh4RfPavEJVGwdK1SOzpq4DhuCDHSXQJuTU1VwWjWtbb1vXRRURUV0969Pz/umgu75q+qzcM9gnwt7l9VO1aF0+XfFcALfU1VH6L1lVRPopCuQyd+iPcEufq97g06K1TxuOngQpUf+bygfSeK54xXfsLcR4JY8NmWjW38fnmyLc+g6Zta/SYhMOmek2J/C+IvWUXQsVEUZSSWu2zs6WX86fciwyZt3bG40LW3xMRf3YV7Nf4ox/olzP33349nnnkGPXv2xJIlS1BRUVE4VlFRgZkzZ6aYO0IIISQZHnroIcyaNQu33norDj/8cNx2222YNGkS1q5di6FDh3YL/9xzz+Hoo4/GlVdeiS984Qu45557MGXKFLz00kv46le/apRmLkYmEydOxMSJEwu/9957b7zxxhtYsGBBQbRdtGgR1q5di40bN2Lw4MEAgOuuuw5Tp07FFVdcgfr6+lTyDsBXSVRNxMP69JcFVDdJ0wm/TozzmtyqfOn6jX1NJ8cmY2qv8H6WVX7Hd+7sHqc4ERF9UJpMSGVs69vE8k416fVbmEysN1UdqlxgeOXBBrlr6ARbUegDvOtOFrRdMa+6+rNP5kUBz09Z8XsjoBJw5WNQl5NJfYrXLW6u0L7LTYLs37YKFRU1RdqrqMW658tp14oHRYezomsBN7BsvSqaw4o+cQtl3b3YXG3Xdfmg82krJqMqbrktuL5ga3tIJ8uNW4jMdVfjhdxG3aLwuk/ZvGgI2reqq73dmajCm+bDq4v4WSDaPhvCuLIxFSdF/MrB9EWiziVBoqIVuvtEdrHJR9ziregWO6x1rRyHagxjcz1JCNdZ0wXl56mJ5XAYougTXahEJbo+36EaxHgNaFX4HNetPu13Tilw8cUX47LLLsOFF16IyspcfKhJCCGEANA/v4M8o6+//nqcccYZOPPMMwEAN9xwA5555hksWLAA8+fP7xb+hhtuKPp95ZVX4ne/+x3+53/+p7REWxVbt25Fv379Cr9feOEFjBo1qiDYAsAxxxyD9vZ2rFy5EuPHj1fG097ejvb29sLvtra2Xf9EsRSxj9Ko+ky6yDrMIpmkPr9SCZcu7iC/s9Ns0qwSNEwmxzbig7g/7KIaOsHanRfIwq0pYQRb+f8o2lBVlV74UAlUpgK9aT5Ucen0UFlzUyHfpAv/y+qnGED3WyfcemVYOOb2eVFAdvMjLjYlIy665v4VhdhdVKGjowqO8/l9paKiquBWVuW1wN3Eei3KvxtYFG7lSbFbPrJo6/o50FSOSjyurv7cZa4qOXkhMtldhIioKxf82qrqT6ov+SWHl7WaKJrrxFGvtgl0fyGks4yVf+v6uGwt72dtl7R4ZJInwHxBNNGnuEtUz0OdeBykzFRtI8rntip+1SKZQcV3Gdtxh05I9ltg0wbVy2oX0/zGNZYyTT/K/phGmnHiKfR6CbYRFoTuGe13TimwY8cOnHzyyRRsCSGE5A7d89vdV9AAP6Ourg51dXXdwu/YsQMrV67EhRdeWLR/woQJeP75543y0tXVhW3bthVpmX7k8sn79ttv4+abb8b06dML+1pbW7utaNq3b1/U1taitbVVG9f8+fPRp0+fwjZkyJDugUzezKs2XRzC/1FZJ6Z1vioe2R+aRhtRhlfFZ2sYIYsRJvkJShgLadE3rWlaKvHRqw2ZhNHpkOI+V5wC1P5to2iHqnqTrWxV6YtijZ/QU2R9rOuzuv7sdVy1X764z/aZWNrKZaOKXly8SxQ0a2qqCpss2PrdporyIkbsRiIuMiYvPNa7d/fjsjIrJSiKx36uc1W+bHWLkIn1XOg3ujoVItctCulnqKW6RPm3Lq/d8qk5bhJOzo+YZ697qmn/Ddp23Tx5pae6X8dJ2K8vZFSLZqmEd9M6VBHV81qXL9XxsAtmhsHk+WWD37PK5Fnqh2xRH8VYxvR8kzi9jnvZKnjFY9JGohYurePzqvwoBjFlQFNTEx566KG0s0EIIYREzpAhQ4o0QZXFLAB8+OGH6Ozs7KY7Dhw40FNzFLnuuuuwfft2/PM//7Nx/lIdpcybNw+XXnqpZ5gVK1Zg7Nixhd+bNm3CxIkTcdJJJxVMkl1E/0oujuMo97vMmTMHs2fPLvxua2srFm69BnmmKEa+opVt0MFsdXX0A2HbON1Lc89xP1NU+bdVIU4SgljZBp3UmIzR/T7f01kv6SyKXGyFWpP9tmKKCXLdur/F+hXbSxTCLVBsda0SwnT75XhktAKAG5GqQnWNQE5Y1aCkfeJn9x0d3S1rbcQvN2rXpQAAfPrprr/yZ62y8CkuSCbH3S3voujqOtAVfReIlS8n5mZOWjFM1V5ki1k3CdEKVRTxZZ+8KitL0ep8VzVWorJHj88LSnWtEro68dChlYbZtgKgbDAWBq8+6iXYyPnxFPh99unyFUWYuJGt3LOCbX5UHxDEiarN+D0b3TBR4NV3TNtyHOjyFWf7kp/lfumF/SrJxW8MFRnyTc7LytYkQx6NtJwtbTs7O3H11VfjmWeewZe//GXUSA3l+uuvTylnhBBCiDd+lrYbN24scqeqsrIVkfVFP83R5YEHHsC8efPwu9/9DgMGDPDP+GekOg2ZMWMGTjnlFM8ww4cPL/y/adMmjB8/HuPGjcPtt99eFK6xsREvvfRS0b6PPvoIO3fu7KaEi+hMnwHEJti6yJYtJgM7E4sGnQ9BMRtRC3pivKJwC6gnYfKYWOc/zcY6TBXWdnEzU/z0vTATT7+60VlEiSKVV/riOapPqcV97n7xPFmYV7UFG1TCkcqPrSvqeZ2vQxZGCyKeWHFh+rUqs/Im5CWI9ZobjShcuuKv+FvWUauri10KuOeLZdytf8gquSvEfvpp94XIxHNEk1jXNYLHimFynlzXCGJfUonQosCribqAKI4X+TKWCkq0shXrx69di1Gp2qdtm5XvLSb5UN3TZVcmqueAnBeT+6TpiyQR3cs8mTD+NE0WgVSlZ/J8CkNiwpWUnsp1hEle4haYvIRblbVyEsSdVhDdMI424xVnFG3e711n7Hgp4hG9TSpn0XbNmjUF33uvvfZa0TGTiSohWeHf8bj1OWdjcgw5IYQkhZ9oW19fb7QGVkNDA6qqqrpZ1W7evNlTcwR2LWB2xhln4L//+7/xne98xzjvQMqibUNDAxoaGozCvvfeexg/fjzGjBmDe+65p5tPpXHjxuGKK65AS0sLBg0aBGDX4mR1dXUYM2aMfebCCrYeiqLsy1bEFdzchiVvaeLlM1A2ahCFY7/JQFyCrUyQSYTOOkkXV9DJimndqkQcG5FXh1x/Yp2pykAlwniViddxoLvFtUpQ8hNx/dJ3/7rWmx0dwoJbfhlUIZ/nI/zKfVjs125f0c03ZZFS3FyrVPk+IYYRdVcPPbk4D2IC4qZKzA0vmvO6my4hqPMiWg/rrkcUenXXIJ4r/l+ruHnIbhFMV66XBQrxZZWIV17lfKtED5O+rsqLan/aJCGU2iDmJ4o82PqRNSWq+vPKi9y+xJcXUS6mFOZrk7THQTbI74bykHf5xUeU9w3VfS3suKzbYmRA9wGNu889WUVWbpAZ5o9//GPaWSCEEEJSpba2FmPGjMHixYvx/e9/v7B/8eLFOO6447TnPfDAA/jxj3+MBx54AMcee6x1urkYpWzatAlHHnkkhg4dimuvvRYffPBB4VhjYyOAXc5/R44cidNOOw3XXHMN/va3v+G8887DtGnTjFRzX8KYRigEW1PBLQt4jXXlSaks3ALeC+ao4pL/16XpFzaqVZBly1T5mCyK2ExEgoi14m+/diTuN7XurK42W4nbxKLaDa9D5R5DJc66+3SWdDblLRrWFxaoUlWayQxTJdgqlEix34uioB81NYCwTmIhetGNwKef6sVrUUcVBVFZCJbPKxJs3YCimgrsSlgn2vbsuSvzHmql6J5B3FxrW/fa5OuRBWw/XFH887CVqK7GrnoHtH5s/ZDvd7JY6mJq/akTalXhdH1ZJwx57QeSEUxNX+SZuiOQLUqBYNa2XvkxFbBMLVhNwsSBaqE27cuaCInyJWaQ/KUllPpZlPuhKrM4NUXTrwHCCqyxYnrzC5mZcra0JYQQQvKKn6WtDbNnz8Zpp52GsWPHFjwANDc3F9bbmjNnDt577z3cd999AHYJtqeffjpuvPFGfP3rXy9Y6fbs2RN9+vQxSjMXou2iRYvw1ltv4a233sJee+1VdMxxHABAVVUVnnjiCZx11lk4/PDD0bNnT5x66qm49tprw2fAb5BnqDDqLGyjtKK1nbSLqCYaXud5WZGIv4P4qjU9ZhrWVBC2QSVUqwTuMJNjm5uLK+bIvlL9qKrqbpQifk4LqLVLWZgPI/z4CbauUCcfkxd30pW16Iq1+HN5IUIvxMpVJajKuHS6n8WY/FvOkrwAl+sWwRU6VWKeuFiZq6WKoqdKINu5UxCzxQTa27vfINwE5RXFXMe5UnnI90AxL6IQ6wq2rssHMY+7FltTC88yYj13L99iId393/WBKx4T98nlr+s78nWaohM55PybiEIqS3g/ESWIMOn1zLERzsK+lPEizIJaQdO3sSyMQ9jxckXgl55feWVViAormKqwab9yuXmNk1QkInAK2K4rkCWU/Ul147FV7z0qwR0/2BB1e0yS2bNn45e//CV69epVtP6HCvq0JYQQklV0z+8gz+iTTz4ZW7ZswWWXXYaWlhaMGjUKTz75JIYNGwYAaGlpQXNzcyH8bbfdho6ODvz0pz/FT3/608L+pqYm3HvvvUZp5kK0nTp1KqZOneobbujQoXj88cejTTyMmqg5rrOOTHOVZhtEX4mAfmxsOk6Wi8lLhDMN6+fLNuzEyEtYicKCycRy1s/K1g+1kKUWnGXhTCdU2bRhnRWbTkOV1rOyRrSmLHaRAO9IvSxsvTL+2W950UHZX6qJ5a1KG5atbVXniCKoKIrqXFAUtQdZQa2r695gXFXVzZCrEtfUdDfr/SwhVRtx8yRGp7K0FRcjc/frLDPlNdNEa1uvfuRVF7o+I6PqQ15t188SUtfXvfq+6aKQcfn99sqTH6q2aUpQa1sZvzhUeVP5kZXRvQizTcsL1S3LplyiHIvYWlqq+mbWsdEEVfcgcb/XOVGSljuSOOjmIkEn3ALeFZW0Yp4DVq1ahZ2f3RBWrVqVcm4IIYSQbHDWWWfhrLPOUh6ThdglS5aETo8jFC90A7gAYq3OLUIQ6ylTovhET86fPOlWibQm42STog0r2HrF7f4OMkaXLWrF65aP28ZretyvHdnGraozuZ7FeFTXDAQTSxQ6Z9H/rh4ohhX3qX6LdHQUu0SQjxUtSKbKVIiM6z69V1ne+iUjCrWuyOn2b3kRMvFc1/DVtbJ193m1/11idnVxJbiqqkoNlS1tRbNeYVNds8pq1s2Xm5wqrFzk7nH5OmRLWtW1un+9fAvLuBbqInK/EPer/lflxURb8ENuzlH5kQ16bxPzo3rBE7VgHFa4jTI/ppbTcWHrPkIl2IYdl5i2G5OXlbbYCKpRIlu524i0QdNzMVnsT0blRirMyxObF9teyD6iPc/XFbTts92Djo5g9828IvqxpU9bQggheUX3/M7LM1q/Ila5oxrY+al8iuNdqPRceAyws56KElvLDhMhQmdVphJa5LiCCrY6VBZ4YSdKXqvKBxXl/MKqBD9d3lSTtaDtyTWW9NMm5f9NUIluXoKt1+JkJunKi/uJn0gUykdupKrMmGZcg1xHqrpRieW6JGVDVvG36MvWLT/Z4lbVJwtlI0fsntyzZ/HCZO5vMQOqFc8kVK4tVAumue5xVaKzzjWCrm+6bg5Um+haxKt+RLwEZLkOwyJeg1+eXEQhxnVLLG6qcEHzZYvr8jiuhY+CWovGuRBT3JjUxc6d+rKJ82sfm2ecLnwWBtZJ58Gv/cl9Wdzn1eeTxGYsZBtnt3N0AwUSmqOOOgqXXnppt/0fffQRjjrqqBRyRAghhJihm/9lYWxpAkcyptgqnOjuv9HLOlKeLCXdiPw+W/Wy3BKtH1SWtrZfo9kKtuLvIJMS03N0/gG9rGzD1qGfMKwLY3ojqq4uXmVeFZ98TA4n17cNOuHfT9h3Bb4wiJ/LF6xtXWzMgTTKqmxlqxMDRX+pKmRxTfRlKx+XswN010/dcjNq97Iq2bPn58dca1vRfE9UhRXCra5tySK9e7pbbrp24rHOWTffxV5lLPuC9hNuxX4j79c1HZ2GIN9XVOcHuY+4eTF1SSDnS0dQa2C/OpDTt7mX6O7NtiKk1z1FJ8rrELtFUAvlMIhpqsrHtGyifBGYl4FxGHT9zaT9q87xIioRNuxirSK2bT2qvtHNRQKgHpyYvonTUG6WtiJLlizBmjVrsGrVKvzmN79Br169AAA7duzA0qVLU84dIYQQUrrQ0tYPrwGcxzE/wVbeD4SfHJkMfIOEkX+bDPDlybdus03bVLBVLWzllWc/AVBXb6p6jWKA7md5JKcbpYWULPDJbgjkMKrfpvGLv8X43f9lK1tVGNsJn1i24t8uVNo1VF246mqtdb3SwleRL6/kZEtZ19C1rq57ONHw1dVTZetbbfm4EYlWta5lrbjQmGsCK1viisKtexGa61L521Vtog5sOnGWhXP3PutaHOos1MU6Uh338smsuk7dMReVr2Pbl3e6+L3ub0Fefpjmy+/+bXLMViwNStgF5PxIW7gJ4uIgrQWU/J6nUYufpnmxRfVCzTQvaQi2NunLRG2lHarteQ34vAakBhftZamTdyseE37/+9+jtbUVX//617Fhw4a0s0MIIYQYkfdnNEVbLwLMMFXuEPwmHV6f3EdBlBNPnUiqE91sJihRC7aqNHRx2aCbnEQh3OpuHibxBZ3kmIg24mfoqr+mIr2ufaj+l9uXGEY1GZZFSPlTeNmi1S0vMUyRcOt1MapMi3/R/YGg6udB2olO1BRdC7hrgclCp2oxN9nK08VTxBaVYnfT+LGVE9S1U1lw9mtHJgvTqXzUusKtuLn7bR/isg9eXbOJCvd6bBeuA4rdEahcE0R1f/TDS9ROIn0VUfqwzdJK8XIbtsmb34uMuAgav+wKJCuo8uI3tEyq/Zu4AvHLS5D2HrYN6V6aF429k7qhlRmDBg3C0qVL8eUvfxlf+9rXIllchRBCCIkb+YtK2Zgn63Ako8PP7EeByrrOyzpSN3D1srA0xfaTWC8LP/HrMvd/MX53v/xXjMNFt1+Vrs1vrzjCjtd1n+/J16w6LudFF79f+qrfKivboJMhlXAnC6DuPl1d6+pZxGtSqBOavIRe0zRE3Jt0dXV31xDAZ59Zyhdjkthn/4tuEXRpu/8D/iKm7BKho0Pvy1V1vp8QKl+GmM+ixcjExcfEQlQlKDumrf7cXYQqn/I1ymKi3Mb8FqZzs+guFqa7j8nhVdhakOniLxfdQHX/l8sjTFlEUY4mIq1tOqrbhLzwl9etJAxivH5p6FxJyGHSwGvsk0VLCJPxkde5QYlClLZ9UeH1nNZh0y5NMIlD6SYBKM5ICGS/56bnlAIVFRUAgLq6OvzmN7/B5ZdfjokTJ+KCCy5IOWeEEEJIaVMm08gICCHWqn7L+A3qop6w6IQFvxWPdeFVYp4q3yZCk98++bfNgjphjS/8JrwqAVPcb4ONsOS3uJUNqrpzy9W0rm1EdfF/UZRTWZTK+QkjrIgTbDnvBeHWZJYoHJeFSdHK1mbi5iX8ucnJ8anETTd8XV1xecruCESKrIJVKq9ccWIZ6cJrylAlAHgEL/Q93cJ0OvxEVFFIVwnrfshtykuo8Mq3LPLJx4Jgch/PkqAc9h7tRVCL2ijzEZdwa5Oee++Qn2VJj0OSijttxHFVFHGFxc8VSJbuB4D3fdFF2a9MBideN2lNOpWW3yiWStt2HKfo98UXX4wDDzwQTU1NKeWIEEIIMUP3/M7LMzpjQ7MMYinWAmbWIn5WkllrQCqLEpMFN0yNG3TFHFSwDWIVogqjm2C7kwidtW3YibmfYKtqP3JYE+tpP+T604n0YljdNfgJ8rJgq8uPysrShM7O4oWB3HN1bVhpcavJvHsv0Il/IuJ+1ef7KlyRVSxzk89uRWFWFENNxKtdlrZCJO4mrhBmKthWV3u2SfEaVdfhIor14vXozhPrXLwuVR/wy59XvnUvuiy0gAIqgUJso16W2fL9yOQ+HCSPtpjec8KkbWJBakqUZaCqz7iFW9P4s2ABqGsXWRsDhSUK4TZs+47Kf20W0I29AIW1rdcNKI8XnxLr169H//79i/adeOKJOOCAA7B48eKUckUIIYT4Q9G2VPEy90I0gq2Lqe+4sAs92Ip1qs/+VHHIQp4qnO242E/gc9N1sVn9OOgY3W8irBJubdMzmcDaTHKDCrcqkccV6VXCrSo9r+vWWfWIgq1K+5PPEYVeL2QLW/n6ZDHXjdvt55XoUl6QeB+QBVsX18pW3m/TF3fuVIuUYhidpix5KdCWqYib34JwLbpG+PTT7omIvzWJyPc/Wet1XSR49TOdPuyFfN/UtX1d/anCiHnRuQ4JQ1SL+oS9D0eJjXAs74si31H6rRXRWbLa3JOiSjeutNw4osQmvijSjqJf2qB6qR1UuI1LrFURdb8zQfd89gvrdUwp3LqBQua1XC1thw0bVvR769at+M1vfoM777wTr776KmbNmpVOxkhZ8+943PqcczE5hpwQQkh8ULS1xFSslfepjqsm5mlOZIL4wdUJeW4Y23z6iTUuJpMYPys803hk3Am5bG0LqCcUXuKtX9l4vQRQLUqka4c6a1KTdMVrU9W3GD6oOC9+9u7u19WXrbWQWCeu+CnnV/ZtqxNvdfHr/g+yaJ0rXrppu+WuE8p16FxM+Fkqy3mrlSOQLW1dxAgV/mxNMPXVq8LEd6hOwNS9UNMJ7jYvPdIUSm2JKq9e5WOSRhbEZdXvoPnSfd4dZftQvUDz+m0bd9i8RRU+yIuvpJDbfRTCbRjBNg7fzSaYtDWTMKbW87oxmNK/rerGLx/zyFg5i7Yuzz77LO6++2488sgjGDZsGE488UTcddddaWeLEEII0ZJ3S1vLoUf50oXKSARb939ZcPMLnxaqCatuPCuKQfJ5XhZxXsdV++VBvI2VbVBsxFUvKz15s0lTJdjapG+Lqh6Bz8tbrAcTi0c5rJdgqwqr2i+H90IlzLn10Nm5q0xVdeS3ifGo6la1WqVpOYl/5f7lbjU1u7aqqs+3Hj3Ugq0b3kvglq+nC5XqiFxxVlx0TLEAGao/d42gEjDk+lXVuS55WYjW4dat7hrl/bbIQriL1z0vCKa+q4MIjVkVl7Oar6gwaW9R3dNt7j9hwge534lxlDrufTpsGB3uM8GPuO9XQHRjEz8jB93/XmN37QCDdOPdd9/F5Zdfjr333hs/+MEP0LdvX+zcuRMPP/wwLr/8cnz1q1+1iu+5557DlClTMHjwYFRUVODRRx8tOu44DubNm4fBgwejZ8+eOPLII/H6669HeEWEEELKCb+5fNahaOuBO9jzEmtVwlpQAdak0dh+Wmfi9zLoObKIJ5/rJcKaCrl+edMJtkGt9WwxsaS0RdeuVNi0B9uFsFS/VcKtSrz12lzEc2XBVtc+ZMHRth7FlySqMvUS91R4iX4mi4/ZinBe5epO1HVirStumoqdoohdJNKq/vfYTK1sgc/FZ69rFcvDC1GQF/eJx1T/u9eu69uqNul1PEls76cm50WdlzDnxV22YeOXX9aIROXywgaT+1aQ42HDe8Vjsi9NTIVOFy/xVHzRJm9BMBVrgeTGSHEQ5EWHzXPIL96gL3fzyne/+12MHDkSa9euxc0334xNmzbh5ptvDhXn9u3bMXr0aNxyyy3K41dffTWuv/563HLLLVixYgUaGxtx9NFHY9u2baHSJYQQQvJIhodl6WL6ObTXfp1g62Vl63duXFRXd0/Ha5/8V/wMUF6YB7C3LpRRTWJMBFtZ5LGZiLjXp9qn+mxPDu9es2mapu1K5RZBDhe0zbjXJOddV+dufsSy8BIqTUR3WWDSCYxiGN1EVc63m19du3TdXrjxi+VgUj+i6CfuU20mIo6YrmoRNa/z3L+ysOsVXr4el6JF2UT3CCaJolhA1ZWjqrz9rtGmP+vcmbio8mX7GbNuQTKRpMQQ3f07SbzKQRe+HPFr62Hi8Yo7LqE1rnjyIH6p2ryN66kg2PprVrWHtPuefF92//dzkaA7T/VbHNd3c5sAdTgZr2eY1zl5ZtGiRZg5cyZ+8pOfYL/99oskzkmTJmHSpEnKY47j4IYbbsBFF12EE044AQCwcOFCDBw4EPfffz/+9V//NZI8EEIIKR90z++8PKNpaWuBn8Wd128Xv4F72pMS1eDfdDCvs7h14zDZVPgJtjqC5DsIskAno7O6MLHE0Am2XmGCoBL0TMVv+TwT6yHRIki2oFRpf3K+glgGygKdanNv3EVWph7h5ePuuUCwyZ3JNenKyG9TWbDqXCWIAmvh2lSRyu4RpK0Llcr27aX3uta2fiK+u0/03atD9YJDVXeAt+sRP0yszoMSZFARJr2oRByTeHRlE1Uegj4vohayvJ7/Qe4VpufEMa6I0oLQ9PnnRRqWzDbEtRBeFIJtEueqsG0/urGW18s3XRril3TyRopZtmwZtm3bhrFjx+LQQw/FLbfcgg8++CC29NavX4/W1lZMmDChsK+urg7f+ta38Pzzz2vPa29vR1tbW9FGCCGEAP5z+azD0YkBfqKa3yDRS9UXhQNV3FFhOyH1cpFgKuCF+cxPd77q8z+VuKg7HiWiiOIn3MoECSOmoRNw/CwHVfiVmVe9u/+Ln+brJpGq4zqBVs6TlzBnskq76n9dWFG4dffp7gE6wU8UbE0eCPJx3UsPUdC0EW7lRclMEd1FePq2FUVcqTJlMVvGq869BH1dOcnYCLJi/ZmIpGL7zwoqkT9sHGGJ4gVMFNeVNFG+vQ8r0EY5nkgirrBphBl7hEXXNqO8T9i4QnAJ0tfSFmqjSCPqFwxBtjwzbtw43HHHHWhpacG//uu/4sEHH8See+6Jrq4uLF68OHKXBa2trQCAgQMHFu0fOHBg4ZiK+fPno0+fPoVtyJAhkeaLEEIISQuKthpMLCBNhFadoOOXtoyNFYntINsrvF9cfsItYCfeevl087MCNhVvdYKPDllYNxVcgw7UVef6+c4NmpafCGoi1KuEF1nEVQntfnGLgqMu70EmlF6LjgHdhVsvVwcuYjidn1rdPUVXd34vVVRCt6lg6xW3zoq4o0MSbn182rpWtuI1+rVTUZx2r1N1beIxU+FCV6fyPtX92Ub4j0Ms8ntmmN6nTYhbDNUJuGlikpeo8puEtW1cQmgc4pdNeK/fJsTV5mziDSvcBhFrAXPBNg7CtmuTF+Qm7SOK9luOoq3Lbrvthh//+MdYvnw51qxZg5/97Ge46qqrMGDAAHzve9+LPL2Kioqi347jdNsnMmfOHGzdurWwbdy4MfI8EUIIySd5f0ZTtLXE1OLO3efi9Vm7rfAWV+MyEW+9RB9ZuLX5bN5L2PUT/bzyHveERDeZcLG5GejCyvEGEf1N0VnB6v6qxFu//V6Wk7r2pVpcS8ZPiPRDJdzKQp9uA4rDy3HJuIuUmYqY4iYKmh6aqVLwVomecr5E5OvpJtz6CLZiOXj58FbVnSzciti+cJGvB+hefybnm5KmlZ+OJIXJsGQhH0HzEIUoFCdBBqhRD2r94kp6AB1He/OKM4jwGlSs9ctLmLAytl8cyUTdd/yMLvI+gUuT/fffH1dffTXeffddPPDAA5HG3djYCADdrGo3b97czfpWpK6uDvX19UUbIYQQAuT/mU/R1hCvSvWzdDH5rN0r3SgxGZB7iSWquLzE0zATDd25chp+v3X7wqCrFy+L2CCTBC/BNqjo7+JVbqKFo9+5XiKqyX4v4TZK8UtV1rp94l9XjNX1XZ1YK8cVVV8OYonqV+YyYrmorJILvv8UYq0s2LpxmFyXfA3idep8I8vXobomndWWiFc9mqB6SWWCX7gofdn6vVTJAkHv30HvFUm+2HMJ6n816BhEd47fuCbK+5ZpfHkZPJvg17a8vkYxcTlkkr7Jy/igx6PAtL5N3VGpfkf9wiHIVqpUVVXh+OOPx2OPPRZZnCNGjEBjYyMWL15c2Ldjxw4sXboUhx12WGTpEEIIIXkhI9O0bBJkciHv0wm2OsHNS4CL0j9edbX5QNINK//VxecO9MUw7qTDb7LqNzmxEWyTEG+B7qsbu6vUh8VEsPXDto4B9UrXYt278cr1bFu2fsKtl+goovN129mprwe3LMXj4nXI7dyNP4gvYa9jpojXJ5a9F/JCbzpB1A+v+051dfF7Py+R2nby6pa/6t6hsgi3weZe6vdSxOte6rZhXXpxWuT63eOzItKKmObJJu9Z8jcs4vWcMO3jfpjGE6eoZBO3jSidJn5joKBE2VaDCLJZuyfYtF+/Z2TQcYoqLY8v9LXnkGI+/vhjvPXWW4Xf69evx+rVq9GvXz8MHToUs2bNwpVXXon99tsP++23H6688krstttuOPXUU1PMNSGEkLyie37nowRVWwAAVsdJREFU5RmdsSFadvCqQNOJhZ9gGwVh4/ISYm3Pk+NQxRnl530mFra6/UHFEp1wqRJugWDXqxK2oxTsvRDrrKpqV7p+da0S6b3i1/1WWX/q3GK4WxSil+6adO3aJC6v/13XCCaoylauD682phO7VX6LOzp27dcJ1qprkVG9fNJdr5cI6h6XXyZ44TcZT0LAUr3wAIK3U5t+H5eQlARhrAHjSDfqNOXnQxh07dh2f9xkRQgOS9g+lHQfNKnrIO0hyjbk1Sa9jon9SH7pYSLcuvtN8kfi5eWXX8b48eMLv2fPng0AaGpqwr333ovzzz8f//jHP3DWWWfho48+wqGHHopFixZh9913TyvLhBBCckxnp1q0TUpjCQtFWwtshFyTzx/9LLjc/UE/pdQJCF6IQtDOnd7CnXyO/L/7W7wWW0wn1aYCroypqGoy8VVNzG2sbk3rSiUGell3urh1CfiLkib1H6elrSwqBp0wumUqT+ZE3PrRWQ+bXJ+JWGtSR3KexAeJSszU9S+V5bJsaeuFX9xeL3pUgq1cDiZWqyYvlIJci2k9qn7r8ioS5L6bN2zKMGg8JsfzThLWtlHH5ZdO1OcGjTONQbjunpCUcBumjm3ODZJOUKHW65iJcBs0vzp0kz6/c0gxRx55JBzH0R6vqKjAvHnzMG/evOQyRQghhGSUEp8SRYOt1a2NH1JVXFl/yx/E8tJLNFPFb3PcxHrTJN4gmEyG5fYgTjJMxJ0gn3IHwU8k0wmFUVvaym4RxONB61DXFoFiYVdn0SrHYZKOqj8HFfP8xExVuciCrS5eHUHbku5lk5dY6+ZFd41RinuqMsv6PTcMYV+cyfFEFS7ufCSJqZVfXOmZpBuHgCXHHfW5pvGm8ZLEVoiNqh96xR1l2Cz2M8DfHZWqD0TZ9oPUXyk/XwiJmhvxuFX4czA5ppwQQkqJqI0Dkiajw7L08RMYdMds/ZCGFUZMEC0sbdBZW4oEsbINOnD2EqZs4lZ9pmor+ujCu+Xs9Sms6QTT75PyKG4yXhNPuf7l8GEsbXX1Jgq2XmGjmlCKE0BZJFQJ2H6CiPxbJdz63RN04rH4fxAx0y23qqpgfoDlvHvhtnHZytYrnybWt7rjKvwsbG3u7yYvmsQwaVnbhilHrzjTwCZd3f3Wz3VIHHnRoXORELW1rak1edhriuL5U4oCmMn9KqprsK3DIC/v4sLGuta2H3i91BAxfZ4TQgghJN9QtC0zTMVaQC/OmFjZymHEVc2DohOk/IQqrzjEfe7/cj7DWpgEnWhEYWVrMllQhQnrw9DGB2iU4q3810+4dX+b5sNLZJcFW7/6c8XHIMjt1RVOdP3A9Bq9LG2DiHiqcjexABatbMW/Jnjls7r687btdz2iYOv3EkxOw+seI4f1+h2EqB7ecQu3QcSfMH01SdIUl7JqYShjI3rpwriYXHPUg1qbe2mpEdeYKKpzorqv2oitNmFNFn81eTmR1EuDUm7LhBBCCImfnExP0sdr0BVUsDUZyGXFN6LKWtfPytbLqiGI5ZxfmChEWlNMJhhBhFudJaOt5Z8XtmKPKNwCn1tdy/kIMynUCbYqS1FVXDYTQzleUYRUCbe68+Q4/fbpjttYonoJyqpz5L9hXiSI6eksyv1cwdiItzJRWAbaCFle+7KMSf/OsjCZ5byFJWpr27DCrRg2KUzSykuf83qZZPtiJOyYyDSdqOOOCz9rW9PFX6OyLJfji/scQgghhEQHLW1LFBNxwU+sdeMxSStryJaWqmNe/7u/ATMLOZt82eyXj4mDfFsrzSATZBN3CWI4Xdxev/3267CxuBbbgWz9aZq+zlrWRSfYyqJsUCs81STQPU+eAEZhaSv+Ft0FmKKz1JQFZTldVVmJ+4K0ezFdMW6/lwwq4dYLrzYYBboJfJTW6iJZdJOQZYKIS0FeRCQhVNmIpqWcB5co2mNabTqoVbvNOXHVU5YEWz8h1vZ8m8Vfg75gJoQQQkj+0c1Z87JYKIcuAdBNwv0EWz/rOluBIw68Jhpevk29PmMO+ymgGIfJ/qQG5DYTkKA3hCCfkEbZfryEW6D4umzKXZ5oeQm2qvhthRqvuhL/Fyd8KktbOR/yMdU+3f3C1EJL5VNa94JEjkv8K5aZiXWySrC2EVO9hFtbMcPWas0P0/SjsHCPU7j1Kps8Cbdx3LODuE5JU8yJw9rW5HgS2LRD2zabla+RVKTZB6N+MZ4EQURdG+FWjNcvH17p2ZKXCSEhhBBCsglFWwu8JgdBBVuvwWEQ6zxbTEQYnZWlKh73f0Av3qqOqeIzybvfvrQtScLGZbIvCrwsHHXCLaAWb3WohFbVgmNedRjEYtRrdWnxf9lXq+sqQU7XZsInllWUfqnFPHmJt/LvsGWms0AWUd3fgryQ8nsZJIcl3cm6cGtab1Fa2aZNWH/nKkyEWyDZfhKk3Xmdk9V2bHJvSjrvQcdPYcLFhYmQqxNugeB+773y4zh251C0JYQQQtJF9/zOyzO6Mu0MZJ2dOz/fVHR2RiPYmgzqo7agDBvGTyDysuZzj+k2v3SDCLZhXCO4mFjeJfUZaFDLRRHTTydlsVQuv6oq/01EjsOvPk0trYNOMN3yE/uy2Oc7OvwFBTmMSrA1xb0Ot4xkK1k5rKpP6CyT/cpVdz/TWczKm3yeDlsLOdN+LxK0X/jVty1B7zdRiHtpiy4qTO7zYti8EqXVaBjrQDFM3AJi0DTSFmzjbGdJtuEwY7so8im3Yb8xU5CvGVRhdM9YvzE8IYQQQkof1Zw1iXFxVOR4OhQvHR12lrXieV6/TdKNIowOE6sPVRgvn6aypZ/OwjZspzAVGFV4iR9xTKiCWjYlNXHV1ZOXla18jitE2UyGZPFKJyDqrG6B8ItpeX3uX11dbLWjsjg1QSfYBrE4dVH5ElbFo3tZEUQ41JWRzrrX6yWG6bX7WdjGLYDEdX+Ny01C0Ht60gSpt6B17dXWbeM0DW/zlUVQa1sTi1qTPERteRu2bQU9P0khzqsPZaEPJvUSJAkB2sS6VmdxC+j7lq69yGMZv3EYLW0JIYQQkiQUbS0xFWtV+2ysbE0mIzYTAJ1bAxEvIQ+wE25V+bP5xFx1js3xpD8D1aVnOjm2taIKOvlTtQO/eld9Dq8Sb20xFWxVAq6fla6LKI54CbYuOuFWla4Kud+qBFsRk3r0ck8S9GWFV3t1j7mCtU6w9XsZE4UleBTYiGlxvzRJW7gFkquLuMWhqF0MZMWi18QfZxTCrRtWxEbwjYK4XlKnIZKl1Qejardptn+TNmsq3ALmC8C62NyTKdoSQggh+UP3/M7LMzoj05Ts41WhUQm2Np98RYmNaCfiJdx6neceC4upYKtb9CooNpMH8XiY9JLC1Mo26OTT7/N2LwtbID4flipBVzXxs5nche27Jv1Oh99Cb37oLAHlchLzKu8Tz5H/tynHKCzUTEWBLGJS3zYEeXlmGl9UJC3YpoGXta2fcOuHjXArn5cUWe1vSRCFeJuE5XpcQm6UIq1XXLbiLSGEEEJKk7yLtrnzadve3o6vfOUrqKiowOrVq4uONTc3Y8qUKejVqxcaGhowc+ZM7NixI1A6rq9alc9al44Oe8HWBJWgEYcFmJ+ApkLly1Q8Vz5ftS8sXnFmxVoqKuJoXy5+lq6q/3X1K24mx1TxqQRbLxE3aF3rPtfXvUDxugeo8PNzHaS+vHwIe+1TnWuD6nNRXZs0FWzTwivftpbuXtjeQ6MiqIgTdsvCdYhE6RohCuJo93FZqCaBSX8Tw+pIw0epX/sJIoqa9qOw/c7rnLj7RZTt1eb54+I3lrdBfGbYbIQQQgghQcmdxHX++edj8ODBePXVV4v2d3Z24thjj0X//v2xfPlybNmyBU1NTXAcBzfffHOkeTD5HFi3z8bKNgrCfI6rs7SU41R9su312WWQaw06WfITsFRCooyp1VJQ6yav+KIiqnbg/gaCW1F7lbmXYOvlm9UvTVPLNZXFrYvYxuV2ZWuJHySMrg69rIhUbiRs26jsJgFQtwcXv/tgkAXaorC2lfORJrb90dTaNqpySguTtllKVnNhrG1trMez8jLTpm3mtR0H7YNx1lFW6t8WXRu33S9ich/1CtPZae8eoavLLjwhhBBCokX3/M7LMzpXQ7mnnnoKixYtwsMPP4ynnnqq6NiiRYuwdu1abNy4EYMHDwYAXHfddZg6dSquuOIK1NfXh07f1trVVLDVoRo4RvU5axB3CCImwq0uv3FY3qqIc3IfZtJgGr/NftPjgN6thVcbCCvEm1hG6/4PEq8Ot350f8Uw7v+qdEzFxrD3ALncTcU+v5cTqn1yWagEJVV5RGmlKubN6x5F9OS1nKIQbOOyYk6LKIRbNxyQnnhn2x79wqdhZZtXgr7wTsL6VvcM8tvntx/Ir1BNSClxHR63PuccTI4hJ4SQcqejA6hU+BigaBsx77//PqZNm4ZHH30Uu+22W7fjL7zwAkaNGlUQbAHgmGOOQXt7O1auXInx48cr421vb0d7e3vhd1tbW9HxoIKEl1jjFTZrkxEvIc9PuHXPAeIREbwG5arJfVIT+rCThjQFFz/hFohGiLe1tpWtbOOYkHlZ2drWqclLHB1+opu80rXqWNTI4pFJeaiuIYiVbdpk5SsIG9+2eRJukxJXkvg8PMjLPC9r2zBp6sICyZR50PYXtt3GfV8x6VtZ6X9pCZdhfTLLBOlXXl+DhM2LatLnRV4mhIQQQgjJJrnwaes4DqZOnYrp06dj7NixyjCtra0YOHBg0b6+ffuitrYWra2t2rjnz5+PPn36FLYhQ4YAMPNDFVSwNbG281t1PipMrBu9wnj5uJXjiGrg7BeXqWCbBT9ucviw1txB8BMzVAJrkPrUnRfW2jYobtnZuCxx68hv06XlFbcOXTnU1HTf/M63LVPxPqTztW1aBlG8kEpahAjav7Jg5ZWFPHhhew8pNytbF5N+E/WzJgxh4jY5L84X21H2mTT7n2nfSjKPpuMX26+MTMfqfs8n0/hMxwCm6RFCCCEkfvL+jE5VtJ03bx4qKio8t5dffhk333wz2traMGfOHM/4Kioquu1zHEe532XOnDnYunVrYdu4caNvvr2EGRvBVsZmMhKkgdlY89hYJekWSdKdayv62ZyTpL9DkzrwuyGkdcOQy8lP2PMS9E033bl+efDyZeuFW6au8KhaVEsOq/o/bN3ELazHcZ6YZ1m4DSKayOd4LdRWTti2adv7W5Qvy6IiSJ5KwY+tVxv3sw6NQ7h1zwnzDIpy4June4Dt2CVJbPIWV9xhsRVu3WM2bSjPEzdCCCGE2JF30TbV6dyMGTNwyimneIYZPnw4Lr/8crz44ouoq6srOjZ27Fj88Ic/xMKFC9HY2IiXXnqp6PhHH32EnTt3drPAFamrq+sWr4ogVrc2Am5ckzIdtp/4qT6VF3+rPvV1J9peE9KoJgGmizFFna4NaU9obT7HVrlCiMrVhZ8orBJsVWHlv0Ho6DD77FLsBzZx2+z3w/aTWy+LZlvkT7jdduQlOuraWtjPl5P49DjLD3AbNwkuWfhcO2j7MxFs/cTvpF96xIHJJ+dB7lOq85PGNF2/51dWXa4k0f/yYCWset6aPoP99ovHgXivge4RCCGEEJIkqU5JGhoa0NDQ4BvupptuwuWXX174vWnTJhxzzDF46KGHcOihhwIAxo0bhyuuuAItLS0YNGgQgF2Lk9XV1WHMmDGB8mdqSWmy38biNinXCC5e4qwunOq33+r2cUyoovxkNsgg328CEQVRi38uqsXj5Dh1+2zzYOJ6Q/4t1q1JPdoKqn6TR10YrzSDvNyxwfRli0k8KsRrlq9f5XvT1uo2q6JKEGxeenlh69s2KEH6bZRpBiEJC9uo799BnwlhfdtGkYeksWmHUfSRpF98y+GjzoMcd1zhg2Dj1zaIcAuYibd+4Wzp7LQXYVWrVUfFhg0b8Mtf/hLPPvssWltbMXjwYPzoRz/CRRddhNra2vgSJoQQQnKE7vkd5zM6SnIwrAeGDh1a9Lt3794AgH322Qd77bUXAGDChAkYOXIkTjvtNFxzzTX429/+hvPOOw/Tpk1DfX29dZphxBfbQXnWFh8T8ZuYqIRbwFu8BcKLN2Gsr7IySU8Dv8XjvERaVTuI0oJNF5dYj3H46fMSKk2tekzTMd3v9/LEljCWd37CrSm6Ph9ExIjTci1ti1QTgljbisQlIEV5HzRtZ3FZ2caB3/3Er3/ZCmFAtq5fJA/9LA7i/GIlzvPSwqvPmI69bMs6T23zL3/5C7q6unDbbbdh3333xWuvvYZp06Zh+/btuPbaa9POHiGEEJIJOjoAlcdUirYJU1VVhSeeeAJnnXUWDj/8cPTs2ROnnnpq5IOWIGJtUCvbJAlqbavb52c9Jk9Mva7bViQqpQVpkrDMND0nismmqcWtX50HnXiafmIc1jWCKs5Swe2rpv3Sq2/HZUUelLTSDWJtG1a4BbzFkCDnRUVUgm0pYiPcAtl7qRikj5n0jTTGTmFeHkX5xUqUJPHlkK3bA79jQLL+dj2WyVAS54Rw4sSJmDhxYuH33nvvjTfeeAMLFiygaEsIIYSUCBkaypszfPhwOIpR0NChQ/H444/HkmYUPm1V+7wmI2JY3f86xMmEKAiIE33TCYefWwTdPi+rW5moPgsNanUVdsAfx8Q4LgHJz9oWMLeuDSvuqI7r3CLYWOeaYGthG+Rzy7jdJZgQxvJY9dtFbjO2lvSlJGRHQVrCrYo0Rb5SWHTMi7DWtkAw4RZIt16D9vekv0RKw/9zUvWSFfE+auHWPQ4kIzoHFW3b2tqK9puuqWHL1q1b0a9fv8jjJYQQQvJK3i1tLd3plw+dnbsq19106I4HEWyDTL7jmlx4+RpV/dbtA3ZNLt0tLkziT8v3bBxxRV3vOpHARHT12vzOk/NgItgG9Rfph41FvHhvkF+omNw3TIiivUbV5k2upbPz8y2K+JImC74mg1AqIqfc//2Iws91XPUTti2Z9KGdO+0FzajuTUmlZ3p9afrKzooQ6kccroX8CCK4h3U9FuUzOGqGDBmCPn36FLb58+dHnsbbb7+Nm2++GdOnT488bkIIISSvyOODrI4VdORkuJk9bAeWSfjUivpTetvf7j6vvNhY3/oR9yJjaRGHn0kT9xU6q70o/V/q6kEWa+IU+EUrNT+rUlPrnTT6qx9hrMq9LI2jsEoPczwOsvLADrooWVwWt0lRbi5wovwyw9bqVsyDS5TPx6j6UpZ9/cukYZ1rQ9zjnyC+zpNyhxCkXvxc+gS1tN24cWPRGhteVrbz5s3DpZde6hnvihUrMHbs2MLvTZs2YeLEiTjppJNw5pln2mWSEEIIIZklR1JWNojKTYKNlW2ck4Gwkw0v/6de8aommX6TtKAT9SStrcJOxpOc+OmEW8BbvHUxda3hh59gq7OyDWt962LqGiENYSNo/wzrEkG3z90fNI2oyGpcURBGuAXyJd4GsRI2fQ7k6UWdChshLKhw6+LVB7zuAXFh0/6z0t6zKtym3Q/CvFTIgjsEVbpBRdv6+nrjhZFnzJiBU045xTPM8OHDC/9v2rQJ48ePx7hx43D77bfbZZAQQggpcfLuHiHn0xpCCCGEEEIIKQ0aGhrQ0NBgFPa9997D+PHjMWbMGNxzzz2orKTnOxI9/w77NWPOxeQYckIIIUHoguN0KffnAYq2hgT9pDeIlW3c1hpen9IGdYmgs7YFzK8n6k9e0/DhBgS3yozK/UAQy2cZk8+tw5adyorMy8o2SdJ0DxCWJFfRNknT5nqzaKmWN/LgKiGoH94suUWI4qsKv/OTtLbVkWSfzJNLhDxg0z7TeNaaWNOauiZKLv+6SZ/3OXGxadMmHHnkkRg6dCiuvfZafPDBB4VjjY2NsaVLCCGEkOSgaKvBxjFxGMHWlrgWy/H7PDKML9sofaKakPbngIDdRCJNocrrU+w4Prf2EiD8BNso61UWOIK4B7DNU9B6thHco277psJUFG04T75sbc4L8tl0UBcJLll1lRBm0bSofZgnsTBlFGnYCrdAtsRtU4K0d5v2HXefDXNeHGRhHOTi9UIhCuHWDecS77V3frbZnhMPixYtwltvvYW33noLe+21V9ExJy/ffBJCCCGxo3t+Z2yypIHf0ITAS9g1FWz9rGzTmACEmfB6nVtd/fkWB7ZxJzGp0bWRNFYs1F1vTY33JN9d1T2o4OJ3vip9P8E2SN0FEbBMLOzlTXcsDCZ+meNqz0m00TSscbMiruiIQngL02+jJCv5yBqmbdD23rVzZ36sVvOUVxOyIJamkYcwL4hMn7M28ek20/B5YerUqXAcR7kRQgghxKXTY8s+GRhe5o8grhJMBNs4sbXcitstQpBFrUziieO8KCZASS6c5GXt43XMpI1ELbyohCnb8g5aPybWtl77dcQ14ZP7VZJWtXF+gpqnCXJeEfttUs+dqO4VtuJ1VG00C+KbiI3FrUvWLW/DiLVZsyIXSfrrIlXacZ9ji5/7jqRcIYSvk2xZ2hJCCCGk9MnYtCS7mAz0dGFMJya2VrZhBp+y30OTz/pshFv3mGk+k5ogZ20injXcSVXclk+6yZuqfuJ0kyATlXAbJ2nmI0rxNsj9K69WtkE/mw7rJkFFXAJuHJa0cQm2Sfp9NhGiTPMTRLgFsifehm3TWRZsRZJ0l5CV51MYbF0hpHPNFG0JIYSQ/JFv9wglMMyLj7A+bQH95CSOT7WjxlSk9RNn07Q6UeUj7nOyjslEMg7x1k8wMBFs/bANr7L+8fNlW4ptwiXuSXPa94Cs5MGGOIRbFy8BUH5GJe3eICsCYxIkIdwCxe0o6fKNqg3nYewkErdwG/Z5lOTzzGSxPJu+kJwfW0IIIYTkmy6oFwaNb7HQKOEwR0PSgm0WhAQbkVbnFsHEJUIa4nMpEdQqWj4OmIu3LrYTbxNhwMY/cpJWtzqyZHUbB0EnzSJxCBVZuEemRZzCrY40fdAGERRLuU/KhBFuXZIQcKNus0la2EY5Xolj7JPF9m7SLk2FWyCcW6Kg5ePv01Y36fM7hxBCCCEkGBkc9uUDv8F3WME2CYFCdpFgQ1Dh1g3jQguU+IhC3JWJenIfRrANgqnY4SdclrrVbVhhOquCbRTxhPG/HSb9NITbNIhbsE26z9pYr9vkzX12RyGu69qVaV0k0S7z4hLBiyjGPqXwzDERboFwz6H4xpZ0j0AIIYTkD7pHKCuCirVAvKvrmmAy6Y/CsjaML9sw11mqC9DETRoW0F5lbCrYRlVPugmkzcIoUeYnK2TFojhLgm3aJOVzOg3y6A4h6j4SJL4orG51ZKWdpT12igMvFzxeYeLOQ1hM26ONcAtk41lECCGEkLzSBbVAm4+vYTgMMsB00B9EsA1qZRvVRMTU2jaIZW0QMTDtgXna6UeNjXVf3OKtSdlmrfyDuArI2jWEIU3hNqtiSxiichtRala3YQTbPPQ32/tIEOEWSNelRVyUgoWtKXloy1FiKtwCWXpBqpv0+Z1DCCGEkPSgpW1J4u/X6nP8Js82gm0WCGJZm0VftrbkacIUpxgbpfuKKFZzT8Ly1mvyaCuiJG0tZUuQ60njk/Isx5cFSkG4DWtdG/dChWkRtM/FaXWbNFGItVH5oy3F+0ecfcGmHdoIty7pCrh0j0AIIYSQZMnJFCa7RC3YRunfNsxkI2rh1g0DZG8ClJeJfFiCtIckysZWsE2DOHzrZeXaTEjKijiOe0MW7zdR5Smv7hKicIWQp/4DJPeypBSsbsvJurZUiVu4dYlyATJdnIQQQgjJO7S0LUtMJslRCLZRo7LOCrMgmYipKJvUQmR+5G3SLxNUhM3KhMSv/G0WKbNBN5n0mzjG4b9SRRLtMui1xCXextUms9LW4yYv4m1UfmuDtL883u/D3HPyKN5GKdaWS99Pkji/unDvXWHvEfHXOy1tSf5ZgMetz/kJJseQE0IISYouqN0V5cOFUQ6nMelhOiH2mnjYDijTFjWDukNI41N82/RKgTDWs2m1rTC+beMSck1JwlVAHnzjhrVuKndBJa6XJ1kUb6NeYCxr/SJuf7Vh7znieCSrAi4ta5MlqT4UxF1HVOJtfOgmfX7nEEIIIYQEI2PTn2xiMwEOOvmwmcDHMdnXWdt6CbdeeYlqEbKkfKrmmaACUJKCeRS+bZPA5DPNpHy8xi3eRnkdWRRhy8HVgg6xDach4MYluARtr1nyfZuGcOuSJQE3TqE2L/20HAjqZzn74i0hhBBC8gPdI5QkHR3RirVek4g03SWEJe5FyNIW8fJCWMs9uZzTEMvTcpcQhCQX54ozrTQWGUuCUrh3RkUSAm4SwkoptlMbou6r8pglbhE3KWvaOPpUltwKhSWNfhRmgTzxnpUNAZfuEQghhJD8kW/RtjLtDJQCYQTbqLBJQzfw1Q2qg4ppcphyn3THTZTl69ZX0C1IWn5hglxDEEyFrY6O5CbycaZTKmKES6ldT5TU1Ki3pM4PSph7WxafO0HbaJxtu7NTvUUVVxKw78dP0DKOoh3s3Fm8RYkYr/c1dgbcCCGEEFIq3HrrrRgxYgR69OiBMWPGYNmyZdqwLS0tOPXUU7H//vujsrISs2bNsk6Pom0ITAahfgPcvFjZRiWqUbyNlzyVr2levcLEvSiKCRRus0GSInpUZKWv6sTYpMVZFVkpIy+CtLswwm2S7Vwn5nptaZC3vl+uRNk+ZBE3zEYIIYSQUia6F6sPPfQQZs2ahYsuugirVq3CN77xDUyaNAnNzc3K8O3t7ejfvz8uuugijB49OlDuKdoGwHRiElSwjfocG7w+YTMRbm3F2zxMyPNIlsvWtp3EQdTCAoXbdMlz3rPaT7NA2LIp5bLNc5uPGpaFGVnxYZ6muB8eWtoSQggh+aML6uez/WKh119/Pc444wyceeaZOPDAA3HDDTdgyJAhWLBggTL88OHDceONN+L0009Hnz59AuWeoq0htlYkYQTbpP0c2hDWMlIXPssiY57JUrna5iUOlwk22FrflIpwmzcBpBTKPSt9NEuUQ5mEbVN57K9RU+7XnxZRlHs+hVvdpM9rs58QEkIIISQ52trairb29nZluB07dmDlypWYMGFC0f4JEybg+eefjy1/FG09CPK5n8kkKslJRpCJr9+CEXH6sA3jGzULhPXvGhdp5CdoOUTh4zatci8FATGJ+KOg1ASrrNwr0iaq+1TS5Zmmn9pS6wsmlOM1lyJpu9UghBBCSDnQ5bEBQ4YMQZ8+fQrb/PnzlbF8+OGH6OzsxMCBA4v2Dxw4EK2trbHlntNEDUEGkCYTiKxb4LpUVXmXgelqymFXXZYn3mlO0oKKAKrzsnYdUeQnj0JLHES9ynta6bhtImt1UspCTSmtUh+ErLW1pIiqL2e1z0ZNOfeRLBH1M0gcc/oZD8SJ9/j/8wmeObS0JYQQQtJF565o176NGzeivr6+sLeurs4ztoqKiqLfjuN02xclJT60TwbTCUSWLHCBXS4SwizAYCPcAskKgzb5SgMx7SxMQNOe5EfpNiFKdu4M5kqkVIRbNw2XNNtJFvpJEpSjcBt1u0r7fhaEKPtyqYq35dYvoiSuthDXMyhJAdfOSCOIj1qaERNCCCFZpr6+vki01dHQ0ICqqqpuVrWbN2/uZn0bJXSPEAKbz/Oi8F2XNCYD5ag/e48KlZuCLLotALKZp6SI2s+taZgkKBVXCXJaSX6WnHR6XvlIkqy04bgptfte1p7zWek/YSmFayhl4q4f0YWCaov7fEIIIYTknWgWC62trcWYMWOwePHiov2LFy/GYYcdFk1WFZTQdCk5bAenUbhNiAs/a1s/NwmAvWVYlJa3pUbWLHDjIqi/4zQIam0LlJbFrSpNkbDpl3J7D0IpW9zG2VbzLgLH1ZezYjFvSqm2/VImjecQkLTwSktbQgghJH94u0ewYfbs2TjttNMwduxYjBs3Drfffjuam5sxffp0AMCcOXPw3nvv4b777iucs3r1agDAxx9/jA8++ACrV69GbW0tRo4caZRmDobu2SHIJCLLgq0ppsItEEy8tT2vXMiSP9+oiNIvcJTxx0kpC7dy+iRaSu0FV9ztMwt+taPoh0n5q3bJyn2zVNp5OZP2cyh+KNqSbHEzHrc+5yeYHENOCCGkPDj55JOxZcsWXHbZZWhpacGoUaPw5JNPYtiwYQCAlpYWNDc3F53z1a9+tfD/ypUrcf/992PYsGHYsGGDUZolPbSKgrhXhI578TITTHzbmgi3QHDrsFITJ+IgryJ3mAlcViZ/YaxtgfIRbkuRLPS1vN8f2SbtSbIvq9pVkr6ySWlRqj6VCSGEEJJXorO0BYCzzjoLZ511lvLYvffe222f4ziB0nGhT1sNYXx0ZW0ykvTAOYyfwnL272pDXnz0JinY2oRPY2XqUvRxS5Ila33di6TvTVkql6j6YJq+XEV/uF5bVOdlmbzlV0Ua15DX+vbGyydeNP7yCDBv3jxUVFQUbY2NjWlnixBCSG5xAHQptnBialLkSrR94okncOihh6Jnz55oaGjACSecUHS8ubkZU6ZMQa9evdDQ0ICZM2dix44dieXPdnCaJdcJJlaEtkJX2El0VkXJrJL0gmtxphenYJsmFG5JFGT1npjW/TqLZRElWe7PeRZjTSjFa0qDPLQPs3asm/R5bfmYEGaNL33pS2hpaSlsa9asSTtLhBBCSCrkZqrz8MMPY9q0abjyyitx1FFHwXGcogd4Z2cnjj32WPTv3x/Lly/Hli1b0NTUBMdxcPPNN8eevzgWJ8sipm4SXKL8rLcUfbwmQZ4EjSznNayLBJckXSUA2S7TrJP1e0za98QstK0s5EFF1P2c/ZmEJQvuc7LkTznr9/dyp7q6mta1hBBCIiJa9whJk4vhf0dHB8455xxcc801OOOMMwr7999//8L/ixYtwtq1a7Fx40YMHjwYAHDddddh6tSpuOKKK1BfXx9T3uI7J+kBpYlvW8BeuAXi8cmoGuxzEJ5PSsHvrQ1J+6vMYxkRe+K6J2a1/WQ1X3HC/pwMHEskg66co2rj0dcjFyJLijfffBODBw9GXV0dDj30UFx55ZXYe++9teHb29vR3t5e+N3W1pZENgkhhOSCfIu2uXCP8Morr+C9995DZWUlvvrVr2LQoEGYNGkSXn/99UKYF154AaNGjSoItgBwzDHHoL29HStXrtTG3d7ejra2tqLNhKCfepXKRCCoT9A0Ptkn2SVpv7flSh4+Tc0SpVReOjcmNhsJRlxtqJTaZxYp5bLNy7WZ+kZO3ncyfdomwaGHHor77rsPzzzzDO644w60trbisMMOw5YtW7TnzJ8/H3369ClsQ4YMSTDHhBBCSHzkQrR95513AOxyTH/xxRfj8ccfR9++ffGtb30Lf/vb3wAAra2tGDhwYNF5ffv2RW1tLVpbW7Vx2z7kk1qgLC1rXJvPv6uqsiveqtKiGJENoir/oOensQiZirQWhiGkFMjL/TvOPkfxNlrKpTzL4RpJvpk0aRJOPPFEHHTQQfjOd76DJ554AgCwcOFC7Tlz5szB1q1bC9vGjRuTyi4hhJDMk+8Xq6mKtqrVQeXt5ZdfRldXFwDgoosuwoknnogxY8bgnnvuQUVFBf77v/+7EF9FRUW3NBzHUe53MX3IhxVr0x4kxznBDSOCpS2e0sosOdJcqCwqTNyH2JDmit5EDcsm+/C+XAz7dHjKrfzYZoJCS9s06NWrFw466CC8+eab2jB1dXWor68v2gghhJBd5PsZnerUZ8aMGTjllFM8wwwfPhzbtm0DAIwcObKwv66uDnvvvTeam5sBAI2NjXjppZeKzv3oo4+wc+fObha4InV1dairq1Mei2JAm0cXCqa+bUWC+LkVicPnbVSYCARZzHfaxCGshI0zK1a2Imn5qOTCRt1hP84+eWyvSS8+COSznNKg3Ps8fSTbQp+2adDe3o5169bhG9/4RtpZIYQQQhIn1aFaQ0MDGhoafMONGTMGdXV1eOONN3DEEUcAAHbu3IkNGzZg2LBhAIBx48bhiiuuQEtLCwYNGgRg1+JkdXV1GDNmjHXeOjoAjZZrFUcS58RBGsItUDx5yEpZmEBhN/6JXylPLNOcOFO83UWp989SIM9tNOk+zn7tDfv757CtFMO2kT7nnXcepkyZgqFDh2Lz5s24/PLL0dbWhqamprSzRgghJJd0fbap9mefXAzR6uvrMX36dMydOxdDhgzBsGHDcM011wAATjrpJADAhAkTMHLkSJx22mm45ppr8Le//Q3nnXcepk2blvgnMkn4vE2CoMItEF68BbJtfRuEUhJ2k57cRZFeFq1ss0Q5T9zz0u/KmVJol2m8nJHbdimUY1DYz70pZ0tt87ahm/T5nUNsePfdd/GDH/wAH374Ifr374+vf/3rePHFFwuGOoQQQogdui9l8vE1TG6GZddccw2qq6tx2mmn4R//+AcOPfRQPPvss+jbty8AoKqqCk888QTOOussHH744ejZsydOPfVUXHvttYnmM8lJgW1a1dXJ5S8Kq1uXvFrfBsFmohRXWWRpspalvMRNVj5TLbeJe6nfU/JOqbXBtPs5+zcxodTbSfB2QfcISfDggw+mnQVCCCEkM+RmKFZTU4Nrr73WU4QdOnQoHn/88QRz9TlhJwZZnVgEsbZ1idLq1kWePGS13JKgFCdSLlFfW16sbNMWdGRK3fq2nO8feaCU210Wrk3V/rOQrzCwT0dP3q212SZInvgV7OaxZ2NyTDkhhJBSogvql6j5+BomZ0OvbFKqgq1LGOEWiNbqVqacrHDLgTgmg3kRbF2yIuiIlJrVFe8V2acU2pkXWeznQH6EXPbh9MhqG0mmTegmfX7nEEIIISQ96B6hbIligJiXiUcUwi0Qn3gL0Ao3z8Q14cubYJsH8mx1xXtCPshTmwpDVoVbGdN+E9W1sJ/mD5s6y4IbqODQPQIhhBBCkiUH04XsEdUgMkw8Qc8N49c2rHALJCPeulDEzTZxixV5FmzzIuYA2Rdx2e/zQ9baThKUkgsS9jViAtsJIYQQQpJFt5BoPr6GKYFpQnJEOdDM66A1CuEWSFa8dVFNivNaD3klKWEiz4KtS56EWxFdn0rqWtin80ke23qU5LW/E1Je6CZ9fucQQgghJD3oHqGkiUMAyLuoEJVwC6Qj3opQyI2XNESIUhBsXUpJyDHpV6bXyj5aOmStfafZ50rJ6paQ0oTuEQghhBCSLJwaaOjoKF3BNoyLBJcohVsgffFWxGvCnIX6yzJpiw1xC7Y1NfHGX+6wf5UXad8vskopvawhhBBCCCEkXWhpSwzJgi/cKIlauAWyJd6qoKD7OVkSFUrJulaGAg4pNdie/aHVLSHJ42+wQUtbQgghJH9QtCUGlKqgF4dwCxSLcFkVcGVK7dPuPIgFpSzWilC4JaUC27EdFG8JiRe7MRlFW0IIIYQkC6cBCZBFkS4KFwkucQm3LnkUcL2IYvJtWnelPNFPWrBN2zUChVuSZ9h2wyHe81mWhIQji+NyQgghhMRFF9QvUfOxWCiH/jFSqj5xVbiCVpziLVB6Am5QynnSXi7WtYSUAnm8V2X9BQmtbwmxI7qxs27S53cOIYQQQtKjC+rncT6e0Rzyx0RWxVWRKK1tXeK2uhWhgFs+pC3Upm1l65J1MYkQF7bT+KH1LSFq4huD6yZ9fucQQgghhASDw/wYiGuwmAchGEjO6laEAm5pkrZYC2RHsHWhcEuyTKm0zbz1Mwq4pJzJy/iYlBe/wuPW51yAyTHkhBBCyh0uREY+I4+DxjisbV2StLoVkYU+irj5IgtCLSHEDgqF2YECLilV0h9ncyEyQgghJH9QtC170h9EZpc0rG5lKOJmmyyLtFmzsnXJmxUgKV1KuR2WQj+Txyd5vx5SHmR3XE3RlhBCCCHJwuF7SJIaWMaZTpzWti5ZEG9dVCIhhdxkybJQ65JVwZaQLEDxL59QxCVZIbvCLCGEEEJKC1raliUcbAYjS+KtiJeISEE3HHkQaGXyINiWghUgyR/l1uZKvZ+pxjKlfL0kfkp7fExLW0IIISR/5Fu0rUw7A3mjoyP5AWkS6SU9SaupyYcwBuwSHVUbKaYUyilP7RIo9ckxyRLV1eUr5pVbP3PHOfJGyhNdeyjPdtIZcIuf9vZ2fOUrX0FFRQVWr16dSJqEEEIIiZ8ynYLZU/oD0WTcJMhk1fLWBBNBspSsdPMmwNqSJ7GWkCQoV5FWRalb3JrgNz4o9/LJGuUwbiWfc/7552Pw4MF49dVX084KIYQQkjG6PttU+7MPh9g+pD3oTTr9NIRbIN/irRdBhc64xd5SF2BtoFhLSDEU39RQuPXGduxQ7mWZ9viSBEE36fM7J16eeuopLFq0CA8//DCeeuqp2NMjhBBC8kUX1F++ULTNNZ2dHFCngSiglZqAawNF1fgpFbGWQhKJCrYjf9jfooNjLJI/dJM+v3OAtra2or11dXWoq6sLnaP3338f06ZNw6OPPorddtstdHyEEEIIyRb0aZth0prQZGVC6voXLRVxjWQDtilCiilnf7VBoNhISGnS0RHfl05DhgxBnz59Ctv8+fNDx+k4DqZOnYrp06dj7NixEeSSEEIIKUXS9TsfFk7TiJK03CTooAUuCQuFWkK6Q7E2GLS4JaQ0sBvrBpng7Qq/ceNG1NfXF/Z6WdnOmzcPl156qWesK1aswPPPP4+2tjbMmTPHMk+EEEJIOaF7flO0JSHIgmCaNeHWRRbfKOISHRRqCVFDwTE87vORZUlIvgg+tg0u2tbX1xeJtl7MmDEDp5xyimeY4cOH4/LLL8eLL77YTQAeO3YsfvjDH2LhwoWWeSWEEEJI1uBUI4NkSSjNqnArQhGXiFCoJUQPBcbooXhLSPbJ+lhWpKGhAQ0NDb7hbrrpJlx++eWF35s2bcIxxxyDhx56CIceemicWSSEEEJyBC1tSYnjTkTzMuCliFteUKQlxAyKivFC8ZaQbBH9uDW4pW0cDB06tOh37969AQD77LMP9tprr9jSLUeuwePW5/wck2PICSGEEHso2pIIybIwmgerWxUqUY9Cbj6hQEtIMCgkJgfFW0LSIf4xarZEW0IIIYSUPpxSZIg8CKJ5FW5ldOIfxdzsQIHWDApDxA+2kXQQn5WsA0KipxTGo1EyfPhwOI6TdjYIIYSQjNH12aban304jSDW5M1dgg0mQiGF3eigMEtIvFAszAYUcAkJT/rjTt2kz+8cQgghhKRHF9RfvuTjGc2pQ0ZIfyBqTymLt15Q2DWHomy8UPwhXrB9ZBMKuISYkb3xpW7S53cOIYQQQkgwOF3IANkblNpRruKtF2HEyqwJvhReswnFHuIF20c+kJ+brDdSjnD8SAghhJD44EJkhACgeBsVFEmJHxR2CClNKOKSUiffY0QuREYIIYTkD4q2JAT5HryqoXhLSDxQwCEmsJ2UDqrnKOuX5IHSHANStCWEEEJIslSmnQFT/u///g/HHXccGhoaUF9fj8MPPxx//OMfi8I0NzdjypQp6NWrFxoaGjBz5kzs2LEjpRz7U5oD2s+prv58I4QEh/2IEOLS0aHeCEkSXTtkeySEEEJItujy2LJPbmSAY489Fl/84hfx7LPPomfPnrjhhhswefJkvP3222hsbERnZyeOPfZY9O/fH8uXL8eWLVvQ1NQEx3Fw8803p539bpTbgFYUnMrt2gkJCoVaQogpXs9W3kuILRyrqQgywcvHhJAQQggpXegeIXY+/PBDvPXWW7j77rvx5S9/GQBw1VVX4dZbb8Xrr7+OxsZGLFq0CGvXrsXGjRsxePBgAMB1112HqVOn4oorrkB9fX2al1BEuQ+EKeASoofiCiEkavyetbzvlA8cd4WB7hEIIYQQkiy5cI+wxx574MADD8R9992H7du3o6OjA7fddhsGDhyIMWPGAABeeOEFjBo1qiDYAsAxxxyD9vZ2rFy5Uht3e3s72trairY44WC5GNGFAieNpFxhHyCEpInfp+789D27sO4IIYQQQrzo9NiyTy4kgoqKCixevBjHHXccdt99d1RWVmLgwIF4+umn8YUvfAEA0NraioEDBxad17dvX9TW1qK1tVUb9/z583HppZfGmf0CHCz7I4tWLDNSilCcJXHS0cE2RuIlimdzObdRjm3yCi1tCSGEkPxB9wiBmTdvnq9gumLFCowZMwZnnXUWBgwYgGXLlqFnz5648847MXnyZKxYsQKDBg0CsEvclXEcR7nfZc6cOZg9e3bhd1tbG4YMGRLwivRwgB4M1aSOZUnyRjmLE4QQooLPcpI/KNqWAtfgcetzfo7JMeSEEEII8SdVKWHGjBk45ZRTPMMMHz4czz77LB5//HF89NFHBd+0t956KxYvXoyFCxfiwgsvRGNjI1566aWicz/66CPs3LmzmwWuSF1dHerq6sJfjAZOSqLHSwBjeZM0oThLsgKtbQkhhBBCCCGkC+qXqPlYLDTVKV1DQwMaGhp8w33yyScAgMrKYhe8lZWV6OraVdDjxo3DFVdcgZaWloLl7aJFi1BXV1fwe5s0FBCTh4IuiRsKYYQQQkg5opv0+Z1DCCGEkPTogvp5nI9ndC4WIhs3bhz69u2LpqYmvPrqq/i///s//PznP8f69etx7LHHAgAmTJiAkSNH4rTTTsOqVavwhz/8Aeeddx6mTZtWsM5NEgqE2UNe9Ey1EcI2QkoFPocIISRKugJuhBBCCCHByIVo29DQgKeffhoff/wxjjrqKIwdOxbLly/H7373O4wePRoAUFVVhSeeeAI9evTA4Ycfjn/+53/G8ccfj2uvvTbRvHJ13nxjIuxSyMsPrEtS7vB5RAghhBBCCClfOj227JMbiWLs2LF45plnPMMMHToUjz9u71w+CjgxLm+iFvvKuT1ROCUkWujflhBCooALkRFCCCH5Q/f8zsczmtO4kJSzuEbigwILISRK3GcV7y2EEBIUiraEEEIISRZO3wJCsZYQQkjeoHhLCCGEEEIIKR9oaVs2UKglhBBSClC8JYQQW2hpSwghhOQPirYlDYVaQgghpYr4jKOASwghXlC0JYQQQkiycIqmoaODgi0hhJDygQIuIaTc4difEEIIKTW6oH6J2pV0RgLBaRkhhBBCilAJFxRyCSGlhp1Iq5v0+Z1DCCGEkPTogvp5nI9nNKdghBBCCPFFJ25QzCWEZJ1oLGh1kz6/cwghhBBCgsGpFiGEEEIC4yWGUNAlhMQNXRoQG36OyWlngRBCSKJ0AqjU7M8+nE4RQgghJBZsxRSKvIQQIKtCrG7S53cOIYQQQtIj36Kt7ciDEEIIISQW3EVAw26EkOSJqv9mtw93BtxIEG699VaMGDECPXr0wJgxY7Bs2bK0s0QIIYRYP5+WLl2KMWPGoEePHth7773x61//2io92rQQQgghpKTIquhDS2ISFVlt44REwUMPPYRZs2bh1ltvxeGHH47bbrsNkyZNwtq1azF06NC0s0cIISRXRGdpa/t8Wr9+Pb773e9i2rRp+K//+i/86U9/wllnnYX+/fvjxBNPNEqzwnEcxzqnJUxbWxv69OmDBx7Yit12q087O4QQQgghhJAE+OSTNvzgB32wdetW1Nfvmge4cwPguwBqLGPcCeDJoviIP4ceeigOPvhgLFiwoLDvwAMPxPHHH4/58+f7nv95nR0D+zojhBCSP3YCeEbz/J4I9bNgJ4CnrZ7Rts+nCy64AI899hjWrVtX2Dd9+nS8+uqreOGFF4zSpM0HIYQQQgghhHjS9dlmew6xYceOHVi5ciUuvPDCov0TJkzA888/rzynvb0d7e3thd9bt2797D+apBNCSHmw636vtknVPQt27W9rayvaW1dXh7q6um6hgzyfXnjhBUyYMKFo3zHHHIO77roLO3fuRE2N/4tFirYSbiV/8kmbT0hCCCGEEEJIqeCO/+0mfV5QNLTlww8/RGdnJwYOHFi0f+DAgWhtbVWeM3/+fFx66aWKI3+IIYeEEEKyypYtWz6zrgVqa2vR2NiI1tbfa8P37t0bQ4YMKdo3d+5czJs3r1vYIM+n1tZWZfiOjg58+OGHGDRokO81UbSV2LJlCwDgjDOG+IQkhBBCCCGElBrbtm2zmvR50djYiNra2iizVxZUVFQU/XYcp9s+lzlz5mD27NmF33//+98xbNgwNDc3F+qxnGhra8OQIUOwcePGsnPLUc7XDvD6ef3le/1bt27F0KFD0a9fv8K+Hj16YP369dixY4f2PNWzRWVlK2LzfNKFV+3XQdFWwq3kcn3I54lyvinlDdZVfmBd5QfWVX5gXeUH1lV+iKOuHMfBtm3bMHjw4MI+k0mfF7W1tejRo0ck+SsHGhoaUFVV1c1qafPmzd2slVx0n7L26dOnrPtxfX192V5/OV87wOvn9Zfv9VdWFi841qNHj8iewUGeT7te+nYPX11djT322MMoXYq2Em4ll/tDPk+U800pb7Cu8gPrKj+wrvID6yo/sK7yQ9R1pTLaiHLSR7ypra3FmDFjsHjxYnz/+98v7F+8eDGOO+64FHNGCCGknAnyfBo3bhz+53/+p2jfokWLMHbsWCN/tgBQ6R+EEEIIIYQQQgiJn9mzZ+POO+/E3XffjXXr1uHcc89Fc3Mzpk+fnnbWCCGElDF+z6c5c+bg9NNPL4SfPn06/vrXv2L27NlYt24d7r77btx1110477zzjNOkpS0hhBBCCCGEkExw8sknY8uWLbjsssvQ0tKCUaNG4cknn8SwYcOMzq+rq8PcuXN9/RKWKuV8/eV87QCvn9dfvtef1LX7PZ9aWlrQ3NxcCD9ixAg8+eSTOPfcc/Ef//EfGDx4MG666SaceOKJxmlWOOrlUcuW9vZ2zJ8/H3PmzCnLxp4nWFf5gXWVH1hX+YF1lR9YV/mBdZUfWFeEEEIIKXUo2hJCCCGEEEIIIYQQQkiGoE9bQgghhBBCCCGEEEIIyRAUbQkhhBBCCCGEEEIIISRDULQlhBBCCCGEEEIIIYSQDEHRlhBCCCGEEEJI7rn11lsxYsQI9OjRA2PGjMGyZcvSzlIizJs3DxUVFUVbY2Nj2tmKjeeeew5TpkzB4MGDUVFRgUcffbTouOM4mDdvHgYPHoyePXviyCOPxOuvv55OZmPA7/qnTp3arT18/etfTyezETN//nx87Wtfw+67744BAwbg+OOPxxtvvFEUppTr3+T6S7n+FyxYgC9/+cuor69HfX09xo0bh6eeeqpwvBTrnqKtQLk+5LOM3wCkFDtlXohisNTe3o6zzz4bDQ0N6NWrF773ve/h3XffTfAqyoMoBnasq/iJahDKuoqfqAbMrKv4iWJwz3pKBr+6Yp8ifjz00EOYNWsWLrroIqxatQrf+MY3MGnSJDQ3N6edtUT40pe+hJaWlsK2Zs2atLMUG9u3b8fo0aNxyy23KI9fffXVuP7663HLLbdgxYoVaGxsxNFHH41t27YlnNN48Lt+AJg4cWJRe3jyyScTzGF8LF26FD/96U/x4osvYvHixejo6MCECROwffv2QphSrn+T6wdKt/732msvXHXVVXj55Zfx8ssv46ijjsJxxx1XGLuVZN07xHEcx3nwwQedmpoa54477nDWrl3rnHPOOU6vXr2cv/71r2lnrayZO3eu86UvfclpaWkpbJs3by4cv+qqq5zdd9/defjhh501a9Y4J598sjNo0CCnra0txVyXB08++aRz0UUXOQ8//LADwPntb39bdNykbqZPn+7sueeezuLFi51XXnnFGT9+vDN69Gino6Mj4aspbfzqqqmpyZk4cWJRP9uyZUtRGNZV/BxzzDHOPffc47z22mvO6tWrnWOPPdYZOnSo8/HHHxfCsF9lA5O6Yr/KBo899pjzxBNPOG+88YbzxhtvOL/4xS+cmpoa57XXXnMch30qS/jVFfsU8eOQQw5xpk+fXrTvgAMOcC688MKUcpQcc+fOdUaPHp12NlJBHtt2dXU5jY2NzlVXXVXY9+mnnzp9+vRxfv3rX6eQw3jRje2PO+64VPKTNJs3b3YAOEuXLnUcp/zqX75+xymv+nccx+nbt69z5513lmzdU7T9jHJ+yGcZrwFIqXbKPBJksPT3v//dqampcR588MFCmPfee8+prKx0nn766cTyXm4EGdixrtIhyCCUdZUOQQbMrKv0sBncs57Sxa0rx2GfIt60t7c7VVVVziOPPFK0f+bMmc43v/nNlHKVHHPnznV22203Z9CgQc7w4cOdk08+2Xn77bfTzlYiyGPbt99+2wHgvPLKK0Xhvve97zmnn356wrmLH93Yvk+fPk7//v2d/fbbzznzzDOd999/P50Mxsybb77pAHDWrFnjOE751b98/Y5TPvXf0dHhPPDAA05tba3z+uuvl2zd0z0CgB07dmDlypWYMGFC0f4JEybg+eefTylXxOXNN9/E4MGDMWLECJxyyil45513AADr169Ha2trUb3V1dXhW9/6FustZUzqZuXKldi5c2dRmMGDB2PUqFGsvxRYsmQJBgwYgC9+8YuYNm0aNm/eXDjGukqHrVu3AgD69esHgP0qy8h15cJ+lS06Ozvx4IMPYvv27Rg3bhz7VIaR68qFfYro+PDDD9HZ2YmBAwcW7R84cCBaW1tTylVyHHroobjvvvvwzDPP4I477kBraysOO+wwbNmyJe2sJY5b3+XaFgBg0qRJ+M1vfoNnn30W1113HVasWIGjjjoK7e3taWctUhzHwezZs3HEEUdg1KhRAMqr/lXXD5R+/a9Zswa9e/dGXV0dpk+fjt/+9rcYOXJkydZ9ddoZyALl/pDPMu4A5Itf/CLef/99XH755TjssMPw+uuve3bKv/71r2lkl3yGSd20traitrYWffv27RaG/S5ZJk2ahJNOOgnDhg3D+vXrcckll+Coo47CypUrUVdXx7pKAdtBKPtVengNmNmvssGaNWswbtw4fPrpp+jdu3dhcO8KeexT2UFXVwD7FDGjoqKi6LfjON32lSKTJk0q/H/QQQdh3Lhx2GeffbBw4ULMnj07xZylR7m2BQA4+eSTC/+PGjUKY8eOxbBhw/DEE0/ghBNOSDFn0TJjxgz8+c9/xvLly7sdK4f6111/qdf//vvvj9WrV+Pvf/87Hn74YTQ1NWHp0qWF46VW9xRtBUqtcksBrwGIu/gE6y27BKkb1l/yBH2ws67iI+pBKOsqPqIeMLOuoieOwT3rKR50dTVy5Ej2KeJJQ0MDqqqqugn0mzdv7vZiphzo1asXDjroILz55ptpZyVx3EWrW1tbMWjQoML+cm0LADBo0CAMGzaspNrD2WefjcceewzPPfcc9tprr8L+cql/3fWrKLX6r62txb777gsAGDt2LFasWIEbb7wRF1xwAYDSq3u6RwAf8nlCHICIN2QR1lv6mNRNY2MjduzYgY8++kgbhqSD/GBnXSWLOwj74x//qB2EirBfpYeurlSwX6WHO7gfO3Ys5s+fj9GjR+PGG29kn8ogurpSwT5FRGprazFmzBgsXry4aP/ixYtx2GGHpZSr9Ghvb8e6deuKhItyYcSIEWhsbCxqCzt27MDSpUvLsi0AwJYtW7Bx48aSaA+O42DGjBl45JFH8Oyzz2LEiBFFx0u9/v2uX0Up1b8Kx3HQ3t5esnVP0RZ8yOcJcQBSqp2yFDCpmzFjxqCmpqYoTEtLC1577TXWX8rID3bWVTJEMQhlXSVDFANm1lV62AzuWU/p4taVCvYpIjN79mzceeeduPvuu7Fu3Tqce+65aG5uxvTp09POWuycd955WLp0KdavX4+XXnoJ//RP/4S2tjY0NTWlnbVY+Pjjj7F69WqsXr0awC6//6tXr0ZzczMqKiowa9YsXHnllfjtb3+L1157DVOnTsVuu+2GU089Nd2MR4TX9X/88cc477zz8MILL2DDhg1YsmQJpkyZgoaGBnz/+99PN+MR8NOf/hT/9V//hfvvvx+77747Wltb0drain/84x8AUPL173f9pV7/v/jFL7Bs2TJs2LABa9aswUUXXYQlS5bghz/8YenWfVIrnmWdBx980KmpqXHuuusuZ+3atc6sWbOcXr16ORs2bEg7a2XNz372M2fJkiXOO++847z44ovO5MmTnd13371QL1dddZXTp08f55FHHnHWrFnj/OAHP3AGDRrktLW1pZzz0mfbtm3OqlWrnFWrVjkAnOuvv95ZtWqV89e//tVxHLO6mT59urPXXns5v//9751XXnnFOeqoo5zRo0c7HR0daV1WSeJVV9u2bXN+9rOfOc8//7yzfv16549//KMzbtw4Z88992RdJcxPfvITp0+fPs6SJUuclpaWwvbJJ58UwrBfZQO/umK/yg5z5sxxnnvuOWf9+vXOn//8Z+cXv/iFU1lZ6SxatMhxHPapLOFVV+xTxJT/+I//cIYNG+bU1tY6Bx98sLN06dK0s5QIJ598sjNo0CCnpqbGGTx4sHPCCSc4r7/+etrZio0//vGPDoBuW1NTk+M4jtPV1eXMnTvXaWxsdOrq6pxvfvObzpo1a9LNdIR4Xf8nn3ziTJgwwenfv79TU1PjDB061GlqanKam5vTznYkqK4bgHPPPfcUwpRy/ftdf6nX/49//OPCPb5///7Ot7/97cKYznFKs+4p2gqU60M+y/gNQEqxU+aFKAZL//jHP5wZM2Y4/fr1c3r27OlMnjy5ZB4oWSKKgR3rKn6iGoSyruInqgEz6yp+ohjcs56Swauu2KcIIYQQUo5UOI7jxGHBSwghhBBCCCGEEEIIIcQe+rQlhBBCCCGEEEIIIYSQDEHRlhBCCCGEEEIIIYQQQjIERVtCCCGEEEIIIYQQQgjJEBRtCSGEEEIIIYQQQgghJENQtCWEEEIIIYQQQgghhJAMQdGWEEIIIYQQQgghhBBCMgRFW0IIIYQQQgghhBBCCMkQFG0JIYQQQgghhBBCCCEkQ1C0JYQQQj5jw4YNqKiowOrVq2OJv6KiAo8++mgscRNCCCGEEEIIKR0o2hJCCMkMU6dOxfHHH59a+kOGDEFLSwtGjRoFAFiyZAkqKirw97//PbU8EUIIIYSQ8ubII4/ErFmz0s4GISRhKNoSQgghn1FVVYXGxkZUV1ennRVCCCGEEGKB7uV/KbyEf+SRR/DLX/4y8PlTp05FRUUFKioqUFNTg4EDB+Loo4/G3Xffja6urghzmg7Lly/H/vvvj+9+97tpZ4WQSKFoSwghJBcsXboUhxxyCOrq6jBo0CBceOGF6OjoKBw/8sgjMXPmTJx//vno168fGhsbMW/evKI4/vKXv+CII45Ajx49MHLkSPz+978vclkgukfYsGEDxo8fDwDo27cvKioqMHXqVADA8OHDccMNNxTF/ZWvfKUovTfffBPf/OY3C2ktXry42zW99957OPnkk9G3b1/sscceOO6447Bhw4awRUUIIYQQQiJix44daWcB/fr1w+677x4qjokTJ6KlpQUbNmzAU089hfHjx+Occ87B5MmTi8bUcRB3Gc6cORMzZ87kOJqUHBRtCSGEZJ733nsP3/3ud/G1r30Nr776KhYsWIC77roLl19+eVG4hQsXolevXnjppZdw9dVX47LLLiuIpV1dXTj++OOx22674aWXXsLtt9+Oiy66SJvmkCFD8PDDDwMA3njjDbS0tODGG280ym9XVxdOOOEEVFVV4cUXX8Svf/1rXHDBBUVhPvnkE4wfPx69e/fGc889h+XLl6N3796YOHFiJiYHhBBCCCGlyNNPP40jjjgCX/jCF7DHHntg8uTJePvttwvHjzzySMyYMQOzZ89GQ0MDjj766ML+s88+G7NmzULfvn0xcOBA3H777di+fTv+5V/+Bbvvvjv22WcfPPXUU0Xptbe3Y+bMmRgwYAB69OiBI444AitWrChKz8/wQHaP0NXVhV/96lfYd999UVdXh6FDh+KKK67wvO66ujo0NjZizz33xMEHH4xf/OIX+N3vfoennnoK9957byGc4zi4+uqrsffee6Nnz54YPXo0/t//+3+F49u2bcMPf/hD9OrVC4MGDcK///u/d8ufrgz94vY7ruKNN97A+++/j8bGRhx00EGeYQnJGxRtCSGEZJ5bb70VQ4YMwS233IIDDjgAxx9/PC699FJcd911RZ90ffnLX8bcuXOx33774fTTT8fYsWPxhz/8AQCwaNEivP3227jvvvswevRoHHHEEZ6D26qqKvTr1w8AMGDAADQ2NqJPnz5G+f3973+PdevW4T//8z/xla98Bd/85jdx5ZVXFoV58MEHUVlZiTvvvBMHHXQQDjzwQNxzzz1obm7GkiVLLEuIEEIIIYSYsH37dsyePRsrVqzAH/7wB1RWVuL73/9+0Zhy4cKFqK6uxp/+9CfcdtttRfsbGhrwv//7vzj77LPxk5/8BCeddBIOO+wwvPLKKzjmmGNw2mmn4ZNPPimcc/755+Phhx/GwoUL8corr2DffffFMcccg7/97W9F8eoMD1TMmTMHv/rVr3DJJZdg7dq1uP/++zFw4EDrsjjqqKMwevRoPPLII4V9F198Me655x4sWLAAr7/+Os4991z86Ec/wtKlSwEAs2fPxp/+9Cc89thjWLx4MZYtW4ZXXnmlW9yqMvSL2++4iqeffhpHH300nn76abpHICUHnfYRQgjJPOvWrcO4ceNQUVFR2Hf44Yfj448/xrvvvouhQ4cC2CXaigwaNAibN28GsOst/JAhQ9DY2Fg4fsghh8SW36FDh2KvvfYq7Bs3blxRmJUrV+Ktt97q9qnbp59+WmTtQQghhBBCzHj88cfRu3fvon2dnZ1Fv0888cSi33fddRcGDBiAtWvXFhaj3XfffXH11Vd3i3/06NG4+OKLAewSTq+66io0NDRg2rRpAIB/+7d/w4IFC/DnP/8ZX//617F9+3YsWLAA9957LyZNmgQAuOOOO7B48WLcdddd+PnPfw7gc8MDANhvv/1wyy234A9/+EPBQlVk27ZtuPHGG3HLLbegqakJALDPPvvgiCOOsCuszzjggAPw5z//GcAuQfv666/Hs88+Wxi77r333li+fDluu+02HHzwwVi4cCHuv/9+fPvb3wYA3HPPPRg8eHC3eOUy9It77Nixnse/9a1vKfO/bNkyfPOb38SCBQuMv4ojJC9QtCWEEJJ5HMcpEmzdfQCK9tfU1BSFqaioKFhNqOIISmVlZSF9l507d3bLm5wXka6uLowZMwa/+c1vuoXt379/JPkkhBBCCCknxo8fjwULFhTte+mll/CjH/2o8Pvtt9/GJZdcghdffBEffvhhYazY3NxcEG3Hjh2rjF80EKiqqsIee+xR9Em+a+3qGg28/fbb2LlzJw4//PBCmJqaGhxyyCFYt26dMl6g2PBAZt26dWhvby+IpmERx8hr167Fp59+2k0s3rFjB7761a/inXfewc6dO4sMH/r06YP999+/W7xyGfrF7Xdcx2uvvYZ+/frhlFNOwW677WZ20YTkBIq2hBBCMs/IkSPx8MMPFw0qn3/+eey+++7Yc889jeI44IAD0NzcjPfff78woBb9iamora0F0N1Co3///mhpaSn8bmtrw/r164vy29zcjE2bNhUsD1544YWiOA4++GA89NBDGDBgAOrr642ugRBCCCGE6OnVqxf23Xffon3vvvtu0e8pU6ZgyJAhuOOOOzB48GB0dXVh1KhRRWsK9OrVSxm/ykBA3OeOU0WjAXG/i2xM4GV4INOzZ0/l/qCsW7cOI0aMAPB5vp944oluY+y6ujps2bKlkD8RlcGCXIZ+cW/atMnzuI53330XK1aswHXXXacNQ0heoU9bQgghmWLr1q1YvXp10fb//X//HzZu3Iizzz4bf/nLX/C73/0Oc+fOxezZs1FZafYoO/roo7HPPvugqakJf/7zn/GnP/2psBCZzgJ32LBhqKiowOOPP44PPvgAH3/8MYBd/r/+8z//E8uWLcNrr72GpqYmVFVVFc77zne+g/333x+nn346Xn31VSxbtqzbomc//OEP0dDQgOOOOw7Lli3D+vXrsXTpUpxzzjndJheEEEIIISQ8W7Zswbp163DxxRfj29/+Ng488EB89NFHsaW37777ora2FsuXLy/s27lzJ15++WUceOCBgeLcb7/90LNnz8K6DWF49tlnsWbNmoLLiJEjR6Kurg7Nzc3Yd999i7YhQ4Zgn332QU1NDf73f/+3EEdbWxvefPNN37T84vY7rsNxHFxwwQXdXI4RUgrQ0pYQQkimWLJkSbdPoJqamvDkk0/i5z//OUaPHo1+/frhjDPOKPgUM6GqqgqPPvoozjzzTHzta1/D3nvvjWuuuQZTpkxBjx49lOfsueeeuPTSS3HhhRfiX/7lX3D66afj3nvvxZw5c/DOO+9g8uTJ6NOnD375y18WWdpWVlbit7/9Lc444wwccsghGD58OG666SZMnDixEGa33XbDc889hwsuuAAnnHACtm3bhj333BPf/va3aXlLCCGEEBIDffv2xR577IHbb78dgwYNQnNzMy688MLY0uvVqxd+8pOf4Oc//zn69euHoUOH4uqrr8Ynn3yCM844I1CcPXr0wAUXXIDzzz8ftbW1OPzww/HBBx/g9ddf94yzvb0dra2t6OzsxPvvv4+nn34a8+fPx+TJk3H66acDAHbffXecd955OPfcc9HV1YUjjjgCbW1teP7559G7d280NTWhqampcD0DBgzA3LlzUVlZ6euGzCRuv+Myjz32GD755BMMHz4cr776KrZs2YKjjjoqULkSkkUo2hJCCMkM9957L+69917tcfGtvsySJUu67Xv00UeLfh9wwAFFlg5/+tOfAKDwGd3w4cO7fd51ySWX4JJLLinaV19fj4ceeqhonzyQ/OIXv4hly5YV7ZPjbmxsxMKFCzVXRAghhBBCoqSyshIPPvggZs6ciVGjRmH//ffHTTfdhCOPPDK2NK+66ip0dXXhtNNOw7Zt2zB27Fg888wz6Nu3b+A4L7nkElRXV+Pf/u3fsGnTJgwaNAjTp0/3POfpp5/GoEGDUF1djb59+2L06NG46aab0NTUVPTl2i9/+UsMGDAA8+fPxzvvvIMvfOELOPjgg/GLX/wCAHD99ddj+vTpmDx5Murr63H++edj48aNWiMIEb+4/Y6LtLe3495778Vdd92FH//4xxg6dKjnPIKQPFLhqJyPEEIIISXIb3/7W/Tu3Rv77bcf3nrrLZxzzjno27dvkZBLCCGEEEIIMWP79u3Yc889cd111wW2HiaEqKGlLSGEkLJh27ZtBWuAhoYGfOc73+GiBYQQQgghhBiyatUq/OUvf8EhhxyCrVu34rLLLgMAHHfccSnnjJDSg5a2hBBCCCGEEEIIIcSXVatW4cwzz8Qbb7yB2tpajBkzBtdffz0OOuigtLNGSMlB0ZYQQgghhBBCCCGEEEIyRKV/EEIIIYQQQgghhBBCCCFJQdGWEEIIIYQQQgghhBBCMgRFW0IIIYQQQgghhBBCCMkQFG0JIYQQQgghhBBCCCEkQ1C0JYQQQgghhBBCCCGEkAxB0ZYQQgghhBBCCCGEEEIyBEVbQgghhBBCCCGEEEIIyRAUbQkhhBBCCCGEEEIIISRDULQlhBBCCCGEEEIIIYSQDEHRlhBCCCGEEEIIIYQQQjLE/w+K2sSn8rNfnAAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate a set of artificial data\n", + "# The resulting data consists of a single radial shell slice as a function of time\n", + "# data[theta, phi, t]\n", + "\n", + "# generate fake spherical harmonic data (a set of sectoral equatorially trapped Rossby waves) \n", + "\n", + "#parameters\n", + "maxm = 20 # number of sectoral Rossby waves\n", + "dealias = 1.5 \n", + "ntheta = 384\n", + "lmax = int(ntheta/dealias - 1)\n", + "nell = 2*ntheta//3\n", + "nphi = 768\n", + "nm = nell\n", + "nt = 128\n", + "duration = 25.0 # Number of rotations\n", + " \n", + "# Create 2D grid of angular variables\n", + "theta = np.linspace(0, np.pi, ntheta)\n", + "phi = np.linspace(0, 2*np.pi, nphi)\n", + "phi, theta = np.meshgrid(theta, phi)\n", + "\n", + "# Generate the temporal array\n", + "times = np.linspace(0, duration, nt)\n", + "\n", + "# instantiate the spherical harmonic transform\n", + "transform_SHT = spectral_utils.SHT(ntheta, spectral=False)\n", + "\n", + "# Generate the fake data\n", + "slices = np.ndarray((ntheta,nphi,nt), dtype=np.float64)\n", + "spectra = np.ndarray((nell,nm,nt), dtype=np.complex128)\n", + "ic = complex(0.0,1.0)\n", + "for m in range(1, maxm+1):\n", + " Ylm = sph_harm(m, m, theta, phi); freq = -4.0*np.pi/(m+1) # horizontal eigenfunction and frequency of Rossby mode\n", + " for i,t in enumerate(times):\n", + " mode = np.real(np.exp(ic*freq*t)*Ylm) # The sign of the argument of exp() is chosen such that retrograde phase\n", + " slices[:,:,i] += np.transpose(mode) # speeds correspond to negative frequencies\n", + "for i,t in enumerate(times): # Take the spherical harmonic transform of each slice\n", + " spectra[:,:,i] = transform_SHT.to_spectral(slices[:,:,i], th_l_axis=0, phi_m_axis=1)\n", + "\n", + "axis = -1 # time corresponds the final dimension in the array\n", + "xlim=30\n", + "norm=None\n", + "\n", + "\n", + "# plot a sample slice and sample spectrum\n", + "fig = plt.figure(figsize=(14, 8))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[2, 1])\n", + "\n", + "sample_slice = slices[:,:,nt//4]\n", + "sample_spectrum = spectra[:,:,nt//4]\n", + "\n", + "ax0 = plt.subplot(gs[0])\n", + "ax0.set_title('Initial Shell Slice')\n", + "pos0=ax0.imshow(sample_slice, extent=[0, 360, -90, 90])\n", + "ax0.set_xlabel('Longitude')\n", + "ax0.set_ylabel('Latitude')\n", + "divider = make_axes_locatable(ax0)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos0, cax=cax)\n", + "\n", + "ax1 = plt.subplot(gs[1])\n", + "ax1.set_title('Initial Spatial Spectra')\n", + "power = sample_spectrum.real**2 + sample_spectrum.imag**2\n", + "pos1=ax1.imshow(np.transpose(power), norm=norm)\n", + "ax1.set_xlabel(r'Harmonic Degree $\\ell$')\n", + "ax1.set_ylabel(r'Azimuthal Order $m$')\n", + "ax1.set_xlim(0, xlim)\n", + "ax1.set_ylim(0, xlim)\n", + "divider = make_axes_locatable(ax1)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos1, cax=cax)\n", + "\n", + "fig.tight_layout()\n", + "\n", + "\n", + "# plot a subsequent slice and spectrum\n", + "fig = plt.figure(figsize=(14, 8))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[2, 1])\n", + "\n", + "sample_slice = slices[:,:,nt//4+5]\n", + "sample_spectrum = spectra[:,:,nt//4+5]\n", + "\n", + "ax0 = plt.subplot(gs[0])\n", + "ax0.set_title('Later Shell Slice')\n", + "pos0=ax0.imshow(sample_slice, extent=[0, 360, -90, 90])\n", + "ax0.set_xlabel('Longitude')\n", + "ax0.set_ylabel('Latitude')\n", + "divider = make_axes_locatable(ax0)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos0, cax=cax)\n", + "\n", + "ax1 = plt.subplot(gs[1])\n", + "ax1.set_title('Later Spatial Spectra')\n", + "power = sample_spectrum.real**2 + sample_spectrum.imag**2\n", + "pos1=ax1.imshow(np.transpose(power), norm=norm)\n", + "ax1.set_xlabel(r'Harmonic Degree $\\ell$')\n", + "ax1.set_ylabel(r'Azimuthal Order $m$')\n", + "ax1.set_xlim(0, xlim)\n", + "ax1.set_ylim(0, xlim)\n", + "divider = make_axes_locatable(ax1)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos1, cax=cax)\n", + "\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## B. Temporal FFT of Shell Slices\n", + "\n", + "The temporal FFT is computed using a variety of window functions to illustrate how important windowing is to isolate peaks in the spectrum and to reduce the noise floor." + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compute the temporal transform using several different window functions\n", + "# Illustrate the spectra by plotting \n", + "\n", + "# Ensure that the data is stored as an array\n", + "slices = np.asarray(slices)\n", + "\n", + "# Generate the Hann window for plotting purposes\n", + "hann_window = np.hanning(nt)\n", + "\n", + "#Take some transforms with different windows\n", + "dt = times[1]-times[0] # Temporal cadence (uniform)\n", + "idx_t = -1\n", + "# axis = -1 # The dimension along which to transform (-1 is the most efficient and the default)\n", + "# freq_shift = True # Place the zero frequency in the middle of the output array (True is the default)\n", + "# window = None # No window (Bad Dog! No cookie for you!): The default is the Hann window ('hann')\n", + "nowindow, freqs = TemporalFFT.uniform(slices, dt, window=None, axis=-1, freq_shift=True).fft() \n", + "nowinpower = np.abs(nowindow)**2 # compute the power spectrum from the complex Fourier spectrum\n", + "\n", + "# window = 'hann' # The default is the Hann window ('hann'): Hann window is the goto window function\n", + "hann, freqs = TemporalFFT.uniform(slices, dt).fft()\n", + "hannpower = np.abs(hann)**2\n", + "\n", + "# window = \"hamming\" # Hamming window reduces the nearest sidelobes\n", + "hamming, freqs = TemporalFFT.uniform(slices, dt, window='hamming').fft() # Hamming window (reduces the nearest sidelobes)\n", + "hammingpower = np.abs(hamming)**2\n", + "\n", + "fig, ax=plt.subplots(2,4, figsize=(12,5))\n", + "ilats = [ntheta//4, ntheta//2]\n", + "ilons = [0, nphi//2]\n", + "ilat = ntheta//2; ilon = 0\n", + "\n", + "for i in range(2):\n", + " ax[i,0].set_ylabel(r'Signal')\n", + " ax[1,i].set_xlabel(r'Time $(\\Omega/2\\pi) t$')\n", + " ax[i,2].set_ylabel(r'Power')\n", + " ax[1,i+2].set_xlabel(r'Frequency $2\\pi \\omega/\\Omega$')\n", + " for j in range(2):\n", + " ax[i,j].plot(times, slices[ilats[i],ilons[j],:], color='dodgerblue')\n", + " ax[i,j].plot(times, hann_window, color='orangered')\n", + " ax[i,j].plot(times, slices[ilats[i],ilons[j],:]*hann_window, color='green')\n", + "\n", + " ax[i,j+2].plot(freqs, nowinpower[ilats[i],ilons[j],:], color='black')\n", + " ax[i,j+2].plot(freqs, hannpower[ilats[i],ilons[j],:], color='orangered', zorder = 10)\n", + " ax[i,j+2].plot(freqs, hammingpower[ilats[i],ilons[j],:], color='blue', zorder = 5)\n", + "\n", + " ax[i,j+2].set_yscale('log')\n", + " \n", + "\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The timeseries on the left are extracted at four different points in the domain ($\\theta= \\pi/4$ and $\\pi/4$, $\\phi=0$ and $\\pi$). The light blue curves show the raw time series, the orange curve is the Hann window, and the green is the windowed data. The Hann window forces the data to be periodic in time by forcing both the function and its derivative to vanish at the ends. The temporal power spectra on the right correspond to the time series on the left, but with three different window functions. The black curve is for no window function (honestly, never do this). The blue curve is for the Hamming window (look it up), which tries to minimize the height of the first sidelobe in the spectral response function (FFT of the window). Its a good window function if you have very closely spaced peaks in the frequency that you want to keep separated. The orange curves were generated with the Hann window which is a great multipurpose window. Note that the Hann window does an excellent job of keeping the power isolated in the peaks." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## C. Temporal FFT of Shell Spectra\n", + "\n", + "The temporal spectra is computed on data for which a spherical harmonic transform has already been performed." + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compute the temporal transforms of the spectra to reveal the waves\n", + "\n", + "# Ensure that the spatial spectra are an array\n", + "spectra = np.asarray(spectra)\n", + "axis = -1 # The temporal dimension is the last one (most efficient)\n", + "\n", + "# Compute the temporal spectra of the spherical harmonic transform\n", + "wspectra, freqs = TemporalFFT.uniform(spectra, dt).fft() # Use the Hann window\n", + "power = np.abs(wspectra)**2 # Compute the power\n", + "\n", + "#sum power over l\n", + "lpower = np.sum(power,axis=0) # Power as a function of azimuthal order m and frequency omega\n", + "\n", + "# Plot!\n", + "fig,ax=plt.subplots(1,2, figsize=(12,4))\n", + "aspect = 8*(64/nt)\n", + "nyquist = np.pi/dt # Nyquist\n", + "twopi = 2.0*np.pi # For converting from 2 pi/Omega to 1/Omega temporal units\n", + "maxomega = nyquist/twopi\n", + "\n", + "pos = ax[0].imshow(np.log(lpower[0:maxm+1,:]).T, cmap='plasma', extent = [-0.5,maxm+0.5,-maxomega,maxomega], aspect=aspect)\n", + "ax[0].axhline(0.0, color = 'gray')\n", + "\n", + "cols = ['blue', 'red', 'green']\n", + "for i,m in enumerate([1,5,15]):\n", + " ax[1].plot(freqs, lpower[m,:], color=cols[i])\n", + " ax[0].axvline(m, color=cols[i], linestyle=':')\n", + "ax[0].set_title('Log Power')\n", + "ax[0].set_xlabel(r'Azimuthal Order $m$')\n", + "ax[0].set_ylabel(r'Frequency $\\omega/\\Omega$')\n", + "ax[1].set_xlabel(r'Frequency $\\omega/\\Omega$')\n", + "ax[1].set_ylabel(r'Power')\n", + "ax[1].set_xlim(-1*maxomega,maxomega)\n", + "ax[1].set_ylim(1e-12,1e4)\n", + "ax[1].set_yscale('log')\n", + "fig.colorbar(pos)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The left picture shows the dispersion relation for a lovely set of Rossby waves. Negative frequencies indicate retrograde modes. Modes with positive frequencies (if there were any) would be prograde. You can clearly see that the power doesn't stay put. Every place that there is a mode, we see a cross. This is because the power gets \"leaked\" across wavenumber and across frequency. The right image shows three line profiles of the power at different azimuthal orders $m$. The spikes in the wings are caused by power leaked from nearby $m$s, which is why the same spike appears in the each curve in the same location. In numerical convection simulations, there is always noise from the convection. Convective power is usually broadly spread in frequency and wavenumber. Hence, one would generally not easily see the crosses and other ``obvious\" symptoms of power leakage. (Its still there, but you can't easily identify where it came from). If you don't window, the leakage is large and broadly spread.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## D. Using Spectral Filters to Extract a Single Mode\n", + "\n", + "We start fully in spectral space (the data is a function of $m$, $\\ell$, and $\\omega$). To isolate a single peak (i.e., a single mode, we build a narrow Gaussian filter that is located at the frequency of the $m=1$ Rossby wave. We ensure that the filter is broader than the spectral peak, but narrow enough to remove the leaked signal from other $m$s. By multiplying the spectrum by this filter and then inverting all of the transforms, we will obtain the wavefunction for a single mode in physical space ($\\phi$, $\\theta$, and $t$)." + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(128,) (256, 128)\n" + ] + }, + { + "data": { + "image/png": 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4udhR182euNQs9p5P4HhMCu6ONtR1s8fLxRYnWwNp2Ua++OcUlxLVhKpPM2/evKcZn6w5wV+HorHRaRnYyoeWdV05czWV3yIukmNS8HK25e8XuxfosnorJrPCY/N2seVUHKC2XvrVsud4TArZRjP2Bh0rxncpUXIoKpYkcbdQqSsycWtxp+CrDmof+FfPqevbAN/uWsOXxyYB0NB2ACse+kTdP/wT2PQBNB8CD/xYMTELIUpEvqutq1J9nmaTOpbt5Bo4uVbtInkjOzeo30NN3OqHqjNIlhNFUUjOMBKbkklsShZXU7LUx8lZxF5/rG7LytcFEABtJjr78+gcItWb3UU0WlO+XRz0TnT27Uz3ul3pWrcrPo6Vu7XkbOJZxq57griMqwVe61ynM0MbDeVc8jkOxx1m++Xt5Px3fOJ1GjQoFP5zs1GtRvQO6M3DTR/G3U7tNaMoChcT1GTI3kaHs50eW72a4K4/eoU3VhwiNiWLVnVd+e2ZzmQZzQz+aiuRcWl4Odvy7r0t6N/SB+IjSTu2npyTG3C6vBWDMTX/yX1aQeMB0Lg/+LYr9ZIG6dlGZm44zXdbzmI0K2g06vVng07D7EeC6d0sb02+S4kZjP5hF6djU+nV1IvvR3co8rjHz9afZOaGU9gbdEzq14SH7vDHwUZPttHMmPm7+fd0HIEeDqx6rpuM6atiJIm7hUpVkYni2TEL1rymVuqP/m7Z/NnW5cw7/TYAQYY+/DHi+hpy57fDvP7g4AmTTle67jZCiJuT72rrqvDPMzMZzmxQk7ZT69T1wnJptOqEFA37QINeUKeNVSYhMZkVkjJySEjPJjE9m4S0HOJzH6fnWLapr+fdZ5vMty8c0OhScHa7gJNrFGbbs6RxAf6TqHjae9Leqz3tvdsT7B1MI7dG5dLaZk1RyVFMDJvIueRzBLoEUt+1PkMaDqFr3a759kvOTmZj1EaOxB3B094TH0cfziSeYd35dVxKvYReq6dxrcbUdapLujGdpMwkjsUfw6Soia6TwYmxrcbySLNHsNPb3TKmy4kZ3D1zCwnpOTzaOZCrKVn8fTgGX1c7/ni+W+GtWpauuhvV28Xd+cdXOnlDo77QZID6O8Om5MsynLqSwpSVh9kZGY9Bp2HWyGBL98obHb2czJBvtpJtNPPOoOY81vX2Fyw2n7zK6Hm7UBT4/MG2DGlXN9/rCWnZ3PPlv1xKzCC0SW1mPxKcbwIbUblJEncLFV6RiZJbeB+c/gf6ToUuz1s2v7dxIb9e+BiAuroerHnkK/UFYxZ8FAjGDHh2J3jdvNuEEKJyke9q66qQzzM9Hk78DcdWqT+aTdl5r9m6QqM+agtIwz4Fxi1nGU2kZBqv33JIzTSSfP1xSqaR1Ky8xymZRlLyPVf3T8s2UVIudnq8XOyo7WSLl4sttZ1ssLNPIkVzgpiso0SmHiY6/WKB4wKcA2jv3Z72XmrS5u/sX+TWlcrOrJjRaorfUqUoCjFpMXjae2LQ5W8VSsxMZMulLfx09CeOxR8DwNfRl7e7vE0X3y63LHfT8Vgen7/b8tyg0/DL051pF1CraIGlXVMvKJz8W+3Km33D+DedrXpBocUQ9W/U3q1oZd5AURTCTl7F09GWVn6uN91v/tZI3vnjKDZ6Ld+OCia0iddN991zLp6nfoogPi2bEXcG8OHQwhddP3wpiftmbSPLaKapjzNfjWhPQ6/KtZyGKJwkcbcgPwyqqJwM+DhIXTfmPwnZq2vnsjpmJgDe2i78M2pO3nE/3guR4TBwOtzxZDkHLYQoKfmutq6y+jyzjWbSs42kZ5tIzzaSlXQFu9NrcDv/N7Wu7ECr5HU5jLcL4JhLNw45duKovhlpORrSso1kZJtIyzaRnmUkPcdEepapyK1hReFsp6eWgw21HAy45bu3oZZj3rZaDja4ORjwdLLFVq/lbNJZIq5EsOfKHiKuRBCbnn/9OQ0aGtdqTLB3sCVxq+1Q22px1yRmxcxfZ/9i5r6ZxKSpE4AMaTiEwQ0G08CtAbXsCk/MPvr7OLPDzwDw7r0tGN0lqGQBGLPh/L9wYo2a1N04QYrWAA16QvPB6vq0Vp4oTVEUnlwQwT/HrqDRwKR+TXimR4N8yf/VlCw++vs4y/aqFw5a+Lqw7Jkut2xh23Y6jheW7CcuNQsHGx0T72rMw3cE4Ggrq4tVZpLE3YL8MKiiTv0DP98HLn4w4XC+rpHP/TmT8GtzAfCgA2Gj5+Udt/lT2DhV/fJ9YEF5Ry2EKCH5rrau0n6eaw7H8PWm06RlG0nPMlkSN6NZwY0U7tbt5B7tDu7QHkN3w4yLx8wB/G26g7/Nd3BKqQsUr1XKyVaPs13uzXDDcwMudvp8z52u7+diZ8D5+msu9gYMutu3HpnMJk4knCDiSgQRVyLYe2UvCVn5Z3DUa/W09GhpSdraerXFxUb+Nq0pPSedL/Z+weLji/ONoXPQO2Cnt8NB78C9De7l6TZPo9VoMZrMfLruBG72NozrUd86rZ6Koi42fnQVHP0drh7Le02rV9eibT5YXcLISgldltHE278fYcnuCwB0aeDBI50C6RBYi3nbzvHjtnOkX29ZfqijP6/2b0otR5vblhubkslLS/az7YzafdnNwcCjnQIZ2t6Pep4l7y5aXSmKQmbOjRemTGTkmMjINpGRYyQj23z9ufH6vZn0HCOZ1/dLzzaRmWMiONCdZ0IblCgGWexbVD9nNqj3DXsXGNuWYcxb7Nuk/GegeVB39f7cv+oXczXp1iKEEOUpNcuYb10wO7IYoI1gsGErPbQHMWjyui6e0DZkp11X9jqFkOIQiIOtnvYGHd1sdTjY6HCw0eNgo8PRRo+9jQ5HWx32Bj2O11+3t1GTMScbfZmtd5VjzuFI3BFL0rYvdh+pOfknvbDT2dGmdhuCfYLp4N2BVp6tbjtWS5SOg8GByXdOpn+9/vxw+AdOJZziUuol0o3ppBvTiSeebw58Q2RSJFO7TcVGZ8PkAc2sG4RGoy4W790Cek6GqyfUZO7o7+okPGc2qLe//k8dQ9f6AbXLpaHkfxu2eh0f3deaVn6uvLPqCNvOXLMkXrna+Lnyzr0tit5dFPBytuOnsXfyy54LzAk/w7lr6czceJqZG0/TrI4LvZrWJjiwFu38axUpKaxMjCbz9W7VRpItXajzkq/clv2M3Oc3JmbZJksvgPQbXs/IMWGNpi19KSfIKSppiRNVw9xe6mxm930PrYbne2nEb+9wKG0ZAM7mFmx7fEnei8Zs+Cjg+ri4HeBl5S97IUSZkO9q6yrt5xmdlMGJywn4xO3A5/wqXM6tRXvDBTR8Wqvfzc2HQK1A6wVuJYqiEJkUyfbo7eyI3sHumN2k5aTl28fJ4EQ7r3YEewcT7B1MC48WBcZwifKXnpNOXEYcmaZM9sfuZ9quaRjNRjr6dOTLXl/iaCjYohSfGU+mMRNfJ1/rBhN3Go79DodXwJVDedttXaD5vdDqAQjqVqqJec7FpfHLngss33uJmORMmvo4M/GuxtzV3LtULY0ms8Lfh6NZuvsC285cw2TO//Pf3dEGf3cHAt0dCHB3IMDDgbpu9tRxtcPXzb7MJkdRFIXkTCPxadlcS80iLjWba2lZXEtVn19Ly843Hjb3Pr0UY16Lws6gxcFGj71Bh72NLv+9Qb3gZGdzw+Mbtgd4ONClgWeJzivdKW9BfhhUQTmZMM0PzDnw4sECPxCGLXmVU1mrAXAwN2bn48vyH79gsLporIyLE6LKqMnf1UOHDiUsLIzevXvz22+/WbafOHGCBx98MN/zxYsXM2TIkNuWWerPc99CWP82pMflbasVBK3uV2+1mxS/zDJ2Nf0qO6J3WG7/HdPmautKB+8OlqStSa0mVW7myJpoR/QOXtr0Emk5adzf+H7e6vwWoI6r2xS1iZWnV7Ll0hZMiol2Xu14oMkD9A3si43Oyi1NV47CoV/g0G+QdCFvu7MvtLoP2j5SqgnVTGaFK8mZ+LjYWb1FOiEtm3+OXWFXZDwRUQmcvZp222NqORio42pPgLsDQZ6O1Pd0pFkdFxr7OFmWf7iVa6lZHLyUxPm4NM7HpxN1LZ3z8elciE8ny1jyMbC2eq2le7Wjrdq6f2NLv9q6rz7PfXxjj4AbH9tff2xv0KEro14AtyNJ3C3U5B8GVVbUTvihLzh6wcsnC3SJvPvnF4kybgTAzlSf3WN+z3+8jIsTosqpyd/VmzZtIjU1lR9//DFfEnej1NRUgoKCOH/+PI6Otx/bUurP89ifsHSkumRLy2Fqi4Nfh0rVRT3LlMXumN1svbSVHdE7OJ14Ot/rNlob2nu3p1OdTnTy7UTTWk0laauidsfsZszaMQDM6zeP9t7teXPrm6w6s8qyj1ajxXx9CYFatrUY0mgIfQP7ciXtCqcTT3M14yrJWclkGDMIcAmgqXtT2nm1y7f4eJGYzRC1XU3ojqyAzLxux/h1hHaj1P8zts6lft9lJTXLSNS1dKLi04mKTyMqPp3z19KJTsrkcmLGLVu99FoNTes406meB53qe+Dnbo+znYGMbBN7zyew53w8e87fPlF0stXj4WSDh6MNHk62eDrZ4OFoSy1HG1zt1fGwLtfHv944TtZGXz5dF8uLjIkT1cvFXeq9X8dCfzBkmTMtj00UstBoUIh6f+5f9cu2nPoqCyFESfTs2ZOwsLBb7rNq1Sp69+5dpATOKhrdBSOXqetn6SrPT4eYtBg2X9zMlotb2BmzkwxjhuU1DRqaeTSjU51OdPbtTNvabWVMWzXR0acjwxsP57eTv/Hu9ne5s86drDqzCp1Gx6PNH2VIwyE42ziz7NQyfjv5G1fSrzDv8DzmHZ5327K71+3OqOaj6FSnU9G6L2q1ENRVvQ34RF22YP9idTH7i7vV25rXoMVQNaEL6FSpLn6AmkA193WhuW/BpEFRFJIzjFxOyiA6KYPz19KJjEvjzNVUjlxOJjE9h8OXkjl8KZnv/o285Xka1HakoZcTgR6OBLg7EOjhQKC7I14utrKWXQlUnm9iIW7m4vV1YPw7FvpyjjnL8lj578QmAL7tQG+nLi4bfxY8G5ZFlEKIGmDz5s18+umnREREEB0dzYoVKwp0Z/zmm2/49NNPiY6OpkWLFnz++ed0797dqnH88ssvPProo1Yt85b0tuq6bhXMZDZxMO4gmy9uZvPFzZxMOJnvdS8HL7rX7U4X3y7c4XMHbnZuFROoKHMTgicQfiGcc8nnOJd8DoD3u77PoAaDLPuMazOOJ1o9QfjFcH458QuH4w7j5+xHA9cG1HGqg6uNK7Y6W84kneHotaMcvHqQLZe2sOXSFjr6dOSDrh9Qx6lO0YPS26qzVjYbBClX4OAS2PsTXDsF+39Wbx4N1WSu3Shw9LDyp2J9Go0GVwcDrg4GmtXJn+QpisLlpEz2nItnx9lr7DmXQHxaNilZRjRAGz83goNq0SGwFsGBtXBzqFqTp1R2ksSJyu/iHvXe72ZJXCZcb1wzU0gSp7dRB91f3AWX90oSJ4QosbS0NNq0acPjjz/OfffdV+D1pUuX8tJLL/HNN9/QtWtX5syZw4ABAzh69CgBAQEABAcHk5WVVeDYdevW4et7+4kYkpOT2bp1K0uWLLntvtVBanYqmy9uJvxiOFsvbyUpK6+7mlajpbVna0L8QgjxC6FxrcbVZnFtcWsuNi68fufrTAibAMCUO6fkS+By6bV6egf0pndA79uWGZUcxcJjC1lxagW7Y3Zz36r7mHznZO4KvKv4rbjO3tD1RejyAlzYqSZzR1bAtdPwz9uw6UO1da7jE5Wua3JRaTQa6rrZU7dtXQa3rZvvNUVR5P9iGZMxcaJyS7oEM5qDRgeTL4BNwa5DHX8YSqZOHfugMbpxcOyWguX8/SrsnA13joMBH5d11EKIUqoK39UajaZAS9ydd95J+/btmTVrlmVbs2bNGDJkCNOmTSty2WFhYXz11VeFjon76aefWLt2LQsXLixyeVXh87xRfGY8YRfC+Of8P+yI3kGOOa+rvLONM918u9Hdrzvd6na76ULQomb46+xfOBocCfUPtVqZ55PPM3nLZA7FqTNQ6jV6GtZqSIhfCI+1eAxnmxKOb8tKgcPLYc8PEL0/b7tPazWZazW80N85ouaQMXGi+sjtSund4qZfbCblhu6UmkJa4gB826v3l/ZaMzohhLDIzs4mIiKC1157Ld/2vn37sm3bNqud55dffuGpp5665T5ZWVn5WvuSk5Otdv6yEpMWw4aoDWyI2kDElQjLpBQAQS5B9AroRYhfCG1qt0GvlZ8vQnV3/butXmagSyA/DviR7w5+x5ITS4jPjOd4/HGOxx/nt5O/Mb7teAbWG4iTjVPxCrZ1huDR6u1SBOz+Xp3dMuYg/PECrHsT2o5QEzrpNSRuQ74FReWWm8TdpCslgIkbuyXdJImrG6zexxwEUw7I2j9CCCuLi4vDZDLh7e2db7u3tzcxMTFFLqdfv37s3buXtLQ0/Pz8WLFiBR07qt+BSUlJ7Nq1i2XLlt2yjGnTpvHuu+8W/02UsytpV1h3fh1rItdwMO5gvteauTejT2Af+gT0ob5b/QqKUNRUBq2BZ9o+w7g247iSfoU9V/Yw58AcziWf4/0d7/PBzg9o5NaIYO9gevj3oKN3x+KtK1g3WL31naou4bHne0g4BztnqbfG/aHTs1AvpEp2tRRlT5I4UblZJjW546a7KGTnPdbcZBpc9/pg6wpZSRB7DOq0tmaUQghh8d9xIMUdG7J27dqbvubq6sqVK1duW8bkyZOZOHGi5XlycjL+/v5FjqEsxWfG88/5f/g78m8irkSgoI7q0KChnVc7dfxSYG/qOtW9TUlClD2NRoOPow/31L+HfkH9+OXEL/x09CcupV7iRMIJTiScYNHxRTgaHHmy1ZOMaTmmeGPBHNyh6wvQ+Tk4sxF2fQun1qqzW55cA96toNMzaldLvW3ZvVFR5UgSJyovYzZc3q8+vkVLnKLJS+LQGAv/waTVgm9biAxXuzBIEieEsDJPT090Ol2BVrfY2NgCrXNlzdbWFlvbyvODLyU7hQ1RG1gTuYYd0TswKXkX3Np5taN/UH/6BvXF096zAqMU4tYMWgMjm41kZLORxKbHsj92P9subyP8YjhxGXF8vvdz0nLSeL7d88Wf1EOrVWeAbdQH4k6rrXH7F8GVQ/D7s/DPO3DHk9BhDDjK/xMhSZyozK4cAlMW2NdSW9JuQtFkk/tVqdEoZBpzsDcUMo1t3fZqEnd5L/B4mYQshKi5bGxsCA4OZv369QwdOtSyff369QwePLgCI6sYJrOJ7dHbWXV6FRsvbCTLlNf1vZl7MwbUG0C/oH74Ot1+Rk4hKhsvBy/6BvWlb1BfzIqZn47+xPQ905l7aC5Gs5EJwRNKPjujZ0O4+3/Q8w2ImA+75kLKZdj0AWz5nzpurssL4F7Pqu9JVC2SxInKK/qAeu/b/qb9wTNzctBo84+DS8vOKjyJs0xuss+aUQohapDU1FROnz5teR4ZGcn+/ftxd3cnICCAiRMnMmrUKDp06EDnzp359ttviYqKYty4cRUYdfk6lXCKVWdW8dfZv7iacdWyvZ5rPQbWG0j/oP4EuQZVXIBCWJlWo2V0i9HotXo+2vUR847MI8ecwysdX0Gj0ZCek86eK3uobV+bhm4Niz52zsEduk+ELs/DkZWw42u4vE+d3TJiPrQYBt0mgE/Lsnx7opKSJE5UXrlJ3C26PiZkpBfYlpadiadjIdP/5k5uEnsUstPBxsEaUQohapA9e/bQs2dPy/PccWejR49m/vz5PPjgg1y7do333nuP6OhoWrZsyerVqwkMDKyokMtFQmYCf539i1VnVnEs/phlu5utGwPqDeDeBvfSwqOFrBslqrWRzUai1+iZunMqC48txKSY6OLbhQ93fkh0WjSgrlvX0bsjU7tNxcvBq2gF6wzQ+n51XNz5rfDvDDj9Dxz+Tb016gvdJkJg5zJ8d6KykXXiROX1bah6xen++eqCmIU4duUSD6zpD4CiaNBoFJYO+JvmXn4Fd1YU+F8TSL0CY9ZCQKeyi10IUSryXW1dZfF5mhUzu2N2s+zkMv6J+seylpteqyekbgj3NryXkLohxZuxT4hq4LeTv/He9vcsk/YAuNu5k2POISU7BQBfR19m3TWL+q4lnHk1+gD8+zkcXQm5y3H4d1Jb7hr1lRktqyhZJ05UfaYcuHJEfVynzU13S8xKUx+YDYACGiPp2ZmF76zRqF0qT/6trhcnSZwQQhRbXEYcv5/+nWWnlnEh5YJlezP3ZgxpOIQB9QbIAtyiRhveeDg6jY63t72NVqPl0RaPMq71OOz19pxKPMXEsImcTz7Po38/yje9v6F17RJMtlanDdw/D65Nga1fwIHFcGEHLHpAXTw8dDI0GSDJXDUmSZyonK4eB1O2uixArZsP3E3KvJ7EKbZoMAJG0nKyb7o/da8ncZdl0W8hhCiq3ElKlp1cRtiFMIyKOhbZ0eDI3fXu5r7G99Hco3nFBilEJTK00VBaeLbAXmePv0ve8h6NazVmwYAFPLfhOQ7FHWJS+CRWDV2Fra6Es8l6NIB7Z6pJ246vYfcP6pq4Sx6WZK6akyROVE43joe7xRdPbhKnxYbrnQnIyM666f74tstfvhBCiNv6ev/XzD001/K8de3WDG80nH5B/XAwyPhiIQrTuFbjQre727kzt+9c7l1xL5fTLrPo2CIeb1nKWbNd6qgLh3edANu/hJ3fSjJXzWkrOgAhChV9UL2/RVdKgJRsdWITLTZorl+TSDfeIonLLS/uFGSnlTpMIYSoCfoF9cPFxoWRzUay7N5l/DzwZ4Y2GioJnBAl5Ghw5Ll2zwEw9+BcEjITrFSwB/R5B146pE52YuOUl8zNCYHjq9U5AkSVJ0mcqJwsLXG3SeKy1CROhy0aRR08n3mrJM7JC5zrAArEHLZGpEIIUe01cW/Cpgc28dodr920dUEIUTz3NriXJrWakJKTwuwDs61buKMH9HkbXjxYMJn7rjecDbfu+US5K3YSpygK58+fJyMjoyziEQLMJog5pD6+TRKXmq3+Heo1tmivt8Rl5NwiiQO1WwFIl0ohagipt6zDRlfI+ptCiBLTaXW83PFlAH458QunEk5Z/yT5krkJYHCASxGw4F5YMFh9LKqkEiVxjRo14uLFi2URjxBw7QzkpKlfNB4Nb7lrWo7aEqfX2qLVqEncLVviIC8xlCROiBpB6i0hRGXVqU4nevj1wKgYeWnTSyRlJZXNiXK7Wb54AO54GrQGOBsGc3vB0kfg6omyOa8oM8VO4rRaLY0aNeLatWtlEY8QecmVTyvQ6m65a24SZ6Oxy2uJM95idkqQJE6IGkbqLSFEZfZe1/fwdfQlKiWKSeGTMJqNtz3GstTHyWX8dvI3TiacLNrJnLxg4Cfw/B5o8zCggWN/wDedYOWzkBhVujcjyk2JxsR98sknTJo0icOHZUyRKAPR+9X723SlBMjIUbtH2ejs0GrUMXFZRU3irh6DnJusKSeEqFak3hJCVFbudu7M7DUTe70926O389GujzDnLuBdiINXD3LfqvuYsnUK72x/h3e3v8v9f9zPjIgZZJlu0xspV60gGDobnt0OTe9RFwzf/zN8GQzr3oSMRKu8N1F2SpTEPfLII+zatYs2bdpgb2+Pu7t7vpsQpVLESU0AMoxqEmers0OnyZ3Y5DZJnKsf2LuD2QixR0sVqhCiapB6SwhRmTVxb8IH3T4AYOmJpbyw8QVSslPy7ZNjzuHvyL8Zs3YM8ZnxBDgHEOofSgfvDpgVMz8c/oEH/3iQC8kXin5ir2bw0M/wxAYI6q6u0bttJsxsBzvngCnHmm9TWFGJ1on7/PPPrRyGENcpSt7yArkTkNxCpkltSbO7IYnLMt0midNo1ATx7CZ1pqa67UsVshCi8pN6SwhR2d0VeBcfdvuQd7a9Q/jFcB768yGauDchKSuJK+lXuJRyCaOidrUM8Qvhk5BPcDQ4ArAxaiPvbn+XM0lneGvbW/zQ7wc0xVkTzq8DjP4DTq1TW+LiTsDfr6iJ3F3vQdO7ZY25SqZESdzo0aOtHYcQqoRzkJUEOhuo3fS2u2cac5M4e/QaAyiQdbuJTUBdRPzsJhkXJ0QNIfVW0ZhMJnJy5Mq7qP4MBgM63a3H3VeEQQ0GUd+1Pi9uepGolCiiUvKPUbPX2/Ngkwd5sf2L6LV5P+N7BfSiiXsTBq8czJ4re9gQtYE+gX2Kd3KNBhr3gwa9Ye+PsOlDiD8DS0dCYFd1MXG58F1plCiJAzhz5gzz5s3jzJkzfPHFF3h5ebFmzRr8/f1p0aKFNWMUNUluUuXVHPS3n84626wmcfaGvCQu23ybljiQyU2EqIGk3ro5RVGIiYkhMTGxokMRoty4ubnh4+NTvBarctDCswW/DPqFvyP/RqvR4mrjioe9B4EugXg5eKHVFD4aqq5TXR5r8RhzDs5h+p7phPiFlGxpEJ0eOo6FVvfD1i9g+1dwfivM7QmtH1RnuXTxLd2bFKVWoiQuPDycAQMG0LVrVzZv3swHH3yAl5cXBw8e5LvvvuO3336zdpyipijGeDjIS+IcDHbotQYwQ3ZR+m/XaavexxxW+3vrDCUIVghRVUi9dWu5CZyXlxcODg6V7ketENakKArp6enExsYCUKdOnQqOqCB3O3dGNhtZ7OPGtBzDilMruJR6iYXHFjKm5ZiSB2HnAr3fhA6Pw8apcGAxHFwKx/6EkJeh83jQ25a8fFEqJUriXnvtNaZOncrEiRNxdna2bO/ZsydffPGF1YITNVAxk7gccxZowdHgoCZxQPbtxsQB1KoHNs6QnQJxJ8G7Zl+FF6K6k3rr5kwmkyWB8/DwqOhwhCgX9vb2AMTGxuLl5VUpu1aWhIPBgReDX+SNf9/g24PfclfAXfi7+JeuUFc/dSbLO5+G1a/AxV2w4V3YuwD6T4PG/WW8XAUo0eyUhw4dYujQoQW2165dW9bhESWnKDckcW2LdIhRUce/ORocMOQmcUXpTqnVquPiQLpUClEDSL11c7lj4BwcHCo4EiHKV+7ffHUbB3pP/Xto59WOtJw0Xtj0AunX19QtNd92MHYdDP0WnHwgIRIWPwQ/D4e4U9Y5hyiyEiVxbm5uREdHF9i+b98+6tatW+qgRA2VEg3pcaDRgXfzIh1iVNTulE62Dhi0ar9vo7mIX8YyLk6IGkPqrduTLpSipqmuf/NajZbpPabjae/J6cTTTNk6BUVRrFO4RgNtHlQXC+/6EmgNcPofdbHwdVMgM9k65xG3VaIkbsSIEbz66qvExMSg0Wgwm81s3bqVl19+mUcffdTaMYqaIjeZqt0UDPZFOsSM2urmYpPXEpdTlJY4yFvCIHdJAyFEtSX1lhCiJvFy8GJG6Az0Wj3rz6/n6/1fW/cEts5w17swfqfandJshG1fwlcd4fAytXeVKFMlSuI++OADAgICqFu3LqmpqTRv3pyQkBC6dOnClClTrB2jqCmKOR4OwIzandLF1sEyA1NOcVviYg6C2Vzkcwohqp6qUm+lpKTQsWNH2rZtS6tWrZg7d26+16dPn06LFi1o2bIlCxcurKAoK4fZs2fj7OyM0Wi0bEtNTcVgMNC9e/d8+27ZsgWNRsPJkyfLO0wLjUZjuTk7O9OhQweWL19eYfGI6q+tV1veuPMNAOYcnMM3+7+xXotcLo8GMGIpjPgV3OtDagz8NgYWDoNrZ6x7LpFPiZI4g8HAzz//zMmTJ/nll19YuHAhx48f56effqo2A0NFBShBEqdorrfE2Tliqytmd0rPxqC3g+xUiD9brFCFEFVLVam3HBwcCA8PZ//+/ezcuZNp06ZZxuwdOnSIRYsWERERwZ49e5g1a1aNXhKgZ8+epKamsmfPHsu2LVu24OPjw+7du0lPzxsHFBYWhq+vL40bN66IUC3mzZtHdHQ0u3fvpk2bNtx///1s3769QmPKlZ1dxF4sokoZ3ng4E4InADDrwCy+3Pel9RM5gMZ94ZntEDoZdLZwZiN80xnCPoKcTOufT5QsiTt1Sh282KBBA4YPH84DDzxAo0aNShTAN998Q7169bCzsyM4OJgtW7bcdN+wsLB8V7Jyb8ePHy/RuUUlU4okzs3OEZvrywQYlSImcTo9eLe8fu79RT6nEKLqsWa9VZZ0Op1lsoXMzExMJpPlB9exY8fo0qULdnZ22NnZ0bZtW9asWVOR4VaoJk2a4OvrS1hYmGVbWFgYgwcPpkGDBmzbti3f9p49ewKwcOFCOnTogLOzMz4+PowYMcIy1bzZbMbPz4/Zs2fnO9fevXvRaDScPate8EtKSuKpp57Cy8sLFxcXevXqxYEDtx9fnbsuWdOmTZk9ezZ2dnasWrUKUJP0Xr16YW9vj4eHB0899RSpqamW17RaLXFxcQAkJCSg1Wq5//77LWVPmzaNzp07W54fPXqUgQMH4uTkhLe3N6NGjbIcDxAaGspzzz3HxIkT8fT05K677rr9hy6qpDEtxzCpwyQA5h6ayzvb3yGnKMsxFZfBDkJfg2e3Q4NeYMqCsGkwq7Oa1AmrKlES16RJE+rWrcuIESOYM2cOJ06cKNHJly5dyksvvcQbb7zBvn376N69OwMGDCAqKuqWx504cYLo6GjLrTJWxKKYUq9C8iVAAz4ti3RIttGERqt+CdWyc8JGp65VYipqEgcyuYkQNYS16q3NmzczaNAgfH190Wg0rFy5ssA+xbk4WZjExETatGmDn58fr7zyCp6engC0bNmSTZs2kZiYSGJiIhs3buTSpUsleh+3oygK6dnGcr8Vt4UgNDSUTZs2WZ5v2rSJ0NBQevToYdmenZ3N9u3bLUlcdnY277//PgcOHGDlypVERkby2GOPAaDVannooYf4+eef851n0aJFdO7cmfr166MoCnfffTcxMTGsXr2aiIgI2rdvT+/evYmPjy9y7AaDAb1eT05ODunp6fTv359atWqxe/dufv31V/755x+ee+45QP239/DwIDw8HFD/Dj08PNi8ebOlvLCwMHr06AFAdHQ0PXr0oG3btuzZs4c1a9Zw5coVHnjggXwx/Pjjj+j1erZu3cqcOXOKHLuoeh5t8ShT7pyCVqNl+anljPtnHElZSWVzMo8G8MhyGD5PncUy/iz8NBR+fRxSYsrmnDVQidaJi46OZuPGjYSHhzNjxgyeeeYZvL296dGjB6GhoYwbN65I5Xz22WeMHTuWJ554AoDPP/+ctWvXMmvWLKZNm3bT47y8vHBzcytJ6KKyirmeRHk0UAfLFkFCRprlsau9Q153SknihBD/Ya16Ky0tjTZt2vD4449z3333FXg99+LkN998Q9euXZkzZw4DBgzg6NGjBAQEABAcHExWVlaBY9etW4evry9ubm4cOHCAK1euMGzYMIYPH463tzfNmzfnhRdeoFevXri6utKxY0f0+hJV47eVkWOi+Vtry6TsWzn6Xj8cbIr+nkJDQ5kwYQJGo5GMjAz27dtHSEgIJpOJmTNnArBjxw4yMjIsSdyYMXmLH9evX5+ZM2dyxx13kJqaipOTEyNHjuSzzz7j/PnzBAYGYjabWbJkCa+//jqgJoqHDh0iNjYWW1v14uH06dNZuXIlv/32G0899dRt487KyuLTTz8lOTmZ3r178/PPP5ORkcGCBQtwdHQE4KuvvmLQoEF8/PHHeHt7ExISQlhYGPfddx9hYWGMHj2aH3/8kaNHj9K4cWO2bdvGhAnXu83NmkX79u358MMPLef84Ycf8Pf35+TJk5ZupQ0bNuSTTz4p8uctqrYHmz5IHac6TAqfxK6YXYz4awT/C/0fTd2bWv9kGg20HAYN+8CmD2HXHDiyHM5sgL5Tod0oWVuulErUEuft7c3DDz/M7NmzOX78OCdPnqRfv34sW7aM8ePHF6mM7OxsIiIi6Nu3b77tffv2zdcFojDt2rWjTp069O7dO98VuMJkZWWRnJyc7yYqocv71ftidKW8MYlzsXHATq8mcWbFeLNDCrpxchOZSUmIassa9RbAgAEDmDp1KsOGDSv09RsvTjZr1ozPP/8cf39/Zs2aZdknIiKCw4cPF7j5+voWiLl169b5Wluefvpp9u7dy6ZNm7CxsaFhw4aFxlFT6r6ePXuSlpbG7t272bJlC40bN8bLy4sePXqwe/du0tLSCAsLIyAggPr16wPqshKDBw8mMDAQZ2dnQkNDASy9gNq1a0fTpk1ZvHgxAOHh4cTGxlpasSIiIkhNTcXDwwMnJyfLLTIykjNnbj2Rw8MPP4yTkxMODg589tlnTJ8+nQEDBnDs2DHatGljSeAAunbtitlstrQah4aGWrqOhoeH07NnT0JCQggPD2f37t1kZGTQtWtXS4ybNm3KF1/TpuoP9Rtj7NChQ2k+flEFhfiFsGDAAuo41iEqJYqRf43klxO/lM04OQA7FxjwETwVpq4BnJkEq56HHwfJxCelVKJLeKmpqfz777+EhYVZBmA3a9aM559/3tKUfztxcXGYTCa8vb3zbff29iYmpvCm1jp16vDtt99armL+9NNP9O7dm7CwMEJCQgo9Ztq0abz77rvFe4Oi/F3ep977ti/yIUmZ15M4sx69Tm9J4orVndKrGWj1kJEASRfALaDoxwohqgxr1Fu3k3tx8rXXXsu3vSgXJ3NduXIFe3t7XFxcSE5OZvPmzTzzzDOW12NjY/Hy8uLEiRPs2rWrwNitXKWt++wNOo6+16/Ex5fmvMXRsGFD/Pz82LRpEwkJCZZ/Sx8fH+rVq8fWrVvZtGkTvXr1AtSW1L59+9K3b18WLlxI7dq1iYqKol+/fvkm9hg5ciSLFi3itddeY9GiRfTr18/SrdVsNlOnTp18Y/Fy3a6X0IwZM+jTpw8uLi54eXlZtiuKctM1y3K3h4aG8uKLL3L69GkOHz5M9+7dOXPmDOHh4SQmJhIcHIyzs7MlxtxWvP+qU6eO5fGNSaOoOZq4N+HXQb/yxr9vEH4xnPd3vM/WS1t5s/ObeNp7ls1J67SBJzbAztmwcSqc2wKzuqhj6Do/r85TIIqlRJ9YrVq1cHd3Z9SoUUyZMoVu3brh6upaogD++6V1qy+yJk2a0KRJE8vzzp07c+HCBaZPn37TJG7y5MlMnDjR8jw5ORl/f/8SxSrKkCWJa1fkQxIz1QHfKGryZnd9TJyZYiRxels1kYs5pHaplCROiGrJmvXWzZTk4uR/Xbx4kbFjx6IoCoqi8Nxzz9G6dWvL60OGDCExMRFHR0fmzZt30+6Upa37NBpNsbo1VqSePXsSFhZGQkICkyZNsmzv0aMHa9euZceOHTz++OMAHD9+nLi4OD766CPL53Hj7Ja5RowYwZQpU4iIiOC3337L15Lavn17YmJi0Ov1BAUFFStWHx+fQltPmzdvzo8//khaWpolsdq6dStardbS9TF3XNzUqVNp06YNLi4u9OjRg2nTpuVLYHNjXLZsGUFBQWXW5VZUba62rszsNZMfj/zIzH0z2XhhI3tj9/JGpzfoH9S/bE6q00OX56Dp3fDnS3A2DP55Bw4vh3u/BN+2ZXPeaqpE3SnvvvtuTCYTP/30EwsWLGDRokUcO3asWGV4enqi0+kKVGyxsbEFKsBb6dSpk2XWscLY2tri4uKS7yYqmZQreZOaFKM7ZXKWOn20FjV5szNcT+KK050SZFycEDWANeqtoirOxcn/Cg4OZv/+/Rw4cICDBw/ma4UD2LZtG0ePHmX37t0EBwfftJyaVPf17NmTf//9l/379+dLZHr06MHcuXPJzMy0jIcLCAjAxsaGL7/8krNnz7Jq1Sref//9AmXWq1ePLl26MHbsWIxGI4MHD7a81qdPHzp37syQIUNYu3Yt586dY9u2bUyZMqXQhLAoRo4ciZ2dHaNHj+bw4cNs2rSJ559/nlGjRll+E2k0GkJCQli4cKGlC2jr1q3Jzs5mw4YNlm0A48ePJz4+nocffphdu3Zx9uxZ1q1bx5gxYzCZTCWKUVQ/Wo2Wx1s+zpK7l9CkVhMSsxKZFD6J/wv7P+Iziz5JT7G514NRK2HILLBzU4e0zO0F696EnIyyO281U6IkbuXKlcTFxbF+/Xq6detm+fLw8fHhoYceKlIZNjY2BAcHs379+nzb169fT5cuXYocy759+/J1DRBVUG4rXO0mYOtU5MPykrjrLXG5Y+IobhLXVr2XJE6Iassa9dbtWOvipCienj17kpGRQcOGDfN9zj169CAlJYUGDRpYWt1q167N/Pnz+fXXX2nevDkfffQR06dPL7TckSNHcuDAAYYNG4a9vb1lu0ajYfXq1YSEhDBmzBgaN27MQw89xLlz50r87+zg4MDatWuJj4+nY8eODB8+nN69e/PVV18VeK8mk8mSsGk0GsvC5t26dbPs5+vry9atWzGZTPTr14+WLVvy4osv4urqilZbop9+ohpr4t6ExXcvZlybceg0OtadX8fQ34fyz/l/yu6kGg20HQHP7YaW94Figm0zYXZ3uLC77M5bjZSqjb1169aYTCZycnLIyspizZo1LF++vMjHT5w4kVGjRtGhQwc6d+7Mt99+S1RUlGWWsMmTJ3Pp0iUWLFgAqLNXBgUF0aJFC7Kzs1m4cCHLli1j2bJlpXkboqJd3qveF2M8HEBKtprE6a63xNlfT+KU4nSnhLyWuMv71MlNZLYkIaqt0tZbt3LjxcmhQ4datq9fvz5fS46wrqCgoEInZfDz8yt0+8MPP8zDDz+cb1th+z377LM8++yzhZ7T2dmZmTNnWmbALIrbTRzRqlUrNm689Vpazz33nGXZgVyFLXMB0KhRo1v+bRc2pk/UXAadgfFtx9PTvydv/PsGpxNPMyFsAgPrDWTyHZNxs3MrmxM7ecHwH6DV/fDHS3DtFPzQF7o8D6Gvq2vPiUKVKImbMWMGYWFhbNmyhZSUFNq2bUuPHj14+umnbzo2rTAPPvgg165d47333iM6OpqWLVuyevVqAgMDAXVK6BvXjMvOzubll1/m0qVL2Nvb06JFC/766y8GDhxYkrchKosSjIcDSMtN4jRq8uZwvTuloilmS5xPK3Vyk7SrMrmJENWUteqt1NRUTp8+bXkeGRnJ/v37cXd3JyAg4LYXJ4UQojJr7tGcpfcsZfaB2Xx/+HtWR65mV8wu3uvyHt39upfdiZsMgIBOsGYyHFgMW7+AE2vULpd+N+86XpNplBLMKdqhQwdCQ0MJDQ0lJCSkSvW1T05OxtXVlaSkpCoVd7WlKDC9kZpAPbEB/Io+3fHr6+bxR/RnuNKSf0cvJizyMM9vfhhMDhwas7N4ccwJUbtTDp+nrmsihKhQ1v6utla9FRYWZhlfdaPRo0czf/58QF3s+5NPPrFcnJwxY0axEsWycKvPMzMzk8jISMsC5ULUFPK3f2uHrh5iytYpnE06C8BDTR5iYoeJ2Ovtb3NkKR1frU58knoFNFro+iKETlYno6vmilP3laglrqQDd4UoIOmimsBp9eDdoliHpuaoLXEGjfqf2kFfwpY4gLod1CTuUoQkcUJUQ9aqt0JDQ2/bLe5W3fCEEKKqaFW7FUvvWcoXe79g4bGFLDmxhJ0xO/mo+0c092hediduOlBtlfv7FTj0K/w743qr3DdQt3hDb6qzEo+JS0xM5Pvvv+fYsWNoNBqaNWvG2LFjrT5ls6jmcrtSejUDQ/Gu7KRmq+vE2enV6Zgdba5foSlJEufXAfZ8ryZxQohqSeotIYQoHju9Ha/e8Srd63ZnytYpRCZFMvKvkYxvN57HWzyOTlu8tR2LzMEd7vsOmg+GPyfA1WPwXR91XbluE2VdOUo4O+WePXto0KABM2bMID4+nri4OGbMmEGDBg3Yu3evtWMU1VkJJzUBSMtR14lz0Duo99fHxGk0ZrKNxUzk6l7vxnl5P5iKOTGKEKLSk3pLCCFKrkvdLiy/dzl9AvpgVIx8sfcLnvnnGRIyE8r2xM0GwbM7ocVQdQbLTR/AvP5w7UzZnrcKKFESN2HCBO69917OnTvH8uXLWbFiBZGRkdxzzz289NJLVg5RVGslnNQEIN2otsQ5/LclDkjNzixeYR4NwdYVjBkQWzZrRwkhKo7UW0IIUTpudm58FvoZ73V5D3u9Pdujt/PAnw9w6Oqhsj2xo4c6Z8GwuepvtYu71aUIIuarcyvUUCVuiXv11VfR6/OaMvV6Pa+88oqMlxNFZzbnJXEl6OOcYVTHxDkZ1LXlHG3yBiWnZWcVrzCtFupeTyQvyd+wENWN1FtCCFF6Go2GoY2G8vPAnwl0CSQmLYbRa0bz59k/y/rE0PoBeGYrBHWHnDT440VYMgJSr5btuSupEiVxLi4u+ab+z3XhwgWcnZ1LHZSoIeJOQmYS6O3Bq/gDZLPMahLnfH2B8Nx14gDSitsSB3ldKi/KuDghqhupt4QQwnoa1WrE4rsX09O/JznmHCZvmczX+7++7cRPpebmD4+ugr5TQWcDJ1bDN53gxN9le95KqERJ3IMPPsjYsWNZunQpFy5c4OLFiyxZsoQnnniiwAKaQtzUhR3qvV8H0BmKfXi2OQMA1+tJnFarRTGrA2zTc7KLH0/u8gYyuYkQ1Y7UW0IIYV3ONs583vNzHm/5OACzD8zm+Y3PE5seW7Yn1mrVxcCf3AReLSA9DhY/pLbMXV9DuCYo0dQu06dPR6vV8uijj2K8PoGEwWDgmWee4aOPPrJqgKIai7q+lpv/nSU6PEdR/6PmJnEAGvSAifSckrTEXV9M8upxyEwGO1lHUIjqQuqtmiU0NJS2bdvy+eefAxAUFMRLL70k4x+FsDKtRsvE4IkEuQTx/o73Cb8YzpDfhzCpwyTuqX8PhhJcpC8yn5bw5EbY+D5s/1odI3d+Owz/QX2tmitWS1x6ejrjx4+nXr16LFq0iCFDhhAWFsa+ffuIj49nxowZ2NpW/4X4hJVEbVfvAzqX6HATaqLmdmOypajXJTKMxRwTB+DkBa4BgALR+0sUkxCicpF6q3p77LHH0Gg0BW6ffPIJ77///k2P02g0rFy5svwCFaKaG9ZoGEvvWUpzj+akZKfw1ra36PVrLz7Y8QFHrh0puxMb7KDfB/DoSnDygbgTMLcX7Jpb7Sc9KVZL3Ntvv838+fMZOXIk9vb2LFq0CLPZzK+//lpW8YnqKuUKJEQCGvDvWKIizNeTOE+HvCROgx4FSC/uxCa5/IIhKQou7IJ6ISUrQwhRaUi9Vf3179+fefPm5dtWu3ZtdLoyWr/qBjk5ORgMZdjSIEQV0rhWY34e+DMLji5gwZEFXMu8xpITS1hyYgktPVryQJMHuLv+3djobG5fWHHVD1UnPVn5DJxaB6tfhjMbYfDX6ppz1VCxWuKWL1/O999/z7fffssXX3zBX3/9xcqVKzGZTGUVn6iucsfDeTUHu5IttKto1CTO4z9JHEBGTgmTuIAu6v35rSU7XghRqUi9Vf3Z2tri4+OT79a7d++bdp0MCgoCYOjQoWg0GstzgD/++IPg4GDs7OyoX78+7777rqX7LagteLNnz2bw4ME4OjoyderUMnxnQlQ9eq2eMS3H8M/9/zC7z2wG1BuAQWvg8LXDvLXtLQYuH8jS40vJNpVg7oLbcfSEEb9A/4/yJj2Z1RUit1j/XJVAsVriLly4QPfu3S3P77jjDvR6PZcvX8bf39/qwYlqLHc8XECnEh2ekZODRqcmap6ONyRxlu6UJfxyCOqaF58pp0QTrgghKg+pt0pIUSCnAiYIMDioU4mXod27d+Pl5cW8efPo37+/pcVu7dq1PPLII8ycOZPu3btz5swZnnrqKUBt0c319ttvM23aNGbMmFEurX1CVEV6rZ6udbvStW5X4jPjWXFqBYuOLeJK+hWm7pzK3ENzebLVkwxtNNS6LXMaDXR6BgK7wG9j4Npp+HEQhLwMPV4DXYmmA6mUivVOTCYTNjb5P2i9Xp/vKpUQRZLbElfCJO5qarLlsZdjXkueVmPARAnHxAHUbgb27pARD5f3l7irpxCicpB6q4Ry0uFD3/I/7+uXwcaxWIf8+eefODnlTXA1YMCAW+5fu3ZtANzc3PDx8bFs/+CDD3jttdcYPXo0APXr1+f999/nlVdeyZfEjRgxgjFjxhQrRiFqMnc7d8a2GssjzR9h+anlfHfou3zJ3DNtnmFIwyHotFa8KFKnDTwVDmtehX0LYfOncO5fddITlwr4bisDxUriFEXhscceyzcIPDMzk3HjxuHomPelu3z5cutFKKqf7HSIPqA+LmESF5emJnGKosXBkLfIt/b6n3RmSZM4rVa9enP8Tzj/ryRxQlRxUm9Vfz179mTWrFmW546OjiVaNiIiIoLdu3fzwQcfWLaZTCYyMzNJT0/HwcEBgA4dOpQ+aCFqIFudLQ83fZhhjYblS+be2f4Oi44vYlLHSXSqU7LfhYWf0EkdE1e/J/zxkjqh3uxuMGwuNOxtvfNUkGIlcblXp270yCOPWC0YUUNcigCzEZx9wbVk3Zni0tUkTmO2Q3ND1xudRu3+mGnMKXl8Qd3UJO7cv9BtQsnLEUJUOKm3SsjgoLaKVcR5i8nR0ZGGDRuW+tRms5l3332XYcOGFXjNzi7vYuGNyb8QovhuTOaWHl/K7IOzOZlwkifXPUmoXygTO0yknms9652w1XDwbQe/joaYQ7DwPrV7ZehksGbrXzkrVhL339mfhCiRqNyulHeWeOxDfEYKAFrs8m3PbYnLKmlLHKhJHKhxmozVqv+0EDWN1FslpNEUu1tjVWIwGApMbtO+fXtOnDhhlYRQCHF7tjpbHm3xKPc2uJdZB2ax9MRSwi6G8e+lf3mo6UOMbzseJxun2xdUFB4NYOw/sOY1iJindq+M2gH3fQ/O3tY5Rzkr1uyUQlhFZLh6nzsTZAnEZ6otcTrs823Xa9WWuKzSzHrk1QLs3CA7Na/bpxBCiGojKCiIDRs2EBMTQ0JCAgBvvfUWCxYs4J133uHIkSMcO3aMpUuXMmXKlAqOVojqzc3Ojcl3Tmb54OX08OuBUTGy8NhCBq8czJpza1Cstd6bwQ4GfQ7DvgODI5zbonavjNxsnfLLmSRxonxlpea1xJWiP3Li9ZY4gyZ/EpfbnbJUSZxWC4HXZ6k8/2/JyxFCCFEp/e9//2P9+vX4+/vTrl07APr168eff/7J+vXr6dixI506deKzzz4jMDCwgqMVomao71qfr3p/xZw+cwhwDiA2I5ZJ4ZMY9884opKjrHei1vfDU2HqMldpsbBgMIR/Amaz9c5RDqSfmChf57aAOQfcAsG9fomLSc5KBcCg/U9LnMYACqVffySoK5z4Sx0X1/XF0pUlhBDFEBkZyZgxY7hy5Qo6nY4dO3ZYxmENHTqUsLAwevfuzW+//VbBkVa8+fPnF7o9LCws3/Nz587lez5o0CAGDRpU4Lh+/frRr1+/m57Pai0CQoib6lK3C8sHL+eHQz/w3aHv2HZ5G0N/H8oTrZ5gTKsx2Opsb1/I7dRuDE9sgNWTYP9C2PQBXNgFw76tMouDS0ucKF+nN6j3DfuUai2glGw1ibPT5h8Eb5WWOMhricsdFyeEEOXkscce47333uPo0aOEh4fnm1nzhRdeYMGCBRUYnRBClD1bnS3PtH2G5YOX08W3C9nmbL458A3Dfh/GtsvbrHMSGwcY8jUM/gb0dnB6PXwbCtEHrVN+GZMkTpSv0/+o96Wc2jUlJw0AO13+JM5wfUxcqVvifFqp68VlJcOFnaUrSwghiujIkSMYDAbLAuXu7u7o9XmdZnr27Imzs3NFhSeEEOUq0CWQ2X1m82mPT6ltX5uolCieXv80r25+lYTMBOucpN1IGLte7SWWeB6+vwv2L7ZO2WVIkjhRfuLPQkIkaPUQ1L1URaXnqC1x9vr8s6cZtOqivjnmUiwxAOqUs436qo9PrC5dWUKIamPz5s0MGjQIX19fNBoNK1euLLDPN998Q7169bCzsyM4OJgtW7YUufxTp07h5OTEvffeS/v27fnwww+tGL0QQlQ9Go2G/kH9WTVkFY80ewStRsvqyNUM+X0Ia8+ttU435zqt4elw9befMRNWjoO//g+MpWwUKEOSxInyk9uV0r8T2LmUqqh0YzpAgalnDTq1JS7HVMokDqDJAPX+5JrSlyWEqBbS0tJo06YNX331VaGvL126lJdeeok33niDffv20b17dwYMGEBUVN6g/ODgYFq2bFngdvnyZXJyctiyZQtff/0127dvZ/369axfv7683p4QQlRaTjZOvHrHq/w88GcaujUkPjOel8NfZmLYROIy4kp/Avta8PBSdf04NLD7O5g/EJIrYM3MIpAkTpSfMxvV+4a9Sl1Upul6Emf4T0vc9TFxOWYrXDlp2Bt0NnDtNMSdKn15Qogqb8CAAUydOrXQBaEBPvvsM8aOHcsTTzxBs2bN+Pzzz/H392fWrFmWfSIiIjh8+HCBm6+vL35+fnTs2BF/f39sbW0ZOHAg+/fvL3acWVlZJCcn57sJIUR10NKzJb/c8wvPtHkGvUbPP1H/MHjlYP4480fpW+W0Wgh9DUb8AnaucHE3zAmByKL3qCgvksSJ8mHMzluHo0HpxsMBZJnVJM75Py1xNjordacEsHXO6/YpXSqFELeRnZ1NREQEffv2zbe9b9++bNtWtIH4HTt25MqVKyQkJGA2m9m8eTPNmjUrdizTpk3D1dXVcvP39y92GUIIUVkZdAaebfssS+5ZQjP3ZiRnJ/P6v68zfsN4YtJiSn+Cxn3VZQi8W0HaVXUZgh2zoRLNUCtJnCgf5zari2c71gaf1qUuLud6EudqW3gSZ7RGSxzkdak88bd1yhNCVFtxcXGYTCa8vb3zbff29iYmpmg/KvR6PR9++CEhISG0bt2aRo0acc8991he79evH/fffz+rV6/Gz8+P3bt3F1rO5MmTSUpKstwuXLhQ8jcmhBCVVBP3Jiy6exEvtn8Rg9bAlktbGPL7EFacWlH6Vjn3+jB2HbR+EBQTrHkVfn8OjFnWCb6UZJ04UT4OXV/PqPlgtam6lIxKJgBu/xlbZ3N9TJxRsUJLHEDj/rD6ZXWGyrRr4OhhnXKFENWW5j/LpyiKUmDbrQwYMIABAwYU+tratWuLVIatrW2+pQmEEKK60mv1PNHqCXr59+LNbW9y8OpB3tr2FpsubOLtzm/jYV+K3242DjB0DtRpA+umqGvKxZ2ABxeCs4/13kQJSEucKHs5GXDsD/Vxq/utUqSRDABqOeSfajt3AUirJXFu/upyA4oZTq2zTplCiGrJ09MTnU5XoNUtNja2QOucEEII66rvVp8F/RcwIXgCeq2eTRc2MWzVMDZGbSxdwRoNdB4PjywDOzd1nNy3oXAxwhphl5gkcaLsnfhb7UrpGgB+d1ilSEWjtsR52OdP4nK7U5oUKy7Q3WSgen90pfXKFEJUOzY2NgQHBxeYTXL9+vV06dKlgqKquUJDQ3nppZcsz4OCgvj8888rLJ7C3GyZCiFEyei0Osa0HMOSu5fQqFYj4jPjeXHTi7y59U1Ss1NLV3iDXvDkRqjdFFKiYd6ACl1PTpI4UfZyu1K2Gm6VrpSKoliSOE8H13yv2epzkzgrtcQBtByu3p9aV2mnmRVClI/U1FT2799vmTEyMjKS/fv3W5YQmDhxIt999x0//PADx44dY8KECURFRTFu3LgKjLr6euyxx9BoNAVup0+fZvny5bz//vs3PbayJ1CzZ8/G2dkZozHvomRqamq+xeBzbdmyBY1Gw8mTJ8s7TIsbP39nZ2c6dOjA8uXLKyweUbM1cW/CkruX8HjLx9GgYeXplQz/Yzh7YvaUrmCPBvDEP9DkbjBlqevJrXkdTFZsPCgiSeJE2UqPz+uGaKWulKlZWWi06n8WT8f8Y+LsridxZmsmcbUbQ0AXtUvl/p+tV64QosrZs2cP7dq1o127doCatLVr14633noLgAcffJDPP/+c9957j7Zt27J582ZWr15NYGBgRYZdrfXv35/o6Oh8t3r16uHu7o6zs/PtCyilnBwr1jc36NmzJ6mpqezZk/ejc8uWLfj4+LB7927S09Mt28PCwvD19aVx48ZlEktRzZs3j+joaHbv3k2bNm24//772b59e4XGlCs7u/Iu2izKho3OhonBE5nXfx51nepyKfUSY9aOYfru6WSbSvH3YOusjokLeUV9vuNr+Pk+yEiwTuBFJEmcKFvHVoE5B7xbgndzqxR5JTXJ8ri2Q+FJnAkrXxFp/6h6v/cnMJutW7YQosoIDQ1VewP85zZ//nzLPs8++yznzp0jKyuLiIgIQkJCKi7gGsDW1hYfH598N51OV6A75Y2CgoIAGDp0KBqNxvIc4I8//iA4OBg7Ozvq16/Pu+++m681TKPRMHv2bAYPHoyjoyNTp04t0nGnTp0iJCQEOzs7mjdvfttF3Js0aYKvry9hYWGWbWFhYQwePJgGDRrkW7YiLCyMnj17ArBw4UI6dOiAs7MzPj4+jBgxgtjYWADMZjN+fn7Mnj0737n27t2LRqPh7NmzACQlJfHUU0/h5eWFi4sLvXr14sCBA7eMF8DNzQ0fHx+aNm3K7NmzsbOzY9WqVQAcOnSIXr16YW9vj4eHB0899RSpqamW17RaLXFx6oLNCQkJaLVa7r8/7+LvtGnT6Ny5s+X50aNHGThwIE5OTnh7ezNq1CjL8aD+X33uueeYOHEinp6e3HXXXbeNX1RPwd7BLLt3GcMaDUNB4cejP/LI6keITIoseaFaLfR6A+7/EQwOcDYM5vYu13WFJYkTZWv/IvW+1XCrFXk1XV20VjEbsNEb8r1mf31iE6u2xIE6q6atKySeh8hw65YthBCVjKIopOekl/ut1FOCF1Hu0gw3thyBOvvnI488wgsvvMDRo0eZM2cO8+fP54MPPsh3/Ntvv83gwYM5dOgQY8aMue1xZrOZYcOGodPp2LFjB7Nnz+bVV1+9bZyhoaFs2rTJ8nzTpk2EhobSo0cPy/bs7Gy2b99uSeKys7N5//33OXDgACtXriQyMpLHHnsMAK1Wy0MPPcTPP+fvVbJo0SI6d+5M/fr1URSFu+++m5iYGFavXk1ERATt27end+/exMfHF/kzNhgM6PV6cnJySE9Pp3///tSqVYvdu3fz66+/8s8///Dcc88B0LJlSzw8PAgPV+vXzZs34+HhwebNmy3lhYWF0aNHDwCio6Pp0aMHbdu2Zc+ePaxZs4YrV67wwAMP5Ivhxx9/RK/Xs3XrVubMmVPk2EX142hw5N0u7zKz50zcbN04Fn+MB/98kOWnlpfue6fFEHUZAhc/iD8D3/WGM6WcSKWIZIkBUXaidqhT82sN6hobVhKfrrbEaRS7Aq/ZGdQkTrF2S5yNA7R+AHbPhb0/QoOe1i1fCCEqkQxjBncuurPcz7tzxE4cDA7FOubPP//EySlvzdABAwbw66+/3vKY2rVrA3ktR7k++OADXnvtNUaPHg1A/fr1ef/993nllVd4++23LfuNGDGCMWPGWJ6PGjXqlsf9888/HDt2jHPnzuHn5wfAhx9+eNOlJHKFhoYyYcIEjEYjGRkZ7Nu3j5CQEEwmEzNnzgRgx44dZGRkWJK4G+OqX78+M2fO5I477iA1NRUnJydGjhzJZ599xvnz5wkMDMRsNrNkyRJef/11QE0UDx06RGxsrGWZiunTp7Ny5Up+++03nnrqqVvGDJCVlcWnn35KcnIyvXv35ueffyYjI4MFCxbg6OgIwFdffcWgQYP4+OOP8fb2JiQkhLCwMO677z7CwsIYPXo0P/74I0ePHqVx48Zs27aNCRMmADBr1izat2/Phx9+aDnnDz/8gL+/PydPnrR0K23YsCGffPLJbeMVNUfPgJ785vEbb/z7BjtjdvL2trfZemkrb3d5Gxcbl9sXUBifVvDUJlj6iPq7d91b8HQP0OqsG/x/SBInys6/M9T7Ng+Bi6/Vir2WngKAjoJJnJu9PQAmsoq9NtNttX9UTeKO/QmpV8GptvXKFkIIUSI9e/Zk1qxZlue5SUJJREREsHv37nwtbyaTiczMTNLT03FwUBPMDh06FOu4Y8eOERAQYEnggHxdA2/13tLS0ti9ezcJCQk0btwYLy8vevTowahRo0hLSyMsLIyAgADq168PwL59+3jnnXfYv38/8fHxmK8PAYiKiqJ58+a0a9eOpk2bsnjxYl577TXCw8OJjY21tGJFRESQmpqKh0f+tbUyMjI4c+bMLeN9+OGH0el0ZGRk4OrqyvTp0xkwYAATJ06kTZs2+f5tunbtitls5sSJE3h7exMaGsq3334LQHh4OO+//z6RkZGEh4eTlJRERkYGXbt2tcS4adOmfMl7rjNnzliSuP/+OwkB4O3ozZy75jDvyDy+3vc1686v41DcIT4O+Zh2Xu1KVqiTF4z+A9a9CZ2fLfMEDiSJE2XlyhE4uQbQQNeXrFp0YmZuEmdf4LU7/BrBTlB0SZyLT6Ceh7v1TlynNdTtAJf2wNbPod8Htz1ECCGqInu9PTtH7KyQ8xaXo6MjDRs2tMr5zWYz7777LsOGDSvwmp1d3oXD/yaKtzuusO5aRbnI2LBhQ/z8/Ni0aRMJCQmW7oQ+Pj7Uq1ePrVu3smnTJnr16gVAWloaffv2pW/fvixcuJDatWsTFRVFv3798k3sMXLkSBYtWsRrr73GokWL6NevH56enpb3UqdOnXxj8XK5ubndMt4ZM2bQp08fXFxc8PLysmy/1UXV3O2hoaG8+OKLnD59msOHD9O9e3fOnDlDeHg4iYmJBAcHWyaqMZvNlla8/6pTp47lcWkSelG96bQ6nmj1BHf63Mkrm1/hYupFHlvzGONaj+PJ1k+i15YgRdLbwsDya/mVJE6UjX8/V++bDwZP61SuuRKz1CTOoClY2fs41UZrdsGsTSY88hD1PHpY9dz0nAwL74Nd38Kd49TFwIUQoprRaDTF7tZY1RgMBkwmU75t7du358SJE8VOCm93XPPmzYmKiuLy5cv4+qo9U4o6a2PPnj0JCwsjISGBSZMmWbb36NGDtWvXsmPHDh5//HEAjh8/TlxcHB999BH+/mr9dOPslrlGjBjBlClTiIiI4LfffsvXktm+fXtiYmLQ6/X5JnwpCh8fn0I/g+bNm/Pjjz+SlpZmSay2bt2KVqu1tJrljoubOnUqbdq0wcXFhR49ejBt2rR8CWxujMuWLSMoKAi9Xn7KipJrVbsVvw76lQ92fsCfZ//kmwPfsCN6B5+EfIK3o3dFh3dLMrGJsL74SDi8TH3cfaLVi0/KUmezstEWfsXWVRcAwN6Yo1Y/Nw16Q1B3MGVD2DTrly+EEKJcBAUFsWHDBmJiYkhIUKcGf+utt1iwYAHvvPMOR44c4dixYyxdupQpU6bcsqzbHdenTx+aNGnCo48+yoEDB9iyZQtvvPFGkeLs2bMn//77L/v378+XyPTo0YO5c+eSmZlpGQ8XEBCAjY0NX375JWfPnmXVqlWFrpVXr149unTpwtixYzEajQwePNjyWp8+fejcuTNDhgxh7dq1nDt3jm3btjFlypRCE8KiGDlyJHZ2dowePZrDhw+zadMmnn/+eUaNGoW3t/pDWaPREBISwsKFCwkNDQWgdevWZGdns2HDBss2gPHjxxMfH8/DDz/Mrl27OHv2LOvWrWPMmDEFEnMhbsfJxolp3afxYbcPcdA7sDd2L/f/cT9bL22t6NBuSZI4YV2KAqsngWJSE546bax+itRsNYmz0xXeTcLfsQEApxPLYJpXjQb6vKs+PrAYrpRBoiiEEKLM/e9//2P9+vX4+/tb1v3r168ff/75J+vXr6djx4506tSJzz777Lbr/N3uOK1Wy4oVK8jKyuKOO+7giSeeKDDj5c307NmTjIwMGjZsaEl4QE3iUlJSaNCggaXVrXbt2syfP59ff/2V5s2b89FHHzF9+vRCyx05ciQHDhxg2LBh2NvnXRTVaDSsXr2akJAQxowZQ+PGjXnooYc4d+5cvvMXh4ODA2vXriU+Pp6OHTsyfPhwevfuzVdffVXgvZpMJkvCptFoLAubd+vWzbKfr68vW7duxWQy0a9fP1q2bMmLL76Iq6srWq38tBUlM6jBIH4Z9AtN3ZuSkJXAM/88w8y9MzGay38h76LQKOU1n28lkZycjKurK0lJSbi4lHAWGnFz+36G358FnS2M2wK1m1j9FI/89h4H0n6lvs1d/P7wZwVe/3DzTyyO/ARbY0P2jF1h9fMDsHSUugZeg14wcpm6XogQwmrku9q6bvV5ZmZmEhkZSb169fKN+xKiupO/fVGYLFMWn+z6hF9O/gJAB+8OfBLyCbUdyn5Cu+LUffLLU1hPcjSsnaw+Dn2tTBI4gDSj2hJnry+8Ja6zfysAMjUXyTGWUbeK3m+pieqZjbBtZtmcQwghhBBClCtbnS1vdn6Tj7t/jIPegT1X9jD8j+Fsv1y0cazlRZI4YR1mE/zxAmQmgW876PJCmZ0qw5gOqH2YC9PZrxmKokWjy2TPpciyCcKzEQy4PivWhvfg3L9lcx4hhBBCCFHuBtYfyJJ7ltC4VmPiM+N5ev3TfL3/a0zmyjHuUpI4UXpmM/w+Hk6tA50NDP4GdGU3W1SmKQ0AZ0PhLXF2BltszOrirdsuHCqzOAh+DFo/pI7/+20MJF0qu3MJIYQQQohyVc+1Hj8P/JnhjYejoDD7wGye/udp4jPjKzo0SeJEKZnN8OeL6iQfGh3c9z14Ny/TU2abMwBwti28JQ7A0yYIgIOxx8suEI0G7vkMajeD1CvwfV+Z6EQIIYQQohqx09vxdue3mdZ9mrqGZvROHvjjAQ5dLcOGgiKQJE6UXGosLH0E9i4AjRaGfQvN7y3z02YrahLnaut8033quzYC4HzK6bINxsYRRiwFj0aQfBF+6AdnNpXtOYUQQgghRLm6p/49LL57MUEuQVxJv8LoNaP55cQvVNQckRWexH3zzTeWWYGCg4PZsmXLLfcPDw8nODgYOzs76tevz+zZs8spUmFhMsKBJfD1HXDiL9DqYcgsaDW8fE5/PYmrZXfzJK6dTzMAEo3nyz6gWoEwdh0EdIasZPhpCCx7AhKjyv7cQghhJTVssmoh5G9eFFsDtwYsvnsxfQL6kGPO4f0d7/Pm1jfJNGaWeywVmsQtXbqUl156iTfeeIN9+/bRvXt3BgwYQFRU4T9+IyMjGThwIN27d2ffvn28/vrrvPDCCyxbtqycI6+BFAWunYHNn8IXbWDF05CRAD6t4KkwaPNQuYVi4noS53DzJC4kUF2fzqiLJTEjveyDcnCHUSuh/aPq80O/wpcdYPlTcGINGLPLPgYhhCgBg8EAQHp6OXxXClGJ5P7N5/4fEKIonGyc+Cz0MyYGT0Sr0fL7md8Z9fcoLqRcKNc4KnSduDvvvJP27dsza9Ysy7ZmzZoxZMgQpk2bVmD/V199lVWrVnHs2DHLtnHjxnHgwAG2by/atJ+y9lAhFAWMmZCZDFkpkJWkPk6JgfizcO0URO2AlOi8Y+zdofOz0PUl0JXfl19GTjZ3/NQVdJl8HbKEkHotCt1PURRaz+sMujSmdvyOwc3vLLcYubwf1k2Bcze0Khsc1YTXty14NASXuuDsDbYuYHAAGwd1H71N+cUpRCUm39XWdbvPMzo6msTERLy8vHBwcECj0VRAlEKUD0VRSE9PJzY2Fjc3N+rUqVPRIYkqamf0Tl7Z/ArxmfG42LjwUfeP6O7XvcTlFafuK7spBG8jOzubiIgIXnvttXzb+/bty7Zt2wo9Zvv27fTt2zfftn79+vH999+Tk5NT6JWUrKwssrKyLM+Tk5NLFffeo+FM2P5sqcooWtVY+ty6sPOUuFQ3LbjVJUejJwsbsjGgnF4Bp8toMe1CmVC0GWh06rvwcLj5H7dGo8FR40caJ3hj5zNM2aFD/UT+e4Oi/osUl8G/KbZkY0s2WsxAFFyOgss3P0a5SSw32y5EZeZk1vLnkxU78FsUjY+POqNvbGxsBUciRPlxc3Oz/O0LURJ31rmTpfcs5f/C/o+DcQcZv2E8z7R5hqfbPI1WU7YdHissiYuLi8NkMuHt7Z1vu7e3NzExMYUeExMTU+j+RqORuLi4Qq+kTJs2jXfffddqcRtNOcTrK3woYQVSgKzrt/KnARRFgwvNaFa77i33be/ZlS3xJ9Boc4CcconvRrlnTUVLJRh+KkS5M5vMFR2CKCKNRkOdOnXw8vIiJ6f8vy+FKG8GgwGdTlfRYYhqwMfRh3n95/HJ7k9YemIppxJPoSmHi+8VlsTl+m+XDUVRbtmNo7D9C9uea/LkyUycONHyPDk5GX9//5KGS7P6HZiR/lZuNDcEVuCBGp/mP609/31+o+uv5bWW/Xdf9V6rzd2vkLL++zkUiEtTaFyKzgZFb6/OMnkLFdnFxqDV4e/qSaBbbWz0t+/C+c2gCRy5ch8pWRmYFTNGsxmzomBWzJjMZswomMyV5EemKQetKROtMQswq11cFTPqv7KS/7nlsRCVm74M14sUZUOn08kPWyGEKCYbnQ1TOk2ho09HutXtVi6/lyushvX09ESn0xVodYuNjS3Q2pbLx8en0P31ej0eHh6FHmNra4utra11ggacHd3oc+f9VitPlK0W3gEVHYIQQgghhKgB+gX1K7dzVVgfLxsbG4KDg1m/fn2+7evXr6dLly6FHtO5c+cC+69bt44OHTrIzEJCCCGEEEKIGqFCB+pMnDiR7777jh9++IFjx44xYcIEoqKiGDduHKB2hXz00Uct+48bN47z588zceJEjh07xg8//MD333/Pyy+/XFFvQQghhBBCCCHKVYUOWHjwwQe5du0a7733HtHR0bRs2ZLVq1cTGBgIqFMe37hmXL169Vi9ejUTJkzg66+/xtfXl5kzZ3LfffcV+Zy5Y+hKO0ulEEKIspP7HS2L8VqH1H1CCFH5Fafuq9B14irCxYsXSzWxiRBCiPJz4cIF/Pz8KjqMKk/qPiGEqDqKUvfVuCTObDZz+fJlnJ2dq8ViprmzbV64cKFGL4grn4N8Brnkc6gen4GiKKSkpODr64tWK0t0lJbUfdWPfAYq+RzkM8hVHT6H4tR9NW7+Z61WWy2v6rq4uFTZP1hrks9BPoNc8jlU/c/A1dW1okOoNqTuq77kM1DJ5yCfQa6q/jkUte6Ty5tCCCGEEEIIUYVIEieEEEIIIYQQVYgkcVWcra0tb7/9tlUXNK+K5HOQzyCXfA7yGYjqT/7G5TPIJZ+DfAa5atrnUOMmNhFCCCGEEEKIqkxa4oQQQgghhBCiCpEkTgghhBBCCCGqEEnihBBCCCGEEKIKkSSuGjl37hxjx46lXr162Nvb06BBA95++22ys7MrOrRy9cEHH9ClSxccHBxwc3Or6HDKzTfffEO9evWws7MjODiYLVu2VHRI5Wrz5s0MGjQIX19fNBoNK1eurOiQyt20adPo2LEjzs7OeHl5MWTIEE6cOFHRYQlRZqTey1MT676aXu+B1H01ud6TJK4aOX78OGazmTlz5nDkyBFmzJjB7Nmzef311ys6tHKVnZ3N/fffzzPPPFPRoZSbpUuX8tJLL/HGG2+wb98+unfvzoABA4iKiqro0MpNWloabdq04auvvqroUCpMeHg448ePZ8eOHaxfvx6j0Ujfvn1JS0ur6NCEKBNS7+WpaXWf1Huqml731eR6T2anrOY+/fRTZs2axdmzZys6lHI3f/58XnrpJRITEys6lDJ355130r59e2bNmmXZ1qxZM4YMGcK0adMqMLKKodFoWLFiBUOGDKnoUCrU1atX8fLyIjw8nJCQkIoOR4hyUZPrPag5dZ/UewVJ3Vez6j1piavmkpKScHd3r+gwRBnKzs4mIiKCvn375tvet29ftm3bVkFRicogKSkJQL4DRI0i9V71J/WeuJmaVO9JEleNnTlzhi+//JJx48ZVdCiiDMXFxWEymfD29s633dvbm5iYmAqKSlQ0RVGYOHEi3bp1o2XLlhUdjhDlQuq9mkHqPVGYmlbvSRJXBbzzzjtoNJpb3vbs2ZPvmMuXL9O/f3/uv/9+nnjiiQqK3HpK8hnUNBqNJt9zRVEKbBM1x3PPPcfBgwdZvHhxRYciRLFJvaeSuu/WpN4TN6pp9Z6+ogMQt/fcc8/x0EMP3XKfoKAgy+PLly/Ts2dPOnfuzLffflvG0ZWP4n4GNYmnpyc6na7A1cfY2NgCVylFzfD888+zatUqNm/ejJ+fX0WHI0SxSb2nkrqvcFLvif+qifWeJHFVgKenJ56enkXa99KlS/Ts2ZPg4GDmzZuHVls9GluL8xnUNDY2NgQHB7N+/XqGDh1q2b5+/XoGDx5cgZGJ8qYoCs8//zwrVqwgLCyMevXqVXRIQpSI1HsqqfsKJ/WeyFWT6z1J4qqRy5cvExoaSkBAANOnT+fq1auW13x8fCowsvIVFRVFfHw8UVFRmEwm9u/fD0DDhg1xcnKq2ODKyMSJExk1ahQdOnSwXImOioqqUeNCUlNTOX36tOV5ZGQk+/fvx93dnYCAgAqMrPyMHz+eRYsW8fvvv+Ps7Gy5Su3q6oq9vX0FRyeE9Um9l6em1X1S76lqet1Xo+s9RVQb8+bNU4BCbzXJ6NGjC/0MNm3aVNGhlamvv/5aCQwMVGxsbJT27dsr4eHhFR1Sudq0aVOh/+6jR4+u6NDKzc3+/8+bN6+iQxOiTEi9l6cm1n01vd5TFKn7anK9J+vECSGEEEIIIUQVUn06jgshhBBCCCFEDSBJnBBCCCGEEEJUIZLECSGEEEIIIUQVIkmcEEIIIYQQQlQhksQJIYQQQgghRBUiSZwQQgghhBBCVCGSxAkhhBBCCCFEFSJJnBBCCCGEEEJUIZLECSGEEEIIIUQVIkmcEEIIIYQQQlQhksQJUUNdu3YNLy8vzp07V9GhWAwfPpzPPvuswssQQghRPUndJ6oLSeJElfPYY4+h0WgK3E6fPl3RoVUp06ZNY9CgQQQFBeXb1rFjR5ydnfHy8mLIkCGcOHGiROU/9thjvPbaa5bnBw8eZNiwYXh4eGBnZ0eLFi349NNPMRqNln3eeustPvjgA5KTk0v8vqxRhhBCVDZS91mH1H2iupAkTlRJ/fv3Jzo6Ot+tXr16BfbLzs6ugOgqv4yMDL7//nueeOKJfNvDw8MZP348O3bsYP369RiNRvr27UtaWlqxyjebzfz1118MHjzYUm6nTp2wt7fn999/58CBA7zyyitMnz6dYcOGYTabAWjdujVBQUH8/PPPJX5v1ihDCCEqI6n7SkfqPlGtKEJUMaNHj1YGDx5c6Gs9evRQxo8fr0yYMEHx8PBQQkJCFEVRFLPZrHz88cdKvXr1FDs7O6V169bKr7/+mu/Y1NRUZdSoUYqjo6Pi4+OjTJ8+XenRo4fy4osvWvYJDAxUZsyYke+4Nm3aKG+//XaRz9OjRw/l+eefVyZNmqTUqlVL8fb2thyfy2QyKR999JHSoEEDxcbGRvH391emTp2q/Pjjj4q7u7uSmZmZb/9hw4Ypo0aNKtoHqCjKsmXLFE9Pz9vuFxsbqwBKeHi4ZVuTJk0UoNDbF198oSiKomzevFnx8vJSTCaTYjQalXr16ikjR44sUP6RI0cUg8GgfPfdd5Zt77zzjtK9e/cC+44fP17p2rVroXEGBgYqU6dOvW0ZQghRVUndJ3Xff0ndV7NJS5yodn788Uf0ej1bt25lzpw5AEyZMoV58+Yxa9Ysjhw5woQJE3jkkUcIDw+3HDdp0iQ2bdrEihUrWLduHWFhYURERBTr3EU5T26Mjo6O7Ny5k08++YT33nuP9evXW16fPHkyH3/8MW+++SZHjx5l0aJFeHt7c//992MymVi1apVl37i4OP78808ef/zxIse5efNmOnTocNv9kpKSAHB3d7dsW7FiBQAbNmwgOjqaqKgo9Ho9v/76K08//TQAq1atYtCgQWi1Wnbt2kVkZCSTJk0qUH7z5s0ZOHAgS5cutWy744472LVrF1lZWZZtR48eZdasWXz88ceFxtmsWTP2799/yzKEEKI6k7rv9qTuE9VKRWeRQhTX6NGjFZ1Opzg6Olpuw4cPVxRFvdLXtm3bfPunpqYqdnZ2yrZt2/JtHzt2rPLwww8riqIoKSkpio2NjbJkyRLL69euXVPs7e2LfDWyKOfJjbFbt2759unYsaPy6quvKoqiKMnJyYqtra0yd+7cQt//M888owwYMMDy/PPPP1fq16+vmM3mQvcvzODBg5UxY8bcch+z2awMGjSoQKwbN25U9Hq95Yrovn37FECJiYmx7NO4cWNl1apViqIoys8//6wASlpaWqHnmTRpktK4cWPL8wMHDiiAcu7cOcu2xx57TLnzzjtvGuuIESPyXX0srAwhhKjKpO6Tuu+/pO6r2fQVlz4KUXI9e/Zk1qxZlueOjo6Wx/+9ynb06FEyMzO566678m3Pzs6mXbt2AJw5c4bs7Gw6d+5sed3d3Z0mTZoUOaainCdX69at8z2vU6cOsbGxABw7doysrCx69+5d6HmefPJJOnbsyKVLl6hbty7z5s2zDHgvqoyMDOzs7G65z3PPPcfBgwf5999/820/dOgQjRs3xtbWFoD9+/dTu3ZtvL29LfFfvHiRPn36AODi4gJAfHw8Dg4OBc6TkJBg2QfA3t4egPT0dACMRiPLli3jzTfftOzz9NNPc8cddzB27FgAUlJS8v0N/LcMIYSoDqTuk7pP6j6RS5I4USU5OjrSsGHDm752o9yBw3/99Rd169bN91rul7GiKEU6r1arLbBvTk5Okc+Ty2Aw5Huu0Wgsx+d+Cd9Mu3btaNOmDQsWLKBfv34cOnSIP/74o0jx5/L09CQhIeGmrz///POsWrWKzZs34+fnl++1gwcP0qpVK8vz/fv356uYV61axV133WV5H507d8ZgMPDHH3/wzDPP5CvLZDKxbt06hg0bZtkWHx8PQO3atQH1R0ZKSorlnGazmV9//ZVevXrli+lWZQghRHUgdZ/UfVL3iVwyJk5Ue82bN8fW1paoqCgaNmyY7+bv7w9Aw4YNMRgM7Nixw3JcQkICJ0+ezFdW7dq1iY6OtjxPTk4mMjKyyOcpikaNGmFvb8+GDRtuus8TTzzBvHnz+OGHH+jTp0+xyge1Mjx69GiB7Yqi8Nxzz7F8+XI2btxY6KxnBw8ezFdx/bci+/3337n33nstzz08PHjhhReYOnUqly9fzlfWjBkzuHbtGhMmTLBsO3z4MH5+fnh6egKQmJgIgJOTEwBr164lISEBGxsbAHbt2sX58+cZMmTITcsQQoiaRuq+gqTuE9WJtMSJas/Z2ZmXX36ZCRMmYDab6datG8nJyWzbtg0nJydGjx6Nk5MTY8eOZdKkSXh4eODt7c0bb7yBVpv/OkevXr2YP38+gwYNolatWrz55pvodLoin6co7OzsePXVV3nllVewsbGha9euXL16lSNHjli6UIwcOZKXX36ZuXPnsmDBgmJ/Jv369WPy5MkkJCRQq1Yty/bx48ezaNEifv/9d5ydnYmJiQHA1dUVe3t7zGYzR44c4a233rIcc/bsWYYOHQpAbGwsu3fvZuXKlZbXU1NTeeGFF9ixYwc9e/Zk8eLFtG/fnk8//ZQ33niDOXPmYGNjg8lkQqfTsWXLFvr27Ws5PjAwEI1Gw+LFi3F0dOT//u//GDhwIL///jtBQUE8/fTT9OrVi5CQEMsx/y1DCCFqGqn7CpK6T1QrFTkgT4iSuN00yzcOxs5lNpuVL774QmnSpIliMBiU2rVrK/369cs3fXBKSoryyCOPKA4ODoq3t7fyySefFCgvKSlJeeCBBxQXFxfF399fmT9/foFplm93nsJiHDx4sDJ69GjLc5PJpEydOlUJDAxUDAaDEhAQoHz44Yf5jhk1alShUy4XVadOnZTZs2fn28ZNpk+eN2+eoiiKcvLkSQVQzp8/bznmnnvuUdzc3JTw8HDlu+++KzAV8ttvv52vrNz3+d9zREZGKhkZGYqLi4uyffv2fGV8+OGHiouLi+Lt7a3MnTtXOXDggBIUFKQ4ODgoDz74oHLt2jXLvjcrQwghqjKp+1RS90ndJ1QaRSlih2ghaqDQ0FDatm3L559/XtGhFHDXXXfRrFkzZs6cWaLjV69ezcsvv8zhw4cLXHUtqXvvvZdu3brxyiuvlOj4r7/+mt9//51169aVOAZrlCGEEDWZ1H3FI3WfqAjSnVKIKiY+Pp5169axceNGvvrqqxKXM3DgQE6dOsWlS5eKPa7gZrp168bDDz9c4uMNBgNffvllqWKwRhlCCCEqF6n7yr4MUbVIS5wQt1AZr0YGBQWRkJDAm2++ycsvv1zR4QghhKhmpO4TovKTJE4IIYQQQgghqhBZYkAIIYQQQgghqhBJ4oQQQgghhBCiCpEkTgghhBBCCCGqEEnihBBCCCGEEKIKkSROCCGEEEIIIaoQSeKEEEIIIYQQogqRJE4IIYQQQgghqhBJ4oQQQgghhBCiCpEkTgghhBBCCCGqEEnihBBCCCGEEKIKkSROCCGEEEIIIaqQ/wfy+GsH5Op1lAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Build a Gaussian Filter for the m = 4 Rossby Wave\n", + "\n", + "mfilt = 1\n", + "\n", + "width = 5.0*(2.0*maxomega)/nt # width of the filter\n", + "freq1 = -2.0/(mfilt+1)\n", + "filter = np.exp(-((freqs - freq1)/width)**2)\n", + "print(freqs.shape, lpower.shape)\n", + "\n", + "fig,ax=plt.subplots(1,2, figsize=(9,2))\n", + "for i in range(2):\n", + " ax[i].plot(freqs, lpower[mfilt,:]/np.max(lpower[mfilt,:]), label='Wave Power')\n", + " ax[i].plot(freqs, np.sqrt(filter), label='Filter')\n", + " ax[i].plot(freqs, lpower[mfilt,:]*np.sqrt(filter)/np.max(lpower[mfilt,:]), label='Filtered Wave Power')\n", + " ax[i].set_xlabel(r'Frequency $(2\\pi/\\Omega) \\omega)$')\n", + " ax[i].set_ylabel(r'Power')\n", + "ax[1].set_yscale('log')\n", + "ax[1].legend(loc='lower left')\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since, the complex spectrum is fully in spectral space, $f(\\ell,m,\\omega)$, we can apply a spatial filter for $m=1$, by simply zeroing out the signal in all channels other than $m=1$. The Gaussian frequency filter can be applied using the inverse transforms from the TemporalFFT class (the filter is like a window function, but for frequency space). In the cell below, we perform such filtering and then plot a few timeframes of the resulting shell slices." + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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wZMmSUruPJyq6ioJsMa1Ro0aNDsDAwAAOOugg7LbbbrjuuuvGezg1amShDhHXqFFj3HHKKafg6KOPxq677oqNGzfis5/9LH71q1/h4x//+HgPrUaNbNQEW6NGjXHHli1bcNZZZ+FPf/oTent78YIXvADf+ta38Jd/+ZfjPbQaNbJRh4hr1KhRo0aNNqD+klONGjVq1KjRBtQEW6NGjRo1arQBNcHWqFGjRo0abUC9yYlheHgYDz30EGbNmvWM/R+GNWrUqFGjFUVRYMuWLVi4cCG6u+P+aU2wDA899BAWLVo03sOoUaNGjRodigceeMD15bqaYBnCv2363/99ALNm7Vi6v8HB0l20DRP9n1+M5/i7MTw+J+7kB8qDTh5/rRDZGB6n1caxfpy2bNmMPfZYpP57P44J/kRVjxAW7u3dEVOnlifYqVM706aMly5Wed4yfZUdRymCLftAVPlAjfXDWStE+847jgpRhmAnkjqEf1LkXT6sCVbBtm2jP2YZDA2V76Nd6OlpT7/W72Y9wO2ycVK/2jgqHUOK5nvr5liTXAvUDiLsRHINGMsHMOAZpBATXR0GBkZ4IQU1wSoYGgL6+8v3M9ntidSHNamwSH1gYDRdxeQmjE26B9q1h7qlfpvYTbfKy7RNrZf6cFbxMD8TFSKXRGm7Ksc2xgrRCepAbYsGjzOU6jDVBKuAe7Bl7EKn2pRcnaHtUm0Hr6+NITzIOV62ZkescfNxZNmVHEtRlbzMGFLrpNSrum070ckKUYboxkkhxkIdYsRpEWKOOtQebEXo75e9qPGY9LcLqbpqTYClPj0T5ZjeDg6mjbO3V7cVlkOgjcN9fuliU6xFGVnO+WJ9ecq9dcrUH0tMRoWYMmVcFKId6iCRaQ6BllGH1KhmTbAKtm2znyNPyCGgE9dhe3r81xAmGh47ErMhmk5bdsVrU6Rr4oQbsy2p9kuFx2rE8t463rap7assz607VpCIyKoLdL5CaOQ6DgqR82h7CHWs1SH10a0JVsHg4MgNLhtiSKk3lvDqzJQpvjVVidgCUmxIZQSHVsKlZGuNg48hOqZU4rTyVZBwmXaWvExZTr2xRIpC5BBrLqlWqRASubZBIcqqA9XZGKGOhTrQ8dQh4orQ3++bqLYjijYWyJ0A8/aaHaGKQddRw8PKCTimvzE7I9kOvo5Lzx2zZdl2zUuWVZFsuzxlTWbJY2UBKeGfsYJnV10ZhShDqlUphEScWhk/R6ZCeB9r/khQ+9FudfCGngcH6xBxZdi2rZkYytiUiUiwMVuSYkckmUV+tE3ung7aXjqXdh7Npqj2RdNurxVITaeUpdZNkVkkGVsT6USFiI3ZWlNJXfi3ZN58CrhCxB56qyyiEDmPsOaxtkMdUrxjT38x1ASrYGhIDgd4wghSX50Ga3euZC8Ae5KeYkeqjoBZ9kMjWonQS3uvGsIgqiLZqi2Pl0C1ab0EyxJNNA9Wm21K4RpAXpsAOk8hUki3QoUIpypDrJ50rldsEW3twVaEbduA7u7ydiZW5oGl27mw2kvXp03gpU1EMTuSostDQ7LnmbonhROt5s2mRuKaKvJ0zApUWe6pL7UpO6XnfWh9xfpIQTsUIvXlbWsWyhVAWi/JCaNYZWUUIsVLdSpE7HGVHruy6uAl1DJz0noNtiIEggX8dqZqkvW0KRsx8pRZIWFuO6xQr9eO5E6YNbshyTSSDcietMceDG4tvJYkx+LwtMdlsNpIbbU+NJnVbwyeUFDOi9MaWQL6wy95rUB8Vx2f6fG2VYZUUhSiImLliM3HOLnmPPqhv3Z4wXy8NcFWhP7+UYIFbBtURq4hxf6kfvUotjciJouFhHNtRzapCePVJgmcZMMYw/iqGoNJOLFjapmWTo3Bldm+qT2wGimmKkRK/dQbmOO98vNJCpGzJhGb+eXAqxAx4i0B6fZp5Op55NvhAWv90jr1l5wqghQO8JBsqp3Rzp0CuuPZA22Sr+3V4LbDm4+tgXpDs2Un8NYRGLVpnGStNo2BeY4pdXP6ommv5UklX96Gt5PqazKpLws5mxhSPFmNxDzeq/UuGO/D2ggQe+BjCuOBVyFidRSFiD26Hs/V24f0yHpVRCJUr/dbe7AVob8f6OpKtzGAblO8xJlKsECavmleqmevhmU7AHkSHOQ8LU3WU4mV9uMlSGnC3lZURa4W6XJLUdaa5ISTeTupvdVWQ7sVwrvpwLPhIPZumOW1SiQq1bOQQozjpBBVkWvOfDbH89XO4UFNsAqeegooipF0arSskwlWW3/1hIGt9VaJaLWoEy9vO8GRa9DOq5F0MnJIMpdYNYuTW4fW0+ry+rwNryvlY/LcehTtUAiv5yqRFX3AaH1r1tluWAqhkXAiUslRUoeUttLR00dMFtL1LuKKwP+bjmUzJP30yiTk7P/wLtVo3isfG60XCwNbUS9a3xuJKmtjNG9WG4t1Xrdd8dzwVHLNncrnEK/UD62n1ZXyVStEuwlWkqUqhFcJaP2Y1yrVyUHMW9UUQnr4nQoh3TJtHuYl16rmnxapxuafdYi4IgRytWYzFDxfZi02x554N1hqr9pQSPZDKrPSVvg3ZTKcYmMku5hKsnS82fCQj0agliyXWFMsThVbMj35mDy1DofnASsTzpHKYjPPGJF6kBJi0SYKqQqRorDKkCm86kA/Veudk9LzlQ1FW314UROsgm3bRkPEmh2pcs9Hah0Orz2RZLmRLysdm7DHJs0pOq3ZkXBdXpIFmm2dy8bECMeyDFa519pwa5BLuladnLQnr8ly6nCUUQhOplo+VSGsbeucbMvMSmO7Fb0kC/jSBNrj4CFKmuaPu0ed+LfjPWSsqYlWtw4RV4TBwVGCBfI2XU4Ue6LlcyJflo5qNqRKaE6EtuTlItFc5BKqRKAaeWoWRSLWGOlKYy5DspNRIXLJVXrQKlv4N+AZGx1TGxXCqw4WuWr1gWYVkerzY04IuQ4RV4Rt24CpU+NLVDxflU1JfQ821qcVLbLyPB0j3RwvVLMvsfaej+lIJMuvTTpXNvlrN8LS/FRyjZGup4zKY8cUmVZHy2uynDoBWug3VidXIbzk6lUIrX7sodSu2zsZkMag5Z3Q7JimDjnkGvN0pTZAXgi5fg+2ItBNTpZt4Wkpn/olOa0fCTzEqyH2vnxKJEySlXlVJqbbHsTGT0k2nIPWo+fjS2LR8XgJhmo5z0vkqnmfMa9UItbcBSmLUHMVop0k6yHXUM+SlVWIVAUIx1I77di1UMMQG7+lEIlky39+K+JH8zFy5eoR+tZUiMuq2DBVe7AVYXBQ/lSiJ13mXdnUOh5IJOz9h+uaXlYxJmpb6JisNVOe1tZLQz1eJtWtYKLeCuuHihEyvTEeC5RDrlUQbE5aymuynDoeeLxXT9t2KYS2ecAKx0gzyPAgh+djHBWijDpoj1KV5BojVmk1xYOaYBX09zc/w9JN9n5ZTrsp3psl1eNkYiE2WQfsd1xDfYvsrMm4FNnidanMA8u2aZE9boM4pPO7x2SRBrcSkozngyXQiJJP43kfKcSaQ64pxBsrC/Cui2gfhvD2IT0A/CZr3myZ0LD00AdIZSm7i61QFp9NazNRjhIKkaoO1nYCmrc8V+kRzSFWK4RcE2xFGBxs/YFz32CQ8jG5Z3weeCbrlq3gH6aJbRaybEk793LEbAiV8XqanUleh43dFG4JJFmwNJostIntKram91WTrEcJPGEdqZ4X3na9vfFwjnfrPJXlKIRFuGXBNyjQUE+ApiSaQiSOM3ZLOGlSmUSe/NGOEWwVm6X4sd5FXBF4rL3sGwxSHsi3Jx6kflvYMym3CNdjSzyvweTaHSnsLdmQ2PpqqJv1sQuNQLV6nIRSyFWzKB5izSFZD9mGcQRQMvOQbLsVwkOuqV9OCTKpLIVcY+nUL7BIBsD637T8vFTG6zlh7eyV6kl1veSqEaWHWFODPV7UBKsgfEDfY1s0GWCHkXnbKqFFjKh+Sp9W5WnNlnCdt17bk2Qa0aZeI//tpIk6vza+94PXr8SZsKyFVJeTIxAnXK9FaQfJSoQqkSl/CD0K0Q6SlcgVaFUIvlYSoL3DCqSHhVPINfUaPYQaxhwgPfwVK4SmDtKtlkgTaH68pUdcWzHR1CHnXdt6k1NF8Ngamva8JyvlY/IcaOuTXG6tu0qkSvuQjtKaa8yWJO/YdV6rZlfotdDyqiN0JrgFkT514yFX74JU1STLLZn08JfxYqV6ZWCRqzZOrhD04aZ1U/8NUyq5piqE9e4av0ZeFs7HZW0GJ04+fP7Ya+SasgPZEzqm9cM469d0KsK2bbIHq9kYWmalpXxMngIvueauu0rEa5Gt9U9EuO3IffdUu+ZQJiG24akyWJaDD4hbC1pfIlevRSlLuOH8YZyePJVZcl5GUQXJesnVCg1LCsFnk7SORbbtJFd6LakKMUbEas0rpXrSPFPqJ7YyIs1RpXKpbpADtQdbGbQlrlBG5R5i9ZIsPU8KYh6bl1x52goDh/NpJAtUEwr2QIt4eep722htk8AJ1yLOUN9DrpLFKEuyqaTaDpKV6noQFKJKcqVkKuXDWD0Kw9NVg84cPW7XOCmE5L1a88xYHe3R9qoM4PNwvagJVsG2ba0RIYkwLZLlNyPFpqQ+394d+tq6q0aufGLLI2XUfpQJBXtsjeWp8npehOtIthGaVZAILgcxAvaQZy7JUgtjkagVGk5dj5XKrboWNK8VsMk1lHO55qmGMWvhZE6+Frl2ikJwhU9oZs0bq1IH6xy8Xsin1qPlPF3vIq4IAwOjOsN/bOlI09Y+DukhK4rYDHNYkHU3jVVCV1dPC5lay0yhDtcxLdIF+OyHRLR0gt3OiXwMbf/Xmxb5WuSZSq4WwXpJlhOrRbIxAo7JAoSHV3raY+XdNKMoRDcvk8hVW2OVZJxMQx1OvjwtKUcVoeEqMEYhYo2Ac8tp39IjbalDyq7jeg22ImzfPvIlJw+5SvaDElsrgUomIvHOmfV7nj4vPU930zgp+fIwMODfsyF5tr29/ohYqi2RNjnGYK2zhvs1XvasCR5yDfASaawMkInV47lmkix/+iVtiJFsSv1uoQ4n26a8tKnJCg3T30/ybD1EGzAWCmH1z2fX4wgPuWp1tZBwjIBpfZoOj8H27WnXMP6/YodicBAYHh5Na6TKCbWZTKlKc0KUCDKVZCX0CP1wWQ8h31HiHRwcUXxr3ZXrP52A0zKLaAN42DgFOWFgqx+qrJXYFvrQcJlGoCn95hCsZDUsYq2AZKkGaGkpr8lS0S30w2U0T4m220uudAYnrcFyOSA//KnkSpETBrb6qVghYuqgkaO3X4uAY+eIqQgw2t9w4kNZE6yCbdtaPdg4qYZfnz4dWlrKB+SYljBPj5PraL45PUK6I4QbPNzYJqfczZAxW1LG1mjw9ldqEs8tCddcCamh4jIEy6fuOSTrJFV+tNJSPia3IHmtQW6RK08Hwm0Qb2yTEyVUKQ3kkesEVQhJHWIE2u7QcU54OdSpPdiKMDQ0+mPy2Q5gkSo/8nRqeDgeCtbr9aDVnMjkOpIePcbIlkIj18HB1vqhvN0RKKl/aVIeZFIYeXAw0cO2SJRC0nCKXHL1EKxGqJ4QsUGyGqmmkqwm85TRdVhtnTaVXPlRJVsKjVy5F6vJ2gHtAQ/gCqEpUILietWBP55aec66rdS/Z01W8m5TrimgJlgFTz0FdHU1z2BkUpWIlNeDUg8RWQxamx6hnBMqNSdDQnk4ymRLl5z4TmJA1kU+kdeQO1nnRM7BN1YBzSFtmg8YGnK+KyudkMu8hKqVlSVZTqjcU9Vk9AcidSQSlcizapLVoLXR1mA95Erbd8MgW64QfPOT9PC3WyF46JpDerctRrTOsUgeqlcdpMdZK/OQb2jnIegwdot8UzBhCHb16tVYs2ZNk2z+/PnYuHEjAKAoCqxZswaf+9zn8Nhjj+HQQw/Fpz/9aTz3uc/NOt/Q0OhDMkKskqfqIdTUEHGZlScpTMzJVvNcNcLtgeTZhvVaQPdSed5jI1In87RPSalpuUaiFLm2TOyIpjVLQTU2ti5rEWqsnkSuXpJlaUqkErlahDqW67Dq5iakkSv3YkUZ39jFvVQpRNwOcpUeeK08PDuWwlWkEPQx5RuUQrm1j08KK2vkKp07xfvl5+YknYIJQ7AA8NznPhff/e53G/ke8mBcfPHFuOyyy/CFL3wB++yzD9auXYujjz4av/nNbzBr1qzkc438qJxYpTCwFiLWZCkhYo9Xa4WJPSFii3Ap2dIytHi1gGw3vPqZQsKA/WENyVMFWr9TTF9JsiYIAwORcUnWQivjlkKzDFq8K/QZ81i3bRsts8jVChELYeAYoZYlWU1mySmsMLEnROwNFTd5sjQdvFpAVgjvDJLvEozB2k0skSrQ+jEO6R290CbhNSJpXmiVaY82hRbWlcp4PwMDI++vaqqSEjYuCvWyRUwogp0yZQoWLFjQIi+KApdffjk+8IEPYNWqVQCAq666CvPnz8e//du/4V3velfG2QYwojZD5A/kOCzILEKNea85IWKtneS18jwl0CDjnusQa6t5tWgiWsBnH2gdXs/6h/BTptiTc1omebja+7ltfTdXsiRWOJi3s4hWq+ch0EgdjURTyDVGsp68F9raKy3TvFj3Oqwg4+VNRPt0PkqutA73bq2PSmhlEulKYePcnYolwB/lmIfKZVYZb2uFjmOeLa8T/2ZBMyYUwd57771YuHAh+vr6cOihh+LCCy/EHnvsgfXr12Pjxo1YuXJlo25fXx+OOuoo3HLLLZkEOwRgO+LeqhYm1kLDVsiYts+BFiKWiFZak5XCw7Q+NSGt5UUBDA72RHXR461KZbFJOpdzWcyORD1VDyTv1fJwQ14LFYdyTftj0/IUb5WFiCWPNdeD9ay/jlWIWCLaMuQKI909MBBfa/WEjL0ESsskhaDPGQ3peL42lQHJe/Wog+ah0nJtN3A4WuTp2UnM1bB5qdCHCUOwhx56KL74xS9in332wR//+EesXbsWhx9+OO65557GOuz8+fOb2syfPx+///3vzX77+/vRT75/tXnz5qdT1HPNDRNrZMpvkjUrssr4bJgTKz2XfwdxLDwsl4+cX1qjDfAQK+AjywDr31sGGc1rYeIY+aq2RiJUmuaDlsLDNC1pO+1TI1n+5wkJK+uvFpG2m2SlvLesm+U5sVJZzg7iWHiYloPlm9ZoA7w7iD3/2JnKgeYy/tDT0DAPE3u/nawoREwdJC+VpiUSpXmNeHnbFHKNtZf34PgwYQj2mGOOaaQPOOAALF++HHvuuSeuuuoqHHbYYQCArq6upjZFUbTIOC666KKWzVMj2A5g6tNpTqydEib2hIeDTPJWQz1veJin+VhG5cGbBXwTdApuN3p6dFsihYO5HaG2gIeJ6Tnb/tlEai24x0rT2k4Pntf+tI1LDo+WkmiMaGNp6ajJPPkYPOHhIJMIFWglyxRvlY+Fy7vpfUlRCP5gWuQqzTT5Q09DNdrOvwq81xjCUKVHPoBviLKI1yLQUNe72SnUHyXXYPfTXoSdMATLMWPGDBxwwAG49957cdxxxwEANm7ciF133bVRZ9OmTS1eLce5556LM888s5HfvHkzFi1aBKCAn1jLhImlPO3DA6rKkhcrEWRqeNhKy2amKIYxMNDdtDYbg+a9xupJeWo7JG+We68BpW2LZPwkj1YiTqvMQ7KUOL3kqnitKd5ruz3YXG3QvNiy4WFvml9DN1+bjaGnx3b7AmIKQWepPB36DBsfKlaIXHXQ1letFZRczzXutdI/PyYswfb39+NXv/oVjjzySCxbtgwLFizA9ddfj+c///kAgO3bt+Omm27CRz7yEbOfvr4+9PX1CSXSj2oRqxYm1mShP37OHEikSvvXNjOBpHl4GEo9qY0Uqh6VU282BolcYzJqL7RwcEwONEfM6Hhcnq3HivDwsJaWSNdDspw4E8nVS6plSFaTefJeSKRK5TkeLBxpHiIGK6dyMWQsgZOrJ1wszSh5OFhLW9vpNZkASR2oZ8jrWGmvOsQINJ1cuf0fwojj5ceEIdizzjoLxx57LBYvXoxNmzZh7dq12Lx5M0466SR0dXXh9NNPx4UXXoi9994be++9Ny688EJMnz4dJ554YuYZtwPowyh5phCrRK7DgoynLVkMWmg4yLT1U14OVo+XayHiUKZ5s3GSlUK+XFGlf7envWXA5Sk7hrMn7XzAkqWRwsN0yp5iVfi0PrK+6iFXD5GmEGuMXC1vVpPFEHsH1rthCUYbrS5vo5VHSba3t/lZ4XkgTq40TUM6PEwc2zGcqRAedZDCwzxUa8np/FWbf3pDyjK5cpkfE4ZgH3zwQbzhDW/Aww8/jHnz5uGwww7DbbfdhiVLlgAAzj77bDz11FM49dRTGx+auO6667LegR3BEEZe1Qlpi1i5h6qFimOh4VwPlraV3ouNvetK62sbmsDk0vltAo2RrKR8FBYBcy+WyyVbQ4k3HCvZSSxdjLSF0prKp5AsPQcn0hLkWiXJWkc48ymgHqoks0LCtH7O+musjMIk2VjoJIVcQzrMUKWQcZiVWv/dIxP8MilhclmOOmjqFfNs08l1kq7BXn311WZ5V1cXVq9ejdWrV1d85hRy1YgVrB7vn6KMWaGh4ABrx7AGrdxqJxF7KyjJSuHYAOqpSuHdkJe80ko90naBTrsDeAzNStM83yXCNy9xOD3XAO5hToQwMdBMpJJMev/V248lD2UBsWto+q89FPT+Sf/snT/UNK+lad/eTVZjgBi5BmiboXh93obLeLs4ueahk0xOh2EAo7MV+mPTPE9L5WB1weryOhwxIpTq8nVYbccwWBqGjPeljVVak21GIFlt8q5tUAp5mpa8UqB1Qk5ldALP7RP3eKVJfQu4JbA0Hxi1ElqoWGoXi30lhIa9nmvMY21XmFjKx+SA/pqO5JXSdEp42CPn5W5PVvNYaWiYb3qKebBcIaTQsPaAc0XQjgzWWqskt4iUB2iCjLax3mn1hIZ9nit3tHyoCVYFj7nzvFQG40hNg0S+iMgk0HpaaDjkrTVYWkcjX62+lo+hR3SwtLAvL+MeLo96xcK+MY/XBW1K7C3n9TRClWSSB+wk2RSCrZJkpaOVtmQSaD0tNBzyFslqcouIY/kYugE54mCRq6QENC3JpJklYK/JOlGVOvC5Zkwd+Nor7cez29hPrsMYXTb0oSZYFVKIgM9ipDKwcpq30lKeQjMfvK21BsvJkpNtDrn6vFaOotA/RiHB2q9BPU0u07xSer4Kl5paoXmtmlebQrLce3Wsv6aSq0SoVZGslZbyWpnmXfIyKrNItgy5pnitfLzieqzHq/WSK/dWPWGciuF57KUj39wUjta+QP+6q5dcw9GPmmBVSD80l0Mog1AOluZEKt00i2x5mfZqDq0fez2H959Crjnoadn0pL0/r03U+V4MwBfipZ6ttOxlhoNj0KbSUlmMdD1Td8trDX2XIFeNYL0kq8l4OQR5TKaVWd5rkMVIlvefQq45aIyTkqz0DizQTK6ScliES0M6MbIFSs9ApUALJU2a95CuVFfzULksnNPe1OTxZv2oCVaF9kMDrT82L7OO3BykeLEaYt5rOK8UGqb1rfdggXImRDpf86YnyknURmgTdboTOMgsMtXshGU72ubZWqTKj5KMEmo4SiQrkCtIugzBppKsdYQz70HMew15jVC1cotcy6LJI+f3FpA3OUlebIxcOZnG1k842uzZekhXquslXplcAT+51gRbEawfGizt8WjBZFaaj0ODZ5OTRKicbD2eaBlvlaN5N/LIv4Bq3vTESTOkw5ErlEWm0gQ9yChK2Q7J9aYyaSof4ImTSRYkhIEBPTSMPK81l2RjaXr0puGQA+mbnLgsRrpSmyqg7XYG92bDUSJaSyGskE7oQ/vKSqZCeNXBqmeRrqYisU1NQBnPlTpSPtQEq2IAI98i1kIE0gxII1Yut9IBnhspmZDQX2wDkwRaXiWhcvDxdovea+77rNaaK9BsZ0I/FKXfhZUsiVRuWRzNgmjeaxi4EBoG2kuyXA4hbR2ttCXT6sR2AXuJ1PJeq4SLXMNXlii5BlLUvFjvzl86Mw39SOWZkCbOvHteFlMHbecwoHu71KttJU4vudYebEUYgvyhCR4O9ni09MjTXL2qChFrJoGTrUSk7QwNhzB0syyEiqUP+1terPe1mtjaasyGlCJd6bUcSeYh2dA2tub6dDrHIy1LsrE0PVppKe+B13Olcot0NYKuApL32hh/eHWHRz0sL9ZLrnwdliP2wFfg3UrrspbME+DRXtcJad17BcvHIpg+1ASrgv+g0iyGe7UWsXKvlsq0fCo0zzWc1/MOa+65UtpRjIaLiwIYGhrp0+PFetZcAVsmpbX3+EVo3qo0VdfqpE7dAT1ETNIxYpRkuSTLZRDS1pGnpXwqLGJM8V5zzpXSjoITbjclUk643Iv1kiufmVKZlJYURYHmrXrUQXoVPGUj1MCATKzy+66ATJwxck17KmuCVWGFhCU5BDk9DrO8lebj0GBtVtLyqSjbnkL60tRQU7nGKykbmCT7oNmMMfugjWQ1wgB4eQrJ0iN/XQfVEGpVXqx1tNJwyAHfxyDKep9j5b2GcvVec3KVZp8auXLPtYJ3YFMRI2JLlvqmmx4a5nnpTyJcP2qCVaF5p5Yc7MhJNYVcPTMlKRgW+rPINxwlc1EloVLIoeHRax8ppxueUsjUsiWWt0ptSeJkXQa3DBKZSvViMm5FrBAx/KQaK88lWIlIy5BrGW3QSDHI+dHTtiy8n3EM6YZCUC9WynvIVfNcwzpvQAUKwR9pT8CnTGAnnIPL5X8/x216rLz2YCuE9qNbcghl1jGA37TUULFEitQ0xEizXWYkoHnXcKuMpuUNT4B8TFlztb7elE2oqdA8We/UnXup2scmEPcsc0lWq8/l0nmtI5z5GGJEGXva260NWeQaIK2/0nwKuWprJqHPMQjt0Mc9Z02We6k+7xUYJc8g546SRq61B1sRgmmQQgmS16rdOOlI1csKmaagHZ5nVX227hpuvs5Q3uzFUuXQvFiPDLAn4zwqxm0LneSL4AtMsbzHk5VmE5L3So9O71WTlyVYi8zhOPK0lPeiHSRZVZ8WudLyFqINEyhA92IlD9bjuVr/vzFxNmo97lK55slK77nGZPRoe6+SY2T9cZvvQ02wKjzkqnmtMWKlN6kqgh1rSF6pVm/YmW/2Yj0hYcCWhfQYLzG1gn8GLzdWlkiyHu8yhXRj9RBJW0eelvKdCskr9dSz8i1erCdEDKStjYxZ6KYZnHQ9m6NyQset3qsWCo7luc33oSbYKCxy1bzWGLFqBFuWXLnH2Q6vNgUSCQ8p5fTDF8Mtr+1oO4e5DLBtCV9iAvRlp1Lg03RJFvNkaZqGgznJktCxRmhecpTqwChrJ8GWJVfucbbDq02BZ1MT916bZDFyDXkvuUqeK2B7s5nwqINnzim946rtKG7eOQzYEUfLU5XI2YeaYFVYIQLtBkEoAyujR562bh4nplykkK6069cD+rEKrb/WDU7NbUZMYcprODyduubqlYmQLAj3WiVZiidL22sfl0A66aV6u17vVjqXdbTSHJyYcpFCul4vVWoXzqX1p6WbvFggTq5AnucqhXYkmVMhPIQqyWJrsjzt+cqT7b1q6Zh360NNsCpi5Mp/eC1cbB2B5htmkVlVoWNvaLfq/imJ6hucJC/WChNTmbQOC+STayWQPo0Ym7pL1oKuv0nfqn067fFetbTmzWp1OoVgyyCXNMv27yFX04vVPFkpvONRCOm7oebGgzzkeLI0iGMRqUzOHu81yCUylbxZP2qCVZFKrtpNk44aqY4FwaZCer1GqhOgkSsnUS4P5+GvEY1udpLCxEDaxFzaHKltmEwmXcl6aHLLk+V56wtQbNewdoylab4K73WiEGwqPIQs/ZMBrQ8vuTa9RkSJVFqDtXYH53quUtsINHWQAjvWmizvSwsZh2Pz5iZAjiha3itYPs97BWqCNVCGXGPEqpFqJxCsFBbWSFYLBWvlMS+29TiiJKNerLW8xElXWnP1eq7Zm6E0q+L1ZGOxMNoXlZUk2RQyTSXXiUywsVdquBxKmVSeQ64NkpU8WSoHWhWljOeaGeKRyDR0F5Nxdch5jdy2xTHvlec5AcdRE6yKFHKNzYykMAWEtJSXYBHakJHX4Knn8WS9Y5G82HDk/+Wnu0nnc0PCHhkta0N0bKRj6Z0F724PbaOTER7mxxySlWSxstj5pCNPS3kJFqENG3kNXi81RRussWSTK9DqyfLXdQDfw8/bULRp/UR79FPUgZMr3ZKg292Y98rJlHOBHzXBJsNDuhDKpCOE/HgFvyhiHmuAFg7mZdqGJk6qvD0NG7eGiakswBMStrzTSmyJ5sVa5bHdHpSYhTVYD9lBkGkky8s1eEhXOpd05NcilY0HYh5rgNerTVlzpceWr01JG5xS32nVZJ4yJ2LqkBoy1gI9VNYcHpY8UMt7pWkpZOxHTbAq+KzF69FCKAPkm0XPBaXMC8vD1LxJLWQb60/qP0AKL3NvFeAbmprLmwm3KIYwNNQT/TIT93Q1W6J5p5VO1CVvlUILGXPLoX1q0ViDpelckpWI1vPH63vGoI1dy3tgeZiaN6kRX6w/qf8A3iZpQ5Mli5ErXVMBdIWwvthU4decJM+Ul8faeELGrV9u4umYbR4W6qYTa0BNsCrKkqsVlgjgNxpKPgexb//m9sHLofQprb9yL9YiXNp+xGR5v8ykEatFoG37AEXMqni82RjJIo1QJVkuoXrJ1eO9ejzaXKSspab0wcuh1PGsv8ZCxWBpk1w9mw/a7Llq3VplqcEdbZtCs22NESqXaZ4r7cuH7FfIfve73+GDH/wg3vCGN2DTpk0AgG9/+9u45557crucgJBuxDDLS0dqclLINaXMInKL7Gn7GBlLYRTPeKTz2/AplewYahstpP7agpwBlCBZDRapefuI9S8RtXZ+awLgGU9KmXccVnvP76vVSxmPC47nAYDv2eKwIi8VINZ9TshYSvvsF69XrbOTRbA33XQTDjjgAPz4xz/Gtddei61btwIAfv7zn+O8884rNaDOQcx7lWY42myIHq0ZU+wvpS5vZ5EsD49IkwbNg9fqSf1Znr1nlmkpU7otiYWtKgUP90rlMZliVFPIQ6ureZ2pHqzVX2xcqefPHWvOOKRr065fqlfmd9HqAqiWXOmuoTYjN2Ss5eX1V8BnZyCUSfbcM81qRhbBnnPOOVi7di2uv/56TJ06tSFfsWIFbr311pwuOxgSWUllMeIMN0cLRVhhCQ+BevrgY4iRrHW9GvFaY+Fpi/Rb21nb9D27EWk/Y0asHKmMb03dGcmWNdYamUCQpZKKVO6pq/WdQvQpfcTGbF1v6lh4OnbkaZVc+aY4wFaIMSRWjlR1iO0FJDnodkWyP5rtsfJxZBHs3XffjeOPP75FPm/ePDzyyCM5XXYgJC8N8JNKzHu00rSdR4U1wkx9sGLkzCHJw+8j5flExDo2twuzUm4LUkPC40asFDGDJpGsERbOMdYeMuN5TRs8pBKbAMTITTuXRZBWPmUcseuUrleTpfwmrrHRV7cAWSFSXcUxRmzCKznm2mS7+dvDIOk0e9Pch2b/4sgi2Gc961nYsGFDi3zdunXYbbfdsgbSeZCIlMukumBpqR/tL9TXVFgbp5dsJcKU6vKHK3b9sckGlLRF/K3tPLNZTVHHNBzsRWzA1gIzM6xVeEQeMoiRG6+b049FjjGkkK11Pu3cOdfP+4WSTr1f0Q0I1kSuAxUiVX/5Xgx9/dVydLS6IT0OHuyJJ56I97///di4cSO6urowPDyMH/3oRzjrrLPwlre8JafLCQpOOmBpPiuiR7B6GkmWIWfLi/WQbOxh0ghZmw1K49EeelrG07711yBv856N8oiF7yjYxZQx2imk4oGXsKTxSGPLIWUPuUrn904ILHjINmU89GilAcjkKqEDiZXD8mjjes9tEU9bdsfyZvOMSBbBXnDBBVi8eDF22203bN26Ffvttx9e8pKX4PDDD8cHP/jBrIF0HmLeqxQ28JIrrye1l8agEavUlhOtdpTIj/Zh/Q4U2pikdM5M8umUoHySLanKjoR+wnnbapu0E0gkG9nkRNM5RjuX5CD0IaX5URubNqbY+a18Ksl6z6/VpTIrnUWu0nrrWCgE/WsTvOrQOomO2RGNbGNt0z3YrBedent78aUvfQnnn38+1q1bh+HhYTz/+c/H3nvvndPdBIf0w8fINdQBk/G09/wB2sci+OcH+REYnWvx9t5zdwty7T1XoPn8fJ4n1UPju8QBQQH5hyNy3o+nBBpeATRfBZQMDf0LMascA6RZFWZZ3N4NbKPtIRYvYmRX2lNznD8g9kEJ7RjqSv2lnJvLtfdcgdZx8H6l92Bb6tLPJVLkvNMaXgzXvkfKIE1EpXzsjTUJnm+yANruYZ7mMo2AJUcpHaXeJN5zzz2x5557lumig+HxXiWPTSJOy2OV0lLegvRRh5C3PntICWuYyL3np4rM29Pzh3J+Tgh1hyF9ZIITsaTrERvQBOsfjlSOYGVSti9rse1EktUIKkZsIZ/qwca8SKnf2LVY1yFB+qhDyMf+fZzV1nteqT09Px+LRNxSuYtcKazvC3PQelOmtOlj3KOnSiVcba7aKpMiZTSt2bWYfQ75tCmf26yceeaZ7k4vu+yypEFMfFjhWis0ytNSnpdp5ATIREvTVC25B6uRtAWprkby/JzSl5tkz5Vfd+7/gaaK3Ub7EUdKvLlCkk3xGst6kTEP1jOO2LktcgJksvR4kFrbGDRS5f1pJKsdtXYNaOQaC+PQGWlFn0TMQUq02RMyjoeIuR32LFHlebFugl23bl1T/s4778TQ0BD23XdfAMD//M//oKenBwcffHDWQDoTKd4riJy2p/1AKedpKW/JYx4sTVNPk5cDcqhXgxVW5t6n9hF/adIgeb4jyAkJh5lyW73UXHgsSwmS5bIUz1EjSo/3qrXn8rIerOaN0rIYuQEyodG21hi088bOzceRGiIGkEeuKaGeMYbnlVzfm0jeEHGKXeb2PQ73L3zDDTc00pdddhlmzZqFq666CnPmzAEAPPbYY3jb296GI488MmkAnYtmw66Dki6XAT6ijD0MnjEAugdrhWR5W3odseuXfiONHJtDvPZ4tHqtZGvZiQ62I62IEa2wmcUiIYnAJOQQbaw/rwebOg4vYh5sLCQrtaUy67zZ66fGeCxtaCqj/4hdwgRSiJg6yOX8adGcHQtaiDnPg83aRXzppZfioosuapArAMyZMwdr167FpZdemjWQzobHe4Ug94QkpHRo4/2LnZ8ftVmbdU3ck7faWTNAa1zSeaV+4sqXs5miI+AhWgKPp6d5r7mk5vFeIchj4+BEnOo9W8TuPb/WNjYOq13sd7bGofXbUsd6F20CvJqjIfWbLL5IYMwu8nZ55ApkEuzmzZvxxz/+sUW+adMmbNmyJXswnQVKKlYd7r0GeYBGKlb91Hm7RLQ87X2YQlls3UF6kFO8cq+sVR6zJZMC1gwhQrKWPCazPM/Yk6nV8ZCKVb+sNqSSmjR+z7WnjsFqr8lEuaUQE3am2YyEOSfSltdiMo8ToiOLYI8//ni87W1vw5e//GU8+OCDePDBB/HlL38Zp5xyClatWpXT5SSAx4vTPNcASaWGjD+OVJKNjTuGMmPg8hQfqhXj+DnV9kF4NUeDl1Asea5HGxtPbEycyK3zejxX65za+T3jjqHMGCx5zu+f8uxMFKRFpmK/vGaHYtG3NGQF4z/72c/irLPOwpve9CYMPH3FU6ZMwSmnnIJLLrkkayCdDytMSuuk3BSrrofoQh3+uoy0uUgCr8v70saR83qOF3zMQ6DzQP4uLNABu4LbDcGqpBhzD1Lbegkupd+yRBfqxF6NsdrHdg9L48h5PccLXj+WByBvfJpEkCbSze/ABpQJ81oRPj+yCHb69Om44oorcMkll+B3v/sdiqLAXnvthRkzZmQPpDNhkWko17xOnrZCxDnkyuvHSFY7Su3pmDyvBUl9SH0GsgxlgXy1iYBNtsCE2bNRHk6SleAJi2p9SuFaK3TpJf7cMXhgkVBIa0epPR2D57Wg2Bi4zBqL97oamOTkGiBHq7x2k0fNvMt3tI0PpUzTjBkzcOCBB5bpooOR4nlJJGwRr+a5pqwdaJ4m9Rw1kuXjlF7NyVFSL1F62nvb1KDI8WItwkztK9T1kGQsHOoZV0CMEC2S5e1iHqkXXqL0tE/1fGsE5HixKXbYRhbBrlixAl1dXWr597///ZxuJwGquzHxdh4i1NSyLBFa9amXqRG65bX6z/WM8V4DSnixvH7OemEqUgiyTH+0zBsCLiNP6d/jGcdex/Ge65nivQaU82J5fW8kMg1Z5umggw5qyg8MDOCuu+7CL37xC5x00klZA5mciN0Uy3tNmW3FQrPetjloDdumnStvDCkfjqDfFu6YjVC5H0zPJNmqyS4H7V6DDfWiYVRn2xzkeKeVjCGFXMfoY/0p4N8u9kLe9JSyfyWnrR9ZBPuxj31MlK9evRpbt24tNaDOxTDiu3jhkJe5+VZ9TbmCylphYqsPT3haOqf3AxP0PN1Cmvfnh/Ze/bh6vtp25woNXdkwsZew+V+sX0leZnJg1Y99nCF1vdMaS8oHKKoID2eTsKUQAwPAtGk5vZaCRqjV8n7ZMHH+NLTSsP6b3vQm/Mu//EuVXWbhiiuuwLJlyzBt2jQcfPDBuPnmm0v2qN0Uzw/fDkIdq3Nq11du4b8scj/hm9NPpYid0OtRVBAqLoMy3nA7CHWszum97rHVBvjeXcn90G8b4VGHfD2u2qbmoVKCvfXWWzFtHGZBFNdccw1OP/10fOADH8C6detw5JFH4phjjsH999+f2WPsRnl2BUvwkpcXuSFmbSw51z3x0CERsgmDlDCvt41Vp6r12tRNWqnjGHNSbRc8jFbDjaxAGf+YRFEU2LBhA+644w586EMfqmRgubjssstwyimn4O1vfzsA4PLLL8d3vvMdfOYzn8FFF100rmOb3OicXb8TfvNTB7H+pCGOMUZH7fqd4ArRQeqAVMci61ffcccdm3YRd3d3Y99998X555+PlStX5nRZCbZv344777wT55xzTpN85cqVuOWWW8Q2/f396O/vb+Q3b95MSstu656oaDdZdg4ZPxPRjl28VfTfqWg3WXYUGT8j0T77nUWwX/jCFyoeRjV4+OGHMTQ0hPnz5zfJ58+fj40bN4ptLrroIqxZs2YshlejRo0aNZ5ByJo47bHHHnjkkUda5I8//jj22GOP0oMqC/6OblEU6nu75557Lv785z83/h544AFS6vWyJps31u7rmWy/18RCrrfkbTfZvLF2X89k+70mHtpnj7I82Pvuuw9DwmJ4f38//vCHP5QeVC7mzp2Lnp6eFm9106ZNLV5tQF9fH/r6+sZieJMcnUOaE3i5aQRTpnTMh9rp/0it4UdHkeYEV4jwDntnIM3OJf3yX/va1xrp73znO5g9e3YjPzQ0hO9973tYunRp0gCqxNSpU3HwwQfj+uuvx/HHH9+QX3/99Xjta1+b2Sv9p+Teco9Z0urEzmeNw8rHxhLrL7V8YmCC254xR+zJlsrLaEMuwfMnOoXwpLqx9h1FqGXwDPoS1Fggybwcd9xxAEZCsPyLTb29vVi6dOm4/8P1M888E29+85txyCGHYPny5fjc5z6H+++/H+9+97tL9Bo+TM/hUX8PYeaSqtVfFXU0s8Hbjq158ZCix06MObnGTjhlim+63tvb4uGOpadZhgyrqpMCz9NZpk4ZMq8Evb3xOp6HfYwVwqMOPT1xdZADPlXb1Dwk/aLDwyOP/bJly3D77bdj7ty5bRlUGZxwwgl45JFHcP7552PDhg3Yf//98a1vfQtLliwp2bP2TV8O7cby/2RjIfXhsNikm9XR6lpy+pdqinLWsash8MBXknzcJuq9vfK7hhXGwShBeckqtU3KV44seTsI13paupWjt49u4S9lPDnr2JURuKUQHpJuA3p69CFVFxam9tRrW2m9buSSddaUZf369VknGyuceuqpOPXUU8d7GIjfTGo6eN2UB8HKp7TNQdmNYHljSLEHgVA1+zIuCIPxeq0BAkGPRwg2BynhZV43ZaJg5VPa5qDsRrDsMaQqBP3rAIShBD0toQ7QI46eOtV6vu5f9xOf+ATe+c53Ytq0afjEJz5h1n3Pe95TemATEzHvNac/GH3G4A3xpvQZq295okCrR51/rg6xDWOHTHKV6sfWSnO8YO1cXrmnPxh9etuXlaf0H/NeY550yrnGywsdL8hEnBP9C98+5+1yPF82Rm/Fj33sY3jjG9+IadOmqR/7B0bWZycHwaY88hIRSmZE+kfn3Ivl/VC5Zwz0/LzMIjxaN9ezLUvcMXKuEUPZ8HDZvkJdIO6BUrIHWolfI9QcMpWIzrOZyRsG9owhJrfqTZpNVGMO6ql6PFurXrpNchMsDQt3eoi4OvB/A6eVa0RK09YaLDc/ZddgLXKVyFYj3ti6rDUGy7sNx5g3G+/zGePFlvBeudfq9WJ5nj5Vlhfp8Yxzx+BBCrlKZKsRb2xd1juGlLGk9vlM8WLLea/ca7VsM5elTXWyJkbnn38+nnzyyRb5U089hfPPPz+nywmAsMGHbviR6lB57Oe16no8SamORK4aeF3rmuj18z4sIkx9xGxS7ep6BpKsYDRzwpEWUtt2C39aHW+/Vl2PJxkjutTzW9ekXXfZMVhj8uQBTHqSlfRdsgvlImIpdtTXixtr1qwR/+/rk08++Qz+7KBFDJL3KHmS0u3gu3gtgtceihTvtewmKe8YuLxcQKy3dxISbW+v21hqv57mFcU8t7LhyVQvMtWT9BK89/yeccdQZgyWPMtIJzw7EwVpm51jv7xmhzTbmHUX8lppnx782c9+hp122ilrIJ0HzWPjdUI9Lg/gNzQ20/LM1Tl4Gw+5WjM06qlrkB5Q7eGMXbMla5Vbr9hMGpK1LAn7AbwhRY9M8+IsIuP1U8k1Np6y2uA5v8d7jl176his9ppMlFsKMUlI1tLr1stP2QuS4vmm709JMkdz5sxBV1cXurq6sM8++zSR7NDQELZu3Vrygw6dCu1H1TYj8fXXboysIknrsRDSQN7cJzYrs9Y+YyFiSrqxdrFZoOVRa/0217EUbhxf6yuP2Gs7PT1Nb9WHJ0vLU5l25O2kPnh/ErTNSLH1V3qEkLbOaSHmHcZINsWDttqVIXut3ySS7aDXcVIRth5o6tD6kQm+Zmqtq/ag2S53o9l2a69Q+pH0q19++eUoigInn3wy1qxZ0/SpxKlTp2Lp0qVYvnx51kA6D16Vpg+2tBtYuzlUztNAuU1OnrUHKVwN+LxXWtcai+UlW+PxnS9mNyaUXfEQawK5SiQqwUOynOws0DsktdfGU8W5pTHwfMwr1AjTYw1SowOevlK85sYzomECKURMHeRySpCAbGMpcUqgbTTC9SPp1w6fR1y2bBkOP/xw9E5YN8ELD8lIO8ykmwo0z5YgpHlb6VypYVue7oZMZlqoW/JeeV1NFhuHNGYuayXVltqR29TRHq3nQxOMWAG0fC4x5oHmeK85XiQnfN4+9lpOyrmHFTk/v5SXCNXjiVp/Uj3r3Hwc0pittgDkB9ujEB1KtDGPFYD4+UTZk7Vez+Feq2WXKeG2MUQccNRRRzXSTz31FAaY8u+444453U5gaOTIb1wwIVZo2PJgvWsLsRAtlXtCvhq08HCMXL0haykt2xTvp1Y7wrbQz0rFPlmjkSt5ZSdGlrGj1A5KmQcaOWrn5OVaW+08MXkq0cWIVoNFyrFzWkcrDSCPZIHmzyeNI1I+aCZ9d7j1DbYYWXJSlbzbslHFEXifnSY8+eSTOO2007DLLrtg5syZmDNnTtPf5AD31iQPTiITi8RCeTeT8zRvE/vjbfj5wzl5Gyk0zPuyrh1Ge6l/LpPqerxg/fulXvIMu47HhHADoWofXpWgGT5mTL3GmyNmxEOeE4/nT2rPzym10dJjeX6rrfe8Unupfy6T6pYm2dTnbQy241O980aWrM8oN0NzKMran5BPo8wsgn3f+96H73//+7jiiivQ19eHK6+8EmvWrMHChQvxxS9+MafLCQyJ6CjZWF6bRbSpXqTWnj9Y0pE/VN7za3VpnxqhSzJe1pzm77ppSpczIadOpYsL+fdc+R9l8FRIbYTXLtzGF7bBtohN609DjOiso5X2jkEjbc/5+blTz+8hW4vQuYyXWWkA+qs5Oc9geH6dM1GuN1o+Z6lG0mdpOM32QZ+cN8s0m0TtZ76HnzVV+frXv44vfvGLeOlLX4qTTz4ZRx55JPbaay8sWbIEX/rSl/DGN74xe0CdAy/J8C8wAaNhiJCWQhG0nvapxJQbK3mUvMwiV+l6u4nc8tzB6khjsrxZ62FvTkvEp9mUKibikqFoG7Q4GY+BsQ1P9AmS0tox1jYgttZJoa3B8rS1e7jMGjA/t5RPJXkwWYoH6yHHGOlbaXFj01goxBiEf0L3sZBw0M9RtQl2Vkv3IH33sOUQ6MjyYB999FEsW7YMwMh666OPPgoAOOKII/CDH/wgp8sJColwtNmPRSJcHTmpef6sfqTzW14mvS4LtC6V8eu2xqORLS3j6Va91vS8A5aY4rAMFTeWxjuwKUY7xWPM8R4957HGrI3J+2f1I53f83vEfgftt8v5PZJIFvCRLNAhmxBsWNGjuN5zW8TTlt3R7LbHFsrIItg99tgD9913HwBgv/32w3/8x38AGPFs6as7ExuUOCXvjRNBjGRzSdIzTo2ceZ5fCx+rRpix67dkNM/TsYe+OR1TLst2dKRdiQ3YIlcWDkwlV62dlveSGq+b00+M8C14STZ2Pu3cOdfP+4WSTr1fscmXuZ7agQqRqr8033qpmiND85bTE9JWPo4sgn3b296Gn/3sZwCAc889t7EWe8YZZ+Dss8/O6bIDwYkmQCJM2kYjWShlGhmGdh4zZJEqPy8fjzQO3of2W0hyPtuTZoPSmKQxjsrC+gpXJMc+oCZ0hE2JbSThZTwMyIg1x1hrpGLlNW2IEY2U9owlhRy97bTzW+OIXad0vZos5TdxjY2vu2oLlho6QCFi+x24PvOoFG07YickjUizN819aPYvjqxf94wzzmikV6xYgV//+te44447MG/ePHz+85/PGkjngj+w/EVmCu0VHAmxLznlhCR4m5iH6PG4eX+WR5vqwabNKDWl0ma3mtKmbK6sHNa7CNIaLH9Nhy5AsXXYbvheywm/unfNU1pXhbOMn0tDJ33JySJ13p+H8HmffGzecbVckzLpEtdlY8sQ46QQ0horLePqYOVb12F7IL+GE/LdaLa90ncKwPJj4MFyLF68GKtWrcKOO+6Iq666qoouOwDaj0mJhYPPemL9a+lUco150t5xSI+Ddb2esfBzVDUu3zpsR03eU11rz24uhphCa54Xz2vem9TWKssZl0VMHsS8xpxx8L68Y9KImafLjguA7OpxpLiKbUaqbnr3XTQjxc5oshybPILxjw90PPjjbHmwvJ73pvC6KW21sUgEZYVJaB2PByt5r1JYJRYe1rzZ5nRQJj4Rjy1DSXUoxmQpyvNBVenTNFTGPdfgvfb2ontgwPyIg7WLF2j1LqvyYHk9LylJ48khWS0/nh6sdg5LJl5TeKiN5QMAebPONu8KDBEkTR2Ef33c8vUmWofuNh7ptwdFoX01z/Jawy8s2WMgZ7pXE6wKz6xlGK03IiUsXEkA4WlYHnXMu+VEaIWMJY9WIlztfBKhSuNpvS5qO3iImEKzKeMyeU8NCUttlLAwlVPSzCXXMuFY3peUt+rnkKgFy6OOebcawfK8h0xj3nQlJAvkkew4hHdSQ8JSG1qHppuJmRLpEFpDxYBNuKEcaLZnNcFWBE4iGiySpbMjLxHz/lLAb74Vmi1LrlqoVyJhyUO2xtBcr6urp2E/tA1O3F5o9mPMbErwBPhUPED7oCq3HjFyDT/CwIDqwQI+ctW80xSTYpGsNAbt3J6yGHK92BxylchQaqOdwxqDKAv33SJZj0JY3mqFnqxGnrTcow7ammuQE3WA7MFS8tQIF5BtdPqnEpNMyqpVq8zyxx9/PHkAEw/SQ1eGFHPCwRoksuPpmAdpkat0Pol0IbST+ubjkvoaNVk0TMxlAVWEjEvDsiShnE/jY7s3NHJlH5uQjHMquWofm5AgkV8ZUqzSk62KYGla8krhqJNLsiaBx0gW6IiNCjF1KBMSpv1TWVcXDRNzWxP7l6HcntMPT6TZ6qRfL/aO6+zZs/GWt7wlaQCdC82D9ZBpLmla7bxrvxrJSsTKj5KnmeLRan3EyNw+SoRKXxOVvFeK1F3GbVuTDV4tJ1KLXKnVCFaGkmv4EYgHax1hpKW8JvOUpdRJbedd+9VI1nO0CFaSebzbVJKVjiKh0td1+DZ5z8Of8nWHiqA9+qkh4UCug4OjP8FInW7YH/WXyJUv3fF8Gwl28r2CY4ESA4dEslWvqVrIIViLWMMxlVwh1Le8WdqPdM7Wo/T+q2Y7rJAxr2vJwvmyoE3XtZCwRbbaAhMl1yB7+t/XVU2uHqSSctVoJ8HStNejtUhW61tKW8cWQqXygFiIOEUhMklW8k5Dd6nqIIWEaVqel0qkqoWCPUt5bSTYZxZi4YAyYeGySCFYD7GGety7jHmu0vli3qyV5n2O5OnkOhytd2IpPCFjbakp2aZo5CqFhKUPqmperEWuYfBDQ9nkaq21eolyLAmVYywJluelMn4+i6BjaenYtHM4hWSlvDSTtD6zmABNHVJDwqEvHhKm7SjJAiNtm8PEng1NNA202rZ01ASrIkaw4wlrXFzFOZGGtERqnPQ0j1YjY16fe7OW99pK+F1dPS2hYH7MDRlztC0s7PVcpZ0cNM1ezeFrsCGdQ64asUIp6zSUIdiQrpJgvd5uKsl2A7LnKr2yw5WjQxRC81ytkDAN/9KQcGgnebCjakdJ1bOhSVumyyPdmmBVeAh2LMPC3vNoIQ3JY+Vyi/w00vSEhr3eK6/bbC/o0fPKjublSvkUmQjJcjwdtm2RaZ6rldY2OJE1WBomBsqRa85T3SlhYateGQ+Wpr0EKxF5CsnyPlTP1aMQKaEeTeZUCE8IWJKlhITDEIeGWj3YQLyjYWJ69HixFFSe9oTXBBvFWHqxYZZVpr2Wt4g1HDVPUyJRTsYSEcNo6/NeAT08TCfmnpCxZ69HZRN3jzXxWBA+fefkOjTU/D7s00Ts+aAENxWa1+rdUFQ1wvjLtNfyY0mwOeXiWCzPNeR5uMdKSzuOY7uQM5FKrp6QMA3u8DDx6GanHhQFEPdiQeQg5VxeE2xFCIRQ5Ws07YZFsBaxhqNGejnkqnmnsfyIjHuqGtnGZDw9xl+Daz6xZ1EptntDChNz0o14sZ68hvFca03FWBKsVWbVi+UbYw4PboxkgTSFaNvaiI3YazhWIMeS0aPfi/XkGyNPus6aYFW0BGcElPU4w3noPD23T+nGS7MzK2Qsea20zCOXZFJbTd7d2DnM/8m5RLoeGW3L07xeOC9F1AZZU3Ep79kOKVkMbQ2WySVSjZFpFaRZ1uOU+sjtU7qesgRrEakmzyFdjdwba6wWyUoz0Rjhpr47G1EI63EP5Smv4UjrsJqMv7IzutkJaA0NB0hkqj11NcFWBGr0c9paJBkrTzUrkjnpiaQ1Yg1HyaP1yGN1+flavebAJZw0g5zmATSFjBtXaci4XMq3DdJ6apBL7xpIFgMYvZihoea1WPZlJ8D3xaZ2eqWxp7lsuVTfksWIVpNVRbBSXencTd4rJ9YQDqakq4V7NJm127jN3yOmp419mUmTaTaArsW2ftkJ8H2xSdOImmArQirBSqQZZMFE0DpamraFIJfqxOQSqUpyyTulcokgY+Rqebyt56TvvQK292odYzKejpW5wQkSaCbFlBf5uAcbrIv0mg4Q9WKBVrPRLnKVSDHI+JHX19pCkEt1YnKP9xqOMY8214OV6lvndIeIyyiE5clmKgRfCQHi+/h4mFeSaXNPOsy4FwuWlso50rSlJlgVMYKNeaE555P6S51JauQK2MQajpJ3SsskcoyRq9RGqtPspYa85qnGSDcmo322HZrnyndohLoSuYY+rBAxvSjixQLtCw2HfsqGhz39pY7Xut4cgvWQYxmS5eVNXirQ6smGOkDarFN7b3aMNinE1lw9gRxp7im9Eyt7sUBaaDig9mArAjX+MSKldWKmxqpblrT5ze9WymLEGo6W92nJPTLuCXc3Puov2QvNZqS8xlP2TQYR2gISX4jS6ku7NjRypdZFCxGTdDdZ6KoqNOwh0pg36q1blrQ95ErTGrFSWZVerKePJoXgIeKQpmVVh3YSFcKzWYmCyjlxSrIYmdL3ZIFRlRlJBy8WSA8NB9QebEXoAdAL3auMEWEwD6EubaOlQzug2jVYmudHjVhDmhMhJUgu85ArhDqtr+XQP2DUplhkq5GuJqOI2Y5SE/tgDSTP1VqHtcLEgB4iJulAsu0k1xTS5UfeXiJZoLw2aGTbyV5sC6Fa67BAXDHoQy7tPqaIPfDZayitJOmVWWFioFk1Qj6UNf+vWEAmV493WnuwFaEXvh+TmoQY8XpJNsjg6M8j56QK+IhVksdI10O4rZ5wCA17vddYeFiyKQGctDlKR8m0xSVanuq58guyQsQ0/XTe8uY88HqTVXivUjsP0WrXFCNXSSYRoJau0oNtjEki1HCUvFcvuVoKQfuRyjOhebW0+5w1Vzo0WpcScihj6oBWG+mdwtUEWxEosXC5N2Qsea9aXxqhptxQbbwBEqlKR41AaZlGuh7CbW7HP+hPCRTQvVfPazzSkactmRuW5aBp6dOJ0hRdIlfNi6VHIe3x6CxYRFnWe9X60gg1ddyWrGovlufLeLEAmkmWMoTmvXLlyQnxUFTgpWoyaY7J61Eytb7WRGXhZ+KvnAc0b3ii8C7NpU1Na4JVQUkmgBOl5IVq5kMjW17f47lKfXPwB0HyYjWPNRx5eaws1ZsdDQ1Lr9+ENJ+gS0Sq2Q6NdCksO1Jy8q6DWg3tTXmNXLkXy9dkqbF8Oh1bj80Bf3IlLzRGplYfIQ+lD2tcMVnMi80hWV6W7cHy12+490plmvfq9WSlcI21869NCmGRKQ8TA/LOYWn+SdvQS4uvx2qoPdiKQEkn5DVilDzUUC6RMCdRiVS5SfB+sM7yYiVy9RArlcfK8shVeuc1lFF5SEtE6p2we2xLth3hliGcSCJTvg6bQq58wQmw12QBdT02Bx5yleprJAzY3muuNlhk6/Vmx5Jk1bVWTraS9xrSliy0DX1L5RRWmQNS4CaFTHmYGPARKaC/tjOa19ZjLdQEWxF4WFTb7SsRLT9qZCx5xIDsvcZurEWsPC2RKj9y8qTpGOnGCZeTKydWXga0eq8SkaauyZa0H3FYZCqRrZdcqRerbVgR/hFnt7AemwovuXJStUhW6xfQPeDYGC2Zl1zDMYVkc4m2hUipt6qRbIxQvbPNgDYrRAqZSmuuWiBHUo3YB6pG6od/aedFmvbUBKuCkkIsLBzqc4+V1rFIGUIbCHIOjXS5nHvivA6fTHAZL/eSrkW4MrkCsudqlYW0JotFwUp7q7nltJ62LdIiVzqF5xubuDdL0M03XRmwyJTnLXLl9a12ENpAkEtj9cgtcg3psSZZAD5vlZfxBz7Fk6Wo4F3YqtQhZc1V82JbvVVdzwcGUkgz7bepCVZFL4Cp8JErJ1WtnMuAZtIFWk1ISkhCelAkL1aSacQajt0sb3mtmnxERv/Pq+S5Aq3vrHq9WtoGkInUO3nXJv0t4NNtbkk0b5Vur5ReArTIlQ4ogVwBH8EG0uMkmEKuUn80bRGrpg0pptDrxca8WU0WI9wUonV5qwFa2AeQCZWmJSLVHvBYGEhRCM0rpd1a3qrURxiu5q3S4XA5DxVzNK/HaqA23I+aYKPg3mTID5N07IfnYWOpv5BPC0G0QhqHRbLdilzyWqlcKqPnsMlV27Soeaghz+s3zhjxSNsU8coHJ1tAtipamubp6zmhnwCJTMn7sRosIqV1uiNpre9uoV4sn4NUkrWOKR4sP1+UXCWF0DY5BVgKYSlO6KuDIJGsRby0XOoDaG4TIHnQI+1iJJv3AaCyz++YYenSpejq6mr6O+ecc5rq3H///Tj22GMxY8YMzJ07F+95z3uwffv2zDP2YMSLpUQxlaRp2VShnNbpJeVTlf6k8pQ/qS2V0TQfFx9POPI6tP9gHrQym1w9666aZ2tN2L3RMm2ttvQ7sAHcqEnbmC1PI3Zh2kV51/B6e12hyylK2iqbEqlPj7H+ucz7J7WdopzbO97Y76H9Ni5yTbx3rueBpz07Az0bnzLA9cqKOuWog/RGAS3jbylIZSOvC8q2q9nO+dFp83oT559/Pt7xjnc08jNnzmykh4aG8KpXvQrz5s3DD3/4QzzyyCM46aSTUBQFPvnJT2acLRBGAJ3HB2+Up2GUUxmd63MPFkyWCqltt1Ae82olTzY8bLwNfxBb5R5yBXQClTxbahO0V3YkXvNsfsi2K9q0mkILDQN6DIzHvawFp4BIqBiA6smGp93zGUMtbdWVvGLJgwWTpSLVg5VkMe9Vqqt5tm5y5euv4f5qmxY8JEuJ2VpzrVAhPOqg7TAG9MdcUgdrRzEQDxWPtNU8WW7ffJhQBDtr1iwsWLBALLvuuuvwy1/+Eg888AAWLlwIALj00kvx1re+FRdccAF23HHHxLNxYrF2DdN0KNdIFoivwwKtZsqCZoIkEtXSGnGGdLci56Tc0yL3kGso57YCQEvbINPsSMinpAGZi9x2RbIcQRaOUjhYSgN+crXgDANSkuXESmVSPpbWCNXzek7V2iCRqJbOJVkv0UbJVXsXFpBnpjGFEN6NNtOhDw6nQmhEKr2Ww+vzNCBvdgqoWB0YyQbbHWx0l6+TpzGhCPYjH/kI/umf/gmLFi3CX//1X+N973sfpk4dcdlvvfVW7L///g1yBYCXv/zl6O/vx5133okVK1Yknq0Lo0Rh7Rqmcn7knqpGrDxPZamQ2lmESmXS0UusVN7stQI+ctXCPLHdxtI7tIC+GSrk6ZEi23ulHUhkK30eEWi2GNL/9sqxJoD4mo6GbowQrferTJ60dARsD1bKU1kqqvJgw7E0yVrvt0pHWhfQFYiXWXmeDnk6PoqSChGbe1qPPP3EYijz7g7mSFv+6XmaaMt8WW8CEex73/tevOAFL8CcOXPwk5/8BOeeey7Wr1+PK6+8EgCwceNGzJ8/v6nNnDlzMHXqVGzcuFHtt7+/H/39/Y385s2bn05NBZo+9q95pNxjlULCEuEGOdBKtBQ5r+lIZRKh0rQUJg55jViprJmUJa8VsMlVsxlaO6A1pBzqapue+D4RqU7bIIWDqTykgVYSDrIUcvVM2YNbET5CoXizVsiYE6n33dcUDxasTIJFwrwsx4MNR2+IuCUfCwFba7FeheB5oPWh5+m2zDLjCCQrPfJSQIcPyxPyDfCqTjh3UINWb3YCrcGuXr0aa9asMevcfvvtOOSQQ3DGGWc0ZAceeCDmzJmD173udfjIRz6CnXfeGQDQ1dXqvhdFIcoDLrroImUMWog4RqCcbBFJA3YwLGXGJJmYKsPEoY5WPvpdYQ9xxrxTwJ68a1EzLqN5qcyqI6WbwD1SawtkuCDJevCdv5xYtUFoliNGrsGAGx+jSFl/zfFgpTRga0OKJ+v1XrV0jFwlmUa0bi9VW4u1vFDr4bdmnjxtbcSz0mgW8w/2Uzl9/KU6QPw1G2l3MC3LmS+EcUi7jAcHR+zciDc7gTzY0047Da9//evNOkuXLhXlhx12GADgt7/9LXbeeWcsWLAAP/7xj5vqPPbYYxgYGGjxbCnOPfdcnHnmmY385s2bsWjRIozOVmj8nRMpleWEh+nNqmKDUwDvQ8vnhInDsbWcv4ITCwlbdaTyAImYg5yWUZnHTlSyg9hDslIeaPViAXvqbZVJF0NJVXtNh9ThG6A0L7aq8LBErLmhYT5uT74dJJvkrWp1Yh6q5c3yEJKmULF0Juij3tsrf+CfkjI9rfaaTY46SHJtPFKdkf8z24OiSHsix5Vg586di7lz52a1XbduHQBg1113BQAsX74cF1xwATZs2NCQXXfddejr68PBBx+s9tPX14e+vj6hJLzKAowSJCdSKzwM6IQLUgdoJVsqj6FsmNgKF/vCxNZaKyCTp2czpHe3MbcXkg2hYwug5Z79HaUQOuQLTtSDlN5f1bxWrYyfz0OqAcGaEHQ/PRaJRCUi9ZJrzGtNDQ83jddZZhGqJEsJE6ueqSSzyDbmsaZ4s/wh5+Fhi1wrVghOojxMzE/J12IprDLeF/VUY1+Vkoi3KHqi7Zr68FcdP9x666247bbbsGLFCsyePRu33347zjjjDLzmNa/B4sWLAQArV67Efvvthze/+c245JJL8Oijj+Kss87CO97xjowdxCM/7tAQDQ0A/vAwYBMuSB7Qg2Kp3mwsRMzzEsn6wsQ0FAy0TpQ1/Y9tduJ9Wd4tP49kQyx7w9O0nCLq2VoeKi/jlkQiVe2kHmINmDbNZ0XCGDgBUxnxaHPCw4jIQPJQZFzuQSxEzPNekrVkIokGeQrJeog15s1KGw4kRdF2GNI2Vp6BbikI1fnXmHhX2pYDOkQOK1QswfJUpXqSSm/f7uuj0c5fdfzQ19eHa665BmvWrEF/fz+WLFmCd7zjHTj77LMbdXp6evDNb34Tp556Kl784hdjhx12wIknnoiPfvSjWecMr4yE0MAo0XKvVVpTtQiX1hurEDGXWYRK07K3CrSSYZBpdsEbNo5tlpTsT2PUimccoO3noKhsos5JFohPzyVS1f6xJYW0RdMLaR1WWZuViFbzYIFRcvSswwJxss1FzlqsJtO8WnHHbyz8K8limxa8RBv69pCthYoUgqoD37jETxPbchAbWtXqQMdeFADZExvFhCDYF7zgBbjtttui9RYvXoxvfOMblZxzhx3Q+EclIQYPhPAAJVvNY+WEytdkKazF89xdxFK5FCKmaTlEHCPVcNTSOTuJpXoe7zfA69kGaOTrnR2L02PJswVaQ7X8JFrYOHccEqRNTlwmpeka7dPXInmyOZucYMhomYYYGXu8V5qOHVVSDWVWWpNZD7eXZKUHPpVsNfJ1shXfzBSaSuoQI0QPqWpI8Vql8VFPdsoUoLsb2Lo14fxpw33mIDyDfIF+1OZIZJuygzjkAdnENEbiHLFmXjwhYprWSRXII1ZaJtX3rMl6wsaaZxsgkbFki2hZElLIjSJGuFVDWGttkUlTeVqHKYRGtinkqnmtOWFirV5ZkhWJlOdjxBrqc1nMM00hV06oEiSyjSlQAlLIjULyINsJaZxcHUKd4ZQvnqAmWBXTpo38mHQWE9I+sgX0ELGUDzII8hTEwsM8P2pWckiV56k+xzzScA5rM1MOuWrlXlg2xtUYiC8qUVSyfdkJjzXRPFf60NO0g2xhpKV8kEGQpyB3HbYpnUKqPO8hWS+Jxso1ctXyXpRQiBx1aPf8kkJSBy6j6tCd+DDWBKsghAO0Ny4ksgXCxig0CBcAI10gPUycCqmf5icjkCnQSqiATKraUSJkySbQtGfiHvq0dgx74Akr5/atglsWKtPg+fJSmQHGyFULEbfOKPUyphDdoT75R+9ecq1i/RVKPxbJthCoJLPyGgFLdVJINFbmhTUz5XUqUogcdcjxflMgBXKoioTLp2vHqf87piZYBU9/gbHxA0vkSo+ARrgAJTxKvAGtBMwhxSXi5oeSaLgWCotQadoi1dCPtAlRS3vXW8O4LP33eK8WUr3btsIzdbfeSZAIVCujDzagE61EoE5y1WRNTy4h3oAYueZpg1CH33iLUCWZRJg8HyNWmo4RqVY3yL3eq4VKZ5nl4BmGtSFKIlDaN/dSOblKRFt7sBUh2JFgGyQy5UdORPQzYECznQGow9JqWJvtpG14rQdR2usgtbWIlcs0Yk4hVlrG82XWbjm5liHfStAuY+X99lsYQ+xDFxrRGqFgYSbZSq6aDFAVQrRh7BOOJiwSiSkEJ0+PTCPhFGKN5WOylNCwpRxtxkRTB55O2UEM1ASrYtq0kS3Z4Qemdkf6jxCUVDkJc3nIa3aA2x0PLJvCHzyJOLU0JUd6Hl6X15eIlco1m5JKwhJxpiB1Oarpoj1IeWkup39PPznWJEaulFi0ckAmYS6nfUioWiEskpXIkspjoeIgkxTGmoGWycfIMwWZRDtZ1IHaeU01ks6XP9TJDe61WpucNHKV0lKeyoFyD5PWNodkrU1OtL5ErqG91754NkaFvLV0ZNWxSFiq05ZJvrcDz+dpYl87zyXX2APvyQNyuJjLeRlFsHRlQg0a0baDZIPM2sDgTXvznjCwx3vl0BTHo0wJ8N5aj22MebE8ZGypg0S0U6YA27b5xtvoM636MwfTpo0cNZKl5Am02pIccq1yluaRS2QKpK/H0iMnSl5HSmteK01r9kSq59koOWZrr3wQqVsnqcZXCYtQrQ0HnnVXoBpyrSqGXxXJetZjLQVJJVyrTJqRSjNarzdbyewxDn4Ka41UQhVOiHY+TR3o4x54wd1vtcOcPAjPm0Wq3nXXAM3hqJJc6fglaJNz3kazE5LMsjGWTYmFjqnc2vQkkSsdqzXhHiO70npSDulr5xTWmgIwagFoHzneqiSzyDacG/Ctu441uQZ4SDZl0xN/yLzHMiQbjhaRSjL6PHnCP2OsENKt5mFbqTw2XygTCpZkvb3AU0/5rqlx3rTqzxyE7/+Hm08JVCJcTr5czssC2mFLAqQHU9Inb5rrKT1Hik3xho7D0buGS39Hi1Qlu6PVzQZ/IKwHgZ+0aq+1anKlY5QIN2XdlWOsFSInVOyZdVZJsrSuFO6JES6vp5FqGxXCUgfpVRmK0Kaqx4I+7looWFOH2oOtCNOmAeHfyLZz3bXdk0XPOT0kG9vkFDum7vng55QIleYtD1eqp/0WfLzJ0CyJRaoaoXKv1RvqoN5sVeRKxxmrQ9OpoeF2b+1OJdmYcuSSbQrJWspThnAlAtUUItNQhaHH1IHeAi0MzB8hrzrEVABote+0nB5H//m6DzXBKpgyZeRHz1l3pXVCWnoQvA+I5PmmPO+pJOtdj6Vp7Rhbkw3HVDLW6mvESmXaRiqOZAeSaqxWHqB5tjGSzUUV5OolXp72XCfg9161f0TgRRWhnVyFiJEsL9M2TWkPvUaudHwxJdEUIpFk+aYiqzvpvzNK9rGqAEdMHagjRcvE/2xqnaf8UCcneGg4wEOKsc2dKbDO5z2HR1di0TCa9tgTTwhZknk9XT4OLeSrXWPlkMhVmy5rbaQ80Kr1tEwLq4QfkFuJUM5lFqz6nj6q3GRgWVjvRMSjEDECpelcguVHSYk85BogEWmAFhpuE3LUwbONANDXTgH5UaWPjGfuaKH+FnFFmDZt9KsdnkgYn3lRSLM4Dwl7brhXRySbpBEpz3ttSsq6LD96N0rF7ExsMi4RMU1XZoMsa8KJU3uQqpipSW4En5Z7jnS8ZRVC8vKrImrv7xUj2SoUIvdoveqjbWCIyTWFkPJaGS9PgEcduBfrXWZLASdxOh7tSMPHNcFWhJ6ekc8lcscgHDX74XkoPFG/lFCIZ+IesyexvGRHrFByii3h7TUdt+wJLY/Vl/ql8KzTtlTQPFGeBmxibZcVkTYRpJJrjHADchSiCnIN8NRrh0KUIVlrhskVTSqT1mA877/R8WoKkUiyXB2sLQFA8zooYL/mmAM+HjqmFDUYHKzXYCvDtGnNRpkSnmYvxsOWBLTDpsTIVKtv2R7JnqTYotzNUhqBS9fBrzEJkjZzeYxYY/Et73m5FfGOnR95mTTegGeKQqSkLYWIbWDiZbytN4TsURTtuqW8E9o6rKYOMZLlaU1PpUdeeqwtSOrg+X8cTX2kVX/mYMqU0QVt7aZyL1OyHRyeG+upI403pw6XldlQSdNeW5JytLxWTSa1iY2zMuQQlUZO7RgP9WqBtG+AesbsDQ3HMJ4KURXhUpmHOL3lOUpiPfxtVAivOrTLk9XGE3tDhB7r13QqwrRpIwSbYkv4ByakEK/nIWmXPfHuDanKplQRQqb9pOxEDu28hMzPZV1fEyRrQdMaUXkINyBlqq7FvmIhYqDcu2gxb1WzkJ1GsJK8rEJ4Pk7hJVVex2rvUZKYQnjSaBZL6iA9doCuDhLJBlhkyz1mSQ2tI22vjTkFNcEq6OtrfvZSlpkA3ZZ4Qo/W1nYNVW6g5DKvffG+l29NnL32xjp6N0xpYyr9VgwnPQ+h5oZPc8blmbJrH43IVQjNe/VcX7sIVqtXRiFS1lKqJN7U7fqeMmnsGdBIj6atRzCgXeogHcP5eJAn9VGsCVZBT89oiFh6x1WzLVK5Vk9D1kyphD2R5LF8ih2haUvmsTexYxlyzY04NCpqiz48HyPZspZEI1KrDhD3XK2PRrRTIcaaYCW5pQCATwm8L5h7vupSdr3FoxDeyYcASR2013BiJFv23VcteCONN0b+dYi4Iuyww8iPGQv9aiEMCZ1gT7S6ksyyIbyNZo9ihOu1OWWI1ToGWDYtCda0uGoiDbCI1KqjTdmBNM81tjaiXWMnK0TsvTapnUamtG2MfK3ZpVQvh1ito3buzOdUm+u1Ux0ksuSQyFYjepqudxFXBB4iBuK2BdBnWymvNLbbnqS8px+byFv5srbEQ7RSf7k2pW3IId2y1seyIJLXSst5OsVzlWabZb7aFMaSihSXx1rfjslyZ6Gp3izv23qYqyLZNiH3FRltZcMDiXStOaeWTv2JaoJVMGVKczhAIleP/tH6KUhZh01dM7QeEs81peSrDCXTtGcDlSSrgqCbOvcQ4lh6tNK0vazXSq+B5svs6ku9zhQFSraCRv2ynizvo8pQMk17Z6OehzuTkD0ECaS/jl0Gkjpoc046NkAO3NQebEXo6xslWG1izmE9EKkEG8LTMeQ8gGUJVpNpdoTXL5NO9X4tWcyOlYKl2TErUnWsDPB7reH81OKENgGS+yCNV/Neab9e9PX5XkLMWayzZqg5D7/UbztmoTRdhSxWvwSsed94qIMnLZHu9u2J5yw35MmLadNG/qSJeerW8bIPiES0VczsUsqqfsXHKvM4AGVtjzUZkMbghnfKLHmSZSxLFdaDf+fYG/L1KknOdWntOdqpEB4vVuvH8zBLdVMVpx1krJ0zAZI6eF6FKasOKWHfkObnkMrqTU4VYdq0kR/WY18A/3+N6BRYE/2UJSlJHtNP72Sej0Vrl+sFx/rXZCI0EgVaF38sa5JLqp7x0AuySBcoP7O0wi8576FRpP5LEw9SvVhLHluX5W2rmJXSfKpCeIldkwmIPe4pm9erUAdP0EYro+Oov0VcEXp6WtdgAd2WWA9Banh4LBB7aFM93FxZFTuVvekc56ESeAm1LOlyC6ORrFQWYMk4AQN5O/o6ccYZG1PqjDRXIVLyZRUil8hLIjx6KRvWq1AHbZWE17XUof5UYkUIIWKgfPh3IhJsrE7KpL6KfSKxOlV7xbH+mwpi8adYPSB/2m6NxzoXvyivLDY+a901oKwH2w54dgpWpRBVEG2sTrvLlOvNUQdOfEB1n0mMnRfQtxmE+gE546gJVkFf3+i+ijLkGup1GlLCLhZSXvnR+suxJZ52KcTKZdmTdg+h8QfHItdYnlsQSSbl6bioTBovRRWbDSaiB+utl0K0mrxdCpHqpVagEF510FYnPJvZ26EOWrAm1ZZ34JPeGZgyZeRHtjZBtvM1vnajitcEKdo5uffWzfGUJZnHvrVUSNFgL/F64bUq9JxUZsl5eVly5efqFKT87mUnEWOlEO2qE7n+suqgvXbtRTvVoQ4RVwQaIqaI2Rmpfulv27YJyeGOCpyT1Am+Vebd3FnWbmVB03LA3kVBUXaHR1WkqpXTOikK0YkzTmDiK0Sup5s7jgTkqIP3Iz6555POKclpefIjklb9mQP6HiyQbkcoOnHCDuTrTlXRNE+ddu52LtumpaKm0UB6ODZLm4Ux0L6t8cXGqdWrFWJsFaLKh7iNCtEOdUh1VLQvh5ZRh9TtAzXBKgiv6QTk6t5kmrBX0Yd3Blo2LB0rL9M22sgiOV4uWZLsASSMwVtHq18rRDV9dDo5p5xfaTKe6sA3MlFIb6Fx8PPWBFsR6H/TKYNOtSVAuf9QYSE3JD6etil3DGYnmqdmTZWremA0CxYbhzQmb30POtV7BdqnrO32jFPrj7FCTBR18Gx+T7WZHWz+xxfTpo38R50q0Ik2ZbyIv8rzlulrTK4/tm7pqSvVS97K6PRKc8eUiloh2nPeDleIyaAOtQdbEbRNTqmY7BGx8cSEHX+ZgVf9QI31j1grRPswQcc/kdSh/hZxSRRP/7uEJ5/cPFGfVzdSH5Yao+hG4jfTanQ+aoXIxjC6x3sIY4Inn9wMYJQnYpjkFJKORx55BACwZMmicR5JjRo1atToRGzZsgWzZ8+O1qsJlmGnnXYCANx///2uH3CiYPPmzVi0aBEeeOAB7LjjjuM9nEoxWa+tvq6Jh8l6bZP1uoC0ayuKAlu2bMHChQtdfdcEy9DdPRLqmD179qR7kABgxx13nJTXBUzea6uva+Jhsl7bZL0uwH9tKY7XMyNwXqNGjRo1aowxaoKtUaNGjRo12oCaYBn6+vpw3nnnoa8d/9R5HDFZrwuYvNdWX9fEw2S9tsl6XUB7r62r8O43rlGjRo0aNWq4UXuwNWrUqFGjRhtQE2yNGjVq1KjRBtQEW6NGjRo1arQBNcHWqFGjRo0abUBNsARXXHEFli1bhmnTpuHggw/GzTffPN5DSsLq1avR1dXV9LdgwYJGeVEUWL16NRYuXIgddtgBL33pS3HPPfeM44h1/OAHP8Cxxx6LhQsXoqurC1/96lebyj3X0t/fj7/7u7/D3LlzMWPGDLzmNa/Bgw8+OIZX0YrYdb31rW9tuYeHHXZYU51OvK6LLroIL3zhCzFr1izssssuOO644/Cb3/ymqc5EvGee65qo9+wzn/kMDjzwwMYHFpYvX47//u//bpRPxPsFxK9rLO9XTbBP45prrsHpp5+OD3zgA1i3bh2OPPJIHHPMMbj//vvHe2hJeO5zn4sNGzY0/u6+++5G2cUXX4zLLrsMn/rUp3D77bdjwYIFOProo7Fly5ZxHLGMJ554As973vPwqU99Siz3XMvpp5+Or3zlK7j66qvxwx/+EFu3bsWrX/1qDEn/WXmMELsuAHjFK17RdA+/9a1vNZV34nXddNNN+Nu//VvcdtttuP766zE4OIiVK1fiiSeeaNSZiPfMc13AxLxnu+++Oz784Q/jjjvuwB133IGXvexleO1rX9sg0Yl4v4D4dQFjeL+KGkVRFMWLXvSi4t3vfneT7NnPfnZxzjnnjNOI0nHeeecVz3ve88Sy4eHhYsGCBcWHP/zhhmzbtm3F7Nmzi89+9rNjNMI8ACi+8pWvNPKea3n88ceL3t7e4uqrr27U+cMf/lB0d3cX3/72t8ds7Bb4dRVFUZx00knFa1/7WrXNRLiuoiiKTZs2FQCKm266qSiKyXPP+HUVxeS5Z0VRFHPmzCmuvPLKSXO/AsJ1FcXY3q/agwWwfft23HnnnVi5cmWTfOXKlbjlllvGaVR5uPfee7Fw4UIsW7YMr3/96/G///u/AID169dj48aNTdfY19eHo446asJdo+da7rzzTgwMDDTVWbhwIfbff/+Ov94bb7wRu+yyC/bZZx+84x3vwKZNmxplE+W6/vznPwMY/ecZk+We8esKmOj3bGhoCFdffTWeeOIJLF++fNLcL35dAWN1v+qP/QN4+OGHMTQ0hPnz5zfJ58+fj40bN47TqNJx6KGH4otf/CL22Wcf/PGPf8TatWtx+OGH45577mlch3SNv//978djuNnwXMvGjRsxdepUzJkzp6VOJ9/TY445Bn/913+NJUuWYP369fjQhz6El73sZbjzzjvR19c3Ia6rKAqceeaZOOKII7D//vsDmBz3TLouYGLfs7vvvhvLly/Htm3bMHPmTHzlK1/Bfvvt1yCSiXq/tOsCxvZ+1QRL0NXV1ZQviqJF1sk45phjGukDDjgAy5cvx5577omrrrqqsYg/0a+RIudaOv16TzjhhEZ6//33xyGHHIIlS5bgm9/8JlatWqW266TrOu200/Dzn/8cP/zhD1vKJvI9065rIt+zfffdF3fddRcef/xx/Od//idOOukk3HTTTY3yiXq/tOvab7/9xvR+1SFiAHPnzkVPT0/L7GTTpk0tM7iJhBkzZuCAAw7Avffe29hNPBmu0XMtCxYswPbt2/HYY4+pdSYCdt11VyxZsgT33nsvgM6/rr/7u7/D1772Ndxwww3YfffdG/KJfs+065Iwke7Z1KlTsddee+GQQw7BRRddhOc973n4+Mc/PuHvl3ZdEtp5v2qCxcjNOPjgg3H99dc3ya+//nocfvjh4zSq8ujv78evfvUr7Lrrrli2bBkWLFjQdI3bt2/HTTfdNOGu0XMtBx98MHp7e5vqbNiwAb/4xS8m1PU+8sgjeOCBB7DrrrsC6NzrKooCp512Gq699lp8//vfx7Jly5rKJ+o9i12XhIlyzyQURYH+/v4Je780hOuS0Nb7lbQlahLj6quvLnp7e4t//ud/Ln75y18Wp59+ejFjxozivvvuG++hufH3f//3xY033lj87//+b3HbbbcVr371q4tZs2Y1ruHDH/5wMXv27OLaa68t7r777uINb3hDseuuuxabN28e55G3YsuWLcW6deuKdevWFQCKyy67rFi3bl3x+9//vigK37W8+93vLnbffffiu9/9bvHTn/60eNnLXlY873nPKwYHB8frsszr2rJlS/H3f//3xS233FKsX7++uOGGG4rly5cXu+22W8df19/8zd8Us2fPLm688cZiw4YNjb8nn3yyUWci3rPYdU3ke3buuecWP/jBD4r169cXP//5z4t/+Id/KLq7u4vrrruuKIqJeb+Kwr6usb5fNcESfPrTny6WLFlSTJ06tXjBC17QtBV/IuCEE04odt1116K3t7dYuHBhsWrVquKee+5plA8PDxfnnXdesWDBgqKvr694yUteUtx9993jOGIdN9xwQwGg5e+kk04qisJ3LU899VRx2mmnFTvttFOxww47FK9+9auL+++/fxyuZhTWdT355JPFypUri3nz5hW9vb3F4sWLi5NOOqllzJ14XdI1ASg+//nPN+pMxHsWu66JfM9OPvnkhr2bN29e8Rd/8RcNci2KiXm/isK+rrG+X/W/q6tRo0aNGjXagHoNtkaNGjVq1GgDaoKtUaNGjRo12oCaYGvUqFGjRo02oCbYGjVq1KhRow2oCbZGjRo1atRoA2qCrVGjRo0aNdqAmmBr1KhRo0aNNqAm2Bo1atSoUaMNqAm2Ro0aIu677z50dXXhrrvuakv/XV1d+OpXv9qWvmvU6ATUBFujRofirW99K4477rhxO/+iRYuwYcOGxv8+vfHGG9HV1YXHH3983MZUo8ZEQv3/YGvUqCGip6en8W/LatSokY7ag61RYwLipptuwote9CL09fVh1113xTnnnIPBwcFG+Utf+lK85z3vwdlnn42ddtoJCxYswOrVq5v6+PWvf40jjjgC06ZNw3777Yfvfve7TWFbGiK+7777sGLFCgDAnDlz0NXVhbe+9a0AgKVLl+Lyyy9v6vuggw5qOt+9996Ll7zkJY1z8X8NCQB/+MMfcMIJJ2DOnDnYeeed8drXvhb33Xdf2Z+qRo1xQ02wNWpMMPzhD3/AK1/5SrzwhS/Ez372M3zmM5/BP//zP2Pt2rVN9a666irMmDEDP/7xj3HxxRfj/PPPbxDb8PAwjjvuOEyfPh0//vGP8bnPfQ4f+MAH1HMuWrQI//mf/wkA+M1vfoMNGzao/8CaY3h4GKtWrUJPTw9uu+02fPazn8X73//+pjpPPvkkVqxYgZkzZ+IHP/gBfvjDH2LmzJl4xStege3bt6f8PDVqdAzqEHGNGhMMV1xxBRYtWoRPfepT6OrqwrOf/Ww89NBDeP/7349//Md/RHf3yLz5wAMPxHnnnQcA2HvvvfGpT30K3/ve93D00Ufjuuuuw+9+9zvceOONjTDwBRdcgKOPPlo8Z09PD3baaScAwC677IJnPetZ7vF+97vfxa9+9Svcd9992H333QEAF154IY455phGnauvvhrd3d248sor0dXVBQD4/Oc/j2c961m48cYbsXLlyrQfqUaNDkBNsDVqTDD86le/wvLlyxtEBAAvfvGLsXXrVjz44INYvHgxgBGCpdh1112xadMmACNe6KJFi5rWWF/0ohe1bbyLFy9ukCsALF++vKnOnXfeid/+9reYNWtWk3zbtm343e9+15Zx1ajRbtQEW6PGBENRFE3kGmQAmuS9vb1Ndbq6ujA8PKz2kYvu7m7wfys9MDDQMjY+Forh4WEcfPDB+NKXvtRSd968eZWMs0aNsUZNsDVqTDDst99++M///M8mkrzlllswa9Ys7Lbbbq4+nv3sZ+P+++/HH//4R8yfPx8AcPvtt5ttpk6dCgAYGhpqks+bNw8bNmxo5Ddv3oz169c3jff+++/HQw89hIULFwIAbr311qY+XvCCF+Caa67BLrvsgh133NF1DTVqdDrqTU41anQw/vznP+Ouu+5q+nvnO9+JBx54AH/3d3+HX//61/iv//ovnHfeeTjzzDMb668xHH300dhzzz1x0kkn4ec//zl+9KMfNTY5aZ7tkiVL0NXVhW984xv405/+hK1btwIAXvayl+H//t//i5tvvhm/+MUvcNJJJ6Gnp6fR7i//8i+x77774i1veQt+9rOf4eabb27ZUPXGN74Rc+fOxWtf+1rcfPPNWL9+PW666Sa8973vxYMPPpjz09WoMe6oCbZGjQ7GjTfeiOc///lNf+eddx6+9a1v4Sc/+Qme97zn4d3vfjdOOeUUfPCDH3T329PTg69+9avYunUrXvjCF+Ltb397o/20adPENrvtthvWrFmDc845B/Pnz8dpp50GADj33HPxkpe8BK9+9avxyle+Escddxz23HPPRrvu7m585StfQX9/P170ohfh7W9/Oy644IKmvqdPn44f/OAHWLx4MVatWoXnPOc5OPnkk/HUU0/VHm2NCYuuQlogqVGjxjMOP/rRj3DEEUfgt7/9bRNB1qhRIw81wdao8QzFV77yFcycORN77703fvvb3+K9730v5syZgx/+8IfjPbQaNSYF6k1ONWo8Q7FlyxacffbZeOCBBzB37lz85V/+JS699NLxHlaNGpMGtQdbo0aNGjVqtAH1JqcaNWrUqFGjDagJtkaNGjVq1GgDaoKtUaNGjRo12oCaYGvUqFGjRo02oCbYGjVq1KhRow2oCbZGjRo1atRoA2qCrVGjRo0aNdqAmmBr1KhRo0aNNqAm2Bo1atSoUaMNqAm2Ro0aNWrUaANqgq1Ro0aNGjXagJpga9SoUaNGjTagJtgaNWrUqFGjDaj/XR3D8PAwHnroIcyaNQtdXV3jPZwaNWrUqNEhKIoCW7ZswcKFC9HdHfdPa4JleOihh7Bo0aLxHkaNGjVq1OhQPPDAA9h9992j9WqCZZg1axYA4H/+5wHMmrWjWGfKBP7VxnPs3Rgev5MPDo7fucui08deK0QWhsdxha7THykL4zn2LVs2Y599FjV4IoYJrBntQQgL9/buiKlTmwl2vHSxyvOW7atM+1IEW1arqtTKsdbwqVM70yLWClGqfRmCrdVhbM8Z0Ns7cvQuH9YEq6C/H9i2TS7r6an+fOHGSbAepnbaOKlvaSyVj8GrPSlalqqRuRrcDs3vRHKlaMdDaPX5DFOIiawOAwN57SwMDVXfpxf9/Wn1a4JVsG2bTHpTppS3d5L+WQ+NRej0AbZI2gs6Nq/toPWybUvsR213eZV1qmhTZft2ol0KkUuilTyMyrnGUCE6QR085JhDdhNZHTSnS0NNsAr6+3WCzUFMT61z8PraGMLDnuNhhz5jNiRmOwYHM34j7QepSl6mrIry1HpVt20nOlkhQr2cMY6jQoyFOljkGSPNZ7I61B5sRdi2TdaLVF219FTrN2Y/qtbp3l7bjmjn0+xX0vmlE1ctS63brrKUOlW0GQtMRoXQvPIxUIiqH32NSCUSrdUhjtqDrQj9/bJOpHiHGnEFeG2IZT803c3yJJ9G8Nwle6HJsmwKv2iP1aiqToqsSnlqnZy6Y4kqiEvqq5MUghNrmxSiqkedk6qXTMdbHVLWa8drHbb2YCvCtm0ymXp1dMoU/SEI/UoPFCc3fk6vjgd5bLx8nD09reu60lj4OZOjcTFLMdb5dsjKluXUG2ukKIR2DZ5w7FgqBD9XLC+dM1Ehyj6+MVIda3XIDUF3ujrUHmxF6O/PJ9iUCBMv42QHjD6sdE3YO3FOgUW2lPi953SPx9L2dpRVkU+RWfJYWUA7tmNWAc/OujIK4SEzS1ZWITRypWOpWCFSHmv6WFikWvXjLz2OKWHnsuowXgRbe7AVYds2gH8Jy7Nh0rIlZe2ItIlpYCB/9zC3F9b5KNFaNqasTVOtQmo6t14VeU0GpC2KefobT1hhmgAeEgnIWfj3eIllHsCYQmhlbVQI7bHViLUd6lDWO9ZkOXJvebtQe7AVQSLY2PqrZTO4vIwd4To7NNTs7XJPt+zSk9a/Zkei58wlzqrIt11E7Fn8ktrF5FLfnYDYzM6aVfLfRlo30TYDpHiRKR5mDLGHPVMhUh/Z8BN5iDVHHTzkXUU+Ji+z07ldqAm2IvT3yx6sBm0yL03gc9c1vXaDEqIH0oScy7g3q4WMs5FDrmNFwl4LJNXVZN4YW6wfD6x2ZW5e7OVtr+eqrWvykI21XpFCsjF4FEIqzzmXghxyzVWHVG/YOz+V8vx80nmttinlOe1it64OEVeEbdsA/jWsGMFKMstuAPamopITYxOaV63JOHlLJCuNxxyjRUaphJpjXcpYH6sNbye1ldpoMq1PD7xT/ZyXpy0PVlMIa5NB6JMrDVcIT0glFbkKIT38mQphPQ7SY1hGHbz9edNW//QcWtsUmaesbBvtMao92IrQ3+8nWI9uxuqkrHt6CNdra2I2RPNmOckGWLZFRYp18JSltufplBhcijdb1pNNtSip9VPJydom7wnbSA+e5bVqHmTqGoaFHIXwEGqCQvBH1SLDVHXgj3YKkaaqQOzxL0uyqY936vxUmj/WHmxF4DOVshEvngd0exHKrAl7ju2woNkQjdA5yVYxhhbELEZV5JsynY/VlfJVhJR5PzHkLlJ5PdnUDQexsA1gK0SMRDWFyUWqQlh1KoJGrmWI1UukKYSaQqy5c1B+7hhSyRiQv4VQe7AVgc9UNF2R9mp4I148713m8XiQMVkOeB/WONzIJdGyRy+pliVfqZ5FwFp7ra2GHIsC+B+U2EveAR4FsN4N0xQiNuuk4+RjapdCVECu2mOaS66p7TVZ6tqvldb6DqjqdZ+cehz8NtYebEXYtg0oitG8Z41Vqpey3qoRqqW3qWTLx6p5otJRGpt0Ppd9sZ54TRutY67Fya0TqyddR9lwsiXPrcfhJQavQmi7hYH4emtsZ530oKWSrTR+75G34UhQCOt2aY+KdcwlZpr2hJO9MtqfdF2xx79T1KEm2IrQ3z9KsJLdCHKet+wFTQNp9kPT8xxo1yPViY0jmeClE8c0U6oTI9XUqXw7iFerm5vXZBLaSbBVKURsvVVblwh1pRlhDqpUCGs8gsy6xfQxSlEH6VHPnX9aBOohZ9qXVjc3r8kk5L7lxm3a9u1p7WuCVbBtGzD89P8Hlya9VYR+aV6bsFt6mkq6lh3hZMnHJk3YnTYkDZJWeck1ZyqfW27V0epp1+cp88hT60jwEqwkq0oh+IMYI1KNbGMeq7axgo7LevglWcUKIXmvXnJNmZOWDUVbfXjTsbIya7G56sD7rgm2IgSC1UgpNfIVjhq5Svqau5EoRael69NIVus7e09JTOs0mZdoLWszMBD3Vq0dISm7RrxpT16T5dSREHtwUrxXrU2qQsTWMWJIeUCl67NCwhWSqvR4UXlMHbRHNlVFpHNK/Xh2N6eqQFWv9+TUkcBvY02wFaG/f5RgOWKT9dj3fKXoEu1HOpa1MR7QsUgkq6XD+bNeScwh2ZCOWQ4pRmZZlLLebieRbI5F8YZKY+00QuVllGjDmGMKEVOEKnYQa2P1piXydSqEZkdij5aHXGnaCiNL9emxivVd2o92rd68JksplyCpQ2qouSZYBdu2jdx0zZ5oeUv3tMgXres5SuBlMX322AtOsrxfmq7MrmnaI1kKqUzzWi2LklqWciyblvKaLKcORZnwsJb3kJGn3CJbCbzMoxDhHsd2H9JrLEmoMXjUgXu7MYJN8XT5OcruZqZ98OtrtzpU8R5sTbAVIewWS3lfPtWWWGuuFqla9iVXry2SDf2GMn6eGLm3jMk7RY2RaQq5liHWVGviJdkUK9JukvV6r7yO5b22k1wprJ12uTM/i2SBShWC/6Tc5ljqwB9TL7mWIdZUUvWuyaaoQ8qbbVY/Gqh9zmnf6Cet+jMHuUTlgeXZaiQrtZcm3RoZ8zQP54Z+eT1e1+qzFCyNSiEfPj3WtmJWQa4eQk2xJCnXrMly6ow3UslVUghrhx4FlVHy5XLA/z8a26AQKa9Re+tq2w5ougy5asQq1Y/JpLFT5JJfWXWoCbYiDA62frVDmqxzLxSwQ79BJpV5yDaMTZvE03KvrkvXFfoJ10bz1jjcH51IJQxp+i5ZD24hNAKVYl0aseaQbI4lSZlI0OuOwZraS98DlpD6ybJU71Uq83qysQeRK1cM3H2xvFaetwjdQI46aKFhmuePvPbo8kdQUx3rkbf2Baaog0TQvI6U12Qpdfitzem/qb+06s8c9PfrtoPnvaFfWjd3iSlmV7yI2RAq4xN66dycjLOhaTMvl4g0Rq5aPC2FWNtBsjFLEyARZeqikPbuqYXeXnnbfMpXU2g6x2P1eKRlFIJfDw31cBknVuncUp0MxNRBCw17yJXnYx6r9HjnhJBp2tqJbKWlvCazwG9TrL0nDE1RE6yCbduayYLrCc1LaWpDYoQbsyXSElMVdkVaZ9AicAHaA6md3xyb9TRzzdLIVop7aeRqES6Vp6QtGb8Wq462C8RDslK9GLz1JXIFWmdSfOs8bQ/4PNYg83qsmhLkKoT0Xqwka5NCpKgDf+yDnKuJRa6cKHN3IaeqQ1VvuEl5fg4vvPX5vzCNoSZYBZRgcz5xqMk0DzfFllhhWMu2aOQpkSztjyLln7m77JxEnNrJaX2q5VRuebOWRUkl1rIkK8XBypBsqkXxwCJXrhDaWom2dT6mLLnkymGVeQmV70amsLzYlLE8DYk4tVMHmUSs/LG3CDYlfJwT7PGsyaaQbFXrsamYMqV+D7YyhH+4LoWGPeuu4SjZEsku8DVXWp5rP7yQomG8jJ9TK6P9JI3LshSSPIBaEMubjRGuZIG0MiltyeiPIhFnkGkEGyuT6pRFVeQa5FSmfT3FS6TtVgi+6YAiRyFi5UoTD3Fq7aQ6MXK1HnMPsUqPvPe1HklmPfIa+Wp1yiI8duHrfu521Q1hcmHbNmDq1FZy5flwjL1yE+pZE3bPRiWaz3kDQfJiA6T1Xgnci431kwVLa6Tpecyb9ViUsiQbI1UPoY51qFhCDrmGci6nCsG9Wcu79ZKrRtBeSCEcen0U2m9rhXx4eSZi6kD/pHmmVAdoVgXt8a/Cw/Ucq16PteQpoDazJtiKMDQk7yKmaT4x1dZdgVbbAej2Q1pz5fUleO2LRbK8noUqnIXoCaQ/DZI3a5FrKsGmWphwzpQ8lVlyXsaRS7RecuXn58Rpyeh5enpGH3JrhhkjVwkpCuHZvRKbObZZIaTH2lIHTX00cuWPtLYnUKqfswEfGJv1WHqeVPDN8/Q/rHlQE6yCp54CurpG81Wsu3LStOxHzJaU1eXYpDu1j8oR0xaLTL3kKlmMXNKllmIikiwlOQnS/3lNWXflCkDzvJ/Yrj5PPhUdrhBeItUecw+5csJM3XmsEWoqqaaQbIo6pNxWGiWkqAm2IvT3jxJsVeuuFtlq5Do42BoKlmxJGXvTVqKMQbMEWl0vuVJYVkcbA5dreXo+ngaqIVlrPfZpxCJXWnljU6RCxmJ52XXXWD6cT0rTGWlA1QrhepG7PbAeUw6JPD3tLQIG/IEeLwmHuuHcoSzlKPVBfweOoohFJGyNqGo7Q02wKgZQFAMAuhs/dldXTxOhxtZdPUfAR7SNUQ349F/6LkBVSN0DIsKyHLyOp67WNjall87jkVvEapFoCqESLefmQDIPictD0TbdQnk3GRdNu9Zdy5Kr9PB7idO7LpIDqrBaWQThkbIgBWa88KhCSug4hVgtUk0hVFrWSqDSk+wI+ye16QGQxrw1warYjpEfO/zgPSiKcBNbSVfyTC1SBZon43w5yqrLkTI59yDWV3jgJaIfHGzzJqeU0HDMolhEqpXxUHCVJCsQKjUb7SJZjuC1SuQ6rKRbSDeFXAOoEnCF0DYkjIVCeNZegbaORSNf76PuLad9SuqQ6t3SMvpTaWQMxAiVPpWcDCVyzCFZjnD/hzDCC37UBKuC/pg9oETbSrqjhDs4OHIz6GRe++Sh5qmmbG6yymL/T1qDxm1eOzE0FPGyrek3n55L5CYhh1xjBMvrhD5jJGuFf5Uyi1BTSdaSW9CINZRp5MrTTYTLr5cTKF+DDXUpqXGF4OUUlkKkbKGn0Bb2vAoRIdlcdfC0SyVf6RyeOkGmETW9Tl4faCVVm1CHBJmWDyijEbTPmmArwiBGwgHd0Mi1OT1ypITb1TVKtto/+6C6J03KLd207EyAZYdisF7bkf6VHcXAQOLEXbIY0iA1q8HhIVcvwUqE6pGFdPhBWBknUO1opS2ZpwyIEyst8xItlQXCbaznWgpBH2ruxfJyjgiRAbCVKQZJeWm/IV+BJys91tIQNQLV+rOIU1MHj9eqhZf5tYQjrw9IpMoJVSPW1PBw7F5Tj5UjbZdTTbAqWkPEzSaEE23rsSiGMTDQ3RRGBlpDyECr/g0O6rZEIuIqwPujCi2Vaf8EgI+zRcjhkUmbl0I9yXvldXIJNkaolvcqkKyXVHO819zwsIdYgyzFixWPgWiltVWJXAPC7yspRGhftULwc9HnKvaRcMClEF51kDb2eIhUUptU4oztD4yRNK1Hr2VwMIVUc0LEueFhqV2435PUg129ejXWrFnTJJs/fz42btwIACiKAmvWrMHnPvc5PPbYYzj00EPx6U9/Gs997nMzz+gLEY+aD5lkR8Y26tUODvY0rbkCMrnmhIRzoW1akt5cqOK1wyjoQCRLwuNVtG5sOp9CsJxINUJ1hIgpYbaTZDWZFznrr25yJX03vFovuWprDlZZLrRXlvh6MTAmCkF5XfNsY2qSow5l1m15P2GcQd5MrF5SzQ0RV6ERod9JSrAA8NznPhff/e53G/ke8sBffPHFuOyyy/CFL3wB++yzD9auXYujjz4av/nNbzBr1qyMsw3AFyKmR41sqVeLRvhY8lI1nZSiZWVAz8HtiLQpUpqce2xMFJLGW2W8XCLbmMfK+0ohV4tkmfcqEWUuueaGiL2mxSJWKi9DruHICbcRPpa8VI1A26kQPAIiEa6kEJ5ZaASp6iCRr/aoW55tzCvV2ltqxMPAsreaSqoSyaaEiL1erRYmTiPrCUWwU6ZMwYIFC1rkRVHg8ssvxwc+8AGsWrUKAHDVVVdh/vz5+Ld/+ze8613vyjjbAOIhYj083GxCRr1ZGj4GukE3RUn2IhBu1buEubIC+j9gp+OQ8lpayjfBsiYU3BpohKpZDY1oLctgkatjHZaTqZdkUzY5VRUiltrmhIiTPVihvGlTlKQQVqg4F5pC0DUdmgdG6msz40yFkEK5Eqy5Yshb804rNBwuN3dHsnb+EXLViNUiVclb1cLEVYWIpbbhXhsbLQVMKIK99957sXDhQvT19eHQQw/FhRdeiD322APr16/Hxo0bsXLlykbdvr4+HHXUUbjllltMgu3v70d/f38jv3nz5qdTsRCxLzzcWqfZMFCPlsMkpwxor+tpdiTUi621cnDb44JGtpLlCNCIN+adxqbdXnIVPNpAkjHv1ePd8nIu42k45DFoxEplVZAr9WZbQDdEMXml4eCYQmgKwD1aj0IkKrJHHSwvlOapPEaOZciVz3FHvVYtDBwLE1uEqhGrRqplNWKSh4gPPfRQfPGLX8Q+++yDP/7xj1i7di0OP/xw3HPPPY112Pnz5ze1mT9/Pn7/+9+b/V500UUta7sjCB4sIHmgOeHhUbTWKQpEvdkykCbpXiLldiTYC0qklU4GNHKlaYt4udXgsph1yDhyohxLkpXy3jKgmeRixBryGmEmh4eVOoDDmy0Dj0JoRCrNRPk7eBUqBH+FRUp7iDemDlWR6yixAqPkKYWDObHGysHSVpjY8l5jni231VQ+SUPExxxzTCN9wAEHYPny5dhzzz1x1VVX4bDDDgMAdNGPB2MkdMxlHOeeey7OPPPMRn7z5s1YtGgRRn7YYLSrDA9zIqbjHd11XAZ0fTTkuS3hX3qy2liRr6Eh/eMYJixrwcG9VJoO9WMLQpKsQnKVSNVK54aJY8SaM08f7/CwRLqNcs2bTQFXAI1ceR2+a1iaiVr//ipBIfj8UJJL5RrRSo8+D9u2l1wpsYKlJWLNDRPHwsI5YWItPEyjmj5MGILlmDFjBg444ADce++9OO644wAAGzduxK677tqos2nTphavlqOvrw99fX1CyQBGfswqwsNgco7m8DH1ZlPB7YT0yURuO2gbySPN8VQp8bohWQ4eEg5lkjyUaVN1nveS67Zt5kYm6Q9KOubBeo48LeU1mYWxCg/ztDRuHj7ulpjGA2km6SFXyYuNpS1keLSSOlAZ38HL5VJZjHg95LptW3NZOKdMrinEKoWJwepIcp6W8rS9Fzw8nN7HhCXY/v5+/OpXv8KRRx6JZcuWYcGCBbj++uvx/Oc/HwCwfft23HTTTfjIRz6SeQb6AKSGh8HS3JxYZSPIJVlrEh5k3HZQT5VGw7ice6rhODBQIhomeaySNdFknDhp2pNPJVdGrIBMsFYIuF0kq8m8aFd4WGsHRxlFFsnSzQAxcpV2BtNwME/TkDFViAwyDfCqA51r0npULpEoLQvlZci1lViBVnKVvFmwMih1NFL1hIl5eSp4eBiYtJuczjrrLBx77LFYvHgxNm3ahLVr12Lz5s046aST0NXVhdNPPx0XXngh9t57b+y999648MILMX36dJx44omZZwyv6WghX8tz1dJSe51EU0mW24qYLdGWkrQ0tSnchpS2LZJl4WVSqFiyHDRt5cMPYJGsIyRsES2MOlKZ58jTUl6TWZDWYjUP1kuyMNJS+1g4OIlke3pGnw0tlCMpjBa64WlNYWg+UyE86iDNP6UQMJXzMo2QY56tHRKWCFSSw1FmHekT7vFgU8lWWotN62PCEOyDDz6IN7zhDXj44Ycxb948HHbYYbjtttuwZMkSAMDZZ5+Np556CqeeemrjQxPXXXdd5juwQKsHS8PEWngYjnSaV+olWbpEJEH7f7YxObc1kh2p8o2JFutBiTRAm76Ho5dkQ9+WB+sgV4toed4iXTiOVlrKpyDFg5UIN4VcvYQqwUWylFwlWOSqhXSk0DBXgBLeqwS+wUmaawaZtI4rkSitzwmZtsknV80z5eHgGOlCOHLytdJSPgWSBztJ12Cvvvpqs7yrqwurV6/G6tWrKzqjRq5BJpEsWLqbyaGU2dBIVvtYhDRx1rxPyyvVZOMKK4ZmybRYGjfW0nuuCYiRKc93Wpi4yg1OsbZQylzjlO6N9KUlYPRLUdp/0PCkA0qth1SPqtRB8oppGa2TBk66VEbr5JCr5FVKNrUKjZC85jg650npOAyimWSBZjL1f1RiFFaZDYlkpQee/+eeAOrh8k1NXK6Fg+mknZO79B+D+NKUOFW2jtxT1WJiIa/V02JmktdqlMW81xyPFkLac+RpKR+TB6S8ptOO8LBU5kELyUoea2/v6Puz2s6+WFoLB4cHXCPvyDH38Y8FcMJR83apXArueHcbx73XHI8WQhlYmXSkdSGUeeQBz8DXdMYeQ/CtwVJoRMvL8kBJ1rM7mMqtzUtUrtmUAEqaoV1bIc0ieNg4Fh6WYly0HwfJcuIcZHlPODhGsjBk9GilLZkGiVSD3Fov1WRSe4tcy6BBspxANRmQRq58Zql95J9vaGgTLO9UCidL4eEg554pJ15eZpPrdpbnoV+JQGOkC6EdhDpUxtOWTIMUGuZj8aEmWBX0hmuECqWcm480b9VCINnY+3EBHm81tNVsSsmNkXnQvBNtWq+RLJfxDUy0f2Vzk4dcc0k1lWSttJS3yiSCG2ZlUl4jVK28XeQa0D0wIG8E0GQxQgX0cIxFtm2EFLqlR00tpDVWbUex9Labz3OVyNUiUE6eEhlDaAvWFpG0lKfwaERoP8nXYMce2wGE92M9oWGwuloeSrsU9LREw6Rdw4DPWwV8IV5PtCwbUng3RqraDhAvyYY+pN3CT9eziLRKkpXS1tFKWzKr3OO90rR25OeIkWtZbegGWsPD2iYnLZTDFcJ68C2yrWhGKqmD57GnR22HsCTTvFdeTw4LW+Sa4s1CKQMrl448LT39Me+Tl0sRyNqDrQjDQOO/6VCkEKZUt7w3WxSj/yQAaCVXrvuA7MVSWxIjU8leeGUmpFmBVa+MJ8vIUyJUKssl1xzPNYVkrbSU98LrvfI2XsJsB7k2+qDuFydXusmJPzdUeTRylchUetClWWaiQqSqQwrpSnW5akjEG8r0NdcYuVreLFh9KGUwjqEeBLmU94J7r0MYiV/5UROsCnrTJW+Ve7NgddpDrmEsdD2WkyudaHOZZ82V25SmKxjSX+GhyIqgWdN2q14ZkpVkZC3W653mEmyO95pDrprcQ4SW98rrSHWlPjVZKpp2JvO1dUDe5BTSlscqHSUCpd6s9bmzDI+Wk2Y4HUdKgCe2bYHL+IYnmTjB8hbh8rpSnyBtYBy5V8vTUj4mt5YBrXYyaoJVsR3AVCbTyJaWadDK6QPIz6f1M4KiAICeFiKlkHYVW2QqeazeqFeSDYlN1bWPSmj9xEhWIlFpk1OJHcNeMuYyRNLS0UpbMquON0TMZTnkGfNyu+EzTvwau4FWIqUIMm1DgnWk/xDesw6boBDWK7uhK5625p6xNVmLRGm5vWM4lpdkEORg9aGUgZXTo5UOKKMR1KHyoyZYFUNo/haxpEiamfB6qrxe7ObxNYDuFu81HLkXS22J+7Ua2LLQb+nNT5rHalkQ6U372FHzXkN/gtfK81UQrJdkPUcIeY8ZkRAjVYtQpfoxuef8Fvi7s03kCoySnxQi1kI51hGQvVmpvARy1MEiYIt0LZUJ9eV/OZdDrtw7teQQysDKpGMAfTLSSLG5HV+HrQm2IlBz56lrmRCJcKU2MTPE+xj9N3d8bbWqDUyabMwgvfTnfRGQHiXvVXs1B/nEWSXBerxXi2glpHqWXnIscw5LFjuPlG/sKg73PPyrO+7ZSqEci1wlz1VaR2kjpLCxRxabc1KvlXu7T+fIn0aQHsLl9TQ5lDIIR7B6FDFCjDlDvDzt4zM1waqgNzv2eUTeLoeBYi8x8/BE89ejpM2RIe/dwERthTQR50Qb+gfibaOQCJTD8lolGZ+6c+9V2ElchiRT6/AyCGnraKVhyHk+Zecv92JzvdoYYl92krzXYZJuIldpTTbIpdmn5blSSAohKUGGQvBXZiTEwsbaHNMT8AnvydrfGeZkCpa36khEDCaHUEaPEqlqaRhynrf2ztQebEUYgG9NNAYP4cZi+62hYUquRTHU4sUCPjKN2RLt600UuWWq5eBlsXQs1gXoJMvkHvJL+bPaWedAwhHOvAaPR5lLlJ5zcZQl12EIXiwgk6s0+7QUQvt6E0WmQuSog0TEgRy5jOZjpDv6s2nkyfMxz1UjUc1r5XVBjpxYJY9WypfRCOpo+VETrAp6Y2P1cj1W2oe3rta22YsFWr3MKVP8a66hvWQLcm1LFNzCaJZE8mRpWrIW/H1X4cMSGslZZCnJqiTYXO81zQyMLYFKSFl7ta5V9WKB1klWT48dJgZ86yPWS+AlFIKrg+bVeuaf/Ei9VP7X7L0CuufK8zEPNeblgsn5uTnx0iNP86ckzfPU7XrtwVYEfjOtsDBYvSphh4ZDOrwbG/NitTAxINcDbNItRagexMhUS9OpuydEjDjRVUGiVRFsVd4rb+PxWoM8RqZVkTaFx3ttnNvjxXq3z3tJt/QXV2x4VEBSGend1zzvNaQt7xVKuUSiQ0rf1nkhHGOEmkqwoQ13ZmoPtiJYP2Y7iFSCHRpuTg8jeLGSvaByjwwYlWuv9/F8lm2xvFZJljKNHxzUSZWFiL3EWpXc4xHzcUlHnpbyKcghxXYQqQQvuTaRf3igaUiYh4h7elo9WItwg4LwB56TbcbsM1UdPPNP6YtOWsi4eecwEPdMwfKWdyuRqNSXVh/CcZjleVrKp0AiWT9qglUxhNHXdMogPW4vt6N5yYsdXYsN79VzGyF5ot63DSQyzdo8aS00BVifuON98PVXbjFoW4lk2XuvQJqnyeXeup1KsBaqINLY+qq3nYdcm7xYi1wBX3i4YjINzXLqWGQaUwctdNz8PqxFoADcZMrb87pav1J9kCMn1nYRLEdNsBWB3tSxhhUWBklT+ags9rUmLgP0kDDQ7NWGup4vN7nfYIhZEElmTfVTwsOIE1sKyUpk5yVYLW8drTQHJygPxso7tWCRK0iah4iDrGVHcSxMDNjkGlMQqY0mEyA9+tYXnKQ20vzSEx4GLO81HLlnKeU5AYPVsbxejYzBziUdedrSCG5jPahf06kI9CZ7oe0GTt3QZJErXQuWvdhwPi1MTMuktDUxL2E3bHitCvdkPYtSFskqIWLLo/SQbOwv5Vx8fPRopTl4vXYTp+atlv2YhJQ3vdhQWQsTA2mhnJjnWoFCxII49FQ0nRoypsfW917DUfMyIZRx0pSI1EOu1rn4+Ogx1OPXIYGTsodk0+IvNcGqkPyRgPRPZo2CfquY98nlFtm2kuvIsfXrTlKYmMo00i1DrpWQbugoJtMsCbU2EskK5MqP7SBZrU3snNLRSnOkmQY/csO+oS2E9pLcIluTXPnXnSRPVtrdF1MI62PdHBUpRKo6xLYs0GDPaLnlJXJvlaalfC65es5JjxqpegnWi7Q2NcGqkG6cBGmtNOUmaC8wezY4jZLqaH4YQI8Y/o2FhKWPRoS61nfOK4O2INWs/XJdbj0ooUqeK9k5HDt6SJbLtHaeemUIVspLci8pamudnvop56H1IbRxvftqHJvWW6U1WGl3n+bFBlevLaGc5u40eao6UEKVwsNB1hweBmSy1TxKmqflGgFDaKuRLm+njY+npbwkL+M06agJVgW9mfxLTjF4bpbmydLzSXmdVEO+KIbQ1dXTZAeqDAkDIwqpfTIxamesnR3aV5ykMilErE3fhX8Y4CHXcIyRrEagUORegpXOSY/8WqQyCWW8WSks66kfq6ONqyy5NkiWrrda5GopgPZwW7v+IgphPfKWqvCQMZ+HekLG+tqrdLS8V5qWCJR6opJcajuM1v6B5r54GYS8x2Z7ybX2YCsCf0g45PdR5XIvJNKl/Wikytt2m2uxZULClrwyWFalTIwsEh7WSA+CzPJIYZSV9V41Ik0lWA1V7PKV+sjpNxYm1sgU7NiyFittcAryXIVo4we626UO8fCw5lWClNG6UNqCldG/FHK1iB5GuqxGpJL1KGqCVREjWA6NZK3+eV3utdJ6FqnSMoCaE+trTakhYcnmcLjJ17IaYZDSrg46EKs/af2Vyb1kFvNeeT7lL9YXP7905Gkpn4Oya6sSyWqIETInW4tUOaGq5EqJNazDAjKxaiHh2DqJUyFi6tC8Aam1bWrIWK6neaihTPIkJe+V5zUiTSVXzWuVvFjJWy4LbwSzuUUWfve73+GDH/wg3vCGN2DTpk0AgG9/+9u45557crvsQFg3kj+MvMz7MIH1E5udaTO51jIpDJSiiE2jczxXnjrJ4HEuXsbzfJOT4LViaMgkqVQvMubN5nq4sfIUos7pI4XoqxiD9rvwc1jnNsuEV7TEZQcrr7WTEGPNDEhkGpASMqb9DA1J4WGa1gg1HIdZGylv2UgKyU5q9laqM6zUjbWV/ngb6Um1kUWwN910Ew444AD8+Mc/xrXXXoutW7cCAH7+85/jvPPOy+myAxGbLdE6Qa4xDCdZKuey2Dk8GK2nrcF48jF5ap1qGjn68Bg/gpjKSOUxovW0jdWPkb/VTrumlDLP+a36sfNYkxNeP5a20FTPIlfOUGOsEO1Sh/R+Y3ZG+uUlh0DqR5NxYpbqW+TP23rGklqW7kFkEew555yDtWvX4vrrr8fUqaP/cWbFihW49dZbc7rsQFB1j82atNmO9ZBpHqw2W7S8VulIZ6VxMpU4yZotW30lwds4xZMFWsPCyvqrxzvT6nI5zce8OE99zxi1vmNeoqetVS/25xkDH4sky/lNpCNPZ5GrVyESJ3ix02qnSOF/bS9gcz+pdkZzOqQ871vyFqHIJRsLyGP1eKKe88bsrw9ZBHv33Xfj+OOPb5HPmzcPjzzySE6XHQrrYaNp/lBJJGsRsvZQ0v75+aUjvfmj/fGNDda3GhqtHZM1a10oCSmdaAOW5IYRTfHOPEbeIgkJKaTkkUvjqJoUU34XD5nHzs3bS2nPkafVyVcoy3UDLdZLQAo/W+oghYx5nVFItsNDtpzcaFpzIiRopKvJw7mHBbk2Do1EU4nZjyyCfdaznoUNGza0yNetW4fddtstp8sOhESM1kyK32ipL61/rZ6Ujj38zemU9dcgi9kI70Q+CamdeqfvdO0VKE2yXGYRiSTTyIXXtfrT+vX0kXP+WD+xuhySPEasUNKlyVUrC/AqRMUbEFLVQSNlzzYFkhPSKfZmmMk5OUoyyRGR2kNow8cXI8jQp1cjtL78yCLYE088Ee9///uxceNGdHV1YXh4GD/60Y9w1lln4S1veUtOlx0I6wHTfnDt4QGrz82LVE+bGQLyw6WNZwTekLCFiiboNlLcYsv9NoxnGaOtGXCNMDyIkYuXRDSS5eeyzm8RpjYGKS31GyN06VpSx6KNDSztJlcLbSBW6RRejzYluEPzdCnJR7KaLaTtJIfCqxGUdKU+Lfun1dc0Qrp/0hObTq5AJsFecMEFWLx4MXbbbTds3boV++23H17ykpfg8MMPxwc/+MGcLjsUKSRreaixmRxvw88f6ltj0vuJhYRjdqItHmsMgWi9uzU9ce4KSJbLYoThmS9bZC2RptZeI1mtnmcMXkKLkbt37J7fIjYWqa5KrjzCAcQf+DEgVumUKXsiYp/xBngdeWLuJ7NwlOyQJpNso+aUSOOx/kLdWP1YmdSPH1nvwfb29uJLX/oSzj//fKxbtw7Dw8N4/vOfj7333junuw6FRJr0E4XDRAalrtW39A8A+IcmulndkB4SygKGm2TSBycorNf0+Puy44YUouWIkGyMQPnRY8C9RAujTSrJ8bFreQneDzpI7YaFutJ5U/4xu9aX9n4rP8b6bnknlsL6F1CB4cZZIbz87llKbs5L0TKalsiWlwW5lOd9cnKVxjLE6mvjlMbBr0PKS9C+Cy9pro1ST8qee+6JPffcs0wXHQx6M+X/XDNaDjQTXdpNaP5ABM9L55M+LMHrhbrNH5xolAzptiLYkTZ+nCYPnmm85JGwkLFGQh6SjaU14pRQlQdppT3gxEpl1peTuIy3yx2P1pdEpF4ZeJ6TK/+qE0WHECuHRx20iJW+wQmIe6m8jRZ1s4hTAiddLuftc8bkASfWnD5G4H5izjzzTHenl112WdZgOg9BJTWSBfTPG6aAk7TltUptbdLnZKnZio7xWD3wEC1HIslKiHmYUGQxD9ZqI40vRrJS3oJFaiEveYwQ0vzcqetQGrHStOStauUtpC+R6wQiVgmxrQvxkLHm6cWIRfNmY8TKvVfpPBLRxsjVItYUktQcqDaFiNetW9eUv/POOzE0NIR9990XAPA///M/6OnpwcEHH5w0gM4FvXFaqDaUA62eowXp39CFdpSwNa+Vkypvx+fto2PTwsQd6bF6YBGtYFViHietk0tqnnPQslibKj1YycPkbTTC1MKxZT1Y67OIHpL1jk3Ki+Q6oWaazbDUQZK3bnCS7pZGajHPUerT8mA56XK5Np4YuVr2WIpA8jb5/2nH/QTdcMMNjfRll12GWbNm4aqrrsKcOXMAAI899hje9ra34cgjj8waSGeCEhv9DiX3ZoHWG+LpV8pTwpYI1/JorX7T12AnFCySZURrER5Pp5Cal7xjhCvlq/ZgeZlGQmPhwVokKJ2f1rE82mxynZAzzWakfMbbJjye1khWSsfCxZY8lGnkrJFrrgfLy2L22YesXcSXXnopLrrooga5AsCcOXOwdu1aXHrppTlddiD4jdNmadasT5uR8T4g1JHOK8F6OElOqJb6QnsIQ9G/MXl1xwtr94dBsl7vz9NeKrO8VIlwq/Bg08xA61i8Y/Cem19vbDIQO78Gz+QJQDUKER7+cAwKMsY7jDWkBXdyvD9Pe6mM2sWAmK20bGMq2XvAx5LTRybBbt68GX/84x9b5Js2bcKWLVtyuuxQeG4cr++ZkVk3zQqFWKEZ3eQ3h4FG4CFFSqgxjMurPBqcJEuRQmhVEhtvG7uj0jFG9p4/3sYzBivNzy0hRuqx86fcF63PBlJeB5tgCpESMh5FSkiWEyVtl6sR3FZq55Fso2WjczQiZ8IxgiyCPf744/G2t70NX/7yl/Hggw/iwQcfxJe//GWccsopWLVqVU6XEwT0pnq82NR+tXyszB8WafeXmkp8hrVaOLyIGDnxupbM44F5VNnqN0YoZcjeQ+5SmyrOrfUbO79WlkSu0q5zjjIK0SEk63OqLUJr6TEi83ih4c/yXq1+Y+FqTshlNCIvKpG1+vbZz34WZ511Ft70pjdh4OmHc8qUKTjllFNwySWXZA2k8zAEoBej8fdwHEbzvITG56lMgr4+KvcT5NI7r9p5PX3KsF7dGVfQ8FsKBKviVTGJxDR5zOuKnTPFi9TaW3Wt9ta6pZTWjlL72PmtdlI/0jhi5/X0qaJDdxGHiHSqOsj1vRohkRht753kcxLXzmV5kbExx+pa55e+KyC9KeJD1pMzffp0XHHFFbjkkkvwu9/9DkVRYK+99sKMGTNyuutgcHLlZWDyYUEmtQFaN03R8/G0Z4wcwy1y7X9DV21HKpm0h0FJ/+UkJVTnINkUMkvpKxUeL9IbFvWOJdTJ2eTk6YfLtPFZO5d52kKMmJugbWiqeqZZgUJojzxdAvZGrlvhWabywo6gpfeV6r1a5OoZi2bX80i21BM0Y8YMHHjggWW6mGCwvEwoZd5+c17P8fQxAu01nA6coFfz70QoEkmWyyxSy+kz5tXmhohj57ZgkZvVRiMzKGXesZTxoq0+GrDIVfuS0zghZc+U56NnPpK1PD+L1Kw+NI2w9q3w/qWwbVXkKtWnu4fTn+gs07pixQp0dXWp5d///vdzuu0waCFioHVGU/W2fkqWVdRr9WaBjrQl7VvrSrBSqWFkqY0UJpbqaGRbpVetyWKenofcrDZVoaz36q7XgQrRAeqAPI2IecUSqdI1WY4qvWpNpjlPea/oAJkEe9BBBzXlBwYGcNddd+EXv/gFTjrppJwuJxA8YVzPGiwnPZkEW88rkWpOaLm9yDIMZXdIJbZPCaHGvFet3xzT5JHFvFzP+TVPM4UwPXW1MeSswfLyLO91PJChEGUjy+ntPcQV7mbMe9X69ZKjVM/jVfN6KSFrLRKZT7JZBPuxj31MlK9evRpbt27N6bJDYYVktfqArtKxTUiejUsxua9eR4aGq4DzVRxJlqI6XoJLgTds7BlHylhSySzFU4RRN0aqMfL0yN31OtB7rQIWyUqv7+V7irG10hx4w8YUueTK61XjpFQ6uXvTm96Ef/mXf6myyyxcccUVWLZsGaZNm4aDDz4YN998c0U9VxHj99YrY6ptdMibA+1DBe8Kte/XTztv7jjKhpXLeuplPPcy9bLQIR+GaBeqeXVuvH6jqjZNjc9mrUoJ9tZbb8W0adOq7DIZ11xzDU4//XR84AMfwLp163DkkUfimGOOwf333z+u42pGVTM8jvGihQowRqxf9S/Ujl885q2mhKurOG+7UVUEwOp3omHsJsFVE2c7iFjrk4eHq77j5a8lK0jIPyZRFAU2bNiAO+64Ax/60IdKD6oMLrvsMpxyyil4+9vfDgC4/PLL8Z3vfAef+cxncNFFF1V0Fk9od6xgrd12xnrsuGAcvngxngZ9vM9d6n3TNo7FWzbZMT5Rq/GMDHRGVCKLYHfcccemXcTd3d3Yd999cf7552PlypWVDS4V27dvx5133olzzjmnSb5y5Urccsstib3RxfyxJKn2nm/Srr1WhJx10JT61s7hqlBV39Yu4rFC2883Sddeq4NFVKlPmrbmG3tNpyyq6ju9nyxT+4UvfCGnWdvx8MMPY2hoCPPnz2+Sz58/Hxs3bhTb9Pf3o7+/v5HfvHlzW8dYDs9gj3QSYiKHMDsBz2SPdHKiM7zOKpH1fO6xxx545JFHWuSPP/449thjj9KDKgv+jm5RFOp7uxdddBFmz57d+Fu0aNFYDLFGjRo1akxyZBHsfffdhyFh511/fz/+8Ic/lB5ULubOnYuenp4Wb3XTpk0tXm3Aueeeiz//+c+NvwceeGAshpqJ2nudTKi9r3Kof7/Jhsln35JCxF/72tca6e985zuYPXt2Iz80NITvfe97WLp0aWWDS8XUqVNx8MEH4/rrr8fxxx/fkF9//fV47WtfK7bp6+tDX1+fUBLUd6xvenvPV6+/2qDfxE0p89aXvtVbNVLHafXD02NNam0/3yT45+rtRfhUqwT6PXVvX7w+3yzaDkjnze2njR+aOO644wCMhGD5F5t6e3uxdOnScf+H62eeeSbe/OY345BDDsHy5cvxuc99Dvfffz/e/e53V3gWrpTjqaSWCXoGG4/e3jF/v7EqYpuI57byYwnr3M9kj3fKlPHYSVwVsU20c48iiWCHh0dUeNmyZbj99tsxd+7ctgyqDE444QQ88sgjOP/887Fhwwbsv//++Na3voUlS5aM99AIepR0WUxgEzJGrnXVRNQOYtP61D50X+V5xwOSp1x1vxMNYxdpqpqI2kFsWp/8H6BUrRHlbXPWbVy/fn3pE7cTp556Kk499dQ29Ex/cK6+3pvhrdc+8zDpw8QVeK/j5RHy8+aOIyecbeVjbXK92KrrZWGSh4mrCeaMl0fIz5s7jtR21UQp3ab2E5/4BN75zndi2rRp+MQnPmHWfc973pM1mM5DDzt66qeEbD03UTt3OUKftCRrWBNtTXTYKNegtStDzDnrv9a5vWOJkRdff00hxZSQrYektf5KE/UkJVkrNNzV1YOi4E8IJaIUUqLrk7l9SH1a/zhFKqNPfS45V/csuM3sxz72MbzxjW/EtGnT1I/9AyPrs5OHYCV4wrs97K9bqJs657fIvl0h53xkEXhvL0DeSc5qnzBV9xBQTlg2h3Bj5K+NJ3Y++qEI6ZzaWGJ1Uup2K3/WWFJJP3VMY44MhSg7CU5fd/UQUNjYxMOz3n5TSI7XkzRCGkeMZKGMwePMpD1R7ltIw8KdHiKuBpzQtB+5HYQ2NuHmjpy051qVmDXp6XF/PjGHFC3vUds5bO0oLuMVx3Yvx9paaYnY2k1oYxZu7kCFaKc6+MnXu1uY1uM7brmHG8DrSPJQlusVx3Yvx9oGpO6aztSH888/H08++WSL/KmnnsL555+f0+UEQcxjraJfKd3N8ulerKaoHRkqTvl03ZQp8YsQDGdKONIbIvX2mRI6zSE5a4zWOVOJMuax5iL1+rO8WO0Z60CSTRnSlClx9ZHVJRZho3Us58PqQ7tTMfsZc25iTpA1Ruuc+Z5rqVZr1qwR/+/rk08+iTVr1mQNpDMRIzTpoYw9KHSdlveRE+r1Pty64nk4KgWV9BUGxa1LkHsHnUiuOcRk5VP7KkMu0lg8odbY7+EltNTz88mG5/pj8E5+ANgk22EKoT3ygVC96uAj1zJLTtVsDhptG7OPqSQbG49m16UxxJFlD7RPD/7sZz/DTjvtlNNlB0K7cZ6ZkbT+mrPBSTp/7LyePpUzVWxXKkMg2tTBOchVg0Ymqd5jVSQXax/rS/uL9cXTMbKNee3aub0TldTzevpUUfXMsyKkECqFXN/7q2h2qFuQW3Yo5oSE+padjY2Z19WIVvrjyCdXIPE1nTlz5qCrqwtdXV3YZ599mkh2aGgIW7durfiDDp0Gy/OsKigm5WNl3ofbp5hl7ErH/GMSx5pr+CU9a51SGZXxcqlvDd5+Q5ofrfOl7IrW8h6yS51U5I4lVpfLon319vpiqmUWQzsAvjXX8Ot41jq1dU3v5iKLrKR+pTGFND9K5yurEXmeeNLdv/zyy1EUBU4++WSsWbOm6VOJU6dOxdKlS7F8+fKsgXQmpFlbjMysMAT1aKHUTQmD+AJqXV3+NdmmkfSkhZ46xJbo5Nrbq5Kuh8g0YsslNX7+gBRyjU0ScojO68Va6ZC3yJaXez15jzedRLKAb2aYsjTRQQoxZYr82GvyEXCyDP93OnzQQSO2bugklwJqsyRyDU+6RLJam9CuzFjSiDbpCQifR1y2bBkOP/xw9HaMu9IO8NCHFirQvFceHvaEiKUbmRIO0eXSRonUvUSUcMNfCFd1BMIgNXIlr/DEvMQYYt6r5rnG5LTMS/jaOav80EQKmWleJf+LnS9G7hJi3nYDVShEePjDMShIh2yUCjoqea6tb7TFvMQYrDaSZxnAPUwup214/xrJaues4kMTbfwWccBRRx3VSD/11FMYYAZtxx13zOm2A8FJjpKgRIiW9yr1K+W5h8vraGshsX5lIuwYciyLmCVRyJUixYuV6sPIIyKP9eHxYLX2FJ6QtdeDtbzPmPeqnU86p0XqFvFGPdeyJNvB0ELCMulqJEq9Uc1r1cLCWkhYe13Gei+Vv94jfR5R8mA9YWlPyJrbZz9y/GU8+eSTOO2007DLLrtg5syZmDNnTtPf5IBErrwslEvExr1XLTxsecaxscRC2LTNCDSSnbBEaw1eMJZeb8tz5GmpT2+I1GqTExKNndMaS8oYPOeWvFftfDFyt8bivT9N0Eh2giqEpQ6SvHn5yIrGWUfNhkl9Wk4It5lcro0nZqOtc2plfBxe56kZWQT7vve9D9///vdxxRVXoK+vD1deeSXWrFmDhQsX4otf/GJOlx0KidBoWnpwcsJDWniYn1trK7UZzUtb+yVMKLsSmxVInggxpprhjSmEx3uTZBqxeNpI40v1Ij0klzMGz7lT4SFaawIhtWmqz58NLaQ7gWaesU32EXWAHv2K2TPJNnJC5OW0jmU3tSihNL5upY4WZYz9WWPwI+vp+frXv44vfvGLeOlLX4qTTz4ZRx55JPbaay8sWbIEX/rSl/DGN74xp9sOQ4xcIchpW8171TxaKHnpfLRMq9ecl2yKNdPtSLtCF3+1LZFCSBg9PaBrs92Q10ypnMukMikNoW8u42VgdWgbnvbsIqb95n6L2ENwLjIjsirI3hqPJWvJSwoxwYiWqoO2WUlSl9Y23ZDXTHsQ3+gEoZ4VFpZkvAysTpAPo7l9D+RwMT8P7Tf3W8TWuHVkebCPPvooli1bBmBkvfXRRx8FABxxxBH4wQ9+kNNlB0Kb1WizNI00tb6lc0l5y5uVztN8S2kIKHUNtmM8Ws/naUI9Dm40ST8WSWhHD6lYZKF5dlxupaUxeTxJL6FZY5DqeM5rQfstpLznPsX6biDu1jWjQ4jWu4/Ko+/N+Zjd4RN57rXS+lKe9xlkkpMi2d1uVsbHEsbRrdTl/Xq9V963H1kEu8cee+C+++4DAOy33374j//4DwAjni19dWfiw7qJ/CGzHhDpQeoW2lnhCOnhlo6t/VBl1L4G03F2JbjYKa9PSH1QMHK10pbx9pCKJCvrtcXaxwjRU6b1I/0WsfNSeMfu+S1iY5HqNo2HPhfSe7CxB34cdgqnviHkmTs015FsDU3H7E04WgTFZZJtlMhZs4MxkpSIVnOaLKLl/fiRRbBve9vb8LOf/QwAcO655zbWYs844wycffbZOV12IFLIFaws9rDwn12b8fFzWDNJbTwj4IopKWBMecfEo035YpNFrG0gV8uT0gjFAw/JWUepvnZ+TeYha20MUlrq1yqXxmNdmzYWbWxg6QjbjMDzRZY2E613jhnqejcx0nzrRiee9tpC2k5yOLwaQYlX6tNL+pxopfNL9096YqVriiPLXJ5xxhmN9IoVK/DrX/8ad9xxB+bNm4fPf/7zOV12IKTZEACRzPhMTOvL6l+q53nYpZnVaJoqkmezU7u/9BTt1Pkfb9R1WN4HX5NV1mJDOnbkdYHWdVAQucekaP91R+tP61daf02ZQUtEx9MpRGuRvEaq1sQldTxSuya28pLsOBBtbKsBh/afGrX11yBrfp2nB/JXkqyPTICVgcj5XR4SZBKk9nwtFWxc0u8vrb+maIRms/1IOZuKxYsXY9WqVdhxxx1x1VVXVdFlhyCVXMHKKelymVQvgNeJzdj4OKms2W5wW+CNrkqo7NvFKZ2kTNON3aI5xjrm4cU8MalM8xxT5dI4NA9S+7PaaL+H57fIPTdvL6U9R55uIVkeMs59YbyiEE8V/0xK4nwpEj4KyXZ4PEZaxu1aCkFJttKSh3N3C3JtHLyf2J/Wxo9KCHZygqupFoYAy3tvgMfTldKxWzbaJrbBKYYxWXdNOUmKl2C9iqGEiy3EPCmat7wzjXQlUuFpN4EY59FgnX8sxlD2N/H0q5KsF2OgEKlzzdy6emQrx35x5wAsz/vUSJP3743mcRvN01J/MVjn96MmWBV8diT9SXVAyjTvVasHIuczOAh1pGNzmnurNE3z1sS9bSHjKqxJoucqkWvMK9LIxOu1cViEm+OtpXiF3ropbasYg1TP+5tYvw9Pa89CiyebEinhyPRkU5qk/OtJKy9vdIpFzTRCszxYD5lqtrCb1ZPGxeukeKSeunwsPoz/nvOOhnYzpZueQq6xhwxCPX7TAVkJRsuCIqWsw2pK7g0ZV44Q69LWW2MLTGHNla7F9vSge2DA9e4rDBmMPIhckgVY6pqyhlp2/VUaj+SLaMeyJC2NQyNW69xmWWATjWQBv0LkvjZWEtbaLFeT8MgHGVUl2s+IrAdFQdc0QdI9sN9BBVrfWbW+PSzJAmIa4TUyvK62ThsDbaM9rTqSnoBVq1aZ5Y8//njSyTsbsdmSRGraLEzrn9fVZnCxWRota04HO2B5q9L/NC+z38OF2A6OMADvB1V5nn70n+4AETY5dbO0h1yrILOcvjznKjMejVRp2kOwNO0xSzGPlteTzh/zbgHoJMs3KlBY3qznX905EFOHMFxLHejePks9eLr5gxOBmCip8g1MGuFCyaeAb0SK9eU5Vwoxc/AnN62fJIKNveM6e/ZsvOUtb0kaQOdCIljLY5QIU/NeNRk/txUasUIi8vqrtMGJpr2T97YvRVnWRiqTrIlFrkE2MNBCsiDH3I/qp/67OA/JVknqMWjkZBFsOMZIL+UPQjvpPNIYLMJtIlnNm+0ghbA213vVIeSpOgQ5UQeM/FLa/1a1CBdCfTC5VCbBQ7JVeage0H6LpJZJT8bkeQXHA056Gtlp3meMXPl5Yt4s95rBykbzgVzpLl8tTNyOkHHU3lgEqr1vIJVxT5bnLXKF7LWm/McajVi9cg+q9Fi9xB8jWJr2eK887yVTT398LNaxiVC113VyFcLyZCMKYT3ylqqkhIR5XyFNZV1dPSgK6T/lUFKlRGZ5saEcgtzzH2w0eIjUS7Ze4h8jgn1mweu1hjqpnittD6Eel2nnlslWIlGNWHNDxpX/Zy/NmnDLIdXl1iO0kdZhiawKco39e7iYxyv1mYuUfrR6XB7zYi0vkuctgrWI1upXG1dTnxKhWiRrzUK199Mq9mQ1dcgJCVNCpeuwXDZCstZ7r5RQJS825IHmOwqhbuzfyFXhkab0o9WjcueLyU+jJlgVQX0tQuNeLS/zeK6SnJ9Xy8tjCwpDiTMcuaxsyLjtUbPUGBjf5MRDxZEwcQ65phJjO8O7KaiKYMMxh2Ch1JHknr6lsaG3d1Qh+BoslVnEKimEFMax/mFABagiJEzTPEw8Ui6Rqva/VnmoNme9s53h3RR4CDZtnDXBqrBJrJX0LHKl0Dxaj+caI3l97RWwyVRKe/KaLBmS5ZBiZzzm5dm9oZFr+EEYyYIcx2pzU2p5WVh9V0WwNC2Rp1aeQqrWGFquhXuu1vqrlPbkNVkipI3zkow/8rGQMDD6+HOSJeqAVlKVyFVaK819aj2bmdqpEda5JQ3woSZYFRqpca+VpyXPVZNbXq6V18h3pG6YrAOtJEsn4lbIuOmXYM+e16a4X9vxTMuDLJCmx4tlr+a0kKuwmxiIe7FSHqwsIEUdqyDVMG6tzNuH1qYqgo0Ra6rnanm0TQohkWyQeWednv8nW4J4pU1Nvb2yTPJOeV5/NaeZZEP/zWFiIO7FSnmwsoAUD7AKzzaMW4JXI+gY0tbFaoJV0QNgKsk3e4qy10rlueSqtaN56ZwjikHXS6XwcIAl42kpn73+au3aCIhN360FJmn3hkau9KMTT1uXmBcr5akcStlEgkawMU/WQ7CSrCzJSunGkYaANZIF4rPO3M1PEXjUITb/lLxTqg4DA3JwRwoTBwwMhF8x5sVKeSqHUjaRQMfv+Q/Lo6gJVgUlsJAPR8mr1T3KdHLVPFTp/M2eNZ+M8/Aw9WAtGZfTvrR8FulKU28+VZfCvbyttsBkkevQUONoeaxecq3S+7Q8UatdalupLy2vEayHbMsSbC7JNh5oLTzM12DDUSPcKj5SYcDyRCVZakiYB3e0tVjdiwU5cjkc8hRQ79PyRK12qW2lvihqgq0InDSlo0SgIW+Rbgrhav01nzt4r8CoInnCwxKBcmKNvYPfVngsiEaunjAxkUvkyomzXeSaijIkavXpyXuOHlJsJ8k2vFcAjRCxJzzsUYiU8HHF0LYZxEjXGyam8tFf1QoNt4tcU1GGRK0+KbqTz1ETrArJU9WIlae7lTIu5+fSCNeTH7UjAUGZrB3FNE9lXN40WkN3ShGu5c3yd1o95EotRhg07YNiaKjp84lA3gcgqgb1rPmnHaV6Wt5znpjMS6xa2iJYfp6yfwBaFSKQLN9R7Jl18jRFiXdgLXB18AZvOOlKIeEwLNofxUiY2fJipTxQ7qtJHoQnOxCqRqxcXoVGSLbbRk2wKnphE2s46l6lTrpWG8mb5X02n9vrvdKjZ+Iu1ZOQW2YuQKVaEI1cQ/1IiNjyYqV8wFh7rvzclsmg1xLrJyaTvPgcgvXIpPJUL9blvdK8l2SlHcgcmQqRow7Wl5mkQI7mraZ5sVKeyscLMS+WThRi/WiyNI2vCVZFs3eoe7Mer5XmLU9XItduNPcp5Zsn65xkYzaEky6VUXCbIxGx1jYKzWpQSJ6rx4O1XtOhr+s87cUCPnIt+81fzeP0EKfHi6XyAM+Yc8mVH1O8WE+dFJJt2TlskWxMMXhakoVQkVaWCGuHMO02RR20ncOS2gDUiwWaSUfzUsuEhjk50nyMOLUn3/JuAzxj7lHScdQEqyKoq5dYg0wiQ4l0Jc9UI1c9H/NeNRuSMnEvaSvKgU69ebjYQ67UutCdw0KImL8XG1A1uXoRzAY/8jpAGjnHzunJt9uLLfPXQqx0F7HXc5Uefimc434XrRpwkvTKNDKVlokA7b3YAIm02h0aDmOQPoBBwTXC69V6y+vXdCpCD0Zf05FmMBr5al4rSJlHLnmzrX0GEg1rrBKRcuL1km5MxuXZsMLB2hZKy5u1wsSAHiIGGjuKA9oRGi7jvWp98DI4+5HaxfKaR1vWi00lWanPlq82SbuI6ToskEayXFm08hLwrI7Quimv4fAwMRD3Ykd2FIcztiM0XMZ71fqgqEojeoD6U4lVYSpkbxWCXArzUrlGuhqRemTdja828Q1M4U8i0lh42OvJSkiyLVrcKyCEb0OaWgipH+sItJJr6JceSVoKFVPkEmwqgVpeLE8DrcQNQc7P45FrpKodc73Y0t4r0OqpaiFiSyFSPVkJCQohvfrNu7LCwbxe7GtNYWiSFytdqhwqbroC55VK7VIINBzD06+RcRiP9pEL7Zyx60u7zppgVQRC46Qa0hL5SoTLyZGW55DryLlCaLinRw4NA/LO4ZSJu/Wp1dikPWsizz3OIItN22PkanmxkiyAhYoDqgwPl/VeLW+Yt0kZk5bXvNjxItmm/rl3ygm1LMlKu4WlJYeKFEIK/UpzzJQNTIDPiwWayTfU0b3XXIJtuWqMkl+ORljeMD9Pyphy2tUEa6AbzfF2yWsN9TSPVvNaabt0b5aSq7axiX9EgtsRLvOSLkUldiTmyfJ63Jv1kiu1FpxIFVk3J/Ygd1xWUHmL/CxvNNV7lTzXdoWIaTpGrFTWTk+2yVMFWkmWe7QxhUgJ8QRIBJyoEKnqYJGpRpq0bpDxodPyURkNFVN4nrRgy4aZzBMa5t4qP2r1ab9Aehibk2k3AOUf8yqoCVaFFCKm5CjJNQKlZZKnm+rNjtoPyU7wspj3WsVGqNLv10txL4lMqdXQ3jGQyJVO1SnR8vdjA56uJ5FsjGCleXeKp+ndQczTEM5BoW2Q0s6j5S1y5cexIFkAzYQqkay29io93F5P1grnZIVwmruR1lZTdgNTtQFa61IZ0KwOfPij/Usk63nthddJ8TRjm5S8IeIyGsFtvQ81waqQPE5aBlauebQppBsnV/q9YT7xlsgVsNMBORP2tiKEbwNiZOshVz5VD6RKNznxMrR6slMgb3WwvFaPJ+vxYnn7FO/V63l78hrh5pIszyd7r5xINRmQpxAWqY4BuGdrkam05ioFcriXGuSUlHnZSDtOslMBbBdGbXmtFrlyj5XWCUfar0ayIQ/o5B0DrzNVrKWhJlgVPRgNEfcwuXSUiDWkPWV+crXCvxLxArp98azJUkh9tBVSzMwKEwPNacloAvJ7sLyMQCLZYeEvBo8nq5Frrvea86EJSR4jV35MIVlelkSusQ1NqSQbm21ScMVrM8K8kss8a650uEEeIJEyL2uWSSQbiE8iUQ0aAUOQaUfej0Sq9KJyPjQR5PUu4oowBc1kCJLmXq1FnlQeK/ORq+W9Aq22wmNHtAk7lWl2xv3aj+RtWkfNW6V9SQtKvB6Vh7T2/qJEuE9DW5P1wiLXGKnGSDbkAZmwU8ZoybzkGo7tJFk1/GttcspVCGmipr1TrbVlR/q4e1+rkeShr9iaKx2C5N1KsMu0NVkvJG8z5rFaJCt5wkCrRng8V96Hlk9r3bFYunQpurq6mv7OOeecpjr3338/jj32WMyYMQNz587Fe97zHmzfLoUuPJBCuSDHVHKFUZZHrk2j7WmeRFshHiksJLXRZOMK7yC5jBtIanQpJG8nASYhsDpSOnaMko6znneMHrK0xmqltbIscrXuY8hTaJENLR1QerNBtahKHTS7IUXD0sDtG7VxtI5kL7021/oL7cpqBL0GPzrNfJo4//zz8Y53vKORnzlzZiM9NDSEV73qVZg3bx5++MMf4pFHHsFJJ52EoijwyU9+MuNs0k2iZdpRe1B4GT9HGrlKD75WxkPKIe2RB1gKWCn4dF16B5Z7trwd0Dr1lvKa8aWIhIobcsTDxLxOt5COHaV2EPJU5oVkOrT5OydJ7WilcyYQKrl6NjnlhHR4fwFaOKdihdD28UnfWaEqwtWBr6vy7QjaqgoHL9O92GDTrKcweJzaJiUrLEz75u0g5KnMC8kuTOI12FmzZmHBggVi2XXXXYdf/vKXeOCBB7Bw4UIAwKWXXoq3vvWtuOCCC7Djjjsmnq0X6WuwIS95tXzmppWlk6u1tCR5tjTClTKRt7xdj3KaoPEurYxaFUq8QDq5hrz0yg6F8E1kSrIeYqX1pLyXXDWSDXkoshxoxKqlqyBZD9G6yFUiWcCelfJ0yFtpy9stqRAxdbBWTAB7RYSrg7TT2BoXRzPJctLU0IN4eDg85TGyBVo1ghMtleUgtE1bJiqjg2OOj3zkI9h5551x0EEH4YILLmgK/956663Yf//9G+QKAC9/+cvR39+PO++8M+NsgeimCulw7MXIT9hr1KXlnrI8ctW8Wm3izt+LlybsXE7r02OpqJmksZYB4zLLUHryMUM9bZoo6+7txRToRDDl6b9ucuwW8ryO58jTvD8u8/5Z/ZUZu5WOlWWTK91JrN17i1ilWShPB2i7BDPgVYeW/Q0YfZz5JdDHnJZR3dbsC39teNq01rK+PqC3twddXcEettqzETvH7adkA702lh5p3V7SppvJ+Lhif1p/fuQ/CWOM9773vXjBC16AOXPm4Cc/+QnOPfdcrF+/HldeeSUAYOPGjZg/f35Tmzlz5mDq1KnYuHGj2m9/fz/6+/sb+c2bNz+dCg8E0Dzz6WYyy6OVvNXwUFF5szdbhlyBVlKMES+tE+BJW7CiriqkKbkWGgZa5XSAfFdHkOUYv2nT0LTj2HiFB9A9Te7tWh5qrJx7rFV6sFK7Mh5sOKZ4tS3lOeSq7b6zSFabhXrSFjKeu+CphrT2mjh/5LVNTXwYZdRhcLB1PCN9SiFjzdPk3q7msfJ+eL1QBiNPZamg7dL29Iwrwa5evRpr1qwx69x+++045JBDcMYZZzRkBx54IObMmYPXve51Da8WALq6ulraF0UhygMuuugiZQxhBkPzPC2RKpdzYpXaNnutQHnPVQsNU7vhbRMgpSXP1gWJTHk6QAoN05PHYmCarCLQ7xZr4WKNaDXytEgYiBMtRdWv6WjpHJLV6jQRK5BHrpoC8LxWJ2cWmjMbhbx+yuW0W011gOYPSQBjrg6EZIO9k8LFGtFyEqXlNE3rgdUFWomWosxrOhNoDfa0007D61//erPO0qVLRflhhx0GAPjtb3+LnXfeGQsWLMCPf/zjpjqPPfYYBgYGWjxbinPPPRdnnnlmI79582YsWrQIEP/hOgSZ5dFKdWRvVvJagXRyjXm2vH96Di3PN2mWtCVxSNN1zZLQPPdiAXnq3gZ00/EQWQp5chmgk2uMWHM92Zj3yvO55Eplah3ve60WuWp/gCwLcu6l8pBwheQaA9/oFLrnjz8lZZqnQ+Ft2oceDA6CebOSZyoRqVROiZPWg5AO7Sik9VkPrKc/jnEl2Llz52Lu3LlZbdetWwcA2HXXXQEAy5cvxwUXXIANGzY0ZNdddx36+vpw8MEHq/309fWhr69PKOGzlarDxCPlMa8VKE+uGoFyeSrxashSXu65UpLViJRbEh6ui03Tq5jGh5Bx8GKf/gcB3EOFkubHVHKl6l7VBietfTvDxE0yy2sN5WXI1asQqcSrIeMZs9QhRqTanJLvHOaIlaeMO6js4OCI3SsKLawbCw9z8tQIl6dDPiA3PMzbTyAP1otbb70Vt912G1asWIHZs2fj9ttvxxlnnIHXvOY1WLx4MQBg5cqV2G+//fDmN78Zl1xyCR599FGcddZZeMc73pGxgxgY9WCpKakqTIzGv5rzeq1AOXKl5dI5tE1PVKblrYm7aVs0K8KhEallSWInL0uuwZjz+N3TMr426yFXWiflFR1an8P7qs54homb+vISKlCOXD2zWDqmMVAIuvoRqkrqoBHpeKpDGKu0ujM0JK3NxsK+nIxTvuBE63N4X9XRCHkSbnLq6+vDNddcgzVr1qC/vx9LlizBO97xDpx99tmNOj09PfjmN7+JU089FS9+8Yuxww474MQTT8RHP/rRzLOG3WOATKw07Q8TSx4r4PdaeVmuZ0uhlUm2RiL8UrBIVioD9DiX15LE6sTQ29v6vTpOuD096H463T0wIHqpqUdA91qr8mQ9RFuGZMUy6ZUar9fKy1LJVVII2o/ksWpertRXIqRHnm90omWAvDIC+MLBVaiDNBEIPwWdEw8N9Tx9zh4UBf+sonbUPNuY16ppRKonO4FDxF684AUvwG233Ratt3jxYnzjG9+o6KyeEDGV6x4t91YBfTs9z7c7bCzZCslOeGxHSdvS3JG23go0s7pkcTg8dTxg4eCm8fB/TMA8W7pGWyW5xsg2FzkhYpr2kGwLSQLlSDaXXLmyBHhmpRYqUghrk3wYSgCVa8OrSh2CmmrfRtbyI6BrtBaJamQLyOQqkW3Z8DDtYxKGiMcH9F3VgJgna3urQKsnGo48bYVzJS8yl1ylSXnjqiJlARr5isqrTXdjMh4mNk+CZoKrwtAZ4WCVXEM6EHDwask6bQ65poSIaX0NFiGnhohpOuqthryXZDWZNvPMIVeNUMP4PA97gkJ41YE/fhLRKqdoqVeFOmhjtMg1pIk6YGio5+ly6tXGyBawdxADrWQLVmbBIuSaYCvCFKSHiJvXVoFWouRHiViBuN3wEDDf89N0dQ7yldrQMo18Q1kSJIuhWR8JfBptXXwqPBZPCBFzcuVlwau1SBWCzOO15oSJvUTrJdamtEaeVpnmvdJy6aG1SFQD70/Kc2jnlZDIapI68DVaq1tvvRx4JgUhz8mVHwGqGhbZAq3rsTxN61ga4bUNkkbor3xKqAlWhS9ELBEq4CNVnrfWWmneM3GPRc4saOTrRZTbJA2lZYC+OCR8uhBABYvBylisnRv03IHgKdFycjXKKNkCeSHiIIMgT0EV67AmifI8vXcpJGuRaIo89nBr5OtFpH+POsS2HSSeMgvhkbXey6X1aJlEruHnbPVqAUq2AAzCjXmtVYSJadvag60IrSHiQKZA8wPsIVXtqIWOJXtgkSat6/Vuc8g3XK9mXypTbM3qVOmZ5pzfsiZSmhOqVgaMXptBuFDymqwMUtZhW0iSylLynnQumWp1Y95rDFa9ihRC2ldXYfdReNWB5iWilTxYLguPRWhrE24AJd4AK0ycA+50xVETrIrep7+tKZMp0Lq7NuXoJdaQju0k5vWkOh5y9ZTTa04l55YfTJuC0zoBVt1Y27KgU3GaTyFXHiYGRvMewg0gxBsQI1dtHTZGyGK5RKaavEqSTSFOLpPqeMg1lq9IIUJVLUBDf6qA8VQH7s1q6kHrhsdbIlnpGCPcAEq8Aa0EzJGrEWmRsppgFfT1AfQLixKZ0rQlk0iVl8eIlZZJ9iJ17TaLFNsBbQDWC4Ae8BBu6pistWCe5xbEIldPHhiV8WuhclImmgX2X39MxH4jHjmIkawlSyVZD2HyvKdO2dBvG6AFaMqqg7br2IPY4y9twKIEycnSIlvpGMYvzckVdYDkuTb/hvaPoP22RZE4sfFXfWZhhx2aCRaQSZSmJZlEqtKkl/fjIUxa10vC0sakGAF7+qgcXIspUo1gyidqUshVsiBA9eQqyXkZB6/rhdaf1FdVJKutwVoz0LJ5KwwcI2BNOdoISx1ST53yaGjkKeV7eloJktbhRw/ZAr50yLdbHYoC2LrV374mWAU9PcBUFm6X9JDLNS81pDVipoSs2RervlauEWOMPD1KOyYkK0GzNJYGpZCsNR4pBialU8gVaA0VB1kquQavtcxatZdkeT3+8EsyTroSCVsPM5XFCFgrlx50T2g4hjEgWQk5xJtLOLx/SQUoKWvkapEtHXsKuUrXq+2VTL3OgOHhmmArwbRpQHe3TqpA+fXYkLa8XM2meLxW2r+HXDk0Ao7VqQTalD1mNWJ1Us6ZQqjh6JmqC2usIuFqHqJFrlXdgBySzV2P1WahVZAsL0shVw7Ne6WIlWciRx20LzzlnlMiTi1N12g9JEvHKREu/S+VoQ5Na+Ra1Zwn9DPs/fZoaFfN6Scf+vpGb65lU7htiMkkgubkF46SLBY65mnLw+X6L9kPCTG7kRVC5g20qaf0ygyHZllSNC6HXCWZZD0Am3DpNdC6UplWpwpURbKal0qPXJZCsjStlUmKY8loH7F1kZhCZBBtrjpoRKO1zVk5iREtlUlhYDomaVOT9GhY667tJld6HmsTmtim2iFMHoT/sR0gTVSttCSTImia3eBl1p4PmtbqW+Sashyl/QYSXA841zheFrMgVf3/rRRCpWkPucZiY+E6yoSGqybXgKpI1lISXuZRCEsJaFoLD+UQLm2vKYsFxzMahikZco86VBES5efS0lYoWJLxR7qd667SK01VIHm/ZHuGMfFRlmABnVBTjt49HyGt2ROLiL0eLj+flOcwFV2yGFIZ1yipc8lr5XGlMsghVw/xhiOVpZBr6porf03IAw+hx8I6NO0h2ypIVlMeaX3FS7htVIgcddC+CEo9SCprhzpwsqTlljq0Y901dYKRWr/2YCtCX198giqRKWATqiSTSJX24yHW0C53gxQdG7cRHu+V2qNS0DRLOrGmYV6SlbRfi39ZbTRrwq/FshzS2DXrQeH50a1Xlrw3TSJZSyHaTbLhqD3YYcyaknDCpfXp2CSZRrQ8XwGbxdSB3j5NHbwky4mPynja0yZVHei8ErDXXaW8JrPqxG5jTv9N/aVVf+bAo0PaJL6MbUnZ8MTbWYTMz8tJ02szKoOlrd42PB9+PD59lxZ/pGk3n1JbBF6VO6D1452ul90ZDfj6kMbofWCqJltL5iFXaSx8pumdVVaEHHWgpCbVlx75kOdl1lxTIvkAKQRcBlo/EtlqYymLKu1cTbAKpkwZ8WI5LJ3LsSOA7bGGo2ZvNGKV2mlttHq8rtVnQLaSWeQpWQMpb230iYWLJWtGvVlez3vkbcK4NVlAldN1j8XIrWORTq5C5JBsjFilMksuzXBjec8s1Qn+6FnqwOeVFiEGxB4LL+Frj720ualKdcj9bGRZdag92IrQ16dvHCxjU8q+2sPtAi+zdN+7UYrX1/qW0p68SaY0bxEr1z6JZDVtkiyFVWbtyIgd+Ti0WB9Pa9dnyThSp/QTjWQBe4ZpzQ41EtXkHqKV0o48f+Q0z1RTBz6vtB43LdKfog6pamC9clOlOsQm96kb7avYPFUTrIJp0/IIlue9Gypp2rIlUj/cDmhtczdLeexIW99/tbQxhUBSz+mZkpchV2vCQJHjvebEy9pBsDxfBcnGQj4x0g1tY+1iiuIZe0l41aGqzfTWOXPVQCN5D+mGPMV4qkOqnasJVkFf38iXnLSbwuWaZ0rranbHsime8LF1rOJdW6muNHZtecsE1WYpbZUDcS1OAbciGjxWho7Nm/bkNRlHaiwrINavVyEssslRCA+pppbnKEmKQmQQLn3Eva/B0MvijyOQRy7aOSV4yJaPw0O69HoCxlsduhP/XVVNsAqmTRv9VKI0a0nZ/5Bqa2K2QpJJBMn7sNp4bI00ftomGTnkalkNSWbFhXKJlI7HepPeS6ja+DXL4bEW7SJYrY6lADzvUQjPxym8dbS1mNSQkFchctgMrYSp7crlMkCeU6aSkbTlQBqfNB5rzsnPa6kDf/zpNWmq7Pm5a4LtMFCCzZm087ylk573ZSVZbJKu1fW0T2lHkWlbmjug2sA1UdLO3GmtZxwakWp1gLTYl0a2Uj7lusaaYCW5VyFStuOnEK+nH+1h58dxUghpsxNgB24kIqpaHSzST1lzTVEHba7pCVblfniC910TbEXo62veRezVHcumpL6b7yFX2q9lTyz74A1DSzKJ1KVrahJqCzxcWwHdq9UINdWSaEQaqwP4PFc+BQ+Ixb7KeK8p9Ti8v12uQnjWUnjaM3P0EK/Ul4cwUxQikWwtdeBeLOBXB+nR9MCaT/I6nvmuFf5NefzLqkPu5IK34/9hLdo+77STH9OmxQlWklskKtXXbEqMcFNIVZKlkqtkfzhi5S2VNe3gZbHpc0kvQT0/tXCxMDEQ/zq5Rbz8wdGuqZMJFiinALx9bAaaS6pSvZxjhQphqYP2ys5YqYMneMNlQNxb9a67hvoSxlodaoKtCH19IyQbYC3jccRsSA7Jencje2W5m6coLO/VDY+1SD2mnJdfkDZdDxcqkajkdWsE6t21ob0j4F3wzrWyZb7spJ23zCw0pgS0TiqpSrLUozTuEgzHH+cyu3a94dP/v72vj7KrqPL93e50OhCSGEzIByQhIh8T+VACaBAQGMkTHwpmPRd+zBjEj8c4oIgOwqCTwICgPhlmHgMuFz4HZ/lWeGsQxqeOAygJIB9CJnyI6ANMTICEjCgmIaSTdJ/3R6du191371276px7+96mfmv1OlW7Ps89tetXe1ed0367IZm05gR0J5S21pSI10Ea9jHWeavXm2L5csXHLiZMaCRYILxQ1WShPLELeQspW+admLnGD2v1VIZUEk11EwP6cl3LCzR/DzlEvEDcG/OxP3LsrBJbv5Q/5VQglcXup8RYvpZBr6XF5qkIoUPrEmKIFuCHe0gFaP9cuy6/FOfWllx/pPuKQew+bCnDYQ8ywQqgFiygD+RUko2dR1LCVVi/IeNAqysIiUilNMBGvJyMW5ZL4GYP/+Zi3L6S34uTSZodO0P099u/Tp5yFFybgSwKEUvEoUGt5Y9ZhZYlYq7/EQrBWaHSTkWsOtCfN3RymOsXF6b1V/W6jbaAiCXYCRPK79kWRVybmWAFxFiwWlrZV3xoXArTeFULeqnekFUt9bEpUfJLSTOHJHNIdRNbwv7sAcik68edzOL3snzOMQXarFLG0tLKVrmnkrIK1dKqItuYMlIfSZKkDpZzdWXVweK0kYg1lBY6cmBdf9L0FJRRh0ywFYGzYEOL/DLbUpzMOl/QvlmNgJg5w0LYpRDSaEkGlDvZkTqTuHjIavXzO0j91TS/zD9U5z6qXQVCPjTpmXDyKl82T01LIdFQW4nQ1njagSOgnDpoTptYly8X9/P7cunIgYQq/xNlDIaG4vJnghUQa8GG8sTIq1rQh+LWOaKMN45FrOWozSBVzSxS31y9MXEnizmo1CrrtZWw9CnGkpXqjBnUNN4KhUglaAGx6pD6nmkKKOG69vzbsqqDtKaMkfvpo4FMsBWBI1igNSQrpYUOW3LlqpyLrFZrpQt4ixVpmUG0NL/e1Lhrw49LMk3u0kLWYOqb8q2G5SRIVQoRGsyWPFWRc6r1HAmNZAH9gLqPKtWBviouEa9rl8o0eaivtHy7kQm2InAuYsCuL1o+zdNn/WBDqqyMdWwpb01ryihptLZMtiyRrShLoqkzhrXfnWjBAtUoRFmiLSNrddyaRrJZ1SHmXdIYpKgD902VWGeNVR1Gi2CtB8IcOlRrRx+SBRuzDZa6RaWlWeeRmLyxpMrJopU51Uq0+J8sWkrb02R+u1zbVKblp3msP9xozSghxDx4yzOJTWuFQqSQaEmFKKsOsQfYQ+1rMr9dX8b1j8ppX3204zXvssgEWxHKWrCx+atc4Gtyy1kSrY4yMjaTNotwMoslWXbpTvsgtUvlUp8oLHmkMp2GbleIdhC0VifJUoU6WD6Qb0VWh3LtZoIVUGYPlkO7FvpAvAs6VGcVc5ZaeZXL5JQfmtMaaQaR2pXSuHwpg2isEGxKubIKUeXgTikTca9Vq0PMxxLoXirXB9oPqV0pjcvXTeqQCbYiVGXBcoito+zX62LabnW6WCiG5LhGyliuGtFq/dD6Q/tmyaeVHy2fWAijoRBVWMHWPKOgEKOtDvR1bwruTTQfY1kdYs8adqjWjj4kCxYo53KRkPpZrlbNTTF5KxnsKSRmXSpX1QdLOykEHEKnWq8OrZjt2mEZx+Zvo0J0izqkHH4vO3+O5lozE2xFiP1UYitRZbtl62rLbxCaPbR8reyD1hdLuTLoRJLNCtGW3yCrQ1ybrcTOnXH5M8EK0CzYTvXWWdC1fe+kjre7L53sIgY6u28hdGnfO6nbryV1yARbEsWej03u3LlF/DFjf+SMYfQg8i3tjO5AVogkDKFntLuQEYmdO7cAGOGJEDLBErz00ksAgHnz5oxyTzIyMjIyOhFbt27FlClTgvkywRLsu+++AID169ebfsBuwZYtWzBnzhxs2LABkydPHu3uVIqxem/5vroPY/Xexup9AXH3VhQFtm7ditmzZ5vqzgRL0NMz7LaZMmXKmBtIADB58uQxeV/A2L23fF/dh7F6b2P1vgD7vcUYXnkTICMjIyMjowXIBJuRkZGRkdECZIIl6O/vx7Jly9Dfqn9SPUoYq/cFjN17y/fVfRir9zZW7wto7b3VCut544yMjIyMjAwzsgWbkZGRkZHRAmSCzcjIyMjIaAEywWZkZGRkZLQAmWA93HDDDZg/fz4mTJiAhQsX4t577x3tLkVh+fLlqNVqDX8zZ86spxdFgeXLl2P27NnYa6+9cPLJJ+PJJ58cxR7LuOeee/Ce97wHs2fPRq1Ww+23396QbrmXgYEBXHDBBZg2bRomTpyI9773vXjuuefaeBfNCN3XOeec0/QM3/a2tzXk6cT7uvrqq3Hsscdi0qRJ2G+//XDWWWfh17/+dUOebnxmlvvq1md244034sgjj6y//7lo0SL827/9Wz29G58XEL6vdj6vTLB7cMstt+DCCy/EZZddhjVr1uDEE0/E6aefjvXr149216Lwpje9CRs3bqz/PfHEE/W0r371q7j22mtx/fXX4+GHH8bMmTNx2mmnYevWraPYYx6vvPIKjjrqKFx//fVsuuVeLrzwQtx2221YsWIF7rvvPmzbtg1nnHEGBrl/YtkmhO4LAN71rnc1PMMf/ehHDemdeF+rVq3CX/7lX+LBBx/EnXfeid27d2Px4sV45ZVX6nm68ZlZ7gvozmd2wAEH4JprrsEjjzyCRx55BKeeeirOPPPMOol24/MCwvcFtPF5FRlFURTFcccdV5x33nkNssMOO6y45JJLRqlH8Vi2bFlx1FFHsWlDQ0PFzJkzi2uuuaYu27FjRzFlypTiG9/4Rpt6mAYAxW233VaPW+7l5ZdfLvr6+ooVK1bU8zz//PNFT09P8eMf/7htfddA76soimLp0qXFmWeeKZbphvsqiqLYvHlzAaBYtWpVURRj55nR+yqKsfPMiqIopk6dWtx0001j5nk5uPsqivY+r2zBAti5cydWr16NxYsXN8gXL16M+++/f5R6lYann34as2fPxvz58/GBD3wAv/nNbwAAa9euxaZNmxrusb+/H+94xzu67h4t97J69Wrs2rWrIc/s2bNx+OGHd/z9rly5Evvttx8OOeQQfOITn8DmzZvrad1yX3/84x8BjHzbe6w8M3pfDt3+zAYHB7FixQq88sorWLRo0Zh5XvS+HNr1vPK3iAH87ne/w+DgIGbMmNEgnzFjBjZt2jRKvYrHW9/6VnznO9/BIYccghdffBFXXnkljj/+eDz55JP1++Du8be//e1odDcZlnvZtGkTxo8fj6lTpzbl6eRnevrpp+P9738/5s2bh7Vr1+JLX/oSTj31VKxevRr9/f1dcV9FUeCiiy7CCSecgMMPPxzA2Hhm3H0B3f3MnnjiCSxatAg7duzAPvvsg9tuuw0LFiyoE0m3Pi/pvoD2Pq9MsB5qtVpDvCiKJlkn4/TTT6+HjzjiCCxatAgHHXQQbr755vomfrffo4+Ue+n0+z377LPr4cMPPxzHHHMM5s2bhx/+8IdYsmSJWK6T7uv888/H448/jvvuu68prZufmXRf3fzMDj30UDz66KN4+eWXceutt2Lp0qVYtWpVPb1bn5d0XwsWLGjr88ouYgDTpk1Db29v0+pk8+bNTSu4bsLEiRNxxBFH4Omnn66fJh4L92i5l5kzZ2Lnzp34wx/+IObpBsyaNQvz5s3D008/DaDz7+uCCy7A97//fdx999044IAD6vJuf2bSfXHopmc2fvx4vPGNb8QxxxyDq6++GkcddRT+/u//vuufl3RfHFr5vDLBYvhhLFy4EHfeeWeD/M4778Txxx8/Sr0qj4GBATz11FOYNWsW5s+fj5kzZzbc486dO7Fq1aquu0fLvSxcuBB9fX0NeTZu3Ihf/OIXXXW/L730EjZs2IBZs2YB6Nz7KooC559/Pr73ve/hpz/9KebPn9+Q3q3PLHRfHLrlmXEoigIDAwNd+7wkuPvi0NLnFXUkagxjxYoVRV9fX/Gtb32r+OUvf1lceOGFxcSJE4t169aNdtfM+NznPlesXLmy+M1vflM8+OCDxRlnnFFMmjSpfg/XXHNNMWXKlOJ73/te8cQTTxQf/OAHi1mzZhVbtmwZ5Z43Y+vWrcWaNWuKNWvWFACKa6+9tlizZk3x29/+tigK272cd955xQEHHFDcddddxX/8x38Up556anHUUUcVu3fvHq3bUu9r69atxec+97ni/vvvL9auXVvcfffdxaJFi4r999+/4+/rL/7iL4opU6YUK1euLDZu3Fj/2759ez1PNz6z0H118zO79NJLi3vuuadYu3Zt8fjjjxd//dd/XfT09BR33HFHURTd+byKQr+vdj+vTLAe/vEf/7GYN29eMX78+OLoo49uOIrfDTj77LOLWbNmFX19fcXs2bOLJUuWFE8++WQ9fWhoqFi2bFkxc+bMor+/vzjppJOKJ554YhR7LOPuu+8uADT9LV26tCgK2728+uqrxfnnn1/su+++xV577VWcccYZxfr160fhbkag3df27duLxYsXF9OnTy/6+vqKuXPnFkuXLm3qcyfeF3dPAIpvf/vb9Tzd+MxC99XNz+zcc8+tz3fTp08v/vRP/7ROrkXRnc+rKPT7avfzyv9NJyMjIyMjowXIe7AZGRkZGRktQCbYjIyMjIyMFiATbEZGRkZGRguQCTYjIyMjI6MFyASbkZGRkZHRAmSCzcjIyMjIaAEywWZkZGRkZLQAmWAzMjIyMjJagEywGRkZLNatW4darYZHH320JfXXajXcfvvtLak7I6MTkAk2I6NDcc455+Css84atfbnzJmDjRs31v/36cqVK1Gr1fDyyy+PWp8yMroJ+f/BZmRksOjt7a3/27KMjIx4ZAs2I6MLsWrVKhx33HHo7+/HrFmzcMkll2D37t319JNPPhmf/vSncfHFF2PffffFzJkzsXz58oY6fvWrX+GEE07AhAkTsGDBAtx1110NblvfRbxu3TqccsopAICpU6eiVqvhnHPOAQAceOCBuO666xrqfvOb39zQ3tNPP42TTjqp3hb915AA8Pzzz+Pss8/G1KlT8frXvx5nnnkm1q1bV/anysgYNWSCzcjoMjz//PN497vfjWOPPRaPPfYYbrzxRnzrW9/ClVde2ZDv5ptvxsSJE/HQQw/hq1/9Kq644oo6sQ0NDeGss87C3nvvjYceegjf/OY3cdlll4ltzpkzB7feeisA4Ne//jU2btwo/gNriqGhISxZsgS9vb148MEH8Y1vfANf+MIXGvJs374dp5xyCvbZZx/cc889uO+++7DPPvvgXe96F3bu3Bnz82RkdAyyizgjo8twww03YM6cObj++utRq9Vw2GGH4YUXXsAXvvAF/M3f/A16eobXzUceeSSWLVsGADj44INx/fXX4yc/+QlOO+003HHHHXj22WexcuXKuhv4qquuwmmnnca22dvbi3333RcAsN9+++F1r3udub933XUXnnrqKaxbtw4HHHAAAODLX/4yTj/99HqeFStWoKenBzfddBNqtRoA4Nvf/jZe97rXYeXKlVi8eHHcj5SR0QHIBJuR0WV46qmnsGjRojoRAcDb3/52bNu2Dc899xzmzp0LYJhgfcyaNQubN28GMGyFzpkzp2GP9bjjjmtZf+fOnVsnVwBYtGhRQ57Vq1fjmWeewaRJkxrkO3bswLPPPtuSfmVktBqZYDMyugxFUTSQq5MBaJD39fU15KnVahgaGhLrSEVPTw/ov5XetWtXU99oX3wMDQ1h4cKF+O53v9uUd/r06ZX0MyOj3cgEm5HRZViwYAFuvfXWBpK8//77MWnSJOy///6mOg477DCsX78eL774ImbMmAEAePjhh9Uy48ePBwAMDg42yKdPn46NGzfW41u2bMHatWsb+rt+/Xq88MILmD17NgDggQceaKjj6KOPxi233IL99tsPkydPNt1DRkanIx9yysjoYPzxj3/Eo48+2vD3yU9+Ehs2bMAFF1yAX/3qV/jXf/1XLFu2DBdddFF9/zWE0047DQcddBCWLl2Kxx9/HD/72c/qh5wky3bevHmo1Wr4wQ9+gP/8z//Etm3bAACnnnoq/vmf/xn33nsvfvGLX2Dp0qXo7e2tl3vnO9+JQw89FB/5yEfw2GOP4d577206UPXhD38Y06ZNw5lnnol7770Xa9euxapVq/CZz3wGzz33XMpPl5Ex6sgEm5HRwVi5ciXe8pa3NPwtW7YMP/rRj/Dzn/8cRx11FM477zx87GMfwxe/+EVzvb29vbj99tuxbds2HHvssfj4xz9eLz9hwgS2zP7774/LL78cl1xyCWbMmIHzzz8fAHDppZfipJNOwhlnnIF3v/vdOOuss3DQQQfVy/X09OC2227DwMAAjjvuOHz84x/HVVdd1VD33nvvjXvuuQdz587FkiVL8Cd/8ic499xz8eqrr2aLNqNrUSu4DZKMjIzXHH72s5/hhBNOwDPPPNNAkBkZGWnIBJuR8RrFbbfdhn322QcHH3wwnnnmGXzmM5/B1KlTcd9994121zIyxgTyIaeMjNcotm7diosvvhgbNmzAtGnT8M53vhNf//rXR7tbGRljBtmCzcjIyMjIaAHyIaeMjIyMjIwWIBNsRkZGRkZGC5AJNiMjIyMjowXIBJuRkZGRkdECZILNyMjIyMhoATLBZmRkZGRktACZYDMyMjIyMlqATLAZGRkZGRktQCbYjIyMjIyMFiATbEZGRkZGRguQCTYjIyMjI6MFyASbkZGRkZHRAmSCzcjIyMjIaAHyv6sjGBoawgsvvIBJkyahVquNdncyMjIyMjoERVFg69atmD17Nnp6wvZpJliCF154AXPmzBntbmRkZGRkdCg2bNiAAw44IJgvEyzBpEmTAAC/+c0GTJo0eZR7o2PcKD69HgyNXuO7d49e21Wgk/s/moOqLEax70OjuNvWycPJgk7uPx1SW7duwRveMKfOE8HyLehTV8O5hfv6JmP8+OoJtso5oGxdZcqXItgqNKpKrWy3ho8f33mzymiR0xhRiDIEm9Whe9Shr2/4at0+zAQrYMeOkR8zFlq50EBq1TzH1cv1pfL2rZoTo2Gx2lhGe1uh+Z02m/hoxQDU6nyNKUS3q8OuXellJQwOVl9nVejtbYzv2BFXPhOsgIGB4ZWVBVQHtQFDHxiFP4BTCd6H65t17vDzlZpbNC0OaXjZdGuemHyp+VtVRyswblw1faMDR6szNMgqG5CkjjYrxGirg5UYY8nutaYOAwORdVTXnbGFgQGd4Hxdi5k/YhbJg4NhQg61S9uT+i3NLdFzivRjVCUvk2ZJt+aJyVd12VahDIG1QyGSBiSps80K0Q510MgzRJhZHWRwjzoTbEXYsYP/gbUFMM3D5dMWyVWRXF+f3K40h0h9iGqf+1HKyKrIq8lDaZZ0a54y+duFFPLqBoXgTJE2KEQr1IEjU4lEszqUA/eYs4u4IuzY0Wg9OmtWGgzWOcSSVobkenublZASLp1bQn1INhzozYbiVlkrSFuTh9Is6WXztwMxDzlErJ2iEBK5joJCpKiDhVA7UR1i92o7cR+W8x5mgq0IAwMjOjRuXHhflRtQHClLHrKQ/lp0musn7ZtPtqF5JWoOiZk9YmeaFNLtxFknNW+7UIa0LOkhq9FPq0ohLOTaAoUoow50Lkkh1KrVQSJMbV4ci+qQXcQVwVmw2lwS2tbxB59bDUmHmKj+JluNpB+uD7R9iWilPiS7iq0zSxnSbeXsUiUB+2jFccyysJyqK6MQmtXoy5y8FQqhkWmLFMI6VP0hESLVqtXB6npulTp0C8FmC7YiDAwA/f36XJIyj/gPTSM/V8Y6x4QW5lxbXDtJ85iFNGPDqWmtsI4lWcqyXqtvtBHqt+SqAeI3/iUrUctTpUJodZdUiNihLhFrK9ShCus4RqbJY/O0G9mCbSFefZV/TUdbpFvmkVjvk0+EVmhziU+01JqtaH5pRkj7y84cVRO2Q2g2ksppcqnu0QZHkBTcQODcNQC/NwGUV4iUAakphBZukUKEyLVKdbBaxSnrzhiSDQ33TtuDldaSr74aV08mWAGDg83uAOkAEWBbfIfiVeiwtv1FiZZas6E+BPtlJc8Ykk0l55jZo4xvjpb3UdUGVUzZ1IGTYr1arFZKwJq7hpZvp0Jw7ZVUiNBwdT8BZ7WmqoPFGg4N6VTV4drVylrTQmiFOkjldu6MrCet+bGPgQGA/rME+qPTQ0UpB4osC+XU+cWfI7i5JESyDtHta0tbbdZJIdPU2Qew++OqPMrpo1VHLVNeng699M3dS8yJOlqPRryhvYtWKUSIZB0i29fWZBq5xqiDVp+lvJbfr5+2IeVPUYdYkrXmTx0qHPIebEXYsQPwPzepbenQODd3aPurMXMHly4ZEpLMSrJlDId6Z7Vrap4YWWjmkfLTMqFytKyPlCV9mbxA/IOT+qgdkQ8pROoJO25QSuAGqTb4OZmVZEsqBF3naS5hizpY3csx61KpXi5fbDxVziF2bZqyzcYhWg3jsr92MDAwQrCx5Joyd1gXzxooOfr90a5lvhhVR2hmaBXZxpKqhUytsw8tx+WXZFxdGlI2qawPVdt/lfZdY1w33MozxmJ1+WMPJFgt1oqJ1HWfu0rkGjPUNWKNJdVYFaiCZMucDdTq1eC/dhmCdpYvVg0zwQpwroBYr1ds2LpYT9H5mLmEzmHmuSZ2pPtlqiBUaebS8kj5aLgKAubK+7D8fim/MWAfMDHWa6zlKlmtVAn8/NIxeh9lTv9VcRXQanWwErSFVGMJ1RK2nAukZSzy2DwcrOog5Rs3LruIK4Nb8UhzB2CfP6SFuaaz2p5oGaRaskn9qII4Y4k1Zbkv5ZP6rOWn+TSZJo/NI8Hy0CQrlbZbxnK1kKg2EM0rvkikkmlCP8q4hlOJNWb9WYZMY1zJkkyTx+aRUFYd8ms6FYF+KhFo/OFD8wcQdtkC0QtkEZQoHWLdxkCacVC/Gf/KyXbv1meDqok1hnile6jiaGaMLCWPhNBg4ohUKsftdfphq+VqIVzLqs9yX9J+ToxCJColN5S44agN9aqJNZRfClftSo6RUZR5wy00r4XUIRNsRdi9u9EdEOP+1baOql6IawPCKYKVZP0++331Ye53SHtSiVebMWJJl8sTymcNW+IhuTVdgjQ4aB5LOYmoQmHr+2CVHASAvJ+sDX5OprmcfBgVgiOFkDpow9lCrFW4kbn2U8JcPHWfs4w6WN5Go/CHVH5NpyLs2AEMDQ2HQ+5fPyzJLF4vbREdA85QiLGmAftWWBOkWUPTZpoeO2u0wpq1Lu21WaSqZXuZGSUlD2epppArN+C0A0tUWao61m4hVCrz+6OFA/B/Nn9ohdTBH7KWdWcZYpXURMur9d1H7Os9kiwmXUKqOvj9zgRbEQYGgKKI93xpC2JKetaDkVZ9lgwPjmRpvX442piwjngLoXIarc022owSSnN1cv3jriEZDVvikiwlD0WKe1gjUxpPXW1yRArYDx1YFSL0/loLCNVlj8lHh32IXLlwGUJ25WjfY9Shqld7JFlKHooq1MEZXeY247K/djAwMPxj+g/FhSWStJCrpKuxh5q0o+R+H2h/Q68g0vYj55aRQn5YI6PUmSOFdMvMJqNNsrEzShn3sDXuK0QsuYYUIpROEfrUo3Vh4LdNw1zcAF9PQ+ogDWuNLOlwtxKrxVkjXVNdyJa4JPOR8h5sFepQFHHtZoIV4D40oemhL5MI1zK3cDobo8eSC9sHJVnXhn8/tM2ow04xWsTNMjEzh1XurhyxppBrDLGOJslayZXmKWO9hmQxV20/Jfb+pZWoRKw0nkiu9KfVDprT4aiRqzSsLfkBWUUs6hDaabGGubjlY2kUMepg2Xu1vJEWS+yZYAXQQeegzUvU6xVLsoBuEXNhjjQ50o6NS79J1OI9lmT8OF32S/Iy5FqGUGNmF0tckqXkaSdCCpF61Q4P+LOhJgfkPd9RUIhYkrEMLeqOLUOuscSqldHCfp3cfUhlOLRbHWLbywQrYPfukf+cUPYLSVayde3GkBhdnXGk7eRA2Ip1SDrUaSENbrlMtVwjS0qUKS5kqQ80j3YNyaR7l9IA+/JYW46H9g4A27c1LdZrrELEXt29xgxEev9UEX050KwAkkLEKib4RxxSBzdc6VCVyFLLJxGrRR3KvN7jy6yvi1t+KwlaviqdOf7vbUUmWAEDA8M/qE9gTs8lwqVXC9n6KEO0PjjS9tOA5oW+3wdJbuqPpCnSzMJptub+DRGun5fKpTCXZrnGyFy/fHBEWeYlP2t5rl2fxGI+V+bLYhRCI1WHMkTrg7qdOYXQBr4kNyiE9HoONzToBM6RJl03agQb60KmZJiiDtY34SxxSRYDS3nuMfoyf1hngq0I9SS6OgAAaOhJREFUO3YAEyY0zysWwqUkaZ1DrAgZG1x+15aDP1dx802pPkqd4UjVl2tuYYlcY2YfLkyvsbMKR6wakbaDZDX09TW3Sa07Pz326DyX1mqFkKxWCdR94/ddkyf2UeoKN+x9OTe0XH0SufpDkK4xQ8Taavcxdy8Wkm21OtA2Je9fCjLBCvC/2BGaQyTrNDTPSB91oPpr0Wc6KLR/1Qk0u5UllPqqE0emXLo2e/hEapVx7beSZLllu+YbC70cSPNUBQu5+nkk4uX+PZTFOrUSry+jYdePkDUr7Z3QPA7WGTVlAYCwOvjDmRKQtHbkhnoVFi69WklVumphvz6/TgrpdysDbh0W+vpn6LBUUxvlujh2sXv3yHuw/g8cmkM40gzNJWW8Xz78+gB+oU7zcvDzV9EvkUx9UNKUZgprPm0W8uP+DceQLJ1lYkjWYsVy+cogllxdOk2j5Go9aACkkWsZSPsh3O9tVYgK+sURYihPyBqNyQfI61H/diUylvJoV9emQ8y7siF5CmL2XR16ezPBVgb3LWLNDazNJdzhRW7eoDKrxRj6D2MWC1UaLFXMbSoo4XIbUK6DVEND5BpLsr48JPNnMI1QO41kOXIFmldPmmuY2xehg1w7aGAlUiqzkq22TyIdcKLQFKqF4IYvtxalMgu50mEcImHajvWsoEaoEplKYS4eksdAGir0MXP7sPlDExVhYAAYP35Ev2NPBNO5hCPasgt1y8vTGlpOpCmgswCVxc4oqSTLzTAhq9VCpu0mWY1cLa5hTm4hVxq3uIDLKkToMIKlfIchdPiJW59K6sDtrEjqEHPymFMVX54S5uL+b5IKy6eqadwP9/TEtdd5I6pD4FYr3P6rP9+EDjjRsPUUsSbzoQ2YtkBaelv/JOLklt0xM0pZkpWs1bIkq+3HculaXg1uNdcqcnUyvw2nEJz7RnLlaOSaohBW86RF0IZ2aOiH0mn9sXm4NF/GEaRGqFIZ7iqF6aOKUQeJgDlouwMx/3UxW7AVYWBg+EtO3KEmX8dDrmApTBGaNzRwLuWYwSdh1Bf0ZchVS/flNEyJVQoD9rgvo3KaBsCiw1yehsW1QMY9NC2GXP2+c9aqS9fINbRn4lBGIbhyY0AhyhIwl84N+1g1kUhVI1tNHeijKgrLxqeuEdLatFbrbWjP317jDtDnTyVWhFdfbXQRS1fugBM9SQy0bi6JQWwbbuCJe8Kxk1ZohgjFQ/WlkKy7Wok1lmQFGZ0OQnELtDI9TB6fbBuIN0S6kitYSqNh15Y0sDpdIYRysepQ1rrl2g/VQfNJRGklViupcurg/17NJEpHc+TpomCZ3j3tNmqE66dPvD7pZhdxRRgcHDnoFNp31U4FU6L1ZTQvRTsX8drBql27EvvBkZoG7gAT7Yg266SQLEegkktYI1XFavVVWApzcUkWix6mHirz540ejXQt+66SVeuHpc8WtmolGuvmCZ0qTuhHiCC1/FxXUwna1a1ZwH5YOuikkap2wKmRTP1RSAmRI8gUoqXoZepplPnEu2vXsHbUar3Zgq0Ku3cP1j/2rx1yGs7Lhyl5coTcbq+T1J5TiMrmNm3y4rSbm3E0a7YsyYas1BiSJYTrVNNCrFbLNYVoOavVySm5DpEwlWHXrhHC1cgVsIVdXdxhqHYidKK4IoUIqYM0NLl8VeztAnwevx1AdjFzYT+/LxshVIlMpTAXdyijETq5NsZduHcP6cadsMoEK2IIRbELzm3gXAY+2QIjekYJk+qf5hHjEKO/mrXKnRHRymrzirlP3GyiLcWBOFdxWZKVSDSFZAVS5Ui0LMmG0oBGS5QjVl/OxTlyHSJXkWwB3mXsyx3arRDu2Y6CQoSsT6lMKnla07l2nEw6GOXH/bz+PQEcqXIkKhFrjHs4ZNH67kGOWP32KAGPkCvf5zAywYrYuefP99U3kq12wCnlVT6H0NxD0zgl9YneUrbMfwcLdiY0w3BHB2mZsuRKZwKNZDUyZaxViVzLkKwkC0Eqo1mtfpwjVxem1yaylQ44tZpcQ6Tp50kl1ESF4Lqi7Z9y1itHxFWRL61Lsm5pPzgSBhyxUlLVCNVi1WqyEKQymtXq4k4jfMLdGdV65Jbt6GH58uWo1WoNfzNnzqynF0WB5cuXY/bs2dhrr71w8skn48knnyzR4k4M/7DuOohh98CwZVsUg9i9e+SfAuzaNXwwyh+UO3YM/7m4lM//8+vjVpcAn+a3AfDlaFkfkksqCtIsQGUSodI0bsYpQ65uY33HjkbC3LGjkVypjJQZ2rULQwB27/kbClxDMhf245Is9k+ql4tL/eXui5Nh167G35b7namMy+cPUl+BJIXQlMGNJxqnZTlWo4hUiBii5GSc3tO1ZxlypXOUyzMwwOdz4VdfHXlkw+UGURSDezx+u9A4b9KryzNE8u5kwn6czsOpf1K9XFzqrx1dZcG+6U1vwl133VWP93qr4q9+9au49tpr8U//9E845JBDcOWVV+K0007Dr3/9a0yaNCmhtQLDP6hbwfSi0WUwYtXu3j3iPnbgFrxOpnmbuDRp8S3lo/upfjnuI/9SOZcn6XOJlgnKQrbcUtqVjSVX7uralFzEnsy3QqWwdg3JpHhIzsGy/+rnsezDUldxg9vYl+/a1Wylcqf5uANPlrRYhaAD3S/n1y8pThl3lFcsJNOsV4kgHVrlNub64GSNbmDfSqUWq2TRSjKriziG7NzY49zEnIuY34cdXk7a0VUEO27cuAar1aEoClx33XW47LLLsGTJEgDAzTffjBkzZuB//+//jf/+3/97Qmv+isl/OP6PPRymRMvNJZxe+nOIpLOWrzVJROrH6YvW2pyhzSFimtZJaTag6T7ZUks21nqxkGuAUOsW656mNGItS7KWeAws+69aWCJPTUbDdaLVyJWTcWkO0ockaB6gmUg5hZBWlSUVgnMDO0jDn8apynDpVG3KkCtHsE7m57MRa8hNzBEqJb9QPAYcsfpySqi+Rvjz/hi2YJ9++mnMnj0b/f39eOtb34ovf/nLeMMb3oC1a9di06ZNWLx4cT1vf38/3vGOd+D+++9XCXZgYAAD3r/O2bJly56QcxNQcvWnGJ98Gy1aB+lwpGUhPG6crqiA/F9zKJFKi3g/Ls1pg4OR/1GHzhY+KIn6MwfVdGkmkpbYseQq7b+Sw0scmaaQq2X/taq9WAfp/VcruXJpYPKBhP14D/fMLYRLYSVXmsd/l5cqAP0fsS34CIbfHc5D7RBad3JErBFkVXuyzYeXOGKVSJe7coRqCTtUoRF+vZy16of9eT9uD7ZrCPatb30rvvOd7+CQQw7Biy++iCuvvBLHH388nnzySWzatAkAMGPGjIYyM2bMwG9/+1u13quvvhqXX345k+L765vdwzzROtex20bqLfXWgTaX0AW4L/P1P0Skfl6fSCPnEBsk4uWs19ARxpDcQq6SBbvHauVItawFayXWMm5i6SSxxYq1WrAaufp56ti1a5hok/734R5YDjpxVqpP3pRI6epx167w+3cVQSJeznrlhrmfplmcVnLVCLr58FKIWK1uYolMq3QTSyeJuVPEHLn61zhy7xqCPf300+vhI444AosWLcJBBx2Em2++GW9729sAALVaraFMURRNMopLL70UF110UT2+ZcsWzJkzB6hvcFMLlobpun0kvSjQYM3GQFusc2lSfvov6yTr1ifs6HlEI87YMJcWS7JWclX2WjVSbZWbuCrr1eIednGJQK0WrBYGI2uwZmNA9zx8xCgE5xrmrNsSxFqlOlDidVfOsrWoSYxl6+potFo5V3Cr3MQceaa4iS3uYRen8zol2bjx2zUESzFx4kQcccQRePrpp3HWWWcBADZt2oRZs2bV82zevLnJqqXo7+9Hf38/k+KfGJPItdFFTC1ZAMkkGzOXcPutbl6wzh3cPFJq0S7NGtRqpGGXR5st/HqlpXvCVbNaW0myWliTaeCs2CosWGvYj1PCTSJZ7pg7YCNXF/cVxbdopXCFChEiVM5K9fNoFirNJzmAYsg1bLVycghpYK7tdhP7o5AjVhfX3MP+/djQtQQ7MDCAp556CieeeCLmz5+PmTNn4s4778Rb3vIWAMDOnTuxatUqfOUrX0lswR849GATvDiE+Agcye7ePeKtCr3nyhEst4jXLFKXl/vyVOw8YrJsuU77Mn/JzaXTZbm7SrMNjZcgWQuhVkWyIZkUj0HINeziMRYsly9ErhKaDkCFFIIj5RC5UoXwFcV3DUthh0Sy5dSBHlYCeCvVyX2idFdNHarak7VZrdRylYhVIlWORDmrluZJQcg17PJIB1rHuAX7+c9/Hu95z3swd+5cbN68GVdeeSW2bNmCpUuXolar4cILL8SXv/xlHHzwwTj44IPx5S9/GXvvvTc+9KEPJbY4hObXdBzs5DriLh6ecizWrLTAp/rszyU++foWrKuPzjvcfqtPvA5Ji/YQ0XIyaSnvrhqp0hmiAnKNsWa1MIicu2phTRZCFQecONIMkalGrj4xNx2AkqB9rNsHHeSSQnDuHX8F6StMBVZsGXWgw951T9qXlQi0PLnGWLM07LuRQfKA5KN5aFiThcC9qmM9PTzGTxE/99xz+OAHP4jf/e53mD59Ot72trfhwQcfxLx58wAAF198MV599VV86lOfwh/+8Ae89a1vxR133JH4Diygv6bjx6XpZAhgiDfkMvYX2lTuKyBHmL6cI19ufuFeHZL+X2006MzghyVXsZ9PIlU/7sLWk8HuumOHSqCx1qwWBpFzVxrm4rGg63Mni7VgQ25j9XCTIU0lWffaDgX32k2IXKlLh7qGNUKtQCE0Bw43rKVXc6S4tCfr6tLIdWCAe/2GkmiMNevXQ+UgeUDy0TxSPBY+kfoybfvPjdwxbsGuWLFCTa/Vali+fDmWL19eYav+ygVoPuJNXQ0+dEvV13VOTtOofnOE6YdjF9+VEGoI0j6a6wAX5tK0vD7JUhk90ASdUH1waVai5a4hGW07Fb6VSuNWC5a7ujJQ4rQfKtwzowrhjxnptC+QphDa+2dtUAjOinWQ3MYAT7xSXp94aRl/XToCzXJt6IWX15eFyFUiVjB5aNjvYyr8k8JA3Cs68QTfNQTbftDXdByoxaq5h3m4f3m0e3ev6g7W3pnzF/DSfqu7au7gthArBbfP6sAt6bk0f2YJWa+MzGK1ahYulUMJg8i5qxaGQe7AneD15VWQa6p7OISeXbtkdzC3D5tiwUruYN91k/TpsnRw+6wOnHuYS9PebJPODNrdwiHLlZNDSIMX164Q8lOESI8+S8k4sryiM4Yt2PaDrs6AZjKNJ1cfRQEMDvLl6UqUzhn+9hGVh+YUSrxS3ijylYiRzgxUTk8PS3VIMo5kOZdwArnGEi0Xtly1MBfXQPOWPeDEkSqYOrh4CnokLwclPZ9wY8iVW1nSgS8pRoRCaEPZv6asNTl10A42SW7heHKVCNRKrCFSlQi1jKuY5i3zio5/XzZkghUxCPk9WC7OlXf7tePFXNx+LN1vDVmrvtyfO6qyVtVFvebnioE003CEyi3DQx+P2CNLIddWkqwk4+IUfrp2qMhP54iV5g8dUOLyhcjVpfdAn3TY/Vi6D+uTq6QcErlWYa0qilSVOkgEzVmp0t6r9rqOk6WRa4w1C0buXyn5cnmoXIJFIzRi5eZ0OrIzwVaEnQAm7AnHkKtPrH5dHMn27vmvPI11Uc+XZq36cm3xbbVWtTknmqAlsqSHmkLLfG0JL7mBXf2erAy5aiRLZSBhGk8h1xiyBXTi1KxXmp9LjyFXn1gddoOfeOrtcHvoDpRcNStWu0qu4Rg3TqRClLVqNSeQpBqSVTs4WJZcOQL1iXSIxKn1Ry1ekDAlMjrCQ0QnWa5+fZbXc2j+7CKuCP4A0fZgaX6NeHmZf7KYHo6kZOuu1Iqlc0fbyZQWlhByFXMWK5ffX7pLJMvsxbabZGOuNMzFraCWq5PFuIhD5bg4lYcsa0nWw5Eo0DhgXZizYkNXjkxbdOhJU4cY0uXeYKPWqwuHrNqRPpUhV45AKXFS0gVJ567+SIi1YiVQy9XJuC/yUZKl+ezIBCvCHygOEoFqxOrnkWXDB58aDz1xr9oAzVasn48SssVNTOcfLi0ZlEB9hCxZF5bIliNWIVwFscaQLAwyKDIuHpIDtkNOmouYlk1JD5Xz+6XJeoBmcnVjhoYB/pUcSSE0N7FFWRLBdYumhQ49aWtPq1XLW69lrFkwcnj5QWQWUrWSq0a6oUNOnPUqgVrhYWSCFTEIfQ8WATmXz0fzsW/fVUw9XtJ7rtoHJihxcqeJuUW7tpBXIZneVMbl02YLTkbJVDrkRMgVaCbGdpGsdtXCXFwCZ7k6ecoBJ0sdUh5LPx3o60QAcRVr5MrtfwBhheBO/nEvhyeSqj/Mua1l7r1YqxvY5eXIWDvY1EyuQHlylazWISIDc5WsWi3slwtB0giJWKnV6ka0L7cjE6yInQC4bxT7sJIrEJ52Gvdj6RwBNB9gcul+vpD72NUtyVoCbXYBwkt2et29u9lKdXUy4aqtV41kwYQ1GQJhLm4BN63EWK+0jNUqtZ4iDt1T035siFwpM3EKIe2PcNZs8iozDG3t6YfpWpJL4yxaerDJ1THiRKrSctWs1pDFKpEuDdPREkdyjWWk7T7rXD5G/11d+0EHRZl34/xPcEnpw21RV7Fkxbor9Wb5RMmd0+AW6NxCnoaT5htuJqFvydNwyIJ1HXZ1+RarSyOnhoEwCXaiFcvFY0FJT7NMrWQaQ6QcOGtVS29wFWsu4tCrNdaVpZReckVqJVY/rKlDyHrlyo18rYkjRUp+KYTLlYeXH0TGXf2nT8k0hVxp+dCBVWrF+nniNDITrAh/hcXBSroWt4Kf3iNaoABPptznDSnx+jIXrsxiDbmGtTza8pyTcSTr4iQcIkJKbO2wYi1XCHFJRmF99SbWii2bBwiTK0h6A7k6S1WzYmPI1V81civPRHBDmkJSB279ycksZwWp9WpzDcNLS7VmaXkwadxVImAIcUlGIREoV1doTs8EWxHoFJyKsGu40X0xFLRiQyeEKfG6OqSFOEe6lc03EplaLFmJXOnhKEqyhlPDINd2EazVek0lV5cvZf/UUk9ZhO6B+8KUC4tWrE+8nAUbslwl17Dk2imBEJnSsHRKmLtypOt2U0bqlEgSaCS4VHKlBEvrBLlqpCqFHcpohE+mVmOJLkLCyAQrwh88qe5hyTUsbZoP1tMlK1Z73cbizbKQbmlIy3aaFhPWLFcmrpGdJa0MwcYQK0eqZcjVz1/1HmtMvRwk65W6p/22XLpoxXJxC6FyK0mJdEvCqg6S5cuFY9+p5f+3qx+mcSCNXCXrGEwalflXP8yNmjiiiyNR7j3YtHYzwYqIX600QnIN+6Trpzd+C9O3YjUyDVmrlv1VCjq3lCZf+opOjCXrh/1Zg1qr1EWMeCLV0lpNsJr1GkuufrnYTxm2wmoFwuQKks7J60SrkSt38CDWcqWgClBSISjhxq45OUvVf7/V/2ssq7lsOeIEiVsJF4wcTBqUqz8a6DyaOi9T0rSQLlfGjkywIkIEqxEolLRBITxE5D1NCuK7ijXLNtb9G3uAafduYDwdOdqsEYprYc49HHARhwhTkqeSLFcGTBqVcVctXCWqJlKNQKGkDRnDoovYxSU3sZVofYWI3R/ZvRsYN75J5ENbY9L8mhuZmxM067Vx7xVoJkOOSH3iBIlbCJerD0wamCtnfEjhKmG1cOM0MhOsCH+ASYhxIWiE7OR2K1b7KpNPxC4ueb4qXpw3ImaWkWYYP85ZvkYXsS+zkuNoEGxV1qtfvhUWKQfpIJWUN4Z0TVYs5yYGdIWgq8vK3TeNVWlxizPHz8cRsUS2OtENMelWAtZImSNd2heJWOkVQjwWViLVytuRCVaEPzDKgpIrPQLuZLwVK7mErVtNnOvYEpdkpRCyZLmluZ/PuYMBkWQtxOnnC+WNJdd2Eayf1i4SrQLcazhDiLBiJRcxdRMDzQoRY7lyrp2KFUJTB/fKjd91ms8ttqkM8Ak7ZFVyZKZZpbHkypGmlVgpoWkaQefYViATbEVwgyD0DmsI9ItNftwnV2rFunZ7TWc3ypJpJR+wobOFq5iCWrJW97FfTrFcpas17Ms4uYWEtbYtVwjxkLzVsLxmE1NeslI5cq2TrLT/CjS6iTUy5eIhyzVSITh1sMhCpMvJOfcwQN97BZrJkoYpIVLr1s9vJVeONK3ESkebRHBlLVsr4kZ/JlgR/qBJBSVnzkoFRuyPEVJ1JDusIDY3McDvw3ILes0rVjlSZxVumR7Ygw2RmcXqlIiWwkK8XNhyhRAPyTsZGrlqRMuSrMVNDPBES+NlDyVEwrIODamDH9bdw5IFyaVRyxQkHvLqhchVs5pDLmMI8ZC8amQLtiL4AyL2G5T+57ccQqeKObex7iYGyu+vSovySr5H7MNqyVqX7wzJapZoiOwsVqn1L9QOlflXLUzRLVYsd9DJ+soOJV6VXIFmcq1qTyTRNSypAx36XN7G91eby2kW7MjhJsDuruXyc+UlIpVkYOqT2uaIVQpTtINkswVbEagFa/lUlpSH24PVSBUkrdlNDMhzCT3TQdM1mSY3Q5pVJEs21UdGSRY6ecaQLFc2llxbTbA+pHyWw0SSXHo/1aWF+iflCe3BatZsnWRD5ErdNkBYIaRVZUmF4NaWfreorKzLuLE9jTw18qMWqF82lVw1cufIl94DDWuQ8lkOm0ry/LH/isFNH5ov1fLguG9ccqQ6ci2KHlA3sdN56hLmDkVyLmHpTYTKznBolqzVZaztvwruYUAnMQvxphKtVq/WD/9Kw1y8SmgkyuXj5BIsxK6Rq5TGWrKcqxjgrVYq808MUlT0STNtzWl1GWv7r7J7GNDdsTQsyfynlkquUj8k8gUT9u+rFfDnXq6dTLAVga6sYkHfh6Wf5RoEfS2HTxsuR93EvsyFy3jAQmlJkGYVgF/Wh5bv/v6rX4cniyVZKvPjFqJFoFyM9cqRLRe3QtvztJaTwil9AanLxWPItU7o2gEngCfNFIWo8HCCpg6Sy1hTB3//1U9rrCtkIWrWK0hcs2hpGRC5pV2NgLl7igUlTXoAVYI1H18yCc8++yy++MUv4oMf/CA2b94MAPjxj3+MJ598MrXKDgN1X1jdI355qxsGzHWoqZz1PTnOSJQMR1eeU3ApbxS0iqXlO9d56etPgfdeuauUplmiErGErFmub7GWsLWc9U+7v9SyWn7tfrTfSbrW6+UWW1QOyEylKYTk1+XyRkDLblUHmo9zGQ/vv1rmFgh5QtaspNfSHEnrHmLyc/Mply9Uzvon1U/bcfnoAiOMJIJdtWoVjjjiCDz00EP43ve+h23btgEAHn/8cSxbtiylyg5F/A/Kl9EGsg0jBxZkzylN6xikdCpURppcCThi1IhXKuPkISLh2oghEC4s9ScEjuRCbVXdF65MqE1rvXWEyLXDYOXumDLagrsR3LwjEbFWxsklY0Nrg5Ia17b/hDmrOQW0rKUtKosbqUkEe8kll+DKK6/EnXfeifHjRz4Rdsopp+CBBx5IqbIDQVdK3CDSBha1arXBJK0smx+w9q+wrIcmLGmVI9WSpctzYTINEZaV2CSrK6RWmqVn7UMVFqO1H1ZZqLylfVou5vfQrgB0crVuQ/hpKeyXgJAly6kLPVVMvVKNdUpziQtLcw4lGy5uITk6N9L6LOSqWZWpf1zbIWuW+y1sSCLYJ554Au973/ua5NOnT8dLL72UUmUHwg0QTkZJVsrjYBnQIfLVV6kW15Ivt7qEfZSee0INS5Of8Z8FlCFZjkBo2bKkZq2L60eV5CrVZ80T+l2kPFSGElcAaeTKIZVYS65OQwvcGJexg23/1YVDxOaHubJWwwOeXKt/SKiP60eV5OqH/T5weeJINolgX/e612Hjxo1N8jVr1mD//fdPqbIDIT1oDlI+Lh5zpdPSMCjR0rnB+3eoTUidEyq1dC1ES6FMoNyvxE7ISrpGqrR8CvHQNlpJ9ta8oXa5dOmetfuncj+ecqVh8YS5Q8hqTUGFCqGdj5Ca0kjW307S5xQuXSITnzhpeY5caR6JdC2Ghkb2MRphJWBXr9QHO5II9kMf+hC+8IUvYNOmTajVahgaGsLPfvYzfP7zn8dHPvKRlCo7GKHVGbeqoYOMPiztKq02hxVHOujk4pKici+tW9EyN3Ks/1o6RYxqJ26NpCRopELrtZCelNeCELnFkLufHuq71M/UvnDXJpm2F68N+jL7Iy1SiFj95VzGXioTDs01HIlIRkPImpPySeRqtTqr0giONK0ka0cSwV511VWYO3cu9t9/f2zbtg0LFizASSedhOOPPx5f/OIXU6rsQMS6A2IsWDqwpYEuyWwuYidPPWMUWllXhtDrPNzE6afvQVmS1YjWl1mIJUSYoT6EiN7aFy4u1Sf1IXY649qV7inmKskA6GPERxmFaNOhBc1bbXl1ZwQx3jNuTpKMBL/OkPFB89IwJTF6pcQqtW358+vh5lwpfzrJJr312NfXh+9+97u44oorsGbNGgwNDeEtb3kLDj744JTqOhixKxbt3VcXH4T8JSf/HVh44UGvLvunU2Pea3WESj/F2DaEJi9lAtWsrZgrrcuPp66VY8hV6j+tPwTt04ShLzWJ/8XG2LbWDy4+ZLxCkAFofP8VqEYhpH9X1SbEqkPzASdKnH7Y6k1zYS4eoxGp5Er7z83Hljma+x/dbg7WvkXg5wOR21Bq1Bx00EE46KCDylTRwZB+yEay48tYPjKhf1iimYgBYAi7d/cGPy7hlC30LeFRJVQJ2swSsFLKkCwXplNIjOWo1RfTJy4eAiVWJ7N8yAGBMNeW5AbTiJX2KYVchwD00I9LUHL1V6OhQT6KhCpBO3/FuYyJhFz9cIhsubBmwXLWK7V6JYvYalVz9VhAidXJfPL051+NZONgHkUXXXSRudJrr702qTOdB+5BaqsY+pF/P04fLIQ40GzdNufj5gDrvOA4rKX/QacsJKIls4007C0k66dzVqYfj1EvzooN9cViwcb0QbIW/XCIzLgw147UrxCx0jAX92VaOdZqpZatBKc4LfwPOmVhPVHceMDJB0d0nJXo4n4eakVS4gyBc7tKfdHItQzRSt5EF/atWW3ubZEFu2bNmob46tWrMTg4iEMPPRQA8P/+3/9Db28vFi5cGNWBzkXsKglodCW4uP9gJAL283KE2yiT5hKNXH0XcMsW5/4+lb+Jy12t4PbSyL6sZjVqsFqcVGa1YKW2NDKPuQfOUqVpsW5ZBMIxsBIrVz9HqjStjhRy9cdpixTCVe+8zVo8pk5OFj7gRMMcOHewlObLNOtVI3yOXDXyDd0DZ6nStNC2HSVZQDeqdJhH1t13310PX3vttZg0aRJuvvlmTJ06FQDwhz/8AR/96Edx4oknJnWkM5GyQnLluAc5RPJRUtUs3WG4/w/rELJGWzyHNDYUm996aISeHnaIIFmLFcuFXTzFguXKhtovs1jwkeqWRSBshWSVckRP85ksVklOP/ZP0SaFaKU6SKQcPuDkhzXXsFbexVMsWKDZ+g21X2ax4MO6bUdJFiQcowWJp4i//vWv4+qrr66TKwBMnToVV155Jb7+9a+nVNmBSPHzays+68CmMnlQhd6da9NHacqfrIwhWoIYQop1y0rEarVeU0lfI2grQtZ5TLspfeDaT1n4UJn6jGOP37YIKR9xoeWtRNuMGI2wzEnUopTqsVivnHXqh4dI3L9y4RiErHOpH+XaTSLYLVu24MUXX2ySb968GVu3bk2pssOhuUIotGnWr0+S2chVO/jQpnmkelg6H5i9LNZiKD9XRiJRrj5KTjSN61uI7GndoT+pzZR2KawLDOkeQnks/TKTa5kXwEcZFnUI35pGZBxCJOjHJcLV8klGiEauUh9SNEIiTYlkuXbtSCLY973vffjoRz+Kf/mXf8Fzzz2H5557Dv/yL/+Cj33sY1iyZElyZzoL0ipMyufD4u7Q5K5eLlz9R2k6DqGZRTg9LMV9mUS6IWJLgWQBxpJcVRZkqH2t3dgFBpVxcatc6yMAnVzHAEJrhOa00Hzkyzjio3FLfRZI1mAsuVahERbvIheOazdpI+Ib3/gGPv/5z+PP/uzPsGvP4B43bhw+9rGP4Wtf+1pKlWMAkm+fYkiQh9ICrQ929CHINHAfmXAIkGxILuWxEJt1rWxpJ9pSC7ShHQgaYtIteUPlpLr8/kh1aHWntFvHGFSI0JeeiESoxUKOGrFJZB3j5dPasZCrVg8F94YG93YHh5i8PJIIdu+998YNN9yAr33ta3j22WdRFAXe+MY3YuLEiSnVdQGkB8j94IOIez2HI1WtXHP+UX1trx1ms0CyMVaoL0uxYp3MStgh61Ura+2PVl47ZBRzyCnURx8hAtXa4PoRqkPs6yiS6yiqA/OKjmaF+jLJdRxyk0qEq+WTrFcJUl6rFU0NH1cPnaOlK5BKrkDJD01MnDgRRx55ZJkqOhj+1Bj6sAQ3JXCv5/jl9Fdx5PY6iFzbiRIntqxWpZYnxU0c66ItS65c2xppWsjM1eH3wfphCanO2H5I6DRybSfKEbnVqtTypLiJQ+dLNCs2hVy5tv3TwJZ5mZJxXNtJU/Mpp5yCWq0mpv/0pz9NqbaLYXXtxpKonj+WXOn7d/399rIdAYZky1qxoXIhck4lXw2W9jm51YKMsR5pHRZY88eSaDB/LLnS97a7DHyXy1qxoXIawfju4SphIVdOLnkYKclK3sV0y9UhiWDf/OY3N8R37dqFRx99FL/4xS+wdOnSUh3qXkgPCZAJOOZBpj9s6dW/Lj5g2QCrFVplXRxBh8i2jBVr6Z9kQUp5qyTVUHkLUYb6VFn/JIUIfa2laxC7z1pFXRxBhw4FccSpua21BYLULyDO+JHm2Tbuwf7d3/0dK1++fDm2bduWUmUXwH+QkmpbiVIr32PIZ1us+98r19BVJGtwFVdlUcYSHJdHs5RjEbNISCU3LY/UlzKHlLQ8lVuv1o9M7NoFTJig5+kQ2HS3Ko2IJTguj2YpxyJmkaAZP9zIsuQJo8witQl/9md/hv/1v/5XlVUm4YYbbsD8+fMxYcIELFy4EPfee2+J2riNfG1z3+pOiUF8PSlfkhmLaLd1y+UNuXkt1mvsFFkVsUuWekjGlW/lwieIrBB7YPn1qrRuubyhudNivcbOiVURe1y5Sgn2gQcewIRRXvndcsstuPDCC3HZZZdhzZo1OPHEE3H66adj/fr1CbWFfszUAVYO8ge9hzFm5wYHw16shth92Nj6y5RpZT2Weq0OvZT01Lyl62rbJ81GB/ztxfzCln3YKjRi9AyO9HrLtZXkIqYfkyiKAhs3bsQjjzyCL33pS6U6VBbXXnstPvaxj+HjH/84AOC6667Dv//7v+PGG2/E1Vdf3YIWU/dGy2+gjwm08YBJq4gqtu0qiSpUj2V/tcp92FRnWtk937EC9/8w2oNO0YgqDZlQPdK3CXoM+eL7kUSwkydPbjhF3NPTg0MPPRRXXHEFFi9enFJlJdi5cydWr16NSy65pEG+ePFi3H///ZG1tWqVxLVjOS5uQ5nXdtr+4Rt/JhnzZnd3o10EyLVTqm3rv6yTyrbRI5fVYewhaSr+p3/6p4q7UQ1+97vfYXBwEDNmzGiQz5gxA5s2bWLLDAwMYGBgoB7fsmVLxb3KliqLPIOYMJo2RiuQLVUeWR2saLcVUA5JY/0Nb3gDXnrppSb5yy+/jDe84Q2lO1UW9B3doijE93avvvpqTJkypf43Z86cdnQxIyMjI2OMI4lg161bh0HGnzgwMIDnn3++dKdSMW3aNPT29jZZq5s3b26yah0uvfRS/PGPf6z/bdiwoeJeZeuVxZh437D1GGvW3li7n6qQ1cGK7ppPox7r97///Xr43//93zFlypR6fHBwED/5yU9w4IEHVta5WIwfPx4LFy7EnXfeife97311+Z133okzzzyTLdPf349+9pNG7XqQXDvpbZdR1NStqmT4nR03LvvJOhjtIkaunVJtl/lsYps/uZjVYewhajo+66yzAAy7YOkXm/r6+nDggQeO+j9cv+iii/Dnf/7nOOaYY7Bo0SJ885vfxPr163Heeee1qMVUVuqulVjLMG5c22YT+k3ddsJvO9SPqvopEROVW/OVabNV5cYa+vra+YU195nA0YA/yt0XlCSE0q2Q5lw6+qR88f2IItihoeEfZP78+Xj44Ycxbdq0qMbagbPPPhsvvfQSrrjiCmzcuBGHH344fvSjH2HevHkJtYVIMIYkqyPUWk2va8y7m9ws5CGGlOh/keHq0NKsqJIoW7EwiLUWQyQYQ5JVEmqwrjH+8X9GHRBHnvS/yFA5V18KOVdJlK1YGFTrTQQSTxGvXbu2VKOtxqc+9Sl86lOfqqi2HjT/yJzMoVcIl0HCNzAjn+xYJWULOVkJLIXEtXKU6KskeKuVmlKPRcaVr4pUk+rJCrEHFmK0ElgM0fl5pXKU6DUrN5Zk6RzaHs+jeRT9wz/8Az75yU9iwoQJ+Id/+Ac176c//emoTnQHer0/LY+lHkuaXpdlv7S31zZPdNVcwi/XG9BKyzGWsKuwhGPLauRaFRH2QCfWmHosacG6LArhtiNC6CKL17a7UpUrmCM1C9Fp5FrGGo1ZCEhxaWRZ8oRhnlr/7u/+Dh/+8IcxYcIE8WP/wPD+7Ngk2BDKPMSyxKxDmlesBNzpaLeV6n+AnsqoXKpbsl5Dli/XNteHEHrItUxdlvIxJF+WmIOQFKKvb2woRDTpVVEX0Dgq6T8458BZqDFWrN+O9d/VSQjNxS3+h+u+W7jTXcTth1XdY4m02r1WR6jWhXzHwbD3aiGomP1XjXAtpJoCq3vZWhcNS+RXFdmm9M2SpxIr1oevDF2oELz1qlmImgXai2aC5IhNI1z/CVW5R2o5EGV99pzhIxlH5bf4khaCV1xxBbZv394kf/XVV3HFFVeU7lRnwDnAQi5dLr2H5OHKWWThPF04L6ShhNuuCjdmiqJI5EAJjSO4snuXtM/WA020TA8Jh35LS52x/dDaa0Lb3zUbHZTT+yq2uVJ+Z8l4oITGEVxoTrW0HfIqWubyuLaTCPbyyy9n/+/r9u3bcfnll6dU2eHw9197oP/QoUFE46EHzR2wasSokmw7GhfINdYNqRGatXwsIVuIztIHC8FJfSxD7lob9E/KGwpL/Ygp14BRJNlRVAfm7YKQN4wSmfbrSuRj+a39fBai4/rI9cdCeFwe7r40ck8fT0kEK3168LHHHsO+++6b3JnuBn2Q0kMpa08JrY/FhXtfnzybkBsu494MkRqXX/uLaSfFeo1puypyj4V1YdEabcCYVAjNk918u2X2EqV5TCJUyQAJEaDFiuX6oLUfajvGEi5rNUe+pjN16lTUajXUajUccsghDSQ7ODiIbdu2tfCDDu1GyFKl+XxYffqar1+eniQlGzPu4tDHJ3p7G/4JZg/CJ3WdjF65Mpb6LPDbAlO/1ica9stb25biMeROLfGyFrTUribX+gjAvAjrVrizE5I6jBtH/ycstw9LR4/L04PwO7BaWgz8/V54dbjR7qfTPvWS/GDuSQMdNSnk3gugiGgzkmCvu+46FEWBc889F5dffnnDpxLHjx+PAw88EIsWLYrqQHcgZnVmcWJZ3DVaWJ5TuvS8xjAsX3Ui5ErBkZRGkBqpxZ4S5vJJRBlLsrRuK0JWaYhkpTpTLGipbk1mtqo1ku1ShXDqoP2/+PBrOhxJ9UA/qOTn195DdQh9hcnBJ1E/zT8tbCVZ19dYhOZXzl2evlCLGnnu84jz58/H8ccfj74uel8sHrE/KucitqySNLLVwvq8MW5cG1/nKzuBWT+XyJCrlSB9WVnLUVPrmJPJ2hVMOAYpFixnsdJwTPuSNRzqA1dXKAxAH/BtXHmWNZxDFqsDn8cnSClcbwk8mVFrkSNEWo8ESojayWSNZMGEY6B5GSVy7SVpvQDivmGZNOLe8Y531MOvvvoqdpFJb/LkySnVdiBCewu+jJajdQDytBeyXkdADzKE5o22zSspX8qJIVbOcu3rq8tSyQxKGT8NsJOcRpCh9kNk78Ni3YbcsDGWoma5apasRLTWvnF5Rbm2bw+0TSHKqINmsbq8vb3NatNYVrL8OPKilqVW3sUBO8lRS9Uvy5G6JOesXx+Shc31hcY5cuXKxC01U2xsbN++Heeffz72228/7LPPPpg6dWrD39hAyjLUEa4f5+rjSJl7sHxfuBVyyFp1Fm1L5xb6XqFrkLtaId2sV4fZwiGQrCouzZfFkAtXH7UMLZakZNmF0kLth9rl6rIi9PtK+bi+cWl1pCpEi8nWVU/fP+fiMXVyssbbtXnAmiF53bg0XxZjfHD1+Vd/NFDr0Q9L82QoTWs/1G68FiQR7F/91V/hpz/9KW644Qb09/fjpptuwuWXX47Zs2fjO9/5TkqVHQppsEiDipbz41yYiwPhVZSsaBZ0xT6t9rUdDxbLRrOMXFwikxBxSm1LpGshOa5fUr0hktdIU2tXCnPtxPRBq5+LW/oIII1kHWJZbhQgqQOVyf8IxOIShReXiKWXpFvAka/Ul5AlycUtf1wdfpgjV9pHGg4jaZr9v//3/+I73/kOTj75ZJx77rk48cQT8cY3vhHz5s3Dd7/7XXz4wx9OqbbDYHUx0DQL0YaufrhxWqH/M5IqWMyq2BmUHUW2mtuYfslJOE3srpxMuoIJAzY3LEWoPkufaD20bg2xJFXGgtV+EyvRxpB+k8wnUbeV4CNmkPvmZYfAWafc57epmjS7jXvBHyziTg/TK5gwYHPDUmgngbU+OI2gbfvtpnyL2JeFyN7P14vYPdgkC/b3v/895s+fD2B4v/X3v/89AOCEE07APffck1Jlh8Li/pBWZVI8tGLSCHkYdGEukWnMPOF7cEdlfgk1rNw0Z5mBkZW1Gi2QrDupnxaSC1mRIcsx1Ialn9a2tX5w8bIkC6A1CuGIdpQIN1YdGvO6+cmFQcKxC30uHqMRmtUY6oM/WjSLNMZ65eZgC7n66TYkEewb3vAGrFu3DgCwYMEC/J//838ADFu2/qs73Y2YQeTyWy1YK9lKMt5y5ZBKmG3Zs/Ubk8AdWvEn0MBebMxVIwVfFksqMSQb6k8swYVI1rIg4O4vBCvRxlwlGYA4kk1ViDatPmPPaFGv1ghivGfcnOSXp3GXN2R40Lw0HCJZjmi5tq1ES0cmbYvLz/XHhiSC/ehHP4rHHnsMAHDppZfW92I/+9nP4uKLL06psoMRa70C+uCMHegj4Vqtt2HekNzD7F2UWIi3bE7ROsylURdgheTql9WITYJGtLReKynGtC/1hcpon0J99NNDfZf6mdoX7tokE8YDXFrVK09XtgWI1V8qCx90Cs01MRZsyACR8mkkK5GcRJBlNEKyWv1rOXIFEvdgP/vZz9bDp5xyCn71q1/hkUcewfTp0/Htb387pcoOhLYao7Cs2oDwA5UUoDFMV6zcvKJ9iCIFlc4p0nsGfjpNo6/peBtTPQjvuSKQ7n7d0L6npNKhPNz7rdZ3YKV+hcCPHvsCgEsvu9iociFUByVZzn+qEW0KKlQIN5TtX2pqlvkqU6v1oij89039fdgeyK/D0HdQgfC+pzQvhvLQNpwG+O1L78D69cdoBDcXS2GJXNtgwVLMnTsXS5YsweTJk3HzzTdXUWUHwP+BqcxivUpES1eNoVXkSD2yKyjuVHHqocnSH64INSxNhNzBFSYtNCHHWG4pVptGUhpRaeVjypXthzVP6HeR8lAZSlwBiOOgKc1BU4iUwV2SZENGtPXksB9v/BlCXjHNoqXkolmx3JzIWaGh+nuE+rh+SBav9ie17Yf9PnB54iizEoId25CIlMtDyYOWS2A1Us6fB8qQbCitcoQY3WphBMiVA5cWtIoCdWptSXWyJCGkS4TUin5Yfgtab+j31sg21EYILSHZUFrFCDVlPaclL7pD85Uk0+arlPmLzotc/VK9HMlx8ZR+SFar1K+0ubtzzqN3HEIrN3+lZi3H1QFYHrD/fpu8Yu1QkuV8XDSd+ywN0Cj331fwXcbMF520K4Q0kHQ/boWlHHX/cnLORZxCslxcIluOcCWLmsrKWLCcFa1dm+5NI9lYhWjD90Wl124cOHVx3ZLUwVehxvK90L/c5H5J7VOJYOJWaF9e8vNw6fQVHT+PVEaDtGCQSJ+bn+PuPxOsCP8HtrhBOGuVuhoogdJ0mtZYTjrgxBl5Fplf3uoyjibk0F6rRK7cTCKR6+BgfejHvvNKiRdM3JdTSOpm2VeVUAW5cn2zWrHWsOUPTBmuPk0m5REPOHEkG3MiMMZlHKkQ0ivefpdC6kDz+WGnKiP7sBKpSu+8+nkdaNyBWyVIEwm3ryrVS0HzpZAr1zfNmpbm7bivgkeNjiVLlqjpL7/8clTjnY0Ucg1Zr3692kqp2YJ1eiwRa+j4viazpCVBs1y5ZTw3w/hx+k1iV4cnS7VgnQxoVDtN7qdJ5TgC59JSSTSEkBWbSrSxf2DqsrTLXQGMEKBGsh2mEBq5St8W1tSBnhV0aY11SaRKyY5+4MHJAPLLQ7dKtcNNXLtSWiqJhkDvJTT3+uTaCyDwoWiCqBEUesd1ypQp+MhHPhLVgc4GR6QaOMKFEKdXat2OXJ172M0fPplSy5RbvHOyqk8ZsxVpX2OyLNOBRnKlxOqTa18fenbtSjqhq8nAyCVYSDKWSMsSb4hgqcxiYXLEKbXN5efiWj+ktAaSdYOcniK2WK7a6zwVuYwldXDd4VzC/vrTdU9yCbu4q2v4qpGq5n4FeOvS4u6l+UN5fUK31llGIyQ3MWcE0TnbwgGNiJpOx84rOBZIFqlmvWplaZwjVL8+NITd/CGRaZXWbGmS1WaT2GW6i1NyBRrIlb6yQ0mVI1fNRQykqXGrLFGpLQetTY5M/bCV4DSL1GK1ppCsRPoNhEplVG5ViCq+AMXA+qlDJ7OoA3UJ+/LG9jRSBcJWrJ83xaJslSUqteWgtcmRqR+W5uZQvc3Ie7AiOILUyFVzD1M3Qw/Jq5Fts3tYcxP7KEOyyd8+D1mutBFtc4nWp5Frb2+DBQvvanURg4lXhdT9V2u+dhIsjYf+EFGH1h/WcvXjvgyoViESSVZSB8klTL8tzMm4vVffgh1xE7t9WIlUOSu2isNEFljrTc2XQrDcPOyu9De0IROsCI4ELeSqlfPjYMq6dNTjnHvYXanM5aOkSxfzloOWlUJaqktvyvudcrOGv9/KkKvvJgbiXcQhOQeJ1NppxTp0MsGGLNeQ1cpdWZLl9mWp9crFrZ9ZrAhWlzBVD2DE/esTqiNd2U0M2E4QU2hyDtLv1k4r1sFKsD2MnLtS8rUhE6yIsuRKrV/OzcBZt376cBp1D3NWKyXO2MV77CuDLDgitVqu2kkObR+WkC1HqhK5WvZlwcj99HYTqYO7Lz+u5dXCMQTrh6skWakNrn9NlivnGuaI1EeV1q0AaV1pOX4Q4xL2w9RNPHKa2CdV6SRviHRDruLRIFIHd39+XAJHqn6Ym4ezBVsxOPKLJVdqrdK4XzfYdMk97J/L0FzGrfKYJUOzXOnSHGh+uU844OTHKammkquFPEebZGPzjTbBliVZ0T1MDzo5hKxXHxZLtmKFsJCppA7UucO7iQGeVAGZUKUDTlW6dFsBq0ZILmLewOGNHxsywYqgZCe5gCkkwqX1aNbrcFqMe9g6j6SQbDK0DSQgvByn9QT2YOvxPSQLyHutVZBrK0At0yrqk+JVE6zUvoVkNWJtasPiHrYqRGi/pEKFCFmqof1Vmo86d2Q3MdBspUp7ltwp3U6yTKuoT4pzxOqumWArBk96NrmfZiFTeHWgfnUWqJsf3J/kMub2X7lw2S0nds6x+Lk0y1UKc8tyjVyBpn1YoHHK0Ah0NMmVQ1nClQg2RLSxBKvJLWVCYQDDz9c9f0eqnOXqK4ZFISz7JRoYhYhZW7r8Tj044nRynzidWnAytx4F3GEngLdiqZxiNMmVQ1nClQi2h5FJ87QdmWBFUCKULFIq58iUEjBNj7NeuavkCta8ZRIqX8Rrs4tl2U6X5bQ8MBJXrFgapuhUyzWVZC3Wqx+WiJVLsxKstRxN5/ID0F3EfjyWWEP/hEKLR0Jbi9IwR7qcS1iaJ3Qr1oWle7d+aakV0Ig0lWTpvXCk6oelOduOTLAiJLLkrE7NhczlAbk2k3fIUuXksfOIlXCjQWcQKU2aQSRy9d3EmhW757ATYP++b5XkyhFiDEmWLe/yazKNSKVriPw0gk0h2SZiDZGq5TQgDaesQCNBnTc0zXqAyQ9rLmH5sBOg77VKB57KgiPEGJLk8lahERKp+ldKrJlgK4JTb7qa0UiXI9NQHpBwo/Xqu4YBG+mGrNoUN3Iy/NklxnJ1naGziJtdFBdx/cY9KxaQyZWmtRJuWqBXKV9IJrWhyaxES/OVJVjLH22bJVn/Hx5r7mF3TV2Bal+ESoTm/uXCvrUK2MiUqpCnDmgkiEESliy6VsKRpxvdEvGWIWnuXjhy9cMcscZbzplgRVBLVLJQNXKlRByyeHXrNeQe5uYM67ZTKUizg5aHI106Y3Ay6iam5MrsxQI6oZaxXmPX0TF1SSSbUi8XDxFtSFalFavlF61XK8lKMolMS0KyRH1IzpvQt4U1MqWWLSDtxQL6hxnKuIar1AhKaBLJptTLxbkFBjfP25EJVgTn1pWszxBxcmX9PCP1hKxXXw7obmLpQxQUFi9Z0rv33Oxi/RSNZsH65Ao07796Yfp1J6B1rmGgcXoJWalaGS4ttT9SXLNepWsVVmwoH9eWaL36h50A275JaKUZ6+4xglOH0I6Jb60CMpn6KuPUwZeNWLz0605A61zDQCMpUmvVUobmjbcim+v2ESJV/9qD2N8mE6yI8bC5hCU5lYUt11qtt269UhKVPF/+fOOnWT9OQWUtAfexCc5dbLVgXRkgaMVSNzFQ3fQRS36UcCVirYJkuXuULPgQoWqyshZqiGRVYnVhl4+uSC3uH7+O0itKGyxEy60naZpPvD4B61Ys0Dw6qnoNJpb83Mh25Tgy5uqtSiMkC54jVhcfH9VqJlgRvQD6vLDmEpbkkowj5h6WMKn16uT0aiFSbk+Wm0cq+Q6xNIv4m0ecLGTBOplkxTJhzVWcCk7Fy1qvmpxa4Fp9IXmqFdtKkuXK1MlVIlbtcJNFITjXTSWfNBspxh1gcqBuXk7mW6uA9BqObMXS7g9/uEJzFaeCG8kcSYZIWEqncr/PofpCci7cQ+L0akMmWBGOFIGwq9jiBpbcwrJrGODDvoySsWbV+lcflrRkUH+WDyeTZhWuc9ysQ4mWCTuSbQe5amU04rVarjH3oFnvIaKl6RwR0ngqyXL5AdhI1n8BXFIWabXZZoXghjhNk04Ic12ja1OAJ+RmuSPZKsiVI0UrkWrEy5GqRL4xfZXiPYycztXC2xECMsGK4CxUiXSt1ixfp+8aBprnBWnvNfY1Hu0MCEWpeYSbPRx8MvVnB2lDCeDdx/5SnSNXoNkUZ9zFsUghxpCVSi1fKPGYfmqyqqzYEJlqaVq+poNNdL+V23uVVpOhK7WEOZRQCE0dYl63cZBODvtpQKOcu4XmU8Up4EiPjniaR9IIjmypBrj+xrq1ufvkCNUP0ytddoaRCVZEaA8WXhpntfr5xzP5huGTK91G8vWfs2i5hbtEurFkzCF6jpFmDc5yldzEGrlKVizQuA+7B76rOAUhK5XmkYiWy2MhaQrrx/5pukauLlwlydL0cUJ6vR2fRP39V0q4Liy5e7Rr6N1Z7oQgRaRCxL67apWHrFWaNiLzXcUpCFmpNI9EtFyekPVaViM4QvXD1LJ18bjT5plgRfQivAfrxyWrVZIBQOO+K50fOKvWhcss3GOhltOW5zGQZg9KqtxSHQiSK/13drEIWaFSOHSleQG79WpZS9M8ZazYsiRrIeAmcqXuYI5kOcVxYe6quYctUMpVpQ7SuT96gMlirXLk2niqOKmHCO+VasRJr75G+Gkgdfhxrm1Lv6U4JVVfxhFvGJlgRfirlmZitLmEdQu3VusVLVdKvIDdqnUy/8qd5yizeG9CyOoMuYZdh0IWK5UBzYRKT5MQWQzJOrWX3MIxp4AtJCuVd7BY0BZ5LLnSa9UkW6+fkivnGrZYrzGrTatVG6EQZa1V15xUB8Bbsb7cgVOHRpdzDMm6+Ys70MSRJA37cekKpS4Xd7BY0BZ5D5PGXeMW6JlgRfShmUStpKuTqzvQNG6cTK6ATryuvGTV+lfu9HBZq7YUJLJ1HbK8suNAN6ioq1iQhUhWIlY/jYtrRMnVoZV1iHF8ce1I8U4iWQA8kUp7sf67bLEk648XiVTbiNChJssrOw5cnKpDmrvYkZzlhK+VaLk6pPySRsRZlM0aIVmwlFxduewirhCUXH05dSdwLmAZPiFSOZdGFUJyB2nEqc0dbZlXuJPEfge4T9vQuL985/Jyr+1wP3TgVLH2BSXOhRsKc/X3BPJzZJuCVpAsLcfFmwhUg0+kPijJ+vl9pChEiw41WaG5k7WvQdFvtQCyOvguZCrzMVLGqhGcFem7cHu8cC8TpqCWLJefI9sUWN3ElFxjybx8T9uGAw88ELVareHvkksuacizfv16vOc978HEiRMxbdo0fPrTn8bOnTsTW3SHnPowQqDj0Xj4qQ+Nlq5vufaRvCPWK3X/0oU4lwY0uo1dnJZxcpquecR8VLqQ1xqXDqz4+TiLRLo5bc+Ou06YgJ6+vqBlNW7PHye3hMcROXflwn6ca9/yx5UN9dt61fob8zv2+GPAsv/K7b3GWLDcALesSitQCG7rheui5HkKqQP3yp5fF+cNc+X6+4G+vt493jXOYJDmQF/eS8JuHuxlytL5tU/IQ+ulspg/rizXb6lfTm5HV1mwV1xxBT7xiU/U4/vss089PDg4iP/6X/8rpk+fjvvuuw8vvfQSli5diqIo8D//5/9MaM39uECjJetbs9RilQen7xbW9l3dgOfk2mEoLuwgEbJDqtUrglua+xYql8+FuTfqNR9YrGXCQHIX+44uKgu5hLmytA6tLFDONUzbk+IWC9aFJUvWEhetWo1cpf1XbV/FohD+CpNbbWqHEBIUQlIHTebUxbdQXTr3yo6D5BWLgewudhYmJwt9gUnTCN9ylfZgQdqOtyblsj1CWi9zjTPYuopgJ02ahJkzZ7Jpd9xxB375y19iw4YNmD17NgDg61//Os455xxcddVVmDx5cmRrEnmCkUukK1utgEyiUhonBxoX+y6Pu2oLdhrWZJy1yxbUZg269+rS6Vv03L8EoT4xJ6Od5U4QG+CTLCVRKufiXFi60jxgwkCj2lf9HiyNS+SqkawWDpGsaY9VSgsphB92caDZKnbQ3p32y4dkTBbp2yp+uuQOdl3l1ppUZVw+OvQ5FbGgkWQpiVI5F+fC7upGv5QHTBioXiPos9bI1ZUfwxbsV77yFfzt3/4t5syZg/e///34q7/6K4wfP/xtyAceeACHH354nVwB4L/8l/+CgYEBrF69Gqeccgpb58DAAAYGBurxLVu27An5rg2NWIFmqxX1cpJLGAhbqFwaV47KXBxoJHRfroU1mRmcdQqMzDD+7OGHXR4fnBXLdZCbYSLQA9T/OQCXVgW5UkK1HnDqBAvWXWNIliXeGFcwfRfWuuqUFEIiXy2syYyQ1EFy3Lgw1yxnxUr5SukwevcQrfXThamv5wAy4bqwAyeLhYVY4fXtNWDBfuYzn8HRRx+NqVOn4uc//zkuvfRSrF27FjfddBMAYNOmTZgxY0ZDmalTp2L8+PHYtGmTWO/VV1+Nyy+/nEnx/e0hYvXlI4Ss7bcCOrn66ZY0Wp9vvfppgGzxAon8FJo9YsIAf4TSQZo1UmcTN4EPDo4cfApYs2XI1WLBAjKxWtbtEhlXYcG6ayrJRp0SpgTMrTytJEsHPXUPxxBtANQpQ92+MXJAPzVM33918N3LsX137bg+ha1Z6s6lJEktVs4lLBFu/U69fGDkGiQytriK6bWLLNjly5cL5DaChx9+GMcccww++9nP1mVHHnkkpk6div/23/4bvvKVr+D1r389AKBWqzWVL4qClTtceumluOiii+rxLVu2YM6cOWg+vATvKhHrcBr99GFo4W19F5aWp3U70LA2X/hxbl+2UtCZhHMNAyMTIZ09qiZXBT17PqvIEWsZcpVcwlb3cKwlG3IVl7VgORlLuiEiBXQLVju0wA14bWBrLmFp5dkChfDJlLqJgWaHjuUVHCcv4chhsXv38BzXaM1SsuWINuQellzCVvdwrCUbchWH3MRxGjiqBHv++efjAx/4gJrnwAMPZOVve9vbAADPPPMMXv/612PmzJl46KGHGvL84Q9/wK5du5osWx/9/f3o7+9nUnox8q+JqJvYXZvdwUDY6uSsSWnO0OYVab/Wr9dBmof8uITIM0OyhepuiBIp5xretatxZpE62QJy9a1a/58EUDIdEsIp7mGQPGDSy6CVbmJO1jAVWQmVk1kOLlisWc5KpXHrCjNyvElEStO04U6/Nyx1o1XqsGsXyH/i4cjUEWPIYrW4h4FGogWTXgapbuIu+nd106ZNw7Rp05LKrlmzBgAwa9YsAMCiRYtw1VVXYePGjXXZHXfcgf7+fixcuDChBf+oOaC5iTlidXGr1crl1w480XmH1k3LOVDidfm0uCmNEilXyDqTACNaLTWqzTJl4Le7Bz1Aw3uzVe29SlZrGfdwQ58DcivJcjKLm7gUofppIQLVrFmqkJqr2C+nxQ1plEh9SMNfOrjkylAL14eWVga8Wvdi924oROuHNbIFZMIFyePHQeQWWNzEnIvYD/cCGEAMRpVgrXjggQfw4IMP4pRTTsGUKVPw8MMP47Of/Sze+973Yu7cuQCAxYsXY8GCBfjzP/9zfO1rX8Pvf/97fP7zn8cnPvGJhBPEAFCDvAcLcMQK2Ekz9KZBiEBDbmMfXB5f7peLmVtUcJpJZa7y0EchfFRFrP7eq2vX24flZCGiTSVXarVKxJpiyYZcxH48hmQ1whXdwQBPqDRfyGp1iCFaH1QZ/X5rVi5XlxEWdaAOHUtz0rnAWPhWqt837nsvIyoSIlrNPQwmD8BbrZJGpNx0yEXsxzmSjfReROUeJfT39+OWW27B5ZdfjoGBAcybNw+f+MQncPHFF9fz9Pb24oc//CE+9alP4e1vfzv22msvfOhDH8L/+B//I7FV/6VjwLdmNWJ1cgtpSpapX59EoNKcolmvtKyPKt6fEwk0llS55XhVxKoRKZePKeOI1uoeRkDmwkAz2VJZKjQXsR+PcR03leEI0w/HyCxWq4OmDJr16pelY5AbZ5Fjz38lxy/uDz1NRRzoazu+rKw6cETKqYOv2hLRAr0oCot7GNAJ14XhxSVZKjQXsR+nVm1c211BsEcffTQefPDBYL65c+fiBz/4QUWtuq9+NJMq0Ky77srNCTHWrZWAfUjlaR1aWU6eBMtSHZBJ1U+LWcqn9o3OJpJl64fd/vCePdoqyNVKrCE3sUbGZUhW3JullqkLuzTJetXSJTINWaoOVBk4heDI1k/n5AnghhznPpZI1U9rhzpwa2SfgCWidarReBiKI1tAJ1ygkXRdGsCTW8hNrBEiTaMawVmyXbQH29noQa02rIA+qQLNe6xaWCJNP8zNB9Y8kqJp80RobtLqNEHSXAdur7asjyulTxR0/zVEtP5hKKDBqpVcyFDCXNyXQ0iTYNmHpXGTu5gjUhe3hiVLVyLREMmGFEIjVG5l6qeXVIjQ+pIbllUQqAbOSqWg6sCRqx9udDP7Vq1PtsMy2wliF9c0ImbekDRCs2Ypye6IaC8TrIhx43pRq/GkSq8asfpyCwlL+UJvKljTJUjzy8jvYf/t6gVCh54oODdtFZD64s8gKeTqL919q3ZPFe4EchlybcWHJjhZiGRVUqXxGJLVVqupBEuVQYtL0IjVpUcgRR20NWoZSH2RCBRoVAEuH736quHIadi6hUe4gOwi5uJOBkYeA66sRrIjXsyiiHv/KROsgN5eYM9HolhSdVcqk4iVi2skbCFgjVw5aOU1aMSsgnYkZEHSjtBvBKd0JDSb+DOCa4OxUJvC/gziW2FuFvJeM+rxZFZyrXL/VapH2m9t+J39Z2IhWQvhhvZM/HAsyUpkykFbmWpIZDpaLGRBhtQnZf1pVQefQJ3Mt1D9fBzJur67evy37gYHe700jnSBODdxCrh6Rtp3W4JA43Po6QEGIg4SZ4IVsNdeQK1mI1ftoBMXjtmTpfks5ErrC1mvEoLkqy3LpfxlELuktyzVfUgWLRfWyLZx+d4oAxqsXAANxAvIbmKQPBQWMm7KEyJTSR4iUpemuYIBfQUaS7AhS5WTxSBAvrHqUNZBw/3vDA2WYS/l98N+fo5ctatfvnFNOvJj+MQLcOTLIU0jfCJ19+PADfuiyARbCfr7h1cr/g9OSVY76MSFpT3cECmG5hMOIQK2pI86Qp1IeaveQroaoVrJFeAPbrl8Dn7+PenitEA+4ahCW1HRmT2GZDWZhWQl5fBlGplyMgtxhgjY8jfKGC114MLu6g9/jVxd/+i90K9OMeoAyWpt7Le+WtF+F00d6Pw/NARs26Y21diuPetrC+PGNbuILfux7ioRq2VO4Q5AauQ6qnNBB0w8LLiZg8q45bW01A7twXLk6h6QRLrcbMIRoyPWFJNHItoqSDYmblmB+rIYkg1Zqm0co52qDpyVKqkDZ6H6YU5G1YEjVynsQBcIlHwdWqEO9LlRYnXoidyz6dDhMPro7x9+gDGk6q4cIVvmFMkl7OexkKtE1B22IOfhd6zKz9PEkKu7+uHQHixgI1dOTtN80HwpGE2S1QZ8KN1CsBZy5RTLenBhlOH/9FW9++rqCKmDP8xpOqcivqoAI0RIP/MYCnPxkDz23i1yjmSHYj6nhkywIiZMGBlYDhZyBWyuYyrj5gltPqF5NHKVkHK+oxJojdCji77MSkDS7CHFfZlGuH6adKip08jVgatfI1iaTgmUk2mr0BRZKJ5KrhJGaSWqPWLtfViua9x/16HDnVqzVnWQXMF+n/wrR7i+OowGufr3F5LRuO/IMrcTl/21g3Hjhq1YF/bl3DVl4e7KSWUs8wk3D9C92dg5g85NpUEblE5ahCD5jGL7YiFQKY1eJWtWIleg/eTqEEuyUhpHspbVZyrJ+mFuBanJXB85BYlViIpmd1qNdMAohCoIxycNizporuDQ/qsfpvuuDtK/36uSXB24+kL7sZlgK0J//7AV60DnAUBfuGvzTIiMaVhahGskTNO51ZjlMGUyn9ElqZbu5ylLKnSZyc0SfrgMuXKzCCCd1AinSXmqRBmS5U5/WFafIYWIIVlugEsKErJwfcSQbQJC6kAfQVXuYH9Y07gf1qxT69pSUgfOQvXDod+m3erADQ0pLYRMsAImTGjWN4lQ/bA2b6RYuVVYuH4f/fmIyqXBE63kVKu5ijjfF8CfrqAbUdYOhchVyxdLqr6MpsW4hls5mziESJamSzOMRJpSmkayWp4QYbo+S3mpzO8jN/ArVgjJtcgNeyqXyNBPr1odLFYtR7b+fXD/Xo8uGiyu4VZYrhRc/dKQ56Y1te60Lo199PeP/LBWQuWuVZ88lgiWm3v8vtL5QrJepXnFPMg5cqWaRivkluuSr6gs6MxC248lV0nm1+u37cC5u63kqvmpLOVjl+00biXUsleOGENyjXD9vtKBrg38Egohnd4FmvdFHTh1aBXRaOqQ6gaW9l058tTuz3rPGulZylser6TSwbrjsr92MG6cjVg5WbvI1YGzSLl8Wt5KIJFrSEZHr/vBfO12oMtroPmfs2ty64mKEEIzQlXtUIRI2OrTjyFUGm8H2aaQq4N0WEtyDWvxEqhKHTgC48pKazyqTrSuVqqD5ryp4qcO9dfaRmgYuL4P/2s+OzLBChg3jt+D9cOcLOW1HneN3Zt17WkuZyp39YcW79wcHq0QMTMHjXOzQiz89ulynOZJubq+cstbOouG4pKMpqcuyS15OolkpaP40urTIvf7pikApxCW3yuAmHUlTZfWbTHwrWk6nGkf6dVyuInrK71XBzrUUw56VakO3HzH7ZRw/VTbjsv+2gG3B8vNI5L+xlxT92a1MiEypmn0vug9BSFpKhfXiJUj2RhIPjnNbEghVa6/0ixYxWZT7MzaTpKtimy11ak24GPJmAtLceneA6BDLnT2DmhcC7p4WWLlhn5IRUJq4JMt7X+V6qCpf+xRBctUYlGH2OMRmWAF9PcPf8mJI1Og3IFKWh+3d6oRrGXe4MpIHrWK5pTGQhqZhoiVNiq5gDVoswhdjvtpFnKVZFz/qiBXlycWoTqrIlgpbFEI6ZWfVpGulWi5MBc3gFqOgK4OoeGesg7ViJZz7sSoAyXcmHdcU9UhdbERm05l+UMTFcERLMCTqRTWZKnWrjbXaPm1uUYLRx9i5bRXy2dd8pbxhzmEfFv+7Jfi/+JmDD/MzR4UVbmGKSxlRoNkLcfxY4lVS7MoiTVsQBXqYDk+kAKJMGPXnLS/EuGH3nHtNnXYuTOyzbjsrx1MmDDyoQkgfU5plQvZXS1lLeVoWFpUBCEtg4HmTR9NYym0pbp1RpPK+eU5QqZ9kzaaNLLl0qV8sekSqiJYThajENqHKbh80gEGS3rsiUJJZg0H4A8taUhJ6qC5QTVV4Zw3MX0NrTlp+6nqIN1f6OdtpTqE9mLzt4grwrhxjYecnCwUts4lmsw6n4TmByu5Sv23zr0sONKTZhPNeo1ZrkrLcWm57m5YmvW4I5AW0uXiTkbRKvewQ6huKb0MycbspVhWoCnEKymalXBD96jJGKTsewL6hxysbVpft6H9AOJcwLHqIK01Qy7vlMWDQ6jukDrUanHtZYIVMGGCTrBAeB7xwyGdtSz2rdcyFi+9lyiENLYqIk2B9qkaC+G6cIh0aRlN5uQhtJJgpTwWGV3uW/ZSNEL1w1UQr+VqUYjEcckNtZBF2C51sJAszef6GbPu5OKSzMktfU9FWXXIBFsR3IcmtDkEsC12Q2ELqXKyqucbbe81aVBbl8qtmF24Nh3KkqiUn5ah/eHQSoK1/oZSPuu7C1I8ZgXq57eQqp8vhVhjrhwSxmeZQ0XJi16vu9R5Q9Ok4W0Jx77vKg3pTlaHlCkpE6wA34LV5hAat4RTLF8tzXJmpCw5i+AILAQrmaYQbmgG0axWej80P9A8g4QGh7sPboa0vmvQ3x//lXHAflpNm7215bzUTgyZxuYvM8hj8qaQLlqvDtRda62bk8WqAA27PkmPzKVTSP2PeeU9hWStdWu/LfVqBtuMy/7agfSxf0tcm3/Knkj2w5YFPyfTjIJkhJbgoVkkJo/Wvg/LxperN8X1W9Z6jVkSp8zaVeSXBkeqJUvLxhCwVWGsypRIohZIw17bF/VhUQeNaDVilWRlXb8W17Brk0PMEI/dh431AEh9zB+aqAiWPdjUhTyNx4TLvIvLyazu6SSEyLVVG0/cspsu1wF5ye765s84fjlXNjSb0JmLIkZbY6zYlBVTrBXLyVP3U2jZKlehqWQbSkuARrJAe9VBGvI0v0S6fjm/71Kc1s8hhmAnTLDnT/kNpTL5U4kVgVqwQPktqVA8ZjEv5Zfqt5J1zIpThLZU1rSdWypXedqDziSW2YObOfyytDzXHocy96XNLKl1hspZBj9XT1UknBqOUQhLeUmmgFMH63unQPvUQWqPpnHvuZbZd6VtxqKd6pAJtiL09vL+dutivkw8xaMWG47xwGmypgyhpbJmwfoyK7j6ubCrm6bRuEac0pvy0mwS+tZbKvwXtKtCVd+Sc4gh0lA8ZVVaNTknKERIHaTXX6pSB22P1dVNy3D9drBaqSnHDapaNFQFqa/5H65XhL320je0rfoWmkeA6l3LWlqqJ64UQiSoWYtllu6WmUOaSTgZnTnKnNbotBkFSLNiHSzWLCeLzVO1QpQJJyJEgq1SB3okIUS6frucLGatGepr7BGDdoDrc7ZgK4J7TUcbGFZrFmi9ezkUT7GKzYi1IkNhLp7SFynu6vfjMTKtfyHL1aGMBdsqpFqxobSqVqNVxlOJ2oBYdUh9tTq2L1w8dMzA76vrB5Vp/bP2u1sINluwFUF7TYfCetBSq6vswl4qk2od03iUcocsRY10LXGtPSnu9yEko/31oZ3UiJkFu9GCteYrS7ScvCqFSCXdUF4FVnWwvkvaLnUI7bW6vvnlfcSoQybY1xj6+xu3ulI/sZWSVkZWhaUsyVRYtNrqnrX4kyyTPHfQym+Xa5uTS32N7RNXXychpv+pJJuS1mpZCxSijDpYzs/5GE110A7Ixxxm78T1Jtf/WLXtwNvqDEyYMLwPS2EZCFXOLZq8rOVcRmZCaOlcxvcUaotrj8ppmrQMl9Ji+5iav11I6VMnKURZy7nFCpGiDtZt/1BbXHtUTtPaqQ5lv1TVCmQLtoXg3oP1UaUnUMsTe64kVGdVcjFz6jI51mK0ti+1x6VxeUIzSWwfpX50AsqQfrsUohPJWmmyanWIISL/EBPXB9oPrl2tr1K+sawO2YKtCNx7sBJiBlSM26SMW9qSp4yXL1io7DI5dbKX2pfaCxEy1zdLPg1jyYItW0+73NKWPC1QiNFWB3qIiULaU/WR1WEE+UtOFYHuwcagjLtjtOamlDpNFVkJrApNldrQlp2htixL/Fh04nLdoRUzXTss41blrej36BZ1iP1XcVV8ZrUTydWB3l/+h+sVQdqDLYsqB1PZutoysK1+lipcwTF9CPXHWjYVnUayozXLvcYUIqtDfJujAek+swVbEUJ7sJ2ATl75qSjb8ap9Su3+ITvVJwZ0br8s6NK+Z3Xo3EdH+5Ut2JIo9nyqY/v2LR370DsBPRga7S5ktAKxM0gGAGAIPaPdhYwWgKrD9u1bAIzwRAiZQgheeuklAMC8eXNGuScZGRkZGZ2IrVu3YsqUKcF8mWAJ9t13XwDA+vXrTT9gt2DLli2YM2cONmzYgMmTJ492dyrFWL23fF/dh7F6b2P1voC4eyuKAlu3bsXs2bNNdWeCJejpGXb1TJkyZcwNJACYPHnymLwvYOzeW76v7sNYvbexel+A/d5iDK+8cZCRkZGRkdECZILNyMjIyMhoATLBEvT392PZsmXob8U/tR5FjNX7AsbuveX76j6M1Xsbq/cFtPbeaoX1vHFGRkZGRkaGGdmCzcjIyMjIaAEywWZkZGRkZLQAmWAzMjIyMjJagEywHm644QbMnz8fEyZMwMKFC3HvvfeOdpeisHz5ctRqtYa/mTNn1tOLosDy5csxe/Zs7LXXXjj55JPx5JNPjmKPZdxzzz14z3veg9mzZ6NWq+H2229vSLfcy8DAAC644AJMmzYNEydOxHvf+14899xzbbyLZoTu65xzzml6hm9729sa8nTifV199dU49thjMWnSJOy3334466yz8Otf/7ohTzc+M8t9deszu/HGG3HkkUfW3/9ctGgR/u3f/q2e3o3PCwjfVzufVybYPbjllltw4YUX4rLLLsOaNWtw4okn4vTTT8f69etHu2tReNOb3oSNGzfW/5544ol62le/+lVce+21uP766/Hwww9j5syZOO2007B169ZR7DGPV155BUcddRSuv/56Nt1yLxdeeCFuu+02rFixAvfddx+2bduGM844A4PcP71sE0L3BQDvete7Gp7hj370o4b0TryvVatW4S//8i/x4IMP4s4778Tu3buxePFivPLKK/U83fjMLPcFdOczO+CAA3DNNdfgkUcewSOPPIJTTz0VZ555Zp1Eu/F5AeH7Atr4vIqMoiiK4rjjjivOO++8Btlhhx1WXHLJJaPUo3gsW7asOOqoo9i0oaGhYubMmcU111xTl+3YsaOYMmVK8Y1vfKNNPUwDgOK2226rxy338vLLLxd9fX3FihUr6nmef/75oqenp/jxj3/ctr5roPdVFEWxdOnS4swzzxTLdMN9FUVRbN68uQBQrFq1qiiKsfPM6H0Vxdh5ZkVRFFOnTi1uuummMfO8HNx9FUV7n1e2YAHs3LkTq1evxuLFixvkixcvxv333z9KvUrD008/jdmzZ2P+/Pn4wAc+gN/85jcAgLVr12LTpk0N99jf3493vOMdXXePlntZvXo1du3a1ZBn9uzZOPzwwzv+fleuXIn99tsPhxxyCD7xiU9g8+bN9bRuua8//vGPAEa+7T1Wnhm9L4duf2aDg4NYsWIFXnnlFSxatGjMPC96Xw7tel75W8QAfve732FwcBAzZsxokM+YMQObNm0apV7F461vfSu+853v4JBDDsGLL76IK6+8EscffzyefPLJ+n1w9/jb3/52NLqbDMu9bNq0CePHj8fUqVOb8nTyMz399NPx/ve/H/PmzcPatWvxpS99CaeeeipWr16N/v7+rrivoihw0UUX4YQTTsDhhx8OYGw8M+6+gO5+Zk888QQWLVqEHTt2YJ999sFtt92GBQsW1ImkW5+XdF9Ae59XJlgPtVqtIV4URZOsk3H66afXw0cccQQWLVqEgw46CDfffHN9E7/b79FHyr10+v2effbZ9fDhhx+OY445BvPmzcMPf/hDLFmyRCzXSfd1/vnn4/HHH8d9993XlNbNz0y6r25+ZoceeigeffRRvPzyy7j11luxdOlSrFq1qp7erc9Luq8FCxa09XllFzGAadOmobe3t2l1snnz5qYVXDdh4sSJOOKII/D000/XTxOPhXu03MvMmTOxc+dO/OEPfxDzdANmzZqFefPm4emnnwbQ+fd1wQUX4Pvf/z7uvvtuHHDAAXV5tz8z6b44dNMzGz9+PN74xjfimGOOwdVXX42jjjoKf//3f9/1z0u6Lw6tfF6ZYDH8MBYuXIg777yzQX7nnXfi+OOPH6VelcfAwACeeuopzJo1C/Pnz8fMmTMb7nHnzp1YtWpV192j5V4WLlyIvr6+hjwbN27EL37xi66635deegkbNmzArFmzAHTufRVFgfPPPx/f+9738NOf/hTz589vSO/WZxa6Lw7d8sw4FEWBgYGBrn1eEtx9cWjp84o6EjWGsWLFiqKvr6/41re+Vfzyl78sLrzwwmLixInFunXrRrtrZnzuc58rVq5cWfzmN78pHnzwweKMM84oJk2aVL+Ha665ppgyZUrxve99r3jiiSeKD37wg8WsWbOKLVu2jHLPm7F169ZizZo1xZo1awoAxbXXXlusWbOm+O1vf1sUhe1ezjvvvOKAAw4o7rrrruI//uM/ilNPPbU46qijit27d4/Wban3tXXr1uJzn/tccf/99xdr164t7r777mLRokXF/vvv3/H39Rd/8RfFlClTipUrVxYbN26s/23fvr2epxufWei+uvmZXXrppcU999xTrF27tnj88ceLv/7rvy56enqKO+64oyiK7nxeRaHfV7ufVyZYD//4j/9YzJs3rxg/fnxx9NFHNxzF7wacffbZxaxZs4q+vr5i9uzZxZIlS4onn3yynj40NFQsW7asmDlzZtHf31+cdNJJxRNPPDGKPZZx9913FwCa/pYuXVoUhe1eXn311eL8888v9t1332KvvfYqzjjjjGL9+vWjcDcj0O5r+/btxeLFi4vp06cXfX19xdy5c4ulS5c29bkT74u7JwDFt7/97Xqebnxmofvq5md27rnn1ue76dOnF3/6p39aJ9ei6M7nVRT6fbX7eeX/ppORkZGRkdEC5D3YjIyMjIyMFiATbEZGRkZGRguQCTYjIyMjI6MFyASbkZGRkZHRAmSCzcjIyMjIaAEywWZkZGRkZLQAmWAzMjIyMjJagEywGRkZGRkZLUAm2IyMDBbr1q1DrVbDo48+2pL6a7Uabr/99pbUnZHRCcgEm5HRoTjnnHNw1llnjVr7c+bMwcaNG+v/+3TlypWo1Wp4+eWXR61PGRndhPz/YDMyMlj09vbW/21ZRkZGPLIFm5HRhVi1ahWOO+449Pf3Y9asWbjkkkuwe/fuevrJJ5+MT3/607j44oux7777YubMmVi+fHlDHb/61a9wwgknYMKECViwYAHuuuuuBret7yJet24dTjnlFADA1KlTUavVcM455wAADjzwQFx33XUNdb/5zW9uaO/pp5/GSSedVG+L/mtIAHj++edx9tlnY+rUqXj961+PM888E+vWrSv7U2VkjBoywWZkdBmef/55vPvd78axxx6Lxx57DDfeeCO+9a1v4corr2zId/PNN2PixIl46KGH8NWvfhVXXHFFndiGhoZw1llnYe+998ZDDz2Eb37zm7jsssvENufMmYNbb70VAPDrX/8aGzduFP+BNcXQ0BCWLFmC3t5ePPjgg/jGN76BL3zhCw15tm/fjlNOOQX77LMP7rnnHtx3333YZ5998K53vQs7d+6M+XkyMjoG2UWckdFluOGGGzBnzhxcf/31qNVqOOyww/DCCy/gC1/4Av7mb/4GPT3D6+YjjzwSy5YtAwAcfPDBuP766/GTn/wEp512Gu644w48++yzWLlyZd0NfNVVV+G0005j2+zt7cW+++4LANhvv/3wute9ztzfu+66C0899RTWrVuHAw44AADw5S9/Gaeffno9z4oVK9DT04ObbroJtVoNAPDtb38br3vd67By5UosXrw47kfKyOgAZILNyOgyPPXUU1i0aFGdiADg7W9/O7Zt24bnnnsOc+fOBTBMsD5mzZqFzZs3Axi2QufMmdOwx3rccce1rL9z586tkysALFq0qCHP6tWr8cwzz2DSpEkN8h07duDZZ59tSb8yMlqNTLAZGV2GoigayNXJADTI+/r6GvLUajUMDQ2JdaSip6cH9N9K79q1q6lvtC8+hoaGsHDhQnz3u99tyjt9+vRK+pmR0W5kgs3I6DIsWLAAt956awNJ3n///Zg0aRL2339/Ux2HHXYY1q9fjxdffBEzZswAADz88MNqmfHjxwMABgcHG+TTp0/Hxo0b6/EtW7Zg7dq1Df1dv349XnjhBcyePRsA8MADDzTUcfTRR+OWW27Bfvvth8mTJ5vuISOj05EPOWVkdDD++Mc/4tFHH234++QnP4kNGzbgggsuwK9+9Sv867/+K5YtW4aLLrqovv8awmmnnYaDDjoIS5cuxeOPP46f/exn9UNOkmU7b9481Go1/OAHP8B//ud/Ytu2bQCAU089Ff/8z/+Me++9F7/4xS+wdOlS9Pb21su9853vxKGHHoqPfOQjeOyxx3Dvvfc2Haj68Ic/jGnTpuHMM8/Evffei7Vr12LVqlX4zGc+g+eeey7lp8vIGHVkgs3I6GCsXLkSb3nLWxr+li1bhh/96Ef4+c9/jqOOOgrnnXcePvaxj+GLX/yiud7e3l7cfvvt2LZtG4499lh8/OMfr5efMGECW2b//ffH5ZdfjksuuQQzZszA+eefDwC49NJLcdJJJ+GMM87Au9/9bpx11lk46KCD6uV6enpw2223YWBgAMcddxw+/vGP46qrrmqoe++998Y999yDuXPnYsmSJfiTP/kTnHvuuXj11VezRZvRtagV3AZJRkbGaw4/+9nPcMIJJ+CZZ55pIMiMjIw0ZILNyHiN4rbbbsM+++yDgw8+GM888ww+85nPYOrUqbjvvvtGu2sZGWMC+ZBTRsZrFFu3bsXFF1+MDRs2YNq0aXjnO9+Jr3/966PdrYyMMYNswWZkZGRkZLQA+ZBTRkZGRkZGC5AJNiMjIyMjowXIBJuRkZGRkdECZILNyMjIyMhoATLBZmRkZGRktACZYDMyMjIyMlqATLAZGRkZGRktQCbYjIyMjIyMFiATbEZGRkZGRgvw/wETWdy2vZ+H2wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filter the entire dataset and invert the transforms\n", + "\n", + "#Remove all m other than m = 5\n", + "fspectra = wspectra.copy()\n", + "for i in range(nm):\n", + " if i != mfilt:\n", + " fspectra[:,i,:] = 0.0 # kill all power that is at an m we don't want\n", + "\n", + "# Frequency spacing in the transforms\n", + "dom = freqs[1]-freqs[0]\n", + "\n", + "# Invert the temporal transforms while applying the spectral filter (fslices is the inverse transform, ts are the resulting temporal grid)\n", + "fslices, ts = TemporalFFT.uniform_inverse(fspectra, dom, filter=filter, axis=-1).ifft()\n", + "\n", + "#Invert the spherical harmonic transform\n", + "SHT = spectral_utils.SHT(ntheta, spectral=False, dealias=dealias) # Instantiate the transform (may not be necessary depending on the cells you have already run)\n", + "filtered = SHT.to_physical(fslices, th_l_axis=0, phi_m_axis=1)\n", + "filtered = filtered.real # The data should be real\n", + "\n", + "\n", + "fig, ax = plt.subplots(3,1, figsize=(5,8))\n", + "for i in range(3):\n", + " ax[i].imshow(filtered[:,:,i*10], extent=[0, 360, -90, 90])\n", + " ax[i].set_xlabel('Longitude')\n", + " ax[i].set_ylabel('Latitude')\n", + "ax[0].set_title('Data filtered for a single mode $m=${}'.format(mfilt))\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## D. Temporal FFT on a Nonuniform Grid\n", + "\n", + "The previous examples have worked with data on a uniform temporal grid. The TemporalFFT class can also deal with irregular grids. It does so by interpolating the data onto a regular grid and then transforming using the same FFT algorithm. We will illustrate this feature by either generating an artificial data set on a nonuniform grid or be reading in a set of Shell_Slices (which often have a variable temporal output cadence).\n", + "\n", + "If fakedata=True, sets of shell slices are generated by adding up a small set of sectoral equatorial Rossby waves. Each Rossby wave consists of a single spherical harmonic component (with $m = \\ell$) that oscillates at the frequency $\\omega = -\\frac{2m\\Omega}{\\ell(\\ell+1)}$. The waves propagate in the retrograde direction (westward). Times and frequencies are nondimensionalized in terms of rotations, i.e., $t = \\frac{2\\pi}{\\Omega} \\tilde{t}$ and $\\omega = \\frac{\\Omega}{2\\pi} \\tilde{\\omega}$. The times at which this wavefield is evaluated are pulled from a random distribution.\n", + "\n", + "If you would prefer to use your own Rayleigh outputs, set fakedata=False and set the \"slice_path\" to the relevant value to indicate the directory where your data is stored.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hindman\\AppData\\Local\\Temp\\ipykernel_2052\\992014888.py:39: DeprecationWarning: `scipy.special.sph_harm` is deprecated as of SciPy 1.15.0 and will be removed in SciPy 1.17.0. Please use `scipy.special.sph_harm_y` instead.\n", + " Ylm = sph_harm(m, m, theta, phi); freq = -4.0*np.pi/(m+1)\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Either Generate a set of artificial data or read in Shell_Slice files\n", + "# The resulting data consists of a single radial shell slice as a function of time\n", + "# data[theta, phi, t]\n", + "\n", + "fakedata = True\n", + "slice_path = 'Your_Directory_Here'\n", + "\n", + "# generate fake spherical harmonic data (a set of sectoral Rossby waves) \n", + "if fakedata:\n", + " \n", + " #parameters\n", + " noise = 0.2 # scale size for the random deviation for every point in the temporal grid\n", + " maxm = 20 # number of sectoral Rossby waves\n", + " dealias = 1.5 \n", + " ntheta = 384\n", + " nphi = 2*ntheta\n", + " nt = 128\n", + " duration = 25.0 # Number of rotations\n", + " nell = ntheta * 2//3\n", + " nm = nell\n", + " \n", + " # Create 2D grid of angular variables\n", + " theta = np.linspace(0, np.pi, ntheta)\n", + " phi = np.linspace(0, 2*np.pi, nphi)\n", + " phi, theta = np.meshgrid(theta, phi)\n", + "\n", + " # Generate the temporal array with random points\n", + " if (noise == 0.0): \n", + " times = duration*np.random.rand(nt) # points drawn from a uniform distribution \n", + " times = np.sort(times)\n", + " else:\n", + " times = np.linspace(0,duration, nt) # Evenly spaced points with small random fluctuations\n", + " times[1:nt-1] += noise*(duration/nt)*(np.random.rand(nt-2)-0.5)\n", + "\n", + " # Generate the fake data\n", + " nonuniform_slices = np.ndarray((ntheta,nphi,nt), dtype=np.float64)\n", + " ic = complex(0.0,1.0)\n", + " for m in range(1, maxm+1):\n", + " Ylm = sph_harm(m, m, theta, phi); freq = -4.0*np.pi/(m+1) \n", + " for i,t in enumerate(times):\n", + " mode = np.real(np.exp(ic*freq*t)*Ylm)\n", + " nonuniform_slices[:,:,i] += np.transpose(mode)\n", + " axis = -1 # time corresponds the final dimension in the array\n", + " xlim=30\n", + " norm = None\n", + " \n", + "else:\n", + " # Generate a list of files in the chosen directory\n", + " \n", + " import os\n", + " \n", + " files = os.listdir(slice_path)\n", + " files = np.sort(files)\n", + " nfiles = len(files)\n", + " sslice = Shell_Slices(files[0], path=slice_path+'/')\n", + " \n", + " nt = sslice.niter * nfiles\n", + " ntheta = sslice.ntheta\n", + " nphi = sslice.nphi \n", + " \n", + " nonuniform_slices = np.ndarray((ntheta, nphi, nt), dtype=np.float64)\n", + " times = np.ndarray(nt, dtype=np.float64)\n", + " for it in range(sslice.niter):\n", + " single_slice = sslice.vals[:,:,-1,sslice.lut[1],it] # radial velocity spectrum (1) at the inner boundary\n", + " nonuniform_slices[:,:,it] = single_slice.T\n", + " times[it] = sslice.time[it]\n", + " \n", + " # read in the shell slices\n", + " i = sslice.niter\n", + " for file in files[1:]: \n", + " sslice = Shell_Slices(file, path=slice_path+'/')\n", + " for it in range(sslice.niter): \n", + " single_slice = sslice.vals[:,:,-1,sslice.lut[1],it]\n", + " nonuniform_slices[:,:,i] = slice.T\n", + " times[i] = sslice.time[it]\n", + " i += 1\n", + " nt = i\n", + " nonuniform_slices = nonuniform_slices[:,:,:nt-1]\n", + " times = times[:nt-1]\n", + "\n", + " axis = -1 # time corresponds the final dimension in the array \n", + " xlim=50\n", + " norm=colors.LogNorm(vmin=1e-30, vmax=1e-15)\n", + " duration = times[-1]-times[0]\n", + "\n", + "\n", + "# plot a sample slice and sample spectrum\n", + "fig = plt.figure(figsize=(14, 8))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[2, 1])\n", + "\n", + "# Take the spatial transform of a sample slice\n", + "transform_SHT = spectral_utils.SHT(ntheta, spectral=False) # instantiate the spherical harmonic transform\n", + "sample_slice = nonuniform_slices[:,:,nt//4]\n", + "sample_spectrum = transform_SHT.to_spectral(sample_slice, th_l_axis=0, phi_m_axis=1)\n", + "\n", + "\n", + "ax0 = plt.subplot(gs[0])\n", + "ax0.set_title('Initial Shell Slice')\n", + "pos0=ax0.imshow(sample_slice, extent=[0, 360, -90, 90])\n", + "ax0.set_xlabel('Longitude')\n", + "ax0.set_ylabel('Latitude')\n", + "divider = make_axes_locatable(ax0)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos0, cax=cax)\n", + "\n", + "ax1 = plt.subplot(gs[1])\n", + "ax1.set_title('Initial Spatial Spectra')\n", + "power = sample_spectrum.real**2 + sample_spectrum.imag**2\n", + "pos1=ax1.imshow(np.transpose(power), norm=norm)\n", + "ax1.set_xlabel(r'Harmonic Degree $\\ell$')\n", + "ax1.set_ylabel(r'Azimuthal Order $m$')\n", + "ax1.set_xlim(0, xlim)\n", + "ax1.set_ylim(0, xlim)\n", + "divider = make_axes_locatable(ax1)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos1, cax=cax)\n", + "\n", + "fig.tight_layout()\n", + "\n", + "\n", + "# plot a subsequent slice and sample spectrum\n", + "fig = plt.figure(figsize=(14, 8))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[2, 1])\n", + "\n", + "# Take the spatial transform of a sample slice\n", + "sample_slice = nonuniform_slices[:,:,nt//4+5]\n", + "sample_spectrum = transform_SHT.to_spectral(sample_slice, th_l_axis=0, phi_m_axis=1)\n", + "\n", + "ax0 = plt.subplot(gs[0])\n", + "ax0.set_title('Later Shell Slice')\n", + "pos0=ax0.imshow(sample_slice, extent=[0, 360, -90, 90])\n", + "ax0.set_xlabel('Longitude')\n", + "ax0.set_ylabel('Latitude')\n", + "divider = make_axes_locatable(ax0)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos0, cax=cax)\n", + "\n", + "\n", + "ax1 = plt.subplot(gs[1])\n", + "ax1.set_title('Later Shell Spectra')\n", + "power = sample_spectrum.real**2 + sample_spectrum.imag**2\n", + "pos1=ax1.imshow(np.transpose(power), norm=norm)\n", + "ax1.set_xlabel(r'Harmonic Degree $\\ell$')\n", + "ax1.set_ylabel(r'Azimuthal Order $m$')\n", + "ax1.set_xlim(0, xlim)\n", + "ax1.set_ylim(0, xlim)\n", + "divider = make_axes_locatable(ax1)\n", + "cax = divider.append_axes('right', size='2%', pad=0.05)\n", + "fig.colorbar(pos1, cax=cax)\n", + "\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Transform to Spectral Space\n", + "\n", + "method = 'cubic' # Interpolation types\n", + " # Options: linear, cubic, and nearest\n", + " # Default: linear\n", + "\n", + "# Transform from physical spatial space to spectral spatial space (theta, phi) -> (l, m)\n", + "spatial_spectra = transform_SHT.to_spectral(nonuniform_slices, th_l_axis=0, phi_m_axis=1)\n", + "\n", + "\n", + "# Transform from time to temporal frequency space t -> omega\n", + "dt = duration / nt # Mean cadence\n", + "lm_omega, omegas = TemporalFFT.nonuniform(spatial_spectra, times, dt, axis = -1, method=method).fft()\n", + "power = np.abs(lm_omega)**2\n", + "\n", + "# Sum power over l\n", + "lpower = np.sum(power,axis=0) # Power as a function of azimuthal order m and frequency omega\n", + "\n", + "# Plot!\n", + "fig,ax=plt.subplots(1,2, figsize=(12,4))\n", + "nyquist = np.pi/dt # Nyquist\n", + "twopi = 2.0*np.pi # For converting from 2 pi/Omega to 1/Omega temporal units\n", + "maxomega = np.max(omegas)\n", + "\n", + "\n", + "pos = ax[0].imshow(np.log(lpower[0:maxm+1,:]).T, cmap='plasma', extent = [-0.5,maxm+0.5,-maxomega,maxomega], aspect='auto')\n", + "ax[0].axhline(0.0, color = 'gray')\n", + "\n", + "cols = ['blue', 'red', 'green']\n", + "for i,ell in enumerate([1,5,15]):\n", + " ax[1].plot(omegas, lpower[ell,:], color=cols[i])\n", + " ax[0].axvline(ell, color=cols[i], linestyle=':')\n", + "ax[0].set_title('Log Power')\n", + "ax[0].set_xlabel(r'Azimuthal Order $m$')\n", + "ax[0].set_ylabel(r'Frequency $\\omega$')\n", + "ax[1].set_xlabel(r'Frequency $\\omega$')\n", + "ax[1].set_ylabel(r'Power')\n", + "ax[1].set_xlim(-1*maxomega,maxomega)\n", + "ax[1].set_yscale('log')\n", + "fig.colorbar(pos)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1184,7 +2315,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1198,7 +2329,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.12.12" } }, "nbformat": 4, From 5590188157ec77ac77313e8c3339d7252e72d89a Mon Sep 17 00:00:00 2001 From: BWHindman Date: Thu, 23 Jul 2026 12:36:44 -0600 Subject: [PATCH 2/3] Modified the changelog to indicate the augmentation of spectral_utils_tutorial with examples of the use of the TemporalFFT class that is now in rayleigh_diagnostics.py. --- CHANGELOG.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 6583da635..520c9d471 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -19,6 +19,8 @@ This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.htm - Implemented new diagnostic quantity codes for scalar fields. Added buoyancy forces, buoyancy work, and buoyant KE production associated with the active chi fields. These are documented in the "Under Development" section of the User Guide. Additional placeholders have been included for future codes to be added. \[Cian Wilson; 7-13-2026; [#582](https://github.com/geodynamics/Rayleigh/pull/582)\] - Add support for building with NVHPC compilers as a preparation for using OpenMP on Nvidia systems. \[Philipp Edelmann; 7-17-2026; [#630](https://github.com/geodynamics/Rayleigh/pull/630)\] +- Augmented spectral_utils_tutorial.ipynb to demonstrate how to use the new TemporalFFT class in rayleigh_diagnostics.py. \[Brad Hindman; 7-23-2026; [#636](https://github.com/geodynamics/Rayleigh/pull/636)\] + ### Changed - Containers for the TACC systems are no longer supported. \[Philipp Edelmann; 7-12-2026; [#608](https://github.com/geodynamics/Rayleigh/pull/608)\] From 188507e869636e3d4862832a0e1fab9b6e316d64 Mon Sep 17 00:00:00 2001 From: BWHindman Date: Fri, 24 Jul 2026 11:08:44 -0600 Subject: [PATCH 3/3] Cleared out the Jupyter notebook cells before pushing to the repo. --- post_processing/spectral_utils_tutorial.ipynb | 776 +++--------------- 1 file changed, 113 insertions(+), 663 deletions(-) diff --git a/post_processing/spectral_utils_tutorial.ipynb b/post_processing/spectral_utils_tutorial.ipynb index b1221fe51..07453f1b4 100644 --- a/post_processing/spectral_utils_tutorial.ipynb +++ b/post_processing/spectral_utils_tutorial.ipynb @@ -41,13 +41,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# import the relevant utility\n", - "import spectral_utils_float64 as spectral_utils\n", - "from spectral_utils_float64 import TemporalFFT\n", + "import spectral_utils\n", "\n", "# import Shell Spectra/Slices classes from Rayleigh\n", "from rayleigh_diagnostics import Shell_Spectra, Shell_Slices\n", @@ -80,30 +79,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fakedata = True\n", "sample_slice_name = 'sample_slice'\n", @@ -224,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -244,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -261,30 +239,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot and compare the transformed spectra to the matching slice\n", "fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(16, 8))\n", @@ -320,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -340,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -360,30 +317,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# calculate power\n", "power = sample_slice_to_spectra.real**2 + sample_slice_to_spectra.imag**2\n", @@ -425,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -445,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -462,30 +398,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -507,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -523,30 +438,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power = sample_spectra_LT.real**2 + sample_spectra_LT.imag**2\n", "\n", @@ -573,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -589,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -605,30 +499,9 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -650,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -666,30 +539,9 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot the power to see if it makes sense\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", @@ -713,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -729,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -745,30 +597,9 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -792,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -810,30 +641,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power = sample_spectra_FT.real**2 + sample_spectra_FT.imag**2\n", "\n", @@ -878,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -894,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -910,30 +720,9 @@ }, { "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power = l_derivative.real**2 + l_derivative.imag**2\n", "\n", @@ -957,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -966,30 +755,9 @@ }, { "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power = m_derivative.real**2 + m_derivative.imag**2\n", "\n", @@ -1014,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1030,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1046,30 +814,9 @@ }, { "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power = m_derivative.real**2 + m_derivative.imag**2\n", "\n", @@ -1094,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1113,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1129,30 +876,9 @@ }, { "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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6b85xn2u5+YvSPDoigPrc+fN21Vd+pT3wwAN26tSpMm2Gv/6Tma1nvONBM/tXZo13RHTXXXfZXXfdZX/1V39lZmY33HCD/dRP/ZQ973nPO0gxknQ0OL2kmHK8Nt59Xg9avUT8nHqL9Nj7ZnQ8j/XJ8XLPQ30UI8ZcEX8Xunus+VzEuxSRdWOj7tkfsGZ3dz6s6J3nUo5d4D0XX9kZf2NQDlMjo5EnUymHGX0ANjM69Q29X2nRK4csiub59jyeOK1wr07NDr4EYOSS7ZJX7B3PdaoZafM46rIIypFDTEge8INdGZ0XfKud6PIUHLZtUO80vh+1IW8kJqW/lBYBwqO0VPplRIcRg/2YxzzGfvqnf9q+4iu+wszKHxF+67d+q334wx+2G264YZ5sdtLlXxOXAx20wacUXaQQFThrWi6wTgGcrjx6QCXHSxi9L3U94rEquT5GPRXvgG/2ASCOAu3ymE0mTfsTOYj4GT0+yPy5nLlvESnIRto8mK0X5XjU+L6DAuvI4M8LaC825XbivWeiJfxSQ+raC2PSjq1+T99ziA2pC1zPA7APWxbnYQmzcs8GzZhsviGHVPYiWVTFxntcN+tnF3JtQg6lQpg8G5LL+L7e7qPmvb5I+ukwAPa3fMu3NM5f//rX21133WV//Md/vATYlyUtSvmnwGN0HysHvXdeMJ2jaD0LMo+30DtPfcPzQvB7Dqps+T1d+67vSloXuO5yEukzoHlD3TXLbE/YyEfFzmkmbbZJPLZHEaJJMUiP+bxPvM2i5hFcCgDdRTmV1fWMB7h1vkNqcrH2xPS9nj7r0mM9PNop73UKC3Y1vUXLI88djZyoeG9K5XkDdK1nIlmM5Klrb+YPx80jj0xRr6XvSiDK3C5F1/UNfnfu9VyPdtd7D6vj6eGJQ6C+AFv/wN21/PLu7q791m/9ll24cMGe9rSnzZ3PLloC7MOiizFMo9/o8vjoeZdxioQoB0FFFukgoIaf6fquN1krR2GmqA+4Tr2D9p7DR21QF5ZE8RYVthg1o3matLKmT/RNr4zmgG/epzp4i0BIRxFIz0spPeDd0wW2I++gB3D0vTkg+gCNKqWuuprVQXFiV54iAK0O1YPK6rCwPDvgZTK1j4bjolCRg9oC3NM1YtnV2fMUVu57u67N48U+iAd7UdRnVGMO6guw9eeAr3nNa+yWW25p3f+nf/qn9rSnPc3G47FtbGzYO97xDnvSk5500OyGtATYEUEBHGbDvVggPDJSKfJcIrkUjaOmXEFdVqlvHphQju3tZpmgIHkWEBt5TUfadGo2GsXtIxM5qteMbRDSx+PmdWaXF5Pt2SbvPIc8Ha9pEbvMmiwCy7xv4J5qVRElr5Bez4TPvWOz/DZoNn+P5VKvaX2xKPLe9UGEOvLUF8R45Ok8zQORF6aleJDl0DvvCuXivR73KZZ3XhTltr1dn6s8YutSXeX9gRwyefKnsggmsbLqYljfcK1c8oblzLqBNMjr7PVtn6iE1Lke53qtF40lDtNBEBmpA9BnP/vZxiTHyHv9xCc+0T7ykY/Y2bNn7bd/+7ftRS96kd1zzz2HBrKXALuLvEZw0Mbc12sakeYt8mhH3ms1PCkgftAeaxew6fIk4j6Poj/L8XPe+rs5xEoX30lNbPHOHSWp610ruI48ZJFdyjHqubgvCpvt66j3mg/Y2HswwWt7EZP4ODLcXuePr+s3o7b/UAHTEeX+2ClFKY91ykuZGnnzdGGigXny4qkrbRJRxIPXNPX9Zv1k0uu34J2K1ZAnTx2mqgXvyIrFTnU6Ux1aL/ZtXi82P2N2sEmzZrG3GtfmpS6g3Mej7Z13fY8pRy4VM8xLcz7f14N96tSpzlVEzMyGw2E1yfFrv/Zr7QMf+ID93M/9nP3yL//yXPnsoiXAnociTbcIWgT47vIgReDau9+77gFyUMorwXljparX+LjvZJeo0xHF13F58L2cpce8az3bhRpsTdPjLi9axHKzNPtSzh19RpuI55VmijAQT3pMUlevIQfJ5MR95nTw+H6P5lnd4KCA4DDooOWI1s72+OmBaG9ysRcXy+/o0lMdXmwmVk2pvlvU2YVcarpZrM74fi4WqMvpr8VludzdbZ6r+tbwktxOdOMBPWcGebLG93Aav+egEx0jBnoTaVn/8/OebeBn2FvApMMLmqbXvOup41RaF0WOuEXSAd95sf7kuL+/b9sY+jkEWgLsiDz0k2qYXd7j6L7DGPLxep8e0uHjlIfaU0Zdz4CigOKcIcII6HSdI49RWlE0w0VY8bLBh1XCfd5sIs5DFwifbQgNSRlqbFtbzWFqNfKRjfIwqB5H7NFz3fPwM4rN23TajKjBc+Nxm+VZfRLPgPOxt5n1a2P6na7Ya70/RanCRatwXEzqA6hTOoJJwQ1IZ8t6OilaLhOyyaFaRdFsWF6+MsF1CiumcGNu8/P2EfuYuvBWUbRVGBeVn8F9ivuUrWX6IH/ZPo9J29tNZvC5xr51ebC9b+fofY9h0P0e4E7Jas6ao/ydqLJywHfq2DufhyLlG+EG73pOenQtcf9h/Mnxx3/8x+15z3ueXXvttXb+/Hn79V//dXvve99r73rXu3q8pR8tAXYfmgdQ96VFAW41Jl3AMAWi9fkuAVRSA64e7UjBHgQtevWhZe0i9WaYxSA7N18J8gx1ZMjNSvBtlg4rSWXJayJm7Wpm4Ixr3sQq9WanQHTvUdcI/XjHZj4K4nROU+DNGeTvzUsp8Kk0b9zxvNQFructdwR+ur7n6ZNouczIE5lqyBmkEWt4Rar5MV7MDePirGlaJJeeelZsOJmYHT8eq2wvD9nmJep1pHogfO4NDUQyOU9vxKv7vraTGckKap6JjV2Amo9TYDvnvIsiPXQQ3ZZ6/gDvXZltOffl0t/8zd/Yd33Xd9nnP/95u+qqq+yrvuqr7F3vepc997nPnTOX3bQE2BGxgoiAKSgFZPsIeB8BSnlsup71QHUKeKoRw/v7CpACabU4uYGMetz1TeRXy+IhR7NasUYehIPE4glp3LXaqVwbpuA7hR31+0o69Iz3dNksz/jz+yKRcUkLpOneubYv/mjfMBHNsHfeRQeR0b60urrYePCuss7DC20A84SieM+yHGtDjdAqnkuQ1wS75C6aR7FouYxUNs63tppqip38qcg8s+6wr16k4JrlMne5pCijKcpRWEzqDUBadiybUGTL592n8tClZ7z75rXlXTqxj95IyP8xywv/6OPB/pVf+ZUedy+GlgA7h1INFdfnMZZ9hoDmBelm8+WvC4R7PNE0L/baLG/SS8oq9RFqz4vlKd/p1J9eH/XyUx7sDEphRwXQ2HRSfrTCCNsus/RiGF6RvFWqPE8ZWKbP47iLZdnkIR2v0DiO4j71vgiM8zciiuKMo+cXJZfRt6L0eUB3VO6uNp7iSV9AniLm2cpKW7b1vl49O59UJpHG8mp26eWSVRm/O5JTXI885p3EhVQmqRLT2OtouSR+r8ecHGZ5BYvu5/fppHYG3txDybHPOeC5D8COvpMqG1MKVPP5PM4zfX8qLYMuVgz2YdMSYEfkISC+ltPQvR6092wEtOl4z2lKOW23KMysGFbnjZ95eJ6elLFKlRv3rqw0LQcfex4Mbx2sFHjyzvn7LgOcc1VuWr6iKK0SBxxrUDEf877DQnGxYGMQXw22IFyR0/k4Zdf0Gyn2ROzSZlgU7eJ7TRXXwT7v3dkUFVbbynjcNuZAIZjAwqB6nmX6uigaPu7rvk+9Yx7SZ7WMKq9KXsPxQLv3jtR7tZw6bMIzbb0hFTzDQGh1tY0s9bke6DGSr5S8mrXnSnhebc7KvLLJe5ZND3TjPk92UR6wjk1BbTkC5vAxM0KP0fPgY6+nchCA7el6T5HxsfZK0JaQjnaovRwQH+s7U7YmdU3Ko7Y/2+4LteLptQPqAWuvwfJxdD0no3OC78uJlgA7Ig/EpRS1Bz5zgbi+PwDWfTuIHkbG+wZd+dK8e0KY29P1BC8S1lxlmxJs79tR3XD9qQc7BYqKojb8qaXdvOcSRYtCRrxwEdgrZEFxZx82VVmbtqtYn08t5sDE17wVScJwRk/2onuYaUiPlgYzO1iIiEdcaG/5lZxJUSlKPZuS4SjvBw0lyemEHLbh9GRKgZB3HxPaTkcn2HskBbz5Pq+PNy/I9mRSsaFZ3dy0c+sNJnrv4XtK50wP0KWOFWVQpNzMYrc/fyNHJ8xrgz2nE9LneVd0nAu2LW37+9h9pFW2H042LlMfme0CIrlAJfHNpQf7SicW8hTgUrDpCaqmMSUENhKwqF1q9tJC6AhbX/L4ERlvLzNR8DHu7zrW93rfiBSmpzh1NYLUu0ej2GppXcu5pyyR5g1Bq9MnMu4Rm7oWxOj654f2O7hozLJUe0M+FY+28GMusuEtmlDFhYpCRLrG6aNCpXSCAu15QbY+M09nHcT5nBdk950EmuJddG3eiWTRN7NAWdNP6xXNS+uaP6HXzPwf1KS+bZb+LbqqrgjPeerIU29635BZHfHWKzwKF4WIRJu+L/VdJs/R1QWIU+1QZS/1LmUwp0Wb3kNl0B8f6bGXFomAx4rwh154IPUxL1N96ikHyNgSYD+0SBuC505QIN0l3Eo9hSzHbuR9duCHjeAlUc8eec1BVyBvnJS/5aHDSAF7e4+66slzA+lzReG7YEFFUcfl5TLeaq+0V0w11B645mHp6TReycBjERdPi6KrpMF4K4uUvObD7/XuYWoofa1zLx0F5fu0jaknG0uv8L1ehrsoRycwWMwB2dzGDgKuPdKKZpDdFSZilhc8nMu/PnzGkhip5/ncm8GXAuCGduebai1ebpPUcBK+Lzf03/MNaOSMymUkXxwCkgLXyF92c8PDHqjWkC2Nd2OmpALX9VupfGQ4OKp72BYg3XunWV4H2evNcDp/IwGu+xY9uq5F4+MKZCtmyaWUDZ5XpxItAfaVTvpb7Uhgc4F0D9Dt/brX25v1c0SxjmjK+WB2XHpyBpxfaG8FnKyg9CM5saupJTIihatolJnRxQgvjpMtjge6+Rojz9XVZszn1lZTQXnKW76t9oexIuzQ1lbZDHGOkBAvPtvMD2tkFqV0nef54mNdehgbh6mzJ213t/mOLp3baEZaCC2sh2S8OE8wJRUeMq8xyJX53GX3eE3e6Bupb+bEUqsOw7cmkzyQbRbHr+uxd54iT9d6HRXmj86P0PcgD2iUqseIJx5rvaJFzdELL06Bbn6X972IPSqXXBROR9HW1prhXDrZkQfi8I7WaJPqNs48tt3detF+MEPnRuROKDFr/63HrL+Oj/R4pOzUsOaAag589zbv23Rtb2ZzU3o7p+iaJTzvqRCkJz3ZTDlGZR59kPjByxJgX+mk2i8i7QF6e7zvgOA6Erh5V7uKaJjKZ05PNwdQdA0Xmvlg26y5nAbeBYpWMtBhe3XNwtowpZQF4hum06aXMuU5CV6lho1tVhfG9Iy3slG/6bGIDTRnnY3y7m7MIu8v1/wOjz0upRp+F7j2mKHx2JFAKZNS5HWcMuW79R4zX16izn10f5SusckKMPV59IxyeQHyDKx3nvuuLl5G/PEANtJR5woYO76lgyReczSLZZDVV2qxDHyLScESF4cx3HjcXpcexJ1dr/isylR9uaQXvFC53d20YvKYpEyJ5kakdLz+oCgacvPauMp01/yHHDvXAb5T6m4eG++FE3FWFJqUIDuDPGOSu/fe4Z0THcaPZi4FLQF2RNzSUwa1qwV7740UepAeKeDcZZ76UhWf7XUOUl41zUTkzc7pjqv1UnBlVr87UsScFilDLhsbYPV08BgrlgbDd1HfvGRYUM/oQKnXSI04X09tnoMI2e1iDbNIIxm0KeM4GoEHeFYc1wt3phQ1H6diO1NLgXntyft+ihTlcCGjPajLK+aNsvBxtPKGRxz+YdYE2qrXumKyvUpP7VPHh0Gpb7FLl+9p1VO4Xob7KX1dJK8eONemDOpaiEV/PMhzI1K+AS/fHNGGfHid4RCAeXXPnVwtsOfyj/Q7MpCj35GeArs97W1FkUcg+jV610b3pRxpXnFzVRObO51TE+riVIe6Kz3Sp56g6HmiUIfxo5lLQUuAHdF4XI6vmaVBNNJwX0qYIwMsz+TonC6bFmVBj6PR1/KegRXF0AYja5dVX6RlYUlPCaFuHA8RoUlVvikPthaMC6tDzFwGlGM08hmnQ/l4NvU7dSo2Fx8jq3zOYSA88oo0DhVh1nmYkvech6gqUXxdAlbbjIaFYFCAVzRQnMnHPKpfDVV6jV/bg7f8l66bljP7cx7hYTlQJkYyzoXV96nwqT6IhbM7v1ymFIieTuvrKS92qmF5fE0Z1yjPeuyAkwpJaNwSd4DROHmkikNEeF8UNrA9K4oy/lVVlmafQTOaHctiKjKi6++r/K2UfJrVXmsvdItXE1F5ZpbyHx+3tupz5kFIuEE7tWCGxrd5x6oEwWDoebwflKPfWadzO+EeCTOTA9ijMvL7+btR+wy2vWLYqHfPETKvekqppuj+xj3c4+KPRjqZ0/TYe54JIURXOC0BdopSY+kgr2Xj2Kx5f7Yrr902U+C6jyDmkDp9GiEjud6Avr97VuHUawquWSPluoF4+BDxDtzD8KycLhDL+YGh13R9h0Pe/DpsqVCRVKxntHJBxFqvqXI1KkaMWARKAeqsdtmltFFILSwjnq54mQjVpDLoyTU/l9PBNuv+QYwHrueNyfYqU3/7zO/A9QjApDzcXXxctIKKyPM46igTN0g+7tDNqSaj00lSTdAbUInY45maVHYVz4G0X6HmCpt2qN3mqplSbzWDZE/2ojg3dZz0GYLLJceZ5ZYph7z1r/Xc2Tx1ZhZHseVkMQLX2OPd3BHLaPJNihprSq+qcVBK1OkyBvtKp93d+YU6MsieFCDdae2swDWtj2JO0XTaPbxYFIM6XMRDYPyQh6a8tBSY0s0D154Huyv0xBuij34aEOURZdGZQF78dabhVgeNhye7jDc7jsz8WE/+hll66FCLpizRcw9QI7YTpOf8nKucdcNLsFfUAibw87l/iIuEJupAd13PsV7RT1RSMdm5VrGrpxSFjnhru0fUx8DOq6C8b3qr/Zi1y4iONDtGPMVZPTesvL9MyoqUl5Gboyej2pyj5qgy6mXX+/FsF1uQB6SpbyKrapSHnGFcj3oSEWNyHSge5U5IjJSXmS/H0ahTlNbhzcYKIcwWdZp5czu9rKeyrddYjycHWL0PenUdybqmHWCi2GH8Kv1S0BJgR+Q1LKVoUVI1aJmAGpc8yhk6mteG6fLPfpztDGRrubzusGeluigSYmghBtKRAo6GEr2/2UV/uOOZfDlWUMuqwDuTuKh6rqwAbmT7lHLaRk4gz7GPrGv2wRavmhRQa/Gz2dEF0Nh7rahFmcBM5OM+ApMCzyrrfSjyRBeFHzLiPZc7kVjzy4SQELO2zuLn+lBXHXrHXe/TBsnvVlDDsqjymdLTGXUY4bMcLNm1aMY8Msp6W7OvA2/adPEOFpm+zbihsFAIyGKKGcoYDheIQDZ/A5S7ykfXPBzktS8pmNZjOmdwzXV+WOoJz3C6V/zpVNY614t67NlC7z4N3fQKkOD50oN9pdPWltkx6h/pUgusXKJFSUHakDrQh2I4LzTEa+ddnhdvmd0I83uRExXIBtKK/m4wnTb/qY2YTjXYnqDq5nk3dOk1VcTKiPG4vZwXCqjKF+9DHY5GzRhOWC7s1VJleKw9fKg2pyt0EbHZGvsJVkYebMVPfIyVKfW3y1x03Mtx1mCTZ1ujeUIt3Bi1ARRaYzu5wBq0zu+K1i5UZniMUXn3hMUDpfxOBs18XZeVY8ZrOt+fE4uN/PRdhg/5jWKxEZjrIU1VSBGvvWe9sqQ8g6m9WbOT7PELjZWR5XRqxSw+Vl/H5I0oKVZUeYymlUTzJSK2sIyatde1BpswdUif5ecgy8oKTzd1Tv+ELURhdMJIpLzG41rf4hhMPqhe5+f0PGKyIlK+BuZxbD9f042C3xVca3w+Z4XFJuUA5kmMyJYWQ0XIiwprtfNc2cZx9PMFr1Fr/fE/CYSuFIB91PPXoM997nP2nd/5nfaIRzzC1tfX7au/+qvtQx/6UHV9f3/fbrnlFnv0ox9tx48ft2c/+9n253/+5/N9bG+vVhoQdmzaeHA9x5AzRenOpS77xLpIo1s4m1ocxTOcfS5WdT0ydpFxzKWIX5xhzjiuIZ2vcUGxsacE594zfKzMiZSGWqQ5yMMkXv3wFoWKRIY9NZFf38vf5vwpgFZ92mckkPtgjZfqMVskz4vtMSLlMozqNaqMSK75WnTexQCzbo92NBEykjO9ziBkZSV2e+r9OZTDj4iPKb53bV79cjvQdsKALWpn1sROOeS1f226kRxFKiaSU2/v6YjovSrDqarIJpXFVDyjZjKlv1lPs97WLdLfYL7ajcirOg8DcjqBRdHifTTQxveoGdMs6jVu2kwqelnFjS4qv/jlEbhm3KR1txevwT3osR1lumw82Pfff7894xnPsOc85zn2P//n/7RHPvKR9qlPfcpOnz5d3fPGN77R7rjjDnvb295mT3jCE+x1r3udPfe5z7VPfOITdvLkyX4f7Kt1tEvJpF4tvDfD25nKGitxM18Qu96VQ/xs+edHayuT6bTppebjrCnp8jFV1kpsMLs8HR55E7cYyMCL7SkVHmeNxt288haFmSSzB0sf52spz1nKaKeyg2td/SF+dm2t3XzhpeZ39WlvRWFm44Ty5j0b0YgRUeGVEV2ZjLxZ3Aa04DnktRnPow3qCheJyMsXh0vgeuTh7iO3+F7OXo/7UgpFaDgIxy3xSkEsy7NnCycEKicLqoeRlgJQi5ZTNTE8csTnrFf0neE3olGSLgOVOlYniQJj7PvodLOmHY5CQrSicmXXW4bFO6Y09V6nOj9a5Bw7Ds+0hhDxde8dnUXWjHnp3KA5c15hvMwfRAdcJnTZAOw3vOENdu2119pb3/rWKu3xj398dby/v2933nmnvfrVr7bnP//5Zmb29re/3c6cOWN33323vfSlL3Xfu729bdv0R6Fz586VBykF4hG8TTomru+Zx7sbvMqsqacWZb+UWrpNQTXvcX0eSxV9XENEvOFDUcTaNx7gmrc2N9JgjBW4axkXwNyoLhVA415VzJ6i9tKib/UhHX1HGt6rdiwKC2HnqUtRxhVMc2PXMfYu4z6PkOSC6pTlUrcog+Yo7lpDRiKPs0dR/ngSI8rBS/TxfToGHYGcFBLo2vchBcb8Lq4TndSocqyynKg3rh4ljx0eWFIschhyqs1a2cMRbMgHH+u80em0GWoyd6a8evdCQLzwkL46nZflU/vAx12x2Lk22uvwOsBbdXoKo6o66/o838Mgm4ujWe1NXmMFeRnPBSWJAl4pISKXDcB+5zvfaf/0n/5T+47v+A6755577Eu/9Evtpptusn/9r/+1mZl9+tOftnvvvdduvPHG6pm1tTV71rOeZe9///tDgH377bfbrbfe2r6wvd2MwdZV/iFAHPPFXlu+p0fDUtLhJDzOeorTvNfzeYSNuSjHjzfvYeEsQ48lFjvqzQNRMeLCuUdaAAbP3lAf3jOLA9uzthIGIX0wmdSKWZUy6hF7ntKtcdeeoda6DupZO/UpTMnDwNFQsa6Tre/0bA1IlbJWqw6Ze21MAUPX/DtuGkUxWwM7sjzc2DngnBcPT4WDdP06zxOOKNMqNGy9cgyzCpOCa1yPgLXn3U59yysfzj3ADJCtZdP3eOTx19vnKinv+8o7vsbzQbBANBZ11vcGG9bC5vaZU2yWWU7zgDQ3YbPmFIG+cirO0qrIYIVOF8H7ER7s6R2V67DQfMwFTYVrcbgHh314ThQC1b10OvYam42Co2C5a9Z5ssfKy9tmDN6zQVV0jnxhnvPy35F4RCoqV+XoOzpDoLp0MWdUw7K8wkQNO/Gr9CvlT45HvQNQ0V/+5V/aXXfdZddff739/u//vn3f932f/cAP/ID96q/+qpmZ3XvvvWZmdubMmcZzZ86cqa559KpXvcoeeOCBavvsZz9bXtDGpDFfKc2aO5zFz2Te2pWeUpj6uS554Wc0hHGPm44HsJk8ZdcFFnJ5OOO9KuE9Z9P0xrfYi0LvDcfrIgZH1KEJuRkpec4B7/Natxr65j3nxfBpkdSbrvcfCmlhOKNRA46MQCrN+6YWNkrropQ3m2WFg9FT4Do6j7bUc/guOwf0u5ElzgH4uTycR0n1qffINXhIDTeSD88spDCIJ6dqfryi6HOcjxz9ElKuCzRVp/gY73HMBsbSetsD3dV52CuwZgV0hXNyeaMJxrjPeQahIfiU58z1oMO8KkqP9Zks6isXjIPM/OEaNkCRnDq00mM7ynTZeLD39vbsa7/2a+22224zM7OnPOUp9ud//ud211132Xd/93dX9x071uzT7O/vt9KY1tbWbM0bC8ttbDzOFi0ymfOe6p70nG1+lecJ1Xu6Pq09XM/B7L2vKKzpoVevEyudRRozBcLWVMK8V9qzskeJvRurh7QIXEQIdA5KYTXWUd79XcrbM9jR983aHjK+5v3Q9KDUwJgpxQsljQxoDHYu6OJ7+N1exnCverc82U6lm3UDk+hHMn2PU3liuew69kKomFLynJPuNfqoHvienO96nm+OjUBbYr7IVhTDZN9iHkoBYLN4RN0rHkdAqBMfxN5pDaNXTOR9Z245T/UgPBJQrWl99Xml1/ld8FYviiJnkpPOINpTSZFTo6seVB15Tb7z9+hMqXqK9KkaHu31ecHk+o1E21iGiFxketSjHmVPetKTGml/7+/9Pfvt3/5tMzO75pprzKz0ZD/qUY+q7rnvvvtaXu0swtAywFcEoBmVQPt1AWyVJro/d1gyVzj7KsvpNL3KIL+3sWwfD9GiTBpnyj9+4BjQXFIPBAGBHJDtKmN+J4eJ8Pt5ebKUxz31y11rXvLqxwPVmq6OuEh5q27b349B03Ta9AOo7VAbBcPdh9AcokGOUJGz90NjsLHlrhhi1mRuCkhyxtWC5YBuJg3/4GO8l2WEmcRrseWCay/f3H5TvyjWytWK7uKZpyxwrAY49514Jioz3ssLQ+u3FHBH7YOIHfm5DlwvWyAtpodD+shpitXYa19CfQmqgj39lLVOcsrJwApMw/vwrBMa4u2ZQnANhuoylbmkI0sY6VEZxb3YKDSkSxVxyAhYxKzitFQ2tY6RztMOOovK38nRo2yI1NmhvcWU3k3ooSsFYB/1/FX0jGc8wz7xiU800j75yU/a4x73ODMzu+666+yaa66x97znPdX1nZ0du+eee+zpT396/w/yUFY0ju4MbbWue4qnoyc3rzLvA65TAs1ZV9vTAvZq9IMhsxb1CRdJUQ/vcTisyJRj7C8hRRiFr+l522jHyyNFNI+TPgVO0Eyq+GslBtQ41yEb3XuAyVPyzihIRR4KSp0flCKwjWPee9ejTe/13sfXGfgvkrr4l6qHVPxSqr71O9or5XYleSvjsOM2Oy/Ynm+QqymnkOMulnohXUeWnPrP0tMRzauoeG+WBuSe/NG1CFd6+BTpfJ3TPEo914da7ThH13mjh3otAtcaq5iwtfiTY9e2jMFeEP3QD/2Q/fEf/7Hddttt9hd/8Rd2991321ve8hZ72cteZmZlaMgrXvEKu+222+wd73iH/dmf/Zm9+MUvtvX1dXvBC14w30dZeUcx2Hqv12jUCHAanxMd1M55bZ9H2/WeLsHuFH7NsBr2rqHw1P2g3LRLTR2VF+ktvQfNKUd5poB3TakpQwenHI9fJ4bzFDcXqk9P0usZsnyyUPT1qB4GeTLSBZYjSoFyvX6pZKhPXUSKiymFPDxQ3YFMUm21c0RmYRTLbF8gzfrEsw/e/Uk63ILPR33sRo4d6ro/Orc8AOzVn6otFQm9Zx5KgusIq3gfjSZtQWdHMdgPETqCEuLT133d19k73vEOe9WrXmWvfe1r7brrrrM777zTXvjCF1b3vPKVr7StrS276aab7P7777enPvWp9u53v7v/GthmZSNgr9J0Wu4RBoJ7QBwz2DVclrpW1DHYixiW9LLjxdrqcJNZbds4ZEQnYLsP8znHdMJTpx9l4jRvbXEO46BMYpgQpOdIS50fGvWsyKiPdikp6h/1Ifc5zwuJdC+4XI+7DEHEuBxPFwtKRF3M0JAQGGodaub3dXmwc77N8ugJuXcd93CZtfxda2N7Mq10EN57+dY0r3ypX8K32mBzHsxB2js+0xXaftikut1sjvxcJEB9YF0O2VJbkZpsz6Se7AhoJ+QU9a48lsjGxr2qulJ2m5/tWy2dnuvUNQ0H4Ux7YDsVh5347pUSInLZAGwzs2/+5m+2b/7mbw6vHzt2zG655Ra75ZZbDv4xTymnCEtDmbXv9Twn3nFRVEtFMcbsQ2o7IlumwhrZYy/77EwcjhxQzQ8DTOCc47C7hraRSWUCx26trNhgMmlNcGlNeJnRQPbV+1dX/W+l1iH27mOS+/cOoA5yHZbYc4j7sWMrs+Hl9vePHVupnuEFLJi86IVUWLF3HG1V/J+CHPVY6ioi6slOeSfVe50rFLmULGAGebHXkVx4+xSldBeueb3qFKUA/zw9wa764Jl97Mjgb0edLwQaa2dN2xFd62qzOe2dp5mALZ4uby9LvkIhXU15PXZspVFsD+tFdBBsvGeDZk68l6XkRhUHtzHvN+aTSXry4oxUlw/4fZwvBtxdvzjnCuTOptqxyGYVhU3HTRUW9ftTWDNXReXWK7dRThug66Ky0LX1icP2CuwVmuhKAdhHPX+XjlJGmw0+0lOkw5MZx559VvnXax5d1NFfzbRXgNSx3q/K0UufnXsejUFw3gDXHuk3VaNp3hfMZLUREdtSbSDq64GOHVupDLZ+M4XtvHu7KMKajfWvPfKA9mFS9DMYpnmRSuS99no1qW/0/X6fd/FkLu94HsoBY4etpDxgHd03ndaggyi3v9QlJ1H/i+9V2fTen5LBnIVp9B0LIS+MwlNYnk7X91hTX0e6nNPYHrTkiv9xEMlbl32Krh2k99KTclfOVP+V3ttIy8UmXSNP6rn2eha4L6X37cr5VfpRz9+lJ29oA6STGHlmYGryo3es3+tBF1G+W1mtvLIpJaSulq4JXaoZGOhi2C8A2Sp43nFDMHU4UYcRI6TqaS71cByAPI+DZzi9RWuUbUVRG2013vyNKGIhtSwzP8eOHz7W93l5npsOG3R71CfzubPios6px/CcPEQgIAITuXnsA4YvpmICLag9RO00auN95MR7n1n7eyqznlx7edZrijMXggk9fc7XupRSSqebr6uTutwD16rTI++1lsdTrtr2g/Lx+tdmF1c9zVWn0chPyvPsea/1WvSdTIYc67EdZboEGvAyIfVQF0Vzb9Zs0dFQLNK7DBM1vAENiqUe01BwziKnr662sf5BnEadS4tyRphfGn+NPW/63OpqGRLCH1QBJgU/oGWeUsOK7tChA9rDvHpl9o4zaXU1+WOr1qfAJl6Oiesddb6yUg8/e6TgOrI9DPgZKOQY7E5Q7Q1BMs23BENMnkAw5axw47UFZd5BXYQRw7ramioE7/mDWH6PP11hG57+ROOMaNGe7cjh0eFRy+kUapVHgBvnUfa6mowOqkXNMPUdj+ZidVehPL2OGIcunW7WChVRaulys7RO90JENJ8e87zhvajMRAeJue+y2VE2IrXDuhvUCg/potSM+8hLzdcUzCcYtDLbumjRgzCLpiXATpGHXBVI8wQ+ryGhRXct3yHvKGaTHQ+I25Lkdd7nfpECY1VekO7d3fJ/vltb7fWzMZsS//Y1a/aS2SDjWCc8kgckBOLeUOXqavlNTsM/hUej+pjzyhssqge4MpmL2zl+E8f8y2P+Yzv+Bu3F+yn2SX2Tj7XKuOh8PhqV349Y4rGmwaaUYs+1Tjkg1Ht3KtjczA9wjTpYXT0MjbFOufmj93cd6/0eyFZgHYFj5n2feojej2+oblgUotR85FBUrlmbLIphKIdm7X8FQI0dP152lFmFQTbQ3Hn9ad74nogiWV1bazYrllHeR82wk/TDnK7MUaYwA8DjLp2O981Adsqp0gDYo1Gs01V5pXT7ykqt3DhcKtIJnNaTvMfgJInui/S2qppUuuupjjYdqUc6g+6uGZy876DDiMG+/fbb7Xd+53fs4x//uB0/ftye/vSn2xve8AZ74hOf2OMt/WjBkO0KpS7vdOoeaFNWCNFz4sUuimbz0dezI4hfpfYyylpE2Uo350XsRkdmWXuw4mKQzplQTeMZZYAmVtipGGuz2iBEoSealy7jzuXOAULpS9V1sAz3RkPEEWZQ3BNl1VPIbHvW1toGXJ/LbTeN+Otcr0hEUaNXYrd+RJ5V8wqXahtq0XLLcCkp1Uj0vug8UlBROjsf+tQJfy9Tzlrfj/T5bBsUheWYb612vJp9B/yjYMWgfSjV/CJQxSzKCc1KXo8QXup+T8GYpXX6ykr7JyQpXR45TFSnK5D28uY5YfT7C5DVlJpKfSISP4UYKZ1cFOS91kxExziPRv5Sz3WlXyS655577GUve5l93dd9nU2nU3v1q19tN954o33sYx+zEydOHMo3lwC7D0Ve7BxiTzfexe/FtYYHaNj4jAIoXEv9tSnlyWTh1DQzfz4I0lukICcaHmb3DZ9HSM+sbZWYERzOAUZ4owZ6v0608YYTc0AU9nzckzyDyMfsSeO+ida3FwqZo8CV9ZEdUsDt2Sy8IypLaORTQBsMSBVOG3kkDFF4iGdAtVCatqQ0cZ1EepMbdKpeIt3Aad63vXcpBW0vpx2rT2A0Kgfn8Dwct6z+ITPTaY0jVX0iW16RPEzoqSZ1+jMIj8rVmyId6CE8PlZlpV5spOXIKxcWtsILEenS5x6DvT0oMpyULa1DZFMHvj2x6PqUV2dRMVujFerciI7N4rjqLurptWbq68E+d+5cI31tbc3WuGdrZu9617sa529961vtkY98pH3oQx+yb/zGb+ydxxxaWoocigRsHuLGqyBBGvbAzApaF1t1EpQ3XgM5wHmOg52LpQApFZfbSZFy5fCQ6Och/IzyajptKmH2fnUtwwaKQDaGF5HXjY2m5eRhxbW1sizY4zmPaQnWREoQWdRomaJo/hGaR+uYRd5/VTxSQww2KGhgFmA42jsvipolfE3LGAJqBc1clzmGDx+KOng5gsDv4WM+T7nwUyEhKTdijnB5PWZ+zvM6dZHyi9MjIMT36DHep+hRFdZBFFRUP5FQRXmO0M3UDxMBHT/evB1RBdvbZidP1qu2Yl6FNkGv+GZ5WMabN6EdX0Q3eJEQkUxm6XqPvwDCzBQuFJSWDrGysmIdzkzoo8vNah2ONC+GrUu/r621w0SymBOzq+ueFKD20vi9Xf0H7e8MpjvNRqibWffoYh/Sxp9BfQH2tdde20h/zWte07lc8wMPPGBmZg9/+MOz8jQP5bWShzJ1tXSPot8uqbHytKwYTf6UOmDmcaR7pPZLPdeqU9zYvRzvNYeHQCmra4eNMoiDE1kB6NAye0FSFAFsT5l2BTNGbqGeipjZpdiB05UdTJyuhjv1Pe/9KI4XJpKKy1bjze92sWWkxNX947mDlEl63JciCxYd83nfuvbujQRa071zj3LBdgSuc42r1oPnil1EvWgdeOdRPahO8HSECo+1xZoH3FhHohMMMM6Dbty3MGsO4nmf7iuzCqZUPnVrxeL2oS4Ex7qddTorJz3nTHhx2SnyADbSWV/rsafjtWI1jJGZr5VB5dDieKIaDaakSNWO19HydG479poyo/o35fiYTv31rlMZ9nR2hl7Br9Jz7jMz++xnP2unTp2q0tV7rbS/v28333yzPfOZz7QnP/nJGV+ajw6g9R4CtCjDDfJ+jWiW9OQNisIQi61ZYKXtEeupFOG9KrDeN+eIgGgKFX+MtQQrSFXACtjNfKOdo5S9oUVFlqp4dc8eDjYwUczt7H1RXUWGkIsLdrBO46FmDhPSfkiKvG9FE6aKIu0QUuOtyp2/mcwQZxovACrxXqAvnxfQ6XvUWvGxV1m4rkyIKLqWA7S7yqhGs+sezVekODyPtudJXyRpvefURyRMqZljzme5aPw4v5Z/KAM5hQorivYP7lRmzdqOw1x2RDKLzesQd7FJaTo1G0Y3gCkAxmjzPELpzdDmwmpb5fbH7/FIATa86FwhOPeYwN4Eb5+tuHxSv8BBRIRNp1m7LermgWv33wMpb/W84SFe5iMnnEN9PdinTp1qAOwu+v7v/377kz/5E/vDP/zD7GfmoUPSiFcARcbvgAJnZunG5XidALJzPhe1XY2i0HQz33io0Kp9qgS2KzP8MLzY29ttb4FZu+egYFtduPwdXI+Uck4hVfnyMSwWDx+mYrY7iBVwZDiZnXrsOYG0DaSqh/fRUCNPxPfslNoob8UCPm9kPJe47XjB5nycUuBd1/Q90bEH3sAE773z6Apt37zn6znv6IPgPMI3Va64vAf1VKe+y8cR7z2EgTz2cRlWQjV02zE+CbzI7R7hWwq0uX/IMosQY63S3CYaDb6pzGLjicoq/2BVJ6XQHK8S5el0XU1EXfeefo8yFcXnR3mM9DuPZHrea3WcRG182p4c600fSZHXt9Xi55iwTnCdAtWpaznEOjbSt0WRZMxh/snx5S9/ub3zne+0973vffaYxzxmjjfk04K14RVEahRVG3moBNRXmTPx0kb0rUFR2Gg0bOig8bhUzmtrbS+Jp6hzlbbuWZF72CJJkWLCcU5AMeL3UACco1DzFNazMBpXG8XrrayUgZYMshF0rM8FjEIyFDA7d2BwES3DRph1H+ofbNvYSNd/ihXKBjN/uDkKYwRL1MkfsmPckUENH1KCC9BDLam2kcMQj0GRJeM0tWoK7PSclwtUAK1l0bLnCJ8nD1175Auks7JSus2LsdY6iOqhb0ON6kORZeTaTU14nOW/GDU/wY7XEydK/wBnBXKsqovVF8usWS3jB5VbbXIqczpvIuo0u+F//GHVj+yRhit/a6vJFKwl6ul0FNZjRN/eRpRHPta2wozjwPWoh5Ihd+oP4vmfkUrittWnqFxk9myPpO024q65QeYA7ogiHZ368QLTIjzjPWh/f99e/vKX2zve8Q5773vfa9ddd92hfzMHIj00SYXJO+7ypHmki7Vrg+bnpMEPisKGhVlRDCqhhNCurtZYVW00XtXV5iPA5c1Ib+UxR0A9AAMlrQbPc/vwXtNywLXmIWWo1Wql3LiquPk7DtPVa62dF2YB1zPu4eIyBouMdYqiuo5Y4YWFeEBa38EOfu9X1I3CqHzlTrQriqYQ6DtzganHGK+t8LEKCee565uarxTYVnngb0QVngOqvXMl/gbKB+WTKk+qPvierm/rHseMJnImmLLAJb6NpVK9RxhbpMKLmSVe34M9lgeRWwVUEXbENU/OdY6E6ziO2iPrcgBqbNDjuoIU38PtYVH6HIzR46gjzIyL4tuUPJsn/7DwopI80dbidBVVi8ksaOnalI1Oge2ctV9VltGou3TuRfZgv+xlL7O7777bfvd3f9dOnjxp9957r5mZXXXVVXZcJ+guiDKtzUOYtHGo8ddhqpRh9Rpbyshpw52BB47L5tsgZLyaiPfZFKaPiujZtxAodb0YpDHpKIgGFHPGPWXs7XPy5AElNRiRxSqKpncsCnKc0Z6jCtRYs40CqbFme6XF5jSMbIBS4elav8qGVDG98HTPcLfCQ3jvEQwyMsjkAW4WAjXgnqL3vh211xS4cwtofr49wp/tOE+RBVZ5SJUnOvf2fG/OXzMxpKJ56KIInHn59d4d8Z/Po0nH3sztiBp5rMNENAtRmDFegdewWtvebrNeZVvnZ0Wy68kt5y3yB3jpeF/Emj0b1BrM+yh7A8AUjkfRQnujkPMAbM2Pl79IEaUmm6S8DB1tHh0zrv8uUn2u6d555PjCcTIkJAWqlbxMIU3BNHSDpqcK6dBhAOy77rrLzMye/exnN9Lf+ta32otf/OIeb8qnHtrxIUbaYkEKrPl63xmAnpHJcV9Y2bCGRdEQZA9/egtteALvxWKb+YJbfj/jRyERefzicTTOoFoojocxm18Ze4XzpmXzmGs09OwBcX6/w3DFGOwh4zBF7uQrdoQO81iRWyUp7Oh5udTBwwA7YgnbtIZHJZUhs9jiR6MdzMSoI4bjlNXTNhLtox6oWj6zbt2gPSSvDH0oBbgjnqTIM6Re3vles3Y5tOGr8VXKqQsg0sgr6R3j+ei7s3wNZj/qxm3sE9B/oXBxdKUQFBn4g73WfX0EHju85hdhQy+ERFWvyxa+AQViRnhMUY8AL8NyKXW6We3W1yFEzw7lEOWTnWCst1V89AeJXbYZReFia5Eb86JSQDqy3331TUo3KLHsX2QP9v7+fo+7F0NLgB3RcNh0JUTeD0UjSEsZVs9Di4bHMdhm/tgPnQ+Kwoaz8+Gozhc8pn30VKp4LWDUB9VxWbgXwBlTJQveq+I1ay/yPC/AN0u76RksAz3ieiqezwsZCbKByxhVBcEZxI6era22YU4Z5xRbvDrWPClWYZaocfaMNoetF4XZsHBmsHcxRzOjPQsYabNmvCdIZ8H3aSteOzHzLRzf4wFufg75YNChpODaA9opANDlidLjaGlR5Dv1t0U2sAqc2SW7qHrwPACpzjGfA1Tl0CyPw6IwGw3CKgGm0Lkw2IA5eb5EDpbsK78qKtwseXENllOzrCkj7Y+xFwCMwMu54NwOsCg4M4UZ4S3eP69u90aY9RozRb3bUcyFR4GsDWb3D4sytPPQbDJeNJ2aTa3Z+Mw5Z96nDImnl1jWo4xqu+DeBOuQBOA9zEmOF5OWADui1dX0kGKOIHcRS5dnQPUenLNC87qxZg3hBrGQp6gV+uFphAhgeyBA8wzS1UJ06FmFXQ31PD3vqHOE7yM9MtpzbHs2aBUzlR0dfY+KGWHHeW0Ss0NZ4dmdlOFmJ1D1fMpr4skX7okYxh+BImdvGd+voDuXvABKLx98r3dPRFjeTPMV6YNcytUl+t3cdT1VllP3aD12/Rqdyav7CHB7cqszdvldKfAkbZR/+GVWRz/wbXgF5vhpujZ99WTzPpdyWGLWnuvH93lYUtlVVuWgsiutDOAjXEhmUFHU8okZ0MoMM1+399XrfK4dY2ZYpPfVrnr7Pnmb0WD2/LChng5gj5VHkU3uSovOu4gbtue17tIRl2gVkYtJS4AdUVevNeXR8u5R8mIv8Q4+15mLatxYi3vAQo5bcXQRpcBrCnCnKLfXy+8DYIIVSOUllyI+dQW1eedswaL7g6zypCKviieTZkynNg3VhX0wZBfIj4riOXr4OALnbrx+pMwjuYOB1tm9uka2xwgPCOSSl5ccj3YXoVI5yBZ6oU/nm7/XVS69Pq/XMLeMem+X0U19IwrP08bJ6VGDjNqYx1Or42pB8L9of07l0VvoxsM53vMHkWHvPJJhVW1qtlpV5r18Om3aqi7wFvU0lAmL1u9msbxGDMmhSEGrbRO5TgLErk5ylzGIwHXUAHMbH4eAzcrR0MUR7vEwS0BLgH2lk4aIKOWEjOh9SuqtTRnSXEAdKYYUuPUoUmw5wFsVirfn73vX8A4FQ16++lgi/q4eR1bKU7gewPbSA/56xhmvUaCNImII2qzbOOdQZIe8JhyxQnGMd82dbJPKkAfCVDa83olZm1H6nj4IhimS45ScRRMbND94Bt7sPvnCO3LJe3cOuFbj6cVY8zme0W8fxHOt5zlhALoShCefmTowiqudTptRS8wCxTO5jtpFyHIOmyJ1FZotrW9mBGc+AnLesd6jaUyL0vXRcWQLvL1n25Q8m+Z9X5/JSe/qqaUAt3c/9l0/9vEmMeZ2RMzqBrnXsUjCFUBLgB3R8eP1+LdZdwNKGVN9Vj1WIA986nF0vc817zwi774+2t8zwB7N46noQ953c/nXR+nO9hyKo7qOX8NRMYwL8Zx37J2nrqWqOocFXc5aZUEjXp/Xu46MKx6OgFqOcWCAzZQCjxET+wJcj7om+oDUMHt5QuwqP5NL88hVCmTzMfikoLnjN8XhO5lyOy78DgXLUac4usbkeSKLoppcjvkuGlfrNVUvAueoyLZZ3mBs7TMZGJahq8JF2BnC530AdA4TLoWN6LrHK1fXO3PL0cWTXP714b03ogWCrkIj8TrdXF4edfbymKBjZnbs2LHu+y7BxMU+tATYEXV5sJlyjYRSl8dKe79qjOcB0blpOddy751HcS3y+9G1vvxLnGtse443ystSFKYaLd2VQymn4UEdPq2JNt4+Skt92OtsqsfIe7f3xwb9JvdozNrM7PrrA9NBjf4iAfDFpnn1XuqeCDx7z3V1gr10faYrr57epfanc11yJrMdxEm7KLk365Z9pTa4n+k8BdzezQc9j9Jyrh3k3oO+cxHlyEk7CBhPOSWUtFMVdbo98pZXTX0nA2Db/v7R0YcOLQF2RDrJMaI+ANCjLo3JawHnui8OAqznAaJI68rfIr93kPd1pEcTQVtyPKeTpQ9bDtq85uk7JSe5gsYHUOje+7j9eAzSzua834pAuHceGQuNP/SeTb1XaREe80VRl87r26AilNc1yhcB6YPc2+eaWRtcZzo8oD10grn3nWxdk3kthyIx6/Os/x4uS3NSaDFqntdPBGECBwWsh512sZ/rkxal5+izXErZ1NwGmtI1S4B9hdOJE2br6/2fy2msudpz3obTxwh2LbLJxykvEGvblBcp8iAFe12Bo2u0a7JVH3tVcRBZnMfp1tfh5q4THXl/+wDNKM2jvkw6aC+A36Pv6puXvkYuB5zneuSjCYMKwlOrdhyk3nKoqwPKq5qYpfWBWfq/ALk6JPX+eTvpKepqYwfRwT3vb63KMaMWHGWw7qRld0KKorb6pGOZunSs1+RBkfmL2RJNU6s50CxKmZ76b0N5EDe55JKz2PfREXo9pSe8a11MPIzeVq7M5IzyzBsilgLQfQD2EabLFmDffvvt9uM//uP2gz/4g3bnnXeaWbmQ+K233mpvectb7P7777enPvWp9uY3v9luuOGG/h8YjZox2Ex9G3UX6J7Hc9aXPE+Sp5m2t+vjaHYMgwYm9e7oNQXacs5Dq1NZqtMsniDUZRC881xK2SlNz3WU8zuylD32fXoauQzoYkyXcu3jXYzed5gu/Hm83V17HHteTCb9k5l3Pfo2qM/wbUQs+7x6kRJ4rSDbuydnRYYcgN0XcHvn85Lnyp3HC9lX2cwrc307JZnOjIGc68/LNOtRTHmXOGl6X8opvu79idqD2b78S6cVw+ZEbBScz7sK4ulpLy13lmvXZOS+pPIc/SW3L5j23pH7vtQkxyXAvnT0gQ98wN7ylrfYV33VVzXS3/jGN9odd9xhb3vb2+wJT3iCve51r7PnPve59olPfMJOnjzZ7yOjUbycVyRwSjwJqKtrH3m1crVT18xfpaKoJ0+lPFJF0ZyUmbPed47ipw1eatVH/GMGTo9wT+6KY5qWU4w+eALHHF6v/ZIKXHcVTn8K4BX8sHoaXWA4x6hroT1Qk/vu3Hzmenz6ep40jcvnAeOU3Ee9xD6TNKM0jx99QClkPvVjGbP08jJeWgpUR4DcK4/mlWlecNvF2xwZy+3s5uSTaR5kmaoLXvFIr1m9WopXZNaxns7W+836rQSZo5vn0ctcRP3/UHnfwIpiWHY2UvWl1z29rWnRrzu7GOPlo6+d9/IcyRPCUKPrncMGlk7TawfpMFwmdNkB7M3NTXvhC19o//E//kd73eteV6Xv7+/bnXfeaa9+9avt+c9/vpmZvf3tb7czZ87Y3XffbS996Uv7fSj1u1QFCZFAev9D1XtSU8y9Hu08f7nSVQjM5gfVbHin0/YyTR6I8gxtUdjebHLMdFr/9AvF3N72dRUDb5x7Sl7Zk8OqyI5F2CD6D41S0kmgBUj9Zcu7xoWbx6KlyGsjXKBco65Kuw9AiNK88y6KOhupfeo4AteQfZ6pmgP6c/4clBOvrffw/A2vPvieLsOYQjSBnDfOvePUnr/dh/p0LLkePQCFfQ6aTHWYDkMec5ClWRNUo5x6TdK9pu39SZY3BeBcVI9toL76OeqbRUBaWVAUdSQD7imX1y9XSWkErrBcdOkDs/SvO+cF2znEdj7VVjw518UWUiBc70l1hlNym5qFu7JiNshY5fqIL/V32QHsl73sZfZN3/RN9k/+yT9pAOxPf/rTdu+999qNN95Ypa2trdmznvUse//73x8C7O3tbdumhnnu3Lny4PTp8l/Pqd5sShGntBPfr6B6a6ud3scAz6OpVBi9P14hTX8ZjiFnz1WgRL/627OBbW7WSlkB9XhcFxfgGxuzyMOafXFJFGbq2Sr+yy6n809W9NfD+q+TxnCkFi51jn+lszXTduJZOGVGFykjun4nj3O1WNEWfUeZPUvjOPyuJh/Vc1nHGteJIeJm1hphO95m1vwNNNeTlyn11HDdqLyzceb0CJnkkNaZGtzRqLmiEYfGae9QR7D0F4H8reh301K3KFajiNN2UdN12yxiVbdIm4UDuHUL0uOcTT0CZt2/AT8sufSQJe5jhaUKioH17B2D6riun8mkXfxF6GlmQ66DNtVvi/Q0ih3paZi2ojDb2CBv9nRqtrnpZ0p1NBszFAjn3pCsZ9MPas81LRp5ZiYx6PY62x4u0Pd15SPnGt+zBNgXl37913/d/u///b/2gQ98oHXt3nvvNTOzM2fONNLPnDljn/nMZ8J33n777Xbrrbe2L3gebDR2VkqRAHjXdcgY2oSFqgsw5SKNKF8pIVDQxELFnms+1vd53xUh5JAQ6B/oKChsBtzjcY0tzdqKPNJdKTZEbPH6FWAJFwMsUJ2DPPISoOGcDw9Ie3u2YFxQZkrEiFxmpICvZ8jZM4tzHIM5DNSm0yZTMsB1KnQI5IUy8ifxas+5E/9FeTDLwrCOT+VGxx9gneCVLcVzlnlFGNEQTc57NR+si1IGz6xZj6n3aofJA9AKsGfnXK8eBtXiK2n2NNLNq9e6+GXdtiYXevpa5ZPTos5uhCxzAHaOfHqy6QFsIEtcZ4WFskYdokT9K0tYLNhhAnXFz3iOXS72InS1NkEeiD15snkNviFmA5ez+jU880OVkQeWvfYQOUa8zpgyo48tjxjEHWhWdvp+ZgxIPc2ezEff9fIXvVe/sQTYF48++9nP2g/+4A/au9/9bhvpAuZEujj5/v5+csHyV73qVXbzzTdX5+fOnbNrr722jsEGqZD1Bdm8RmRkpOEiQLoOMXlog9+n+dBzbeRRLxT5LorSenHX3szvyUJxp4wzgSYF0ooroaz1WDGnskYxUGrdfG/1jwgvqKMe90Bv8b14L5rP7q4THsd1xlYqZbW2t5vKWg15Trx2F3lKkgut/0Nnw83XtK2wnEQgj76jIIwxCgDVIouIub3aqTIrAdkQoVDcxlEmlUlPJ6iBBinSUGSJOuX383mqkB6/p1P/BxB8vxfT1FVnDNgCIdqZDlrF6gJbB6lTkIcpimJQ+mYjoMFpXkNUr6R2hLlwuaFd8xSS5ZKVDzfo48fbTEB9M7ocj5Mgm/UtipsaYIscuxE21W8pRQvWeJvnpcazfI7vaBMHKyqQHREXhME1tw895ue6bDp/hylly7VAyhwltA18Q50nZumQsOibmk/9dmq4YgmwLy596EMfsvvuu8++5mu+pkrb3d21973vffYf/sN/sE984hNmVnqyH/WoR1X33HfffS2vNtPa2pqteS7GtTVf2eSCa1B0nzYu7f2WBWwOPeuwtKeo+yprHLNAqOcJeUnNII7+SCnCxzqFwfXWVvOccSYD7MnE7MIF3+alJt7ksCLFBihqYEgUEekcx8dKGzSZ0Ps1gwquuffBjPFcRPq8vtesvU8xwWMEbwzatOeBdO51eMRANMgLF4ENt5nv9MFxTohyFLaqzb5RtJEzCYr5GRk8s/bIldcwUa9e2/CeydU7fMxAShun5tl7v/Yk8Uy0zYSDO9WRrEaOvL716dl1M39QZZjS3x6/OfOKJqN4NxSuC1BxoT2KAJQCbGzc8d3eLsMdi6IeTtNQP7Z1ZLOKYtgwSZ6+RfHUWQIWqfOEWaJsyNXXyobIg33iRJ0+nTb1ONg2nZbs4HTGm0PWfZ78s+wyIzyniI6ERYzIZYbHEC+N50qhkKq7uefirTaUknlN1/v1HWZmOztxmVZWuv+UZHbkJ0peNgD7H//jf2x/+qd/2kh7yUteYl/5lV9pP/qjP2pf9mVfZtdcc4295z3vsac85SlmZrazs2P33HOPveENb+j/wY2NcgOlwKyCG/Y68TNKXo83FYMbTYCbR1OlhEKVNZ8jz3ydQ0dwr4IPMbTjcWmT9Bi66OzZWklfuOA7dfEuL3zEq7JcNng2C/YJaWyvEMLGi85Ah+FaQ1cwE3Q7e7YJsMEIMInbhOfaVwtolnbjm7XH1DVmjxmhbQOMKIqyInhomtsDLJgac6mAvZlB53r1Yju9yVZa1169d/Uj2FBzUetBnBJor28U/sfh+lId4BGMsoK11OYVTmUtVdjIODIC9Yyr9x5GK9oWisIeHA9sSqBaw74UqPXBGV4xtUgaesy48/hxqztN+nKtT9QR6+jz55sjSdzrT8klKygUPpoIyaTuW0WUkVxy3eD49Om6QbMs6uoio5HhL41cL2CFp8M9f4CnrlJzuXP1NfYc0Xj8uK+3cQx9DTbwM1BX7NRveLEjcK09Ci2onnttQ5nRxQhlQhf4Zaaw/fa8QWzTvW96OoC/4eVJv2HWvUxfDsDOWcrvElLRfcvRoJMnT9qTn/zkRtqJEyfsEY94RJX+ile8wm677Ta7/vrr7frrr7fbbrvN1tfX7QUveEHv7+0VQ9vD+phmzYaZq/H53HtGgRDSvM3zgqiWUiDVNSsoWgaDBVDduPgm0gEomDcMnKS4yKYesxdbMScUN8CWOnJxjuzkhDuqzHseEBSDw825aFFIsceOMA47AtrYPGumAJ3bAxttNt5e7L8XZ6cAe2WlLBCjTi8UAGlspRhwdskPMVExZ2oOkYpBaqg5jrmu660o6tF1FgO8q24nAs4ilDed1jGwStpAcX9KxnHMe30e+fDkkIGU5h3Xi8IH2OoqDjbuJDGA9nAGPul5sCPcmQrtUhvP17latrboPKWfsdfGCGWk8ugVlHsT43FTPx9URr1YCMge9DWDaHR0uR1oZ5AdS8IOZoWqIdXfCrC5T6LmTOdr857rEsfMCjZRGFxQrzVHPUBFbW42RWE0qkcakSccu/+hVJlUb4C2D03ztkXYcBSGG722A48YbHvgNiX3fF3vxfmMMLF5r/D/7nkl0WUDsHPola98pW1tbdlNN91U/Wjm3e9+d/81sI1lB4vSm1UL0qPBsmJWDaCNuChii+EhT08Yvd4vC6TnteTvQWjG46aA8kwQVdZaPpTdrKmRsI+oqIf92fEDhewpZ+8Y9otZwYqbN7CW91ol2OvG3i8dNlT9AwyFd6X0ZeMhT7kqwIb73gPYm5tNo82IBnWk7cMjVdYA1EgDYNY4e1bmmoZn4RHVzpeCPwLXasQVXOsoq3q0o/pm4qzq3C/vmqbX/YZhM5aX9x7ABakuiAwuF8hr2HrMwD4FsqNzDvny8u6VMwGu1WsdRTd5ICunDsE+s6ZMalP0iopvDAGyvRs1g1Bc2sFlNOkBbJZt1tGQ0xxA5a3+ovMfAKqxAhbrcORJO08qnw7zOXt6G6sqnG9tNVmC0D519qaau1JH02uE7rHeVmzJaoiJwTY833UbSdg2bhvsMerqfKlQgMFeW9AQTc+Ge0s3MjOAWbSw/B0ejfaX52mmpUA1TWoGm5RtIUUgX2npwT48eu9739s4P3bsmN1yyy12yy23HPjdm5vNGPu63cxWGBitN5dbM2uCUW+YGJ4sDmjTeC3t8Xqz/byJNZE3xFPYXYDq5MkmsphO295r1VKqoJVxRWFTskmbm03s+MADTQyJSAk9Ho9LQK3x2nXxd81sz8x2aYtohfYrZjawY8dWqupjZy1GWNk5q/eA1fBWax+lYotaJi74+fNNxnzhC2lGcDu4cMFsMrE9M5vOuGCzPQ/G4RjNezCrV5wXs+MB2goKyW0DabBeHlPMaiu6u9v0njHN2pBObIw8YV1OILO4YxOtOOgZa151AFETKDJHSo1GQxtubDTdsOAL0mD9uSGwQeZCe+dmvps3IkUjOvzveaDAOEYryjgIhwrJaGQ7NrSxgzO5eaJYUadYWdNVh1qUCxeamIKrglnRVGE04dFD4JNJs5fvySJfP3++CaZZTmfMgEzia3vBvjJB43Etk7M95NRWV+tgY5ZTrp/Tp5tyieMTJ+r4CPpW3Tlr1gl7oAGioY+VJR6LVO1Np2b7+6qzzbr1dq2zV1dXGv0MjkpjNjALWF1Bt7P/gGP1i8LMRo6scKOF63x7u+0I8cL8YLDQNszyO1ye99ob0WAbzrEyyLuORPL7ofQYG4AZrAMUxKOjHawAxXT2bKKKlwD7yiZgXfVUNp1ug9ZvZqtjD3xGpIGInouAu/1dALvLGxL1ftlLAqXLk9UikL221rSIzAfap4oHhd3lwd7aKsE4G+7xmBX0zmyvCtsjBtgDMxva/v6KTSYrNpkMbDJZaRhnxkI6yg6bNB6XbYeVdYs8zYMCbW/7nmxYMk4DEJ/dv2PWMNwewNaoNzXaZk2APZhMbIj8sCt/d7ftblRFraMb0TCDWdkBIzwTiYA6hrDH5zjqIhK5omgusoAiqc0wa8bw8ggq9y2mU7MhG2DtWXHvS8kLJu/atHD8bsg16gN79l4pYzifqUlDquNkmzr14u05Tpfr1wvtyq1DXU5TVRXXFbczsKjhoVR+81wZ7D35hILiDjK7bieThoxGANuTUew9gD2YTGx49mw7JGQyqTcuH3f6YOjYQcI8EGK24FHuO0QsQSifr7Oht3FulgewB2a2YpPJcKarmzqb+6PTad1nVB3OA7vqJ2qwwbP14HOkz1VxsQ3nTtgi7Dfv9Zr2OpFX7KOyMaU81rR5K0BxcZC95PzEJcC+sokbh7Y5Fs7GBAimLlDtNfIIebKij0ICtPdLwskKu/KIeEKow1A8I8gD1jA2MEBra3WvV8q+ZwM39hqgOhV/rc4jdhDs70/MbMtqUA2AzQo8IihpHE+MwfZ4PLLt7ZXKPjGo1v8OoLqgxFnncjW3HmLkwejDKzwbbnhGJpMKTO9YDaznBdiD2bM4LmbPFJOJDSaT8l6spzqZtIctzeq2j54GW62uUCJhDbcZ6ku0RITrQPktOL7a8zGDZxVnDj9n440IKTOz0Uj0gPeiSCd4aLILYEfuXZVhjxhQ41ydAkwRsKbzPRtU9ROBa1zXMB8VAS6+skWzYtZ2wPJoOPsLFFR3kjZA6DmNe1EPgXiw986fr2QS256zmc0HsMGSwXhsBQsEOsG7u7VLtmm86jSUJWCONk3taygrGFyjvuHpLj3WY2uCauhts3y9DaA9qc7H4+O2vb3acIzwaJM66pkN0N/qTJlMSvvV+rujWXM0GnY3ZccZUGcCbNd+A2SvrNTKyAPYml/UsQJt7oEgrWudauwDcM2OD7Nmx5mz5FJqFarLiC7/EhwSbW83dZJnK+tj8mSrsUq1oshl421Q3uy9DgB2ClCBKrA0mdggBbBHo3p1iMjYM9BWIkaxAxNFYJvlKWhWzHytBNZQymOrlfTE2kONIResOdy4a02lbba/v2Lj8aptbq408q6TqaC3OCJC2VRR1JnimZyRO4iM95TA9dSs4R3DAkieAVcOqAFnD/bUygk+e7Pz0fnzTQ82T+DzDDcYA8Pj9VaFLV47QRNTcMb9Sg9gp0ZYFSsie1y3ZmUedBBH+5DTKS3npXJfFPFER+WDhzJ5y4mpRzxL6luaxwhcg3QhaZQL3muqHwXN3Iw9vKH15vUjNCv4PGfFrBnJov0ArjdtZ0O8S4VVvddeoSC76ACLBxtyqTLKHeE+ABvnQ6tldM9KuZ1a2Rkuzp+vO8FmTY8AZBIbz/j09DuxRnnHISMRyK63Xav18wVrhvFN5LxLZ5vVunpnxo0yfX9/xyaToU2nq40i6SAF5nKy/KtdQlpFnowwsFZGqQ1nx5gDsPcIVKc4YDaz4V6cNutjvJ/XqPTqFwzC/zq6PNm6dzzXCm/0c/zzL/cbS4B95RI7AszSnq2iMFsfkQVWkI0XoIUxoFYXXaTAAa6CmFsdbkwJqFlTUVfeyXEZ52cnTzZddZxnNczqpTRrG6miva4xK2FsCD/e3Cyds1g95ItfZO/HxMw2rVTIANTwYDPoRukTa23KUGOtpFetqbhX7fz5DdvcXK3i+tDZhxdTJ8iwIRdW1DxiYD0e1/F7KPx4bHb//SVTzp8vGTEe297MaI/NGh6xsTUBdpfhBg1kK+R4SMeVAYcRN2u2k5Mna+sVxdE4Cn6P/EMqDioWuhqBAnB+R0Qqz7qkG2IzIQZ4J865/lE0Gw3KH9JwuVOZ0Ixqh8vrhOUAbFzX5TP5m1owrpcUgTkcez0dVM2X8aY3JxfnOlE5tfRilA3UHf8HC3UC7zXuAQvYa8nvb3goPb5zbC0rLTTImWzaeGz2t3/b8FZDTnWUSQF2jozy8ZCOR1bLaGFmo/HYhuOxDVZXKzth43Edc80M3tiovaHSDrz+MLOFWQFVBZacPZvS2wDYANZ9Qvuw+gTrbejs47Pjoe3vr9r992/YsWOrVRQjfEUISd7YKFlz8mS7D6LsaE10ZLn1PEXcXpA2G3WsgO9sdCOy4RFpZ6sYj2v7jZh8VlZmbc+QWbvnyR55rwernmuKq1PHh/dPHWYd46sWLQH2lU05Cp6PW0NIuJB6CbyA2gI9o6px17M9K+l5ATafD6wU1oY1QiiABrFxJ4EntSkPijo+U70evPGKIuwUairpLbNqeBHKemy+B5uBtipsHWZkD/aupJXn+/tm29ur1b8bYNTVyaU9+FYT0I4Ie0BYSzmdLHitp1Ybaz7noehoCJrrnOsexzDS8I4hfY/2eE8Fss3KPOpyKh6o1vgZIo9nyhr1mumSfh6LlZwoBzNrTmTkEAP2YHMedGv9+Y2RPMdCpsCxWiLwzAsL8bzibFARzuMN96oRjZjE+ZayefGWyh919PKoBNSZ/pslpX/Vd8FFZbyA9+CcWe6prhZvciYDOE4QlU0G1dwJZjk1y5dTbPBa89yJPUo3m3WGzWrZREgByyfKyj0c3js888SZZRC6PNbbrLMjD7ans232jOrtXbq+a57eVocZO+5XV5uOfU/Gq3kWTCx/rLyUQbwBXI/HLT09L8BGWmGlZ7tRWDR+jZfSjjXOMTIZkaMzeKUQjhpVdoC68NWVQkuAHVCXgtd7qws46QLXXR9m4SSB5HMPRHWFBIBYQKfWjOWjwNL6uxjiVuU7ndbLZmh5hVGenfKMMCvnWkmrct6xpgebPSHsBYm8ISuyDawJsIeUtmfwmuzvm43Hqw1lrE4AZY9Lqn0UdTjb3gxcR8a7C2BHbQG1xIZ7z6TTZU3DXT3LoBrHHrhGm/JCiQJDHoE13TPrvL6fR/oH9yj6ARFSvCIFisr3cmzvkF+Q64XxGozXeNhz7U2G8kJRFFxzgfm7OXmVcinI8pou7tEIKDzHYT/6To80xAfNzIuRZ7lUJz2rrgYvQMxrHWn0FNdsS3V8dSIyy6lZDbCUFFx7csrv2aFjjE62ALYyTZnjkKffoqi28ZjBtept1t+L0NsTKz3XRs+y3t618+fLnhQANTtJFGd6LKkoBAAJBnHsCdny1EhGynarfub2MzCzAt8AebM+D4JyHe+296roUwkfS/3OpQf7yiboVp6YD+LjyrAWlt8oPO+It0Eg2Ys9i9VSwcSxWVNRRzF9EFLkGMI5sNLz0ejxYswsymMCXLOXy/N+6NCS2q063hrKGl5rjcHmEJGu4UYND1mZ3b9KzzIw2amem0wGNh6vVM49XQ6MPTpJ8nipiKTDcEeGvI/C5npXw13Qe/mYn6282FDqOrbKbYQRjWhdVcCapgDMaz/ogyI7kRKHx5NDi3Eve0PN2itS6ASo8bhedrjUA21PbxZFhSW5bxTAQ6Ccxp5sr1PDBc8F13xcNNe2B+8jWWYglloHWT1gSuyY5x+NcNNTFnKxlU2N73igg9svNzTIJwo2815H8slb10iTUg7A5hrkTrNZGTJSAWztMXqVkKAoLF1VVrlkKo80Mqhm/b1Ivb1C7zAr7UVJ29ujFqDWfhNCSTx71Ril9kB2qkGrk4xGItWDnQrrYzANp4c3h2YPc6y0Ex7l0cuzO7QjJOCaZTcC1qCkfcyd5Li/333PJaQlwA5oezvdvtBoeOJtJYCe91qlldNVcXds6g2ZWls48QVPYWtIgCrp6tp4XE6AhOWK3IRKMvbOt3OIGi/5jBjsBx6ow5DL+Xy7ZnbOalC9ZWX8HoNs7PesuaIIK2mWZp0kg4hGxPINrQbtI7NqdZHas7K5eaoqImLF4U3DBNmQVVrfk4kfmH7hQrmdPWvTyaSK5YSZetCaRhvX2Zs9jwebY64R34mwEfiEpnTf0EqQPcC6uiCeRcSuRozHJgTMwzOeePA1Xv6N2eyWWRzMiMfkdF5qUZ3A7Bzi86Kwes1cdp3ihZ29LvORIQgWzAsXAQF9gnS4F3nKAdbINzOG4i55bXtdCSgVk81rYk+nzb+x5qgXrrfJpL2cIoNuDvnBezttt1cIlk0or9l+j0JDoI34nGWUdbXOlYigrQewWU7RAcZmVk9OLqwcaSrQVi5caA4DoILW1to6HvlyMJhXvwhVL+OZLxA3xtbU24jBVgDeV28j7hocwbyZkTUB/Mj291fs/PmRTSblhHWdqIw2YlaumY1z1uVDbXweeTadJjWyc0xBdhfANms6yHDODpEKgGMS5GhU1nljwkgiv5qO4TlvmM+a4SHe6xR88z0h5XqwewLs973vffamN73JPvShD9nnP/95e8c73mHf9m3f1usdfWgJsBMERYxG4YUldYUrhaQuGq+rp9vubnI4KTdEhAG13sPPD5AP5FdnS3ukSGQmJPwYigoW8Bw/7vCXkyQ87websYmz12FG5cLE2vHXfA9CRDBxxqwZ97fb8npo+CKXs5O8WHxWyjKU6G2Rt6yrPXjDjWZNo93oG1izczblZxn8aVyHN95K5R3YnhVFaxZDdZtZ2zsqr2jNVvc+p05b1uP4xbKCM4AJzRM2eL2qvHpGWNMwRs2UMigcgw2KwDpPcMSzmEPhkfdd7088Tnm0L+D5CnTda2/EITLKeGeKNezPwL0csgOMkQLsjZ+GBW20kXFu5w5g6tr6jDR5MdhgB/Y6lXsq9++ZNfRJSya9UQ6HPPaY1exgFtX6l3W46nN0M8Z2ML2NiY/axjFxfWDQ4dvbK9ViGZDt1dXase/pkUr0tCGmlrLDg8zb2Yty7HfkEKleb20bzvupzZwkqBzoABzzRIU+ApegqAl5If5JOiSAfeHCBfsH/+Af2Ete8hL7Z//sn/V6dh5aAuwOym1rvdpkhMK6XDcEtLTHO4+AgiKA3QDZLJBe3pUkThOv8QypzvHDv1aaS/F5SprBNu6JPNhm9RCiWa2ckQYlbHQPvCB4dseg4Pf3dytPSBewa5HHBN3IeHcZa/aW6ejGPB5ssxpcmzWNdwpgV/HY/O/xyJWRoWU9Q67XmV36Gf0k9lGHWDEk3svOXv4ezrn+JxMZyVJD4f3Pm8eskZ5lhQ5ITshHdn6tLCfzXfnQlc7NPNVUsI/qjQEQnvXCzr3jkLyXer2H2ZYDqrUTfBAPtups7ZoqwMZ5wZ3gHD2UYI/KGYeOlGtds87WUBCNv06FiLDeNmt7sC1x3w7dV45Elj8TW62ANcK+UhEeKGcVBtrlvVaiDnIuuI70tVff3H7Yi71n1lzKz8trZLh66KDcW7NfeUgA+3nPe54973nP6/XMQWgJsBdEjbbgNVTVQJ61SShwKHH1ZO45+y4PNgunCqsn5AON4+LyeUKgXq4ZaNYJTggTAahurmq0a/XM89RQI+8ZdEM5B8qlFcc3pPsRz4dBVpt9w+j+iW1vr1T/4JlOm6GNEYYccI1E9U7hInuzetepQbx5BjwFsLXOPeMNL1lBzxR0Hdzi2h+OZ8tEAWBjjBXD0HBxAUCyFy1BKVECr/XPgAze+FkekeIYbAXXuuyzHsP5jKKhOCjaUMNDcM7LoXneL0bz/FGEl+jEkChEhNHo6qr/u2MtGD+P/PFfdiRMBPWQCtVhFaYhJFxv7PnsU2+4zvdqZyiag90ilsHptM4sDe+3tvPnbW88TsqmhohEAFtBFctpFIMNGeWY7KG1DTtg5mBcLufWisUOgPXAgXOs31CvyjbfCeLtAbJxriDbI7Rl6G3oatbho9k7IGN79JzZeDywzc1yHs3mZi3H58831RNUVPVfjFGH7HCj1F7ibAQ6tYHzKZAdjTpCZ0/puPJkc1gIjiMnCLwHqGQWJpCcz+Pw7oHfO+ncuXON87W1NVtrzGC+NOSPyS5pLhqoOHi9WS/KX3uReg8NMSlQUoVszrl3X/SeXK+3Sxj6xrGVXi7tIPMWxdr6oR7s/diRdB5uhIJWD8mOvGPPeQcr9x3Z8/27tr+/28i7R1yVrU4Y36RMoaHnlDLmzhYbbi9dO2Xeeeq90f2N9qShRF5lM2OocXDz4TkufZS3ep04jY85G1421QPrfcN7H473bND2CDN6B3lL4EXInp/xjruuRe/m7/Mz+kcXuo8nLqf4wKSdIs9j6DmNvfd501m6iIuBYlZAnT+ED+A8yigmnFtbLnNlKHV/1/OR7Hty2ZBRDlvwmM98sGaTyXGGlt5rDfVI6VPPg626Xj3h/Oye8w7V9aq/J62OXVTV3DSq9fqjnnhPimxwZLNN0vU8xAeCI8zMj9vEvXwPkyN0LdyTSUm26YhaajOza6+91q666qpqu/322+fK06Jp6cHuoK7Yv5YNSyEtbsCq0PXYiYmLhCwlnB4AP3CvyhtKDgx3jgFm/V6ntwFtG0BD2eo1pJm1oxPxbgwfcgXy9wZ03pzgyN6VyOAkSZFCRBkejwh4q5HFF1UV8vCx0fHUag+I9/6BHFfDkhzfmRqhYT6IzPS1V6lQZE+88H5ejYJpOq3l2su6TshHsVudrQjMYu/FPHgebO514GNMqThQeMzZq93lwdb466AsETDmAa+o6nEvH3vzNrXOcO4VOWf+KFOr6F67jBpAsNSagt+czrELgonYW11l1Zpy12dLMioA2blUPx7p71Q6624OEWGCt5rDQXYobWLN9bF3LNLfvt3xj/l8mJCJ6jg3xKGDPDCtIUJ8PnDua8FfxRaeUEIH4RgTGZT4PmvqTY+g3jopdxWRvbJ0n/3sZ+3UqVNV8lHwXpstAXaSUL86lOxhSzdExLMqJvfx/TjWHqRMcPJAs0fz9SsTFAVB6v+JcTwjDZeI7BZH0MQK2PNos1JWBc1cYKXcKABdH8h9qIs9ayv8veo+zn82eW5WMEBi9rA/6KakhtusBtdTOjdrKuwIMOzZLOaPXZRcPpRbR2+mUytGwwPZpBTvtf0pyOZ7EI6gNgYbL+XFz+k3Guth87G6UHd328pFQTbaSgpMM0FpJWKoXW+QDiF49ztl1X0EUJAWrSaQsvtR20hd66KqSGPJKIfjePp51sZzwDSDbwbh3jNeE/ZAFdL7yH31POsXr4J6eA18vac5ZT2s+jSl5/kZXTJVY63x3iFdhy73NxQ/tXIdl7PBFkcmQtlEuNyCCO2h61rjPm+ic6SfU3glYBDYAB5F/Quouk47mdtBmQHsU6dONQD2UaElwA5obc13+qiNxPJQA9trjzd56JGXyvAsESs/UXSqLBVoHwRQD2TfSGdGeEt2sZcMabP9eLMuuoYvwtnJK9SBRe0YPt7jmBWyt4IIXwexRxrEHhD1dgyc5+t3eqA6C2SzIVe0QcN5KWOtnjDPiKvh9rxjU2vH85k1vdp8r9G9eLag4yEH22NybFE0gxrRICgGFCuJ8K+vOfSXmx736bBUZh+QxWA6uuZ5r8yaBhlx19zGqz/EjYY2KKZ1QfASFEZ/q25W84SPx+NZAOjs45A3nRth1gTIfAxFRbLZOuaNmc33FoXtFUObktyyetOFNiJ+dvkd+nRUGd/osbYbFGN1tdTxle7mTHGhVGmxstrdzQrniGTTk9OUBxvHnqxC9nTvebgb4QLaqeix1IOn9+oOkueF9oAue7U5xGNCz/DeA7G4l3X4Dl1bobR6BRLEVXPVjkb1aoW8cXMYbpDcQMdB3nSuAtvNlRXXvkYdqFyqHBvOuYsLGGzzvy3MmjikKJp/44mwzXhsg9HIimJgx4+XfDSLB8fw+WQT6wmwjyotAXZALBsRuG6EKKasCE9qxD3ZC0LmkTe73BNaD0hrWkuBR14t7sVjIhWl8fqYnlFNheTO7nC2rmspcM3PqqKO7ltNXM+nTl0RtAHPe+1di571PFhsrFPPejPVIyDQSOOVCszariCVC9qKopyoFDhOWyNH02nzJ6MRYFavSa7+BvGqIR6wQHEYRzc+xAXgSYR8nPIum9UylhMiwqu5eO/zFFqUJ6cc6vBM8QX35BI+qfXF7PMmp2rIuD4XtqdIX3tuTBTGmSMByh05St2rMurp9tQ7vbzotQZ12KB5RwhqUt2dut43DenqGNFrbZvg2R8dRdGmsGcDG3TYvpZsmVUN1JucqPo2Bbw9kL6QyXTa2WLmwD3t4ZuZYiyKYaWPzWJdnLpe0SEB7M3NTfuLv/iL6vzTn/60feQjH7GHP/zh9tjHPrbXu3JoCbAD8uyidkwb94wdSVSKgkJx7D3XN7BQyBO8aGa6m6YxnJ5xNksaYs9OqSwjvV7iqUuR9qWUBySH8p9L6oUFdKYiSqmayPh6K8qo9yMCAKlr1ZrYqbWvvGvFsGpmHr5DGkdWmDXxqbIYaQcHCTVF4qp959aPKTjzMMw45gLBQzadNldayW0/Kq/sWVMvGys0Bgseii2KhtxGPFhEM9f68upPMYwWx+u3cBtqZBhbahk7mYBsdjA54b055yqTHh2qD286tXp1jib1k6d59a7Z/LobtsILbdxtLLVq1vZ5pWxWlv3jxkg2dDCZuKs2Ge1z6n0u8vBE1JHEcVTRwhQN8fM+xfr5UgDsD37wg/ac5zynOr/55pvNzOxFL3qRve1tb+v1rhxaAuyAUgBbHbnuTwpUKXsuH1AErJ0WqsOFXb1bz+uRA6yrazDUvLwYMyQRq8nOIM9eMZuaLOJczwuolTRmL3U9lSZ3dNzihq0fIsjuSx6o5vToGT72zhuxf2Ztd6ZnzaZTK5yQkGi4X8ETXql6mXGrKndd0Q6Uq9+5HfP9KFJj3dxIibDHmH87qIXRY889nFj5w91GI9+L7o1WSaeZ+dsH/0cdIV55MDLEKe+1l3UvPcs5EsVgy1yYLlmIKALZR2rA26nMrp+qeZOGnbuCNNXzSDsIOGdSW7JnZul/GbA/gPduxznVo0MHemWlBbDdmGmhlB1X8kanm2zwsUULk+gcIQileK7xnP4srMs29uugLYae/exn2/5F/L36EmAHdOJE/etkM98hVAHr8bQZrIX//kZrp6rnzqztIQGRxmIghK0wq+JiC2sCJa9nbNYG0fpr7GK2NWIyT5yojzc26uPjx+vztbXGM/x3Rl4vN7W6QDOGT4F2ilYMCrObVmi/QhxYoT1f89LLNM+Am3UvxJBLnR0gOU/VeUqBe+/sotSweFXho1FzvV2AR43RnqUPRiMbjYaN9cRPnmx+V8OWNzaac4jwGbYBoAiLevgX1/hej3S1KxSrKMx2poPSGHOm+Riz3dFgeMKj6gbuJXS5ibXTy15rKDaknTxZH6+tldvx4+247KKwnemgqpd6Sc22PVZiXk+nTVlB9vAujtPkZ7VYXgi5l/WNjTL95MmWirLBdKepuznGGutgg9dbW3W7duZHgHJAsiePufLZFdLXpSv6kqfHuD61QzMe+7qy1qd7lL5L1zFB0SzNRdXHZt16X4F1eR708xt2ik02msRQG910Wja06bRuzBsb5csd2ce61LC5U2sC7a52FdV3YR11rpMcUz0L6GkmVbQQ6JkwDovChqMyPJTxt/pUzDr+EZO7isgBR/gPm5YAOyDYGTPfY9LwWqcmN/Js7a5lyzIoitfqe68KYhJcY9ITJkrxhplCRVFbttn5dNwuIsA2jvNJQfGKtZdkGli3omUuqPJXg8Aqqm0sjh0rv+V5y3qT9+BMGfYBxTmGO1LUnJb6bhYBbUULG/NKIyw/47EVG8NGkwJvgT11Babt7Rpo4XOK57WtqTPYcdT27iBFXt3QewyZAnFnw/sBCD4iniOXtCBRiAh7sIFOo1Cw2ftYhrXcUVY42zn85DrT+zn7PIeWVRBwj8qmqjDbbLY9XiGkKpznwZ5rfc6Sos4uAyxN6wLT3jXvu2bWdi3OqbQivXfsWPm3RF9vck6Rzo4R7FPAKXqvAu4+ALwmdvZEHu3qhzNwMkEJcaPjRrm725rUXIzHlYOM9wDWAN1ePL5Zut7n0uEpDFMUtVxo5x97mqA9KAqDN5v9Bdxx3vFW0K2Yk9kmlwD78iTIBQhyUYFrBdX6OzOeetx7/bYZyU8fBrO4vz7CEwkdA+sWuEZICGZFsxXzgHcwnOzZKJXLeNlVVZQT2vM9u9ZUpDn+IwXTKaA9TFxP6wEPrHUSUIOA68grldqqV1o9yqGUMta8n4t0wWjeEvHZg+mOjUbDKom92Why7OgF4MZiGxA/s/pZBXcVb6h+GLRFnaWuevSiv4YqG+zRGo+bLlpdGYSBNl6I/bwAG0yDfB8/bq2lW2TlkKrTLGXrwpnauUGWUr+rV2DNx8pGPlZso+pLVdhguuMDiqhtequ29CQGSTnxtSyH0NPzbvy+xmTWDFL+R/fU1yK9yit9AFhzGAj0N+7zKNLfEZhWW9K8h9unzsv2bNdkYmYbTueTVxJRTzB6/6NR3b52d8tf11sNrnFsZq0RabNuex7Wuf7cqi+hHLxcEDsDeGRyxo/hbGURdoajfXi6uEFLgH1l0+nTZqc2CKxVQNpRyDzEOB6XISKTSfM/wDjnta1SHmyEhgBNmNlgMmktu2TmDylFsdmeEHKIiI1G9ZAxtoc9rB5r1e3EifJ+nM/u2yuGjd8ipxz3nkFt5poV6Kq1J63Aez2h51aNhwKJsXSPgucNSh+a2fHZe46b2WiWtlqlB5ExLjYJiQ0dI4OZokanZ4/2e3IO4vAhnE+tqaS97ocqY6/TxWmRp0zb4cDMnzDGsoKyb2423rWx8fDqGGAZSppFDtewPBQAGmwcloyKRk24brgTzcBNvaRddcoA38xsdHpoA8LUjQ9Np1YtuQcjCGMMfeGBPS6Mh2A9RAoQoIAaDRnXOISEtr1iaOPNpkxH5OF7OL9gkxlM68izvsusxgXqhT5xok47fbqZbT5X1WWbm82Nl+HjdsqevFlDiobxzdoywk3F08+qx5W890FLQS75uGureqk6UqHrJAupXOgGPbixYXb+PPQkxz2Tx6pymKAk4ACANZZhNfN1ONsG6GU+xh7p6kFvlsssBtVq5ovCbK8Y2gAhIdiDEBoCOn26/h875Hz2suL8eSvG40pP71hbz/e16WZtXd2YS4VzJa/AUKAgyATCYvAcK140kvHYBkVRORiGG7Uk7NnABqne5RJgX9k0GD84m6FkbaMWSR8rYg9csxdEgTUfM7hmb6bEQynAMmuCKy/dU9aFmQ3wLdWaiL3muOso4JHcSjmA2qOy6J4nWdOgjM1qhWx0zrF9jS/QnmOvAd5ZSbOiRnr5zOrqSgMP8zyxJKUKb9Y0dKurrbpSAAsB3nPum8oxe0KYtG3keMpMjr3zxkQxlN0DLE5DUacPv4YdwGbtGGyIGuv9hvdJKIrFBubUeYMan83F82xCy4uNAvCa15xBbli45g3N9kG47JYHgEa6I79eL9H7nDc4x/0GrgPuP3ARYJdRfJWhVKx8FC4egT/si8LcdheuIALiYFJLy0CX/LDsqqeSyQNNXoc3t2Pc+m9BiqZTi1YRMWvqPcbrq6srMz2OmGus5gHesZNk12pgDX1sdG9Kh3t6mx0nURhJmZbS110mf6jyggv8Jypu3GalPWWaKaRid9f2yJvdB2DjONnedDUws6agsfJi5akCzjoL95LXunGs3gg6HtgMY0WUO7rSZU8vMV02APv222+33/md37GPf/zjdvz4cXv6059ub3jDG+yJT3xidc/+/r7deuut9pa3vMXuv/9+e+pTn2pvfvOb7YYbbuj/wfHYbDj0vUVdAJvBNZQ2jGQftAmixeoHhBBYkasgRkNJ2DeULjwaQBQ8odGzXrBS7EoSg6zx14ypcovdDtXYo2O9h4cUV+g48mCzYsbxUI6H4THkH0Xmlc1SizK0YjXUk8RpwbJO6hmDN1sNth6btZW1B5ZzQXYEtFvkgZYIXGOy43THimJYNT9uLwqw+e9hYJ+Gd5vFABjPqh2IVqbU5zziYpbfna2dq0Bbh1r5QbycC4PztbW090ZnCHJvgY8VJPCetj0btFRYxEe+5tjWFt+4E+TxU+tGs4/+QjSSxCC8+jGYTm7sAtkCrJVygbV2gJHmgWzV2xHAjo6TQIu9mdyhc2J3Il3GdcBNCQNTkwmDawbRZk0djuv8ozBz9iDW4QDxCqgVaOs9aeL+bgiwOQ6bgSZirvEw9ygRdwqwC0faeGyDlRUrxuOqDQBom7MHRfo7rPPcgntGG4LKIDs1X8MD2LzXCZRMnrKN7jvCdLRzR3TPPffYy172Mvu6r/s6m06n9upXv9puvPFG+9jHPmYnZr3CN77xjXbHHXfY2972NnvCE55gr3vd6+y5z32ufeITn7CTuhRBF124YI0xDAXFaBzcEHk4Nxpe7ALXGhoCoSDXDkA2FLUq5txJMgOzpiWC8VVwzd5rjMdqbAQJ08504K4YYhZ7vECrq2bb2yu2vw9PBnIKpQnPtCpo9Xys0l5NlqeMPWCtQ401yAYLvPABNjoheTfwS6AQV1asmMXec33j3Kh0MKxQzHocDUGDMylD7hltfY7f1UloCIjrYM/HTH6GG4XZaNAC2ABUMPTwjrLIKdDrEju1AxG45vSI+PvsFKo8Xh6o5ozpzEwcI5REGeIhWj7uWhPbA9bOiBRXW8RH/rS3+ofeo/bce48+r/LGRcCKIayi1EcwLPbakxv5d34A2R3ktftIz7KsopjMjhzZ5Hd1eayjjfVK2GvsaODeMumoh+aCQQDU2NiDPbJa/+IPjitWg+wVec7T4djzSKTnxV517hvYsWMrrTbKxM1AO8yliA7aI1PqwTZrhr8pqDx5su6RzMD1YDx2dfZc9h11bdYE2V2hIl6vlwWWdRhCy1iHm9FQkfntrPxl8xVNlw3Afte73tU4f+tb32qPfOQj7UMf+pB94zd+o+3v79udd95pr371q+35z3++mZm9/e1vtzNnztjdd99tL33pS933bm9v2zZV9Llz58qDL36xbgApL7YCZyhqTseyfR7w5veCdCyV02fvHUwmNpBJN6nhxYagqRfrxIlmGmKuvUDG06frGO0TJ8pzCmzcG6034jT1z/ARsX4qCng/zEoFe9za3gdWvFDciGKLPB8m71DFPLKmkj5B6Ruz/chGo5Uq/PxhD2vGdTLbGKc0sLSCIAVe02m9Nt3Jk6WPZjyucsuGHDF78IYBUDMYn5qvqJlSwIANuRfrGQHvilgWeDIMaHW1NkKCkIejkZ0+vV6xB3MCGROtrdXtDKLGUVkqainvq+6xccgyV5nnGPL64kVhZqOBFRy7KR0KVz9wEDm/mCeQKqn3mnsHZu0g5kR4yN7s72zRPAomVlsaZ82dIU/1peqkqz7Yg63TRzQmezh9sATXm5tmZ8/WsdfYb2/Xx+zhlnCnlLyonLIThGW0KwTA+w7LG8+dGVktj9BYcBVUeRqNSgZh3kzUuWLmU92qmsLGochMW1ursmSfWb0UH8A09PWYjqHHzZoebaYIYB8n7qxYrcPbThJt/hGx/cKfwyssubFug9Onm40TDrLRyOz8+Xr0iXUftvvvr69PJqVjb2bbB0gza7S/Tjtv1uxI8R6VFikuFlKz5gQY/tHArENQvQ+rqHieCTzDe7PWvJsGeYA8uu8I09HOXYIeeOABMzN7+MMfbmblLy/vvfdeu/HGG6t71tbW7FnPepa9//3vDwH27bffbrfeemv7woULzXPPy4RztkBmTesehYWkwLUaTQgEvgmBwX0dy7m1wDXcrjg+ebLuhcJiseJltxCDa3UNFUVjnhAXXaMBNBaW41pLJz4P7el6PlDQZrXyhXJmX36kmMEp9XKwcuZJjjBZI1tdXWkNNztOfDeErAAS5gR9ABYMqHw0qhRuIQoWr2JDriMZU2sa+RwviIJmBtIeoE6Cayavg6rgkg3QjIHrp0eNt6Lf6Xmw8XoAcS8SRbMDigB2TqiIV0TkDW0d9mjIKIVv5gLoS3CuwDrl9mWZ50KpZ0kbMMk+V4+u9x19nnnnpecAbK8PqnXh9AcqVaWDcaOR2fpoz+zsuA2eo85NRyEjkO3Jjsobd37NuuXS82AzwNaOr54PmCHeaEbCo+3pMb0drx6P6wiJcr9ik8msnVd6fMXqcD/WWOy1RukRYqIE/c8AXufLDMwaHm1s5f2so9WRq2abdQjWgMfz6+wdmk6by4+ZlVgANzNgZWFgew4wjTQB2ckRQgXYOEa9R/eDvDbPx1tbbX2CCZxoSygH9JsHrs3aGItpCbAvHe3v79vNN99sz3zmM+3JT36ymZnde++9ZmZ25syZxr1nzpyxz3zmM+G7XvWqV1W/yzQrPdjXXnttKQj8G041aOy9NqsRpVkTXAeTuJKuNJZ2lXwVPu8es6bgcC8W17gXqz+eUICtriEPXM+28WZdZM+D6BGwJGSqBEvIP4YLeVLjcSuVNStnHKvHg4/Z6+HF742sGSoCP9CqAVzTQikNNulcMa8TH5I3hA+mzQC27e7aUHolOvUIJoWNNYz71NpGXAddcaybeuQYcEcgu0VRMCMvLQFemDU93OOxrY/KJZ9gk/DI6mqTVXAY1cPUzU/lrN/MRlcHkyKw5xHez98cj82KjUHpTdQOhxpdD2B3IVuvIOpJ0s2LuSjKuGsG1+pEjz7nneMYnR6c57wrFeEC/wDOdQEUyOiw2KtBNXuo+ccynkMk8gjMKAWszawx0ZghYzSxMYq/9jq3DLA9cM17T1c3GMn2ISBuItzJmU7rSC8edIWDcnMTIBuOEQDpAR2bNVcQ4fASM1+P4xi6nD3YUbhIDbrV5qT0NDcF/Xna+saoeZOOPPMf63Cs3mKWcwgbhMWstvusTFIzttWh5oWKRPWd44WIvsvvx7NeL4Y9Ih4tAfalo+///u+3P/mTP7E//MM/bF07duxY43x/f7+VxrS2tmZr+ucKs2qopiI+1kBEtT5e2AjuzTGM2qtkoWLB0J6iUkrIIhcsWyWksdeawbXERewVw6p3r8BGPWBcHETisAHd3Fyx/X2AaizpxMOGUMycZs55iynmh4gAYPNEx9qDreBaDThYqTHZ7OlpUMolp2Bn1p6K8+cbrwAr1XusExxTMfpKEViIvNl83shLFICuYJHHXFdW6sbAyndmfIajkRUbwxYWxe36al54g+/TrETkYVKc58RiR99B/GZRzJbv83qhkSc1Zfy8zHMBtDBIk3aHsBBPnXWRB6pRBwBjXG8579HOjYbrMKj2APZgulOGhXjgenu7dkmqVyDFY5p8bNYE1YVZY11jb/TICxHxKBdgRx5s7F1QrT0Wjc2W+lB9Bh9NUdQmATSdNkNGSpDNoX48l0bDQbw0j1iP45wBtXqw62vHjq24UTGeQ1ftF0w6+LHHcmzWBo6KHXiUEvdzGnosbOchhAy4I7tv1g4Ti0JGusjTN0Vh+O17JdDIGwSTQ0ZAGvD+4AJWEenoFF5quuwA9stf/nJ75zvfae973/vsMY95TJV+zTXXmFnpyX7Uox5Vpd93330tr3YW/fVftzUGE3s1ol8+6bkKoNc7VGlXMJ3zkwP1Vpulh4U9gA1Ldvx4GciIa4i5xjOzIMcHxwMbb5o98EDbMaQrFGpx1fNhVn5iMlm17e3V2V/BdqwEwJPZXmedI3Yvx3tt1vZeD6yO9S6HGY8dO1Hl7eqrmxOmrr66sex3iy3Yjh+vdUX1908mnXHOS6hB2QK1m5V//xqPbW+2JvqUth2zxnqqbMDx1b4g26xp2NmbXVjbi1Y9h1nyTGyd1AgVRR1ahQ4vLyEyY+hgNLKHb2zY3uk6Nhhx1+qI1J9EqjMy54+i6kk1a4+Q6qYrE/J9wHM1QByW26z9D6Y7zQc9sJeDdLUAmmFK2yuGjU9NiYc8DUV9BeyJNqurCq9WB5zyJJVd5bXqCu2XeoNvg+mO2VkC1ONxGXcNBXX2bL3WuBd7zY2Hada2AbAhB1OrZQZy6M2HMOsPrs36AeyRSVjIIx5R7k+ebM6bwXVeGYppOrWB7VlRDKooQvYdnTxZ18N0WrIQrzQrP7G1VX7yC18Y2Xhchh3t76sO37LmCKS3DnbKi82OklqHN8NGjtuxY6thCJH2O0E8IgtziqkR0yneNbT106drAcHaoZub5Q0nT9b6He0NDOMQJe8YH8K7nbjsJHlebbO2bgB5eobtUZfnAd/Q9+r50oN9dGh/f99e/vKX2zve8Q5773vfa9ddd13j+nXXXWfXXHONvec977GnPOUpZma2s7Nj99xzj73hDW/o/8Hz59s9T6bI6HkG0QPUkbGMGgysVdRji6bsewhAvaUMqDHpkX9GwVZLUOTeaL1lj1h/eMt6efaKPSSs8Er2QUHqECOGEaGkzXyA7Q0pmtWKV0NEVuzYsVXXU63nur4u5z3shKtiUrTA7j5YKvbyrqzYYDy24XjcGpKGMde4aw9gp5Z84j0bdu9Y97a62u0dYcQLwMPEM8x5kvCs8QxGIxsWRfVbdUx2hA3AhkgqTxQjEYTYe4u86HFKv6u3lm0THEBtsF6C3WJU7hudMq+TH1Fk3Ioy9IMfn4odj+LWc/B99Nm+PGbxYA82TxXBxnO0R6MZsB5T70tBMxQUg2vvB2Apms2VGVBHl/dmvteaw0S8Pcib0xAB7IHNALVRR1fRo87+ZIcKe6+Z+U7jZr3GQNpbr76aCFjUEQN1lM4J29+fWK3DodPZi210bnRu1tbp2KtOr4E2wDUP3KrtYVKbxZ1KHnWtceLARqN1G4zG7RfBQz2d1rOyofNwXg7dtu/HBpvgYQ1UQkTecime8mKlxcqLy6H3eJ14eLCZlMEpgH2F0GUDsF/2spfZ3Xffbb/7u79rJ0+erGKur7rqKjt+/LgdO3bMXvGKV9htt91m119/vV1//fV222232fr6ur3gBS/o/8EHH0y7XVJgue/erN2oubGyW4jJO488VdpF9wA20tViJZCm2q7xuGmcdZkjr1PM2NKsudSTWTlRZjrF0n2YHMNea15fNRpOBLHybXo9jh0bNYw4/+COAbW3eiErbex1OasWKQOA0rl98Dgr3EWzrRADbxZPbMwB2KBoclVXyEjDe23mj7cqsDYry6wxCPBi45/o2oBmw6qDorD1jQ0bjQbuxEa2SbBtXiwxszw18mqWB7ThpY5wGkRcp1FoW0EoSXkynMth0yjnuF1uz6Mf+QtwrLbcy1dKdTGPPR4y6PFWb+FrFbC2veZwBnsI+RxeAPYE8Co30WRHEHkEdclUEORPZbGwNvD2KAdgs+wN+To8pgqoPU8BlBrroQBYsz5TPwCHiIA9GxtNAAsQDuC9tbVqu7urNp3abJTSG41MhYiAGGCrXi+7IceOrbSmGkHPcx9Di69NgHUHwLXixHUdhTRrh4SsrtYOLMwMZfvPbVjPOWN8nBpx54r0zrXQCq5BPEkztU99C5Rapi9oh+59R5iOdu6I7rrrLjMze/azn91If+tb32ovfvGLzczsla98pW1tbdlNN91U/Wjm3e9+d/81sM3MPve58kczKUpZz3nui6x11Gi9xt216dJ8AHYcRAzlDG0kQY57xbCU9XE94gr5P3u2PlZbx9nWSUsnTtSdXoDTyaQeySx1SAm0t7ZKDQ5lt7/PCjjyy5Z07NhKp+FmZz3Yw/aKVzLkKBrc5y3XVxTWZgL3KkCwSjruzXF6mFB74kS1nFMxmdhoNm9AQ0TMrDXJ0ZtYFXHNCxdBesPoo+I0zo+BNhsLtFvwBeUFCsY5ys6TcqWDOCgKW5+Bbdso03mSHuNyPubPRwBy3r/xeqEiZvk2qMs+9aEc/0DONc9JFqktj7yQTPUFmDW91nyM88qzD9B8lo65jW1uNuOFWCmdP9/8KZgqLAXXM691lcFZexxMJjYcjysArbLGndt55Y5HqdSD3dDnyNfp083ehy61ysqLvQkNhTWj6dSKWeeO+/+zSxzBVvVZsJoLr1B31VXt5TRr2zFqsJw7yU397nGu5hrrd7P2v9BY9zMO5j98ek4R9gcw/mQfAb5x+nQZ9jW6+tQs/n+z3eHjNsj/BOChX8wD61ooQcE271PHEaXuz1VKOcpgR1cHk+eXAPvi0f7+fuc9x44ds1tuucVuueWWg3/wwoV0A/Aop/GmKHIDRfsuq4R0HlftAtiMLDUspChsx4Y2JuWoYWOefUqxBVlkY8seAihw1jHq5DVboW/4ITQe2zxPGANunTzFHo8oZMQbhW1Vq6IouHnW1mrPLYjrFEwB0DarLRhcprMl/UaztBwPdo4nG/vIu10BaW/GulJkEACk8T6U16wZuGxWA3QesmQeFUUJukcjs1H9J0L2aLM328tWZGeikVheZYuLrvfzeSqS5jBtR0omc8I6tdORG7nGx5Eqi5ZFrED1pigYBdWsgHRhdL5X/7gbgRYtqBOqN5iNJml4lpk1vNt9ZC7lwW6AaQ9gp5wkDK6hc1gPeRVG9cQ+AU9cVUx54jdYzXoeVaDL5ZvVjhUczyrB5V1kIrFFq9FoekSqH9jnwd9FHHqpb4Y2hHFgNI6HmRG8oD/p8wYA52GmXG8B7/E9r3Cp8670eZRVStEsJzle4XThwmIsXE4PL3XsnXsaxCzWGF0AW9GghoxsbFQARTvgcBCprVLPoa4gokXzHLmsfM2ang2Q12H32Mx9jdS8T2YVO1SxFJj2OdiGKUBnmzVQk8o3wTO2utqeZMTLOgEhqnKGdcI1At2D3d3S+4V7LAbXfT1qZtYE1ahEz3Nt5q/PxlZKKwtDqLjfQ2J4nvnBvJ2lD4rChkVRrkFtVnm38WptWxHYjmwUYy4F2ima1zt+VChaJMAsBjx67AGcykttNgPNgsYUnTG4ZlDigW8oLE9ZqeIyawMB9mRzwVdWKqBtdrARI+wbcqbyBYWF9s9eAs9JgnMG18ePt2PZHKTJEx1VxyFbqv+QBrCJrHJHF5gxNZ/PWyHXI21vzCrNs4JuT3eDoBtY7lVtAR97emJjY2jFaFiO8KGXwY4B1e0RwNb4Nj5nveopL+8eLqDq5RSjU73zPpR6T1dvh+87wjR37j71qU/ZW9/6VvvUpz5lP/dzP2ePfOQj7V3vepdde+21dsMNNywyj5eGzp/vV3mRdUEjUqDMjZrTU1ZJx0pzuucRwFYQHQHsorAHx4NKGbJd8gA1/y0+5QgyaxpnzjIrNI+VXYrWqwaPnXAWcz9DDQcDaJ59rvaLw0d0qLEiZYZnpdiYc6ZTml2Zj2XHdHkn+lHBQJd8YvIABUgRVWopSD0HD3iPMpm1gbYqfrRfPj5+vC5vVIke4DYrvdtFPelPjby39rMHuiO2aZH12Dvvev6gNI/NUtXlUTt2PJY9b3Inmn/DS22WBtR6DuDMSkgVUvRX3Sj2mpnP7Rir5ECOIPxmDTkzs/qPu2Zp2eJvpGQLew7J8iaBeB5seAvwDM/OjtAlySH6FqwTcTv/oJSxJByzrK7AajzDVWjWXr0Gx7xPUdT2cJ4C3pFTVOUY3nl+L08ZYVtWVs+gDGHjYTQG2NoGuwA236vXtP2qh5ttisdUj9ldyitn6Cv1PNNDGWDfc8899rznPc+e8Yxn2Pve9z57/etfb4985CPtT/7kT+w//af/ZP/tv/23Refz4tPnP282IL+CSl2uYsQ1b2kc9Fpx3rV5MQ2sKXiBWA37YAWqCnV2Di814qs9B48u6MCKUZdFI6dpA8OBBZjX4Tk251Gq+n5lN/Yan4f0KKpG7ZayU2emqyd8WMjyfKw81PO6slIHMfLU/N3dZrxeF/DocglFSz11/chAKRd8M3GewQvk0Wv3+FOYWsGo3UcdTU8OitK7bUUZw11fa68H7YFutl9ss3JCTxhQMOsPCsiVcgCzVp0CE+85BcqeKgvDPaY71FanZpvT7rbsnfPwmR57gCMVDqKVyszWdg7wAzosuekacstp5wgZSYUHei5cAdrDorDRaFC9EmASLMU8GmW1Z0dS0Q64DrambME8diHae20VxKvk6twBXRFI1VXTl1VOWh6NZjHtV58q5cH22gDbO2cGptq9F3OTautgJioU53wPDyd49qPLUaPX96JAKWtXQOq+I0xz5e7HfuzH7HWve53dfPPNjQmEz3nOc+znfu7nFpa5S0qbm2b8g5oUoOZzSJseMzGgwrkee4qSXag5YR8RIhSA/eB4YNPNtqxiY1znKcLonzreMuFadE4zq5+ZR248PKdKVEEAP6PX2CmlS4Np30YdRi0lrcrMQy0cJ8MPg4EajO4BD3xLh7ojpakKFN/jc1BOPENXRxTkWUYG3Fx+TjdrM5h/35sC2FGvKTjHUoDDUWE700GVDWY1t+eoSB67PU9dah+xzCwvptsD1dEe78x5F6epGlP2Vh3NcdB2o3NPyUQAW0G1tntPDrRyUqgNwBoebLM6vAuk8W5msVyo0opsAb9X2yuupQA22wo9zgDX+C6S4RxBdsBWdrpCJjgcBOzy1JPaC0918d4sxnY55LGe2ctp+CZC8DWdgba+C/oB/Rzwq6muBlYU67Z+etRsq9FwsYaT6IRI2ApmrMoAiA2yp4AUTEcOGg98M6k9yZhXd7nTXAD7T//0T+3uu+9upX/Jl3yJffGLXzxwpo4EXbjQBNiegkQMKHsduDubAthdVkrRmnohiiIO8wg81Pw+AIbpuL9X2qx5zSzuFHuKLwWyc4C13qPv0XNWpJHtgrLj+7xNw409wK2OpqTB1sKwR5uRmyrBCERrReQCbA9w45z3nncuZd20/fP6dVo2bgSehfKsmoIJBtse0OA/jCm4UICP89Go/ItkMWj1R1B0BadMytocjKfv5/focUQeqDZrD6hFwAILueDck88uGUFay0PXNfqSCvNQgB1dM8tndtTuUZmpyVSRN1qvK2qLKiAXYKu94GvMfDzrXUsBa6VpuZoIPsMsYpFR0Izq4Xk1XH1mdR9p9plW1XjOGr6XzyXLWeTJiscKmHRWWzzwxvd400fU261VMd0oPdxFMbQhwLbOMRiNmufTaflCbfsMtFEgvqZeAiWWL7Nm6CHOU2C7y0GTAthdbZHvO8I0V+5Onz5tn//851s/e/nwhz9sX/qlX7qQjF1qmk6nxk1uQI1lYNZcKoBBNiRIPdlm3UsGeAqQPXJI5x/CqAsV9zjgu1q2TOwXA2zPgx3ZMs8+6ahppOAUPzELUvfrccoBpGzFuQJuz36ZxYAb9+I4HAbHdCa1AsoAtky64RrCRTxAjW9oBbFy7AuwU8AjsmhaxmionEE2U9QQlPkaShKFlqQA9mhU8oYBubd+LTVQTJQE0GaKbJSyDZN9U/LF93vszQUNyBfvPXam4lG9KQHRdxhcg8Wt5fS8Yz7nnns0sSM3zCPVrjlNGQyK2i+jJ485EYDW8y5A7Skd/r7HdDznDdWlPAfed5kaMmDVvAX2BzCWg+rCsQeo6bUt9eQB6q4q9Bynqer10lNt3HseqoxZxoAaMoR7VFXpgBueLfv/s3CSjaEfQoLlSvilzDzPmPNqA96cl4ggl8G8nsiTnZrcm1RjCG7volTH9whQRgna9IIXvMB+9Ed/1H7rt37Ljh07Znt7e/Z//s//sR/+4R+27/7u7150Hi8JbVq8goKZWTFrTPhd7mA89pdP4glfcAmx9vEAAQfy8gLMutRSYjk9/GFxOi0B9eYXmrYpAthmaUeoKj+kKXkAROWFDTxY590fHXt2xbs314PN+Yu8fN55A0hjj/J7qIgfhlsnujcX7EaWybNgZs0gSB2W0EpPeQH1WosPksbKH/lMkcanmnWDkOgcMsIuVr6ekCeeRDkoCju1sVGNAkFeYK94kQmwgOWty5GL57g6lJ3MUo9SmM6LnVYVxBgNvgL+FwaqQ+/H8bAIfvqC8+gaMwgM8IbYmCF9wp9QoBRF4RyRQtK0yNMcXdM4a+QBKwpFz0aegpTC8q6l9mbNhjYLMMY63MOiKFHE7P49spJdYFiBcASkU2otulflL3WM/OD9WmRlA/ZgEf8vxbNpkalnGVMV1J63OrCNjXUrinUrZnI2GD+YlidWNFBOkBUdfubMc4E1nhvxohLrzT81438vgLwfm222WdxkZA7AzrnnEtJcuXv9619vL37xi+1Lv/RLbX9/3570pCfZ7u6uveAFL7Cf+ImfWHQeLwlNrPxZR7R8EtY7bW2TiQ28YXGzOkBNY/Q868ZD2Nh0QkoAuHemA9s82+zAthf2940/XzPzFRbvQZ5CUh2turtrqBrnKU+yZ6cihYa0lPLTvLfAM2icQDop5BMBbT33kFQqTfde4KJ6tD13EhoNn6O9eo2jKNJgW8vOQZqgrqFEVBgHenI6Nwx1ESGP3vmJE/WQK3eEubHq82ZVJ3lYFGY2cPGWFpvZwiFYCrBZFlHkLlDgUaqzOho1I2X4Hk5j5xbYouSBhirWWnsTHsBGgWG40S4vXGgzLDrnre88Ag9M8+hkl4LywG80GdGs6bKMzpEPz2ONd+o3U/uuNCYPZLEs8N65f0Dnw6L0dlc0aoLwCHx7gJrviQB11L/Se/QaisHqifOledX8MiuUNfzH8GiggeWO1Q0PtrHqWlsrRWBjY92Go722EwCZw4u2ttrM3tqqX54KFYnir2f7PQdce2Db82QnpwI/lAH26uqq/dqv/Zq99rWvtQ9/+MO2t7dnT3nKU+z6669fdP4uGe1YsweW8/vo6l7EKbELiCfHMKnCgwR5oR8KuGXjn8DwHxXZtiFNPWo5ygjHOcQKQdM9XOSB6pxY6NR1s9gJVA1dg6bTJmjWwuYWvA+lUFnXd7vAdpTmIbdULDf30vQaA2wPdHuTaZhSYCgnrttbpScVi8rnGEmCgcFzPHcCFm80qodjQbN3lCsC1DYsqkr1qOnoLXBlTnhWxE4mVSssL16fgfEce+Rwr87j0++srBCOZGDtbZOJD6g11jQnXtusPQKDY2a8R5ixBgYweSEgEWjWdua1OdznTcLl9ytQ52segM4B1Uo5oCS3ofXRi7PvDmbH/J/kYVFUABz38vKZ/CldYaRLXrjZ4D3qR1D1mCpiCnQnit2qLkSXcvV6U0QYN7eb3sCqn9ngJSX6bupflgMMs3EGuaeh5IFsx3M9tX4gO/kbv4cywAZ9+Zd/uX35l3/5ovJypGjLzFjFNv5aZ9b8RfTsvKDrCB2pLI9ZHfcJYqWqXmr+Bzeu8fHsHL8tH282QbUHsNku6cogZm0FZRbHsyH7oNzJ8NEED7U73lAZNg49ZztUxalxQTanTY0Ygc+okEqRAYsMXcoIdhhIHW7tIs6OH7aSAbA9QKN/w9MJaPyXIX5WgTYr8pRnBNcjLySTerMZKEP2eLkzBthRSAi27e1aDgG0sc14OhiVEyCPH6/rCu2Wi+qxF45cDatkgOA5a5U9HnnOV5YXb6409zNQNeiHaDUgRBKye/z4zHPN4Pjs2fY52gsPYaeGuLn3gTYCBwYyxMPefdoLH/OcGQBvz73P7Uf1NzODlRcrN43zT4HxDoC9EP3AD6f0oeqR3OdyMhfoUQDxdSn7KZwfr3mma9lDhnQghIF3au4Rq0cuRiSLZvPZSq1aHsDGiiORukKfvyjK37OPRvR7dpU9CDgKhvko+CiI0TwKxR3hmezBc71jNbhWgA0WKNBG2pZd+ZQNsG+++ebsl95xxx1zZeYoERoMyPuLnXqxp2aN3+IOoKQj9w8TJAlSB8UMkMDbDAjAY802S+0XFIeOyLIiYsVj5uvQKMvYA0+ZNReJYPK8zjD2uqAD2yEG26ur9bn76+TU8HFUuBzrxAXWwnP9YVMGaFqw35k2h0+9LKbwgxma2mD2yuEsS0OzQvjmbQqSGSjDYvEvffFBHVdlPrMbBsQgqWvCjDfMH4WNwDvDgJsBNnpnGpvIYTAoK4826S/spdNQFMNGdIFHHrsZfOvIkjZnL+qH98gO9jw8raHpRVGzkbEc54fzrLLM36uGvbUN8ba1VSunra2yh4+/VmlPgwE32pwCbDO/U8bE7UTT8Fw0SSpSVtEx9/r5py46Gd0D2AqyacO/CbguuM7zdEFdV/V+UJ0PtXJZ5vljKX3apVf76ljVq3zs9BirtexHI7NRzTeOSNNQfs4+i7OqKi/72tHtY1K8oqG5gfUsn8eP16KB8BDIK/fnILsNjzaIBRy6DLiEM5IimbyonmsPYKf+ZppsEQ+1SY4f/vCHG+cf+tCHbHd31574xCeamdknP/lJW1lZsa/5mq9ZbA4vEU2tGYPNQHqP0gq6v6C9ze4bpCyuma9AoHCPH2+GhYiHbfNs2wmEY7Zf02l9DoWCX5ynYtcqXjgGnLPrGeCoP5EC1+wc4nPtuQ/GD1rj18nR39kUyZj52jDH46UF74pzwf0AcfoOZoZZZRC0LiJQpccen53PzBR5vRRUMZKYWQ9ko5IBXsfjstIwVote3O5ubaFgBdhypSgHbBspaamzAQNtrhtYKaQjplzX0OI9Njw/nbZ/Yc+8KooZP+uirq42Qy2U8Dg7/6fTducXI01mTa+ayqiSqhWQOmXhoWajrZMZPXLnL3g9AoDr7e06DGQ8bh5DhhVgA0xrZwweAbNG+3B/WzGZkJ/Xmu3BK1QXQ1kRsZJiT/WJE+0/T6kyC8A1L58KteU5PnCeyq4ec2eLiwSwPeAbPUSpvbxo83QtZ7iPvs3RtY5nBiv+nD69XmUbTlsuhnqqt7aaozap7C7KfvIx8smOJAykIb+jUZ0n6AxUGfLz8NOj5oe43qCrUVAP8Ue0u9sJrjnNrO3B9iZBtigX9OfcI/SLv/iL9qY3vck+//nP2w033GB33nmnfcM3fEPv9+RQdu7+4A/+oDq+44477OTJk/b2t7/dHvawh5mZ2f33328veclLDi2jF5u4wZi1vdXcSDSN94PJpPaGcbiImd8zx79nPbQ527BCCIPqra3m8QMPNG0cY1Ae1Ved2RW6qIs6RFjSrHms90Nvwg5hcQc+h706fZrX0XUANRtmHQdUK8VxaVHMrzfxqctKJbxQlYZ16tsD1p7iVgWu2Y8oZ44W/i5WLgllNmDUpQAbvyljxby9Xbtf1JPtKW813pCRAESxouY9qDEReTKpltQc4B3swcaQJ+pYAbYOl4K2ZECTh1LHYytOr5tZs+mo7k9hEsglN2UPcHM7yMUpWjxkHce8QkiUT6YIsLdGkhhco3DRpgCbY7SdEJGUZ4xJRx0LbmuqoKCjtbARqENIH6Mh/IpcQ5ECbwFC/KZS7ynQ1lfutRhoC20nvQBtfJgzkNo482a+dyA16dRbMcisrqdoeULuqACBzu4ZbJSTkYcb5Tr28GgzXzDfbzqt/QbMAq+zzDra63PkTCfxJtuzGZlManuIPiarZv4mQtLA6gfHAxuN1mvdyCN0aH/TaY031EBoYWmL4qynQXoUInIpAPZv/MZv2Cte8Qr7xV/8RXvGM55hv/zLv2zPe97z7GMf+5g99rGP7fWuHOoP/83sZ37mZ+zd7353Ba7NzB72sIfZ6173Orvxxhvt3/27f7ewDF4qmpjZ2OJwEKwiUlCazc6ns/0e3dcgT1FjO368VMLwgiDuemPD7PRpe3A8sPHZ0h594QtNG8XnHIPNABs6UCc5mrUBXJRtPkbPGooAzyrQ0D4D2yENL19ZMXvYwyim8wubTSDNheMhZI0P9pS+h1S1kHqsvQJdihGMYGWvgNv7XlE0sqgxg149aTG6FHkUG699Og5P3tgY2srK0FZX1220YbZ+9dX+MAm7UxCPwIAKH+QGBnTHYBeZd2L8UkONXWBqYGbFeFwtoTkwswHX3YULzUaH8kDe0GPc2ChfiF4fg7NZhQymOzYa1T/hUFulHi3UHcsjh3KxY1ebspnZ/v4ucYArvqzw8Xhgx46tVHlg/AGMB1urTR4ARPMMW8xlxOjTYLrTbB+bm+WGobPNzVJucZ2Px2Oz++9vAmoC2LpSgbaHrrbgrv7Ec2SYMGyukzx0u+qq9lwZ9gg4IX02GpX6e2w2Od8MW4Aqiya5mqWdHynHB9d/15yW0WgWMhIBa2+EQjOvneTIzcuNS8nrmKsh4QJpOE4dnFw9s76xUYaQnB7ZznTQanJmtXoyq0eAeSDOk2PW1XguMjmpYpr59cR9M68vAayMY7Sp8n76OyScI+hVg9hlz0rBAa+R93oq5xHgNton+4mHBLDvuOMO+97v/V77V//qX5mZ2Z133mm///u/b3fddZfdfvvtvd6VQ3MB7HPnztnf/M3f2A033NBIv+++++z8+fMLydilJm4cLYBsvoLXXlqL4oC4JtoBABEv9s50EDp/4CBi++YZbi8Gu49XzMOLa2uxAgHxpCguXrQNbaf0iMEYs3eLNaOuQBD9lhIZ7upFeHVi1gbM8IxyL4MLi2fwLVUEs3MGWxzS4wFutldm/TpGWhzv/0UoCivu8djMTpe/8R1i2JH5wD005QMsjYfilCSWts9QI5OC7ApQzbZiMim9mABR8MyMRm0vNY9SQHhgoLizMKugggC2mR8eqEO7fMz17nWGJxMgqz0rQbXnGkPaiu3vl6Uvv7nSiOfUYWYG3DyyD9YwNbzW2I8dmYPbDUuseB5reLn52u5u1Wlmw+1NnuI9U05oX2OOjEfaZhngMbheW2suoaqTZU+fLkM/xm3HhzeayPoA9dNHxs3aTl8VQ2+CHd4/LKzdw+KMsDJicM2F8XoL6nZNFUgL5fUWsPGoAGQbnWYwQ749HI3s5MlhY5BKB68QegE+Rlnl4kCHK7tyR5u4njDQxuYDuoHVr1nZH+X8cUehKAY2BIgGEsdL2IOtPOcMMqOIujzWkRd70R7sc+fONZLX1tZsTezRzs6OfehDH7If+7Efa6TfeOON9v73v7/7W3PQXAD727/92+0lL3mJ/czP/Iz9o3/0j8zM7I//+I/tR37kR+z5z3/+QjN4qagLLEfKvRNkm7UVB7qsQJ5ra26IiGebAK4vXGg7F3nTVUNYkbOh571mVcO2WCGA9JwBNc69eZvs7BkWe2ZnN2NjzPGb4u1q9RyinoQWlAurdaOaj8+1d8FaWRkjzEF4iDp5PK+1GuKoY5QajuQ6YOyoHixgInhQzFA/A1vXSVrMFx1H5Q8xT1NGVWL8upS0R6n16vFcMZnY4Pz5usDeRGQYlaKowTfCTRhczyppYHuGYfaUbdAmyBMLFZc018VWYB2B7BW6vmJmKzadlmk8HM55wLe1yUbETaCaNKveTQCwVIgI5BkyjRCQGbjes3qlgnnbgAeyK+dJ1wR0BtXsPtTVnvSHYHQ/vNbwFXC9cmQMd6jNmr4B1tNK3igVmif7A9hzzRPoWC0VRamXGk4lBcSeRwD1yA34sHSxAmz0GHUUCrqHZ9DTt9dPn7aiqEvKqgpYHY9gwC0lO15YH+qRi6j2NVorG1hYI9pghxnzqr7Raw2AzZ0RnKsHzHupkBf20Ud3J3FSz0mO1157bSP5Na95jd1yyy2NtC984Qu2u7trZ86caaSfOXPG7r333u5vzUFzAexf+qVfsh/+4R+27/zO77TJzLIXRWHf+73fa29605sWmsFLRTkAeyB79naHz+osIxzDcONYlPpeMWzYKMRcM95U4M2OJPWOaiRFpOu0L6CjS3x/zkIpuoqVC66jwrCV4qFJDThXQ6/Gwcx3KWjgIqNQ7vCw9sOeXUN8D76rBoN4xyMKOsLAxfE6Rp4zyANG2tzAf/Vuob8AxQ8nQGWvTg9tfUMANog9Buop0Q3xrrwWsTOZcR6QnVqz3syq8K0R3FSoZ/XSMMBGnDmQC7uZyXAXRb26rxe6zwTWcT3qhDZcK0NCdIu0DIB4Laj7+4MKZLOd5W8jj1H7wb41EOeBKAVgvGJIqrM8k+nU8l859Z8aeWSgbWbNFWO4XXrtFjoAjhCAbFZiEhLC6mqeyedcZ6l6wZ5lm/u4aOpcDEzqAy5tfEMbLdczewC4riPFpbpYUWeXPuYCaiG444N3M8BGXgVg26hcYnNjo/7tO7JSFPW85lRHE6Rz5yPQre/z+hHeFBE0OX4/F0dHmU6cqN+5slKG/Q3YXqHXoI1F+R2s0uEBa7N+ervTEdmDPvvZz9qpU6eqc/VeMx07dqxxvr+/30pbFM0FsNfX16uZmJ/61Kdsf3/fvuIrvsJOoFavAIJyhzL2GOUq6xk1lDuGo6Oln6CgT56sFTRte6N129wscSRCGxln8jk8nXyMezzngll7ZFyJf9YCPca9aKSpjlQdiLBy2KGHPaw+fvjpGbCG5/oLX6gL9rd/2xyC9NbXRaHYQlFMr7fqQIt0BQp4RTRcpyjaw8DTqb9mEmJ5VcsWRaWEuSjwYAF/cN/Bi36JlLhHrD+9EBEUl51xsxHuRsjIiRMDO3583UYb67MfRIxqg7m5Wb8cfNYOC/iLngSTE3utAAvnZr6iZtkrLF6vHp7sYjKpVyGBZwfAWY0SdBzislG+2f3DjcLW1gYNI8iTpLQT6nnD1NG3vz+xEjDvWA2sI+81aIXuK9v0/v6eTaerje8oqNL2w/nVsOS1NfwSXQDy+fP1kBqOIaeQ6fvvrxv87Bq81lPLW1/XzK/7Rgy+tTtZU6s7WQMG11xQL4YNMn/iRCkUUGgbG2ZXX13dszM6Vcrv35bFY3WlqosH37z+SarTDNJ+K6srbDzPEt5sbp8cUjKdUhy2t+l6sLlrm7PCwrFZP53srW3PhdP4d+gjjo1CXZqVIHtjY7bqxqAKU9bRAu4PaL+DQ620Hhdha6FOkX0Ux6xpciDL29vlMXfcymY6m/TIususVPioA3WI6ATxGfUNm2W57Rp9qhiQ48Ge3XPq1KkGwPbo6quvtpWVlZa3+r777mt5tRdFcwFs0IkTJ+yrvuqrFpWXy4oiD4lJenWc+vMDgznHWwKw5TkI1CEEPce6LXImsH5LeUe2tpq9Z1zz4jP1eS0mAznuWzR6CtyL2Nxse7nUSvHyKUjrC7BRQF7SDe56gC7PYw3SIUgcQ2k5pB5Ldop6/2/RussJGdHiMdZlrzXbH+SHz9FPwPPI91DHVZGB3d3ypeA3d0RYeXYsHj1PqAjOAabUg23OeQNk8xrbqEccQ1iiMeHp1FZXh63m0WUvtIngE6XnGsTgmtOUVsJr+/u7NpmstPKTA+A0bXXV/AbIxlpjnQLlxeCaQbUHsHNHF825L6W3K2DNhWYPAXQBvAT6Z90Z0EupMp5Owg58nEerO5mlZVo3DkXm+gPwAnEohFldXUOvrbKS0mGXyChBWfE5rxYkcy/cOkkBbBQAdYFCsVcbedRwPjFeo9F6lQW8mh29vKWIATdvXjgmU1E0I9GQZtaMPPTO0VbYiU/9/io0bF17XuiVwUniFZTqwMU2Dh3YO90TYOfQcDi0r/mar7H3vOc99u3f/u1V+nve8x771m/91nly2UlzAeznPOc5SZf6//7f/3vuDF1J1ADXfOyA6AYCJaWOOF1dGAPzhhhTahgIA29NZ3zQNOI1TSZWrUQAYuzojR4pmPbW3S2Kutdd6cWzApbZOqmXRD0l8Ibt7rZ/wYz0WYE8UDYwMxuXK000gDYUOWJ04bbXYNXZ8w3GKRJNgGzGpF02i0N79E9kOkzp1Q326DTBu4VwELQTnKO+J5P6z2L8/tFoaEPYKWQIN7BbBRaBFacufUA89IBR7nBjNMGRPZjwbjKbhvBmjse1B94D2VhQF27AVg+nnuzohRL2sAlEKqPqweaQkHqio389j7x8t8oTeTk17pobs3oxBVzrqIUHsEFevVvG9RYAYFe9Ki1sHMsbeLd3bNgC1bqYSmpkUf/kmSvPOjhqVuNXnkth1vYFaFiSS6ykcK7AWTedG6OA+6B6GaDw5Mm2d4AdHRsbdSefO/Oss4vCRrM1s9k3wD4BfB72TUGuxy5PP6fs7XS60qorVjuczp0w9g0woOb+xXRqtmeD5jKs6vlSkK3YxdLAemF0CADbrPxh4nd913fZ137t19rTnvY0e8tb3mL/7//9P/u+7/u+OTPakb15Hvrqr/7qxvlkMrGPfOQj9md/9mf2ohe9aBH5OhKkKxJwerQVsm8og4TXo3LlcgzfxkYDY7Ky5qFHvcYhItBv+rfrepkvnjAFWqn2GFYGscJRxyODarZJVJzGqOrp02bro73mEl7Y7r23zjiHi7AbCGnnz9fKm1YfyAknaNXpzP0wmExsyMr9xIlmvZm1/5ADrQoXEaNRsV74tS+SeaGFKPxcF1PxQkbM4glR0f8a0PzQTLEaHYq3tVXaMA5f4aiQjY1hGeN3elwPy8J9wqsKbW7Wx+AhMkrDkFhCbZ64Pq7PRr1KWmFlGEJB7yjG43LSG/LEHi7kHUzjxXLZVVQUlSeMbXwqpJdfOx+xDPcD0frtKI/IP9pEY+RJR5MURWr6hQuN0JG9Wcy1eq09sJ2qb+5QmdyjoXzVfRy+5+loVl5QYCdPlsqLdPXexqmqiKqusHzq+fNlyBePUOkfd9kRAn1tFsszcKc6JiGjRdFejYTBNdJ18mtjoqMqGS4AKykeWdzaao80znTzntUhQKijTt1MermY6eUC9ce6GUtvot7G4/p4d7c8Rp7NGiF8g6KwUxsbVhSDBmA1a6ouAGsF23wdbDNTcA0vvW939/cnNpms2GQysO3tlWokgjtNmIBuVi93i34E7tGRZc7/KZSZwmQaIY0w8tNpcxRy9uLBeFzpTexVv+qkYrOmjHZ6uHtOcsylf/7P/7l98YtftNe+9rX2+c9/3p785Cfb//gf/8Me97jH9XpPLs2l0n/2Z3/WTb/llltsk2vyMiYF156R7rpWKXAOO4gsmI7nzY6njmOAFbF6ptULytd9cO31pmGo0wbb+ycDiqyggp30DZyqBtgz1mytPGB99mxV2CmBazXOZh1K3KnLwkqlXoUPgMT70RiTYytmlvReY8+RB5E985yBeq8aTq9+GDRx6A881Zondgyp4sYPgopiNvyIG3EzXsQhNikPCU96pLrpUshRmEh0H7cPBtmNpdvgacNMUN6C8BDwV+cMqXcRxeU97mWVoM3Op25ZZYqWaEvlJyqPmfl8iPjDHuyZ99qLr88JDWJKhn7MyL2ONsfnqpu5R6EOktnGMqre61SYcp9JjkxexyzquJk1Y38VwGeqK19hqSFSZUUb1jPnzlNO2I/aVdT11KycQ3HhQnM+BysxVlieDmcBmK2QNBqtNzAmmoB2ljG3QnFgakm/kjxw3T7f3zfb3q7bJjs3OG+KAdgcQU5xPhqZ2ahoequj8BA1FLM9/1eA68Xr5GpnN+oIt+iQPNhmZjfddJPddNNNvZ+bh+b2mXj0nd/5nfb1X//19u///b9f5Gt70yJ+hZkCzblbC1w7ISCVtDrg2orC9Wh4Nkuv6X1Q2j64VkHPN9iKk1gu9YcGPNl+NLL65xQKqgGcWVEz0FaP9ex4atbwhOUC7JS3E730YQSwgYKU2bBYGlcompdPFZdwHWqIEANsHnEXrOfWl1kzXBHpHHPIxH3m8biJR1iRr5/eaANoVtAKWvAxnkQjyptJvdqeh7uL9PmBtY38gD02HE/sbTOQyGk5HmEFQJE9OXYM61mvmC+PXjjICm2DxrMa8qXf7pPvorBOXrhKiPibCvnpA7A971g0Aom0Kt2bhK4u4ZSDZGPDxmfbDnuorwhcQ30pPoVqwT4ly1wnXpgI93E99aTzb1rf0oSUkdFCyMbA2lt60SyuW66zPTm22UTlyoPNeQUDwAwwqiiao2uEQgdFYaPRsMWvyK7xK/PxXpftLWl/32x3t5RZ7t941QBdnMIL47GZnSYdrCCbg89ZuSvIno0yRo4pT4d3nTfoEAH2xaSF5u6P/uiPbKQurotMi/oV5rwAu+DneEp3AKBbExzpGv9G25tbooDKi+HV85oiAe8mzroeqw3iorU8Z6qMYZG2t5urDyi4lkmPe6S8efWBnBCRnPrF9YJBNoCCp9V0vLAD9XqeKnUS6ea1AR2twOdBHCICHIz7EW+NCA9WzJETiD0jZmanT1N8Hx5knqjrRcELA21S4OC/FwKSA6r5Pg9U87sqLzZAILzZXYCR0nU9bO5naLGx50gZfW4y8UxRVydY00uw7eXJrJ2fVL6xVetfcx2nOiTktcaxymQKbOdSyriHwDrqBPIWeK/3bNACzzyBkcE1z8dmQN4nRMQL9UIdspixrOIY93j6JgLy2boNH2XdKOBa9XIOyPb0AGwtP1OMx+WfWpE3jZXAGv58zh0nAptFMXRtmw7CeTHZfBzyNKT26LFXV6y71fxwG/JGRvdsYAPFIt5ER8Usu7sVvwCwUQcLB9hXCM0FsPVnMvv7+/b5z3/ePvjBD9pP/uRPLiRj89KifoW5auVUpUaoAG1DSivoHMfVWmeID0PgMS/vhpg+vg6lPVuaDzrK+1dDwlnQUtTTaVfctVJtoCF/HMWi4R/YuNiI5cXqg1jZ6uTJWez1vWfrmOqzZ5vLe/GahBzEiODzmRd7amZjsyTANmsbaQZWUR3De83vqOJ0EbcG4h+wwBPQz6XRUJCITvB+gsdeMm0HUMJ1rJ8Z6nkyKesUv9FGPeoveYGNeR1shC7imDHzeFzW7dmz5VJQw9PEByZexlOXisK9MwNeEG9RB55RNfO9l0waPpDjKR2AoTrZkesY7izcC2aMx41hZnRevH4GO9iYDaDyWvmjmHotbJvtoxI3vdZmK3bs2GpLVhFnrytORrhSR6BcRTSd+mteo1ET8Orrqc4JIeA0dXgUsrUUl7NEaqWj+fz06SoGe8eGtnm2OTVEp5NAfW1ulvOxmT28wuh02pzEXOtr1HdZlxCN7e0STHK9MqjTjnFR1DYEc3l7g0BklmfOq0LCCOOFC43VYcZW62T1YLOOxd6rT6M6xX5KdTo6f94K/EDq5Mm68AhUHo9rBYZJyhRfDDp1zciKYlCpcY18ZVXGTnMAXvaXsUzXaq3pqW7SbuP6/r7ZdLrSANg80oEimrXVE/KCZfxRlo2NdRtACbFCR1vna1W2duuCr67a8Pz5qt5UB6vTQtPMyjYQ0kPZg33q1KnGKiKDwcCe+MQn2mtf+1q78cYbF5a5vjTPrzC3t7dtm9Ytwi83IbAR+GIhdxU3T5rxNv0luvQW1YvheaU9zycT0rzVj9K0QvuSA+rcwTn/aRVFGI3q62ycubhuTwGWJ/rrGzYC196WA7CNzlGnU2vWL54vTBSFDnUzYvIqAhXokHoXQKjrlPPUO0/H19dGen9/zyaT+ucjvEyfrtXK3jAcqyJH1RSFWYGfGqAxIIPeeldsBdA4MoYfVWGnQHaOpyTpKfVmmDFzHI8te7G52N68BLCIPWQgxu2Tyaq1DbN3jn0dJqLf40mtOnjGqojzy+Voea+ZDxE5fOzjoU7Vrec56xptbC35FrXN1dVm72LGpL1iaOPNthqLnCDa9+DOM8B19xwZluGylNPpSmPhIlSFejbZ28lVkVV97E7XdFZeohu1wzQNjr12oCNWCri9dGS/Gm1EA0coH9crL7WBYT1SaKPRenWqnWTIDneS2R7yqBTqpTxHbpsgOoe4ThVXMg7QLZrfM9QQES4/D2nyQ/Bkz+wej+oiS57N9Oo1CT4fygD7bW9724KzsRia51eYt99+u916662t9ByAHYHsBpD2AHQErMm6TccxsEY6z+WYjyLjjOPS0+mFfSiQZkPt9S34h2cD2/OBM4eIpAB2AlynADbvQTrkCJpS2h6dN0A2T4aLtBpXTkZFeRjdU55eCFDbMOtIxQqdD81s1/b392x3d7Wx1rnqLPaO4FhHVdVxv46KV+UMXuk1Atc2GtkgiPMzi42tWV2Xem3u4UmvA6XCGPSCimIYhoWocWYjDUcajxCUafBkw0ONOvbCQWr59cAzj0bxsXef9oOKwmJLnorBBj8zyAsJ0rrla7mgutq4d6F6Wh0h7ManLeUL6PpvgRciUsrwxGp5ZR+fF2tfEuJ0WU94kWmeXsmyHarDvA+wLHRMXp3KOV83S+toTsPeA9hmM5ANpeQBbLh1A2U2GI1sNBpUSx1ykaGq2N6xGsM9eKUZJj+iY2TWlN3IDucTi5gHqBVoD0ck6GzcOeOcrnoaPAa/qU68zhMoB2Dv2cD2MrR0zj2XkuYC2F/2ZV9mH/jAB+wRj3hEI/3s2bP2D//hP7S//Mu/XEjm5qU+v8J81ateZTfffHN1fu7cObv22mvrUA/zFXQEsAeRoubGC6WtY0mzNG/ta1WWIE/3KWG2c10akBrnpucaxplDCFJzMr3/L3DRqjWv1er0ANYYWu4C2Dnxfaq40fM2ulefrQA2reGa9HAqZfaG1CjyY5H3ug2ukS9v4HXHUN/syTZrDjWjmsyaNkj/HM7Xjh8vFV9rvVWca5wEWyx4SFZWqjCRqOMDlnSpWA986XPuO6J69cA1p882TJTyxBzp6iwCuOZPYc/Dy02g3S4xZNesBgD8fU898WiUqKTWMn02dpSSB7Iz+cqA2vNKe8PP/KzWcWFtXd1wgvCISWq0kde+JqZAR0cqy/tJFNQe63aA69pznZLfmODFLo/r9oL2lNInHS/OvNHqup8dp/RnBL4jPY09t5OpNeseafzcgAE2e6wVUOv1WeWMRuuNDjA6u6zKvDWzgVE5tLkG6QyyI+JJyiXp5HOztphNp3VYH1/3gHYVi82FY0WlzgVWULN6HqyutvR0VN8DuZYCn7mdvz7N81LQXAD7r/7qr2zXUZLb29v2uc997sCZmpfm+RXm2tqa+9/6E2a2Pjtm72YLUOOYlfLp083/TeP3rRzDh+BHxP5leEZUQLQKWDfoCMvaWu3lwNBi0ziXgsyxufwjEhhg7zfanI7lYdfW2qGMpzb2msGJCFY8f76dhv3WVnNi4/nzjZjrqZm7hm4qtq9Z4qYhnjrnRvtKSfASbjkrJ8yhCTyjqMq0uToMb0Bj0RAzwHjZBvb392x7e9V2d9s/sOF2pAabYxN5Uv50avZw/Z0438BBjGZlwymK8oXg6YULVozHNhRPNnLP9YU0rWcF0TlbRZhNpsgFxzrjWAw3ViNQNqDoLKu8JB/LPNl6x5Fex1kjAoe/E4Fljbnmv0tDPY1G/jyK0cj81X88BaU8Ax9pGZqI/1wPhTXl1gPiPNLI4JrnxhRmVgBU43fnrJejuGvcS9c5zprVl7eyKB9jWT5lW+253pntIZ9KkNkm6N7fH1SrTbC8apPlfS/yOk+Rrpv1GtRjzbpZQTWfm8V6Gte0I6UgDts6dA7HWDNgZGZgudfptIpDHmxM7dTGhm1u1C1yc7NsEorTz59v21/UBdLx+clkZWaPV2e6e9UtNdtjlWm8V0ccvfDCrJFGKCoElSN4mx/ENhpV+nwwHpf/jJiNLKM+h1SvJsdmZqk+xkMSYL/zne+sjn//93/frrrqqup8d3fX/tf/+l/2+Mc/fmGZ60uL/BXm0NqTHM18gN3yWjMKVWuG4EedMSSeES/CANTVqFj4QM3eL4YTm94v3O+NGmEynDeCqulICydF6dgpz+BUpc1jqOP0xChV2p7CZuPs9apxzeg6U+hLUm9edA/vra0cF0u7wTHqfY+ulZPoMJkGG3uyo+WgoLDh1a5GEE8LIuSfFnhjrsw/eLLNGhMekWvUN3tN1NAysRynQF11zmsRqutI6zgBOorRsBW/iaKbNb1NKDYI6+miHvjzCpzwnBpenPMc3BMn/IgIgGl23rLXGh7ulveaG0iKT9yLoJUIIqDM9ex5uPUZBlwN5wdtoafa81wnwkMm57vVF86j5Tax1X/2Q+eYtYwnt15Y0GKooY9yEHmH3vP0pXaWunR11/PQA5FdqLzY7M3WilIFJiES8GSjPvGjF5Y9Vl3KIrOmzuSOc5c99ha44esRRdiB22FjpJF1MRotKy+zeHK6mRW75U/CuAPkyS3Oh3blUy/z/m3f9m1mVoZg6B8bV1dX7fGPf7z9zM/8zMIyNw8t6leYXauIFDYD1hgDUteuAmucaxyFdEtVSZs1lXSK1IOt18xq5yCTYgkPYHvDyxsb7T81omi4BsPsAmwAZw1I5A0TZoJJM13DkObscRwNOWsav6t6jy5XxZTRrR7QV7yhP7N8RdpNKU+Y3lMvDaUbGwj1jHB8H9J2poNyIg1uZEXOijsC2DMajMcVyFYQDU7rsLFHvbzXoKhymEkoizfZcbpjq6vDRoQMO85gqEEse2j+tSGuP1OOSPlNDR4vZF892F4Il/69Uzd42QfTHR9Ys7JKtX/n7zme59rzYEf16jk/2IPd0NfwXncBbGUGMXFnOqjUlc6T8XwE3aF+nrc6R2b7UZc+4aY+iF0JNWk9i070gLRJmlKOrvZGM1J2obHsJi+tqnHGW1tlvfPwEQFsFm/+a6JiTj1X0dA2gOk8ykL+EZh6r1MebKVIRNFe173hLs8bYNbuyZ88WS93aaWuHuzutpbxY/lFnSU0a6ca4fuOMvUy3Xt7JWuuu+46+8AHPmBXX331oWTqILSoX2EOzQwm3jXEULye0tal+FRx854VeFFEdtolHTYyq4+9vywy+OZ3quJlI6/xm1ycwAnfKDp+jb4+2jM76wDo7e3YAgGtkfd6amllGinxDHNxeMTMpmNWjCkF6t0Pwmz18ock0QQyncwaG+r9/V2bTFZa34owFbdV2CSAuul0NpGGER67gHjImVGnWdMNNJlUw5BTaw49akdIDTCT57H2PNqVwegC1yAYIG3HM4aMRsNGMbmonrcLq7igDiCzOswc6QavDbGa4ZAvdIa7wHXVSfZQJJff448SeDszxGZ1nRRmjTCtSK5BWqdDOnc91wquI/3sDcFBR4v6YnZEE8w8dkwm7L32SK/F4Bo/EPKarKdDIn2j90e662JT5BBJOVd49GOA3iq81Z692d31J5cUha2f3rPptBkmor4Bs7q/bebLrK7uYtZ+HqQ2gOtKV4HVax55Orwo6GH2AKgHGy/Q3gN6B9yjJ33NdQGwjbpKebAfkgAb9OlPf3rR+VgoLeJXmBtra7Z+7FitsWAJ9ecx7MFGI+WgRpwDaa6t1fF8UPCz473Rum39bVtpmzVtF+SBF7SHEWTlyIKk+AXHKsS8LjI2ZL0o2kW7+uqmrbr66mao+caG2dB2zM5utheI5XMcc7AiT2ycTFpx1thywXYueeEFOizd+r2ykkp+AmR7G6/IoqMIZs0VJupQYc8jjWNvpYmYPPvDIBp2iFa4bP3H4exZs+nGwDY2TpWTadhoYZFtgBmzukAoJOofBm88tmI8tmK2/irqeGhNgwrS+u8C1xUQ48lv2DxXEVsplA2xAkTrV4/MbND46efaWh3qyP3NtbWm/J8/H3tHzfxFOTyvF9rPykpTVUXzKiDzLO/roz2zL5CMYrIIZ84bauNGjW1Wx4OVldIYW9MQo37NfFlWD7fG5Fb16RWOlRfrYZyj8A97WEOZ4d8EGmftxVfzJMdIltIUySfSB8ZLMXq6ggdJuf4VoEVAOwmuvQKIThxQ49RwAXPOcynlRNFcVSEkk4kNEI+NfAIsKlLW49n5qY0NG42GVYQJmpFZrbqgA715FFtb7ddi3XNkg/fa6en6GTTjAq1L/gbrcTOzjS9ZL+UJCewpgTMEmUcPnWOxWVlxR2Y8Lj3Z+Dj04qxd7JX/gnfrOHfaUp/1BS4FZQPsn//5n7d/82/+jY1GI/v5n//55L0/8AM/cOCMXXK66iqzwaC2VvKr0KplA3lCUfMxLBiDa1X4pAHRiVbjmWpouk6tWS30ECYIOBtjjv3sY5A9D7bTV6jOh8We2ea4qXF0DStFcCyktEpHDmhWL8eepPN92HfG40pai3HMPD5XEoNVFHEfHkqSX8Wf8Oq9+ce/nKHkaNC9Sex1QTEYS3H7gm7GNUzMby3bx2OsZu0/OTAYZy/JzDgWs7bhDSXjOFViD2BX4Jr/7NflyWYCctYh6HG5GgGIvdbgX7X8nTVHAHAP85nTIlLvFo9KAQSwnLIHG+pK1VRj3gT2yEwOwSMwWyWGAVkh3i5z9koavmdGYX1ROIg3uhjFuAkDuD/B8xE0TEQXUWF5ySNoK3+FmJJWaBu0wBf/odPTI6kmXRSWBtf8Mv2IWSMMKNKhqqe7RqJScfcpatgMjJhxp53dzGqDWMnO7h1uFLaxMag82Ga1GIAFPAESr2ZAyx1m/rRZHf6l5P1CABDEq3eP+BtQxfh+FcrHvYbptP5ZDwjGgAsHkG3WBONsv3lJGwjC3p7ZffeFeX1IebB/9md/1l74whfaaDSyn/3Znw3vO3bs2JUDsNkSeh5stlxstVQ5e6BawDX/Fl2Vs0es03SJIF1tSDvl0Xs8gN1VNAXVnFaCa3H16Lgqp3NmIZgUew3KBdnesd6XAtEKtvmeRscrYqhHUgGsGNWLBEOIUYropx+4f3ubl3/KAdgrtC8NNYaaoyKwntTFIuDVxjEbkEY8NhojIw5dakONn4Ld2Rrkg8nERgTOFGB7da/ArBEWwlaLvdiRm49dQ96a2LN2PZju2GhUdqhYrfAkfe7owj6xDOuoFrMPmBWknWaWZ1E9DfktCh9cV7HXXngIe629oTZu5LxuGd2PuE13vkNQl249cifJ071R+B6DbCf2bWdaTz5nDzXaOssBsyAC1eg3lqFdfKVLbn2ZjX4EFukNrZ7wx7O5vbgqe3WowIBGclKg2pPRKObek+OI3M432RQXVAugrhhGZRlubNgGrSoCeQYroK5YfaU6zF5njMmrL7Omfw+y63mvmfQ7dV5osiMDbBzjxfjLDn8EnmwG3Nz7VA+2WZ2+BNglcVjIUQ8RWQh9+Zc3ZyCpsVDLBZfu6mozpmI0qpcgg8LmYcrTp21nOrDxZtOxy0NHmgXYJwXVZs32HRljJk/hsveajW3XcPJoVIeMlMPJX2iGfdx/f/0r9K2t+t/CfA8DbueHBTmeyeial64hAhq/qbGcSGv9oMIDXxHNKqYYDVuGj+vOrIk7WT9pndX1XC7/VHqzwS2sTqDExrpeO1n1p7eIhtom5I+Lz3GKGxtmD2c5MKsbsv6PHetd6TAkwB3aCbxR43piTSFr8c6YUmdKR6T4WME1o84IYDNDOM+aPhrZYDSy9dHIrr56WGWfbRFEgHmr52wgUx7RCEhxh5nPuahXXVWzYL3YaY5AqYxitClCBrwdP157Dk+ftgYTZseD3d1S5tgwR/WHcx5dREFQAHXXs+696qqmQnvEI+pzhIzMjvE7dA0LUVZ4daVZZ7lqr4uMUa1IXusQkdXVlaro3qgEdLY3EV2bd6vDPnYK4JHaQnh7aJJbdetsj7CuqdXAV+PtU04Ub9Qx0vGN98ErjRVFPIVlVpabJ2HDa0uhEQ+/+mobjQaNkJCtrZq/3CZOnGj/wdML+8KnU7ZaWY4N9exBE1VXu7vNv/WePw/cMLTh6dNlIoNmbtwo3HRavuTChXohdx3h8jYQCvr//X9uWR9yAJvpta99rf3wD/+wra+vN9K3trbsTW96k/3UT/3UQjJ3SekRjzAbDttWCsfcerUryetgpX5iIJ5rjTvyGg/AFA8pm9V9gahXzF4zfhcXDeeKKzQGm4G3xmS7nmvs+Vfo3p8YPO91R5CV612Wc09ZR+EgHtBuKXP1pDIz9biDUrGQrCjZcwyCDuTjGmzjZyS7VsdretT0WnO70ibvked9Idxb6eeimHmx0WPQwmxvNz/OkwtYsQO8ci8TIA8fxvNm3SiUgTYDbJ7dm9N5ghGedQobgsg9IzNb3yisKAYNbIp6njnmq8fwGl1OXfdMWmeoV29FEQ0BAw4ejYLwLlYuKGsX2vcUDBo0Cszp6o736s2svke91tzp1d4Dn2Nxb6ATBtek0Hamg0bxuf/f5X1kFqCecS/4X56X4Ln8eVA6PET/zsl6Qv09qMuoOeuWYrtbKD1mD/Zq+2+shVnnz6IYbPsciEF2Z9CbrEoVerARG4xzkWEbjWx9Y6OSY9yGETzwEmoOkROoG5ZvM99me+TZbG/elGeWQMAPOOb+ceXJBnFvHL0Fdoygw4wC6uLbnnBgv8N/Kr0yaS6Afeutt9r3fd/3tQD2gw8+aLfeeuuVA7B51mBkrTyArQhVlTzdo8rarG70TAp8zHxPNXe4cR4RvwfnqrjVCaQx2OopGdrM46XgGn9jANCO4rDZcxUQDzVqWICnqKMwkRSw1nTeGvHADLYVkXagUizVx82IFTMUNUDPhQu1Eke9McjGq5FWsnJllr7SWrFAgbWZH+vXBbKpSFWecQyjUmHj0SxUJAoJ4QBktlC4zl4VMGlzswZ4QK1m3W3J82Lz3kMxXWAbxpuBNd87Y9CwKKzYGHJSwwkOJxqKiKLhft575OkKnMMueqAM6qr8mcy0dqF7rtpUB9hrPIws4O0EwMaeQXZEWm8oHLtyPeUFjwD0tecdkGMF14jBVmDSVRcsy1wvEvFEQLstq4xhuf4icM2y7Hk3vQmPZlbqpa7egqfn4JIn/chr2DO45vAebxUQs6Ze53MvdC8K7UsSQDYrLOgZuHhRQRoYPfN2D0cj29gYNniIviP0s1nd5HmiMzuDIxn3KNUOGOinOk7csdf+8boaFJVlzrzO3Gah6PIKBBMcOX9ddMVMcmSKfj3+0Y9+1B7+8IcfOFNHgh7xiLrVmjVbtVmtsZCmAJs1mWq/mdKH8sYIC7dLs+5erAoN7Bcb5T494Qhgc/bx50YegcX1cim+zfYYqv6+jNe91iEkKD3aIk8GDy+aWcsjkpokg70eF9YG1g3vCMcCw0qphWJA5cVX0PHq6rCKw4VShJ2CocRj6vTFuY56MF7FNQbbTIxVvLaQ8oTgeykvNvJiRsOSo2EJsvnFAELgJRQ2BIOtEaNQRfQAbqkwEbNmvbAnFNc8QVBgjWMWWOSFvetsaYuilIvRyAbF1DY2mr9inl1qiYX2Pft4sNUfoJuGjAzGDzZBNXujdM+ZAB+44THCRxo3XPCeRx5wPaozLzzEK4wCbFxPrU9ICm3HhpW64miYlPc6pW+5uMwWXMOiDWUdN2XVk1NPT+PYi3KCPsE565sG4FeFonXA3l3OEMfYI1aX1kTmkBFvKT2ztvfai8VWvd3S0c4zZtaeLO3NmUDb1jIqGKQ2fOr0aSuKQcM3sLpKS1tarQJUdakJ7Gu7sVedraqKCWpKJ6/X7585QfACdtFzAVAoBdj4CBR+pLR0VEDymAOwc+65lNQLYD/sYQ+zY8eO2bFjx+wJT3hCA2Tv7u7a5uZm7x+6HFl6whOaM2g1gE57dartOI2u7dnMI7LZBtYanwVSG6W2i9MUV4AUjKcMbgpgawzf+mivFrKz4zquejwuY7DZ68XXvMmPbMWoAAqmU96PgaR55A0z4n2srPknFUNUADZenQBDy8w8jeFBRXGFTaeGNZKRDMcuXgEnAes6xpmKeXDs2Q7NiocVWUl7XjLOixLH9SGv+BaUOVbne9jDTpXhIuOxH7jIS0GdPl0LhheuEB0zr7UOtODKBLNmB9vzZDN5f4hgJquBmh0PRiMbFqVH24rCTl09qvQEeMhF0YmNEemER84G1FPlqRyPrfF3RuZhKigcvSjP44wPeQ0Q38Ax7/UY7+Jj5WnUEWJ5hRMk9Y8C8mjvTAd2//21H0B9BOov8AjglftZKB6HAkUs0CamICo1CpGa9sNzZrxVodxes2aER3gAtrwVJ1ZWqjWRzaz66yID6elsM2t7sfvo8NQoZItgYxjkcduGseMO32hUDiNymWeVuz4q51fY6ZGdPj1oqKnTp5v6OQWwtUOtWWbifqZZG45wmuptVCnaLooE4L26OrDRaGij0w9vjmiwsTFrFwYv99qPKq8HH/RqpvGKLrqiAPadd95p+/v79j3f8z126623Nn6VPhwO7fGPf7w97WlPW3gmLwk98pHtYWzdR11I2faKYdlgxnXHLlrbNjU0wt4P7u0y0Pa8mikgZdYeTswF2APba4Jm9lp3bZ42wQZyEISnMFnZTun8oMq5oH2DEbzp2CuYqh0ypVkFQflBj/OIN9cnsoBPYEKNeqoVdJv5nk8lZJMNN9K1qXvFcvoOIeA2g6d2YKPRerlGNhoye3vZ7QPvCLchFMyzWJqZVOGVCVxwZUIEsPnd2m63ttozR3GMcguQH8zO14vCbFRf36PWnyoOZ6/6K18FkoU/ahgjBMBuW15+y1NaHo9YYXGj7SoMF8hrkKqwvImqCrCBQhmZbmzYXjF0QbQC6hwMqv0r3XPHM8UClU2v2Oq4Z8e86nFmDcdmV3I/zcgMPNkqE7wwACsvs3JpTWtPZoS+9SY5dulwsxrEZMdkw7tu1vRqq01ihaXeVgbjKOtsWz992kajGmSzTk4BbDjczNIdr6rcjl3HMYtIFFfP72cnNVhUL8M6sKIYWjEa1rqaOxnKt6gA2qZ0aVbJ20MOYOP36Nddd509/elPt1Ud/r6SCDPKu1pxcIzJi2alt5p7pOy1jnqskSAxddmoKOtdQ8bqDcGcTSjywXQWZz2dzv4mQtrj7NlaU2C1EMRc58ZzOhOmojhrM2v8jpVZlTtJBucMsAvaWsaaw0RS4MvTbFLpxYzHcAgBbLNRBGE2ull5HfexLQDeQbrqQJC3MAPeq80aeegaeoTd0s4i8scr3TCoGI2GpTebAbVZ7fZjgD2d1u2IvdoMth0+V2lcDx55QpOSda+OUQaerIdj9mwXhT/8mvhu1faLIvknNLe8kfHr2hhE60QmJZ49pbxcZF1op0RXguH/E6CeALAJULP3YMeGla6GrwBFZiCkxU+FoTNLuM1H/Yy+cql9CVzTnwmpXwD3QYU1ZHss9a/EBfI2KDHBB4PdXRtOJpW3emrxuuddIDs1l8bT7VV4HxPAtTdvggH1dFoD8Bp1NidVCygfFIWtj0Y2Oj1sdKYuXGgC6y4PNretvrbem1fDz+Ncza2CbX7HaDQ0K4ZWwMHWpVdSmfcW/KZbHnIAG/SsZz2rOt7a2rKJ1NCpU6cOlqujQGfOmHE5FFXMzuFRqhrE1CpPtZkf5x8B69SQoX4e8Xps372fx/DzkY2Kwhh1CajBdPZHRtYM7LHGOYwwL6fmrX3NSimKbbH2JEVVrlO6R5Vxah3kTg82x3hGLiDPcml4SIRIp+VER8Tv8WgkiM/RHoDDNjZq9rGxhj3w2h2O9TucVW4nZukOGd6nylrsjY1GZRNAGQFesBrWxsa6DUd7zZ4dx8LAXY/z8qFmnJUeRxNsusBdIOsu8DWrhS3S9vBg87PKVL7mfU/zFbUpJq+cET/0XGOMzNppymMoJS+vXG9RHr2yRfxg/vEQnA7HeTHYDLBnxzvTQTVXlr3VqqYUEHlOEa2a48frexVUa3NUuUz163jwTJ0i6riP1JV6ryvQ5JHWC4eJeJlHBkCzTiaW0mSdnePB7vqfgZm53uwkoSMAsAxvBANsLiN6WEVRyjUqAc9ybMZoZIOisFOzkZHptP4UdLdGXHkh4fisVkvXAkmcfQ9ce+9TPY97MVjRVGWlZ9tsttzsCLynETMmPZdFMpge0pMcH3zwQXvlK19pv/mbv2lf/OIXW9d3j3qpM+jTf7NuJx9sNwCv0rs6alHUQ8rOe8ras6nRdeg/M9+Oix5oCNXQdpoSfi9pAfZC8zlANYIVGXzj/ujZ8bg5uRFMIu9fMZm4ytjMGhNnTI5T4SReDHZj4hRc91jLjJcB0yBHBeBstZSYt7P4vVJZ1QqNIyXAIqThUfxGW70hjDP1czg3y1tvFXscc7tRj7a2YVbSjI1RjvYQdxkyUhRmG9ecqo09WyEP5aTGXBVkp2YKpixWRAyuuYejMdkRY/k638PX9Vjf65GngyOF4ymoiDddCkwnjya8VA1K8UZjlrRzoiEirMzUZTsD1Xs2+xvf2Gx8Nm5mqqr4ujYvrzoV2CCCYl4Z5HNdDQZ7qCtmQUdkjI1Gs2UZVbaUoNcATBlUa5wKCgj9PhpVer7A+smzc3wpJ0yky2mCfUvH8wpBZm07wwoX52DUdNpkGoeubW76oybUqRsU5TyLh29smB2vK3PHhq4qw+e9fi+y3oU7UqTqyqwG0jgGeeophTvqWhjK9eaY2/nzGRm9zGkugP0jP/Ij9gd/8Af2i7/4i/bd3/3d9uY3v9k+97nP2S//8i/bT//0Ty86j5eEvvjFcjgnl6JG3TfdI7WtXuNWG85ACOd8L3s/hgVPYnAAi+d5TgFsHsqPwA+jQQXWSrPCDcgaeZMZu35OoPuGh4OHl6GEPW+15yZi64eN18BSUhfFtPxtOvS1Wa3bERbCdaeREEhjhckhhtHISFcbVKzDBp7jQbVo3rFZ7f3g7zOL2BFUXis9JOuYJRSB7NQ4qw7hKsBmpKPtbx6rhYJ4z3bNPDbzh54WTVoWD+WleNGVHoUOpjoM3jIZnK69PE/mPLAt9z44HlQjjNqMWHWxauPQ86jvlip+3Z7bspcaSdI99y2UDRoZox5sYD5eRQThIxVrPflR8tb2U/6b1UNs43G9lBvSGeDOGFnQKGYEsPvqd+zd8BAmBtoMthlIs/eD5Rx2b2WlVtS4j0fivOOisOGonOSMeRb4YyibVLO2KkMWzUq26QIeIK3C3Gsonkd90z1aWUnjq6j5efcdZZpLe//e7/2e/eqv/qo9+9nPtu/5nu+xb/iGb7Cv+IqvsMc97nH2a7/2a/bCF75w0fm86HTffckRjIVRCjzzeeTY0Wu64V4G1GYCqjfHTaUarRwA1yjHYeoYF4LM9Fo0viorhrQIyykBZJtVv1TumszI1Fq+iT3VvEybhoVonAxbLw9oczC1R+qSmG2DorDRaNBSgIrZsOfV7GAHOCxE465ZGZvFkx7xDaWoI8f36rMaXozvaggnbDJwlHq3pxuzSTaI/ePCRR03Ljifs9XymML1w8BTC+oda1quR/wozWVZRJ4jIJ1a2iTyEEB54T5uMBGopkZXTTCfmk3HbZXEqkhXDk1NRmfic8ik10/yZMtLy3GaaF+eJzQCSGsIid7HEyEb8bRcyAjBwIutq4lAeKNCQknxmoQc64hl/ZBueQAb1PJqg3mq6z1iWwRF5HXsWCnjGk/6RHnBcB5q8H6jSucMuEejZvipAm5Vg0g3a8/F4WroAtYXC7QmFhF5aAPsv/u7v7PrrrvOzMp467/7u78zM7NnPvOZ9m//7b9dXO4uIX3sY7F3wcxf9g4UgWIc59gVDyizF1ptCV/HtdbyOtFSXDlTm70JZZ7lSXkWNdZaZ+Z54SFKs6HGSpHOYvlalaAVpYqWmc3KVwF2YLhbipJngrIF85Q6gz9U3gxkb2ysN0JB+JhjrrtYr4qXlyT1FHKuku3qEOqziOvj9KKof5oDGdDYP27r7VH/EmxX1XS6vtYCCl3ebQXjqfbJ93ozkCKgrkzpy/xFWpF5e/SaBjChcWi47nmkVfb42RRo1k1BtA0aVTpJAGMNu+JrqRjYVF9M2aMhyX1liffMYu1nJFjiDrZhr2nVuueeLWDSYSsgPI69Z9SnjhooMLYFrPdZpojhg1naQL0DTNHsUORb0zVMRIk9AWoLiqIsWxfzvYm3OUt2Edi2gpbwPFlfw3K/Xrvmto00mBpOy2nb2gxSqqtrWUElDnNXekgD7C/7si+zv/qrv7LHPe5x9qQnPcl+8zd/077+67/efu/3fq+xdN/lTPfdV/4pHZSyS5FNUoXrnWsnmDv7TN6IHDtYGwrT9tqKUq0JKz9dGYA91t4qDSkA4wWReZJMHorGsRZayRt/TT3HwBrnCqRxPUJ5KSWKjSdZcaVyZaJyGWmCZ7NyDKY7s7/8DSp2aQgIj1yqEo0Urnq0IzyIa95xiqif0MhXdK+yyAMTSGNHUqqaShsm3m426h6T+JoylBm/tdUcNmCvGxfW68F453rsnc9bGRHTvWOc63WtHO8+kAYd6xCFVioPqeG+lHwlAPV0nPY0R6AZas+sfd2sfR6N/KgoR+zNqQpmlfZXdDPzWcTs9EJIOOIt7IwyA7iQeDmvLcgx9pFLVeVLj7miwOzRyLcTXBmclvKGMUWOm8j+wFPP5dfK7rINYD7W0GYlxo4aHWpWJw69dzAq192GLLBaYl2MbEKVKXH79uQgCkuJgHZKXel56k/pD+lJji95yUvsox/9qD3rWc+yV73qVfZN3/RN9gu/8As2nU7tjjvuWHQeLwl98YvpcEjFT6kJhQoQIBCQmegbOPdANB9XwBq/N/bAtZ6nwjx0JYYur7SH8szaf3KK4hQ85cZBxJFSzPVUeN7rKLYTTFerleulwDtzg5RZc1GjKZd5KqwoajChISA60MB636sW/mTKjvZZHsojD6sWRe0UYq92hOPYQZoKwU3Nd3MBN4OArs4iMs9Lo4B0xYyoXiPg0oXo+HuK8pg8C5PqmKriYuZ3IbouhcXHKgdFkR4qT4AUDfNQf4DKgV5j9kZAIpIDZnEXYFDd3cWiVJifVoOZD6JxnHKMJufceO2+S+BZr2kBVBFF72SAbZaeKxEd49ysLQe5S2yknvHmZWinGuXQionattoJXSOfl/DSWDnuNc2u4UdVxcYwVDUIgwdplXoyk5IXfX9X59P7psduJm0yqfsOi17/+tfbf//v/90+8pGP2HA4tLNnz/Z+x1wA+4d+6Ieq4+c85zn28Y9/3D74wQ/al3zJl9hb3/rWeV555Ohv/qap3EBRDKrnlfa8bZ6MMbGs4nsRuG54IgCidfIhNl3BA+tTq0R5sdLzTiLTYzNfOWo6k3qgu65pSAafdwFqD0x4qM6sbdE8cI1rqtBTmkcCl4ejUQWy+RG2Ywqq4QDiasI5P58KF/HwJdjiZTvnnO2uZ7e8OW4pjKf2y6wbaJw86YBtMI4Zqu2aP6ja35sQ6MkPrqViebq8djlAoqvj6Y3mKLM95nooUClSWCXzfbDA9872DKrP358GAPxzjigEX6uFz5ntTF0AQUlZgvNU6HnEWrUPXtUoq/k+lgMzZ3Qz0ucR0EbmlUlcaI5R5naJd7HyUBCuQ2yeXTFrj3Z658p0vRalo/ev19QrwO5gAGGvJ5SSp0gO8K61tdrLgOv8ZzE+B9AejRojn9iz7leaTtsAOjVgHYFurTKzWGV5APwo0s7Ojn3Hd3yHPe1pT7Nf+ZVfmesdcwFspcc+9rH22Mc+1j760Y/a29/+dvvP//k/L+K1l5Q++UmzAc2Y8BShhhRGAFpHgfjP2vwsx+wxNsN1hPlWwHr8YPl7ckgFr9rBP3wBwPa81l3e7ghQLwIImMVggK+l4qj7IDNNy43d8dyoagExVOrdx98w8zVMIg+DovypyLAK7izTeajcrBlCrMv0sfJLDZubtSfTePeoUo2K1gW8mZhFeqxyZ5bXeWXZ0kleo9FwFs+9bqMNWZ4S8oRjGD+2QIqoPEvFssby5YVfTSblOcsVGOxM+gLxebQsZWsyL6eNRvHkXgUAqARWVvwufp6fHY2aa8XxcTH7ycvYymXzxk1W8/QPZmsXCOAqQVYj0JzbLvk82qta8XCWmT9/MwLQeC+/k1WOqo3WT0A2BbCmkJGe48XTaTv8h0dyuKfDPRZFZpqPrjxEPaOunlKO59usTud7vQDheTuuXYA78lJHP0lC74mXip3JU/2Dm/WGqmEWoSrVPnhqL7Wyjje4zazusgV7iVmrXv8uuu+w6NZbbzUzs7e97W1zv2MhAPtKpL/5G39OhMqMWduwp2wSdBLSoCTRy1S7zc83wPV0p+m1ZoCNY7ZMep7ydquLCEbfzA/zyPFEe8QeA1Ve6nnu43Xz0qN79VqfSVsog3c/X/OIDQk0HkAcv4MtJ2tIAO+isGFRpmEVkum0+XMLvMZTqMhCSgGnRpC5iBGY9hRs38UqWCa8fpE3L5VtEc71PyMYhd3aKr3bo9GwBCd4uWf4EZ+DTGhhoo4pA2xYPhwHAHtq7T/cmfVfOWcwmVQTgvHLahdgI/aVURvKqY3II5YVBte6zQABJmvpmu7sK4gi2Ji1bPC1urhazPq3PYgmisfnWmwcY+/hKb6WOk8Ban1v4wcx3p8YU2A2ui8inpvATGFmqEfaQ11sQ7Rt6RCcB669NM4L8okwQ7VVXkgIyLNjkW1LjZia1ZXKssYVzhXJCgq6ZmWlbvRQVuiZeXwzm61KVU8ii9otg29WSTjXQe4uX4HaGGarhh3u7/vsxPU+APvcuXON9LW1NVvLXYP/EGkJsEM6Z5NJLTjl8cqs0Qxsc3PFtSVFUXqaOXzKrJYDTUOjUx3FFCpTD2Aj9IPBtnq3uZsaAWzPq2aWlhpOZ0p5qb3zCFB7MTdgZOTm6QLVKeDcBahxjfepe8zahojP1ZJHaR74tjLkYWhWLfPEHu4IcKtN0tCTVPp0mo7tQ5raWL431wOhnU51ECEd1R91dlFexZHskB2NBlaM1m2gdQNCpwhM8ZigVohlj9GkWKm9Sf1DpT2zxu+kF7Xue2E16K6WROMJXQA8XmwQgye12l5MgweuRyPbG61X7NjaKud/MStw3mXUvc6iWRvPaRWmCEWIog0UpOCeVJ+/qwPIrOVrzFbXBkynZSPp8kJHYFoZk7rmFZyvsc4yKysBCzRHgFvz5AHxaMN1Lisfo33qDD+e1+OFhHD6IkKyPIAdNQjkG2Ab1xlgM3AAQta6mXmz8QMzfr0S2Kky5aku9m5DTj3YUALoXau11O5sMzo/18qL5qmLcM+1117bSH/Na15jt9xyS/cLDpmWADukB82MNevKbCtN1v7+0Cb/f3vvHi1ZUaWJfzczb94s6vIoLKSqpAoU2weiqKB0qaPCKGBDNy5mXDLaWqxWZhjF1rFtlWZGymlpnAZc3YOjrdM9Dj2rfwvXDGrPQOMUDoIiikiLb21RsEqgRHnUi7q3bt6bvz8yd+Z39tk7Ik5m3rq3ivjWypXnEeeciDix9/5ix444c3XMzdUxM1PDzEy9P5IjciAkG+geY2+16IGZmS4ht2B5P/pf29Iea73/+ONF6Xj88aLksKToJfisYepQXHUMobg4MepW7LRcI0pJKiU25KbJAFdmSriHRaa1AtNpdL5TwEZCE2o5p5kl/wvRk2O83+ouZdj1cJcJN4/sameRnBNFKdmRpqOrQWfVsuU6VjZkx/W+VfVWH0pP5pLXz8eZYIuc8ogwTyI9hGO7dAaFWHtT862ftlrz812yPTPTJ9D7gCDBDn1CGvC/bmcS7N6vKURb5B8YBPIzSfBIjgbH5xhea7RapargiDbtD9DfstIjKnrSo9X++NXwK2RY/Vh+9ZOT5bbObZH3dRtkZ36McMuz+FxxyVWDRHsFD5Ho0HYM0i5YkVgufIawOMDuaYfCSrhM2lXKPX/tBeDRGg22S9KxBMJzhyybp5UiP09itGXbC88SRcWeOSbUTBi0R0BGE7jcvfPNVgto1Upt0oNFqsVnZ/npmD7MzQmhFjIty4TwMcYuNx+6cxxKBwDbtm3DYYcd1j/uea83b97cD/3wcNddd+GUU06JPzwBlQj2eeedFzw/zCzL5YsHAExjQLKFXNfpN9nfnptr9ch2ExMTrcJC//Jp2unpAckQ+dAcSaA5YqvVixHdTa1cSLR8nvw3v7EJtke4eYhaDVOzMZd2zsdCKHnPekPT8t+XClY2AlE87LXmyVEWwdYfgWFizPEDzMSAYgAkUHRDeS9kGFhWvooxY3h58lgnE+5Go0+4D2m1gOnuef56GBMa+emPczKpkeI0Gt1zupiWpzFkOz3C7VWDJtja2zc9XSTY09ODD2wQ3yt0iOW3enX30+3NI1pFz1KvPgsF5XehDXyPRFuyOIMBkW6jTLD1fmqYSOiT0U1jv9H71WZm0NJGvBde0vfYszHnFxIh1TjiCOxr1zCzu6iqLHWlB+O4zen26U26qtKGuAjeQJk4+i3o1dV0m5P7alWmF1MpflV3ptyWpGCx3sSwxNmqIAa3+9AxC16erKEtaw1FPW9BznM9hcIdgXLYiDxf54WGQkKy58ogdVRrMzN9eZQa7X9hUodnyU/HWLda3bJ5Cqvd7io2nuDVk79mq9UPF9EdRDnGJJqJtMgl73P6TmcGXS01D2AGAyI9R9tMvEH/ymAQUk2kpDnssMMKBNvDxRdfjPPPPz+Y5rjjjos/OBGVWENsjevDDz8cb33rW0fK0PLBEwAmetuaXANAC92GJcfm0TVVc+h0gJmZSczP1wudT8HevQOHozSkqalyg6rXB4q50UBRYYgkCLkWCZB9i2CzC8gg2NprBlQz6oBt2OWri33lwjOyLUxODpSO5ZLU7iAm3LItPVhee1eTbMtrHSPVcsyT/hTDJsdTYtdDLjfL468JoJRXenJGJ6U5PY0mebgla9p2yWjkzEy3WvfuLTpX6vVwkT27Z3GFUNVYqzJYP8lPo1H8yFqrVfamcwiMPLvfYWjVBhNM2askCa12woXS4SC9n5Bq/gmhbqt/vQ1UI9gN2PLIX0Nd6B1rA4M4bVZe4sL1rB93VLWctlpdcj1TVlV6WxNuvQCSnnilf1XbjmSdfxLVINB9KH1P3b/nT5bzPACpFlE/QrD7HurHiSB6QiJ1z4QbCBc8pEe8ygkVOsX5ENKVlp7kfwktsXpRkk89k5u32cst9STtkcl7aM4Qketx2cS22m/MzAwIuCbYckzHXLNslZQVBmUmvS8f5mL/kkBXoVTd3r32QHm3fyMkeg8G3mom2EK4AZtkA12OZaMqwU7F6tWrsXr16moXjYBKBHupluC7//778ad/+qe45ZZbsH37dqxbtw6///u/j0svvRRN+hrM1q1b8c53vhO33HILVqxYgTe96U246qqrCmnSwcMX2nMNdBsKe7L5WA3APObmmmi3JwuKWrwWWh/oicycvm8IWALkJ19Z1GQ7FD7CXrX5ebSVIpE2mzIsrYekPc+Zvr7GHgQebpRjmhArY10g1fwVRbZm1lJ61rR93teV70FLNrsG5D1pNwH/h4ZKBSkhOJbHXYxIKKxG8kesUzzc07SmqrwO0dccir9iRXF0kosvsMIpeSKNJkbao62rhBHzPEqoohWuJTaXvdkcAgAUCVaTY0qk7qzQIc6w7q0Q0RYyvQ8DmWOPtd73jLwHLYtMsMWDvYAi6V6gY0CPZM/MDEJhpD1abVXA9aLk1iLXsr9nT9FrzRFt1rC07vh5IyFW9njb81iHiEhokKvRKJLrVqu4zytBNRq9UUmZlKgLZnmwdZsap94QyORzTbK1jrT2GVX1p1YUsq9jgGQJOwlP0T1jyTN3Dvl+1uoFbIB7ozXWyJHnzU6xjfLPstkAyebMDBqiI0T5SCMKhIH007E9ZYdKu+2qKy62rn7LL7B7N9DpzGGgvfZi4LHei6LnWhNsHZMd+Fb6MsDWrVvx6KOPYuvWrZifn8c999wDAHjmM5+J6enppHtUIthLhR//+MdYWFjApz71KTzzmc/E97//fVx44YXYs2cPrrrqKgDA/Pw8zj77bBx11FG4/fbb8cgjj2DTpk3odDq45pprhnjqIxg0ACbXQrZXYGCu6gBWYkC2xZvdRKfTwuOPr+yPlgJFuRBvNsu/yIW2U9i+e0Ced+/uWiHZ3rWr+3UcsUa/+U2RVP/61wVJEcNuGXWPYAPpysOK9YRxrg89qZGtEk/24H29fJH0Xthqyr5UrNyHXwSfj8EyaNogWPsMzQiYbPN13vRrDc63tYadlFV3NJwOS/OII7phJEd0V3kQfS2PFk+IJsJizzTJFm6gF7VhcsQju0A5BEXQnTgDTEwM2A+TIT3goZe2XLlysFSfOIakSc3MFFcWAbojru020FrTRJOVKhdADLpeUkUKLjP2du0C9uzBDNAn2LItP97XsukRbCsG2yLYInNNdWyBtqUlybHWnj0oQGIc+KVIgxB3rQ4PmZ7GPjT76kpUlbQDVmXSTnbsGGxbEyBZxHQ0gcBrK5Jl3deW0A4mIqJmtOqQ6/RkWim29O9XrCiO9B9xBH+3oD3oSVi9B+uLOoCtNwRV9AMX3tMbeqRRk21vX6eNQetKLisrn3a721BYh7LykKE1VjTcXllJybYR+6NHjEaZG2E5oZhgsz2U+RCNmRk0H3/cDwkRXbR792BbFJgm3wBaaw4r+QXktWhZYrnk38wM0OnsQVdLCcHeiQGpZm/2Agbkm2Ow2YO4Gx60bQmlWyx86EMfwrXXXtvff9GLXgQA+PKXv4xXv/rVSfc4IAj2WWedhbPOOqu//4xnPAM/+clP8MlPfrJPsLds2YIf/vCH2LZtG9atWwcAuPrqq3HBBRfg8ssvd+NzZmdnMSvjxeDlXvag2zBE8Abx1jokZHBOlBH1nAHMzbUA1AsOQ+4lhhqJKHfzs7ZigcSTzd1MsWRyrGelFubm+sa9rX7Desrk3/Jac2gIK5wFoLt6geVN0O4ky3vNoSAe2bY8t8MSbItQy7Yoa365rL00vKFPoPz1S4tw8328SZasQTlWgleLkEk1opSlfiTWr91GrRe/12gMQkIYckt5XGgVLC6OFJ2XXBMCVZ6Fzkq5u91d4qnee06996wa5ufrZvSPNZGx0ShWvS6bOMn6r3e6Ofg4TYw0aBJEq/LozizL4z51ziLYMdm0OrQl77Q6polBW9LyakISFpNi/UjeFhpNzFBfnydMieHWg256vja3Fd05G0yuAspxnkCnM5CR7mpQNbTb9b4ICEEWERZIMbWI6XbNHFW2hVxLn0M6fv3lVS1CLQXXscbSSK0F6q0MpegFSTM3N5iZb7VpK5TPItaArU9DHm6GJtisP7XR5PKz3mQFZBF23QlgPajCa6xwEC90q0rIiJZNkb82ip1duUdjZqZrJ3llH56dLnUlykoaoZDxXh3VsIBGo+bOIZCq0qFX5bAQJtcz6PKffSh7sPfRNsdlAwPZLPIkRtVJjouB//7f//tIa2ADBwjBtrBjxw4ceeSR/f2vf/3rOPHEE/vkGgDOPPNMzM7O4u6778Zpp51m3ueKK65wZpVyDHYNxXhr8VKLeEhoiDQkrZTm0G7XCw2XbS/gOx5K4SHMRNptm1hzCAh5z5hMz6BsxKsS7FBICCsJ/melYkImOGpyrMk1k2re1+EjKQRbKrufz1qvTFRyi2Cz8hdlJvfi9MOQbTaellH1oDsLTKhlf8WKwRCwZchkv1c/h0x3J0ICA5Ijt5Q2am3rIuuiWuS6O3FGK2Pt+dC+oXr/n1f2mZys94sh9kb3gTh/obB1uabJbakgoAT9jiLkOvRj2eRtwJdNSy4lPW9LrtuUVvbF6C+gF87FISJeObV7rPezjLUedmairQm2FSJSXrFAE2vLfzhwkHQ6c5ibm0S7XfZuc/E07xTCrV+/ty0hIq1WbwLjbqPwmmCzgDCpZsLN9Z+iE1j+NdnmcDIgTqr1Mf3T54wKjurYEMHmfakTEViLoAtEoEUhiK1xQmo8kp3ixU61mQt0rI2uy06PIjfm5tCQDi4zSh5RY8eS6HdFshuNZjSqDSj2oYv9GA4NEaK9l47LsQVKZ012BIohJHZ+Ugh2SpqlxAFJsH/2s5/hmmuuwdVXX90/tn37dhx99NGFdKtWrUKz2cT27dvde11yySV473vf29/fuXNnb03FGRQNOIeIsHKX+G6O855T1+1Dp1PHzMxkQTd4EQGAoZc4Tk+I9d69tuXiwEYi15bXOoVg8z9QNFkWsQYGRlrfw/KYARhMbJSfR5A12a7Xi3EAekWRAMHmSX1tU9Zr9C6a/XdSsxQ+x/uFCBdrL71tzZAva7nyPRmaYDNbFOM6O1scx5Z8aU8Wla/ZaqHdW1NV90vEe6chj7KKoEe+pVkPyLXMTAfKng+NOv0P5kvIHAgdTmoRJ6BIqIFBhIPksdEAmtMOofBcQ+J96r1fyxOW8ot5zRix0STdudUEmz3Y/ZEmjiO3wEu0qZ94r/l9WxOnYt7sQQeM24ce5Qi1ERltlP3uSMjsbL3fKdROWN12hTxbxbfUkxzrL6/qEWoJPpf/drvsqtdCFCPY2ojIj722ojcZehjKu4+ll1UaIdLtXkMuZ7VGt272L69NRwi21KHkTfQbk205rvMnx3jdd9Wuq5Brj2gDtt30CLbu/OoOdWMXzwvDYGIjewMk9m12tqvPiWQ31IdnBOz017xEZLAoc+y15m3rX0phdYQHkQMamWCPAcOsSfjggw/irLPOwhve8Aa8/e1vL6SdmJjQl6PT6ZjHBf4Xf3ai2wDEcEqsNcdgT/aOT6LbiCZ7x+sAWiiS8Drm5mrYu7dekAWtI9lOS5pBzB5ZHAlO5Djsxx/vx3n2gxx37Sr0LcVgz2CgGFIJthV33aB9Hd+pY834GSUPtngT2HutYzllGSJZ91AI4qpVg30dr93bFjItepkdQVz/DFZCxbCDWjdsQr76xy8xpBk4nWTAirPk++j9FJItmWeSrTsaEgbCdaYXcpcfAExPd5f2O6KJXbuKJFQg7bm/6o1RfKs/2B315KFFUeLzahuIk+xiKFen08LMTHf5zN27J/sRMUyc2aElx444YmC/2u1BfG6jUevWA3vCePFiXWBgQK574VncsdWhITN0XvaZiA9LsBsYyOQC7fMxYKAP5D5tYPAxGj38LpByT00V21qrhSdmati7tzxlRPZlsI2njPA5SVs08DMIDz1rcAeM20e3vck3Dfbunew3faDoANSQTqX2UlPYeV9dHdKg5VVjqzvxkimeLpB3EJN/3racDEK2JY0Qb75WlreyPNP6XlrXkvxU17e1nr5t9kPUSh9Y456vbANdcimyCaCvsPRD5SXKT8Ei1bpjbI0stel6vpdFsNlO9uWtd7yFgYy2AbRmZtCcmek2qpmZwSRPUVAMCZkR8j0z0wv3q5XsGlBuVlLFe/fKaJGwCI7Bln3xYu9GOWSEO8CiWaQh7C3VuSAT7DGg6pqEDz74IE477TRs3LgRn/70pwvp1qxZgzvvvLNw7LHHHsPc3FzJs52GWXSb+hyKMdd1dBuMFsh9GISSyDaHjewD0MT8fL1Eqq2YvoK8a4IlHmwrlk/92Ji3Iz/PeId64XqblUyDjnlDZgCKhbXWzuJARibhHOjIZJGU/T400VbeM12lIXBWOGZz4BipDcIG9EWxm2utZi2v4RHskPdK15+k015XPiYebGBAGAVSWACNVrO/eghPAOOfeK45KyF0Da8eRtxnbIOOMXikScK1eE5EN6Sr05nHzEyrX3Thg0C3HDrmWo2w9p1CC61mdxSD6zJCrkXIQ96wkFyOSrD5nG4xbRSNu3l/HSbikWz2Xja6smd92pxVFy+EJEadPdjFtXbZgM+rn9Swrg0m2ECxjcg+MD8/Gf1OFLdnb+URUUUSd+3q5717i55rPdvXWtNZ6j5V/tU7MY+x/pVeZihY17pn76fX1K+ywou+NUfCiK5tNJpotlD02vLNRYdJWWIrR4kyl/QOUsJD+Jxcw/+APTdCj/7Kv64mIeOFJTS1QZKOhSirku1o9ouqdbMVvt59B6yDmc/so+OeF5vT65EmOzRHnp0J9oiosibhAw88gNNOOw0nn3wyPvOZz6BWK/pAN27ciMsvvxwPPfQQ1q5dC6A78XFqagonn3zyELmT3haHh4iXWjzZjBaKnhQ9LNLdb7cnk5VNXxdYBFsTMI7P6ylw7THzfpYHGygrCFYIXqiHEGudxiXZPLHRMNIF1iZWa8WKMrnW47Kt7goYM7uLij7kBJJtiyvz3Da9Ri7QI9lyE1H6ltdEoNdHsoaBtddqGA+W1J9FsEUh79pVNEyzauiOjHtzehrtRq1fH3pGegqhtqJkikpYe7FjXwSrq/PsoQSdA+bmJvvphVBLvnk0mZ1ibMPl1+QCh5Y8K+XAN8yx4ehRCLaeSJX6k/y6cyYsxtk7bjVlzyfAU0l4e+A947agPdjacDNEb9fonLSXrtND/qU9yvuWsNcQtJhx7HWjob68q12Ds7PFsBDuZVgE2+tkexnTcs46gMGuZTmnJ6B7haZnaXLNvgGg2D8QeDpXP6KwlOJ0r4MrN5ClfwB7prKURdcBd445Rl3BczjFiLZOC5QdVGIrPVuq92vA4INt4gHgeGvtFVC/RqMZUlEl8zLQzTafKcsmh4ZYo5Gsv0WvH7xYUoKdigcffBCvfvWrsWHDBlx11VX49a9/3T+3Zs0as8ywbwAAjYpJREFUAMAZZ5yBE044AW95y1tw5ZVX4tFHH8X73vc+XHjhhUlf+CljDt1Jjmy0JYZJvNn7VHqg6LUOK//KvS/R+vLzLFjvfAq5ll+IYIP2LXKte+Ba0VgebgBlZWa5Q8XDwlYrRK57qxZIlYQiMKzJ95wtjtslJy6A8rXNlmF05GINHfQmD/esk0W2LYItMZUCNiJWLLu2YuKy0HkW49UrU6vVLNkpzzmmoY3r/LzEXbOMaKWsibUm2eyhrKMoszz6BABzveqvF94pv2PxQrKtkhVUROzMUQurZyboNS6PZLfVtpZNS049Dxl7xXSYiNxHp2/D7gz3720t0B8qe49gS33JdBFuxswnrd/gYxY6npNHN7TRttqF1+mS/S757nTmCyOMgK2jQ+2df60WyrqZyTUHm0uAuSbjWv6BsuxrudfvRP+zt5MLyR8SajTsyX8OuUajURgp9CbKyaP0CoPWoie6CBzB0mjU0Ggd0l2VhetCE2yrc2HZFwZNfLRsoCUjWn4BWz410ZZta7TJJdjoLufXJ9Yy6sA/zRMqoJxcjx5ao42enDIR13zI92Avh1VExoEDgmBv2bIF9957L+69914cc8wxhXOd7npdqNfruPHGG/GOd7wDL3/5ywsfmhkO4iVhD7be54mN7PGeU+mksU2i05lHu103dRcwUCwFBcMzz8XrYX3XVAIa9+wp9CG9WM8FOpZCsIHypCn5F+Mt2zEvW6HAsrwQf4GBSbN8/lWCG3mfAx9bLTzR7g5Le59V1jYrBK2D+Z2024MQie7xWnGFCbmBKHYm0kDRClkeLskgF4BHKYCBwQWKxlCMrV5bnOtX2CMXRupdFLZ80KHRKCziXpuexvR0t+1L9nqn+lnlr4aFiHb3X5Qux9myQpZYPk7rebG95TRFBgGghbm5bky2OMCkLFyFHMYo4ibxtuaoSahngbgH2yLU+pglp3JPNs7sGWMPWYOuE6+2Ra49Al+AxSjp124P6o2X5pMQEPm4jLXebjcmX7zVuzF4fynLfwmkDXAIkaSTECJ2kixAVhXxiLVu11Yff3q6+6u195ULJzHX4rGWmGyRb/7CjjU6qZmpJffAgGiK3GvvtZZ77oiLG79eL3qyAz0K+UqnGkQt8D1rnqYH3ax4X4h2NwSniUN4Yrsm0jwaJ708ecFMvnm1JdarhdYRl1n+52s0eEKjNclRqqeBgfbSWqUpa9TLcquy5rfHE2Zm0DjikAK/8AYpxDQNnB9MmkMTGnlfOJTlxQZiISKxKCVJt5xxQBDsCy64ABdccEE03YYNG3DDDTeM6aksGmKk+Y1LQ9Eea+/H901oOegKQGkZo9CPVizwlEFoP9mwojykxQY+RKoLQ81MBL3vFnOgr0VktOd6pjgRX5R8SogIg5267OwR8LVSjAXUBrG5Icnnbjd7GGLvVxQ/G1t9L74/f6VMjCUXTrZ5eFVYkUCMs3i9ev+16UbXi0QdEH4t3vcpGF4ns9gC2VMC2DJlXa+9lhIOINvFVX20x82L2Om/9xE0p5Ybb9/aDskoe8cszxuT6Niz9b2HQUhNWfVdbOa6k+Vte95rD5LGm0tjh4bo9qvjr3X7L01MZ7apVwvRHu5hCLYV5sDyzwXQLnp2Aqj1oIPoFXaBtLolM6PqXimKrnOA5kTI+7K81RzPZoXKiMLSX0KEHxoVkhVLZj1Ycirqhe20OTeCV/aJ2Y4eZD3sdHAOU3iO9nDzsX3qnplgP4khQ4egf62c5yndvLrWu6cPN5TT00aWJlPLgQ37A8KKASiHici1KeLbT6ONgTV8pz93zsSa0rbbNrlm2+aNsmqIc4f3rTTAgBw0GnC9l+bFelq9RajZwGojK4XRhtAi2FwY/TEC7bHhz4vKkLbs00/i+awiM9HWfN6GR5a0XHkEWwi1hnV9HcA+tNutAuljoucRhT4HaRntNMUiBEofMtgxoh2CJZshYl0ZPPGYfnN77c5LSn3by3t5YUOxDhdQ9l5z+/LaTrnt6tAFnbZ/zpJniYmRAlsxMiz3MgznLeHJYJmXNHJdvT5Y65pjn6DyKYWSl5Giy3pp9HvmY5bn2nES96/TfgrxXOvsA93twughl023SysMUeqN/lMpaGqHOHS9tZ9ko6VtWAKmoY7zq41N7E3jMxaplpJoB2O8I5wJ9kEPJtiyL6jR+XkMVitgRa8bkt+oLOetbJsEWntE2ONhLAcmv4XAfqrh9jzXIWJthZTUgGLYAn9vmAk0H5d1rygkBNPTWGgd0i++fEZZzxOyhisBW0Cl/iW0Ub8ba81cuXezAVuBe/C8D9qTJe+dDS4XxHIH8wiBnJc6ZWslFaENrVQOe7RpOLY53cDU1GBik55bo6tBbivZ4tVGVKWof88rosFebi+Ua2BNOp25vhebnPN9B9bMTLfJMSfq94t0wTjUyXHlWyvwWPBkzzPGVjp33kPCcYGZX8t1q9eu7/24vrifyHxSjWBjZkaW5LOGnedRDhEBQp4wG6y7y2+D2ydgt2NWUbxM39SU8UEZ+aqujpORGBkuvA4RkQoDBvIPxOWdR624oy0F4gkGlux7MARad5o4+5ZKS9W/OrqFl0xkfdM1ETW0WoegNq1uyPpNlhxkLzbXQavVry8vFNJDiFh7mopX7gnNldChXP2QL1k+Uyqby8LtRxFwXm9cO/F9aC7DujZEtD3vtr6netp8GnnOMdgZPcQ9JOZxbmV6QXyrx+qPuycb6BC08Q4pHT1po3TMm5CnvQ3yb62L1RisVqA78pYH21o2KgWclvkne1m69VOLez88t56c0y4gYPDuNbn2PFoaMzMD5ihGlxdBlYqSAskSG54Hu5d2cvIQl4B4TiOuw0ZDijDKsCVQ9lBCpRGvZbnVW2LEpEGnabfhd6AsAmp8MU53Ni2DHoMVClL1+uQ86HXqjQ4EAFMuuW4t2Qs53oqOCquNW04Mef92CIiNWj/7+j/k/LT6WSa7ZI+1yJdWVJYjZVh5L1XTfHHdZJZnoNzAJQ47Ag4P4VvxMX1bJk/WO/d4Pg+4MdnmlV9KX1pluyH//CKBshz32nTUfhnQ58ZhY4P3YHtvCZLFGeCvJOK/8uFH557MyAR7ZIQanj5X3NeNWSv3AmJsUMXjpoZ7hPyAFlK81FoJBQ14KP5a9h1irQ05G2+Lv6asySqKmt+BKHAm1myj2FYFbVJsRrdl8NioWsY25NESF3x5XcHBkDNQjMHWvZFGo+xlJyIeItQWLJJdnIQm4VdV4Q3zM7nmUK/ur90uEkTu08h+tCPmkW2FFCJdGuUxrtOjRgvO9fpa796xPEQJe2L5LV+ArtvuvhX2EfN6DePK4lEOwCLZoXbsEW6XOOu4GO0FiI1U8RyMqpDJi0BZgYUUl+Q3sF6hpU+tTpTOdkwHh57F/J/Vk0mwSy8Ivp1RISKW/Ojjsu91dlNHmrxjclz+SyPMbCM8GBXq8Y1yUwjzmPRz6Wi3gVpU8STo5iVGJthBWI2lTv9Ww7NmrnO6WsnxY5MOikEKuQQMVPFUewY25BnziEKot19KzytbePHXPOSuWRsT7JkyofaGID1jILe0qlR/7YqJdoKTpzp0JjzPdapHSzxXDL5Otymrx+L0Whot36mpHUj6K6UAO3brKA/1c6wsw2qhoyn2UDvhffkVJrQ67bJfePlR4Gmq95hLqkk1/0NdY/1720kebC6HRVhU2eVrfpaqslTX6IbSaiuehfb1Oqui/hljAA3wJzpixujZh+RKnwvJuZ7YnAqeDClYJAUWetfeSiJaB7MuZr0hx7QXvE+4W067ZDsiTgfdhtkeTU6i1qszz46BjnnyaHWC+bqUY3wvvW+mDwkebD2sq4y/WjyA7ozqDiqnW6Bt3V49vV7MaibYBzXkE+jAII5TiLN8ELzeS9Ok8/ybVNfUMTFRj3aoC1zS0kKMSAsLeaE8A51yL/k1jP8G7dec7f5iwxyHzTHYcl4+hyb/xsdktM3y5gppnRPzoLCSZ1ukPShJQu69O+vH53hyIxD1YDMZ60M82OzJ5llGOhZTznEB1SoiklYu5ZBufk1cDPkCZLtdPDc/X8fcnMiLYPABkHTvpMgko67+fXjETxvySt4yasu1mRk05ub6MZYiJ+yVErGX9yj72miH5kpYMtpEWT5DP05bE/lMiZGQTq/ilin1G4YYZd0Rs8JBtHOD9bHURJP2u3p6crJeUkWigqam/JUZdRw2ditZCn11V8s+e7G151p5sE1Zt6BXGJFnsQdb//TXXBNeEifRoxOsozmtp4M1JKptxQo7VESKsoAaanKQlZB8BViUkChwVkRCrnttvdaTVbGRertftt5+m9KkwLKngP0+k0eTYhyht808w+MhjQYwMVFHpyP8p7v60mB5Sz3Phb8TMg9bh7NsTgSLcTAQ7FRu9SSE7qEVibJNqq1eXXE7NGqlUQhv9FqScbEnjCnC7Hm1vN8w1/Q92NbEMCkTe7Y9DzfKpEfgKe4UxZ6q9JNh3SjkhfIerL3QDrkubLPnS/6ZrMsxj+TztYYh7i77VFbWlldbO5I4bVnWtAxZ8ijHdWu3rvfu0wU3PQvRUXkvRpld+jR5ijudXodVd16tDmxs2+rceve28tHvDAO295rLHYBXf3a9WzoV6r88Mjj4ee3Eun7w022S/2PL8sl+DQt+p5nlSP75p0ejtOea/oOyrnWLV/khBWfppzEpxCq6N6a/ZVt35kwDG1sWlifsTk5Ws2fqv+o1iNxDp3HJtqfAqMJCH+i0uYnNZXzew9yoaZxnve1nN/W3nOG8jYwyeZ40tq2Gxce5cXX/rY9Gaa+1XtosiVwzISWMIuQp94oZapdcM3mOxWDzcS57owH9uasq4YlLJpz76cH90Ym5uXLb4ElPnC/LwmnXk/o1Gs1gWIhFtJmwdKMnRIbES8nK3IuvtuCRKrtV6yZVCbpgXgiFENDJSdRmZqLyoT1l7BnjliPZ5VEoy0CHyHolefU6D1a5K1Yjb9syXEMxnj4ETQJYT7MeL57TbTJErL1wEZcBhFy42vUL2ATXINeLiiVSkOKRToHZVjxb4blqZd+wS/JZ8hSZrerBBqqTclOLiQ3l8lqg98n9ft2h1Lfuji4yj2miO4rEPEdGkFiHS57Ygz1P530Pdl5F5KCHNCRp0lpBc2jIpHFcK/Ju49RhxQzTNqW0MkW02YhLSVJ73jJMrZVEyr0sg20d07FurtILpSFoYUz1QDcadhrLq6a3U/RZUibGfV0IOg5TiLde99Yy/uxh0wS7NVgP2yPU3m+wGgCTIKGMPCwpSjoUz8fEyvKa2B6U0PuzzknRm6H3riuhN6ZtEV8dIsKhIvLfpu3QBGaPYPPzNOG2fiV5leUdE0m0511Kq2t5su5ocVwnw2oDsm3pYcurVuu3x1B7jXmyS/HXgB8nY8VQSHpBygS2YVCFxerrHLA+lXqSfa0/OazDuk8sC3Itz48pXWc5asSeyBdqPZLd+9cEW+TTItfanjLEtupjqXbaS5duiHpQFW6Jsg5Xn5mxdOkk0F+iWP61a3yf2peJ5iKvPjtut4EJn397xVl2yATbxWEofr1RFLUo5xUokuwVAFq97RbtD/5brXohVm/FiuK2pdC1h9bV/GIEewq5MTNTMML6RUsptJG2YjtZYTRo3zLUTWOb/9FqDT51rj95zsGNU1M+Q+vVg8RfC7SwWfpGK3edRutj7gh5jhHeLg0Ra6RqBM/6MIQcOygpemeUw4RFrmWpMclbIUykVojHbrcH5Fn4BS9EUP62TR2zsxLvxwpYSiH7HGurV5bQnkugK3tsFAaxt5OT9cKy6xaJCsLqLchPAkRbLWDlym4lHHooMD+P5q5d/VvwCt0ijzWgsA5uu3dcPr1SNQabXQWNXo2wjLZoW/9w6KEDOV250l6r3mKlgaZr1TOHzQJ1zM1xzcyj6zHT3ms20lYbAMpkWnT0YHtiYhJTU4Pl9eVT5/LjZfit+Gwpvhkewh+L8bzWIYi8qiUeg17SFBlPJdftth2PrWRf60FNrC0yXEUPh7KufQONRm8CMmdIbIokFvui18GWjMtnyAE0Z2YKBBookmzQNsuvpGur66Cu4XtUmStRaIih+RFG/enfihXdPodwEtnuLj5Tx8zMit7VK9TdVmAgWyKjIm9SYvnyKsdoA2UCfvAhE2wXYooA2+uhFXXReJc92bW+QbHsUVqWAtqG45nJiy09bn2leMR4WItnPHse7Abta++YpxgKvW0ebva+qmUpxwoIeUYs5c6P1I/XDnTOlk4/NugCyCQlHTzHHumep8Wc+OQF3YW/LDBAxMhKmAj39fjVcbuXemdiBXSVOQDMzk6i0wEGyleGH/XSbRw2wqSLyTXL66T6rwdtkm6CuqpK7YsbgVUBNIGqsWtXyWMd6whrsg2UDbfuCEsNeAa6GThXMOLex2Ss5Qic+tGdllC9D4al5f7aEE9i0NHiIWfQv2xrD3aTjg/ItZAJSzfLsaj3OhYcmkqqeVKiPk4rW5RknRupHiXU54GxKy6tT/W+tYCJNXBmmQHveUNlMmRn5MVSWBfm5/uebHkkP9oaXRK5tki5wPNKe7ZUjwgX3i/He1hlrlA1VrsfeLHFYy0/eanzKPIl7SRheZV7+N3E7ME+6LECYQ82k+imsV9U6pOT9UKj9da6T+KTHjnloS0MhJyFUg91CfSQc8iDLcc8gm09qyH55q8zevEDevm+/sPDGleTXu0ZkZWZPM+Jvr3mDyFiHX1vPAQcgmWV+GtsDFGqFE9teq35X1DFk6239TEVJqLjr2UJ3kZj4ESSf6C8zG6XZIu3Q5QyDy0CxVbJZWHvie4Y88SbyQLxtyZfJhtwbZitdi2VMDNTINVaDvmRFoniDrAci4WIaM+YRaw9st2XWYt5WrHZFaqL61se026LQZf2KqsQCMnWnSp+31wDktabF1Mm11xU8VaLo1P2Oc+liJmZdpq8pEDLJ3eyiWQXzst1VsdZT1QVpLyzSECspRctxwVnRR9P0cU6UjBaBJ1YQkPYvlj2R+yTLI00N4cGxb9bts0aAbboo+XB5m0m05Yd5f9gORImHlucQ8ulDMZNTsqoku6ssldaRln20TH2YIOOS6ltZIJ90OMIdHtk0gi4cU2iS8DFdDUBrMTAq83bLUxOTmJ6GjjiiO6Q48qV5S9+i4IvhSNIA9IGnOI6C+OrPRLX2LOnsI6nDFXJjw11G3HF4BluLfRsqHkoujY52S00DzPLeKwedvZmGDkQZSDGWaAv6xpum1xLer6nxZOmpgZVr8mZu4JATAt4Wk7GVfVqKrItcRZidOW8JuTak6W9WykEiVc2MMpXwwJarcHaxxIRwdizZ/AI+bDk7t2DYxxd8fjjK9HptNBV2pO9f/GItDBQ0qHWqglWVx4nJuqFkICpqUHT5E9exwh3aS3sycnBDVau7FaExBkwZmbQ7MmneL/2YaCMWU5FBegQEUnnQe6VQrAPUcdbABqTk90yHHHEQFlxzITI8YoVJUFZUIbTItTSwRLR4JChRqPrwe6GDPHIg4xkiAcMiL9//g1GFScm6jjiiCKhXrWqqJJET3M0mxzT4SKu7OsVe8yXRZWjvdDAQL6lkxaSc7lOeqxazq14t9QepaPbao0GGo1a/7Fskjh8XHSmvHNxeMitrWqR63Q2dXXJvgsuK9sXvaQfZ1bqEkCDvNg8mqRDQfSolDdXQuDZU21LWT6bIHtqhVeKDdUdYKoK7rhwx1JUlrwPVl27d09ibm4lBrI0g64cSie43tsWTSX6e57ScU2Q0Ctkgn3QYwrF+E0ebm7SuUna5wmPg1hsjz9aI8lARM9xIstLJvF+rVZXYHsajm8p5oeHmy1FYIUbaMOte9xWDFl/HV0WfG82UQVvmMT/9fNGl/F3BBjMVbXN07bKc254Sh5AtfhKyTSnZ/bPnhf+BwZfadQQA2wNF+ttTbzl+Tp/HlRMKYeJeDas3ab1gjEwwCtUaN/0dHdlkXa73gsZ4SFHsdo6/lbSyb/2XHbXOq7Xi0Ra5j/wu9V9vKQq0Y1Csw1hHD05bczNlWKwpfOrvVs6fMubjAyUjbbuCHuGm7fNuRFaiUVk1ao3q+8s29wGZLu7Rjobbx7JiL1/QIeITEy0+kVgcs3tgeOrJW20789yH5J/q1IkPY/acUiYFR7GYNnmfU2ute3w8pMKKXPvGm2/WBdXvbUVfaT7AdZcib6jw4JOaBlhbUvFi+3YUz2ixITbC+WS6/S/JadmqIjoltDokrYdgerwQp8sFTY3x4qaQ0RkX480sqzqieodN2/z82kEO68icsCiha4nGigPNdcxINhCqnnS42B7YmLStE+WjWKSXeiNa2HRikAUHcV5CoOxFIIQa89wA2XDHfNga7Jtkmv+eSSby+u5JQzFzkqcJ9RopZ5ipzzPiRXWw+dLRjZGtj3jxiRbMmUttWdBeg6WB5u3tTHWBfOIkyYR9N9oNAtDi/IvnFKaKjCoW72vi793LzA720Knw54QUdri1dSwPdgTE8VJjVbsrWertHwWMst1poc+uOCKYANAozfhkcfJNMFuoDzq5I00cQ1YQ9mWZ0yTbHfysTbmFslWbcbrqGr1xe8fKLaPdnsSnQ4bbiHaKe+fyfVkoUM1PQ2zs+UVW1Qrt5O+czAgFyVY+k4aPYeEpco7V7Yc0+Saj1sKTOfPA+s1yTN1riUUjEcItS5uNIojiRasPr8mgfpYkqODvbnWjeXlin0S9LaFZEsNLaArO2xTtZxaoVyAbVNj9rQheeFGqW2sR7LpveqIIa2+RC41xdi9exKdDpNkmdgossnbAArx1hwqMo8QwU71UWUP9gGLlRiEgeihxhoGs2ctD3Z3e2Ki1R+KZs+IluOYvisg1PMWNgMUXISNmZnCZCnLgw2MFiJierRZ8HniSKjXbfYw4qjX7bg/XZdM8rQh0NewjrJCRvhYf4gYKEt9ihbgzOh/8VandteteGttfNnwBghSEHq4uFHmluKxlhEFCQ3QhIpXzZqZEQ/2IDvz85M9oiXK2vJe9gtM/7X+11O1DWIyxTG2mjxFq8QjTFpGDTbZ3LWrQKbZSIsc6VCRUGc4JZRLe8YkyK1gwDkERMuqRaoTKkpfztWh59BKexh8xFBGM7SHLP391+vdvoNuC9wedMSahArJeW4fBVJXJSRMV4oesWIvdgiWnMtxTbI993IVuff0GoWJWP11fSykc61YbEus9MhSRXNRrCv92XR5ycDAsUFhN0KyLWeV5bBKDREBwnJaItceqU5UXlYTYK81y6jQil27xOEBDEaVQgSbJ6gz2ZbSH9zIBNvFUeiS7KKytj3Y9V5a8Vqv7Md1tlqD2OtWq/t/+OHh8Clp6AXZ0MIj3+9lpSdSsXs3+p/Y7UlLc9eu/nJDOk7MGtaK9bZlmwl2n1yLYudC1uvdimBWo4PQtYfbrIgeeoas2Wig1arpwwVFPTVVDB3mtFy9eluMvuVsn55Wulh/n10bW72WrfQILAvC43I6s2x8JY33cYpQHLa8EyZQITcu34tnJVI5W9PFovIIgCSVVwsMvhYtj2u3xWNd9JpITGD3V+/9Js1qlaIKdFE4hl46vuzR5CYpzZfJt2mz+ISwNMYRRwzYohRUCl6vozEzg8aePWj2QkbaQCnumo8B6QRbtvuyCZtg1yTmWhSWp7x4Asn0dHl9UadapB6lGXOHavfuQUds795BXcvXwmdni++/+1Gi+PvXTVjLrX7/HJNtFV2rK3aa4HGDXHPmPIeI/u43MFjaDxjItx6V8mRdy7ccY9kOybkm+VwWabtcTsp/q3VIv94lG+wrkFBy6bTIeUFIH7MK0k2OZbrZWCi/B76REGrtoQaKjYN18969gzrvKa3mrl3A/DwWSGb1nCaguk1le8pyWlBIrKCsBiqN2plAwmaVm4JUm7R9meYj50VOZ2aAXbtaPaItJHsOgxAQ8VTPoLi8qu4U7ym/ox6yB/ugx0qUCTaTbPZuFz3YrIhXrizKAHNHb0THhO6+s5IQqWCFwbOG6vW+F7QhVgvlWE5LEfAQFxAm2DUANSmgFJ7jxSxvmO5xp7gitIcX5d64YMWKIjdlxa7Tao9IbHhbfv2YP20tPI9Po1E0vlqh6wKx0ePgcTG+csyLf7E82N57sJ5rwQiHkZh48VhL9phgSXJuqsw5tXHm/omeX6mrle/HRWCx4WJzSECIbwQHVSwmwA+VB3BdceHlvU12l9YUj3YDg9Em9mAD1UNEABQ8Yw21X7MMt9fxtQy3rgMFbziaeSZXkVSTJmZ6fXVJl/I65P1rgs3vXs7pIusVRGRbiF5hgqNkKmT5NYnjjMuNdcdcOsgi+5asex5sXRkhmbcqs90uNn7twehtW3NiGNyRBsqTHL3Hx9pPyQfjNQ4LbHe8xgl0lZPUvWRoZga1XgfZ8mADZTm17Kn8619TCi32k+2p5aCS/LJzKtGTbcmi1QeRvoZkbdeuFgbcCOiSawndEk82e7FB/z4ywT7ocQhsgi0kWwZWZdtenSAU0+cZ9hJYAYrwiKYXb6I23BJgKN3QQw8tkLEmrcWbMpQFhHvcpfhvkU49IYOl2GIxUs4QuQMKFrjRGEwVE++I2ADpZ7BiB3we74Uks4F1JzhZnuuQsZUb6g6DNrwhRqHJNRN3rlNNsmMGtwrRpm2JxZRH6IlrQryleTYag5AQ2ZbHCanix4iXGyifk+zqInMR5Dk6XMD6iEjUkDM8ci0FtkaaGo3iEHS9u7xms9cJFq+1eMTGTbALHWEuOBtuy4jHSLaqFosYacO9cmXXU83vkFeHYw8btwvAfv/a2ynnpN0x2bYINXe8rAmxBd4S6u3pymD5tsitbsDynqyvsAq0nMsxFgCrQVvPZS+EBhNrR8+xLuYOttbFrI9j00t0GCUXpeSkTSXXLH/8EItYS8Nggi0jCvJ11t7iAjrmuqpNLcjtoYcO7KaOs9bEQvIs6aVirBhUoxrYzGhvNlen6PNB9Xmr/cg8CSbXmmCHJzmmIE9yPGCxEt2vOQp4XV5pSIMJVK1Wvd/mtU2yvgbGsX1BTqOFgq29NuJstWSb4+9kbbSeRqv1lh5C76uPQNpwVv/fivVjIddkWxNsj2hrK8nQSh5AozVQ6tqxw8pC84DQkCRXNStzrYdr7X1hcp0Ci1THMiZeJU2udZ1p92vIjWg1RH2dBSq3xGLK18DEEyLeKiE4uu6l+Oykk9vKMVb6sSq23iFQJEnS/NjR7HWCvVdSeAjXGcslxW8CKA9Fi4zy8P7MTHcyFYV1eR1hL0RE/nUsdqnjqz3WXuiWdt8yGTNItq4z5i2aYPPgjhAx7kzJfop4heSXwwt4kqPel34Hp2euanqvQxkSIZA60wqp984LlSaebB6lAsJyDhQVlVURKeQ+BE2y5Vi73W1jPZKtb8e6WM5rRzhXmd5O0ceFtci9d8JODZ7bwg1Ud5oOPbT7fsRhBQzsKQ2x1Obm0CSyDVS0qSKbTKxlW+TUsqFaLrVnQVWmxTf4x98r4Et5lFGun5npfol3ZqaFQZjIJG0LC+YPRi0gNsmx45/uY7EI9v33348//dM/xS233ILt27dj3bp1+P3f/31ceumlaDab8Rv0kAm2izXoEmxRZIPJMkDZ+8xtXEIu5ZgV26dtGQ9Xlniltk4i/IceOmjpLPSsAGVfAlklRISHvGZmCmtmF1qtXg5Ox/p5BFvH/YkF47KwC4kD6bThFuhy9eqj1t6HZo/Y8SXa25VqmGVbhzDyq6i19w2UueTHir+2XG5yUybHYmDZCmlDIWXnY6EC6cJ5GlWTa9mXd5Li1SIXVbPVAlq1fidSqkaSi93gKhNvl5ByifeTY/pRKUUPFZk92Ey4QvbLI9z9B0gjEbkEBuFZUjCxUByAzvH7e/cOZFM+TEPbAIpESxBaExkIG24dJ8MEW5SVtAdhnZZn26h7q88PFEVfqoRj7Xshru47j713650DgybN6kiOaY82twfW2VJtzcaCLfdepngUiQuiPQDDFNorvFURWt7lGOdPeyo8Jao7BY0Gao3u3JjGdLOQbYpOLH27JqWzBNh9h1bL6OjIO9E3bzQGbnXu+M7NlWdWy80teyqFkbhs2SZd37epKfYUKBoa7bnmBmsRDU0yEpSWqHXd2dWhetLEtepqt4HHH2fz150fMzMziXa7VdD5g8npwIBwr4SHpSbYP/7xj7GwsIBPfepTeOYzn4nvf//7uPDCC7Fnzx5cddVVyffJBNvB1FQLExPdlmc5A5gMawdtqqHmdm+FShXkwWII2jMmN9TLMGh2I64hWjO7NFEuNHtID0PyNrt8POKmeyYizVJgT8lLGfR277/W6E54ZHslt2Gnj8cVta6z7FP0YzIxQ+s9kB9kHWNypj1I3KPQ1+pt3Y5CP0mvw3cEHtlvd4eKZdIay4E0K0nOjjkeYOHiiTKXa5lwM7gqrCrVjh3dj2CZtFb98dqNW6/i/pmdHfQogGJHEyh2rhqNoueSybb8A8PJqSbYkgdtuD0PtuQtNPwWqRrmM/odcj9Ezlmd5NT3DhQnKmsVxGRbCLXW5/rDUqziXAKsCR2/FyZ4+jxQ7mBbnWv9DH0fLb9y35AOYITiNfTztS4i1IC+40NMD6sqPQ3FgtVnLDk7LJ2s88lg5wYHgktD4Amn3nvgMosSY9kch5zq2Zwsh1oueV+4gfOOrabCyb1OMVDuGEsVCemWfgrr7e4r6JLvbjV0y93p7Ovrco2lJthnnXUWzjrrrP7+M57xDPzkJz/BJz/5yYObYM/OzuLUU0/Fd77zHXz729/GC1/4wv65rVu34p3vfCduueUWrFixAm9605tw1VVXVXLpC444AuDLtKG22r4eambFrZW1/rG9C8Z6AoNWPzsbZjCsDFghaIWtg1otZSCIDUWyFg0RbGtfJF3u7cGysD1IiIIUj5WxJLV4O6eRbS5WaRm+ovbwSXaMaHvMQCAGl7f53VmE1ysQ/3PFeO9BN0QvZIcrt/fPoSJcFE4qxdBx8vKOhFjxNe32IA5QHhdbSUL/WwSLeaaWb171gJuoW8/yk4zyDcSjzel45ELLKXvipKK8VWMYeqQp9L71yBIbaj1RmWNsNDlTbVdHQwjZ5arRcmZ1sDRvrfre+RnsqNX9fd2h0kXlfTc0xJJ3jomSQgo0oWZh0ItFpxJsq2JjP0veLVjl03pPMTVNtCVpSHVZRdPF6d474PAI3dSyM9xIxHjE7qv1se4RAmn2lCcNSF4se6kbrdcD5K95GZBmKPqVneeaYGvnH8t0ozFY+UcP5PBiOFa1LSwAv/qVXzVVsHPnzsL+1NQUpvTanyNix44dOPLIIytdE5Gm5Yf3v//9WLduHb7zne8Ujs/Pz+Pss8/GUUcdhdtvvx2PPPIINm3ahE6ng2uuuabyc571rLLtCIWxWorbG9lhD7eeGFwajdcPAQYtVdaZErcPM5bp6eIQlh4y0/uWEtf7IcLmETcuA1eSZjia7fC2lyetpXvpa71jzUYDzUYx3/ozzozCF8AKdYOycuXuOxtGSxnzWDd7r4AySWKlbj1H503nV8N7Z5p18HFraEXejwUpP9+z3cYh09NYQK1PqORVyupubIv0SDuvGsFVoKsiZLuAsvOdq4CLbXWaRTZ1lRSqga2NWBkReDku3muxOlJ4dvtwYT2DHpNTi2RZBbeUF5Ms7crXQetawWnvKNU9z/GUjpP0N/g4L6UJ+OqpyjvXxQbKRdXchY/rFUckXQ0LxTXLtD71MgQU49itApL8FDrXo8i6rgwt77oyeFtXtn42h1Qw6+K0pJebvf1mA0BrBL08o+ou1HCs+pV6kPfAjinu4YlsWnrZ0tHWv95OlVMtV7qRsizqeCdLTvn+GLx6JtTSFxRVxpSi3babPetwXeVeSJBUiUew2+1qHuz169cXjl922WXYvHlz/AaJ+NnPfoZrrrkGV199daXrGvEkywc33XQTtmzZguuvvx433XRT4dyWLVvwwx/+ENu2bcO6desAAFdffTUuuOACXH755TjssMOsW7o4/PDiCggej+S2Lud5qJHlghu07Ou5CNoDU8iAVpJaaNkzVq8PiLc8lFu+3hfEFLmlHLTS0vnV1o0La7KWCFhZ6vzLeSY4dL5WqljjvrztkZsQ8bHy5CE2HGt5NrlsXF4LIYLN29Jm+Jjn1dJxpHKNrrOZGdRaLXDYDvcvdFVxk2RlLeSLr9GP19spNsyaJMU/65wZZmTVpx5qBgaFFzdtqzUINpYCiNvHMt6pZCv2zr2ehVSKrF5gzanwjLZhvOV2Vra0+uHmbbURq6je+9bb3vvW6ogJtZzXTpMaFmwmoTMLFCfQSWa0nuPhfNbLWrelEGyvIqz2Kdu6UlLCQzgPns5sNMohbdqIUl6T9bL1bKuequhgoPyu+OMzuozarnDePXukEWuw1k87p3hJG09ODdmUx7TbdmeUqQVTClZFopOFcANFsi37XHxdjaGO8vx8GsFe6PW9tm3bVuB4nvd68+bN+PCHPxy851133YVTTjmlv//ggw/irLPOwhve8Aa8/e1vj2eKEGjVywu/+tWvcOGFF+ILX/gCDjnkkNL5r3/96zjxxBP75BoAzjzzTMzOzuLuu+/GaaedZt53dnYWsxQIJEMNT3lKN0TEigHz+Im2V1pRW6sXWIq+BEtJyXHuhetuI4+z63N65phsC2LKyVCSpvKWfGgFrid0WNdZMEizqcgt5aevs+6tt73/kNeCt0NapNEYnNcvn4OTrfKMYnBlW/Z1oKpW5nrbgmfkZma6nqtGNz6ei2L1RUIkXN9ez/GzYC22YMkuYHeaPftWgiWjbKlYRuXd6m22XFYbSp0ZJs/jbS2LfFy/dzbcljKzDLdRKfqQdgLye7YGgHTxBSnvOhQqws2eqyMUwVb4gIn38zLlySBQXqhf0iymvHu62csjg/WVJbysn3VnQbeV1GfKvb3tGNHmZ/C+Vg669ywTd9imyJdyrDUkdf5SbShvV9HLehKBbuQJMsqHxSfAEW1SDIlE1VSD1ZeWby3rApHffbyoiEK7DdQSPvQoBPuwww5LcqJefPHFOP/884NpjjvuuP72gw8+iNNOOw0bN27Epz/96XiGFCKtenmg0+ngggsuwEUXXYRTTjkF999/fynN9u3bcfTRRxeOrVq1Cs1mE9u3b3fvfcUVV5g9mqc8pRgzKIjpKP1Lidf25KEA66TlhRZCzeQaKE/htj5mYC0sHAPnR8+S5/xa8dqcntPp+woscm1Bkxorr941ej/0H1Ps1kwuzku7PSg/Bxtb0MyUDW/sOm87lXRVhWNgWr3lFPk1huKs+bx121Q7JsXS27HmqeU4OsgSIg5eL0G/V+4Q8zGgzCxTiZYUEAi/azkWitcOjVA5sEbldDw+9yetaooVVxfb+/dGLSRPeuSxn+cqpDolg9bxEBmsUhFeYxdovasrx8unvChNsgXa0cHx5KF/K9/Ws739kB62rpVn6eUOJyeLo0vcQPmLWfrdhxZmj0HbPf1ePIeUNboUIthG3VqvQR4hcdVSHHmt2h+gKYjlC/BehTfBUdJVIdipWL16NVavXp2U9oEHHsBpp52Gk08+GZ/5zGdQS8mQwpIS7FR3/R133IGdO3fikksuCaadmJgoHet0OuZxwSWXXIL3vve9/f2dO3di/fr1eNaziiEiQFlHAXGvNmB3RDXZts7XsFBWllarl1arp/XKtj7H/9YSciFlphFSkpb7kNOElIu+l0WurWNVlDYjVYF7x2KESHtONKGWsrNbz/OMCGLBqHxfQVWDCxQn3jA8wij/fKzRi41vdL3ZzVZ3W2IvtQcz5LRNeVUaVjPQopXa/yjdj4VWt0m2QlyAWEeNC6ONeVXoTq8ugKW8dLlS91E+JVUi3AWIv1frPaa8W0v8Y++VxQ1QE+d4KU6ta/n9WKE8OlONRpe58NAlp/eI2jjlXm/HnCKcl0bDXsI1hUCHjnn7HmL2KSZD0iilFy8Nc+XK8oeh+N0wQoR6WHsJ2J0c3UB53zonbcuS00b5i5utVtExr5sm62NryVTeB+LmT7Brl1NHWDyCnYoHH3wQr371q7FhwwZcddVV+PWvf90/t2bNmuT7LCnBTnXXf+QjH8E3vvGNUlzNKaecgje/+c249tprsWbNGtx5552F84899hjm5uZKnm2GN9v08MMBiUQJGWfr3yPfVnv3uI0JfdLqTQMDZSjbnFaOeePrVZRFaj4tJSKwjL91jeRFE2ovDe/H4KXxLH6IcA/jzeB3FXKT6neaYpCsNF6HRrb1eU5j5c97L94EqIKy7977kN6EJyHcFne3bN2wjiMukiAWYmBdU7gZtz1NtkMdMus/tM2wjnuZ9OQrRpA88m39R7Ih1cFk20o7yrtMfY+y3Z9EZzEGj0mE3imDl2pIkW9u5FZHXBc2hpD8S/6q3NMi2l4abYe4fJ4er1I2uW/smPccbSuAQcPUI6l6gYHQvWMIvU/9bmKy5xFsK72TlRCt0M2e/UCA7akOiQMfCy3uNj+fRp5T4rSHwZYtW3Dvvffi3nvvxTHHHKOemf7QiU6V1EuErVu3FpZhefDBB3HmmWfif/2v/4VTTz0VxxxzDG666Sacc845+OUvf4m1a9cCAD772c9i06ZNePjhh5MnOe7cuROHH344tmzZgZUri9d4Dlkgbq/0Mc85WFL8XjfRU/DWtrfP/6FtRqoHLTaeHuq1jHq8KqoSbL1vMT7v2lE6NsN4L4Fq3ixObzVaL7g1ts3HtFaPEDdeYWAc/JMRakIxPgoochbKWErGU9rAOAy6dSylsJbBNrZHeV+xc/qR3vHg+woxAktnVtG1VtpQnFPM3acrY1w6AKhG9Kw02piF0nrXxvI0LKoqhGFkbVRbWFXOQjozRjrUdsiRoVftjVEOgWfm+F6MPXt24owzDseOHTv6/Ez41xFH7MDERJyzdTo78fjjxXssJ4ypNS8uNmzYUNifnp4GABx//PH93sUZZ5yBE044AW95y1tw5ZVX4tFHH8X73vc+XHjhhUNV/FOe0p1VHkKq/qjiGSt5VeSg1du2vASpBn3chn0Yw++hijdlHGm8dCkkd5TwGj2RMYZhjU+qF0untwyoBe2dso5zG5V7x3qlPdToWJPONRsopQXCS36Ni58mJ+LjVeVqnDKlkdqziKWPVI5+xfz6UxFKW9MfoLbaYBthveed8/aruOwEMRli16CkHdV7HYN3r5RJ5rKtwV8U5cn2Or3XxlLa/Ch1oK8NNcjYc3iFoJT0w3Z0U4h4ii5lnYqF/hKqGt53Bng1Jz6vt619C6HqareBQGRvH8vdPXxAEOwU1Ot13HjjjXjHO96Bl7/85YUPzQyDZzwDWOwOUck4WNAExWqVo/bWUwz/MGmq7I96L+9Y6hIE3vUp52IIeTpCwyJVMYyC9/IRyk+INIaM6Cj7FdKWlvyi/eYwz2g752GT+TaKY5+DKimPiQZbVYDHDIukfpx10OEhVlpTr/UK0VT7+vyinRslbcq+dUx0N8uQDkHg8ESJ/7WwmA6OmCeWz09ODsemgOqdOkGKjqxKXmU/ZdhjHPvjTDPMceO8yKk4Kpp0achJMS6ob8MUkAn2EuK4444z42A2bNiAG264YSzPqO3emRRkD6B6jzo1fYhUj/L8qkSyqoFL9Z57HgvPIxq6Z5VJKN4x6z6LgWHCZ6qcT1nLdlgi7z07VMchj1fovsMazdD2MOcT8lFFDELLCw4zeFQFKVUaGvGv5PCr4i32jlU5n7pf5dgwaRiWHvNkTx/nhuLJdGwELIWYh3SB1oej6EfvWou0A7beaDQGZeY6kQmX+roYER1GB1Q5HzvnHUs5Nwoi7aJPfaq29wrpa7t9hp0J9sGOHTviUfapvchhPXNKQZjesqFsQtOX20bTzJb5NS3erjIEGxpSZXJtGSfr2tDEQo/ZAGFvtpc/QYriS/1oQ6rSte6XMilyMbEYpIQx7LCq3h/2n+8TYpcoNs1Y86zCGUPVF/pcuIUUhx1XAeebQ/A1d3Gbmi6IVUnD/nvP8M6Fjo0TqV7IqvdhSBmsl20Rc0vXWQQ0tW5iujN2L36udS9eDhCwG56VfybrbEesZ4f+q+iHlHMo2++kQQljUCQGK41rv2P7w3ReQ8cZgWVEMsE+2LFjR1iJjMNzFlMABJ6UIKhqVwTaKKfMwQDFazUag6HuRm9t49JkL8+AauIc81SHSLa1frdFqIf1ZoeQ4sqzPC1eWr2dEiMdOzYuVFGinpdq2M5MqFyxZSB5O9WIyk/anmzzLH0lsxZv1LPsPbEYpp8YOqaL7R3TTc1bqU1vc4gtpzfFQcu/91XKkK6w7mNVzDhCwWIylBpGleI5HRXWfayXoIm4J58p+hgY35BL7B3wee7pCfHWhFv3BoVoh8h1TCdUSQvHRqvVcWPFT7XNnBW9b3V+F1DzQ7cseQrJ2jhICND9DKSLBXQ6KWvwLdI6fWNCJtgetm4drNPHiM2YjhluvW9dp+5prRUs/7GPvHlOH51OF8M7ZhWtWyW13qpC4gFvosGfF9YF8H6i4C1ybRFrVhBVZ+uHKsaDrqAQEZb0zEpGWQvc27b2q6KqZ8IiNl7dc7oqDDIVVr2EPqzCx/mctZYs3zPQMWZizc1S/7zz+h5AuDqtfa9KrCKEqoF/3odZuFmb3ySyCDSvHc2fG+d9ryI8pacrYtztCAgvW2n1OjS5Ww4yLNveGs884Zqv0YuXe/etGvcUgqdjWTfOzhYbs7fWrSGrQRJt/YC+LlhAbdCkyZylLFvnVUWKDdbZ1uks1cbFb7UUybbkM/WYdb0uSMpndkNB2AcJMsH2sGNH+VueKcuBxD4JBxQ/IetNalFSZrVr66Nv1jZfZzkwYo7WVO+W6LyyUe52EJr607n8pS/de9DkWhdEC61VGXxcX6+3Ja1XcL7G0oB6SJPLEDOclmaU60O9G71t7XsIGT3Os9XRseDVvZzj4zGjPIpBDn0Bihvm7OzgU8N8D76XXsfbe6aCtk/yEVWpIut7UJp483348bEmy0XXWQ3xCuYo+vsVTKS1ugpGQXm9DOvHBHturvhFC91x9tqXVUExWG0HKLYLkQHLfc+IhYQtFuFmnan3vfrQeskj2d6zQjKc0uEJ6VpPZ8bqn+8hab17WXrW+oJpb39fu7isnWd/OY3etorN2QXCUYCeadCqmtOw+i5VgyWHQLkjbKWVYylOLS4gQ9YDNDHf+8WQkmbpkAm2hx07it/yjJFryyXEi1173U824nwcKEmFbtfWV5V0GmB0R4/Vh+CiyrmQdwsA0Kqh0WgOetGS2JL+lAxqTcfXhVwKqcPJOgBVwEOUGilx1167sc6nEG5vP5aHWB1r7eylT637KoSb08VgfZxBhIM/owoUPzfMz+APS2iDK3mMkGrLOz0zU3TWMpcMebv1Pbma9LYHq6nE+v+Nhv2BPpFprkL9jCA8Qi2/vXuLBeV97oUARb3M7QoYrs0AZZ2u24VUSIiwhQigp/9TyXYIWjZ5Pybnck6vbhKTecY45FnXNy/xF5G9QuPkY1Y6vW/96Jx4rGeUtzpFbrlYXgc5BMmKdtYDvgzrZ5hNVmciteMrcikFY/vLx/gZIdmUSjWRCfbBjQceKC6hZClGj1Trfe3alRbPPWUtJfysHrRwW21fC76cq9q5DNkfT7A9J4Dm0Y1Gl2g3pxvlnrNVdq0QtHB7+1xpfJ133xD0exFjGiLbVnp9P23YrbCEEOG28haCpVyt/9h1gF/3kl4fs9y1nNbLUwo84sKEOiaXlqtWGrIInHLhWs1OSLUc2727KJO8r8m2FSmhqzG1argpWKEeXDw+z3I7PV2+Rpo8O/k4T/3lviwyLdu6krSbXyszqx2ltt1Q5XgdWG4XgN+OWK75Xl64mNVOQ6Tb2teIyY5lAFgha6Ij62/zPUbtROvtGDS7tJilV/cMazjH+rVahYa/r11D22i2Fu/0ZJb3ucoEMbub8k0vqRrLh8fqrASrMJ68pshlCtnW7587yiVkgn1wY8+eokTEFCMrZG2xgME2L6vE8XByjBUgwdJNlgFmueA0o/SoGw1bzwHlsFWB5RDk9N1zteKaxdZ2SgZZi1kK35sE6ZFNnZdU8PtLXUGEn+W1sVRjXDXPYmD1vz7H9w/Voa5nqxF6cRAhZRxrA6H6k3JII5awEEsuPWKj8+LUc0ge2Tax/dL2is9Z97CqxGu2FndkNaWbk+Yr2oBbz4o2d4voWYZbF3x2tritr/faS2pb4W1L3uQ9WyRufr6o+Obni5PutBfYa1chea4i19puWLKr4cl+FRIc07X8r7f1flXdxXnllUNSRxD1j44X4qzb9iiUHmDhJqkHXCyuGcueXMdFYpltt4u2dO/ecoQhw1Rbnh5meQzJpdUx1vfjQuvC6xDcAhaQNoExT3I8MLF7N9CkD0PEyI/0fufniy4eHooWyybHODxEKzeSCM1htLHV3i/P0PO99D30c2KGWgg3DyfrKrLuPzOjDXyPZHuaoYrinZuzFb5X6FAFxKCNsJVfqRyPlFkebat9WQbZ2x8HUowtdz6lrmVb9vW7YKKkvZCeV1Jve0itP6BImpgs7d07YJLyXN2pcOrY6sOxfdLkWuzSnj224ba4JDsavREob86t7ggzeWYeyP2OVmvgtJeqkX25zhKBEixSrL1i2rBzRXguwqrkWipAb7MOZ1mVSrPuq50vsi/Xxka2YsR6VLn2dI6VRsu7F4st57UrNkSux6VvLUieU0YRJb3X61Tk2uKN/EvpFMeqwLO3OqtabYntFPrQaJQHPvne3PcrjC7pjOgCzc35Hmyrgqx4bX1/Ro7BfhJjz55iD8tSxrLPSkpauxBtMdg87KxjCPW/w1A1p7GEXRtqSWvxF03SNVIWSWEnT2xemVYiA85CnmwmMtZ2CjTh0wVOMcjeOc9bxNdxpcTgGXyPMHrH9L28MnE9W/nWxjZU99oIW1bGWvHFI0kp78izSh5BUZOV+v+NxqDBSq+v0SiSbJ0fRy51VrXdsch1zEGkbZbXUU6tEuYgOnQLKIeP8EAbk+xQky9xOp1JS2lJ5eieBVeEJtgpISIx9qL/paB6X1eUDlAXsKynxGKH8hFKWxWWzHvH5DneTDyGFQLC+4upb3lC+bD1YhBt9lxb3JGPh6IoLLWmi5hibz3KIc1L+wL0PzfZQmRbSC61MtKe6tlZu/Nr6fSQ08SrhD4WkEaeswf7wMT27UUjHCPYbLVku9XqNkgJZOQYzna7mE7OcQM1lIdForXR9gx1lfAogWUDeMjKqgYh1Vb8JlcPx3w2uQ7YsOmMaC3FRM7ajmm7kNK33kGIpEqlWMdD9+RK8n6cTm/re1rPDhnVWFq5p5Ve17cVb6vZoj4H2F5Kfoa1bZXbIk1cj1I23aBXrCiHjnCb5HwF5HJmZmCP5Dc7W5TP3bsH27t2FWV1925/xRGuFh2TrWF1eHWfw5JTmXZi8ZpWq+wVZ7VlQsucduFL4bXhtgLVPUMeai9SAG9bKyY+zp0zbjfc+5ARkJj8xdqptR3Kuy6r9cIs8iwvMiT7/LwUUpyibzl9is7lvFv6Nqb7YvVt2GpuatIsWWa5eCynlipbDFvLTZDVFMs1+wrkOWZfT8uR7v3zEBsXUCrC8hB4sTK64Nr5dRAjE2wPLGFAMbTDa+3ailljOGwZPUXoGHFv3ghf5oWLaA+Ybvt6m7Mn21xEbWese+g5YSE5azbogfywcQlhTNFbz7Geb1WK5NmqkLk52zB6s088Ym61NZ0+hdRrwxUy0AzeD3Vs9DXD/PhaeR6DgxOt1QY0kbYYJlAmz+wVk1UVtIwSrC+r6mJLpAzvs23Shjw2mYpfRUg0Go3i6gPe3FkJPWcVxX0LIdycf64SC931dp1KAcrsQyrJ66SFvGReO7HaiBSOK4LfK4fs8X5MD2kZt7YtnZ5KEqvItfcsOW5dr49LHVk9OC2LVmiIbIeYpZcXzn9KmarAq9fevyez+hcLH4lFSljFt8yKjliSc1qd6XvqKQBuR9x6P5owcGVoWbT2dWWwrKfM8hycRA4ROZixZ08xBpsVtg6GstinKGdrBQIegmaLZSkVB2KPZFtzHd3GU+YJWc+QYsk2C70U01v6a3KyWGyRLznGfHQBKhZbkyStfTx4JM/aDhXeqgD9fiSNdRxICxOxyuN12lL/Y2XReefzIYRYFWDPJg9ZKb6f9mCHFLOAyTXLJy+pphduZlnU5IwbJAtToF5Dhlg3O3bYipHWEx511Vir1XkGO8TRBHoSo46vbjQGpFoG4CS9ZYetX1BERXGJ4bYMechgawajXfkWAWSITHKoh2RaKzfLOyCVkRJGwZWVQg49uefzKc+z9JWWdU/uY50JIByfra8dh77V+eJ6KMU/KHh1qJiqhIdYg3GaY7bbdgST58jnuROptpYphHedln+5Pqq2rAtZSYmMckE9Iu1ts1xLe9Ed4Eywn8SQ+CNrvVxR0l7wMStoJtp6aMQiIbxvSEhIf3nk2pvgq7PhtXd23Etx2CZ5+fMINeeBtwtebAS2Pch5dtVbGfMYikaKR8jTYqlGVZ4TM6gWmbbOh54h+eJjwxhYhtW4vJk+KT+LWFsKWucBsCcUsyzx0Dg3ZC536OMUQ4CrR/c/NNm2JkFKGsmyVCf/hxy0XpNiL3WjMViFwCLV8i9lSJlPllwxUhCtvEKufG5jUgGxNsKZ5oB03tYebI/B6PZRVWYYXgc7lsa6RueLX15Il3plDiGULsYivTRa33J5rLIBA3lNcWRYQtHbtmRUqzKLcIfS8X1TbawFKbpuBro6Q03AvGmIEOjCScH0UJsXjB4i2LK/EIqfzquIHNzYsaPYMnWICAcba48IMDDmOo6PA6WAsjUzJKTRaLr80PpZsdih8CiPi2o9pJcNlrTMD2VeJ1eD9prxPYthrjU0NdmUbW0k5D2EesFWwTQ7STEUIW8PVwJfNyxB88rPz3OItReyAKD4cR+rLvlcCKFhEj126pEk7xzfP0SaNKGemRk0SJZJyQ97KrlOdX3qL6hIuVg2LYGBb4usH4cx7tpVJNYS22nJrR6N73TKbV+qcWKi3i+WVIUWJeaW7AOQ6yR8xLq/XMPV41aKZawtBaXjQCUdB8BKO5MMhjxkUnjOuNVOJK01+1Pvc0UymCHpygh5WOUZ3rEq8q31lJb1GFmtCs9wyHbIuITu53UKOF1Iv3qfMpVt9dvXHqwcws1PN0+erCxp9+4dbWKy1ZfS6sjrG+gIN8u0lUyFZxNZHnk+hCWXvC+yKXLJMqmD0bV8djrwkT3YBzfEEAC2twOwvdjAoPHxMLRmxdYXs6yfA++UHNcjp3w7LlpIB6bwREtBWPfm7ZCTpRAqwhnjROK1AOyl7lJhVaJX6NTjY3PxwSbSFvFG2PjK+RLJHhUWoQH8tuz95ubKitjyYOtnanm0oDtguhFyA/Ti5SOwopL0ea/olsdMG2w+DjCxFu8Nl7HeS9O9ZmKiHuU4lmHW25KHWDljXNKEVkj8AJ0BHlr22knVNiLQbkSLEel9HjVhOzFsB5sxinxLHj2yOg75B3z50ggdt1yzVeqP0/I7lNl+ksYg2lKvuvlZfgTLr+D5GgB7cC9UFRrSdHV67g9WNVf9kyFlFEsn/EbLpSbYlnyybGaC/STG7Gxxsof+2puG7k7KPxNtOaYV3ojwBNji6doLFiLYKVm0rmUZYoXF+WKOzPloNGB7jxbTSOjMau1UVeHvZ2jjy9VSKduh+tQNhetKXrhuXHydtR8jTSHPZCp0B8yTQ4uUVJRTsVGSZUu2OK1ls7TB5hjsLrFmUm3VhRyrA6ij01kAUMP8fL2vujTPCKkoL99Cpq1orGgFhQy6VTlAsV1YnTFJI8eHQagzpoVKKojZjjx/aqrcpuQ6CxX1iyffBZK9HOEZmsXQr84on+UOtmRRH9fyrI9pnqqv5+LqbS/7ch8eLRZwJNvYq1HLqUesY+RajgHxuRIlZIJ9UKMNoN1rBDUANWkwHCrCsdgCPeNPYiBkWxqljK/ydsJQtAcd3m0JuR695/N8bb8ODPsSm+Soh5dl6BkYRNbIvXifi19YF9si2dLR0V5dy3tsGcbQvoUqWqvKFxxTEBo+NlCJ7HjHPYsDFEmRNDI5pkNDQiEi3CBFDtjDocMAPIibhzu+ukMskIWcdTllP3X0gepfy45loHmkde/e4rZUC0965GqanWWP9RwGBiVmgOoQbzZQJ/1QL8kqN1mZ9MhVxsWWfAmHtMpv1VMQnjHXvQzujFWJwdYdNF5ZRK6t130Ptre6iOVUkTZnuR4tne6xokS2FExmdQ7H7ZjwPkqTkp9UfevFUfDIsTRq6yutfA399LrXrKb0JMbQaj+jTHJkG6uPe/ObmHzL+680aGLJmFSA6GKrUqwQLiHRrMQ0we7Jmo6qHmMrXLbIBNuBF2Jf87wkrKA1WQaKjVmkUCQlpCXbbaDRtM9FwMKs48H0eZ1WwHbCcyRbz9RpNa/RDuLSuZhxYBe4IERurQyNw9CM4jLQSn/MCA4RVoVuy0xQ+J7WvS050J5qa6hfy1iqIa8SopNIZLxLveM6YiZ0D+6vWFXchXx4gQl2FW9lHeiNdMh9RQSYD8byKgh5rtttYDiNheptMxROxLA+BKPJtr6WyVlI4bFOEde+rmTr2hictrkYg3clL2/Uwxi4zzj1qv63YOn90FdyadvqJAq0PFidyRR1p++t7auc14No+jruyw1tLrx3w04S7TCx9LcUhB0kjk4XLaU5VVh7HRwfmgkHdj2JwY1Bb5uNCSjux6TQgpO2hoWx8i+tNFhetF7V4R6W0pFix5QRczHuIAMOIbEIqDHEV1KcPMoQI6+xiq2i6FPvWXUNbI1Ae/L4ujl0nNpGY70yz/J4FkqgyRHgeyerDvt7nvFQR2BIhJynlqxwP1ugZUPuOwgL0eQatK1/UOnk+AI6nfnS6JbOe0oUB2PUyAwT+j1Zox1VYHXirGFra8TEUpghFhWTFwshpoey/Cb1y1PbuHUT1qFVrvPSpOrPmK7mYRf9RU3rWYFjusMox3Q4iDVFQL9Wz4GlVaBlXy3Z188YFY1GwAYMw0/Y8Fv8p1cwj0PF1whZqPBbvsgE24HVGAqv0mtcAi2V+sdSbCl0o9FL/OQ4HJ5VhNcjDrHeu+Y03nMtRRYNjbDWIwvNHtdp9fHY80LnvGvZCFgGQSNUOQFUiru03DS8bf0EViy0ZpexRmGxS7neOqb39c/Kg+d982JsQ8/0oN5j6NWFbJjHq/xsSBlCHh72bttpdMd52Hzqe/SRqqBivRLAJ9P6fXM7sNqJ90yLVHMvQ/IUU16cBy/eNCZjIfmMIEkPVNUx7LDQ21ZaazuUjo9V0dcMHQoix0L3IZIdU1162yPEnG4U1eLlpQqYJwS/5MjQnMRrp5qzeCS7B4tDxamx5TjwfssXOUQkAGkANbUPUKiIfPFNQkSkgUkIg0dg9FAaN2qdPgFVF66IjeSJfHDUizecxeBhLInTlH25Jw9NW56BdhtotpT32vqEumQutJJIbD+GmLd82PtqcKWmpJMK610jxlUmPJaMbci14hn9kHL1zln342MCawRIHwds8sPghinpR4mDj40sRIh1iITKcUvUrRGc7j97r5lc9680nlKndDVoQ9Ru10vLfXP4ueQvpCM4j/JhGj7eR0xGYkttxhDrlFnHva876nvpNdC4Qlj+LGXHz7TOCfS+rnTar6n6C8p6rCFqjIPR6Trx9Jl1LuT00N5nPemHj/O/th/qWHumaIfkx/vsmfaqVafhYnIagbatXnVWQbL9tzJp8Q6r0Pp6PdKodLblmEx3BaWS5+VNsLMH24FuFG4jsSRHb4eIcqzb3Nv3BE53/L3tqgTcmvOTAo80eOmCXm7LXc/7PMGFMy5ptBKW62P3ThkmsAi3F/oRQ0rbiDG2HmpY8Mm1R4ZT8qe9FBo8xmpdr++1FNANetjOVgSWdzgVo/Kcqhglf8mvcdR6HvfE4VR4cW8MORaSCSuGzoPXWTWeX5L1VDtTxRbFoENJPK8zI6RnU/Q163V+trYHnlecvNeCkD3SSJ1f4WEY22o55K3tEE+Idu68Y3LcM+7OaE2MQz0ZPNiZYI8DowYfWjOGDGVpddoZ3sibgLmndX5cyzd7cpvC7UQ+S+u+eoqYvdixXoin2D3NFEpv/fN1qRjW6OprUyvdu0/ox9BDg/wfeoaXR0FIhkINU5/zLJf3icPYuwpYQl2cmBpIIaRVuejAW+3tj/68WL5TIm/6SI3r1f9eG9D3q9JWGCneAN4OsTNLRjhtTNZiMpvSiQ39h1CFMXp6L0SOY7rWSx9jj9oOhEg7BvYlFKFUpcpHQYg86z5EzMbzddwfKcAqkHitR8FYJ2EcHDigCPaNN96IU089FStWrMDq1atx3nnnFc5v3boVv/u7v4uVK1di9erV+MM//EPs27dviXI7BKwGmijFWjBTvr9icQzPBnlKYBxw7YBHhPkYL8/EX2cLaSev2x/yqui0+pw29MN6swWeUYwZYYsYe0Saj4UQmrgbsjyL7Y7lr/LxPreF1MlaMcvlbSO9mMOEcRXhlaNOP+986L5hpOa7VA+J9dc/ltLZ4XeqPZa6HSwWUts+b8dCnaxrPOLtnbfyFtMfw8CSKZ5UzrAcE3w85OiwrtO6ndsCs8mQLu/tD9P/qIJh7WrMXgP2evZJsAq5LInxweHBHjNVWjxcf/31uPDCC/Fnf/ZnOP3009HpdPC9732vf35+fh5nn302jjrqKNx+++145JFHsGnTJnQ6HVxzzTWVn1cz/gvHNKEDyl+RGgZO77LWaKDRqJX0i9ZPEqqsQxu1APJ61CmIOSestbBTwEuENRrF/WYDZSVpKWx+oMTatdtFz6qQRF7ImzWr3IMrJcVDo7WodU2VtiDPl/xxPvm4vsar9Jhx5n19Tn7WshI6htrzeOt8eOD1dDnwX47HPJhaHq1PYltDQPwOdQyn3NewZLEv63lgrxLPSeBVJ+Vx3fOpz5lHkUjLdXX16x7XxdIfvRtGlhndj56gXHeTk91Fhbme9Yo/Vidawzo2THvRxz14MmbJl1a8FgG2rpe01rP4fEzWrW3PQ17FCMj7snSkBO0zLF0V07MpBmZqqthAQ3LttCl5vI5sq8I1veaZ8qq8ouufp7bkmBFabnKEGhbstjdsr4LnMci2kqFaLw5bazA5FtZsHaRFbIe+Bjkafu/3fg/33HMPHn74YaxatQqvec1r8J/+03/CunXrku9xQBDsdruNd7/73bjyyivxtre9rX/82c9+dn97y5Yt+OEPf4ht27b1K+Dqq6/GBRdcgMsvvxyHHXaYee/Z2VnMyjeIAezcubO/bTUAt1GM22uS0Pj5eyvt9sBIs3DJrSx9Dfh6PIRYTzsFlh2RfQ4T6dc3ayytvUaZLaLJtZXeMwD8fGYsVn6qtg9PS1sEnI9799L/KV4xp7OXnP9UsLKWScO8zR+QkfSM1E5uqGPGVstilw7bjMVspsgSv1Le78pznb4ozCR6Hl1tJEYoRK5lu4aJiXppUMdq3qH8WpA8z80Zn0v36pI/yqIrQv61UgDKnTFuI9rQW22GZVHP30hFiqKUdCn7WgdZxNQ75z3TSjesu5blUqBnygIDgyTP8PSURcZ5m9tAzHtjMUvrPr1tHR4yTt4pj/J8I156nV3ALrZVTN0/jZqaUQtoYXKy+EWdHlhDhY6VsfSTHE877TT8yZ/8CdauXYsHHngA73vf+/Av/+W/xB133JF8jwOCYP/jP/4jHnjgAdRqNbzoRS/C9u3b8cIXvhBXXXUVnve85wEAvv71r+PEE08s9C7OPPNMzM7O4u6778Zpp51m3vuKK67Ahz/84dJxy4NdOGd5y/g4MF4m2m6j0WgWSDVD2ySgSMB1et1zD/E1j1/Kv2eXUu2VzP+xyHaJUDPJloQhI2lV1jDwDIBH4mJL8gF+oUM9InlGTIOHPGV8LEaqveUkQwskW8rbqgsmRbLP3kfZ5vOMKiEi1tAx71fBGNoTyw1zTX37Qd+/hi5Jtki2hTK5FlhcRfcPxyEyQ9Wrbv8sTwI9qUp3xOQ4EG4zuv3IeUtxWWXxOuesgDkvss3pYj0zrROGlfcqZDtGvuS51lIzIsNevcRYpmxzY9QNVk9yZBLO11v2t7dtFTl10m7M3lVR49626AQuiiUKHsXQ93AdJlXADxO5084RgniwgaKWSvNgVyPY7BgFgKmpKUzx8kZD4N/9u3/X3z722GPxwQ9+EK9//esxNzeHyUSH2QFBsH/+858DADZv3oyPfexjOO6443D11VfjVa96Ff7pn/4JRx55JLZv346jjz66cN2qVavQbDaxfft2996XXHIJ3vve9/b3d+7cifXr16OGYuX0G4RlxGVasBh0TjeKIVewOur1+iAsZMWK7leFJQpCvuRrTWCX46wf+d9zFOh/7bzVyqBq0bWTtf/ZdLkBh3jwvmDFioG2ZEPAlSbnmUlUcd0DZVLHLyRlyrdVcM+QpiLViGplK54HTbI5/ENvC1K+RCLg8nNMqo5n0qjiwW61isSpXu+2CXk/MqbaahXHV2WbDTa3GaNhe0W1wrO07Eo6lhtpyiK7QHc0fH6+jnYbPU82k+uQAWKC3fVca93BVcF5tPiLJdOejSnUi1V/XLfyz8twagU2UAZdBafDPGZmil5toFqb0TpbtlPiZDyvBDBo37ri9u4te+3letZvrK/4Pt7zdL68f5b9FI+2zoPuQIQwjH7l98JtRo61WkXDw9u6Mat9/jy6tbZASjF4X7a5WnQUovUK9X09m8o/jowR9cXqTfYt2R0JXED559EnT8bm57u8iYg2MPBgj5Ngr1+/vnD0sssuw+bNmxOuT8Ojjz6Kv/u7v8PLXvayZHINLDHB3rx5s+k9Ztx1111YWOi+nksvvRT/4l/8CwDAZz7zGRxzzDH4n//zf+Lf/Jt/AwCYmJgoXd/pdMzjAq+no3tYBXLNhFp7yuQ8UJYeve3B8yqqT6aLkWMvtee1HlnI1H2YJPA5y1BbebDyE9TB2hh5N9NELVRwI24sCm2U5Rme5tSoXHD42joVnpG1jqXc21r0dRiwp5q919ojor2RWsFxp0YTJ8urZVlH2eYwkQDBSim6xS1D0RDWPxe1GC4Sw8BrzeQ6JVyV8++lj6HdNj6XzpVgGegUQml1xqoEzuq2o73YuoM8DLhxxO6ldZon41Xl3+r0xq6zznvP8/SxvCNG6iiiHklgpshyrBtySiMNNNxY8SxT44XZ67BN/regm3hIRvVxXU28bxbS+sXgyWO7XeY7Wg5Jp9eM4YFxEuxt27YVwoBH9V4LPvCBD+DjH/84nnjiCfz2b/82brjhhkrXLynBvvjii3H++ecH0xx33HHYtWsXAOCEE07oH5+amsIznvEMbN26FQCwZs0a3HnnnYVrH3vsMczNzZU82ykoDWFYHg+GJtyexdTbGhGyxSRa9iUUjvcXm2BbcZyhZwzz/H5VaC3FN9P1ZYWIjBt6dEI/O8SSQgi5PSxt7XU49DnZ945ZXq0U77WV/xRII7XiaEMT1BjesL4e+reMrmW92Kuakv/4oeDl/ONXq8Nay6+1W84u0faiGQfEWu5hGW7AbrJViDSXKe2gkUbqXmcAsCtDy7jXSbbakhWLrYmCbKdWQKjd68l/FvHzGJ6+t0dqQ/lI7VynwGKPLLc631boTuz+Ak2uuQ3EhlgiZHsYv4D3muQc37uKz0Y36ZQOsC66gPe5moKIjVzwtmWDQoU1QkYK+5GsVcFhhx3mzrNjpDp1TznlFADAH//xH+Ntb3sbfvGLX+DDH/4w3vrWt+KGG24IOm0ZS0qwV69ejdWrV0fTnXzyyZiamsJPfvITvOIVrwAAzM3N4f7778exxx4LANi4cSMuv/xyPPTQQ1i7di2A7sTHqakpnHzyyZXzVvBYA2XDrUNEdBrPsPP9qqDdRoOiIUSY2KnDfE4m6g/7OA9eZITWbd7QsqTxoPly3xNmEU5+oMAzqClDlAzrS28Mz+hr8q0ZjIZVYItIe8Sbr9P3tfY9Q2uR6ypI9YZwWqkb/TVGhmegPdnUHeEUS2XdL5beQEjGYnIix3Q18DmJjui+mnqvGuvodAbvikk152nFinI+9GIMWm6tfFctd5QhWK4/KwNcKMtDWgWaWOvQEMt7EENV/RLy2nve6yqIebA9ch1ikcIemWRbJJr1lH5XIb2qCZ1FrnUMhCXj3v0qFFcu4ex69rTqq2eE7KknlywGfEw7+Qv5nqnYfrTXTgrJGeD3W3E0uDY3FyHY8U/RDNKlI9WpKxCO+qxnPQvPfe5zsX79enzjG9/Axo0bk543ZLPYvzjssMNw0UUX4bLLLsP69etx7LHH4sorrwQAvOENbwAAnHHGGTjhhBPwlre8BVdeeSUeffRRvO9978OFF16Y1LMpYXoakF6KloJ6fTBVXhSyxH7KdqNhr6FjGYwQhPw0GqhhAY1GrXC5hC5acdciF5pHzc11Cbg+zuHMIacKb3ukwdJ7evQ1VPwCh9T1JQWXAntKlck1x0OywbLiJL3M6WPWkCanq9Kr8Qh1LF3KfXVaq1HwMR0CYi3TJ3Vqeca99s15l1h5YGC0LS92FXJtNTwrJlPLpxxbscJmnRVgGUQOLxZiCxTlTcuR8BaWYW4SxeZbrCPdx9NyqIs4PT3I84oVg2qZmvKrcuj4TosRAAPCqeOuBVYnU37SZkTxyb1kX0O3HznmdcysSrQKr3WKPi7bWoZ5XxoKExrdoR5G/nk7RLhTwCRb8sPX6/N8f09Xy3VAmW3q9yIC5HWgHbsrq4dYKovB2fIGK7kJ6ZjrFP8Hn/dsqZZTLX/WdBL55+v6X/uMFZwzJsrHs71MNBgS7gd00+j4bJbNTgfYvdvJxOKsIpLq1LXQ6cXn8apzMVRVj0uGK6+8Eo1GA295y1uwd+9enHrqqbjllluwatUqAEC9XseNN96Id7zjHXj5y1+OFStW4E1vehOuuuqq4R5Yr3cJtuft0EZdh4dYDZP/PcllGAqQdW5IQEPOAaDohNDpLA7n8U9dVG8omq+LGWZd7KaktS7SN+Nta23WUaEJXyxcxCLeIVhEwnspgpgmT/Fee+Qg9RPPnBfPmnjlcWahu/DCQ6qMr2qmKHmUfy8GqkJ7spqmGD92YIY6nZxOc6+Q50wXSfwB2vhyNVgeMa8MlSuB3z8wqHeWUa53S8F4lVQVVpgI74cUq0aVvEinlJ8p+zEZ0y/ey4N3H49cpxIuLa8cFqLzYC2VaNVTTJdyw5R9NnCeTOu807HUPoUujj5etQnya/PMlS6CV8RQnLa2x/37Vy14KJic24LVSeZ9HuHQc2yCE0oWkEaeq3mwU/HNb34T3/zmN/GKV7wCq1atws9//nN86EMfwvHHH5/svQZw4BDsyclJXHXVVUHCvGHDhspB6C605QtNhpEYQm+4Su9rIxLzdBYadrNkr+Tf4gpcHIbufIZ4UeiYLlbIKHv8KcarCuthW5nyNNawSBnusliRfp+jxF6HDKp+bohU87ZOZ7lDtYea08bWsQoZf7YuKQzRg+d9lHtX+XGD9TpEMQEwIG3dmifBj7Ye4cmp9Y0k6/Vb94oZZuu49lDreM+k+E6vPXDGpKK8ECuPNIXA5I8NOmee0/JxLcuesquSHz1K5nnVUzrT1nNj8q/3RyHbkteUsBBvqUR9L4GlR60QkSodaacKvKxY0UZ83HM4WdDNP9R0Uovoyaq+R6H4qe+XlZQQCi+TVqFYhkM2VORzIUSOl3Yd7BUrVuBzn/scLrvsMuzZswdr167FWWedheuuu67SBMoxsJGDFK0WUCNaF4rBBqp3KWMS6pCQWm+BGzaCfDvv9t7jJicHS4KlcDp9L4ubWIJuyZp3PPrQUdKxARgFVY3+sNDGlp8TekkxMq2HC3lonY9ri5M6zAjYFqYqqfYaiDbMck921Vo/Hmdlci3yLPdJjWVSWdIrxfHtLK+1ZElkkKMj2u3BcZFTS0ZTDDdXi7csH69UWCW+M1mcONPsIdNeSp3xkMe20ShWjICJdRWCl6KrU9sve+sF3JmQF8mdAc/LkaKYY/nQ2+PEMLIt1+nt0HyWUMy1d3/5JRQ9xAkZwxTVyhr/A2H1lerDY71T0x7eVLLdaJTXbLfqm/e1h9o7BnSPBQn24sRgp+L5z38+brnllpHvkwm2h0MOsYcS5RjHYLN1knMxwy73SiHcahi/0Vuuz4oDY0fjzMxALqSNi4OSlz5mGQK66VI6aaFYT64iUQxcRTHlFHSWWkpZMxJR+Jbx5fPa25KSOY2UoU4vrcDzWuu8x1wow3iuuDEAg7rQ3mz9gQ+GxfgsK2SVzSLiIej3bzXAGMGWIEZunLygrMVE6Vlec9JZEs+zhCzKv6STKtZVIdXN9/XmSHjzxjyuqJcR1sX0qsGK7/ReWbvdC+3y3gFXyIoV5XADHYDOP32cK4k7gBY517AK4VWcte9VAIeChCZhaoLCn8EM6QQ5bz2br48djxEuK57aQyhsJHSNIKXTLPu6QXPb0tcTtI30wLcP9e+4Cco+MLh/zI6GBmxCHd5Wq7wudqNRjtsuyU6owCJz4snm0QM92Uvf0/J8i13h+RGMxVjha5mhIpN4EkE8Wh7JtoaSQz8rnb5vDL1GzF5sHcIo4CFl5p0CHm6u6sHmZ1lch4/pquJ01jm/2L0PzuiHamLGmk5nhoV/MTCE17OAGLn2yu3dS2/rYzoEhP+HVX5W/nW+h6kbvr/e9oyxxR654ekQEfnX964AvlyaG2fP2veKJ8VhO6ar1OvDeFXkGWw+F9vn+1YWJ61kOOTO04meW1/upzvRIRmy8mNVlv7Xety6vgrEk61JdCxuT5cNSPNKp3S8q0DyUSUcxIKnM7mxyX7svei09JMPzMSKpLetPkyovzGqDdXqK9QRDnmzATW5MQV6mI3/LXsqGdaVxIXXcdhyDChGCJSwtCEi48IIlu4gh7h5BKF4T73v/fg+bOT1MxiWh6bR6N/O008hw62Hm7WMWD1y6z68b/2H+iEaoXNB8EXjIHNsNASeu8PrGHkGOPR+vbzo8qTCM6ielzp0TWrstUVsdIPS9/cag1VWr149WfMYpDRKtlBeqBffp5A/O3vseOV9llc20LKYCndy+XpZmk+rgFD1cfVoeZRnWsWz+iJedVj/Zia4PXDB+Ib6gzP6piGloxWY9+xYe7Keab1/q9DRiuhBNw6Blp163SbaXjmqInQP6xx7pr16HUVnWvVnTW70ZN5Lk4CQeo2ZEj5mvZoUGxoqUixcxFNthftaSkNDOnqyLTeRDrAuaKgwuiL0JEc5BkScOJlgH9xYuTKsREOG3Ptcq2XcrXtpGCS71mig1aoVnDna2yVOSq0o9O288Nthevwp8dhMNiydGNSR+oIYSdMF9irAGgq13BcpsNKHPDtWj8bTzqnwXiQTazmXQro9ZagVKuc79F70dVXKGZLFmFUSdqlDRFhOtfzq5xrZkeLwrTj6QXPAer27VCZXlW4GmjtaryoEzU+sapEq0+pKhpr1F+V1+Ij1DLOCLC+XHnbm9UWtZcIsWQaKIU4phMJDTN9baVKVl+WxrophHAax+4X2GZpkxxBLo8/HJrmm7IeOOVmwVBdQVnf6C/ZiW/m6cdhOb7625MHzaOvjNSwU7Z2XKd2umTDwcqmKf5Tua3CUqCwGKykT7IMb0lL1MfnXDTM2ucpasQAIh4d4EtvfbrpKQeuVmJPH6mh6HM/TjXIfr5p4PzY0blVLdzURmtQQInOatYzLOHlKIXRvL0Y75TlV8hxSYHriiXc+5NEOQTcWL9+jvI8YAbIMrZ4IwLKYOmkqYqg5mVU8PafNaqoWeW407OgHXRWh/FhF8OZGyK8Ux4lBtVmqL+k1MjOxMhlSAHqYTse0eUNwVsc1lkcvb6FCJ7aPPjQZEY81ew4bjQEp52UsdTm9vMeenwI9OU3HWOvnVtGNqfNWQnXvybx63oLxSRNrwER3gGOh5941nMVU25nSGQ6FdpWcVaxQdEZC739yctDz12FbVgE4s9YsbE/fR9vg0i7TNy6MgXEcpJCvLAhigl9FMjzXbYx4qUbqCat1jsE2Sh8XL5zWqx50lj19yMd1daTkucTHNOtI8aJa5M8jetZarrFMMqrGInr5GNbTxdBea07DrpgqsGaGCyySM2oHx2soIbkDynFKXogIBxdb97GejWLIBxeRm2BozqvlKZN7zc0NyLB2CHm2KoUjhgy1rhatwqwq5/+SCvNkUxcg1OOWB0ql8H7sWZ6OsBCqvNC/heSlVQjcs2KSDdgknPMwjJ5gpF5v6URBTL5DjgZPpr1jMdlU50LF082EYQ1qxl57VdvpFYt9dlXmTTQaQCGELfZuQ+FZsXfMsqjXEZXz1qhNoxGxO0u7isi4MILFO8ghX2YUWMLrGfaQgdbQBj4GaqTdSX+D3nnKHDvpZYe+PlXF8ROrFp0mtCJXKN+lh3oZ5kxzIfSNrWssVjTs5B0PsRGLpApwrtWwvNacVl8z7omN4yLZKcTHkkWgTKI916w1E9d7fiCbzBW1x9rqo+lOsRWLLX09SyatKrWyHgrd0obcUmFetVWoHp/wygNCheK2abVT795eGi9/3n6KchtWdnnpPsCWF8ubLWlHfX7Mo+kRoWF1YhW7Kv/WNu8P+T5CqkuHCnu3izUrK723rYtpyS3/2J4KzPCQGFLfpa6E0Eo9MTIRfGYOETm4sXIl0GwO9i3lGzPw2qDzmOwQhLrUQNttNBsNNBrdGdKheGy9wo4sxccRAbHHhRDSk1pJyDmPEyUb7mHIW4wA8oOrDjGPA6M8J7QMktF2CtfosBF93gJbIN0AvBEFLz8xpFoly9Uak0NrDSzLcNNzuYg8CZG5Itse/rKwpA11cKWKrO2UKqyirkILr+jYTms6CVe9+XxPOfAC4JxGMqS91Zb3mtcetSpqMdqc7FvnLcbD4C83cqNhAq3Pp4DDR8aNYbzxFmL1mfrvGQ6LZDvZkI6wFwaiHVBevPU47aVse53hlBVGSuTa+sVQrxd79J4c6ntWVVj79sXzcoAjE2wPluDydkjwZfFLz3sm0DGhWmkPmV3vvLUtDorYJPHYs6390LwV79pYbHbhhCZx3n6MVOuHeF42K81SwyPAIW+0R65ToeuaLVWovoZs28nG2GN9nhymxmAHsmX1I/gWujoaje7KINY17Xbxy40WEef7xrLqqS2ruizOInNC9b2savOeG4VHioZtK3LtMB5sL2/WvkeuQ9fH4JHsUFqBtxj6UsLLe8ieWsdSDEdi+/FUl3XeMw8ehrGXllwJ9PLfIbU2tLhYF/OoRejG7AnzbC3gE4pl/CXHcSETbA+tVtyDrf9lO+RBA2yyre+dIjG9xlprdNf5TCXYQHlkxxsJlOtCo0AMb/6mLpJl1Pm6ZIVhaTWtGbWWDHmuY9fxMxj7m3CnEuuY59pCqpVot8uzY6268+o/FTGD7HmtgSJDDM2FiP0iWZN5QdZ5y34J9EiTXMOvSctgVaPP/16Ilv5ZfZWYWorKbRWCFFq1RtYu5DRagVnyPQxSSbbnTQgh9CItkq17axyfra/lvOwvVDFAsc6KZxy04aiSByOZ5ZkOqS1dpSGCnpK12OIp+phcY5Hrgvc6hpBhr6KrU5wzXoXmdbCfxOAhkhRy7cVBWJaKpTQ2pKjhDL1LPHaIs8egORMjNaJlmPC6lGdEDbelGb2esza+Me1qeWUtUs9YLMIdIsap5NqDdd4i0LpeOY3kYzHINe97lolHj3R67cmOMcYKqMIdPV7AI65czbp6q2TZ6vBq4633Q57t0GSrsUC/Xwtaf+pzIRkZhnCHXqBXwTqtbq+MmEzEZEh7swWLTbRjLz1GgFNJdixNiHBTcu+169U/RlVZVW1larG8eGyAyDVnOpVs6wyx4uFPzVqQITcdJ2d1bvV+Xgf7SYzp6YGx1o0rpFQtsu0ZeX19zBJr0sfWGECzMfBky4o53i316I2WTf3F3lSkEI2Q4pDjIxlsS0vuD4Q83F66FFQh1d4zeN+b/CjwrFHIS81gkqNXHUh9JykrDniWh8+FAhdTfglgkdfZ423rlcjPmhMRklFrX+fJ2rf+Q4ZbT4CUdbC5fNxfSYJVt9qVL1/gia0aIhnnCox9U170epXQKIs1WUsoWdse47IqjMmytXSfwCLZ3vNGCR9JfakxMm0dSyXYsf9ExMyC9iFY/4JUVW/lwduP2UcdriWyGV3z2hvh1Q8WZwlXgo5Zk+Ps+tekQmQRCDt9gm0xryJycKPZHDQSRshF63nVYsdDrNRCwPtaw0KfZHOy/TVamEKweTs2sprMc2K9ZW9fk0XL660ViHU/L11KXkMYN7keJ0J1xA1umJVYQkvipPTMtGxpcq3TW8/xjqlTulmEqiL0GEkfMvR83xS5CBnw0ORjK60V8lVZXj25sdpRiAkNgypy58FSpCFFN06kulY9jzZQJO0xVG1goeNVmGXV60P5MLJlqXFvoG7cr7JKNViDHjqN+Tl0r0fuZUjbPF0JsRV+QnEyekSJ22WnE8hYXgf74MbkZJqRB9Jm88XIdUySva60ca6GBTQaofimaqjCG0PHLLkE/GrT6WvDCFOMaOvjloH3SKQ2dnwvfcx6XizNMBjlfl4HQ16QDgORdPxcq05G9ZpVaTipnVndMD3SbT0f5WbkLahiQc9/4KYXMvjAcEY/pqosuZNfbJkwuWdKJ8KURV0o3f4ajfKa9ONc1WJYeUnpjIXyHFKMVbA/WGBqmpRjXrmHJeoJEKcT38LyUHsyp6GrPKUZpRTPI9aWamo0DHJtZSKVbFvypkm2/iy0hhVrwwXQecghIk9iHHLIYExGIxZoHGOOnjvIuifDMkROmlqjgWYDBW82X2bdhkdQUxahYMTkjhHqkXvHS+TaK79FEq1/DcuDzcf5mVblWcTSI+BefqvAekEhBeshNo2e7xEiNvo+fH1VVG0woRARawKknPO+vhrLe7sNNJrRZFKV8uPq9EJCUhxRVZpLTK5k2+ujWKRbp3VXM4h1MD1ZbDSKX4WTcBEx8np5BT1kDcTDRHSFjIqUEBLreSFSbiHkYGGEvNghxBp0avpUYs37MfIdS8dQdcJOJ8sUWGQbKA++xYi3RqpdDKk41xaywvC2vYzJDa1REaszqO2jljfP1rG86YiA4CTHgwOZYHvQHmwgrGBicdmcJiXYOGrgFQG0PI+NRl8YZa3sVHsSmitkcamYLk914FjyWiDXo3p8PUKrlY1Tn6VzqXkKpR2GZFsvwXuuvnfViWBW3kcNAQkhpbHEZu+FWCLfJyTTEWHxqlZQ1bnIhJz3vWZXBSF5032VqpMhQ89yM6P1lnduXAR4f8HrhFYhp6F7pdbHOMl11Uacup9ClEd9/0YbsvonclzLm1ZzVao1dZ6uzpPXjyjZQY9ccxoPITso11YZKfLsUcjuBW1e9mAf3NCWxxL0WBdUtnW6UA9+GIViEW7Z7t133GEjFmLyWMWpITDJdaoS0Q/zjHksvUU4Y/te3mIEfxQMew8d9iH3AuJeeiD+4quuZhBqKLHARE/WQhYskVADGIwQ0bCzVS2cjRhPtFaY4+uqDIgwUvsOwy4VxvfUqsuMDQ1l1Btp8thPVbYzKoZZkaMKaRylLOPohFQluCkdhmEUfuq9PXjOp8bA2cThInxrz4zKfujVW80xlD6lapLkaRhbaD04pGx04WIKzRvNtOyvi0ywD26wxfCUXyxUhK/1uqxVjDsQt7oe+VMKxuqtW7eqilH1pqlUJEMhVB03H5XMptyz6nOs9DFv87D5CK3FaBFtwCfb1nn9LCufHvS51LHU2AhRiDHGyEEgqyGblLpwivWKrPjritkz01tEwDPwMUJuVXFyhhw9ZXqwPYXkEe2qHjgLVTqRsYJ751NsS+geVRvCKF7xceZj2Od4iBksOs8LAcgpflxV2+c1tapNwpKjoIPJcjjJvnculBmLBAD2HJxhYIUjusgE++DGypXdOOwQqhIB3rYs1zCkO+RJlfNKeGq9tM3e7fVHakIKpsowdVUFE42z9nrro/TiLYZkea49bWwdi3mzPdKqnynQAYGC0LCc5y0IkYZQqEcKUxzGyFbtvOr91Jmy1n9IBi2oDmytl9YaGZJk3I/RryA2IDOqc8rKU+p2St9F/nnbjQ8NZcrzUnvpdFqu6NisUL6HRxj0BN5xoUrMAMPLRxXSPo7QlZS0VdMM2bHtw/NYy72cUcgaPUfmKnEWYs7WKp3d0PmgDbQUQEhBDEOmrc6slZa3vUnvVXvawRjsvEzfwQ3tmrEQU2QpFk0fSyXVloeH75WqeFBUNt3TdsMf1qstj7TgrgwSYhf7w/vsnfO0b9U0w+ZHw/I6yz2ANKItsOKq9XMWC7H5Dhap1tdpmY2RbO9YRUj4VcjhOozzJ9S/q3qf1H2PWAO2p9sk18NAG3vrWIgQpHisYwps3HMJYhjWK16FWA9z/9S0o5LrUfKTggpDtNx2va8ij2sEiTGyUylEvFOUhSV31jm5H2+P6tkOVmJepu/gRr2e1miqzhQPGfnQPaogtSfvkHMt9Fas6bBIItRVji0GEY8R5hQCnEqyvXtZxz1PNlB9konn1dPPYlQJVbFQ1Uunj1Wddh86N6zMBYy2J1rj5A2x12ali52zqitlDV73WVVd7zHjHiLXIaId8rBVfTGL2fYZwxLQKqEmoXulykVK3VXp2VVBiCzHzvGzHZ243+1fzM4txrBWFUId4w7WSGgKd9qfcyiWCAcMwf6nf/on/PEf/zG+9rWvYd++fXj+85+Pj3zkIzjttNP6abZu3Yp3vvOduOWWW7BixQq86U1vwlVXXYVms1n9gY3GeCZlxfZHJdoh5eKlkftaXXJD6EbyTIXgKYiqxHqY/XFjFEJdhWQD4ZARoPpsbt1mvLoa5/rDqcerLtlXhVwnM0b4hrv3r+M6jST9Y7F+RmpfbhiDHytqiFjztv6Prsmb0r5TSHXIy62f53nYrHCnkO4Extf2NYYhqoyqxDp0v1HI9Th7kRYiHmjXxln7sWPq+NjtX6rdS7VhVUh3zP6kyFYIMQWnn+six2DvV5x99tl41rOe1SfPf/EXf4FzzjkHP/vZz7BmzRrMz8/j7LPPxlFHHYXbb78djzzyCDZt2oROp4Nrrrmm+gMbjeEUSco1qYQ7hBTSXAWWwuHjVfMXe84waYYh3qlpNGJ1GfCApHpKPIWedBzwQzr2Z1xpDCnPS4kZDclIKsG2jqXkL0byetAx2Z5DyNrW8JaPrfJ1b8Gw8+hStoPEWh+rInfWfxWEKtrqoMZCrRjj7KxXKVfVtVBTnjPq8arXp54H0kg138vbl2NV3pung4dB7LnjINzD2jhJa22nwOokawzlIcgEe7/hN7/5De699178t//23/CCF7wAAPDRj34Un/jEJ/CDH/wAa9aswZYtW/DDH/4Q27Ztw7p16wAAV199NS644AJcfvnlOOyww6o91CPYfD52/bDHxoFUZaTzEPNwjtsTPC7lM+z9UxHr+Ve9NnYcSCPmglD8NFA2ziGmtlhtsuokr2E7pinbw8JzS9O7FKKtVyoY1oYxQlFCXloPVX0BQWLtbY9D/kJetVivxat0y9MWGtpOXv1gjBg2RJExDAEeljSH0o2rzlKEp4J3OmrvvDTDYhh7l3psHPAIc+ooACN2Pvge8yTH/YanPOUpeO5zn4u//du/xYtf/GJMTU3hU5/6FI4++micfPLJAICvf/3rOPHEE/vkGgDOPPNMzM7O4u677y6EkjBmZ2cxOzvb39+5c2d3I0awNaoqrKrWLQUxUh075j13sYTZQ+h5o3i3qxxLRSrxDpHmUA+/CgEXxMg2kGa8U92lw8TSjbKqwbiIdoqh9jwyCURPL4tZ5RExxPp2KfdMsXs6TXSVA94etnOsvdd8rMo2PyuFKHir6gDpbXwxZUaQMgQ/rHOoCjkeN5G2hCHlmEfkYse9/O5Pe1fV1o3DflkkOkSqY8e8fAzjhOwje7D3GyYmJnDzzTfj3HPPxaGHHoparYajjz4aX/ziF3HEEUcAALZv346jjz66cN2qVavQbDaxfft2995XXHEFPvzhD5dP1OsjNpDEdKN4C0Yh0PubNFfBsF7tYc5VIQFVPNFVvNDDGoBQG/FIQxWMO+50XHKQSrBT9i0EvNPu8QD6a/L0rvWWx7Qev9jwnhNd3UAf0+dj5Nu7p5XBmDe6CoaR1dS8AosXq21hlF5UyvmqtqnK8VjnNeWYvn8Vnb1cMG5bl1pWj1TzParKWFV5CXYyDw6CvaQfg9+8eTMmJiaCv29961vodDp4xzvegac+9an46le/im9+85s499xzcc455+Chhx7q329iYqL0jE6nYx4XXHLJJdixY0f/t23btu4J8WCHfh5S0nnnYve24AlaiDymnte/caHqM1LPVzm3PxRv1ffP54Y9r9NUabujoMozU8+lHON9fZ/Qfuq5EEH09q32qo7VsFD6cbH2xy+Uj5QyBOsgVHcaVd5NrIOV2m6GbZPLUZ6860Y5751bbAxrz0Lnngy2rmqeh+Egw3KgynIzX+G3uJidncULX/hCTExM4J577ql07X6QFh8XX3wxzj///GCa4447DrfccgtuuOEGPPbYY/1Y6k984hO4+eabce211+KDH/wg1qxZgzvvvLNw7WOPPYa5ubmSZ5sxNTWFKZ5FlIphFM1iKqeQRyD07JDXJiX9YiH1OaN4AMaJRmO4Z8Wuk/fhpQm989hz9wdSnlPVmKcQ5yrkGijLT8hLGktreVx1XhxvW5UVC/QnnxmVVz4IGfPU4yEv9ihpgXKdWft8H6vuQ+/IykeqzgylXWxUee4osrhY11VFTC5DeTmYbd1i5NWSl1AajeU8clAB73//+7Fu3Tp85zvfqXztkhLs1atXY/Xq1dF0TzzxBACgpr78U6vVsLDQNSQbN27E5Zdfjoceeghr164FAGzZsgVTU1P9OO1KGIdnYtzKbxSkGA6dTmOceRxF+MZBqvensqpCklMV2SjvaVzlW4xO5qhk2zqWkiaGKiQ6ldyF0nug+yST6Crvu6pcjHIsBKsTEiPZXhorDynHrfNemtg1w2IUnZt67WIS7xCqdGL1uVC+xmHrYtdWxbDtYX+Q1BT9U8X+eNdUOr88PjRz0003YcuWLbj++utx0003Vb5+SQl2KjZu3IhVq1Zh06ZN+NCHPoQVK1bgv/7X/4r77rsPZ599NgDgjDPOwAknnIC3vOUtuPLKK/Hoo4/ife97Hy688MLqK4gAiz/0txjXjEuxeNcvlrAvJtmukja1XmIkeBSSPC7vy2Jgf3U4Y0OP4zieAo9U832rep9GJXDjlsHF7IxW9YqnIIVAe3Lm1X0KERimg2DloSrGKeeL4fAZiUQhXS6GHU0Y5b0tNrkd9f5Vrk9pw1Vs/jjaZZRgp68i0l+cooehIxMIv/rVr3DhhRfiC1/4Ag455JCh7nFAEOzVq1fji1/8Ii699FKcfvrpmJubw/Oe9zz8/d//PU466SQAQL1ex4033oh3vOMdePnLX1740MySYynIUCrZTrl+OaFqvpaiHKkGeUjPZR/LwWiP4/6jGunFJN3DkjbvWSmdqqWUvVEJd+j8OLzYwx738pBa91UIXpXrFwv7I9Rjf5apij0bxRmxXO2eYH/nb8l0U7VJjuvXry8cveyyy7B58+ahn97pdHDBBRfgoosuwimnnIL7779/qPscEAQbAE455RT83//7f4NpNmzYgBtuuGE/5cjAcvJ4M0Yl20uB/dm7H8fzNEYhz4thtEf1Go4L+2vYethOZdUh66rhBVa6Yd7N/gpTGEd8aOz8sOUP1e2w4VhVO7LDhBoNi8XQ3Ys1mloVKSMJnLZKPhbTC7s/MM5wo1HvNWpHMxnVCPa2bdsKkQqe93rz5s32qnGEu+66C3fccQd27tyJSy65JDXDJiY6nU5npDscZNi5cycOP/xw7Lj7bhw2Pb3U2dm/SmCpPBJLfc9hrtvfBH65e1YYi220F8vjXSUvixW3utSjXeO8ZjG94eM6P2zaUa5ZKuyvEK9Rnrc/PO9LeU8P+7MdLZM2u3P3bhx+8snYsWNHnxwL/wLeBKCZcJd9AP6/wj1C+M1vfoPf/OY3wTTHHXcczj//fPyf//N/CivQzc/Po16v481vfjOuvfbahLwdQB7sjP2AZSJ4JpYi9jSEqt6AqsOaVa9frhgl34tl0GPespQh5hSv5jgI22J5C5fqXuMmvFXnPYTuPYxH9ECVSwtLFe/NGLZuxzHpbph7ZiwSFmcd7NSFNf7zf/7P+MhHPtLff/DBB3HmmWfis5/9LE499dTk5x1E2iHjgMf+UGjjfMYoRMq7l4XlqujHTS6Wk/eKsZRD0svl3S/3EZiqsjhKmM7+Cs9ZDCy3+RchVJW71PtZOJg6ShkjY8OGDYX96V40w/HHH49jjjkm+T65VWXsHywHg7NYeRgn0Q7d/2DCuMo0iqdsVI/W/vKILQZpWWwsFSEfNs50nJOIvfsdzFjM8g4jq8M8I4Yn2ztdUiyPZfpGRW4xyx3LgZgeqFjqGdcpONDe71IamXE/e6kIs8ao4UPjxFK1x8UYWRr1/vvDc7ocsRyJ5P4Inaqah4xFRLVl+hYbxx13HIaZrrgMJSkjYww4UJThcjRmywlLOdFofz37QGmr48RSdn4PhI53Rhj7w6udsYSYBwJfqi2mW77ILTQjI2N5YLkZzByzORqWa8dh3OEgGRkZY0Ym2BkZyxeLHRedUR0HEyndX+EhS4Eno8wspzCdjDCWo8xkjBmZYGdkLH9kZZyxnJGJ24GBrEcyMjIqImsNBQlk37l79xLnJCMjIyMjIyPj4INwLHvy4D6kTWBc3g6KTLAVHnnkEQDA+le9aolzkpGRkZGRkZFx8GLXrl29rzcCzWYTa9aswfbtX0q+fs2aNWg2U776uP+RP5Wu8Pjjj2PVqlXYunVr/6VnDIedO3di/fr12LZtW9JnTDPCyPU5XuT6HC9yfY4PuS7Hi1yf48U46rPT6WDXrl1Yt24darVBvPXMzAz27duXfJ9ms4lWqzVUHhYb2YOtIC/68MMPz4I4Jhx22GG5LseIXJ/jRa7P8SLX5/iQ63K8yPU5Xoxan5YTs9VqLVvCXBUp0zQzMjIyMjIyMjIyMhKRCXZGRkZGRkZGRkbGGJEJtsLU1BQuu+wyTE1NLXVWDnjkuhwvcn2OF7k+x4tcn+NDrsvxItfneJHrMw15kmNGRkZGRkZGRkbGGJE92BkZGRkZGRkZGRljRCbYGRkZGRkZGRkZGWNEJtgZGRkZGRkZGRkZY0Qm2BkZGRkZGRkZGRljRCbYhE984hN4+tOfjlarhZNPPhlf/epXlzpLBwQ2b96MiYmJwm/NmjX9851OB5s3b8a6deuwYsUKvPrVr8YPfvCDJczx8sFXvvIV/O7v/i7WrVuHiYkJfOELXyicT6m72dlZvOtd78Lq1auxcuVK/N7v/R5++ctf7sdSLB/E6vOCCy4otdXf/u3fLqTJ9dnFFVdcgZe85CU49NBD8dSnPhWvf/3r8ZOf/KSQJrfPdKTUZ26f6fjkJz+JF7zgBf2PnWzcuBE33XRT/3xum9UQq8/cNqsjE+wePvvZz+I973kPLr30Unz729/GP/tn/wyve93rsHXr1qXO2gGB5z3veXjooYf6v+9973v9c3/+53+Oj33sY/j4xz+Ou+66C2vWrMFrX/ta7Nq1awlzvDywZ88enHTSSfj4xz9unk+pu/e85z34/Oc/j+uuuw633347du/ejXPOOQfz8/P7qxjLBrH6BICzzjqr0Fb/4R/+oXA+12cXt912G975znfiG9/4Bm6++Wa0222cccYZ2LNnTz9Nbp/pSKlPILfPVBxzzDH46Ec/im9961v41re+hdNPPx3nnntun0TntlkNsfoEctusjE5Gp9PpdF760pd2LrroosKx5zznOZ0PfvCDS5SjAweXXXZZ56STTjLPLSwsdNasWdP56Ec/2j82MzPTOfzwwzt/9Vd/tZ9yeGAAQOfzn/98fz+l7h5//PHO5ORk57rrruuneeCBBzq1Wq3zxS9+cb/lfTlC12en0+ls2rSpc+6557rX5Pr08fDDD3cAdG677bZOp5Pb56jQ9dnp5PY5KlatWtX567/+69w2xwSpz04nt81hkD3YAPbt24e7774bZ5xxRuH4GWecgTvuuGOJcnVg4ac//SnWrVuHpz/96Tj//PPx85//HABw3333Yfv27YW6nZqawqte9apctxGk1N3dd9+Nubm5Qpp169bhxBNPzPXr4NZbb8VTn/pUPOtZz8KFF16Ihx9+uH8u16ePHTt2AACOPPJIALl9jgpdn4LcPqtjfn4e1113Hfbs2YONGzfmtjkidH0KctushsZSZ2A54De/+Q3m5+dx9NFHF44fffTR2L59+xLl6sDBqaeeir/927/Fs571LPzqV7/CRz7yEbzsZS/DD37wg379WXX7i1/8Yimye8Agpe62b9+OZrOJVatWldLktlvG6173OrzhDW/Asccei/vuuw//4T/8B5x++um4++67MTU1levTQafTwXvf+1684hWvwIknngggt89RYNUnkNtnVXzve9/Dxo0bMTMzg+npaXz+85/HCSec0Cd0uW1Wg1efQG6bwyATbMLExERhv9PplI5llPG6172uv/385z8fGzduxPHHH49rr722Pwki1+3wGKbucv3aeOMb39jfPvHEE3HKKafg2GOPxY033ojzzjvPve7JXp8XX3wxvvvd7+L2228vncvtszq8+sztsxqe/exn45577sHjjz+O66+/Hps2bcJtt93WP5/bZjV49XnCCSfktjkEcogIgNWrV6Ner5d6WQ8//HCpB5wRx8qVK/H85z8fP/3pT/urieS6rY6UuluzZg327duHxx57zE2T4WPt2rU49thj8dOf/hRArk8L73rXu/C///f/xpe//GUcc8wx/eO5fQ4Hrz4t5PYZRrPZxDOf+UyccsopuOKKK3DSSSfhL//yL3PbHBJefVrIbTOOTLDRbVQnn3wybr755sLxm2++GS972cuWKFcHLmZnZ/GjH/0Ia9euxdOf/nSsWbOmULf79u3Dbbfdlus2gpS6O/nkkzE5OVlI89BDD+H73/9+rt8EPPLII9i2bRvWrl0LINcno9Pp4OKLL8bnPvc53HLLLXj6059eOJ/bZzXE6tNCbp/V0Ol0MDs7m9vmmCD1aSG3zQTs92mVyxTXXXddZ3JysvM3f/M3nR/+8Ied97znPZ2VK1d27r///qXO2rLHH/3RH3VuvfXWzs9//vPON77xjc4555zTOfTQQ/t199GPfrRz+OGHdz73uc91vve973X+1b/6V521a9d2du7cucQ5X3rs2rWr8+1vf7vz7W9/uwOg87GPfazz7W9/u/OLX/yi0+mk1d1FF13UOeaYYzpf+tKXOv/4j//YOf300zsnnXRSp91uL1Wxlgyh+ty1a1fnj/7ojzp33HFH57777ut8+ctf7mzcuLHztKc9LdengX/7b/9t5/DDD+/ceuutnYceeqj/e+KJJ/ppcvtMR6w+c/ushksuuaTzla98pXPfffd1vvvd73b+5E/+pFOr1TpbtmzpdDq5bVZFqD5z2xwOmWAT/st/+S+dY489ttNsNjsvfvGLC8snZfh44xvf2Fm7dm1ncnKys27dus55553X+cEPftA/v7Cw0Lnssss6a9as6UxNTXVe+cpXdr73ve8tYY6XD7785S93AJR+mzZt6nQ6aXW3d+/ezsUXX9w58sgjOytWrOicc845na1bty5BaZYeofp84oknOmeccUbnqKOO6kxOTnY2bNjQ2bRpU6mucn12YdUjgM5nPvOZfprcPtMRq8/cPqvhD/7gD/r2+qijjur883/+z/vkutPJbbMqQvWZ2+ZwmOh0Op395y/PyMjIyMjIyMjIOLiRY7AzMjIyMjIyMjIyxohMsDMyMjIyMjIyMjLGiEywMzIyMjIyMjIyMsaITLAzMjIyMjIyMjIyxohMsDMyMjIyMjIyMjLGiEywMzIyMjIyMjIyMsaITLAzMjIyMjIyMjIyxohMsDMyMjIyMjIyMjLGiEywMzIyMg5g3H///ZiYmMA999yzKPefmJjAF77whUW5d0ZGRsbBikywMzIyMkbABRdcgNe//vVL9vz169fjoYcewoknnggAuPXWWzExMYHHH398yfKUkZGR8WRHY6kzkJGRkZExPOr1OtasWbPU2cjIyMjIIGQPdkZGRsYi4bbbbsNLX/pSTE1NYe3atfjgBz+IdrvdP//qV78af/iHf4j3v//9OPLII7FmzRps3ry5cI8f//jHeMUrXoFWq4UTTjgBX/rSlwphGxwicv/99+O0004DAKxatQoTExO44IILAADHHXcc/uIv/qJw7xe+8IWF5/30pz/FK1/5yv6zbr755lKZHnjgAbzxjW/EqlWr8JSnPAXnnnsu7r///lGrKiMjI+OgQibYGRkZGYuABx54AL/zO7+Dl7zkJfjOd76DT37yk/ibv/kbfOQjHymku/baa7Fy5Urceeed+PM//3P8x//4H/vEdmFhAa9//etxyCGH4M4778SnP/1pXHrppe4z169fj+uvvx4A8JOf/AQPPfQQ/vIv/zIpvwsLCzjvvPNQr9fxjW98A3/1V3+FD3zgA4U0TzzxBE477TRMT0/jK1/5Cm6//XZMT0/jrLPOwr59+6pUT0ZGRsZBjRwikpGRkbEI+MQnPoH169fj4x//OCYmJvCc5zwHDz74ID7wgQ/gQx/6EGq1rn/jBS94AS677DIAwG/91m/h4x//OP7f//t/eO1rX4stW7bgZz/7GW699dZ+GMjll1+O1772teYz6/U6jjzySADAU5/6VBxxxBHJ+f3Sl76EH/3oR7j//vtxzDHHAAD+7M/+DK973ev6aa677jrUajX89V//NSYmJgAAn/nMZ3DEEUfg1ltvxRlnnFGtkjIyMjIOUmSCnZGRkbEI+NGPfoSNGzf2iSgAvPzlL8fu3bvxy1/+Ehs2bADQJdiMtWvX4uGHHwbQ9UKvX7++EGP90pe+dNHyu2HDhj65BoCNGzcW0tx999249957ceihhxaOz8zM4Gc/+9mi5CsjIyPjQEQm2BkZGRmLgE6nUyDXcgxA4fjk5GQhzcTEBBYWFtx7DItardZ/vmBubq6UN50XxsLCAk4++WT83d/9XSntUUcdNZZ8ZmRkZBwMyAQ7IyMjYxFwwgkn4Prrry+Q5DvuuAOHHnoonva0pyXd4znPeQ62bt2KX/3qVzj66KMBAHfddVfwmmazCQCYn58vHD/qqKPw0EMP9fd37tyJ++67r5DfrVu34sEHH8S6desAAF//+tcL93jxi1+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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1256,7 +961,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1308,30 +1013,9 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Sample radial data')" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# generate radial grid\n", "radius = cheb.radius\n", @@ -1358,7 +1042,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1374,30 +1058,9 @@ }, { "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot the decomposition\n", "reconstructed = np.zeros(np.shape(to_spectral))\n", @@ -1429,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1438,30 +1101,9 @@ }, { "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.plot(radius, rdata, label='original')\n", "plt.scatter(radius, to_physical, label='transformed', color='orange')\n", @@ -1479,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1488,30 +1130,9 @@ }, { "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.plot(radius, ddr_physical, label='Chebyshev d_dr')\n", "plt.scatter(radius, np.gradient(rdata[:,0], radius), label='numpy gradient', color='orange')\n", @@ -1527,7 +1148,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1536,30 +1157,9 @@ }, { "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Coefficient')" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.plot(ddr_spectral)\n", "plt.xlim(0, 15)\n", @@ -1569,30 +1169,9 @@ }, { "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# transform back and plot against the physical derivative to compare\n", "ddr_spectral_to_physical = cheb.to_physical(ddr_spectral, axis=0)\n", @@ -1624,30 +1203,9 @@ }, { "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Generate a set of artificial data\n", "# The resulting data consists of a single radial shell slice as a function of time\n", @@ -1768,24 +1326,16 @@ }, { "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Compute the temporal transform using several different window functions\n", "# Illustrate the spectra by plotting \n", "\n", + "# instantiate the Temporal transform\n", + "TemporalFFT = spectral_utils.TemporalFFT\n", + "\n", "# Ensure that the data is stored as an array\n", "slices = np.asarray(slices)\n", "\n", @@ -1854,30 +1404,9 @@ }, { "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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dwcWwFgRBEAShHiCGtUXCuWO7DB9Pd3ylwu106gyrfVpvq5O8LJQruJd4Xk5+Qr2o4Ka60Gs9KZZP43h1koAB/OTMttw23dPMctuWGkmxmvmst23u1PPL1SmPfDTUNeJz85d/P1XyOsxllOe3Xvc7QcOdO96pl/nfbn3YljCq0xVcEARBEAShASOGtSAIgqCP31QPK+0EQRAEQRDqOA3esLZhYLPgYqqjOusozqq9huqs0XeRJzblo7I1TphuRG5fb2PLbXXUX4+GZ0GRRts4TcXaplGtS8ebwqXR1u2wfsxOp96X2V7Dycu8ZvX1JzHWgiBEg7lzIT4exo+P9UhqJztzd3LHF3cw8YSJjOowKtbDEQShFA3esI42RX47s/aMAeD25l/isum5itZ27GYRZxX9F4BPXTfjM1wxHpFQn/DYi3j3gv8AcPH7t+L0yfVVa5Gs4IIgaLJ0KfzxjypM5owzIDU11iOqBn79FXJyYMgQS82nLZrGu+veZe+RvXxzzTfRHZsgCFo0eMPaRtiwzQoJX27LxoojnYLLZgiFyO/XkPUAn4b6q6OEFoRQrJ0mHOdbCUCRBzxhym1twXp29DYal2ljTQW2wGO97ziN+FtbiHj2qre13BSXdoy1dfnRZQ9xbTq9bDh+hVp0enGFuRZcXuvByk6NGGunXVfhr1m51lGNbteG38SwsH8rbQRBqJ889JB69vkgIwNGjozpcKKL1wv//CdMmwZ+P2zdCm0jKxV5sOAgr//yOgArs1bi8/uw22o4WYcgCGHRs/CEcjgMPzc2XciNTRfisJIit47hw8Fn9uv5zH49PpmnEaKM3efggnnXccG867BrJGUTagC/xqOKPPDAAxiGUebRokWLaB6FIAgxYtUq+Oyzktc//RS7sUSdzZthxAj4+9+Vge33w+rVEe9mbsZcjnqOApBXlMf67PXRHqkgCBrInWqUcRh+Tk1pOD90fsNBhnFKrIch1FPsfgeDf5brSyihZ8+efPXVV8HX9ppOrS4IQrXw8MPq2e2GwkJYuTK244ka+/fD4MHK/Ts5GVq0gI0b1SMC/Kaf2ctnA+CwOfD6vSzbuYxezXpVx6gFQbCAGNYW0Ukgpltuy6fhSl6o4XWZp5G8rKWGc4SOO7duMq44DVdwXbdqq5im9XPt0HRt1im35bBruGRb71brmHXPl03jmK3g8Nf95GUOh0NUakGoZ6xfD++9p5anT4d77qlHivWPPyqjuk0bWLIEnn0WZsyA336LaDdf/f4VG3M2kuJO4creVzJ7xWx+3PEj1/a/tpoGLghCpIgreJTxm5BZ1JjMosYNooqMgZ8WZNKCTAzJQiREGT9+djfZwe4mO/DL9VW70XQFz83NLfMoLCwM2c3GjRtp1aoVHTt25NJLL+X333+v1sMSBKH6mTFDVUw5/3y46iq1bsMGOHIktuOKCjt3qud+/aB9e+jaVb2O0LB+atlTAFzT9xpO6ag8uZbtWhatUQqCEAUavGJtFP9FSjjFutDv4K4dlwIwp/0LxNnKJ+3yayQfA/BqtD+MdWs/JcR5clHEX7kLgL8yl6IwBa6SNJQ5nXJIuqqxTg5qp8a4dbwafBozOroKrA72ENeI11HIY9fdC8A/n3wepzf09aXjDGzXSCCmqzjXdLktezVOThh+9bDSDqDtMUl87r//fh544IEy60488UReeeUVunbtyp49e3jwwQcZOnQoa9eupUmTJhZHLghCLNmyBd54Qy1Pnao8pVu1gl274OefYejQ2I5Pmx071HPr1uo5YFhH4Aq+9eBWPv3tUwAmnjCRBGcCAL/s+YWjnqPB14IgxJYGb1hXB8m2/FgPoUbJIznWQxDqMYlH5fqqE5goyclKOyAzM5OUlJTgarfbXW7TsWPHBpd79+7NkCFD6Ny5My+//DKTJk2KvG9BEGLOggUqC/iwYTBwoFo3YIAyrFeurAeGdUCxDhjWXbqo5+3bIT9fFe2uhOdWPoeJyWmdTuP49OMxTZOWSS3Jysvip6yfGNZuWDUNXhCESBDDOsrE2bw81/7lWA+jxigijgd4PtbDEOopbm8cDz49O9bDEKqAYVpUrIsN65SUlDKGdVVITEykd+/ebIwwCZAgCLWH7Gz13LlzyboBA+DTT+tJnPWxhnV6OjRqBAcPqmzhvSpPPvbDjh8AuLzX5QAYhsHg1oP56NePWLZzmRjWglBLaPCGtc20FmiukwPIp1FLGsCjUbP3F0eu5bZn26wrhzpJrZxOjaRWGu7YoOtibL1vu836CdNqW8PJtMr0reGSHaoEdlXRqSWt68pd03WsbRqhILWRwsJC1q9fz/Dhw2M9FEEQLLJ/v3ouHc0xYIB6rpeGtWEo1Xr5chVnXQXD+kDBAQBaJrcMrittWAuCUDuQ5GWCIAiCPjVQx3ry5MksWrSILVu28OOPP3LRRReRm5vL1VdfHc0jEQShBgllWAdcwteuVd7SdZpjDWuIOM76QL4yrBvHNQ6uO7H1iQD8uPNH/TEKghAVGrxibTV5mT9Myasi084LOSMAuD5tMS7DV24bXcU6v8j6fEgvb2SulqWJTyp/LHaziNMLXwBgvvt6fEbodF86Cr9TI6GWrqLo0PiodNRfu0+jrUa/thpOplWaUIq1x17Ea6e9BMCVX12L0xf6+tJRrHWuEV3F2WalPlUt7a8mym3t2LGDyy67jOzsbJo2bcpJJ53EDz/8QPv27SPvWBCEWkEow7p1a2jaFPbtg19+UWWg6yT5+arUFqhyWwEizAyek6/20Ti+xLAe1GoQoBKb7T2yl2aJzfTHKwiCFqJYRxm/abD0aBeWHu2iXa+6LmDgp7v3e7p7v5dyW0LU8RsmK7otZUW3pfhr2AgVIqQGFOu33nqLXbt2UVRUxM6dO3nvvffo0aNHNI9CEIQaJpRhbRj1xB181y71nJAAqakl6wMJzKpgWHv9Xg4XHQYgLT4tuD41LpVu6d0AWL5zeXTGKwiCFg1esbZhbXYhXLktO34uT10aXA61nS+M2l1VcjQU6ySNfp2O8oq1zTT4Nk4l07A7DIwQCj3oHbNOCSjdmGG7hjGno/7abdbPl1ascg3H/JYmlPrrwsZFiy8LLodTiA2N2GFD4+uoqwDXtIdAtU5+RWgkl2knCEKDJZRhDcqw/uKLOm5Yl3YDL51sJgJX8IMFB4PLjeIalXnvxNYnsiF7Az/u/JEzu56pOVhBEHRp8IZ1tHEYJmckr4n1MGoMv+Hg57g/xHoYQj3F7ndw6s9yfdUFlCt45F464oggCA2bcIZ1IM565cqaHU9UObaGdYCAYr1nD+TmQgUVEQLx1cmuZBy2srftg1sP5uWfX5YEZoJQSxBXcEEQBEEQBKHGMc2SEORQijWoGOuiopodV9QIlbgMlCHdvLlarkS1DmQELx1fHWBwaxV8vnyXuIILQm2gTirWM2bM4P3332fDhg3Ex8czdOhQ/vWvf3H88cdHvC+rruDh4qf9Juz3KYfrJvY8QlU+8nr1Yq91/r8kanTtCOVWbfpJ9qvp5sO2JhX41WokiIphMi6NylVabtU6x2x4NdrGUD4M5Vbtx09OsrrrSjuchi3Mt1Wr3FaM3P2h5s93tfYnruCCIETIoUPgK44gO9aw7tChpNzz2rXQv38NDy4ahDOsQbmD79mj4qwD8nwIQmUED9CpcSdAJTcr8hXhsodO8CkIQs1QJxXrRYsWcfPNN/PDDz8wf/58vF4vY8aM4ciRI7EeGh7TwV17LuWuPZfiMevkvEVEOPBwxcG7uOLgXTjwxHo4Qj3D4/Aw9eq7mHr1XXgccn3VamogeZkgCPWLgBt4QgLExZV9zzBKSjxXMXl27aMiw7qKCcxCZQQPkOouSYhWOhZbEITYUCctv88//7zM6zlz5tCsWTNWrlzJiBEjQrYpLCyksLAw+Do3NxcAO2C3UG7LDCP8mCa4DE9wOdR2Xp+eYt3caf1OtEij1FeoskR2048HV/B90wg9NtPUScalkwRMN3mZ9bY66qCOiqqllGsqsOGS+lWFUOfLMExcHldwOdw51fEs0DlmXQVYJ7melXNdrTOpZvHDSjtBEBok4eKrAzRtqp4D7uJ1jsoUa6iyK3jpjOAB7DY7Ke4UcgtzOVhwUEpuCUKMqZOG9bEcOnQIgLS08j86AWbMmMG0adOqfSxum5dnW75c7f3UFryGm7lNn4n1MIR6itvr5qnn5PqqCxh+A8PCxJ2VNoIg1A8ChnV6euj3A7d19dKwrqJiXZEreGB9bmFucDtBEGJHnXQFL41pmkyaNIlhw4bRK+AzFIIpU6Zw6NCh4CMzM7MGRykIglDPMTUeQr0hMzOTUaNG0aNHD/r06cO7774b6yEJtZjKFOs6bVj7/SV1rNu0Kf9+acU6nBskpZKXhTGsAyW4xBVcEGJPnVesb7nlFlavXs2SJUsq3M7tduN2u8utNzAslYjRcXkt9OnNZyS6QteKrgr+Irvltnpuq7FJqKXtqhujxFZ6x2y5KRrls4vRcGHXSdhmuWVsz1dNX9s2CWgWqhmHw8GsWbPo168fe/fuZcCAAYwbN47ExMRYD02ohdRrw3rfPvB61T+KFi3Kv9+5s/oHdPAgZGeX+L0fQ1CxDhFjXXp9wAAXBCF21GnD+tZbb+Xjjz9m8eLFtAk1GxgDPKaN1w8NBeCK1O9xhok5ri/YTA9Dcl8HYGnKFfgNZ4xHJNQnPDYPrw9X19cV316B0y/XV63FNMCKW7fGJKVQ+2jZsiUtW7YEoFmzZqSlpZGTkyOGtRCSem1YB9zAmzcHR4jb7fh4aNsWtm9XqnUYwzqnoDh5WQWu4CCKtSDUBuqkYW2aJrfeeisffPAB33zzDR07drS8LwNr/vA+f+hWHtPB4nxV9uuS5GXYDG+5bXI1y201TrRurBd6rUtsoRRYh9/L8fnfArA8dTxeW2hF3KaRBSyWybhipWbadI45hgq/DqH6Nu0+vu2urq/Lv78UI0ymfa2SWTE8X1Juy2IbodpYvHgxjz76KCtXriQrK4sPPviA8847r8w2s2fP5tFHHyUrK4uePXsya9Yshg8fXm5fK1aswO/307Zt2xoavVDXqNeG9Y4d6jlUfHWArl2VYf3bbzB0aMhNAop1qORlUOIKLjHWghB76qRhffPNN/PGG2/w0UcfkZyczO7duwFITU0lPj4+pmOz4+e8xJXB5fqO37DzU/J5wWVBiCZ2v53zl50XXBZqMZIVvF5w5MgR+vbtyx//+EcuvPDCcu+//fbb3H777cyePZuTTz6ZZ599lrFjx7Ju3TratWsX3G7//v1cddVVvPDCCxX2F65ih9AwqMywDqwPbFenqChxWYCAMLR9e9hNgjHW4VzB48QVXBBqC3XSsH766acBGDVqVJn1c+bM4Zprrqn5AZXCYfg5M2l1TMdQk/gNB6uTz4z1MIR6isPv4OxVZ8V6GEJV8Ft0BZes4LWKsWPHMnbs2LDvz5w5k+uuu47rr78egFmzZvHFF1/w9NNPM2PGDEAZy+effz5TpkxhaBgVLkBNVewQaif1WrGuimEdcP+uYOagsqzgkrxMEGoPddKw1kmEdSx2DGt1rDXE6B/sejPyxzlcltvqJOPSccn2+2PjbqufXEqnbd1zT65truBVRedz1utXzytF53O21F91ysOmYS1eWmKs6wxFRUWsXLmSe++9t8z6MWPG8P333wPq//M111zDKaecwoQJEyrd55QpU5g0aVLwdW5urriONyCys9VzVQxr09T7n1zjVMWwDtQZC5yIEFSqWEvyMkGoNdRJw7o2Y5qQZ6rs40lGYd36J2AF08TtzwOg0JZUx/7rCbUdE5PDcer6Si5IwtDK/y0Igg7Z2dn4fD6aN29eZn3z5s2DIVnfffcdb7/9Nn369OHDDz8E4NVXX6V3794h9xmuYofQMKiqYu3xwJEjkJRUM+OKClEwrD0+D3lF6n+gKNaCUPtp8Ia1jegmLys0HdyZczkAs9Jexx0iedlQX4qFHkuw245qtI2ummk3C7kk604A3mz9b3xG6BukWKmougqsjsIXs3JbMVJvdQk1J1PkKOK2q5Sa9eycp3B7Q19fsfqcdBXn+pS8zPCrh5V2Qt3COObLappmcN2wYcPw++VDFapGZYZ1QgK4XFBUpFTrOmlYV1S1phLDurQKHTCgjyUYYy3JywQh5mhXrRUEQRCEYIy1lYdQJ0hPT8dutwfV6QB79+4tp2ILQmUUFMDRYp0gnGFtGHU4zjoKinXAWE51p2IPU3VFFGtBqD00eMXaaoy1P8zNoBMf/238inphgj9E/GCSQ081stt1FFzr/YZS9kybkzfaP12yTZhM6DaNIFid441pua0YKe12jWPWaQtgasTLhjpf8T4Xr7zwXMmKMOclVmXR6l65rWrcuWQFr/e4XC4GDhzI/PnzOf/884Pr58+fz7nnnhvDkQl1kYBabbdDamr47dLSYPfuOmZY5+XBoUNqWcewriS+uvR7EmMtCLGnwRvWgiAIQhSQrOD1gry8PDZt2hR8vWXLFjIyMkhLS6Ndu3ZMmjSJCRMmMGjQIIYMGcJzzz3H9u3buemmm2I4aqEuEjCs09IqnvQLKNZ1quRWQK1OTlaPcAQM66NH1SMhoczblWUEL/3ewYKDZcIyBEGoecSwFgRBEPSRrOD1ghUrVjB69Ojg60DG7quvvpq5c+cyfvx49u/fz/Tp08nKyqJXr17MmzeP9u3bx2rIQh2lsvjqAIH365RiXRU3cFBB44Eg8v37yxvWVVCsA67gftPP4aLDpLj18vgIgmCdBm9Y24sfkeILo7J4TBsfFwwA4Jy4n3CGyMzjtmuW6NFx9dVyqw6xzvTQN+cDAH5OOx+/4QzdNkZu0brJpaKd7K0+t9UlVN8em4e3T3gfgPHLL8Dpr13XV91zBRe/a6FiRo0aVWlJy4kTJzJx4sQaGpFQX6mqYV0nY6yralgbhlKtd+1S7uDHlJrLyVcHXZFiHe+Mx213U+gr5ED+ATGsBSGGSPKyKOPHxqKi7iwq6o6/AZxew/RzfO5Cjs9diKFT3FsQQuCz+fmi19d80etrfJrx30I149d4CILQ4BDDupgK4qyr4goOksBMEGoLolhjTbH2+kIbzaYJpznXqGUfeEPUPnJoqMagq6Ja7zek2mWzsa7RH4LL4RSxuqrAxiqxlV6/Om1jp8CGaus0bZzz8xnB5fDXl+VuY6tYa3yXLfVXiRKphbiCC4IQAWJYF1ORYV3sCp4Wn1bhLhrHN2bPkT2SwEwQYkyDN6yjjcPwM879c6yHUWP4DQe/pEk2WKF6cPgdXLLyvFgPQ6gCpmlgWkhEppNJXhCEukuDMKwrqmEdoAqGdUUx1iCKtSDUFsSwFgRBEPQRxVoQhAhoEIZ1DbmCB94PbC8IQmxo8Ia11TrWHm/oNqYJnmLncie+kC6qbpdubeXYJPMKmTTNNLGbRQD4DFdYn1wjhEt8VamryaVi1VYrkVcNuyaXJlRiPROTQoe6vtxeF0aY72qsXPZ1z1dNV0Wp1v6sxktbaDN79mweffRRsrKy6NmzJ7NmzWL48OEWOhcEIVZEaljXyXJbUXIFF8VaEOoG9T+7Vg3jwc7fC8fz98LxQQO7PmM3i7jg9zu54Pc7gwa2IESLQkcRf7zidv54xe1BA1to2Lz99tvcfvvtTJ06lVWrVjF8+HDGjh3L9u3bYz00QRAioN6W2/J6IStLLWsa1lXJCl76fYmxFoTY0uAVaxsWk5eFiSX0lnJr9PoNbCEkogTN7MZa5bY0FLZQSmjpdTbDxKyG5GWxKqWk2mu01TnXGp+xnlJuuak2ocZdep1hmNWSHE/v+rLctLh9PSq3VUOu4DNnzuS6667j+uuvB2DWrFl88cUXPP3008yYMSPy/gVBiAlWXMFNM7b/p6rEnj3g94PdDs2aVb59FVzBq5K8DESxFoRY0+AN62jjxMf9zneCy/Udn+Hiw86PBZcFIZq4vS7mvvFEcFmoxfgN9bDSDsjNzS2z2u1243a7y6wrKipi5cqV3HvvvWXWjxkzhu+//z7yvgVBiBmRGtaFhZCfDwkJ1TsubQJu4C1bKuO6MqLoCi6KtSDElgZvWFstt5UfJsZaodRGX5h40MaacZkxiycN1dYAP67AIhB6/3U1BjZWamasVPqaVlAr69sA4n2ukhdhrq+6Wm5L53Oudf1pKtZt27Yts/r+++/ngQceKLMuOzsbn89H8+bNy6xv3rw5u3fvjrxvQRBigt8PB4ptwMoM66QkcDiUh3VOTh0yrKviBg4lJ+AYw7rIV8RRz1FAkpcJQl2hwRvWgiAIQhTQVKwzMzNJSUkJrj5WrS6NccxMimma5dYJglB7OXhQGddQuWFtGEq13rtXGdZVqWAVUyI1rEsr1qV83QNGsoFBalxqhbuQ5GWCUDsQwzrK+Ewbi82eAIww1mI39OKpazuG6aX7/s8BWN/kDExDLikhenhtXv7XZx4AF60eh8Mv11etxSScQ0Hl7YCUlJQyhnUo0tPTsdvt5dTpvXv3llOxBUGovQTcwJOSwFWFKJ+AYV0nMoNbNayLiiAvD5KTgZLEZalxqdgqqawScBUXV3BBiC0N/i7VDtgtCB35YZQZDza+QxnWA831OM3yd5o6CcQgdsmpQvVrN710y/kSgN+anIbPCO1YH7uyVZabRqHvute2pl2TSxNq3D6blw96fwHA+WvG4DRDX1+xcp3XPV/1KnlZDeByuRg4cCDz58/n/PPPD66fP38+5557bgxHJghCJFQ1vjpAnaplHTCsqyqtJyRAfLwKIM/ODhrWwfjqStzAQRRrQagtNHjDOtoYmAzgt+ByfcfEzqbGI4PLghBN7KaNcetHBZeF2ovpNzAtuIJH2mbSpElMmDCBQYMGMWTIEJ577jm2b9/OTTfdFHHfgiDEhkgN6zpVcitSxRqUap2ZqQzrjh2BqmcEB4mxFoTaQoM3rJ2GekRKCCEaABd+TmVVhW21Ex5plGKKtrJn2u2saV6iHIWbTKiL6i2ArQ4mIItVojhdQp0vt+ng2p8uLFlRDeW2Ynp9aXyXTQuJwupDua3x48ezf/9+pk+fTlZWFr169WLevHm0b98+8r4FQYgJDUKxtmpYF1PVjOClt8n35lPoLcTtCJ+jQhCE6qPBG9aCIAhCFNBMXhYJEydOZOLEiZH3JQhCraDeGtamCTt2qOVIDWsoa1jnV90VPMWdgoGBicnBgoM0T5KcE4IQC8S3UhAEQdDHpES1jugR64ELglDTBAzrgD1ZGXXGsM7NhSNH1LKuYR1BjLXNsAUzh0uctSDEjgavWNsNE7sF98iEMOHERaadGf6LAZhiexeX4Svfpz2WtZWjWxPa7i/krA33AvBpt3/is4V2P7JruLzq1KKOZXKphtZWl1B9F9gLuWL8XQC8/vajxPlCX186Lvs615fu+dKqs27lK1XdruBWFGsr7uOCINRp6q1iHXADb9QosoLbIQzrQFbwqriCg0pgdrDgoGQGF4QYIoq1IAiCIAiCUGME7MdIDetaX27LSnw1VKhYVyV5GZQo26JYC0LsEMXaAIcFwcQRRnV2mV7+yvsAJOINWe5JW+XSUp11+i2/zm9z8fnx/wguhytvVZtKhNWFvmOlotY2xTrO72TO+w8Fl8ONr+5eXxrtLXyXjXBZF6OAaYZP6lhZO0EQGhbbtqnnqlakqnOKdTQM6whirKGk5JZkBheE2NHgDetoYxiQRGGsh1FzGAZFjqRYj0KopxgYpBbK9VUnqKGs4IIg1H22blXPxZWlKqXOGdZVnTEIUFGMdRVdwQPbiSu4IMSOBm9Yu+x+XEbkwYr2WMZlarTXinWug3G/+uW2YjVuy01jppTr0hDPV017CFRrfzWYFVwQhLpLXh7s26eWO3SoWps6U8c6loq1uxEgruCCEEsavGEdbbymjUXe7gCMdKzHYcFor0sYfi/HZS8EYFP6aEybXFJC9PDYvHzY7WsAzttwCk6/XF+1FdM0LNXWttJGEIS6S8ANvFEj9agKAcU6P1894uOrY2RRIIqGdaTJy4KKtbiCC0LMkLvUKOPH4HNvPwCGOzbEdjA1gA0f3fb+HwC/p4/AJ5eUEEV8ho83+swD4OxfR+KU60sQBKFOs2WLeq6qWg2QkgJ2O/h8cOBALTasrdSwhhLDev9+8PvBZouo3Fbp7USxFoTY0eDvUl1OE5cF98iwLpWmn5OcG9W+HX4cIbbTcVutsO9qbhvKLdowbGxvfGJwOZzrdLT7rSqxTRRXez6nmuhXl1Dny2HYOP33k4LL4c6pzjHX2evLQlubWY0eNOIKLghCFYg0vhrUfVPjxkrQzcmBVq2qZWj6WFWsA77uPh8cOkReopMCb4F6K6FqqdODycskxloQYkaDN6yjjcPwMz7ux1gPo8bw2xz80uaSWA9DqKc4/Q5uXjE+1sMQqoIkLxOK+fTTT7nzzjvx+/3cc889XH/99bEeklCLsKJYg3IHz86uxSW3PB7Yu1ctR2pYu92QnAyHD0N2Nls9Kglu47jGpLhTqrSLgCu4KNaCEDsavGHtcPhxGr5YDyMi9JRQjX7roHpbV5NxxS5pWizPl07bunm+6lPyMomxFgC8Xi+TJk1i4cKFpKSkMGDAAC644ALS0qpWi1eo/1hRrKEOZAbPylL1A53OEtfuSEhPDxrWW/wq1rpj46qfJFGsBSH2aFQ1FgRBEIRi/BoPod6wbNkyevbsSevWrUlOTmbcuHF88cUXsR6WUIvQUayhFhvWATfwVq3AZuH2ulQCsy0H1Unq2KjqhrXEWAtC7BHDOsoUmg7uPHgZdx68jEKz/jsE2P2FjPllCmN+mYLd34Dqdws1QoG9kEvOv4dLzr+HArtcX7WagCu4lYdQa1i8eDFnn302rVq1wjAMPvzww3LbzJ49m44dOxIXF8fAgQP59ttvg+/t2rWL1qXcYNu0acPOgMEhCFhXrGt9yS2rNawDlDasD0RuWAcVa8kKLggxo/5bfpXgdvhw2yJ3Bff5Q89J+EyTIpwAOOxmyORlOm6+ADYN9+ZouxgbgMP0BJfDuZrWRTdfAENj6qkuuifH1hU8VHI8k0JHUXA57PVVBz+naLSPuD9i9/kKdYMjR47Qt29f/vjHP3LhhReWe//tt9/m9ttvZ/bs2Zx88sk8++yzjB07lnXr1tGuXTtMM9T3WCZPBMWhQyqrN9RjxTrS+OoApQ3reGVYd2jUocrNS8dY+00/Np1/jIIgWKLBG9bRxomXBxv9L7hc3/HZHHzTfUpwWRCiicvn5Pl5fwsuC7UX029gWsjwbaWNUH2MHTuWsWPHhn1/5syZXHfddcGEZLNmzeKLL77g6aefZsaMGbRu3bqMQr1jxw5OPPHEsPsrLCyksLDEGyU3NzcKRyHUVgJqdXo6JCVF1jZgWJcq9Vy7iKZhnVysWFuIsTYxOVx4mNS4VGvjEATBMg3eEnK5fLisKNa+8MpPSyq+MfBruj5qlRayWQ9oDKmuGQYFbjVLqo4q+uW2Yqko1sUkYnVVsQ51rm0YtMwvruFpQLjrqy5+TtFoX6v6k6zg9Z6ioiJWrlzJvffeW2b9mDFj+P777wEYPHgwa9asYefOnaSkpDBv3jzuu+++sPucMWMG06ZNq9ZxC7UHq/HVAO3ald1HrSNKhrWZvY8tjSJ3BY9zxBHniKPAW8CBggNiWAtCDBA/EUEQBEGbQFZwKw+hbpCdnY3P56N58+Zl1jdv3pzdu3cD4HA4ePzxxxk9ejT9+/fnrrvuokmT8HV4p0yZwqFDh4KPzMzMaj0GIbZYja8G6NZNPa9fH7XhRJcdO9SzpmF94EAWh4sOA5G5goMkMBOEWNPgFeu4uCLibfaI2xUVhT51XtPgq7yeAJyWtDZkjHWRR++066hOdnt0S1cZpo92+5RSsb3pUEwj9LnUUhRjVKpLl5ipzjox+BoeDaBXOinUMXsNH592+g6As34/GYcZ+Xe1Mmz2KHtx1GD7WtWfaYAVt24xrOscx8ZMm6ZZZt0555zDOeecU6V9ud1u3G53VMcn1F50FOuAYb1rF+TmQkrVyjvXHIFZg7ZtrbUvnrDasvdXAFoktSDeGR/RLhrFNSIrL4uc/NoaiC4I9RtRrKOM17Tz+sGhvH5wKN5qMAJqGza/j247PqXbjk+x+etWPXCh9uO1eXm+78c83/djvLb6n7OgTiNZwes96enp2O32oDodYO/eveVUbEEIhY5i3agRtGihln/9NVojihK5ubB9u1ru0cPaPoYPB7vdUkbwAK1TlFq+7eA2a2MQBEELMayjjM0wGZKwkSEJG7Wzf9cFTMNgV+N+7GrcD1MyvwpRxmbaGLW9P6O298dmys+VIMQSl8vFwIEDmT9/fpn18+fPZ+jQoTEalVCX0FGsoRa7g69bp55btoTGja3tIy0NRoxgSyP1MlI3cIBuTdQJ2pC9wdoYBEHQosG7gifGF5Jgj9wgdDpCn7pE4K7E/6uw7e7t4ePNqkLrVtaVYafDuuoX0k3YZmdt5/ElLwntVhv1pGk10FaXWLlz61DbzpfbdHD3ystLbRT98ekcs67rfE1/ztXZn2mqh5V2Qu0hLy+PTZs2BV9v2bKFjIwM0tLSaNeuHZMmTWLChAkMGjSIIUOG8Nxzz7F9+3ZuuummGI5aqAuYpp5iDcqw/uYb2FDb7Ma1a9Vzr156+znvPLZ8uRCwplh3Sy82rPfXthMkCA2DBm9YC4IgCFHAbzHGWspt1SpWrFjB6NGjg68nTZoEwNVXX83cuXMZP348+/fvZ/r06WRlZdGrVy/mzZtH+/btYzVkoY6QkwOHVU4urF4uAcW61hrWPXvq7efcc9my7DYAOjrSI24eNKxFsRaEmNDgDeuExCMkOiJXgN1e66fuuPZ6Eo1DQ3WOiyuy3FZHndNJEKWrCurgtHBtBKiLSru2oqnxUcXqmGN5fdk0zrcVpbc6z7HVDN+SFbx2MWrUKMxKLq6JEycyceLEGhqRUF8IqNUtWkB8ZDm5gnTvrp7rrWHdvj1bWriBQjqu2wUjI2seMKw352ymyFeEy+7SG48gCBEhQYtRJt/n5KJVt3HRqtvI9zljPZxqx+YrYvhPDzH8p4ew+awb7YIQigJ7EePHTmP82GkU2OX6qtVI8jJBECpAN74aShTrjRvB49EeUvRYs0Y9axrWftPP1mQ1od/x61URt2+V3IokVxI+08fmnM1aYxEEIXLEsK4GDnkTOORNiPUwagyX9ygu79FYD0Oop+S6j5DrPhLrYQiVYPoNyw9BEOo/uvHVAG3aQEICeL3w++9RGZY+Bw+qGmCgbVjvydtDIV5sfmg7bwkciex/n2EY4g4uCDGkwbuCN256kCRn5DU0fWFqUftNg3eHPw5Aq6R9ITODJ6fmRdxftIiLL4zuDk2TnwappDWuBD8Yoffv81mfWtZxFfUU6XkNNG9uvRakzrjt9tiULnNouL4D+HzW5+pChQvEYePZhXcEl8OFFKQ3ybXcr8NpPbRC1yjUcUP3+yM/1w0tcX+HDh3Ytq1s2Zl77rmHf/7znzEakSA0XKKhWNtsSrX+6SflDn788VEZmh4BN/C2bbWLa285qE5S26N2nEcLYf58OO+8iPbRLb0bK3atEMNaEGJAgzeso43NMOmcvCfWw6g5DIP8xGaxHoVQT7Fho0Oe1MetE5hYc+uu5tD66dOnc8MNNwRfJyUlVW+HgiCEJBqKNZQY1uvXw7nnag9Lnyi5gQPBGtYd4loAO+HDDyM3rJtIZnBBiBV11rBevHgxjz76KCtXriQrK4sPPviA8yL88QFo0XkXye7IVU2fhhLq89ottwXweay392v0bUUhC6Cj7Gm11Yzf1DlmHcwY9evz6vWrkxxL57PSaavzGet6Fvg0kiAaFtRuhyfKHiulqK3Jy5KTk2nRokW19iEIQuVEQ7GGWpgZPFqJyyhRrDu26Q3shE8+UX7vYUq8hkJcwQUhdtTZGOsjR47Qt29fnnrqqVgPpQwen53X1ozmtTWj8fj0DOg6gd9P8m8bSP5tA/hjl11ZqJ948PG/tDX8L20NHmLjHi9UkUC5LSsPIDc3t8yjsDA6kwD/+te/aNKkCf369eOhhx6iqEiS4AlCTePzRU+xrnWZwaNVw5oSxbpj1xMhNVXVKFsVWRKz0oZ1ZRn+BUGILnVWsR47dixjx47V3o/N6cPujN78QkGRjbu+vh6Ai3otIs4V/bSVOqqgX6O8jz+Ecmx4PDRd+i0ABce3w3SGVvL9GrG3OlmDdRVnm2l9ssD0aShxGkqolgKrUcpNt+9QymWh4eGBNl8DcHbecdhr2T2CX1Phd2mUv/NbuL7s1Tj5ZZrWSoAF2rRt27bM+vvvv58HHnhAa0y33XYbAwYMoHHjxixbtowpU6awZcsWXnjhBa39CoIQGb/+Cvn5KvFYNFzBQRnWplkLckdE0xU8oFindYYRI5RivWgRnHBClfdxXNpx2AwbuYW57M7bTcvkltrjEgShatRZwzpSCgsLyyggubnWkx1VhN3m54zjlgeX6zumYXC0fdvgsiBEEzsGpx7uGFwWai+6ruCZmZmklEr843aHTir5wAMPMG3atAr3uXz5cgYNGsQdd9wRXNenTx8aN27MRRddFFSxBUGoGVauVM/9+4Nd05mvSxeVxOzQIdi9G1rG0m7Mzoa9e9VyQErXIGhYN+4II0eWGNaTJ1d5H26Hm06NO7EpZxMbsjeIYS0INUiDMaxnzJhR6c1YNIhzeHjlvEervZ9ag8NB9phTYz0KoZ7iNh08tWNcrIch1AApKSllDOtw3HLLLVx66aUVbtMhTBDnSSedBMCmTZvEsBaEGmTFCvU8aJD+vtxu6NQJNm1SqnVMDeuAG3iHDqCZGNHr95J5KBOAjo06wsg49ca33ypf+ghmJLqldwsa1qM7jtYalyAIVafBGNZTpkxh0qRJwde5ubm0bduWwsPxFBS6It5fuHJbVWurN13rLbLet46rrl7yMp22lptq49OIk9dy2ddxYdcqT6b3k+BwWndh10lSFypMoap4NRKIuTVcuQGKCq0nQbRSGq3QU42qf6l46YjbRUB6ejrp6emR9wOsKo5VbBnTO3FBaHgEFOtoGNag3MEDhvXoWNqNATfwKMRX78jdgc/04bK7lMrcrzkkJytp/uefYcCAKu+rW5NufMqnksBMEGqYBmNYu93usK6FgiAIgh61LSv40qVL+eGHHxg9ejSpqaksX76cO+64g3POOYd27dpVS5+CIJTH6y3JvzVwYHT22a0bfPqpKrkVU6KYEXxzzmYA2qe2x2bYwGGD4cNh3jzlDh6JYZ0uJbcEIRY0GMM6HDs3tSHJEbnB7Q2jWBf4nFyx7BYAXh/8FHH28snLdBNq5eUmWm5raCQvi4svKLfO5ivihFX/BWB5/5vx20Or/+HOV1VwaiSAczr1knEdzEm13LZR2iHLbT0a50vnXMfF62ViLiq0fn0VFpS/dgpsRVwzTGX+n7vkFuL8oa+v3Nxky/2mNrKeb0ErKR9638eiosj79nir0/3DsOgtUT2Gtdvt5u2332batGkUFhbSvn17brjhBu6+++5q6U8QhNBs2ABHjypP6a5do7PPWpMZPIqG9Wu/vAbAwFalZh9GjiwxrEvljKgMKbklCLGhzhrWeXl5bNq0Kfh6y5YtZGRkkJaWFlM1wgR2FzYOLjcE4goPxnoIQj3FNGBP/MHgslB7qW2K9YABA/jhhx+qZd+CIFSdaCYuCxDIDL5uXXT2ZwnTjFpG8B25O3h99esA3H7i7SVvjBypnhcvViVNbVWbUA0Y1tsPbedI0RESXdYFGUEQqk6dNaxXrFjB6FKBNYH46auvvpq5c+fGaFTgsnl5YcAzweX6jt/m4Kc+NwaXBSGauHwOnl76p+CyUIupoRhrQRDqFtFMXBagd29lY+7cqR6tW0dv31Xmm29UnWnD0M4IPuuHWXj8Hka2H8mJbU4seWPAACX1HzgAv/wCfftWaX9NEpqQnpBO9tFsftv/G/1b9tcanyAIVaPO3qmOGjUqKoXvDx1IwWuPi7idzxt+2rUVeQDkHQztnmq3kHSoNDa7dXfOvMMJltuGcgXHsHE4ufL/aDqJvHSqeOmqYQUh3JOris4x66BzzLYYlogL5RbtwKB7Xiv1wgbh/EC8GgkB7RrfJx1XbtD9XkTe1mgAJQAFQahdVIdhnZwMffpARgZ8/z1cfHH09l0lli2Dc89Vy5dcAvHxlnd1sOAgz658FoC7Tz4mVMXphJNPhi++UO7gVTSsQanWS7YvYUP2BjGsBaGG0AsQPAa/38/27dujuUtBEAShDmCa1h+CINRPvF5l/EL0EpcFOPlk9fzdd9Hdb6WsXg1nnAGHD6uU5HPmaO3u6eVPk1eUR69mvRh73NjyGwTcwRctimi/3Zood/D12bHO8CYIDQdLivWcOXN4++232bZtGykpKQwfPpw77rgDh8NBx44d8fn0FNmaJP9IHIYFxbqgMHTCM59psPTIcQAMSdyEPYSqlJJ8JOL+SuOOs55gyumy7p5uC6XOmT6a7lPJO/Y17QlGaOXQ1FDKdFQ9XQVWJ9Gcjpqpo9JrnS8N9VaXUOP2Gj4WNlfX1+g9PXGYUQrQq6TfqqJ7fdW0V0N19lfbYqwFQYg969ZBQYFSmLt0ie6+Tz4Z/vvfGjasMzPh9NOVa/ZJJ8HHH2up1QXeAp788UkA7h56N0aof/6lDesI4qx7N+8NwMqslZbHJwhCZERkNfh8Ps4991xuuukm4uPjOeecc+jbty//+9//6N69O59//nl1jbPO4DHt/Hffqfx336l4qsEIqG3Y/D66/fo+3X59H5u/7kyoCHUDj+HjwV7v82Cv9/EYcn3VakzD+kMQhHpJIHHZgAFVtgerTECxXrUKjujpFVXnlVdg715Vt3rePBX/rMGrP7/KniN7aJvSlkt7XRp6o0GDICEB9u+PKFvb0LZDAViauRS/KWFAglATRKRYP/HEE/z4449kZGTQvVSiBr/fz8yZM7nxxhujPsDqJi6hkHh75Dd2Nnto5cfut9M3cRsAiQn5uG3ljQFdlUunvUujdFVoDA406hRcDofdEZsfdd0YWJ+OYl3D8bOxbqvfd/l1dsNg0P5OwWUdJT8cOt8n3fNV0zHtNqMa+/MbmJK8TBCEUlRHfHWAtm1V0rKdO2H5chg1Kvp9lCNQXuvKK6FxY+3dLdiyAIAbB96I0+4MvZHLBUOGwIIFKqC8V68q7btv874kOBM4UHCADdkb6NG0h/Z4BUGomIgM67lz5/Loo4+WMaoBbDYbkydPxjRN7rnnnqgOsK7htvmY3uGDWA+jxvDbnazpfVWshyHUU9x+JzMz5PqqC4gruCAIx1KdhrVhKNX6nXeUO3iNGNYBxbhHdIzUXYd3AdC1SSUFvgcMUIb16tVV3rfT7mRw68F8s/Ubvs/8XgxrQagBIpLjNm/ezEknnRT2/bvuugu/X9xNBEEQBEEQGjIeD/z8s1qOduKyADWawMzngw0b1HKUDOudh3cC0Cq5VcUb9umjniMwrAGGtlHu4N9nfh/x2ARBiJyIFOvExET27dtHlzAZKDIyMvj3v//NSy+9FJXB1QSN0g6R5AhRRqoS/D7rLsI+n17stY7Co5O8zKdxzG53keW2RUVh3KOqgK6rbXy89URxdrv1mOBYqXh1LRlXAJ1x6yRs0z9fOm0jP9chExBGC6vx0qJYC0K9ZO1aKCyE1FTo3Ll6+hiq7EaWLo0or5c1fv9dHVB8PHTooL070zSDinWlhnVvlYiMX35RpRSq+M/j5HZq5uG7zJpOnS4IDZOIfoJGjhzJM888E/K93bt3c+mll/Lyyy9HZWB1lQKfk8t/vJXLf7yVAp91g7CuYPMVMeinpxj001PYfNaNZ0EIRYGtiKtO/C9XnfhfCmxyfdVmAq7gVh6CINQ/vvlGPQ8eXH0Gb9++Kq/XwYOwvrqrSgXcwLt1A7t+ctqDBQcp8Cphp1LDuls3cDjUge7YUeU+TmqjvEx/2/8b2UezrQ5VEIQqEpFiff/99zNkyBAMw+Cuu+7iuOOOIycnh08++YQHH3yQDh06sHHjxuoaa7XQ+rgdJLtcEbcLdzN41ONiy6Lmat9dM0lwljcG/F69H2Sf1/p/KFMjGVcold7weEj8YR8ArTvswnSGmUzQuHf2FlmqCgfoK4opabmW2+qot3EJkXtRRKNfXexO6yq9I4Q3hdPmYWuSur6S03JJ8Ie+vhqnH7DcbyyTvXm91q9tlzvyRIReT/VNTph+9bDSThCE+sf8+er59NOrrw+nE048ERYuVO7gPXtWX1/BxGVRjq9ONNLwFsRBRQnG3W5lXK9Zo9zB27atUh9p8Wl0T+/O+uz1LM1cytnHnx2FkQuCEI6IrKw+ffowb948lixZQt++fUlMTKRt27b85S9/4bLLLuONN97ANGN3U18bcNs9vHPuw7xz7sO47dHOwF37MO12dp5+FjtPPwszCjO4glAat9/OCxsv4oWNF+H2y/VVq5FyW4IgFFNYWKJYjxlTvX0F4qy/r+4w4oBiHSXr/dcsFV99ZHcrrrhCeXhXiMU465Pbiju4INQUEcuXI0eOZOPGjSxZsoTXXnuNjz/+mKysLB555BHS0tK4//77q2OcdQa7zWRo6w0Mbb0Be3XGM9YWbDYKWrSioEWrag5uEhoidmyckNeWE/LaYo/850qoQcQVXADIzMxk1KhR9OjRgz59+vDuu+/GekhCDFi6FI4ehWbNSsKDq4tAnHW1JzCLYkZwnw+mzVSKNYdb8/HH8NxzlTSymsCsrSQwE4SaIiI/xL/+9a+cd955DB48mCFDhjBkyJAy7ycmJtY5w9qdepQ4Cy6VOrVXfR7N5GU67twabug6zgg6Y9a58TY1Eq5p961xvuKS8jX61RizZk1hv0ZiPrdGojidY/ZrXJu6xNusf86ewshzONj81l31BaEqOBwOZs2aRb9+/di7dy8DBgxg3LhxJCYmxnpoQg3y5Zfq+fTTq3/OfcgQlctr0ybYsweaN69au48+gn/8A+bOrUJpaJ+vJIg7Cob1/ffD6i27oBN0bdWK34A77oARI+CYirYlaBrWy3ctp8hXhMseefijIAhVI6Kfu6ysLM466yxatmzJjTfeyGeffUZhofWb4fqI12/js98G89lvg/HG8Ia9xvD7cW/OxL05U6XkFIQo4sXPl/Fb+TJ+K17k+qrNiGItALRs2ZJ+/foB0KxZM9LS0sjJyYntoIQapybiqwM0alSiin/9ddXb/ec/sHIlTJ9ehY23boWCAhXr3KmThVGW8L//wUMPAcnKFfyiMa0YMwby8+Hyy5UbfUgChvWvv1awUXm6NulKk/gmFHgLyNidoTV2QRAqJiLFes6cOZimyZIlS/jkk0+488472blzJ6effjrnnHMOZ511Funp6dU11mrBX+jAF9lpUIRNXubmqvfuAWDLX64i0Vn+x8/nsZ6wCMCvoSpGW+02PB7S5n0LwI4/XhE+eZkGWgq/ZnIpnfOlg84xGxohCLqKtc1h3fgtzHeXW3fU8PCn9gsA+OnXG0gwQ19fsUxApoNHo3KA0xW5p021KtZSbqtOsHjxYh599FFWrlxJVlYWH3zwAeedd16ZbWbPns2jjz5KVlYWPXv2ZNasWQwfPjzivlasWIHf76dtFRMtCfWD/fuVwQo1Y1gDjBunhNxPP4XLLqt8e9MsqbH9wQdVULqjlBHc74ebb1bLx/XfxSagdUorbpmrJgcyMpSh/9BDIRq3agWNG8OBA0o9L57AqgzDMBjadiif/PYJ323/jsGtB1sef2kiqPolCA2GiK0GwzAYPnw4jzzyCBs2bGDZsmWcdNJJPP/887Ru3ZoRI0bw2GOPsXPnzuoYb63Hhp8TWv3KCa1+xdYQFDbDoLB5MwqbN5NfWCHq2DDof7QF/Y+2wKaTWl6odkxTTcxE/GgAqShqE0eOHKFv37489dRTId9/++23uf3225k6dSqrVq1i+PDhjB07lu3btwe3GThwIL169Sr32LVrV3Cb/fv3c9VVV/FcJYGjhYWF5ObmlnkIdZsFC9TvQc+eyhasCc46Sz3/3/+Bt3yBiXLs3g3ZxdWnvF6otFJslDKC//wz7N0LSUnQuL36vrRObk3LlhD4Sr78cphQMsPQj7PeEZ04688+U5/tAw9EZXeCUG/Qk06B7t270717d+6++2727dvHxx9/zMcffwzA5MmTtQdY14h3evjssvtiPYwaw3Q42HvuuFgPQ6inxJkO3tx+QayHIVQBq27d4gpes4wdO5axY8eGfX/mzJlcd911XH/99QDMmjWLL774gqeffpoZM2YAsDIgR4ahsLCQ888/nylTpjA0kFkqDDNmzGDatGkRHoVQmwnEV1d3NvDSnHQSpKVBTo5KnFaZg8Wxdunzz8Ndd1WgD0QpI3jAVX3kSPg5TxnWgRrW554LLhfs3AkbN0LXriF20KcPLFpkOTP4oq2L8Pl92G3WVfcVK+CSS1RyumnTVJ3ycXIbKAhAFAzr0jRt2pTrrruO6667Lpq7rVb2Zzan0FmziRx06lDr4im0fqxOt/UauAeyG1tuq1OjWOd4Abwayd6czipMm4fB5rDusmslqVUAnfrZAF5P9EMBqsKRwwmW2yYkWk8gZtf4jAEcGnW/8/PiI25T4KnG3x6z+GGlnVArKCoqYuXKldx7771l1o8ZM4bvq1jLyDRNrrnmGk455RQmTJhQ6fZTpkxh0qRJwde5ubniOl6HMc2aja8OYLcr4+6115Q7eFUN6zPPhMWLVeKzb76B0aPDNIhSRvAFKrKJUaN9fH44CygxrOPjVSK2RYuUAR7WsC59AKYJM2cq+bgCH/iT2pxEo7hG7Du6j+8yv2NE+xGWxr91q/IOOHq0ZCLjj39Uw6lq0jhBqM9YusuaMWMG48ePZ9SoUZx55plMnjyZ76q9zoEgCIIgCNVFdnY2Pp+P5sfcITdv3pzdu3dXaR/fffcdb7/9Nh9++CH9+vWjX79+/PLLL2G3d7vdpKSklHkIdZfffoPt25XyOsKa7WaZgDv4p59Wvm0gvnrIELjiCrUcNmrB7y+TEXzfPmtVP4qKlBEP0H/YPnymD5tho3lSyfftlFPU88KFYXZyrGE9axZMngzXXFNhQjOn3ck5x58DwPvr34988KjQ7nHjVDx6nz6wYYOKC9+7F669Vq8SiiDUFywp1s899xzdu3enTZs2HD58mPfee4+ZM2dy2mmn8c4779CoUaMoD7P6SEg9TKIrclUznLtQgdfJRZ9MAeB/Z88gzlE+wZC2Yq3hOunTKIcUKsmT4fXS8vNPAMg642xMR+hLymmlpFkxDg1VUDcxVbyGolhUYF0t11GOnS7r58vpsu6VAFBwNM5y28SUo+X3Z3iZ0EHdBLy69QLizNDXl91h/ZjtGgnXdL/LOufbUxS5Sl+dpcXEFbz+YBzzD840zXLrwjFs2DD8UiGiwRJQq08+GWq6wtof/qCU63Xr4PffK07eHbBL+/ZVxuIzz8D778O+fdC06TEbb9umJFqXi//7rTPjzlGu3G++CS1bht6/aao47tLvL18OR45AejqktlFu4M0Tm+OwlfxfGz1aleJauDBMcrCePdXKPXtUoPM9KlkuRUVKdq/AVf3C7hfyys+v8P7693niD09U+Tsd4O671fxC69aq66ZN4Y03YNAgmDcPZs8uScwmCA0VS3dZW7ZsYd68ebz22mt89NFHbNmyhR9++IHs7GxubuDfKr9psHpfR1bv64i/IdwwmiZx+7OJ258t05VC1PFjsiZ+L2vi9+IXn+FajZTbqvukp6djt9vLqdN79+4tp2ILQig+/FA9/+EPNd93o0YlLuCffRZ+u8LCEgG6Tx/o318Zh0VF8MorIRoE3MCPP56F3yojeNEilZQ7XHmv559X3tmPPlqyLuAGPno0ZOWpBL8BN/AAJ56oXML37SvJl1aGxEQ47ji1fPHF4CklWgQOKgxjOo8h0ZlIZm4my3ctr3DbYzFN+ERpKLz0ErRpo5Z79So5xnvuiagKmCDUS6IWYz148GBeeuklSyU5YkliWh6J7sjjQsMpoW6/jTcvVnUSGjfLwWErP3OvW8LJr6GS6dzEhiq3hd/PgbNHAhCfVgA2PcUzZL8+68cbn3pEq2+dz0pHLdctyWa5X00FtnmHqrmLhsJbVP6YHfh5ca8K1EtJLMSBdc+HsGh8J+waHg0AhUfKlxirKo2bR557wFEU/e9ngECWbyvthNqBy+Vi4MCBzJ8/n/PPPz+4fv78+Zx77rkxHJlQF9izp8SF+eKLYzOGs85SsdKffgq33hp6mw0bVCbwRo0gEM5/7bUqKdenn8Kddx7ToFRG8E2b1GJ8vHKBPu00ePxxuOOOks1NE/79b7X84INw3XUqHjlghJ9yCuw6XDZxWQCXC4YNU8r/118rw7UcvXur7Gb5+dChg5LdP/qoUsM6zhHHmV3P5J217/DeuvciKru1bp36fOPjlVpfmltuUeXB9uxRqvywYVXerSDUO7T9AufMmcO7777LRx99xJNPPknTcj40DQuHzc+Y435izHE/hTSq6x02G4UdW1PYsTXYYpeUTaifOLBxSkFbTiloi0P/50qoTgJ1rK08hBojLy+PjIwMMjIyAOWBlpGRESynNWnSJF544QVeeukl1q9fzx133MH27du56aabYjhqoS7w3nsqHHnQoIrdsKuTQJz1N9/A4cOhtwnEV/fpU+Jq3bu3es7MDNGgVEbwjRvV4muvKYPZNFU28dLtMjJKbPHcXGV4Hz2qspUDnHpqiWHdOrl1ue4Ccdbh1PBgnLXDAW+9pVKiQ6WGNSh3cID3N7yPGYGXYUBtHzYM3G7Uga9bBx4PhlHiKRCIIReEhor2neqPP/7ITTfdxAUXXEB2dnaw1JYgCILQcBBX8LrBihUr6N+/P/379weUId2/f3/uu0+ViRw/fjyzZs1i+vTp9OvXj8WLFzNv3jzat28fy2ELdYC331bP48fHbgxduypP6aKiknjvYykdXx2gdbF9u2PHMVFt+/YF/dv9ffuzebNa3acPvPCCMoJ9Pvjvf0uavPaaem7XTj0/+aTaRVGRcqE+7rjwijWUGNaLFql9l+Pyy5Uf+rPPKt/x7t3V+g0bQh9wKcZ1GYfb7mZTziZ+2Rs+qeCxBAzr00cW+8v37aviuc86C3y+YKI6MayFho62v+kzzzzD008/zeeff87kyZNZvnw5vUL6rtRSLCom4eb5fH4b325Txz+8/RrsIVRrv0/vRlLnRlTXDb0cfj+uHXsAKGrTPKxqrePOjYZLtV/XpVqjb6/Xet92jXJbOufaoZH4DKDwiPXkZc648m7KPvx871bu5UMLW2APMxcYMkyhqmh8xkX5euXc3InWA9KOHEyKuM1RT/W5gtdGHnroIT777DMyMjJwuVwcPHiw3Dbbt2/n5ptv5uuvvyY+Pp7LL7+cxx57DJeFpJZ1gVGjRlWqVE2cOJGJEyfW0IiE+sCuXfDtt2r5kktiNw7DULberFlKQb/ggvLblFasA7Qqtm8LC1UJqSZNit944AE4dAj69WNX37Hk5yuhuEMH9fZttyll+bnn4O9/V2ruG2+o9/7zH5g+HVauhMDX6dRT1Rh3Hg4dYw0wYAAkJ8PBg0r9HjjwmA26dIFVq0pelzas/f4KvQeTXEn84bg/8PGvH/Peuvfo07xP2G0DeL3KA+B0vuS2f18Le3eWvPnll/DAA4y46B8AfP+92j5MHltBqPdYugMfMWIEP/zwQ/C1YRiMHTuW119/nalTp0ZtcHWRAq+Ti96+j4vevo8Cb2xq+tYkhs9P2ocLSftwIYavAbi+CzVKoeHjyvQvuTL9SwoNvXhmoXqpjYp1UVERF198MX/+859Dvu/z+TjzzDM5cuQIS5Ys4a233uK9997jznJBloIgVMT//qeU3iFDSpTaWBFQzD/8EPLyyr8fSrF2u0uyge/YUbxy7VqVLhzgiSfYtEVN4HboUGI4nnmmcns/cEAp1QsWqGzgTZrAGWcowxqUbQ4lanRFirXDURLHHLbsVmk6dVLB2fn5qtZZJQTcwd9b/14Vdq4mBnJz4T77w7j27oQWLWDGDKWYAzz4IL22fUZqqnK/D0xcCEJDxNKcUp8+fRg2bBiDBw/mwgsvpHfv3iQlJfHmm2+Sn58f7TFWKz6PHZ8tcrXLCBc/7YOeTbcGl0MlGvNrlLwCtGISddTykDfApoEnvTEAPtOAakhEpKM6a9+0a7TXSV4WKpFXldEas/VuAVzx1hXRUOXJfIaN7oVKOvAVuvGEKbelc64dLusJ0Xx6Aj9+je9LfErkifm81Zm8zLRWGKA6iwlMmzYNgLlz54Z8/8svv2TdunVkZmbSqliyevzxx7nmmmt46KGHpKayIFSR2uAGHuDEE6FzZ9i8GT7+WHlOB9i9WyUds9nKV6Zq00Z5fu/cCX37mDBpklKAzz8fRo1i4/Nquy5dStrY7Sp516RJKmFZcYQFl16qbN2xY1UIdECLOtawbp1SPsY6sN2nnyo1fPLkSg7Y4VCDWrtWxVkH5PQwnN31bBw2B2v3rWX9vvV0b9q9wu0XLAAbPgYaK9WKL78sCUr/5Rd46insV1/JhQNW8tLCTixeHEJlF4QGgiXF+qmnnmL16tUcf/zxTJ8+nTPOOINhw4Yxe/Zs7r333miPsU4R7/Sw8Oq7WXj13cQ7qyGDcW3D4WDfpePYd+k48f0Rok6c6eCTnRfyyc4Lw9awFmoHuop1bm5umUdhDdRtWbp0Kb169Qoa1QB/+MMfKCwsZOXKldXevyDUBzIzlQuwYcQuG3hpDKPEmH799bLvBdTqLl0gIaHse6XjrPm//1MGpNMZrCcVyAgeqHYV4NprISlJ5fIKuIFfeWXJWB5ShWLo19+kTRso9Bay7+g+ILRiDaokFyj3ek9VbiUD7uBVSGDWOL4xZxx3BgBzMuZUuv3XX0NXfiPem6dOWvdShvjjj6uZjIMH+cemywAzGBIgCA0Ry8GYPXr0YM6cOeTk5LBhwwZ++OEHdu3axT2BYvWCIAhCw8FvWH8Abdu2JTU1NfiYMWNGtQ959+7d5eozN27cGJfLVa6WsyAIoXnnHfU8fHhJrHKsueIK9fzFF0qFDhAwrPscG1q8Zw+Tf5/IV5zKOX/vUxIoftttSv4mvGGdmgrXXKOWTVO9f+KJJe8bHRfS6l+d6HmPyqy/O0/9trjsLprENyEUffqo/eblhalnfSzduqnnKhjWANf1vw6AV35+BY8vvOVeUADffQcnUFz3esCAsiKKywXvvgt2O60yl9GSLBYvLuuJlJNTvZ5JglCb0JaA7HY7Xbt2jcZYYoLd7cFhpZSszfqvhE0zFlmn7qtNx1VbywXduvu7XSehlqYruI7rvI5btc4/oajXKq8h4pOPWm6rM24dt3udMUPNn2+7vfryIFiNlw60yczMLON67XaH/mF+4IEHgi7e4Vi+fDmDBg2qUv9GiC+qaZoh1wuCUJ633lLPtcENPMDxxyt35JUrleF/881qfSD+t3R8Nb//DmPGMDKQ8ntv8frWreFvfwtuFii1VdoVPMCtt8JTT6nlK68s+f//ys+vcP3H1+Pxe3h9w3PcvedmjhSpMJ5Wya3C/s7YbGr8X3+takP361fJAUegWAOc2eVMmiU2Y8+RPczbOI9zu4WuU//998q4HpmwAo4CJ5xQfqO2bVX/a9YwxPUT7+9vxfr10KOHOie33qpCshu4Q6vQQJDCsFEm3+PinFenc86r08n31M+ssmXweEl9eyGpby8Ej2bAqSAcQz5eLkr9kotSvyQfub7qMykpKWUe4QzrW265hfXr11f4qGplihYtWpRTpg8cOIDH4ymnZAuCUJ5Vq2DFCuUxfdFFsR5NWQKqdcAdvKhIGalQSrFetQqGDoXNmznctCMTeIUpA76An35SWbZTUwE12R1OsQZV5uvPf1bhzddfrybnpi+aztUfXo3H7yHVrfYzc+nMChOXlSZgwwbGXCGlDesqzMw77U6u6nMVAC9lvBR2u0CZrREJxYMIN2E5YAAAZ7X6CVBlt5YvV7HnoDzGK4ru8XhUuLYo20Jdp8EHLfotJi+z2UN/+30eB99t7xVcNkNkMtb94YiVqhiqX8MDrh3Kz8rvcWCGuaQMDYXfp6Eo2p16maR1ypMZGuqgt9D6pIxNo1SXJ0QCsUiI01Bwi/LLG1JFBix1KfmgqMiBwwydad+mcX3pfE46pboAjuYmVL5RGJLTD0Xcxl6NkxO6inVVSU9PJz09PeJ+QjFkyBAeeughsrKyaNmyJaASmrndbgZK9h1BqJRA0uwLLoBmzWI7lmMZPx7uvBOWLlUh03/7G/z6q/JePuEE1Bt/+INKZd23Lz/d+3+8dllLehbCjP5l97Vrl0q6bbeHzw02e3bJ8ssZr3D/N/cDcPfQu7mg+wWc9OJJvPHLG7RMUr81VTWsV6yowsEef7ySyXNylO97FT6MP/b/I48tfYzPfvuM3Xm7aZHUotw2CxaAAw8dD2WUHdSxDBgAr7zCELcyrD/9FB55pCQ+PDtbZY4PTHYEME217eTJ8Ntv6hyGKeJQjh074MYb4brr4MILq9ZGEKobUayjjNvh4cVzH+fFcx/H7aj/yctMu40DY4dxYOwwTLtcTkJ0cZl2/rt/FP/dPwqXGTs3daFyamO5re3bt5ORkcH27dvx+XxkZGSQkZFBXnENnjFjxtCjRw8mTJjAqlWrWLBgAZMnT+aGG26QjOCCUAm5uSVqcFWNoZqkVauSLNzjxikROi1NhQS3aAHcfrsyqkeOhEWLaNZXGbzBclulCKjVHToodb4ylmxfAsDNJ9zMv07/Fye2OZFh7Ybh8Xv497J/q/ElVc2w/uUX5Y5dIQkJ0L69Wt6wofIBAj2a9uCkNifhM3288vMr5d4/ckQZ9T1Zi8NTAKmpHGnbgg83fMi1H13L8U8dz/Mri1OlFyvWHXJU0sfPPoMtW9T5ClQvLD3xAEpcP/10OOccZVRDSfb0qvDAA2rC5OGHq95GEKqbBq9YO5MKcMVFrvDZwqhcLuDiEyouPOj3aRqgOvG31RFjPUgl34gjfKk1v4byq1MN3NRU9x1u65MjoUqtVbnfOOtlkUyN6ysuRS9mWMe7IN4Zuu+LKHbJdYa/s9Axzmx26wp/YV685bYAaW33Vb5RGDz5tS3UxKqRXH2G9X333cfLL78cfN2/uBbOwoULGTVqFHa7nc8++4yJEydy8sknEx8fz+WXX85jjz1WbWMShPrC668r46tbNxgxItajCc0VV5S4M59+OsydW5xgbcUKWLZMydfvvAOpqbQp/td56JBKGpaUVLKfQHx1KDfwUGzPVfWkB7Ys8XyZdNIklmxfwlGP+l8XrtRWgLZtlfC8dy9kZKiyXRXSvTts3aos1ip+INf1v44fdvzAS6te4q6hd5WJ+V61Cnw+OD11ORyCl8e15k+PNaXQV+LTfdf8uxjfazwpxUHgcft20NK+lyxfMxwOFX/fvj08+aSK187IUPHi27erIWZnq49gxAj46qsSA7sydu2CV19Vy2vWKGW8KhMeglDdiMQoCIIg6GMa1h/VxNy5czFNs9xj1KhRwW3atWvHp59+ytGjR9m/fz//+c9/wsZ3C4KgME14+mm1fNNNesk6q5MrroB77lEu659/XipreWDwF10UdJtOTlYPULWsSxNQrEMlLgtF5qFMANqltguuO+f4c+jcuHPwdWWu4IZREtIccZx1Fbmk5yUkOBP4df+vfJ/5fZn3An2e1kj5or923FEKfYW0S23H7SfeTtcmXTlUeIinlz+tTlxxIuMre64CVMKyE09U3gEBV+2nn1bq+4UXKqO6Xz8lsAfmMqtqWD/5pIqZB/W8bl2VD1kQqhUxrKOMz2/jh23d+WFbd3waKm2dwW9iz9yPPXM/+CXrhBBdfPhZZt/HMvs+fFRfRmtBH9Nv/SEIQt1i6VLlohwXB1ddFevRhMflgn/+E/70J5VpG4ADB+DNN9XyxIlltm/TRj2HM6yrolibpsn2Q0qxbpvaNrjebrNz+0m3B19XZlhD5XHWPp+aOPjPf7BkWKe4U7ikpyot9tKqsknMAoZ13yK1sDdR3eM9d9ZzPHHGE0wdPhWAmT/MJN+TH3QH/9u4n5g/v8QFHEpO82uvqZjoFSuUW/4HH0DHjiXnNScH9u+veMyHDpXE9gcidlatqvIhC0K10uBdwW0OHzZH5AawYQt9N1joczDm+UcB2D3tPBLt5V2J7WHaVhWdhFo6ruAh3TyLvCTPVbFEh6aOLVvfsBR2jbtnnTEbTr1kTTpu1Xa39YkGnfJkaCRs8xXq/SQ44qPrwl6Al7PjvgZgW8G5uKrhJ0vHfT0xPVer70KN5GXupMqC7kL0V1j/8z7UZUzTZPv27TRr1oz4eL0wA0GoTgKGzaWXQuPGsR1LxLz8sspE1qePygheitatlV16bJx1RaW2juVgwUGOeFRJrbYpbcu8d02/a3jgmwc4WHCQLmmV76yyzOBvvqmShNls8KevuuOCiAxrgGv7XcvcjLm8vfZtZp0xi2S3ku2XLQM3BTTb+wsAewzlwt48SYVnXdbrMu5beB/bDm3jpVUvcfOAAfDWW6Rs+onTZpTtY/hw6NlT1eR+4w2lxr/5ZkkiuMRENamxY4dSrYcMCT/eZ55R8f09e8Kpp8K//60M60At8epg4kSlin/ySYlXgyCEogFIqjWLAXRuspPOTXZWY+Rg7cKXlogvLTHWwxDqIQbQ0Z9IR39ig/k+1VVqY/KyuoZpmnTp0oUdobInCUItITtbhSWDcgOvU/j9JVm0Jk4s58MeUKxLfwUrK7V1LJm5yg08PSGdeGfZCbIkVxJLrl3CwqsXllGzwxFwBd+wQeVZK01REdx3X8lhbY3rVjyATBUkXgH/+pfK5J6bC8PaDaNLWheOeI7w7rp3AaUcb94MffkZm8+Lr1k6+wqUlNw8URnWTruTu0++G4BHvn8ET7/iGmY//VSuP8Mo6xzwj3/AmDFltyn2JA9OYoSioABmzVLLd90VFMmrVbE+fFgZ84sWlUwoCUI4LEk111xzDddeey0jamu2igjwe+2WylfZwpy5eIeHVZNuDL4OpS7rqKCgl6hJJ/FZSJwO8v5ySqX71ykRZmiUNPIW6GWz0Onb57F+zHa3daVdJ2GbI05P0dRRYJ0h1O4EnCwvHFtpW7/P+nfC7rJ+rvMPJFW+UQXEN6745qci8vY2irjN0SLrHgWVUVPltuozNpuNLl26sH//frpUNZhTEGqY//xH1SQeMAAGD471aCLk66+V5ZacXL72E0qxhrKu4FlZcPRoxaW2ShN0A08JbTh3S+9Gt/RuVRpu8+YqiVlmJqxcCaXSQ/DiiyrzdoDf9jeha9OmqtzWU0+pGlYhvAhNE6ZPV8fUoQPMnGlwbf9rmbJgCi+teolr+18bdD0fl74csmH/SX3xmwswMGia2DS4rz/2+yPTF01n+6HtvJGwiasBfv9duds3bqys0jlzYPx4rrqqOe+/ryYnpkwpf6xdu6qPp6I469deg9271QTIZZeVJEDPyFCTC7ZqkAszMkrK5D7+ONxyC4hDkRAOS5fg4cOHGTNmDF26dOHhhx9m57HBKIIgCEKDQhTr6PDII49w1113sWbNmlgPRRDKcfiwcr0FuPfe2pu0LCwBtfqqq8qm/S4mlGIdUKvbt1cx25URKnGZDqHirI8eVaovKDdqKFZ6L7hAvZgyBfr3L0mJXoqdO1V7UJ/l5teWcvXs77Abdr7L/I4N2RtYtky9PypZdbqnv5roa5LQBEcpZSneGc+kIZMA+FfGfzE7FJf8yshQzzfdBLfdBjffTFKSyvz9zDOhDeCAYl2RYf3ZZ+r5z39Wn0X37uB2q+uy9CRDNCktwO/ZoyY0BCEclgzr9957j507d3LLLbfw7rvv0qFDB8aOHcv//vc/PB6J4RMEQWhomKZV4zrWI69dXHnllSxbtoy+ffsSHx9PWlpamYcgxJJnn4WDB5URFLDh6gy5uSpIFsL6sIdSrCNxA4cSV/BwinWkhIqzfuoppaR36FByKJs2Fb/x1FMqM9iaNXDaaaqY97x5StKlrOHa3LeTJn88h5ZvfspYTwcA5qyaE+yr19HixGVd1YxDs8Rm5cZ306CbsBt21mevZ+eJxQnUVq5U8vMbb6jXH32k6oZVQMBJpyLDevdu9RzI0+Z0Qq9earm63MEDhnXn4oTu//pXSUZyQTgWy1l7mjRpwm233cZtt93GqlWreOmll5gwYQJJSUlceeWVTJw4sU64snmPuvH4IncXDlfHusDr5Jr37wJg7gWPEucoP9Ggk3wMiNmNqM8T4nLx+mj0qUpedvCsYeAI7YasUyvYU2C9Xq9Tow41hDnmKmJ3We87d5f1G+hQLtVVxRVfWPlGFfWdYL199tbm5dYVGl7+0vpzAP698wzcZujPI7GRdZdqd2LkScACuDTaAvg1rq/EpocibuOrzuRlVktniWJdhlmBAEJBqGUUFMDMmWr5nnuUa3Sd4uuvwetVFnLAGjuGUIp1JInLgJAZwXU41rDesUNlOgeYNk0dEhQb1g4H3Hyz8pOeNk0p9AsXqkf37nD//fyWcwlgMKifl5mrL6eRNxuAazen8Onx8PLPL2OsfJAEikjbp3yt97RtDBtL4qtLk+JOoWeznqzes5qVPZvQBuCHH0qkXcNQg3zlFeWeHobSMdamGdobImBYt2hRsq5/f2XHr1qlqqdFm5Ur1fM//wl/+Ys6/6+8AtdfH/2+hLqPdordrKwsvvzyS7788kvsdjvjxo1j7dq19OjRg0ceeYQ77rgjGuOsM/j8NuZvHhhcrveYJu4tWcFlQYgmPkwWJW0PLgtCfefqq6+O9RAEISQvv6xU0jZt4MorYz0aC/zf/6nnseHzdgQU6717lSrpcpUY1pEq1tFyBR+obinZskWFhb/7Lng80KOHev19cfnpgLIOKMX6ySeVIfvvfytXg/Xr4dJLGXLcu6TzNA+5/81w/2J82LDjZ9ziPTQb0Iw9R/ZA0v8xxNYcw++H5s3Z41CT5oGM4McyoOUAZVi38HMuwHvvqTeaNVNjuPtueOEFVYMrYDEfOaIs5Y4dwWajY0c1WXP0KOzaVfJZBDDN8IY1VI9iffRoSZL1oUNVwrRJk5SRfc01YQvhCA0YS5eEx+Ph448/Zs6cOXz55Zf06dOHO+64gyuuuILk4jz0b731Fn/+859rvWFdkJuAsypBM8dgc4RWYP0+OzNPeU4tH3FRUBD9KV2vRnkgm00jEViofv1+socNByD/cHLYzBEODeVYR+F3aCSmAijKt66WJ8RpKMcaSqhOwjXdeFedvlObHSy3LgE/s/JOAiC96WGcYaJXdD4nv8b15dZQ6EHvfIf7DaoIu0/v+1ARkrwsemzevJk5c+awefNmnnzySZo1a8bnn39O27Zt6dmzZ6yHJzRAvF5V1gmUbWThtim2mGaVDOv0dHVsRUVqEqF5cxUXDCUZqCsjEGMdLVfwRo2UWr5xY4ln9fDhSoy220sM/q1bSyYDgrRtC48+Cn//u3I3eOgh+m56j/V8Q5NlOQBMb/E003b/CffOXUzoejOPr/ov9JvLGXlnwE6gXz9lbBNasQYY2HIgczPm8pNjX9k3Hn0Uzj9fqee//grffQfDhim3/KFDVf2t5GTo3x/nSScxoP3dLP+9Cb/9Vt6wzs1VXhOgPpcA1WlYr16tPOhbtIBWreDGG+Hhh1XG9I8+ggsvjH6fQt3G0h1ly5YtueGGG2jfvj3Lli1jxYoV3HTTTUGjGuAPf/gDjRo1itY46wxOu4/x3b9lfPdvcWq4P9cZbDbyunQlr0vX6knHKDRonNgYX9SJ8UWdwhrVQu1AkpdFh0WLFtG7d29+/PFH3n//ffKKy+asXr2a+++/P8ajExoqb7+tkj03aQI33BDr0Vhg/XqVWtvthpEjw25msykDClSc9aefwqFDyj4dNqzybvymnx25yo88Wq7goHKtuVwwfjz8+CMsXlzizd6iBSQkFJfc2hpmBykp8MADsHw5G1y9SWc/hmnCn/7E6e/eyDaUut5m1fHFO81geEqGWu7bt0qGNcDKnDUlJ3D4cJgwQRnO48erdS+8oAZ69dXKqAaVeWzxYnjkESbZZgGh46z3qCGQnKyOF4A1a+jTKQ/DUGp2QNGOFgE38MCkSmIinHeeWg4MXxBKY0n6fOKJJ7j44ouJi4sLu03jxo3ZUl0p+qKIzeGzpvw4rRvNpl/vRtKdZF3N9HutGyc6KqqOyu50W+83X6P8E+h9zr4i66W+XBpKaIHGMSc0OVz5RhWgU1ZNJzZcJw7fnXzUcltDwwMEat6Tw+arvsk+068eVtoJJdx77708+OCDTJo0qcxk9ejRo3nyySdjODKhoVK6XvIdd5Rkoa5TBNTqUaNKWWWhadNGGag7dqjyTqBc3wPagd/0YzNC//7uyduDx+/BZtholdwqOmMH/vY39QiFYSjVevVq5Q4eiFUOhadnPwZ4l3MHjzHl6iySnniUYfGw4bjesGk762YfgolASiZdPRmqUb9+7Ml7FQjvCt63RV9sho3debvZdeOdtHrlA+V+HnD7vv56eOklVQC9WTP48EM1ybFwobKUZ8+Gp5+mr1dlIQ9lWJdzA//kEzjnHBKvuYbjj5/Dhg1Kta7AISFiAonLSnsrNC2uNrZ/f/T6EeoPlqysHTt28EbAH6UUL730Ev/617+0B1WX8fkN1uxtz5q97fFpGtB1Ar8fx94DOPYeCGacFIRo4cPkF+MgvxgHJca6liOKdXT45ZdfOP/888utb9q0KfvlTk6IAc8+q9Tq5s3h9ttjPRqLVMENPEDABTkjo6TZhAnqefG2xSTPSObct85lc87mcm0D8dWtkluVKUtV3QQSqwXiwcOxZQvk+93MSphK4pynggWZu5yn5O/e2TvAbwe7F29uhmrUty97j6iM3qGyggMkOBPo0bQHACsvHal8pQOpuwFOOkkFhefnK/dwUMb0kCFKei8O2m934GegioZ1oHTaN99Umzt4KMO6SRP1LD/HQigsGdbPPvss3bqVL27fs2dPnnnmGe1B1WUKfC5Oe2MGp70xgwJfXQtCsoDPT9prX5L22pfgE8NaiC4F+Bgd9xWj476igAYQWiE0eBo1akRWVla59atWraL1sUGHglDN5ObC9Olq+YEH6qhanZcH336rls84o9LNA5nBn3lGxZYPHFhiI3644UOOeo7y8a8f02N2D6YumMqRoiPBtoGM4NFKXFZVAnHWZRKYheDXX9Vz165ls27b+/UGYABrIVedgB3ufKUqd+1aqSs4lHIHz1pZ/k3DKJtG+89/hmuvLXnduzcYBomHskhnX8gJgjKG9c6d8OWXasXWrQzuoUJmomlYFxSoimVQkkAOxLAWKsbSdNru3btp2bJlufVNmzYNeUNQm7E7/JbcfW2O0EmA7KaNFkk5xfv2hN5OU6HRSbak49oc0s3Xa+JLjC953wjtCqxT9kpH0UppccByW4DCvHjLbeMbWy8B5dVJmqbjzq0pHjp1wgVCHLMDLy1NFXLicBdhJ/TkTZyOO7fduhLuSs633FabMCX/KsIR5ncrGkjysuhw+eWXc8899/Duu+9iGAZ+v5/vvvuOyZMnc9VVV8V6eEID47HHIDtbGWLXXRfr0Vhk4ULlz96xY8V+0sUE5q8OFN8+lP7a/ZSlJMz2qe3ZdmgbDy95mEXbFvHtH7/FMIyoJy6rKlU1rANKcLnT0FsZ1oPcv8DBftBoG9sawcnNe2Pa7UHFOpwrOKjM4C///HIZwzrzUCZ/X/h3Jg2ZRJ+rr1Yq83HHwbFlBZOTVaHoTZvoy88s2nwaXm/ZrNtlDOvXXivjJTm08XrghKga1mvWqImVJk1UjH0AMayFirBkobVt25bvvvuu3PrvvvuOVq2iF1NSF0lwFrH6pptYfdNNJDgbQAV5p4N9153PvuvOB6fUHRCiSwIO1pljWGeOIUG/OqBQjYgreHR46KGHaNeuHa1btyYvL48ePXowYsQIhg4dyt/CBVnWQo4ePUr79u2ZXEHdWqF2s3s3PP64Wn74YXBaTxsSWz7/XD2fcUbo4sjHEFCsQWXdvvRStew3/UHD+uPLPubD8R/isrv4LvM7NuYoiTVYw7qGDeuquoKHNayPPx7sdtz5hzizvwoi3pYK9O3LwYKDFPnU/Ww4V3AopVjvKjGs7/zyTl7++WWmL5quSoBt3Ajz5oVOK9+3LwCDHD/j9ZZPxBZIXtaiuQlz56oXxZZ3N6+SljdvLskcrktpN/DSl40Y1kJFWLpTvf7667n99tvxeDyccsopACxYsIC7776bO++8M6oDrG7ycpIwLNSNsFtIeBbA59MrweWOt57YylNo/T9jQqMjlW9UDf26E60fr+5Ne/6h2CQCs8dZV/h9GonitBVYjXJbOhQetv45uVKsq932BL3JM0Pjd8QKDrso1rUdp9PJ66+/zvTp01m1ahV+v5/+/fvTJXDnXEd46KGHOPHEE2M9DEGDBx5QdXxPPBEuuKAGOjx0SNUwev996NRJWfVVMIQrpIpltkpT2rA+4wyVawtgc85mDhcdJs4RR4+mPejTvA/D2w1nwZYFfL7pc7o26Rr1GtZVpXTJLY8n/CRIWMPa7VbG9bp1DIh38tkB2NaIMhnBU92pxDnCJy3u16IfNsNGVl4WWYezKPQV8t56Vc966Y6lmKaJYRjhP9O+feG99zg56Wc4qMZaunZ4QLHueXQ5bNig4sPHj4e5c0nevhabTYnYBw5ACKfaiAlkBC/tBg5iWAsVY0mxvvvuu7nuuuuYOHEinTp1olOnTtx666385S9/YcqUKdEeY1hmz55Nx44diYuLY+DAgXwbiKERBEEQahRRrKPDxmLJqXPnzlx00UVccskldc6o3rhxIxs2bGDcuHGxHopgkZUr4bnn1PIjj+jbtxVy4IAykJo3V2WYPvoInniiJIZWh4wMlbHL5YLRo6vUpHQqg1Bu4H2b9w0mJjvjOBWz/fkmpYoHDOtoltqqCi1bKjvT54Nt28JvF9awhmD9rvb71ITxtlSgX78quYEDJLoS6Zau8i/9lPUTT/7wJP7isg+7Du8KliELS7Fi3dsMncAsYFj3y5irFi64QCU/A4y1awhU+D2gFwEYJFTiMigxrA8dUq7iglAaS4a1YRj861//Yt++ffzwww/8/PPP5OTkcF+gHkMN8Pbbb3P77bczdepUVq1axfDhwxk7dizbt2+vsTGEotDrYOLCm5i48CYKvQ3AddXrI/WzJaR+tgS8klxKiC4Fpo8JnlVM8KyiwJTrqzYjhnV0OP7442ndujWXX345zz77LL8Gsg1FicWLF3P22WfTqlUrDMPgww8/LLeN7qT15MmTmTFjRpRGLNQ0Pp/KLWWacNllMGJENXf4wQeqDFNhocoSFuhw2jQ1CKt4PCUJs84+G5KSqtSsVSsl3nbpopoFCBjWA1qWWFoBw/qbrd+Q78mPmSu4zaZClCF8nHVeHuzapZZDztUVx1m3X6MM4G2NgD592JOnFOuK3MADBNzBv97yNS+segGARKfKeLd0x9KKGxcb1m0Or8dJUTm39t27wU0Brb99U6245pqSYt5r19K4sVqMhmHt8ajyZVDesA4Y8AA5Ofp9CfULLcsvKSmJE044IVpjiYiZM2dy3XXXcX3xj+asWbP44osvePrppyP6h755UzsSK3BtCYfbHdoFNN/n5P+2DgLgltZfEm8v79KbmpYbcX+lSdJItqTjku2ylU/GZRh+4jaqGdqcM07EtIWZq3FpuM47rWcbN+L0phONeOsu2X6NtqbPeoI6Q6f2tq5rs8a1aTrLt/WaPj7cr/6pP51chBkmOZ690LoLuz/VeqgB2q7gGpn0LSQv8x2VyYnaTlZWFl9//TWLFi3iiSee4M9//jPNmzdn5MiRjBo1iptuuklr/0eOHKFv37788Y9/5MILLyz3fmDSevbs2Zx88sk8++yzjB07lnXr1tGunXJvHThwIIWF5b83X375JcuXL6dr16507dqV77//XmusQmx44QVYvlzlkwrEWFcrO4qVzKuuUrGzu3crV/ClS2HBAjjtNGv7/cc/lOyYlgb//ne5tw/kH+Db7d9yVtezytSldjjgl1+UcRVfKn9pIClXacO6Z9OetE5uzc7DO1mwZUHQCK1pV3BQxvKaNSqMOVTy84Chmp6uTkk5Aob1VyvgeNja2MBMSalSRvAAA1sO5NXVr/KfZf/B4/fQo2kPRrUfxewVs1mauZRLel4SvnG7dtCoEY6DB+nOen79tW/wLb9fxVhfwMc4Dh9U2cRGj4bDxSF3O3bQrv9BNtMoKsbuunUq311qqroUS+NwKOP64EHlDt6s8vkGoQFh2bBesGABCxYsYO/evfiPqV/80ksvaQ+sIoqKili5ciX33ntvmfVjxowJ+4+8sLCwzI1Abq4yblecXkRcnHUj5lh8Ph/jUucB8MNAH/aQdkCKZi+67a1S/tfD5vMxsNjdb2Wj7vhDH3Ds0HXTaarR9nBnzc5jwO5YD6AsPnyMQ812z94/EDvVcH3F1smlRikoKAB+rp6dmwb4LajPoliXoXnz5lx22WVcdtllAGzatIkHH3yQ119/nXfffVfbsB47dixjK4g1rcqk9cqVK8O2/+GHH3jrrbd49913ycvLw+PxkJKSEtajLdz/ZiE27NsHgYi+f/wjOrGqlRKQUTt2VD7nLVvCjTcqY3jaNDj11Mh90X/8UWVcA3j6aSVDH8NfF/yVZ1Y+w3/G/odbBt9S5j2ns2ycsmmaIRVrwzA447gzeHHVi7y46kVMTOIccaQnpEc23ihQWWbwgGv18ceH2UGx+tv2gJqAzXeYZB/NDk4WVMWwDpwbj18JC5NOmkScI47ZK2bzw84fKm5sGEq1XrSIvvzMwlKGdU6O8qQ4nw/UiiuvVJnlGjVSvvs7d9LXuY6FDI2KYr1zp3ru1Kn40vvPf9TMxOOPg9NJkyYlhrUglMaSRTlt2jTGjBnDggULyM7O5sCBA2Ue1U12djY+n4/mzct+yZs3b87u3aEtgxkzZpCamhp8tG1bPW46drufwYOXM3jwcuwWFKW6ht9uZ/ngwSwfPLj2GdVCnceOncHFf9ViVAtRQ1zBo0NeXh6ff/459957L0OGDKF3796sXr2aW2+9lffff79a+w5MWo8ZM6bM+oomrY9lxowZZGZmsnXrVh577DFuuOGGCsPEaup/s1A17r1XudL27Qs331xDnQasmNLG7913q7joJUtUuaxIOHIEJkxQlthll8EloVXSgKH3xi9vVLrLbYe2caDgAE6bk17NepV5L+AO/smvnwDQJqWNStJVw1TVsA5bcaxjR0hIIM4LLYqF4G2HtpUo1pXEWAP0b9kfo7huZ7PEZlzR5wqGtFVx0D9l/USht2QS7dHvHuXMN85kzd41JTsodgfvRwY7dpQI0oFb+x724oM46aSSNsUTAt39a4HouGcH9tGkCSpEYdIkZVy/807JesSwFspjSbF+5plnmDt3LhMmTIj2eCLi2B+uYMbBEEyZMoVJkyYFX+fm5tK2bVsu2rqHJAtZwW0a2XwNTYNbx03YoVFP2p1gvYaBQ8Mt2u60Ljs7NLNcH9kZyl+qaqQev8ty25A1w6uKhqHiaGq99jbouaGbHuvH7N1Xtdi5UDg7W//PaKbquYKbcdZd5/2RR7CQm+fjn/+03GWFSFbw6NC4cWPS0tKYMGECf/vb3xg2bBipqak10reVSWtdwv1vFmqeBQsg4HD49NNlawhXKwHFunTWsNat4YYb4L//Vap1cQWaSjFNuPVWpS62bq3ah8Dn97EhewOgYn93Hd5Fq+Tw5WIDanXv5r1x2cveM57a8VRshg1fcR6QWLiBQ4lhHa7kViBdQ1jD2maDnj1h+XLaH4LdybDt4LaIXMGTXEl0S+/G+uz13HzCzcQ54ujYqCNNE5qy7+g+fsr6iSFth7Ajdwf3LrgXv+ln4ZaF/Gfsf7i2/7UYxYb1Ca6foUgl/z7hhBLDuoP5u1oo7Z/dsyd88QVdCpWBHg19L2BYp6UBa9eWZCl77DG4/HKaNFH/t8SwFo7F0s9mUVERQ4cOjfZYqkx6ejp2u73cP/q9e/eWuyEI4Ha7cbvd5danNj5MsjvyuGO7K7Sh6DcNthxQY+jYeA+2aig/ZNMwXvwaxktcqHJbfhMjR5UrMtMSwBb6JrnwUKLlfhObWS9bZXPr+YI7mh+03DauiXUjVSdWWQeznfWSagDeVI0Y67jy147fNPk9V33XOqU4sYWZODPchyz369G4eTQ1RXTTpvE5GxZirHOrz4vGNK3lGdLJTVQfOfPMM1myZAmvvvoqmZmZbN++nVGjRtG9e/caG0Mkk9YVcc0111S6Tbj/zULNkpsL116rlm+6KZhsuWYIGNbHumvfey88/zwsXgzffQcnn1z5vp57DubMUUbiyy8TzGh1DFsObqHAWyIWfLD+A24eHF6iD9RmHtBiQLn3Gsc35qQ2J/F9pvLqqOnEZQECCcm2bFF24LETI5Uq1qDirJcvp8NB+LGNUqwDWcGrkrwM4PExj/PJb59wx0l3AOr3ZEjbIXz868f8sOMHhrQdwvMrn8dv+nHZXeR787n+k+v5Zts3PNfrJuKBPv6fAZMNG4ygYd2IA6T6D6pOShvWARf2w0qxjoZhHTCY09KAVatK3sjIgAULaNLktDLbCUIAS9Ln9ddfzxtvVO46U124XC4GDhzI/Pnzy6yfP39+TA1+gHyPi5Ne+A8nvfAf8j2RK+F1Dq+PxJmLSZy5WLKCC1En32vS551t9HlnG/lescBqNVbdwEWxLsOHH35IdnY28+fPZ9iwYSxYsIBRo0bRokULLr300mrt28qktVA/uOsu2L4dOnSARx+twY69XpWVCsob1m3aKFdugNdeq3xfP/yg1GpQ8dWnnhp207V715Z5/f6GisMsftpdPr66NGd0LskWFivFunVrVY7a61WfZWlMs4qGdaDkVr66f912cFtJjHUVXMEBxnYZy+wzZ5PsTg6uG9JGzdQs3bEUj8/D8z89D8Ccc+fw8CkPYzNsvLb6NZ48+jXY7aR699OKXaxfr9rv3g2d2axetGgBCQmYpsknv37C7uNaANAyWynWUXcFz8hQLwITgI8+Kq7gQlgsGdYFBQXMnDmTkSNHcuuttzJp0qQyj5pg0qRJvPDCC7z00kusX7+eO+64g+3bt2sndokGKe4jpLj1lL+6hBnnwIxrAKXFhJiQ6rKR6opegkFBqAv06dOHYcOGMXToUAYPHsz+/furPca6Nk9aC9XHF1+U1KyeM6fKVamiw+7dyupzOKBpiGyhAcP6vfcqLhq8Zw9cdJFK5X3hhSpGuwLW7VsHwNC26rpetHUR2UezQ25rmmZQsR7YamDIbQJx1hA7xdpmKxFyN28u+96+farusmGUlOUKySmngN1O+9Y9gWNirKvgCh6Ok9qomOilO5by8a8fk5WXRbPEZlzU4yKmDJ/CY6c/BsCCzMXQTdXC7svPQcN6zx7oRFk38HfWvsM5b53DrTvUxZuYt4cmZEffFTxgWE+dqk7yl1/Sw6OSgIphLRyLJWto9erV9OvXD4A1a9aUea+mEjaMHz+e/fv3M336dLKysujVqxfz5s2jffv2Ee3H57Xhs0UvKVIcfn778w0l+y8q72Zu2PTcMT351pVwZ7z1mNCQcb82O4f/WqquQ5j/e/HNrLvq2jVKGtkaH7XcVhezs3UX9qJ0698jX4JGW12PTI3QB9NW3uPBAWydFPhO+ymkfiUENPwaEwamhbbV6HddG2OsH3roIT777DMyMjJwuVwcPHiw3Dah/mc9/fTTMZukfeKJJ/jmm2/49ttvOXz4MP369WPkyJH86U9/YkQUCgrn5eWxqVR2oy1btpCRkUFaWhrt2rVj0qRJTJgwgUGDBjFkyBCee+65WjNpLUSfgwdLSj3feiuMGlXDAwi4gbdsqYyWYznlFCUb7tunkpidfnr5bQoKlFG9c6cyyubMqTSL+Np9SrE+s8uZ5HvyWbV7FR9t+IjrBlxXfoiHd7Hv6D7shp3ezXqH3N/AVgNJT0gn+2g27RtFdh8aTZo3h/Xryxt8W7ao59aty5YQK0ffvrBxI+0Pr4QPLmbdvnUc9aj7qKoq1qE4odUJ2A07O3J38MCiBwC4rv91wXj1UzqqGPofd/yIr++Z2NeupS8/88F6VXWmjGJdPDPw4a8fArBy78/K1WLrVnqylgMHRloeZ4CgYd3IX2JYn3++qmf2zjuMXPE48IoY1kI5LBnWCyPN0FhNTJw4kYkTJ8Z6GIIgCA2e2mhYFxUVcfHFFzNkyBBefPHFsNvNmTOHM0oVfq2pZGGheP311xk1ahQ33HADI0aMICUluuUVV6xYwejRo4OvA15mV199NXPnzo3apLVQ+zFN+NOfVBnp446D4mpqNUu4+OoATqdSoJ97Dt5+u7xh7fer+tdLlkBKCnzwgSrAXQkBw7pn056Y3U1W7V7F+xveD2lYB+pX92jag3hnaKvUZth48ZwXWbR1Ead2DO+CXt0E6lMf6w4dMABDOQWUo2NH2u9VXpcbc1QmtARnAkku664Mia5E+jTvw6rdq1izdw0GBjcOvDH4fq9mvUhyJXG46DDreregN0qxfnSTqie9ezeMKKVY+/w+vtz8JaBU9aJef8BVbFh/nRM9w7qt53fIy1Nu4N26qZiJd96hy8o3acND7N8viRaFsjR4/12/147fgmJt08nsranqu1OsZ7r2HLUuSboaW3dvNzSSNNmbWU8CZrbRU6y9w6wfsyfJ+uds2nULcFtDS0EFDJ917w9bkU5by02xFVm/Nm2FegqwrbDybcK2tZCk36+X9L1CaqNhPW3aNADmzp1b4XaNGjWiRYsW1TaOSFixYkW17n/UqFGYlXguyKR1w+D551X1IIcDXn0VEq3nGLVOZYY1wPjxyrB+/32YPVuV4QoweTK8+64ywD/8MOhGXBGlM4L3aNqDrk268reFf2P+5vkcKjhEalzZibVARvBwbuABzjn+HM45/pxK+69OwhnWZVybq0D71LITaTpu4AGGtBnCqt0qEdi4LuPo0KhD8D27zc7g1oP5esvXLG3lpzcw0FiFz6fKh+3eXcoVvHNnlu9aTk6+Oii/6ef3Xq3p9in0ZC3vRTF5Wau9xYnLevdWX5RBg2D4cGzffsuFvMdX+2/X70yoV1i+i/7222+58sorGTJkCDuLaxC++uqrLFmyJGqDq4sUeh3cNv9P3Db/TxR6G8C8hceP89X1OF9dD5765aYrxJ5Cr5+bvtjNTV/sptAr11dtxvQblh+gyiyVfhQWasw6RMgtt9xCeno6J5xwAs888wx+f2yvtYMHD/L4449z/fXXc8MNNzBz5kwOHbIeTiMIx/LLL3DbbWp5xoyyZYFrlFA1rI9l5Ejl43zgAHz1Vcn6J55QD1AZwEt5YlREICN4nCOOTo070b1pd7qnd8fj9/DZxs/KbGuaJl9v+RoInRG8tlGZYR1IulUZye5kGseVZFSvakbwigjEWQP8edCfy70fTHDmVlnIO5sbSeIwGzYc4wreqROfb/q8TNuN7ZWXQi/WcOCAftRT4Hw13ZGhFvr3L3lzoJpgaUmWuIIL5bBkWL/33nv84Q9/ID4+nlWrVgVvgA4fPszDDz8c1QHWNXymnXfWj+Cd9SPw6dbiqQv4TezLdmNfthv8krVZiC5eE95Yn8sb63ORpOC1G1Vuy0pmcNW+bdu2pKamBh8zasgv9R//+AfvvvsuX331FZdeeil33nlnTP+PrVixgs6dO/PEE0+Qk5NDdnY2TzzxBJ07d+ann36K2biE+sORI3DJJSo0eexYqKGcs6EJVcP6WOx2FUMNyh3cNOGf/ywZ+COPlCQ5qwKBxGXd0rthL/ZYvKD7BQA8t/I5/GbJxNpHv37Et9u/xWV3cVbXs6rcR6yozBW8qoo1UCZWXCe+OsApHU8hwZlAz6Y9yyR7CxA0rPetgrZtsWHSn1X88gvkZhfRlky1YefOQcPabVdemBuL89L0ZC0ej8kRjfzBPp/KPQCQvKlYsS7OKwUE/embso/9+6VkpFAWS5Lqgw8+yDPPPMNVV13FW2+9FVw/dOhQpk+fHrXB1QRxKUeJc4euSV0RjjBtbL5Cpp06F4Ckxrm4Qrn0ata2dmgkIHOnWHeNtieH8D2N9+O7RJWWsDcqBEfouRp7qgW/1WKK+lj/hSxsqudmatojvzYC6LhV2wsir60ebGs9UgBHnp5SZz9k/do29sSVW+f0+/lXG+Wi2+gHN65QyW2Aos3plvt1tT1ouS06ISEAfo1wAZ+Ftkdrb0m8zMzMMvHE4WobP/DAA0EX73AsX76cQYMGVanfv/3tb8HlQFLO6dOnl1lfk9xxxx2cc845PP/88ziKC9F6vV6uv/56br/9dhYvXhyTcQn1A9OEP/8ZNmxQIvHLL4fOGVZjVMUVHJQ7+H//q9y9b7wRXnhBrb/7buUOHgGBUls9mvYIrvtjvz8yc+lMFm1bxMylM5k8dDL5nnxu//x2ACYPmUzHxh0j6icWREuxBuUOnrE7A4iOK3jrlNZsuHkDSa6k4IRGaQKK9q/7f2X/4HE0ycxkAD+xaNEI2rIdO37M+Hhykh0s27kMgPG9xvPKz6+w0aE8etLZTzKHOXAgxXJ2+0OHSoxl1/oMtVBasW6m1Ptm7MXjUSHYVQjrFxoIlgzrX3/9NWR20pSUlJBZVxsSLruXvwz9MNbDqDkcNvzjKphpFgQNXDYbk1tWJduKEGt0Y6xTUlKqlKjrlltuqbSec4cOHSIeR4CTTjqJ3Nxc9uzZE5PazStWrChjVAM4HA7uvvvuKk8WCEI4nnxSxVPb7fDGG1VMZlWdVNWwPvlkpWrv3KmMasOAWbPgL3+JuMt12Uqx7tm0Z3Bd57TOzDpjFn/69E9MWTCFke1H8tnGz9h2aBttUtrw1+F/jbifWBCtGGugTAx0NAxrgLap4ZN9NUlowvFNjufX/b/yQ5/GnPkeDGQlz3wPI4vdwI1OnZi/5StMTHo168XoDqOVYZ27VaU7z88nnWwOHEihrcW8YoFz1TFhD0ZWlrrWepfKBl/8pWlm7ANTeQOIYS0EsGRYt2zZkk2bNpW7eVmyZAmdAkX06giOhEKccZGrTo4466qx4YidymVPtB63aEuy3rbwBOtZkwrTratsusm4HHnWlWPXfuufsyPTeny+mVNRLY2KMVx6iqYlFbUY737rmXN8GiXoPFnWsy7bNErBAZgaCdsMC2q5P7/6kuLVVPKy9PR00tOteyhUxqpVq4iLi6NRo0bV1kdFpKSksH37drodk4QpMzOTZLl7EzRYsKBE3H38cRW6HHOqEmMNSla/5BIVUx0fr2YFzjvPUpehFGuAGwbcwFe/f8W7697l4ncvZnfebgBmjplJoisWmd0iJ6qu4KnRdQWvCkPaDuHX/b+ytIWXM1GGdWFh2cRlATfwMzqfQZe0LkBx9vL0dMjMJJ1scnKs2yKBc3VyYgYcBbp2LVvcvVixbmHbCz61vcZcrlDPsHT3/qc//YnbbruNl156CcMw2LVrF0uXLmXy5Mncd9990R5jncLvN9h9WP1ytUjOwaaRDbtO4DfhQLG7dGMn2GqmjrnQMPCbJll+Zby2tLmwaWbUF6qP2pgVfPv27eTk5LB9+3Z8Ph8ZxfVIjzvuOJKSkvjkk0/YvXs3Q4YMIT4+noULFzJ16lRuvPHGsK7o1c348eO57rrreOyxxxg6dCiGYbBkyRLuuusuLosgjlQQSrNli/Km9vlUdSoLQm/0yc9XCcmg4hjrAFOmqOcrrggmkIoUn9/H+uz1QFnFGlRN++fOfo5lO5ex7dA2QMUFX9TjIkt9xYKAq3dUXMFLx1hHSbGujCFthjA3Yy5LDTXh0o0NJJIXTFzm79SRzzepENQzjjuDLk2UYZ15KJOC5n2JKzasD2hkBg+cqxMcIeKrIahYp5v7gPI1w4WGjSXD+u677+bQoUOMHj2agoICRowYgdvtZvLkydxyyy3RHmO1YnP4sIWJC66IcKpzQWEcXR9+HYC9D59DoqN8bLHh0FMF7XHW435Nn3UF19c3t/zKo35cfdVMYtHPnSAh9P51VGebx7pqHLdLzzvAtryR9baJGp9TvnXF2nswwXJbu4ZXAoD3kHW1PBRHTB+dcpYDkJ02gkQjtMKrdV1rqN1+jVh4AJvbuoLsORC54VdUUPcV60i47777ePnll4Ov+xfHyS1cuJBRo0bhdDqZPXs2kyZNwu/306lTJ6ZPn87NN99cbWOqjMceewybzcZVV12F16s+L6fTyZ///Gf++c9/xmxcQt3l8GEl7u7fr6oFPfOMdtXP6JCVpZ7j46EqteObNoWZM7W63HpwKwXeAtx2N50al1c1G8U14s0L32T4nOEYhsG/z/g3Rq04WVWjtGJtmiWfs65iHY2s4FVhaNuhACzLzsDXuiX2nVn0IyOoWK9uH8eeQ3tIcCYwrN0wXHYXKe4Ucgtz2dw6gZ4riJph3duXoRZKx1dDULFO8B8hnqPs32/9nkuof1i+e3/ooYeYOnUq69atw+/306NHD5KsZgqoZzhssalBHCvMBlBVTIgdDurOTU1DpjYa1nPnzq2whvUZZ5zBGWeUz04bC44ePcpdd93Fhx9+iMfj4bzzzuOWW24hNTWV4447joQEuXkTIsfjgYsvhtWrVcWqDz5QdmytoHR8dSnjddHWRSS5kiqtG22FUBnBj2VI2yEsuXYJBgY9m/UMuU1tJWA4H5tUy0qMdbSzgleFHk17BA3lNScPoO87WQzgp6Bh/XnybjikPAncDjW53CWtCyuzVrKxmZ2eqGzdxyr2kRBoe/zRYsX6WMM6OVnVUi8qKs4MXrbmt9CwsWQShcr8/fnnJTXlGrI7eKK7gEOPjov1MGqOBBue9cfFehRCPSXRsHO4yahYD0MQqp3777+fuXPncsUVVxAfH88bb7yB3+/n3XffjfXQhDqKacLEifDFF5CQAJ98Am3axHpUpTgmcdmhgkNMnDeRN355g3hHPNvv2E56QnTzKazdp+KrKzOYS9dcrkvEx4PbDYWFykBMTi5bPioSV/Am8SqZWE5+Thn1ujqxGTZObH0i83+fz9LuyfRFxVkHXMEXeDYCMKbTmGCbrk26KsO6sfJQjIZinUgeLfJUX/TrxxNLn+C3/b/x5NgncdldSrXesYNm7BXDWiiDJcP6gw8+KPPa4/GwZcsWHA4HnTt3rlOGtd9rx++NPIGQzauRUEuz3JbvqHXXVVfrg5bb5rW2Pm6d8lGJazQUrQN6Kk/+zsaW27qah3CdryIFGv3qXF+6rs06YQ55OyL4j38MNqf1fp1+6wnIbE497xRPXvkSY1XFUkhINYr/tVGxrku8//77vPjii8GM51dccQUnn3wyPp8Pu916kjuh4TJjhkqgbbPBm2/CCSfEekTHEEhc1ro1323/jis/uJKtB7cCkO/N59217/LnE/4c1S4DinWP9B6VbFk3MQylSmdlKQOxfXvKGJmNI7i1MAyDn/70Ex6fh3hnzbk5DGkzhPm/z+f7Jke5CRjDlySTh8cGPxxYDcDIDiWZ9wIJzH5LVKGX6WSzXUOx3r9f1cO2YULLlhxplMhd8+/CZ/ro0qQLk4ZMUmEJO3YEa1kLQgBLhvWqVavKrcvNzeWaa67h/PPP1x6UIAiCULcwTQPTQsUCMawVmZmZDB8+PPh68ODBOBwOdu3aRVurdWOEBsucOTB1qlp+8kk455zYjickxYr1mjYuRs4dic/00bFRR0Z2GMncjLm8uvrVqBvWVVWs6zKlDWsoeU5JAWeEc+cJzgTQm2+PmECc9bdFmzCBlqjs7CuOb0Ze0V5S3CllEs8FEphtdCgxIxqKdRt2qBcdO7J813J8ppq8n75oOlf2uZJmpWpZi2EtlCZq0bEpKSlMnz6ds846iwkTJkRrt9WOJy+OIgvJsUxvmCRdXgdT518LwEOnv4TbEULR0lSsEzvts9y2cORh6x2bIY650E/cvdkAFPwzHdyhz0vicuu/zOYB66qe76DeLKu3wLp3gLHPemkcm4byW3jQelkQt2YpOG+u9fNtd5X/rhTi42+2NQA86O+Fm9DKXWGudc8Em836MXuO6GWOdsRbV8sLD0T+ORcWWk+oVxmiWOvh8/lwucr+3jgcjmACM0GoKu+9B9dfr5YnT4Zam1O22LBemJaLr8jHCa1O4KurvuJI0RFe+fkVlu5YyuaczXRO6xyV7o56jgZLbR2bEbw+cWzJLSvx1bFkWLthOG1OtuZlsvG4JnTdpCzX73ulAHsZ0mZImfj4YMktU92LRsOw7lhszNOiBUszlwbfO1R4iL9//XeeLc4M3pR9/CKGtVAKvSK/x3Dw4EEOHToUzV3WObx+Oy+uGMeLK8bh9TcA9z0vuJ87hPu5QyD3f0KU8WLyom0LL9q24KWel66r45im9YcApmlyzTXXcMEFFwQfBQUF3HTTTWXWCUJFfPklXHYZ+P1w3XXwyCOxHlEFFBvWe4rz3g5uPZgUdwotk1tyWqfTAHj9l9ej1t2C3xdQ6CukfWp7jkurv7lhjjWsrWQEjyWJrkRObncyAF8NaxFcv7yDEhyGtRtWZvuAYr3Le4AjzugkL2tRyrD+fsf3AFzY/UIAnv/peTKKhyWKtXAslhTrf//732Vem6ZJVlYWr776aq3JsBornHYf94x4K7hc73EaFPw1LbgsCNHEiY27/ccHl4Xai9808FtQn620qY9cffXV5dZdeeWVMRiJUFf57js4//ySTODPPltLymqFozjGeo9bedKUrpV8Ze8r+XLzl7y2+jX+PuLvUSl59fGvHwNwdtez61QJrUgJp1hHkrgs1ozpNIZvtn7D/PZeJgImsCRRWbAntz25zLZp8WmkxaeRk5/DpjRovUdfsQ4Y1mbz5izNfBuAu4behdPu5K01b3Fb8nd8AxJjLZTDkmH9xBNPlHlts9lo2rQpV199NVOmTInKwGoKm9OH3Rn5Dbs9TP3ZeLxMHfNaxW013D8BbMnla2NXlaJU666gyetCXS4GXKR+rZ1bwrf1ba9CjcowmBaSywXwF2pGO2ioaf4w4QJVauuxPm7DruHanKfn2qwz7lA4sXGPr8RlL9zHoXPM+Tqu80nWv4sAXp0a2hZqd+vU+xaqlzlz5sR6CEId5vvv4Ywz4OhR9fzaa1Crc96ZZolibcsHypZ0Or/7+SR8lsDGnI0s27mME9ucqNWd3/Tz6cZPATjn+NoYcB496rpiDTCm8xj++vVf+dqeiccGu5JhJ7k4bA4Gtx5cbvsuaV34ceePbGwCvffkcCjHB2FCxypj//4Sw3pjUxv79+7HbXfTv2V//nXav/how0cs9m5hXhdotlEUa6Eslu6Ct2ypwIISBEEQGhwSYy0IseG775QxnZcHp5yiYqxd1ufsaobDh+HIEQB2+1QIYWnFOsmVxPndzuf1X17ntdWvaRvWK3etZHfebpJdyWUyStdH6nqMNUD/lv1pEt+E/fn7WdYatjYqXt+iP4mu8pPhXZoUG9ZpqGzeBw7g96dji3Au2e9XWdQDhvX38Spue1CrQbjsLtqltmN8r/HMzZjLilYwbuM+cnOVl0ikieGE+kl05aU6iK/QiddKykNbaO3MNCG3UCVSSnEfDemG5dFQqQDco7dabus4qvHN/z2p/DrThKPFLu8J9rB+Z36NJGCeQzVX5uFY8nOsJyCLa5Rnue1RjX59RRqlzZpYLxGmy6Gs8v/1TUwO25SHR7LfhRGmXpRdo+xVXHK+5bYejesa9BKnWaFaFWuLhjViWAuCZY41qj/5RNWsrvUEalinprInXyVkbZHUoswmV/a5ktd/eZ231r7FzD/MxGm3/r8t4Ab+h+P+oOoQ12Pqgyu4zbBxWqfTeHvt28wf0oy93kNAYTk38P9v777jmyq/B45/knRSVgcbygYFlD2KiC2yBQQRQb9MAUFARISfA5UhQ5ApCAIqgqIiIiqgArIR2RTZGwqUUcooFLqS+/vjoYHSFJrctEnb8/6+8jVJ7819kobmnpzznCeZdcmtIl5AAkFEERMTRP789h33xg11WpscWP9riQDudSoHKJanGABRfqoUHNRrXKgQQjgWWA8ePDjd206ePNmRQ2RZtxO9KTNJlYJHDH0ZP694F48og8VbMHVT6wqav6sKPu5ceyaymjuGJKoFfwvA/jPdyKXJV8LuSjLWQmSuv/+G559X5d9ZKqgG6/xqrWgRLt1SVZD3l4IDNC7TmEJ+hbgUe4m1p9bSrFwzhw+37OgyANpUyN5l4JA9SsFBlYMvOrCIVY1LE5twC64cSNW4LFlyYH28gPryOLkzuL2B9dWrYMBCIS4BsOWWWvf8/sC6QC7VEfyyn2peBuo1lsBagI51rHfv3k1SUhIVK6rGQkePHsVkMlGjRg3rdlmhOYTJwTnWHt625yp7GIwptvHwSr2dl3+s3ce7362Kju+b+3fH5zon2cocx5uts1iSonODt+3AOknH3N2kOMeDqbTmwqd7fx2ZUH3HdbzxnYeNZavS6/Y1G1UJdvDJe9vhfb39Us9XNt/Xat47Vzze2H5dHJlvnOy2jjnWufLr+7ccf8vxagzPXPZ/aWexZFzGWgJrITLP0qXQqRMkJECTJvDrr1koqAZrxjomuDDx5sNAylJwAA+jBy3Lt2Re+Dw2nNngcGB95voZ9l7ai9FgpGX5lvrGnQVkh4w1QJMyTQDYdmEH2t3lI5K7hT+oQmAFAI7lU+cIQVxRy2aVtu+YV6+CP9fwIpEb3nDg2lEAQoqHWLcp6KfWsI7KBbm4Qy5iiY52/DxCZC8OBdatW7cmT548zJ8/H39/fwCuXbtGjx49ePrpp3n77bedOsisJJdnPFeGtwXAw5gDuoJ7GYn//O43iEY5QRbO5YuJ01GvAOCRRhm4cA+axYDmwJepmkV+r0LYY/58ePVVNR+0fXtYuBC89fWdzHzJjcuK5wcgj1cefD1Tf9HYILgB88LnsSlik8OHWn5UNS2rX6I+gbmyWHTpgOwwxxqgRL4SPBb0GIevqC9eyviXSTVdIFnykluXvBOJ8YageMc6g9/fuGzb43nQuEkZ/zIpqikK+N3NWOc2ANrdJbfsjOBFtuVQYD1p0iRWrVplDaoB/P39GT16NE2bNs3RgbXBkEOW2UpmMIBJToxFxjBgwFMCaiGEQNPg00/hnXfU7R49YM4c8MgK3XJu3oTJk2H/fhXh7d4NwKWCKtP3YBl4suTS3+3ntxOXFIePh4/dh/79qJpfnRPKwOFeZjqrl4KDylonB9ZplYED5PXOS0G/glyOvczxAAi64Fhgff9SW1vKewM3U5SBw30Z67uBtVpySwJroTj05zgmJoZLly5RuXLlFPdfvnyZmzdvOmVgmcagqYu9u+lY3sd8W2fjDIPjx0666ppyFT3LChk9HH++188UdHhfAJ88jpc234h0/JvxXPkcLzHW01DLN5/jzxfgzg3HaxGNHq75QspHx5JZt6Lz6jq2X4Djfy/jbtpfRh6XkHE9EKQUXIiMYzbDm2/C55+r24MHqyDb3q7HmU7T4McfYciQew3L7nOxoC/cSF0Gnqx8QHlrwLQrcleapcBpuXbnGutPrwegdcXWdg8/K0oOoOPi4M6drFsKDmqe9fTt04HU61c/qHxAeS7HXuZYABS4EGV93va4ehXr/Op/i6hzz/rFUwbWyXOso30smA1QUJMlt8Q9DgXW7dq1o0ePHkyaNIl69eoBsHXrVoYOHcoLL7zg1AFmNQlJHoxa3RWAj5oswMvDNXN0M02SBdPvqvGIuU1p8HD3T3mRlSRgZnyuvQC8c7sqXg6uSykyngTWQmSM27fhlVfgt99UkdjkyTBokKtHlQ7Hj0Pv3rB+vbpdpgy8/rp6QtHR4OXFpRqFYF3qjuDJDAYDDYIb8MuhX9gcsdmuwPr41eM8/+PzJJgTeCzoMSoG6mhQk4Xkzq2qGJKS4PJl1ekasmbGOrRUKF4mLxLMCTwd/PRDty0fWJ5/zv7DsUAI5gqROjLWFgNszae++A4pEZJim6BcQQBYDHDVFwrcjpLAWlg5FFh/8cUXDBkyhM6dO5OYqJpzeXh40LNnTz799FOnDjCjxV7NjdGBBR+T0sgKxiZ689nm9gC8WXU5fp6pGwwF1tC3DrjnecdPROOiHW9OZfMEOCGJfGvOAhBbrwp42X5LJd3R0bwswfE6N18dS14B3LrieEZST/b39g3XVBYkxuvruq2ncdqdmNTP+bYhkS+CDgHQ71K9NLuC63mP6FnyylfHUl0Ad3Q0TnPktTbpqLR5FAmshXC+8+dV5+9du9Q86u++gxdfdPWoHsFigenT4b33VMrU1xfef19lrX1SlnJfWvshkHbGGqBBCRVYb4rYxDu8k64hrDy+kk5LOnE97jpF8xTlu3bfZYmGus5gMKgg+vJlOHHi3v33zd7MMnJ75eanF3/iyu0rPF7g8Ydua11yKxBqcIX9Dmasi3KRgwUgxpRIbq/cVClYJcU2niZP/H38uRZ3jSg/KHhbMtbiHofORnPlysXMmTP59NNPOXHiBJqmUa5cOfz8pCuepzGJ12sut17P9oxG4uuXtV4Xwpk8NCO9rj9pvS7cl0UDiwNBssX+mThC5Ai7dkGbNqqCOjBQdf5ukPY0U/dw/LjqrLbpbrOxxo1h7lwoVcrm5pdiVdltWnOsAZ4uqTKV/5z9B4tmwWhI+7NA0zQmbpnIu2vexaJZCCkewpKXllAkTxHHnk8WlRxYHz+ubufLl0Xm4tvw/GPPp2u75MD6WMC95bbsFR0NNbjI/ruzCKsWqoqHMfULV9CvINfirnHZDwpERXFUAmtxl65/Zn5+fjz55JPOGku24GUyM/zp7109jMzjYSSuWSVXj0JkU16YePdqPVcPQ6SDZKxFslOnTvHqq69y6dIlTCYTW7dulS/e7fTTT9C9u0r4Vqqk1qguU8bVo3oIiwVmzIB331WDzp0bJk6E115TKdQ0WAPrh2SsqxWuhp+nH9fjrnMw6mCqDGKy24m36b2sN9/vU+dgvar3YkbLGXh7ZLWW6foll30fO5bydnaW3Bn8WKDjgXVyKfi/d+ejpzV9oIBfAY5EHyEql1rL+vJlR0ctshuHA+tNmzYxe/ZsTpw4wc8//0yxYsX49ttvKV26NA3c/ivVe27fyIPR0/5ScKOOkkpj0RiH9wUwHnL8BCXhlv0dNZOZdJT5JupoXqbpyGhpZn2N4u7cdPy19vSxvdZ5eliSHJ9LrKcs2suBtZGddWxzouPP+baNMvL08svn+HQBPc8X9AWVjhw7KSHjSsGFSNa9e3dGjx7N008/zdWrV/HOcmtBuU5iIvzf/8HUqep2y5bwww+QV1+fxIx14oTKUm/cqG43agRffZVmlvp+l249OmPtYfSgXvF6rDm1hk1nNtkMrCNuRND2x7bsubgHD6MH05pP4/Var+eY8u8HJQfSyRnrrNi4zF7lAsoBEJ0LPHwuO9y8rDAXOZocWAfZDqyTO4Nf9oMyRBER4dCQRTbkUG3lkiVLaNasGb6+vuzZs4f4eHUyfvPmTcaOHevUAWY1mgaJZhOJZpOugDDL0DQwW9QlRzxhkZk0NBIxk4gZDXl/ubPkjLUjF5F9HDhwAE9PT55+WpXvBgQE4JFVa1Az2fnzEBZ2L6h+5x34/Xc3DqqTklRW+oknVFDt5wczZ8Lq1ekKqgEu3lJLGz0sYw1YG1dtPrs51c/+OPYHNWbXYM/FPRTIVYA1XdfQr3a/HBtUQ87MWOf2yk0RP9UE72JgLLHR9q/4kRxYH1H9ydLOWN/tDB7lpzLW589DQoJj4xbZi0OfdqNHj+aLL76ga9eu/Pjjj9b769evz6hRo5w2uMwQWOISebztb9jkk992Y6rYBG+CRy0B4MJH7fHzSp0BjK2lb+61z6/5HN7Xw9vxLKrNE+BEM/4T1Jzya//XKs3mZSZPx5+zxex4JjNOR4YeILe/48sh6cnS61l6ymh2fC6ynuZjAIlxjjc/M9l4zrcNiTxZZh4A/53skWbzsjz+jleB6Pk3EX9b3/vLJ7fjzc/Mifb/+bZYMm6euqaB5kBCXL6Py1wbN27k008/ZdeuXVy4cIGlS5fStm3bFNsk91C5cOEClStXZurUqdZA+VGOHTtG7ty5adOmDefOnePFF1/k/fffz4Bnkr2sWwedOql5sfnywfz5qmmZ2woPh549retR06gRfPkllE7/er6apllLwdPqCp4seQ3jzRH3AutEcyIfrP2ACVsmAFCzSE1+6fgLwfmC7Xgi2VNyIJ3cvCwnBNYA5QMrcCH2IscCuLuAdzG79o+JTiSQKI7czVhXCKxgc7v7M9YFDVFoGkREQLlyOgYvsgWHAusjR47QsGHDVPfnzZuX69ev6x2TEEKILEbmWGcNsbGxVK1alR49etC+fftUP1+0aBGDBg1i5syZPPXUU8yePZsWLVpw8OBBgoNVwFKzZk1rpdr9Vq1aRWJiIps2bSI8PJyCBQvSvHlzateuTZMmTWyOJz4+PsVjxcTomyqV1WgaTJigmmZbLPDkk7BkiRufoN+5AyNHqky12Qz588OkSdCjx0PnUttyM+EmcUkqq/iwUnCAusXrYjKYiLgRQcSNCA5FHeKj9R+x/fx2AN6o8wafNvk0R86ntuX+tawhZ5SCgwqEN0Zs5FggmE5cwZ7A2mIB09UoLuWBW95gMpgoG1DW5rbWjPXdOdagcfq0wX3/3YpM41BgXaRIEY4fP06pB0p9Nm/eTBm37q6R8XJ5xhMxrKP1erbnaeL6kJbW60I4k6/mwe5T3azXhfuyaAYHu4JLYJ2ZWrRoQYsWLdL8+eTJk+nZsye9evUCYOrUqaxcuZJZs2Yxbtw4AHbt2pXm/sWLF6d27dqUKFECgJYtWxIeHp5mYD1u3DhGjhzp6NPJ0q5dU/Hob7+p2926qUrqXLlcO640rVunmpElT9zt0AE++wwKPzzbnJbk+dW5vXKTy/PhTzq3V26qF6nOzsid1Jlbx5rpzuudl6/bfE37Sqm/JMrJHsxQ55yM9b3O4LluR5GUlP5u6DExUFC7aM1Wl/YvjZfJduVhcsY6yg+8tXhyc4vTp/PoHr/I+hw6U+3Tpw9vvvkmX3/9NQaDgcjISP7991+GDBnCRx995OwxZiijdxImb/tP7EwPKR8N9Ln+0H0TdDS1Aki45JoJV1oaJcZackD9sDJQg+P1nkaT42XRuXSuY52kY11nr1yOP2c9jbz0lHPrKV8HfWXVJg/bbyBvkv99pv3YFoueJmCO/4798sU6vC9AvI713T287H+tTVrGLQEoGeusLyEhgV27dvHuu++muL9p06Zs2bIlXY9Ru3ZtLl26xLVr18iXLx8bN26kT58+aW7/3nvvMXjwYOvtmJgYa1Cena1dqwLpc+fAy0s11O7Vy+6kb+a4dElN+J4/X90uWlR9A6CzVj09HcHv93Tw0+yM3Mml2Evk8sxF7xq9GVJ/CMXzFtc1juwoxwbWAfc6g5fhCtevQ1BQ+vZN7/xqUF3BAS7nNgAaBbksgbUAHAys/+///o8bN24QFhZGXFwcDRs2xNvbmyFDhjBgwABnj1EIIYQQGezKlSuYzWYKFUoZ6BQqVIiLFy+m6zE8PDwYO3YsDRs2RNM0mjZtSqtWrdLc3tvbO0d1DY+Ph2HDVPU0QPnyqut3zZquHZdNSUkwaxZ8+CHcuKHu69MHxo9XE8F1Sk9H8Pu9WfdNjl09Ru2itelfuz+BuXJIfbMDHgykc0op+P0Z69pEcfWq/YH10UcstQX3ZazvBtYFiOL0adtl4yJncbi2csyYMQwbNoyDBw9isVioVKkSuXPndubYMkX8jVzEeTmQpUsjQ5Zg9mDKlhcAeKv+L3iZUmeIfK/oXKLH6HgmNPG24ycwNjNLZjN+2w4BEFv3cTDZzrTqyfzqWXoqXsfz1cuio4mYQUeGPyHO8axzLp0Z2Libvg7vm5SY+j2SgJk5BXYC8FpULbyw/V6wmB1P83j5ON7K80aUvpNLn9z2dy1NFnfL/tc6XkclxKO4W8b69OnTfPzxx6xdu5aLFy9StGhROnfuzLBhw/C6729+REQE/fv3Z+3atfj6+vLKK68wceLEFNvkNA92U9Y0za4Oy48qN8+p9u+H//0P/vtP3e7TRwXYbrnE9z//QL9+9wZbowZ8/jnUq+e0Q6S3I3iykvlLsuzlZU47fnaWUzPWZf1VcHvdF/xynbVrLevkwHrvIxqXwb051tHeFswGKKhd5vRpR0ctshO7I7zExESaNm3K7NmzqVChArVq1cqIcWVZiWYTEzarOdYD6v5mM7DOViwaflsPABBb+zHSiHuEcEiSwcLnBXYA8OqVGnhp8gZzV+4WWB8+fBiLxcLs2bMpV64c+/fvp3fv3sTGxjJx4kQAzGYzzz33HAUKFGDz5s1ER0fTrVs3NE1j+vTpGTIudxYUFITJZEqVnb58+XKqLLZIP4sFpk9X1dTx8VCggFrmuXVrV4/MhgfLvv39YexY6N07zS/OHT5UOjuCC/vl1Iy1r6cvJbS8nDXEYA44aVdgHR2tAuufkkvB01jDGiAwVyAGDGgGjehcUCA2it2n9Y1dZA92B9aenp7s378/26wPeP54cXI70EWybM2jNu83GSy8WuMv63VbJ43eO/Rl9mNuOr7ET0xUfof39c5lI7tm9uBWZfXHJyHOB9LIiMXH6liWSM9bTefb9PzJog7vWyQ4faWTtuiZe6tnX5On4/PZQV+QZGvcZoOJly5XVdfv+BCfRgOzS5EFHD5ukRKO/55MOub/AyTqqC5w5LXWs3Tdo2gONi/LqMC6efPmNG/e3Hq7TJkyHDlyhFmzZlkD61WrVnHw4EHOnj1L0aLq3/qkSZPo3r07Y8aMIa/bLiCcMby8vKhZsyarV6+mXbt21vtXr17N82699pP7On1axaR//61uP/ecCqrd7nuKuDgV/Y8erbo4gZr0PW5c+mtp7WQtBU9nxlqk34OBdE7JWAOU9yzE2aQY4gLPks4ZLIDKWAeaznMqv7r9sFJwD6MHAb4BRN+JVktuxV4mMlJ9cZaDZrYIGxyqSe7atStfffUVn3zyibPHk+V5eyQxoemXrh5G5jGZuP50XVePQmRTXpoH759t7OphiHTQNMfWpE7e58FlljJi7u2NGzcIuO8M899//6VKlSrWoBqgWbNmxMfHs2vXLsLCwpx6fHdw69Ytjid3dQZOnTpFeHg4AQEBBAcHM3jwYLp06UKtWrUICQlhzpw5RERE0LdvXxeOOusxm1VDsvffh9u3wddXlX337etmDco0DX7+WWWpT51S99Wsqcq+62bsZ7u1eVk651iL9MubF4xGVS0BOSywzlWCtTHHuB54ibNn07/f1auQJ+A0FiPkMfo+spKigF8Bou9EE5ULinpEoSWptazLl9f5BESW5lBgnZCQwJdffsnq1aupVasWfg9MEJo8ebJTBieEECJr0CwGNAdKRLS7/Soe7AQ9fPhwRowY4YyhAXDixAmmT5/OpOSuUcDFixdTlTj7+/vj5eWV7mZdWc3OnTtTfGGQ3JG7W7dufPPNN3Ts2JHo6GhGjRrFhQsXqFKlCn/88QclS5Z01ZCznAMHoGdP2LZN3X7mGZg71w1PuLdtg8GDIbnje9GiKkPdubOKyjKYvV3BRfoZjaqKPzpa3fb3d+14MlN5/7IQs5YrAdeJiEj/fhcuQEDgBQAq+gU/sjK3oF9BDl85TJQflPK7DDdUhYrb/TsXmcqhwHr//v3UqFEDgKNHU5ZEZ7US8etX85Fosr9M2UNHw6Oky/pKwc06lgdKSnC8cZqHl+NlpGYdDcj0NPJyJYvF8RMTPfvqKa3VdBxX77H1NHvTQ095tNH4sDXm0nNsx/d1rBTc8eNltLNnz6YovU4rWz1ixIhHrnu8Y8eOFP0/IiMjad68OR06dLCuz5zM1meWvc26spLQ0FC0R5QW9OvXj379+mXSiLKPhAQVl44ZA4mJkCcPfPqpKgXPhDg1/U6fVqn0H35Qt3PlUhnrt9/O1E5q9nYFF/YJCFCBdf78Tp8e79bKF3wczkBk4G04lf79jhyBQoHqm4gKAY+OjpMbmF32gwYe6otYaWAm7IqyTp48SenSpVm3bl1GjSfLi03wpuQn6sPqzLsv4+cV7+IRZSxDYiIlFiwE4GzX/6F5Oh70C/GgO8YEnqmhmkht2P0Gvpac26nZ3eltXpY3b950zWkeMGAAnTp1eug2pUqVsl6PjIwkLCzMWtZ8v8KFC7MtOa1417Vr10hMTJRmXcIu//4Lr72mOn8DtGqlVqoq7k5LLF+6pKL+L75Qkb/BAN27q3nVRR3vJ+IITdPs7gou7JNc/p2TysABKhSvCjvgdEAiiestQPq+1Tp98DYl66qkWcWiTz5ye+uSW7ng8Rtb8SaO06d19BMS2YJdgXX58uW5cOECBQuqN1PHjh357LPPsvQJSNxtb4wm++fxeeSynbH28DCQZPGwbuPhlXq7pBjHlyQCMOvIOpt1LLdja9krQ5IFw93shyXJhGZIazkkHRlrnVlBPVyV/dWzr65MuY5lq0BnxtrGEnYWDCTd/f1bLAab2+g+ro5MucWkLw2lpxrDoYy1zoqEhz62g83L7N0nKCiIoHQ2Uzp//jxhYWHUrFmTefPmYXwgbRgSEsKYMWO4cOECRYoUAVRDM29vb2q65cLCwt1cvgzvvgvz5qnbBQrAZ59Bx45uNJf6xg2YOBGmTIHYu0sqNm4MEyZA9eouGdKthFvcSboDSMY6oyQH1DmlI3iyMqVrYLTALW+Ijj7BzQOx3Pzqc4rkL4EhJATq1Em1DntMDFguXuJI8hrWRZ945HGsGeuCufBOiuUZNnD6dDOnPx+RtdgVoT1YPvbHH38wbtw4pw4oq/P1SODosP9Zr2d3mocHER1etl4Xwpm8LZ78set163XhvvQ2L3O2yMhIQkNDCQ4OZuLEiURFRVl/VriwakrTtGlTKlWqRJcuXfj000+5evUqQ4YMoXfv3jmuI7iwj9msEr8ffADXr6v7evRQsWoGNdG23507qgnZuHGqMxNA7drq9rPPunRoyfOr/Tz9yO2lb3qcsC2nZqy98uSnZIyBU/k1rvZ9nLw/myEfVLkIb/8fvLwfvJ96Rk2HaNIEDAaOHFFLbR2xLrX12COPY81Yly4EnOI5VrBIAuscz51m/WQLRqNG0XzRFM0XjdGYNecG28VgwOznh9nPz42+nhfZhREDBRPzUDAxD0a9a6eJDJVcCu7IJSOsWrWK48ePs3btWooXL06RIkWsl2Qmk4kVK1bg4+PDU089xUsvvUTbtm2ty3EJYcu//6r4dMAAFVRXr676f339tZsE1fHxMHOm6qI0dKgKqh9/HJYsUQ3LXBxUg8yvzgw5NWMN8HRULgAsHqqxiEGD/YWgR1so9SaMT9rAzdbNoF49+O03jhxIIsD3GNFqN8qnZ461392MdZCqQm3Fck6fygHn/eKh7EoxGgyGVA1dsnqDF1+/OHI5UKXsme+2w8e8czG/w/uCvnLupCTHs8p6ykjNSY7vazQ5/h7T2/hMS6P0OD30lFXrKk92URm5K4+t6/ekY1/dzd70vD8dmc+cDUrB06t79+507979kdsFBwezfPnyDBmDyF4uXIBhw+6VfefPr6Ys9+njJs2h4uNVdD92LJw7p+4rUQJGjoQuXcCNqsqkI3jGS241cV/LiRxj7uHyvLk2nPxxcPup3hRfOJq5++Yzbds0znOed5vAhAbw9pbtDOjYljaeRYgJLMgfQPEEX/y8Ht3Ez5qx9k5C8/amTPwp8l44TFzc4/jIVOscy+5S8O7du1u7tcbFxdG3b99Uy2398ssvzhthFpOQ5MH0NS8C8MazP+PlkeTiEWUws5n8h1S3luuPV3GTswuRXSQazPxYZCcAnS7UwlOT95cQInPdvq3WoB4//t4U5VdfVRXVd1vOuJatgLpYMXjvPbXul5uc5Z+4egINjXIB5SRjnQn69lVvg+bNXT2SzOfVsjUVPzlF/8Sp1GrWnQF5YehTQ3mz3pv8sO8Hxm4ey9Hoowx7FkY3hOoXLuCbdHepLS19tfPWOdZ3rkBYGPz1F61YTkTE41SokGFPTbg5uwLrbt26pbjduXNnpw7GFfL5x5Dbw/7O3R4Fb9m8Pz7Oh/d/UcuUDOjwHR4+cam2STql75PYnOj4t856ltuy2Mg6G5LMBO5WXXWvlauCptnOiJn1NC8zOP7lhCWN8aT72DrK+fU8Z31N0/Rkb3VmYJ28TFiiwcL0UmoVgvYXauCh2X7/6vk96Wv25rr3lyO/54xc0szd5lgLoZfFAt99p6Zinj+v7qtbV/UACwlx7dgAiItT6fNx4+DsWXVf0aJqwG4SUN9OvM3iA4uZu3su/5z9B4DnKz5vnVctGeuMkyuXaqKXI40axYcxI5g/zUjB+9ay9jJ50a1aNzo/2ZlFBxYxeuNoDl05xJbge9s8VjJ9jSuTM9ZX71zF3LI5Hn/9xXOs4PTpoRJY52B2RVnzkuufRJo8TGa6hv1uvZ7tGYzElK5gvS6EM5k0I89desJ6XbgvvcttCeFO1q9Xyzrv3q1ulywJn3ziJt2+Y2JU57TJk9USWqAC6vfeg1693CKgjk2I5bNtnzFhywSux10HwGQwoaHx25HfrNsVzl3YRSMU2V2JkuqcISIi9c9MRhOvPPEKnap04tDlY1RtsQNzoZ206HieN1qNTtfjB/gGYMCAhkb0syEUAhqwme8OXIOm/k58JiIrcZ8JNy5SrNw58njZvzZufG3bGWuAL+oPubedrQ222boz/Ywejgfs+QrccHhfUxpl7VfDGgDggRmwPbbEeMc7Onvncnwt8MR4feseFyx6xeF99cyx9s19x+F9Pb0d70Zv1Lm0Wdxtx0/ofP1SP2dfYNyFu412ciUCiTb39fKyfX966Ans9GScAYw6vnxLSLT/vW3OQXOshXDEvn1qHvWyZep23rwqAfzmm24Qr0ZFwbRpqtN3civy4GAYMgR693aDAUKCOYE5u+YweuNo6zzq0vlL07N6T3pU78GNuBsMXz+cxQcXA1AqfykXjlZkZ8F3s9C2AutkRoMRr5iKmPdUxMenM8tXgDGdH5Mmo4mgXEFE3Y7icqAvFv9KFLl2EO8Nq+CtnFoqILJkYD1mzBhWrFhBeHg4Xl5eXE/+gBFCCOESmgaaA9/LSCm4cAcnT8JHH8H336v3pMkEr70GI0a4wTzqs2fVOtRz56oltAAee0wtoP3KK+Dp+qUIzRYz3/33HSM2jOD09dOACqhHhY3i5SovYzKqqVFF8xTlpw4/EX4xnH/P/kvHyhKAiIyRnsAa4PBh9d+KFdMfVCcr4FeAqNtRRN2O4k7VVhRZf5Die5cD8r7OqbJkYJ2QkECHDh0ICQnhq6++cvVwhBAix9M0A5oDS6JJKbhwpQsXYPRomDMHku4WZb34Inz8sYpdXerIEdUx7dtv7w2uVi1V8t22rf1RQAbQNI2lh5fywdoPOHTlEABFchfhw4Yf0rNGT7xMtitrqhWuRrXC1TJxpCKnSQ6sIyMhMTHt75+OHFH/deTfe0G/ghyMOsjl2MuYGj0H6ydQ9ewKFc0HBz/6AUS2kyUD65EjRwLwzTff6H4s7zx38PG2vzlWfJDtfWJjfalU5l8ADp4Mwc9GeatJR9kqgKeP4x+mJg/HS30T41L/VTIkJlLk258BuNDlRbQ0/nLlK3TdqcdNLw9vfa+1Jck1Xaj1LKnm4anvOeuhp2w/yUZTvtuGRJ4pNx+ADce7kUtL473g43j5uytZdDS48/JJezpKmhKz5uskhLNFR6sk8LRp95LAzZqp5bNqpq93UcbQNNi0CaZOhV9/vVfSERamAurGjd1gkrcKqFefXM37a95n14VdAPj7+PNug3cZUGcAuTxzuXiEIqcrUAC8vVXT/PPn0152LDlj7UhgndwZPCo2ivJNX+ToR+WpYD4GTz0FK1dCpUqODV5kWVkysHZEfHw88fH3TvpjYmIy7FgxN/Jm2GO7I2OC6wI5kf3dNEkwmBVYNAMWBzLWMsdaZKboaNXV+7PP4OZNdV9IiGqs/cwzLhxYQgIsWqQC6uSOaQBt2qiAul49lw3tQf9E/MOwtcPYcGYDAH6efgyqN4gh9YeQ3ye/awcnxF1Go1rG/fhxlUDOiMA6uTP45djLlKrqQTXWsJJmVDp3CBo0gBUr3GQJAZFZckxgPW7cOGum+36WRBNmo/1ZI880sqi5DWZ272pqvW60sV2ijiwV6Mty6cn+YuMEWDN5crFTO+t1W9sAJNx2vImYQUdDrSQdTdPAdUtXGQyuWT5Kr8TbOqoLPFM38vLGiz+Pq2X9vM1eaZYa62kU58rXS0+zuLg4X/v3SczA56qBQ+9amWMtMkF0tGqi/dlncOtusUe1ajBqFLRq5cIkcFSU6vA9cyZcvKju8/GBrl1VxzQ3yniFXwzng7UfsOLYCgC8Td70q92Pdxu8aw0whHAnwcH3Auu0OCVjfTuKgABIKFiCpy9v4nSVVuTZvxWefVY1bxg0yC2aC4qM5/oJOneNGDECg8Hw0MvOnTsdfvz33nuPGzduWC9nk9d8dDKjUaNc2TOUK3sGo86OwVmCwUBSvrwk5cvrFuVpInsxYqBUQn5KJeTH6EA2VGQei3avM7h9F1ePXGRn0dGqy3epUjB2rAqqq1WDpUtVYrh1axd9dO3bp5bGKlFCnXhfvKiWzBo7Fs6dg9mz3SaoPhp9lE4/d6L67OqsOLYCk8FE7xq9OfbGMSY3myxBtXBbj2pgduWK+hsBOLT2dPJ7P/JmJAaDmkZylUC+7/E3tGyp5pm89x48/jj8/LN068wB3CZjPWDAADp16vTQbUqlVceRDt7e3nh7ezu8vxBCiLRpDmas5TxDZITz51WGevZsiI1V91WrBsOHw/PPuyiYtljgjz9UufeaNffur10b3npLdU1zgw7fyc5cP8PHGz/mm/BvMGuqoujlKi8zMnQk5QPLu3h0QjzaowLr5Gx1yZKQy4G2ABUCVTS+7OgyhqwaQvWan/Dnnx5s2+9Hn2XLYOFCFVifPg0dOkCNGup2u3Zq6QGR7bhNYB0UFERQUFCmH/fiiaLc8rQ/4K6y84DN+xOTPJi7ogMAvZ9bjKeNtZ8jLuhbOD4xzvGy6ts3/XQdOxWLmcAz/wEQXfJJcKCs/lESdJRze3ra35jufpcvOv6eLFAo2uF9b+n4PSXpaHyWO2+sw/uCvtLmqAt5Ut2XZDCzvISqVGl1thYemu3nduuW469XYNA1h/f10Pn+0sOR6QIJSfrWKX8Y6Qou3MGxYzBhAixYoKYtgxsE1Lduwfz5qlPasWPqPqMR2rdXJaIhIW5V8XXy2knGbRrHN3u/Icmi/sa1rtCaj8M+pmrhqi4enRDpl97A2tEVABqVbsTQ+kP5dMunTPp3EpXz7YTcP7JrV2H1b7xLF3jhBfj0U3XZvVsF2BUrwjvvwP/+B16On9ML9+M2peD2iIiIIDw8nIiICMxmM+Hh4YSHh3PrlgNdcp0sIdGTN6Z/wBvTPyAh0X2+ec4oRouF4vvXUnz/WoyWjDtpFzlTotHMZ5WW81ml5SQaU8/BFkIIgD17oGNHdYL85ZcqqH76aZUg3r1brU6V6bFrRAQMHQrFi8OAASqozpdP3XfyJPz0E9Sv7zZB9dHoo3T/tTsVplfgyz1fkmRJolHpRmx5dQu/v/y7BNUiy8nowNpgMDChyQR+7vAzub1ycyB2AwyoyL5Sr7H++L9omgZ+fjBiBJw5Ax9+CPnzqzW+Xn0VypZVX7jF6ktqCPfhNhlre3z00UfMnz/fert69eoArFu3jtDQULse61pUfhI87G8oYD6Xz/YPErx4odZadf1Cbsw2vokyJ+l72fU0W7oT63jzBF+/uFT3aQYD14tUsF5PS2KC489ZXyMvfScssbfsbxCVLCDI8d+Tnsyvpjn+WuvNHpp1NNaz9Xv2AJ65WNl6Pa33wp07jk/z0DNmPb8nAIOOPgyO/K60DGzUZtHAkVdD5lgLRyWvTDVuHPz11737n3tOVVs+9ZSLBvXvv6rc+5dfwHz3C8Hy5VUzsm7dIHduFwwsbQejDjJm0xh+3P8jFk39K25WthkfNvyQp4Jd8SIK4RzJgfWZM+qf5oOnqXoD62TtK7WncsHKvLT4JfZd3odWYy5hC+fyWNBjDKwzkG7VupErKEh1Sxw6VM1RmTxZ9VMYNAg+/hj69oV+/VSvBZFlGTQtZ85wi4mJIV++fCyv/T5+DgTWT/X50+FjR6x9wuF9AZJ0BKnXLjtehm4rsE4vPYG1HnoDnzMnizu8b4lSkQ7vGx/neKAYr2OqgN5ScD1u6/gS4/LlQIf3LVI0yuF9PXWuGa4nsHZEbFI8z66fxI0bN8ib1znLAib/LR3lMxcfg/2T1OK023wU19upYxJZV/L76WHvB4tFrWLzySewZYu6z2iETp1UdeWTT2bigJMlJsLixSqg3rHj3v2NG6sT5xYt1CDdyL5L+xi9aTSLDyxGu9shoVWFVnzY8EPqFKvj4tEJod/t2yphDHDtmkoW369MGTh1CtatAzvzcjZZNAv1Om1gR8I3eFX7mQRuAxDoG8jrtV5nQJ0BFMpdSG0cF6emiEyYoCpYADw8VOnNW2+pTmjCbaTnswmyaMbamW7H+oHJ/sA66ZoDXQ7u0nQsDQT6sk56snN6lp5yVVZQ71JKrlr2Sk/m2FX7gr73iOues8O76p8frON7H0eObTFnZMZa1rEWGev2bTV3esoUOHpU3eftDT16qCRQmTIuGFR0NMyZAzNmQGTkvUF17qwy1E/o+yI9I+yM3MnYTWNZenip9b52j7Xjg4YfUKNIDReOTAjnypULgoJU9++IiJSBdUyMCqrBeV/GGQ1GmpYPY8eYMF4KnE6d3vOZsnUKp66fYvSm0UzYMoHOT3RmcMhgKhesDH36QM+e8Pvv6g/b5s2q4dnChWod7EGDVHMIjxwfrmUZ7vX1qRBCiCxJ0xy/CPEwly6pFamCg+H111VQnS8f/N//qRPjWbNcEFQfPKhOikuUgPffV0F14cKqpPPsWTXR242Cak3TWHl8JY3mN6L23NosPbwUAwZeqvwS//X9j186/iJBtciW0ppn/Z/qu0vx4hAQ4LzjJSea9+3Myxt13+DYG8dY3GEx9YrXI8GcwNfhX1NlVhVaLGzB3yf/RjOZVIOzTZtUtUvnziqQ3rxZrRRQrhxMmgQ3bjhvkCLDSGDtZLcTvCk74kfKjviR2wnZf3kvgzmRSn9/QaW/v8Bg1lcWK8SD4owJdAidQIfQCcQZE1w9HCFEJjp4UC31XLKkilejo9V61FOnqth1/HgoUiQTB2SxqMnczZtD5coqU33nDlSvrlLpZ87ABx9AgQKZOKiHSzQnsvC/hVSbXY3mC5uz7vQ6PIwedH6yMwf6HWDRi4t4opD7fAEghLM9KrB29tSR5MD6wAFV7W0ymnix0ov82/Nf/nn1H154/AUMGPjr+F80+bYJ1WdXZ8HeBSSYE6BWLfj2W/W3ZNgwCAxU14cMUd8ADBwIx487d8DCqXJ8bUHsHW80owOl4Gk0AUtM8ObCDbVEU2KsD0mJqcsc9ZRFA1h0lJKbdZSC2moEZjSDV7zqxq6ZwZJGA7OMLEF9GD2l3OC68mQ9Tdd0HddFvyewPW4LBqJ9blqvp/XcXPWcLSbXTTVwREYubSXrWAtnat8e/v773u169eDtt1V370yvikyuQZ827V63I6NRDWbQIFWy6SadvZPFJsTy5e4vmbx1MhE3VETh5+nHazVfY1C9QQTnC3bxCIXIHGkF1nv3qv9WdXKz+xIl7pWf//cf1LmvXUH9EvWpX6I+J66eYOrWqXwd/jV7L+2l26/dePfvd3mjzhv0qdWHgKJFYfRoFVwvXKi+TTxwAKZPV9NOWrVS87BDQ93ub09OJxlrJ/PxSGRz/zfY3P8NfDyyfwbXYvLg0FNdOfRUVyymHP89jXAyL7MHszf3Z/bm/niZ5f3lziyaweGLyF6mTJlC5cqVqVSpEgMHDsSRHql//63OF194Af75RzXafvHFTA6qz51T7cWLF1c16IcPQ5486oT2+HFYskSt6eVGJ7aXYy/z0bqPCJ4azKCVg4i4EUFBv4KMDhvN2bfOMrnZZAmqRY5SurT678GDKe/PqMDaYLiXtd61y/Y2ZQPKMr3ldM6+dZaxjcZSJHcRLty6wPtr36fElBL0X9Gfo9FHwddXle3s2werV0PLlurb6GXLoFEjqFYN5s1TqXHhFnL8mWpcnBcGo/1dlBPvpL3P4/nPA2CJ97DZm8iiN2OtoymWnuyc7WyXidt5Ct+3kT37pvO4epbM0vnVkavGnWWblzn52EZMlI25t/REWqfnepZQd+XrldkyNGONgxlrZw9EuFRUVBQzZszgwIEDeHp60rBhQ7Zu3UpISIhdj9Onj2pIVrZsBg30YbZvVxmixYshKUndV6aMakbWvTu4Yff6g1EHmbZ1Ggv+W0BckjrJLhdQjiEhQ+hatSu+no6vuiBEVpa87N6mTWr1O5NJ/XffPnW/swNrUIH1ypVpB9bJAnwDeO/p93i7/tss2r+IyVsnE34xnJk7ZzJr5yxaV2zN4HqDaViyIYbGjdUqA0eOwGefwTffqJT4q6+q5RD69VOXggWd/4RyoD17VJFS+/bQunX695OMtRBCCN0smuMXkb0kJSURFxdHYmIiiYmJFHTgRG/ChEwOqs1mWLpUZaDr1oUfflBBdWgo/Pqr6pg2cKBbBdUWzcJfx/+i+XfNqTyzMnN2zyEuKY7aRWvzc4efOdz/MH1q9ZGgWuRo1aurQpPr1+/Nqz5xQs3w8PVVS8w726My1g/yMnnRpWoXdr+2m7Vd19KqQis0NH4/8juh80OpNbcWC/9bqOZhV6wIn3+uKmrGj1cVNVFRMHKkqnvv3Tt1el6kS1IS/Pyz+hioUUOthjZ5sn2PIYG1kyWaTXy/N4zv94aRqDMznSVYzASe20fguX1gMbt6NCKbSTKYWVlsNyuL7SbJIO8vd6ZhcPgiMs/GjRtp3bo1RYsWxWAw8Ouvv6baZubMmZQuXRofHx9q1qzJpk2b0v34BQoUYMiQIQQHB1O0aFEaN25MWZekndPp1i01Z7FiRVV3vnkzeHpCt24qZbFunVruxuQ+n+exCbF8sfMLKs+sTIuFLVh5YiVGg5EXHn+BDd03sK3XNtpXao/J6D5jFsJVPDxUoATqnzPcKwOvUiVj/mknB9b799tXpW0wGAgrHcayl5dxuP9hXq/1Or4evuy+sJvOSztTZloZxm8ez7U718DfXy2NcPIk/PijmswdH69WJKhcWZWN//23NDJJh6tX1XcUZcpAhw7qY8DDA15+GcaNs++xcnwpeEKCyaEPH3O87ZfuToI3byx/A4BWZbZj9IpPtY2e5mOgsxTcyfsak5Iotf9PAKILPo7Fw/bj611P2lFGPQsFo7cBmY6yex1l5K5aP1vv/rbGHW9K4tOqSwBoEPkkxjSeW1YtndfDoXWs9UyrENlCbGwsVatWpUePHrRv3z7VzxctWsSgQYOYOXMmTz31FLNnz6ZFixYcPHiQ4LtdgGrWrEl8fOrPtlWrVuHr68vy5cs5ffo0vr6+tGjRgo0bN9KwYcMMf252OX9eBdRffKFSWaBOVF9/HQYMyOR24+lzLuYcM7bPYM6uOVyLuwZAHq889KrRizfqvEFp/9IuHqEQ7iksDP74A9avh8GDM25+dbLgYNXQOzpalZzXrm3/Y1QMqsjM52bycdjHzN41m+nbp3P+5nneXfMuozaOoke1HrxZ903KB5aHjh3hpZdgyxa1NNevv8Kff6rLk0+qJ/3yy+Bl/9TX7Gz/ftUP7ttv1QIPoBZ16NNHfRQULfrw/W3J8YG1s5mMFhqX3m29nt1pBiPXg8parwvhTCbNQJ1LFa3XhfvSNBz6Gku+TM9cLVq0oEWLFmn+fPLkyfTs2ZNevXoBMHXqVFauXMmsWbMYd/er+10PqW9cvHgx5cqVI+DuwrDPPfccW7duTTOwjo+PTxGkx8TE2P2c7BIermr7kku9Qa0T+9ZbKkvt55exx3fAtnPbmLptKosPLMasqcqdMv5leLPum3Sv1p283u5Tni6EOwoNVf/duFHN+siopbaSGQwqmP7rL5X9dCSwThaYK5D3n36ft0PeZtGBRUz6dxL/XfqPz3d8zswdM3muwnO8Ve8twkqFYXjqKTWp/MQJ1Sfi66/Vk+3eXTViHDAA+vZ17sLdWYzZDCtWqGnqa9bcu79aNdVGo1Mn8LF/sSirHB9YxyeZMBocyFgneNq83xP4tvUkdcNiezu9y21pLspI2tpXM3pytPpL992ROcdNL72Zcj0di3NatlsvW6+Xp9mLj7f3uLeNHfvqOW566c0AG3W83I4EpBkZxLpb87LTp0/z8ccfs3btWi5evEjRokXp3Lkzw4YNw+u+b+0NNjo6z5o1i759+2bQyNxXQkICu3bt4t13301xf9OmTdmyZUu6HqNEiRJs2bKFuLg4PD09Wb9+Pa+99lqa248bN46RI0fqGvcjaZqqAR03LuUaXg0bqkxO69b6/jFmgCRLEksOLmHqtqlsPbfVen9oqVAG1R1EqwqtpNRbiHSqVk21R7hxQ323ltEZa1B9xv76S13eekv/43l7eNO1ale6PNmFdafXMfnfyaw4toLlR5ez/Ohynij4BIPqDeKVJ17Bp2xZlYodORLmzFHXIyPV8l3jxqmU7ODBjqVks6gbN9T3DDNmqOp5UH/227VTAbWzVk10r08SIYQQWZK7NS87fPgwFouF2bNnc+DAAaZMmcIXX3zB+++/n2rbefPmceHCBeulW7duGTMoN3flyhXMZjOFChVKcX+hQoW4ePFiuh6jXr16tGzZkurVq/Pkk09StmxZ2rRpk+b27733Hjdu3LBezp49q+s5pGCxwG+/QUgIPPusCqpNJpWS2LEDNmxQ86fdKKi+eucqE/6ZQJlpZei0pBNbz23Fy+RF92rd2dNnD+u6reP5x56XoFoIO3h4qO/RQPUoTF7TOqMy1gDJhUEbNqhGac5iMBhoVLoRy19ZzpEBR+hfuz+5PHOx7/I+ev7ek+ApwQxfN5yLty6qzPS778KpU7BggXrCt26pcvHSpeG119TSgdnY0aPwxhuqx9vgwSqovn96enKzMmetmpjjM9ZJSUYSHchYJyU4/tLpyTiDviWzXLVUl57Mnq2MUmZx1Xxl1+3r8K5OOHbOqg4Ax0qn9chJy201b96c5s2bW2+XKVOGI0eOMGvWLCZOnJhi2/z581O4cOEHHyLHevBvrqZpdv0dHjNmDGPGjEnXtt7e3nh7e9s1vkdKSlLNfD75BA4cUPf5+EDPnjBkCJQq5dzjOcHhK4f5bNtnzN87n9uJ6iy8oF9BXq/1Oq/Xep1CuQs94hGEEA8TGgrLl6sELkDJkpA/f8Yd7/HH1VzriAg1t7tlS+cfo0JgBWa0nMHHYR/z1Z6vmL59OhE3Ihi1cRTjNo/j5SdeZlDdQVQvUh26dIHOndVk83Hj4J9/YO5c+Oor1bHrvfcyNoWfiSwWWLVKlXv/+ee9+ytXVos7/O9/GTfrx32+ps0m7iR68fT343n6+/HcScz+TQKM5kSq/juTqv/OxGhOdPVwRDYTZ0rg1UYTeLXRBOJMCa4ejngIvRnrmJiYFBdbzbH0unHjhnXu7/0GDBhAUFAQtWvX5osvvsCiZ2H0LCwoKAiTyZQqO3358uVUWWy3lJQE8+ZBhQrqJPLAAbXOzrvvwunTqgbQjYJqi2bhz2N/0vy75jz++ePM2jmL24m3ebLQk8x7fh5nBp1hROgICaqFcILkedZRUeq/GR1DGgyQ/N3uX39l7LH8ff0ZUn8IJwae4KcXf6J+ifokWhJZsHcBNebU4JlvnuHXw79i1izw3HNq4vemTSrat1hg0SJVL//CC/cmoGdBt27BzJlQqZKqGPjzT/V7aN1aFSzt26eS9BnZSkMCayfTgNMxhTkdUzjDMjHuRcP3zjV871wj43JPIieLzB1NZO5oVw9DZLASJUqQL18+62WcvWtcPMKJEyeYPn16qrnTH3/8MYsXL+bvv/+mU6dOvP3224wdO9apx84qvLy8qFmzJqtXr05x/+rVq6lfv76LRpUOZjN8/706m3r1VVX2GBQEY8aodNG4ceBGXwzcSrjF59s/p9LnlWj5fUtWnliJAQPPV3yetV3XEt4nnO7VuuPjoaODjhAihWrVIF++e7czIzmbXA5+f9Y0I3kYPehQuQP/vPoP23pt45UnXsHD6MHGMxtpt6gd5aeXZ+rWqcTEx6hJxStWqEnnnTqpCHTpUvXCdOyYpdbCPncO3nlHlXv37w9Hjqg59YMGqVLw339Xs4EyowA2x5eCJyQaMDrwSpuTbJePe2gWfm411nrd1nZ6SqpBX1m1s0ubzQZP9lfvZr1OGqWmuhpq6fiXoHfqnKsaW2XFkmrQ93u2ta+HxZOJG/up64meaa557Komc7pLqzM5Maq3dP2hj42+UvCzZ8+SN++97sZplQePGDHikc2uduzYQa1atay3IyMjad68OR06dLB2u072wQcfWK9Xq1YNgFGjRqW4Pzu5desWx++bU3fq1CnCw8MJCAggODiYwYMH06VLF2rVqkVISAhz5swhIiLCPZu5WSzqRPCjj+6dBAYFqTOsfv0gVy7Xju8Bp66dYsb2GXy15ytuxN8AIK93XnpW78mAOgMo41/GxSMUIvsymdQ862XL1O3MCKyffVbN7z5+XF3Klcv4YyarU6wOC19YyPjG45m5Yyazd83m1PVTvLXyLT5a9xGvVn+VN+q8QdmqVdUqCR9+qJqd/fSTuixeDK+8ov6+VqiQeQO3w+7darr4Tz/dW+ShfHlV7t2tmypYymw5PrB2NpNRo1bh7N0IIAWDkZv5S7h6FCKbMmGk8tVSrh6GSAcLjn1PkLxP3rx5UwTWaRkwYACdOnV66Dal7iv3jYyMJCwszBokPkq9evWIiYnh0qVLWaP82U47d+4kLCzMenvw4MEAdOvWjW+++YaOHTsSHR3NqFGjuHDhAlWqVOGPP/6gZMmSrhqybX/+qTrc7tmjbufPr+ZPDxzomrOpNGiaxsYzG5m6bSq/H/kdi6be8eUDyjOw7kC6Ve1GHm/3Ga8Q2Vlo6L3AOiMblyXLk0clhtevV+XgAwZk/DEfVDxvccY+O5YPGn7Ad/99x9StUzl05RDTtk3js22f0aZiG96q9xYNH2+IYdEi9Xd1xAj1peXChSro7t4dRo+GIkUy/wk8wGJRifbJk9XrmiwsTDUna9nStf0oc3xgnWA2YnRg/WVLGhnrdO2rM2ukK8Pmoiyqnky5weh4ibneqZJ69ndVJtTswmZcWbHpmksz1pksOzQvCwoKIigoKF3bnj9/nrCwMGrWrMm8efMwpuPTds+ePfj4+JA/I7vauFBoaCjaI/7B9OvXj379+mXSiOx06JA6e0qetJgnj6r3Gzw4YzsR2SkuKY4f9v3AtG3T2Htpr/X+JmWa8GbdN2lRvoVD5x5CCMc9+6z6b/78ULZs5hyzRQsVAP75p2sC62S5PHPxWs3X6F2jN6tPrmbq1qn8efxPfjvyG78d+Y1qhasxqO4gOlXphPcvv6h08PDhquPb11+redjvv6/WDvP1zfTx376tGptPmaLKu0FVA3TsqP7816iR6UOyKccH1s6WZDGyKqI6AE2D9+BhzOZNcCwWAq8cBiA66DG3WrZEZH1mg5ktRfYDUP9CFUyaLDHjrvRmrJ0tMjKS0NBQgoODmThxIlHJHWvA2gF82bJlXLx4kZCQEHx9fVm3bh3Dhg3jtddec36naqHP1auqTPHzz9Wcak9PlZ1+7z0IDHT16Kwib0Yya8csZu+aTdRt9Z7z9fCla9WuDKw7kEoFKrl4hELkXFWrwrffquWbM+t0tXlzNTtl3TqIi1MLFLiSwWCgadmmNC3blENRh6yrEYRfDKf7b9155+936Fe7H31r9aXgsmXw778qmN62TWWzZ8+GCRPgpZcyZdLylSuqu/fMmRB9t91OvnxqKe7kZbTciQTWTpZg9mDAejUXbf//+uNhzN6djI1aEhUPLgFg69PvYCH7d0IXmSfRaGZc3e8A+OX3MZjMEli7Kw3HKgcyquXhqlWrOH78OMePH6f4A5+8yRlbT09PZs6cyeDBg7FYLJQpU4ZRo0bRv3//DBqVsFtSkjqR++gjFVyDWnt64sTMnbD4CLsv7GbSv5P46cBPJFnUZL8SeUswoM4AetXoRYBv6m70QojM17lz5h7viSegWDE4fx42boSmTTP3+A/zeIHHmdVqFmOeHcPcXXOZvn0652+eZ/j64YzZNIb/PfE/3qz7JlW3bFFLGL77rmoI2amTinanTIE6dTJkbGfPqvnTc+feWwe8dGlVoPTqq5A7d4YcVrccH1ibNUhyYL80G5BZDNQpdMR63dZ2esqiwXUl2Tb3tZi4ka/k3Z+bsKRR2uaq8nW9fe+zYtm9S5uXOfm9qWGiSpSq19LMpjTfv65ai1pKwd1X9+7d6d69+0O3eXCta+FmNm5UTciS16KuUgWmTr1Xz+limqax6sQqJmyZwNpTa633NwhuwJt136TtY23xMOb40ywhcrTkZbe++krNDXanwDpZgG8A7zR4h8Ehg1lyaAlTtk5h+/ntzAufx7zweYSVCmNQvUE8d/AApilT4ZNPYMsWqFsXeveG8ePB398pYzl6VCXEFyyAxLur+NasqWL6du1UEzp3Jn/xnczHI5Hvm0529TAyjcXkyb6q3V09DJFNeVs8+WSjm871FCm4Wym4yOIGDVJrUoMq9R41Si1A6uH605ZEcyKLDizi0y2f8t8ltearyWCiU5VODA4ZTI0ibjLZTwjhFtq2VYH1d9+pmNQFU5TTxdPkSacqnehUpRNbz21l6tap/HzwZ9adXse60+so61+WN5u+SffOu8kzchzMn69Syr//DtOm6SoP/+8/tULi4sX3qt9CQ9W07saNM2epLGdw/SeUi5k1A+Y0lvB56H46mpe5MiuY0/bVe9buqnHrWZJNTyMvvdUUeuhZMivLLrelgyPHtmgZ9/vNrOZlIodIDqpfe02tQx3g+lLqm/E3+XL3l0zZOoWzMWcB8PP047WarzGo3iCC8wW7eIRCCHfUogWULAlnzqilobp1c/WIHq1e8Xr8+OKPnL1xls93fM6cXXM4ce0EA/8ayAfeeen1ci/eeGURpd4cDocPq/Lw77+HOXPAjhU1Dh1STch/+unefa1aqfYZ9es7/3llNOk0JYQQQjeNe1lrey4SWAubypRRrXRnz3Z5UH3x1kXeX/M+wVODGbxqMGdjzlLIrxBjG43l7FtnmdxssgTVQog0mUzQV7Vf4vPPXTsWe5XIV4JPGn/C2bfOMrPlTCoGViQmPobJWydTduvLvDLqSfaPeF01lPz9dzWp/NdfH/m4J05A165qhk9yUP3SS7B3r1oSLSsG1SAZaxI1x75dsKTRRCkuyZOX16p1QX9oNBkfj0Qb+7pwjrWTlzQymhOp9t+XAIQ/2QuLyTONfV0zL9yosyu7rqWrXJVFzaJzhm0dO96YwDvPTgNg/Jo38bbYbo6nZcFl0fRy5NgZOV4pBRdOtWWLXVmPjHD2xlk+2fwJX+75kgSzakRaIbACQ+sPpfOTnfHxcHF7XyFEltGzp1q9ascOdald29Ujso+flx+v136dPrX6sPL4SqZum8qqE6v44eBP/AC0m9GIYd9FUHPTcTUZukcPmDEDcuVK8TgREWpJ7K+/Vgs8gOpHOWpU5qwtnm6apmr327Wzq1OaZKydzIKBw9eLc/h6cSwOlJhnPRq5Yy+RO/YSknsSzqYZNE7lj+RU/kg0g7y/3Jmm4yJEKi6chBhxI4LXl79O2c/KMnPnTBLMCYQUD2Fpx6Uc6n+IXjV6SVAthLBLgQIqIwtq6aisymgw0qJ8C1Z2Xsnu13bzYqUXMWBg6YW11Hr2OC0/LMOWEqjpPPXqwbFjAMTEqGXHypdX07LNZtXUbft2leB2q6D6zh3o3l2l1Hv2tGuOZY7PWDubtzGRLxvOsF7P7ixGD/6r3MV6XQhn8jR7MnJDX+t1IYTIKGeun2HsprHMC59HokV9foeWCmX4M8MJLRXq2sEJIbK8/v1VEvTHH9WKgYGBrh6RPtWLVGdxh8UcjDrIuM3j+H7f9/xpOsmfPaHROU/G/LWPurVqsabLfDr/3JZLl9R+oaEqa/3UUy4dvm2nT8MLL8CePaqGv25du3bP8ZGQGbXklt37JaWd7K8XpL6dwWLAbKMs15UNopxf9mriWv771hJN47XMko3P0NcILCs+Z9eWNqe+z4iRqpcq3tsmzX1d1GRO579lPVMVpBRcCOeIvBnJyPUj+Tr8a+sa1I1KN2L4M8NpWLKhi0cnhMgu6taF6tVVzDZvHgwZ4uoROUelApX4tt23jHhmBOP/Gc834d+wtngiIb2gzeEYxixuR+/Lo1hU7gMmTzHw3HNu2uV77VpVVhAdDUFBavJ3WJhdDyGl4EIIIXTTdPxPCFeIiY/hw7UfUu6zcszZPYckSxKNyzRmU49NrOm6RoJqIYRTGQwqaw1q+nFcnGvH42xlA8oyp/UcNrQ/TpnrPcFi5PfH4MnX4Uy7j/gj7GVaNU9yz6B60SJVmx4dDbVqwa5ddgfVIBlrlbF2YL+0MlVJFiNbLj8GQP2Ch/GwkZFyZVbQYnbuElAGzUzA9eMAXM1fDs1gu6mbnoZtBh1za125tJmebGaOzFjbqO4wG8zsKXwYgOoXH8OkpfH+clVDPx2N4gA0HZ8ukrEWwjGJ5kTm7p7LiPUjiLodBUD9EvUZ33g8DYIbuHh0Qojs7OWX4aOP1NJbn3yilprKLsxm9YXBsGHBxMZ+CUFDKN3zQ075/sy3VeFH8yJeG7iVD4evpVChMq4e7j3Tp8Obb6rSyQ4dYMEC8HGsj4ZkrJ0sweLBgK29GbC1NwmW7P+9hcFi5skj3/Hkke8wWBz5ikKItCUakxjzzFzGPDOXRGOSq4cjHkKalwl3p2kavxz6hcozK9P/j/5E3Y6ifEB5fnnpFzb32CxBtRAiw+XKBVOnquvjxll7e2V5+/erOdODBkFsLDRoAHtWP8bJTxazs/dOmuapRqIJPi90hvIzKjBh7cfEJ8W7dtCaBh9+CAMHquv9+8MPPzgcVIME1k5nNGhUzh9B5fwRGHNCF2ODgRi/YsT4FXPTCRMiKzNgoFx0CcpFl8CQI7rsZ12OrGHtaJZbCHvtv7yf0PmhtP+pPceuHqNArgJ83vJzDvQ7QLvH22GQzy8hRCZ58UVo1gwSEqBfP339fFzNbIbx46FGDdi2DfLmhdmzYcMGqFZNbVOzaE1WDt7DutqfU+uiiZseZt7Z9BGVP6/E70d+d93gx45VXdQAPv5YZa5Ntisj0yv7p1QfwYJjpeBaGmW+3gYz3zec9tDtslPzMrPBi51VXr9vo8w5bnrpfa1dNu4sWgru7DW0vZK8mbDqXnePtJuXOXxYLC5c9zuz1yvXW7ouRFZzM/4mIzeMZOrWqZg1M74evrwd8jZDnxpKXu+8rh6eECIHMhjg88+hcmX4+2/VJfzll109KvtFRKgVqTZsULfbtFFLiRUrZnv70Jb92BZQnW8HhfFug3hOcJLnf3ye5ys+z2ctPiM4X3DmDX7WLPjgA3V98mR46y2nPKxkrIUQQuimoaEZHLhIMbjIIH8c+4NKMysx6d9JmDUzbR9ry6H+h/i40ccSVAshXKps2Xtx3VtvwdWrrh2PvZYsUWtPb9gAuXPD11+r9ajTCqqTGeuF0G3CKo5+6cM7m8FDM/Dbkd94/PPHmbhlonVlhgz1ww/3ush99JHTgmqQjDVmNMwOnNjpacblypKPrNgUy6XN3rLgc3ZpM64s+Ho5O8vu1seW5mUiB7h65ypvrXyLBXsXAFA6f2lmtJxBy/ItXTwyIYS4Z+hQta71kSMqY/3HH7orkTNcUhIMGwYTJqjb9eqp51C2rB0P0rAheX5exietWtFlbzx9+wezOTGCoauH8vPBn5nfdj4Vgyo++nEcsWGDSrNrGgwY4PTucZKxdrI4swfdt/Sn+5b+xJmz//cWRksiNQ/OpubB2Rgtia4ejshm4k0JvN9kCu83mUK8KcHVwxEPIXOshTtYeXwllWdWZsHeBRgwMLjeYPb32y9BtRDC7Xh7q1WefH1h1SoVsLqzqCg1Nzw5qB4yBDZtsjOoTta4McyeTeUo2DAygi9Lv0le77xsO7+NarOrMeXfKVg0J58hXL6svsFISoJOnWDaNKf3h8r+kd8jOL7clu1fhNlsZO+1UtbrFhu/MJcuaeTkrKBmgfy3IqzX01o+yFUZRb1fHen5N60vG6njuK6cY+3kY1s0OFLglPV6Wo9vkdcrw4+Xjkd3sKxbSsGFfvFJ8by/5n0mb50MwGNBj/F1m68JKRHi4pEJIUTaqlaFefNUnDd+PFSvDh07unpUqR09qpZ5PnUK/PxU6fdLL+l80G7dYOtWjF98Qc8359N04wp67f2YVSdWMXjVYFYcW8HCFxZSKHch/U/AYoHOneHCBahUCb78EozOzy/n+MDa2TyNZibWmG+9nt1pRhN7y3W2XhfCmTwtHvzfhl7W68J9SSm4cJXjV4/T8eeO7L6wG4D+tfvzaZNP8fX0dfHIhBDi0Tp2hN27VSb41VfhscdUwO0utm2DVq3gyhWVnf7tN9V4zSmmToU9e2DbNkp0GcBfW7Yw5+C3DF41mDWn1lBtdjV+aP8DoaVC9R1n3DhYvVqtd7Z4sfp2IANIKbiTeRgthBU6QFihA3gYs/8po2YwEeVfiSj/SmgGCayFc5k0E3XOVaXOuaqYNHl/CSFSWnViFbXn1mb3hd0E+Abwa8dfmdFyhgTVQogsZexYaNoUbt9WQWxkpKtHpPz5JzRqpILqWrVgyxYnBtWg6uF//hkKFIC9ezGMG0efWn3Y0XsHlQpU4uKtizy74FnGbhqL5mg558aNqkkZqHbslSo5b/wPyPEpIMdLwR3/TkJP4zMAg471sV3VjEvPcY16yld1freR0xpqubK0Oac1igMwZKNScM3BUnDpCi4coWkaU7ZOYejqoVg0C/WK12Nxh8UUz1vc1UMTQgi7mUxq2a369eHwYWjdWsWDGZRYTZdly+CFF9SU5GbNVPybO3cGHKh4cbX81YsvqrR9t25UKleJ7b2288afbzAvfB7D1g7j0JVDfNn6S7w9vNP/2ImJ0KePKgXv2hW6d8+AJ3CPZKydzKwZ2HW1DLuulsHswrnUmUaz4B9zEv+Yk/omJAthg8Vg4UChoxwodBSLQd5f7kyal4nMkmRJotfvvXh71dtYNAs9qvVgfbf1ElQLIbI0f39YsUIlb3fvhldeAbOLZpWuWQMdOqig+uWXVZCdIUF1shdegCZNICEB3nwTNA0/Lz++fv5rvnjuC0wGE9/99x2Nv23MldtX0v+4c+eqbyqCguCzzzJu/HdJxtrR5bbSyFjHmT3pu+M1ANY3Go6vKXWn7OzUvMxkNlPr6FwA1lQbhTmNdQJkua3svy84//WKNyUxson6Qzj/h8n4JNn+ljIr/p4AzDoqXxyhN8P+MJrBsdW8NOv/CfFo8UnxvLzkZZYeXorJYGJS00kMrDsQg5M7uwohhCuUKaPmMIeFwe+/q87bU6Zk7hi2bIE2bSA+Htq1gwULwCOjI0aDAaZPhyeeUOuOLVumBgH0qdWHMv5leHHxi2yO2Ey9L+vxd9e/KZW/1MMf88YNGD5cXR8xAvLly9CnAJKxdjoDUNrvEqX9LpETPuY1A9zyKcgtn4IZuUSuyKEMmoHi1wtT/HphXWXTIuOp7LPmwEWI9IlNiKXNj21Yengp3iZvfun4C2/We1OCaiFEthISooJZUL29vvsu8469bx+0bKnmejdrBj/8kAlBdbKKFeHtt9X1N9+EO3esP2pStgn/9vyXUvlLceLaCUK/CeX09dMPf7yxY9Xk8Mceg9dey7hx30cCayfzMSXyY/1p/Fh/Gj42stXZjcXoxZbKg9lSeTAWo5erhyOyGW+zF5OWfcikZR/ibZb3lzuTUvCcp127dvj7+/Piiy+m+tny5cupWLEi5cuX58svv9R9rFsJt2i+sDmrTqzCz9OPFa+soE3FNrofVwgh3NFLL91b1/q112Dv3ow/5rVr0LatSvQ2aAC//KJ6i2WqDz5Qc65Pn06Vqq9UoBKbe2ymfEB5ztw4wzPfPMOpa6dsP87p0+pbCYBPPwVPz4wctVWOD6wdPhk0Gx2+aJrBZReLxejwRd+x0XFx3euVFcdtseD4RTPoumTF35O+56vn/eGa94gQzjJw4EAWJKdV7pOUlMTgwYNZu3Ytu3fvZvz48Vy9etXh4ySaE+mwuAObIzaT3yc/q7us5tkyz+oZuhBCuL2RI1XW+M4dNQX52rWMO1Zyb6+TJ6FUKVWOnitXxh0vTX5+KtMMMHOmmuR9n2J5i7Gu2zoqBFYg4kZE2sH1+++r+dqNGsFzz2XCwJUcH1gLIYTQT9PxP5E1hYWFkSdPnlT3b9++ncqVK1OsWDHy5MlDy5YtWblypUPH0DSNPsv78Nfxv8jlmYuVnVcSUiJE79CFEMLtmUzw/fcq0D15Ejp3VgFwRhg3DpYvVxnqJUsgICBjjpMuL72kOridP6+6uT3g/uD6bMxZWv3Qipj4mHsbnD+vWqwDTJyo5m9nkhwfWCc3L7P3klY2KC7Jk4F7ujNwT3fikjwzKCPpeNZZTzZTsxhSXQxJSdQ8+iU1j36JISnJ5jZ6L1kzg5p1x63v4tzsbbwxkdGNP2N048+INya6wfN74KL3/a07423/JaO4Yyl4mzZtCA4OxsfHhyJFitClSxciH1gcNCIigtatW+Pn50dQUBADBw4kISEhA0eVOTZu3Ejr1q0pWrQoBoOBX3/9NdU2M2fOpHTp0vj4+FCzZk02bdrklGNHRkZSrFgx6+3ixYtz/vx5hx5r5IaRzAufh9FgZNGLi6hTrI5TxiiEEFlBQIAqyfbxUT295s51/jFWr4YPP1TXZ86EGjWcfwy7eHtDjx7q+uzZNjcpmqcoa7uupUjuIhyMOsgrS17BbLnbQv3779UJz1NPQfXqmTRoJccH1s5mwcCOa+XYca0clhzQvsygaQTdOkbQrWMYMvKsXeRIFoPG/qKH2V/0MBYd67eLjOdY4zJ1yShhYWH89NNPHDlyhCVLlnDixIkU84HNZjPPPfccsbGxbN68mR9//JElS5bwdnLzlCwsNjaWqlWrMmPGDJs/X7RoEYMGDWLYsGHs2bOHp59+mhYtWhAREWHdpmbNmlSpUiXV5cEvJx6k2fgsSKvBWHx8PDExMSkuyb7d+y0jN4wEYNZzs2hVodUjn7cQQmQ31avDJ5+o60OHwrlzznvsmzfV0s6aBr16wauvOu+xdendW/33r7/UfGkbiuUtxm+dfsPHw4cVx1bw3pr31BNJnqLUtWvmjPU+OX65LWfzNJgZ/vhi6/XszmI0sTe4k/W6EM7kafag/8Ye1uvCfWluuNzWW2+9Zb1esmRJ3n33Xdq2bUtiYiKenp6sWrWKgwcPcvbsWYoWLQrApEmT6N69O2PGjCFv3rwZM7BM0KJFC1q0aJHmzydPnkzPnj3p1asXAFOnTmXlypXMmjWLcePGAbBr1y6Hjl2sWLEUGepz585Rt25dm9uOGzeOkSNHprr/5NWT9PujHwDvN3if12pmTkdXIYRwRwMGqA7d27ZBv35qDrQzKpxHjoTISChbNlOWeU6/cuXUutarV6s0/ZgxNjerXaw2856fx8tLXubTLZ9S5U4euu7fD15eaiHuTJbjM9YaDpYvplFqbQSaFNxPk4L7MT5kO9c1EXPuxYIHkf41ifSviQUPl48n1fh0X3D44qpx63vNdJYa6yn5tzH9wGA2Uf9EHeqfqIPBbNLXmC2tKQ6ufI9mwNSJR10yit6M9YNZy/j4eKeO7+rVqyxcuJD69evjebc76L///kuVKlWsQTVAs2bNiI+PdziozAoSEhLYtWsXTZs2TXF/06ZN2bJli+7Hr1OnDvv37+f8+fPcvHmTP/74g2bNmtnc9r333uPGjRvWy9mzZwF4bflr3Eq4RcOSDRkVNkr3mIQQIiszmeCrr1Rz62XL4Kef9D/m/v33GmdPnw6+vvof06n69FH//eorSEx7paVOVTrxYUNVy95v98ecyYdaA9vfPxMGmVKWC6xPnz5Nz549KV26NL6+vpQtW5bhw4dnizlxQgiRU5UoUYJ8+fJZL8lZU73eeecd/Pz8CAwMJCIigt9++836s4sXL1KoUKEU2/v7++Pl5cXFixedcnx3dOXKFcxmc6rnXqhQIbued7NmzejQoQN//PEHxYsXZ8eOHQB4eHgwadIkwsLCqF69OkOHDiUwMNDmY3h7e5M3b94UF4Ad53eQ1zsvC9ouwCTVUEIIQeXK95bgeuMNiI52/LE0Dfr3B7MZ2rWDhxQ4uU6bNlC4MFy6pFL0DzEidARPl2hArCGRPq1B69w5kwaZUparrTx8+DAWi4XZs2dTrlw59u/fT+/evYmNjWXixIl2P56GhubA3E1Ns535MWsGjt4qAkCF3Bcw2XjstPbNDHqObXNfzUK+O2qyxw3f4mCw/V2NvuM6vCvonOfuqnE7/feU3n11ZjSdPW6LwcKpQDXns3R0MEYtrfeXw4d12WvtChk7Xkc7fKt9zp49m6L02juNxTNHjBhhs3T4fjt27KBWrVoADB06lJ49e3LmzBlGjhxJ165dWb58uXXOr625v5qmpTknODt58Dna+7wf1um7TZs2tGmjb53pz1t+Tsn8JXU9hhBCZCfvvQeLF8OBA6o6evJkxx7nu+9g40a1pFZy1trteHqqSd9jx6omZvf1SHmQ0WBkrn83qp7azMpy8F3xq3TJxKEmy3KBdfPmzWnevLn1dpkyZThy5AizZs1yKLB2tgSLB6/tUXPBVj01Bl9T2qUL2YFJS+Sp42pSxsoqYzAbMnsleZGdJZgSGd5Gdez4csE0fJLk/eWuHO3wnbzP/dnKhxkwYACdOnV66DalSpWyXg8KCiIoKIgKFSrw+OOPU6JECbZu3UpISAiFCxdm27ZtKfa9du0aiYmJqbK52UlQUBAmkylVdvry5ctu87xfePwF/vfE/1w9DCGEcCteXiqYbtYMvvhCBdoFCtj3GLGxMGSIuv7RRxAc7PxxOk337iqwXr8e4uJUe/Q0VFy8lo/OwbBnYdCaITR77DkK+hXMtKFCFgysbblx4wYBj1hwLT4+PsWcveTOo2bA6ECWxZJGZk+zQGHv69brFlvZEL3zHHUU8Ds9o6gZue3pb72e1uO7LItq1NcVyeKicet5vXSNWWdG0+nZX4uRoJuB1utpPb6e56xnTcisl7HOuMd2tMO3vfskB8qOSO5WnfxZEBISwpgxY7hw4QJFiqhKo1WrVuHt7U3NmjUdOkZW4OXlRc2aNVm9ejXt2rWz3r969Wqef/55F47snsnNJueIqgEhhLBXkyZQuzbs2KGCbHtnTn3zDVy+rBqW3dfj0z2VKweBgarufd8+9cRtiYmBX39laDz81LY8e28eY9Bfg/i+/feZOtwsN8f6QSdOnGD69On07dv3oduNGzcuxfy9EiVKZMh4fExJLKo9jUW1p+FjSsqQY7gTi9GLdY99wLrHPsBi9HL1cEQ24232YspPY5ny01i8zfL+cmeajktG2L59OzNmzCA8PJwzZ86wbt06XnnlFcqWLUtISAigmnVVqlSJLl26sGfPHtasWcOQIUPo3bt3lu4IDnDr1i3Cw8MJDw8H4NSpU4SHh1uX0xo8eDBffvklX3/9NYcOHeKtt94iIiLikZ+lmcXfN/ObzgghRFZgMMAHH6jrM2bA1avp39dshilT1PXBg1UG3K0ZDHB3ahcPayq6eTPcuYNn6bJ82XEhRoORH/b/wI7zOzJnnHe5TWA9YsQIDAbDQy87d+5MsU9kZCTNmzenQ4cO1iVD0pJW51EhhBD6WQyaw5eM4Ovryy+//MKzzz5LxYoVefXVV6lSpQobNmywzt82mUysWLECHx8fnnrqKV566SXatm3rFtOK9Nq5cyfVq1enevXqgAqkq1evzkcffQRAx44dmTp1KqNGjaJatWps3LiRP/74g5IlZU6zEEK4u9atoWpVuHXLvmWyli2DEydUw+xu3TJufE6VXEH2QByYwqFD6r+1alGrWG06P6mal036d1IGDy4ltykFt3feXGRkJGFhYYSEhDBnzpxHPr63t7fNZjiOzgt0acMjHaWrukpmXbSvUc/rpeO1gqzZFCutaQoZfVy9+2fFRnF63teQ+d9sZrXSdT2eeOIJ1q5d+8jtgoODWb58eSaMKHOFhoZaS9/T0q9fP/r165dJIxJCCOEsBoPqEP7SSzBtmso+p6fQKrnZWd++4OeXsWN0mvRkrJMD68ceA+DtkLdZsHcBiw8u5pPrn1Aqf6mMHeNdbhNY2zNv7vz584SFhVGzZk3mzZuH0eg2iXfiLSZGHWkPwEcVl+BtNLt4RBnLaEmk5tlvAdhVogsWo6eLRySykwRTIjPD1Bdn/da9hpdZ3l/uKrPmWAshhBACXnhBxZGHD6uS8Pfff/j2O3bApk2q2faAAZkzRqdIzljv3592A7PDh9V/7wbWTxZ6kqZlm7LqxCqmbp3K1OZT7TqkRbNgwGB3rw/3iUjTKTIyktDQUEqUKMHEiROJiori4sWLDq85anHwolkMNi9ms4l/rj7GP1cfw2w22d5Oc+UFHZfUj4emUfjmfgrf3A+a5uLnln0uFgsOX1w6bidfzGjsLrWX3aX2YkZLe1scv2Sn1+uRF53Lzz2Mu82xFkIIIbIzk+leMD1rlpo//TDJ2eqXX4aiRTN2bE5VogQEBUFSEvz3X+qfa9q9jPXjj1vvfjvkbQC+3P0l1+5cs+uQ60+vp9S0Uoxc//DlPR/kNhnr9Fq1ahXHjx/n+PHjFC9ePMXPHlX2lhk8DWbeLrPcej27sxg8CC/ykvW6EM5kMpvovrGL9bpwX5KxFkIIITJXhw4wcCCcOwfr1kHjxra3i4hQ619DFugE/qDkBmZ//aXKwevUSfnzK1dUBzeDASpUsN7dpEwTnij4BPsu72P2rtm82+DddB9y6aGlRNyI4GyMfT25slzGunv37miaZvPiDjyMFloV2kOrQnvwMOqc4JsFaAYTEQEhRASEoBkk8BHO5aF5EHqkIaFHGuKhyRc37iw5sHbkIoQQQgj7+fhAcouqBQvS3u7LL1VGOywMqlXLlKE518MamCWXgZcqBb6+1rsNBgND6qsFuz/b9hkJ5oR0HUrTNH498isAbR9ra9cwc/yZqnb3f/ayWBz/TkLTXNdASM+xs2IjL71ctcaxnn1d1WQOXNd0LSv+nvRy5Nh6/m498rFxrFdg9v/6UQghhMg43brBF1/AkiXw+eeQJ0/Kn1ss94Lu3r0zf3xO8bAGZg80LrtfpyqdeG/Ne0TejGTJwSW8/MTLjzzUzsidnIs5R26v3DQuk0YJQBqyXMba3Vk0OH07iNO3g7DkhESMZiFP3AXyxF0ATU6RhXNZsHDe/zzn/c9jkRBMCCGEECKFunWhfHm4fVsF1w/auBHOnFFdw9u2zfThOcf9Dczu3En5s+SM9X3zq5N5mbzo+mRXAFaeWJmuQ/16+FcAWpRrgY+HjUZpD5HjM9YWg7rYK61sUZzZk577+gCwrOan+JoSUx9TZ5ZLz7churJzNl4okyWJRicnALCswnjMxtRLmuk9rllHls2ksxxfT5ZeV+ZYT0WEnuXYMjCj+Si23iMJHkl8+NJwAGZ+ORPvJNvvL1dl6c1mff+WTTpmTzjybyojM+yOVv84so8QQgghFINBZa0/+EBlprt3T/nz+fPVf196KUWldNZSvDgUKABRUaqBWd269372kIw1QFjpMD755xPWnV6HpmmP7PS99PBSwP4ycJCMdYbI53GbfB63XT2MTBNv8iPelFUWwxNZTe47ucl9J7erhyEeQXNwfrUE1kIIIYQ+XVSfV9atU9npZLGx8PPP6nq3bpk/LqdJbmAGqcvBH1hq60FPlXgKT6MnETciOH399EMPc+TKEQ5dOYSn0ZPnyj9n9zBzfMba4SxLGpkfH2MSP1ef9tDt9GaN9ORg9WTnbI07yeDDH+XG3rdRGsfVMWh715BLcVy9r3UWnCftyjnDen7Ptp6zZ6IPU7757N42aeyrJzTTM7db7+v1qKUxnE3P7+eRj23QMBikREctmgAAI91JREFUK7gQQgiR2YKDVWOydevg229V9hrgl1/g1i0oWxaeesq1Y9StZk3488+UDcxu3773TYKNUnAAPy8/6hSrwz9n/2Hd6XWU9i+d5iGSy8AblW5EPp98dg9RMtZCCCF0s+i4CCGEEEKf5Iz011/DhQvqenIZeNeuKumbpdnKWB89quZtBgaqta7TEFoqFFDrUz+MnjJwkMBaCCGEE8hyW0IIIYTrtG8PAQFw6pSqih45EtauVT/r2tW1Y3OK5AZmBw7ca2CWPL86jWx1srBSYQDWeda2nI85z7bz2zBg4PmKzzs0xBxfCu6otEpAEywmJp1uCcDbpf7Ay5i61lP/ktt6GpA5flRbz9loSaTGpe8B2F3oFSxGz3Tvm/7jOryr/lJdVzUgc1nTNMePC3qb46W+L9GUyPxG8wDotrYHnmbb7y89Hfhz0nJbmgub0wkhhBAi4+TOrQLp3r1hxw4YMULd/8wzaonnLK9YMShUCC5dgjVroFWrR86vThZSIgRPoyfnYs5x4toJygWUS7XNb0d+A6Be8XoUyVPEoSHKWZaTmTUj665WZt3Vypi17P/yGrAQfHMXwTd3YZCiTuFkFoOF7RW2sr3CViwGeX+5M03H/4QQQgihX9Wq8O+/al3r/PnVfX37unRIzmMwwP/+p66PHq2yUA9Zaut+uTxzUa94PSDtcvA/j/8JOF4GDpKxdniOX1rZSBMafYqvsV63tZ2tZavsYnT8RNTZy15ZNC/Cg9oDkKh5pZkR05O9NRj0dHjS9+WGrsyxk6sD0n9c12TZ9bL1/jIkefLixpet19Naes2s4/ekZ8kss0nf62V0oNmXHhmZYbegYXAgSJZScCGEEMJ5TCbo0wdefBGOH0+5MlWWN3QozJoF27bBqlWPXGrrfmGlwtgUsYl1p9fRq0avVD8/de0UANULV3d4eDk+sHY2D4OFdgV3PXrDbEIzmDiWP8zVwxDZlMniwbN7m7l6GCIdJLAWQggh3EdgoLpkK4ULqxT8lCkwfLhqXgbpCqxDS4UyauMo1p2yvZ71hVuq41vRPEUdHl72r1UWQgiR4aR5mRBCCCEy3P/9H/j4qKx1fLy6XrLkI3cLKRGCt8mbC7cucOzqsRQ/i0uK4+qdqwAOz68GyVg7fGKXVjm3RYOohLwAFPCKwWhjM93lmE5eKzi9bI5bs5Ar6RoAtz38wZBGKbiO4xp1lUXrO2l3VeO0tEqe08NVjbzUsZ3bpM6ChWt5ogHwvxmIMY3vAjU9Df1c1FgPwKJr3PbvY9Y7DeUhLOBgxloIIYQQIp0KF1a17tOmqdsVKqj690fw8fAhpEQI60+vZ92pdVQIrGD92cVbFwHwNnnj7+Pv8NAkY+1kCRZPuh/qQ/dDfUiw2O5gnJ2YtERaRXxEq4iPMGmJrh6OyGYSPRL5sMdQPuwxlEQPeX8JIYQQQuR477yjMtXwyMZl9wstGQrA+jPrU9x/4aYqAy+cu3CqEnF75PiMtaPSynJpmgFvY6L1uq3tXLtEj559bT+XJIOX9Xrar4vjx9XTUMto1JcPc9lyWzqGrSfbrTejqS9Ln3pfs8WAV6KX9Xpa49PVvMyFzd4MOpqXOfJaZ2RzOs0AjryUUgguhBBCCLsUKQJvvAGffgoNGqR7t1pFawFw5MqRFPcnz6/WUwYOElg7nY8pkaVPTHP1MDKN2ejNktJTXT0MkU15J3kz6fO5rh6GSAc1pUaalwkhhBAiE3zyCbz0ElSrlu5dgvMFAxBxIyLF/ckZaz2Ny0ACa4fXUdU3L9OVGWtXzUXVkRXUc96tM0On59h65hvrmmOtIwOr973pqnnlrspY61mqC8BgqwlDOjlS1ZCxc6wlsBZCCCFEJjEaoVYtu3ZJDqyj70RzO/E2uTxzARB5MxKAIrn1ZaxljrUQQgjdzGgOX4QQQgghMlo+n3zk9VZNps/eOGu931oKLoG1e0m0mPjsXBM+O9eERMujO9RldUYtkdpR31E76juM0rxMOFmSKZEfm3zFj02+Iskk7y8hhBBCCOG4EnlLACnLwWWOtYulVfKapBlZefVJAHoXWY+HjXpNPSXCoO/bEH2NmlLfZ7BYKHvrHwB2+ndIs/JaT5mvwWB2eF89yxmBvhJjPSXZevY1O/5ykZSk77s2XSX/Np5zosnC1ifWA/D82s4Y02pe5vBR9b03k/S8QQBDJq81pee5PoqUggshhBDC3QXnC+ZA1IGUgfVNyVi7JRMWuhTaTJdCmzHlgBVaNYOJvfnbsDd/GzRD9s/Qi8xlMnvQYlMHWmzqgMks3wO6MwuawxeRNbVr1w5/f39efPHFFPefPXuW0NBQKlWqxJNPPsnixYtdNEIhhBAiJVsNzJIz1tK8zEXSyjqbDBodCux46HZ6G0TpCdf1ZMttLdVjwYt9eZ5TNx6SsNKzfJTFoCfbre+kXc9yW65a9krfvnoz1o7vm5hka9yehP7TVj02kFYxuJ4i8SSbx00fo473Juh/f9orKQMbJ5oNFjQHUvCWDPwCsk2bNoSHh3P58mX8/f1p3Lgx48ePp2jRex+cttarnDVrFn379s2wcWUXAwcO5NVXX2X+/Pkp7vfw8GDq1KlUq1aNy5cvU6NGDVq2bImfn5+LRiqEEEIoyYH12Rg1xzrRnMjl2MuA/lJwyVgLIYTQzR2bl4WFhfHTTz9x5MgRlixZwokTJ1JlVwHmzZvHhQsXrJdu3bpl2Jiyk7CwMPLkyZPq/iJFilDt7vInBQsWJCAggKtXr2by6IQQQojUHpxjfSn2EgAeRg+CcgXpemwJrJ1M0+BGki83knx1Ze+yDE3D23wTb/NNfelKIWzQ0LjlG8Mt3xiHlsUTmcfiYFCdkaXgb731FvXq1aNkyZLUr1+fd999l61bt5KYmLLGIX/+/BQuXNh68fX1zbAxZZaNGzfSunVrihYtisFg4Ndff021zcyZMyldujQ+Pj7UrFmTTZs2OX0cO3fuxGKxUKJECac/thBCCGGvB0vBk+dXF/IrpLsSUUrBHZRWOXecxYMuh1UJ4aLHZ+BjTEq1ja2SanvoKR/VE/vaes4elgQ6RA4B4Iei00kyetvcV1+JseOlonrWCQZ9TbH0NAJLMuvYV0cpeJLOdZn1THOwNe4Ez3g+fvN1AIZ/+jVeiT42903QEZwl6Hit9TLqOLStZoKPkqC573epMTExKW57e3vj7W3774kjrl69ysKFC6lfvz6enp4pfjZgwAB69epF6dKl6dmzJ6+99hpGPb8cNxAbG0vVqlXp0aMH7du3T/XzRYsWMWjQIGbOnMlTTz3F7NmzadGiBQcPHiQ4WJ101KxZk/j4+FT7rlq1KkU5fVqio6Pp2rUrX375pf4nJIQQQjjB/YG1pmlO6wgOOTiw1u5GmEnaHYf2v22Os3l/nMUExNzd5g4WLXVodtuis5OwjsA6TnP8V37Hkvq1MlniST4dvm25gzmNIPiOxfEQVU8TOL0zSuN1/KruWFKfkKZXnOZ4I7g4HcGTl5b6iyB76AmsbT3nRC0e7v5Ti9fuYEljsn6Cjt90nI5vm9IaT3oZ9XSdd2DfuLt/77QMqC5JMsRhcOALDs2g/p08mNEcPnw4I0aM0D2ud955hxkzZnD79m3q1avH8uXLU/z8448/5tlnn8XX15c1a9bw9ttvc+XKFT744APdx3alFi1a0KJFizR/PnnyZHr27EmvXr0AmDp1KitXrmTWrFmMGzcOgF27djl8/Pj4eNq1a8d7771H/fr1H7rd/cH7jRs3gNRftAghhBDOkIc8EAfxxHPy4klOXjgJcRBkDErzsyf5/keeP2k51NmzZ5NbbclFLnKRS466nD171ml/S+/cuaMVLlxY13gKFy6sXbp0Sbtx44b1EhcXZ/N4w4cPf+Tj7dixw7p9VFSUduTIEW3VqlXaU089pbVs2VKzWCxpPp+JEydqefPmddrr4w4AbenSpdbb8fHxmslk0n755ZcU2w0cOFBr2LChXY+9bt06rX379inus1gsWqdOnbThw4c/cv/0/D7lIhe5yEUucnGHy6POnwyaljMnxlosFiIjI8mTJ0+qrrAxMTGUKFGCs2fPkjdvXheNMOuQ18s+8nrZR14v+zzs9dI0jZs3b1K0aFGnljrHxcWRkJDg8P5eXl74+Ngu83/QlStXuHLlykO3KVWqlM3HO3fuHCVKlGDLli2EhITY3Peff/6hQYMGXLx4kUKFCqVrTO7OYDCwdOlS2rZtC0BkZCTFihXjn3/+SZFNHjt2LPPnz+fIkSPpetxmzZqxe/duYmNjCQgIYOnSpdSuXZvNmzfTsGFDnnzySeu23377LU888USqx3gwY22xWLh69SqBgYE2O7a7I/kb5TzyWjqXvJ7OI6+l82TF1zK95085thTcaDRSvHjxh26TN2/eLPMLdwfyetlHXi/7yOtln7Rer3z58jn9WD4+PukOjPUKCgoiKMixrp3J3yPbmjecbM+ePfj4+JA/f36HjpGVPBi4appmVzC7cuVKm/c3aNAASzqbANiaS59VX3v5G+U88lo6l7yeziOvpfNktdcyPedPOTawFkIIkX1t376d7du306BBA/z9/Tl58iQfffQRZcuWtWarly1bxsWLFwkJCcHX15d169YxbNgwXnvtNac2TnM3QUFBmEwmLl68mOL+y5cvZ5ssvRBCCJHZsnbbUyGEEMIGX19ffvnlF5599lkqVqzIq6++SpUqVdiwYYM1aPb09GTmzJmEhITw5JNPMm3aNEaNGsWkSZNcPPqM5eXlRc2aNVm9enWK+1evXv3QRmNCCCGESJtkrG3w9vZm+PDh2Tpj4UzyetlHXi/7yOtlH3m9lCeeeIK1a9c+dJvmzZvTvHnzTBpR5rp16xbHjx+33j516hTh4eEEBAQQHBzM4MGD6dKlC7Vq1SIkJIQ5c+YQERFB3759XTjqrEn+zTmPvJbOJa+n88hr6TzZ+bXMsc3LhBBCiOxq/fr1hIWFpbq/W7dufPPNNwDMnDmTCRMmcOHCBapUqcKUKVNo2LBhJo9UCCGEyB4ksBZCCCGEEEIIIXSQOdZCCCGEEEIIIYQOElgLIYQQQgghhBA6SGAthBBCCCGEEELoIIG1DTNnzqR06dL4+PhQs2ZNNm3a5OohuaURI0ZgMBhSXAoXLuzqYbmNjRs30rp1a4oWLYrBYODXX39N8XNN0xgxYgRFixbF19eX0NBQDhw44JrButijXqvu3buneq/Vq1fPNYN1A+PGjaN27drkyZOHggUL0rZtW44cOZJiG3l/CZG5Tp8+Tc+ePSldujS+vr6ULVuW4cOHk5CQ4OqhZVljxoyhfv365MqVi/z587t6OFmKnMs6x6POT0T6pefcJauTwPoBixYtYtCgQQwbNow9e/bw9NNP06JFCyIiIlw9NLdUuXJlLly4YL3s27fP1UNyG7GxsVStWpUZM2bY/PmECROYPHkyM2bMYMeOHRQuXJgmTZpw8+bNTB6p6z3qtQK1NNL977U//vgjE0foXjZs2ED//v3ZunUrq1evJikpiaZNmxIbG2vdRt5fQmSuw4cPY7FYmD17NgcOHGDKlCl88cUXvP/++64eWpaVkJBAhw4deP311109lCxFzmWdJz3nJyJ90nPukuVpIoU6depoffv2TXHfY489pr377rsuGpH7Gj58uFa1alVXDyNLALSlS5dab1ssFq1w4cLaJ598Yr0vLi5Oy5cvn/bFF1+4YITu48HXStM0rVu3btrzzz/vkvFkBZcvX9YAbcOGDZqmyftLCHcxYcIErXTp0q4eRpY3b948LV++fK4eRpYh57IZw9b5iXDcg+cu2YFkrO+TkJDArl27aNq0aYr7mzZtypYtW1w0Kvd27NgxihYtSunSpenUqRMnT5509ZCyhFOnTnHx4sUU7zVvb2+eeeYZea+lYf369RQsWJAKFSrQu3dvLl++7OohuY0bN24AEBAQAMj7Swh3cePGDeu/SyEyg5zLiqziwXOX7EAC6/tcuXIFs9lMoUKFUtxfqFAhLl686KJRua+6deuyYMECVq5cydy5c7l48SL169cnOjra1UNze8nvJ3mvpU+LFi1YuHAha9euZdKkSezYsYNGjRoRHx/v6qG5nKZpDB48mAYNGlClShVA3l9CuIMTJ04wffp0+vbt6+qhiBxEzmVFVmDr3CU7kMDaBoPBkOK2pmmp7hMq2Gnfvj1PPPEEjRs3ZsWKFQDMnz/fxSPLOuS9lj4dO3bkueeeo0qVKrRu3Zo///yTo0ePWt9zOdmAAQP477//+OGHH1L9TN5fQuhnq1Hng5edO3em2CcyMpLmzZvToUMHevXq5aKRuydHXk9hP/n7L9zZw85dsjIPVw/AnQQFBWEymVJ9o3f58uVU3/yJ1Pz8/HjiiSc4duyYq4fi9pK7p1+8eJEiRYpY75f3WvoUKVKEkiVL5vj32htvvMHvv//Oxo0bKV68uPV+eX8J4TwDBgygU6dOD92mVKlS1uuRkZGEhYUREhLCnDlzMnh0WY+9r6ewj5zLCneX1rlLdiCB9X28vLyoWbMmq1evpl27dtb7V69ezfPPP+/CkWUN8fHxHDp0iKefftrVQ3F7pUuXpnDhwqxevZrq1asDal7Uhg0bGD9+vItH5/6io6M5e/ZsiqAxJ9E0jTfeeIOlS5eyfv16SpcuneLn8v4SwnmCgoIICgpK17bnz58nLCyMmjVrMm/ePIxGKQx8kD2vp7CfnMsKd/Woc5fsQALrBwwePJguXbpQq1Yt67fNERERMkfKhiFDhtC6dWuCg4O5fPkyo0ePJiYmhm7durl6aG7h1q1bHD9+3Hr71KlThIeHExAQQHBwMIMGDWLs2LGUL1+e8uXLM3bsWHLlysUrr7ziwlG7xsNeq4CAAEaMGEH79u0pUqQIp0+f5v333ycoKCjFSUNO0r9/f77//nt+++038uTJY81M5MuXD19fXwwGg7y/hMhkkZGRhIaGEhwczMSJE4mKirL+LLmKRNgnIiKCq1evEhERgdlsJjw8HIBy5cqRO3du1w7Ojcm5rPM86lxOpN+jzl2yBdc1JHdfn3/+uVayZEnNy8tLq1GjRrZqA+9MHTt21IoUKaJ5enpqRYsW1V544QXtwIEDrh6W21i3bp0GpLp069ZN0zS1JNLw4cO1woULa97e3lrDhg21ffv2uXbQLvKw1+r27dta06ZNtQIFCmienp5acHCw1q1bNy0iIsLVw3YZW68VoM2bN8+6jby/hMhc8+bNS/PfpnBMt27dbL6e69atc/XQ3J6cyzrHo87lRPql59wlqzNomqZlZOAuhBBCCCGEEEJkZzL5RwghhBBCCCGE0EECayGEEEIIIYQQQgcJrIUQQgghhBBCCB0ksBZCCCGEEEIIIXSQwFoIIYQQQgghhNBBAmshhBBCCCGEEEIHCayFEEIIIYQQQggdJLAWQgghhBBCCCF0kMBaCCGEEEIIIYTQQQJrkSWFhoYyaNCgLH18Vz0HV792QgghhBBCZDcSWAuX2rJlCyaTiebNm9u13y+//MLHH3+cQaO6xx2C0LNnz9KzZ0+KFi2Kl5cXJUuW5M033yQ6Otql4xJCCCGyi+7du2MwGFJdjh8/7uqhZXvdu3fn3Xfftd7+77//eOGFFwgMDMTHx4fKlSvz6aefkpSU5MJRCvFoElgLl/r6669544032Lx5MxEREeneLyAggDx58mTgyNzDyZMnqVWrFkePHuWHH37g+PHjfPHFF6xZs4aQkBCuXr1qc7+EhIQMHVdGP74QQgiR2Zo3b86FCxdSXEqXLp1qO/kMdB6LxcKKFSt4/vnnAdiwYQP16tXD19eX3377jb179/J///d/TJw4kRdeeAGLxeLiEQuRNgmshcvExsby008/8frrr9OqVSu++eYb689Onz5t85vj0NBQIHUmOTQ0lDfeeINBgwbh7+9PoUKFmDNnDrGxsfTo0YM8efJQtmxZ/vzzzxRjKFWqFFOnTk1xX7Vq1RgxYgTdu3dnw4YNTJs2zXr806dPW7ezWCz83//9HwEBARQuXJgRI0akeJy//vqLBg0akD9/fgIDA2nVqhUnTpyw6zXq378/Xl5erFq1imeeeYbg4GBatGjB33//zfnz5xk2bJj1+Q8YMIDBgwcTFBREkyZNrK9x165dyZ07N0WKFGHSpEmpjqFpGhMmTKBMmTL4+vpStWpVfv755xTbpPX4D0r+vf3yyy80bNgQX19fatasyenTp1m/fj116tQhV65chIWFpfmlgBBCCOEK3t7eFC5cOMXFZDKl+RmYns9PW5/DD57DPOxcJL3HCQ0NZeDAgQ89L7FYLIwfP55y5crh7e1NcHAwY8aMYcGCBQQGBhIfH59i+/bt29O1a1e7XsMBAwbQoEEDmz8rVaoUY8aMSXHfP//8g9FopG7dupjNZnr06MELL7zAwoULadCgARUrVqRbt26sW7eOv/76i3nz5tk1HiEykwTWwmUWLVpExYoVqVixIp07d2bevHlomgZAiRIlUnxjvGfPHgIDA2nYsGGajzd//nyCgoLYvn07b7zxBq+//jodOnSgfv367N69m2bNmtGlSxdu376drvFNmzaNkJAQevfubR1HiRIlUhzPz8+Pbdu2MWHCBEaNGsXq1autP4+NjWXw4MHs2LGDNWvWYDQaadeuXbq/bb169SorV66kX79++Pr6pvhZ4cKF+d///seiRYusr9n8+fPx8PDgn3/+Yfbs2QAMHTqUdevWsXTpUlatWsX69evZtWtXisf64IMPmDdvHrNmzeLAgQO89dZbdO7cmQ0bNqR6fR98/AeFh4cDMHPmTMaOHcu///5LdHQ0Xbp0Yfz48Xz++eesX7+effv28dVXX6XrdRBCCCFczdZnYHo+P9PzOfwo9nxOP+y85L333mP8+PF8+OGHHDx4kO+//55ChQrRoUMHzGYzv//+u3XbK1eusHz5cnr06JHucR48eJBZs2Yxfvx4mz9//PHHrecJyX7//Xdat26N0Whk+/btnDp1iqFDh6bat1KlSrRs2ZJFixalezxCZDpNCBepX7++NnXqVE3TNC0xMVELCgrSVq9enWq7O3fuaHXr1tVatWqlmc1mTdM07ZlnntHefPNN6zbPPPOM1qBBA+vtpKQkzc/PT+vSpYv1vgsXLmiA9u+//1rvK1mypDZlypQUx6tatao2fPhwm8dJ63iapmm1a9fW3nnnnTSf7+XLlzVA27dv30MfO9nWrVs1QFu6dKnNn0+ePFkDtEuXLmnPPPOMVq1atRQ/v3nzpubl5aX9+OOP1vuio6M1X19f63Fv3bql+fj4aFu2bEmxb8+ePbWXX345xfN98PFtGTFihObv769FRUVZ7+vevbsWHBys3bp1y3pf8+bNtcGDBz/y8YQQQojM0K1bN81kMml+fn7Wy4svvqhpmu3PwPR8fqbnc1jTHn4uYs/n9MPOS2JiYjRvb29t7ty5Np//66+/rrVo0cJ6e+rUqVqZMmU0i8Vic3tbunfvrtWtWzfNn7/yyiva008/neK+ChUqaL///rumaZq2cOFCDdBiY2Nt7j906FCtQoUK6R6PEJnNw6VRvcixjhw5wvbt2/nll18A8PDwoGPHjnz99dc0btw4xbY9e/bk5s2brF69GqMx7SKLJ5980nrdZDIRGBjIE088Yb2vUKFCAFy+fNkpz+H+4wEUKVIkxWOfOHGCDz/8kK1bt3LlyhVrpjoiIoIqVaroPr52N1NtMBgAqFWrVoqfnzhxgoSEBEJCQqz3BQQEULFiRevtgwcPEhcXl6q0OyEhgerVq6e478HHtyU8PJw2bdoQFBRkvS8iIoKXX34ZPz+/FPc999xzj3w8IYQQIrOEhYUxa9Ys6+37P7ce/AxMz+dnej6HH8Wez+mHnZccOnSI+Ph4nn32WZvH6d27N7Vr1+b8+fMUK1aMefPmWRu6pUdSUhJLlizhww8/tN7Xp08f6tSpQ8+ePQG4efNmitf00KFDnDt3znrelzdvXkBV7OXKlSvVMa5du2bdRgh3JIG1cImvvvqKpKQkihUrZr1P0zQ8PT25du0a/v7+AIwePZq//vqL7du3P7JZmaenZ4rbBoMhxX3JHw73l2IbjUZrgJosMTExXc/B1vHuf+zWrVtTokQJ5s6dS9GiRbFYLFSpUiXdTU/KlSuHwWDg4MGDtG3bNtXPDx8+jL+/vzWIvf/DCkj1vGxJHu+KFStS/C5AzTW734OPb0tyk5H7hYeHM2DAAOvtuLg4jh49SrVq1R75eEIIIURm8fPzo1y5cmn+7H7p+fxMz+cwPPxcxJ7P6Yedlzw4pexB1atXp2rVqixYsIBmzZqxb98+li1blq7xg/oS4ebNm9aEhsViYfHixTRq1Mi6TXK372S///47TZo0sY4tJCQET09Pli1bxuuvv57i8c1mM6tWrUqxvxDuRuZYi0yXlJTEggULmDRpEuHh4dbL3r17KVmyJAsXLgRgyZIljBo1ip9++omyZctmyFgKFCjAhQsXrLdjYmI4deqU9baXlxdms9nux42OjubQoUN88MEHPPvsszz++ONcu3bNrscIDAykSZMmzJw5kzt37qT42cWLF1m4cCEdO3ZM89vkcuXK4enpydatW633Xbt2jaNHj1pvV6pUCW9vbyIiIihXrlyKy/3zydMjJiaG06dPp/gG/cyZM1y9ejXFfQcOHMBsNlO1alW7Hl8IIYRwF+n5/EzP5zA8/FzEWZ/T5cuXx9fXlzVr1qS5Ta9evZg3b561etCex79+/ToAuXPnBmDlypVcu3YNLy8vALZv386ZM2dSJAp+++032rRpY70dGBjIwIEDGT16NJGRkSkef8qUKURHR/PWW2+le0xCZDbJWItMt3z5cq5du0bPnj3Jly9fip+9+OKLfPXVV4SGhtK1a1feeecdKleuzMWLFwEV6AYEBDhtLI0aNeKbb76hdevW+Pv78+GHH2Iymaw/L1WqFNu2beP06dPkzp2bgICAh5ajJ/P39ycwMJA5c+ZQpEgRIiIiUqzRmF4zZsygfv36NGvWjNGjR1O6dGkOHDjA0KFDKVasWKrumvfLnTs3PXv2ZOjQoQQGBlKoUCGGDRuWYvx58uRhyJAhvPXWW1gsFho0aEBMTAxbtmwhd+7cdOvWLd1j3bt3L0ajMUUpWnh4OPnz56dUqVIptitTpkyOWC5NCCFE9pSez8/0fA7Dw89FnPU57ePjwzvvvMP//d//4eXlxVNPPUVUVBQHDhywlmr/73//Y8iQIcydO5cFCxbY9XqULFkSg8HADz/8gJ+fH2+//TYtW7bkt99+o1SpUvTp04dGjRpZm9BevnyZHTt28Ouvv1of49atWwwcOJCtW7cSFhbGDz/8QI0aNfj0008ZNmwYs2fPtiY87j9XE8JdSGAtMt1XX31F48aNUwXVoJZ2GDt2LKtWreL27duMHj2a0aNHW3/+zDPPsH79eqeN5b333uPkyZO0atWKfPny8fHHH6fIWA8ZMoRu3bpRqVIl7ty5w6lTp1IEiWkxGo38+OOPDBw4kCpVqlCxYkU+++wz63Jh6VW+fHl27tzJiBEj6NixI9HR0RQuXJi2bdsyfPjwR37J8Omnn3Lr1i3atGlDnjx5ePvtt7lx40aKbT7++GMKFizIuHHjOHnyJPnz56dGjRq8//77do117969PPbYYynKzfbs2ZMqM713714pAxdCCJHlpefzMz2fw486F3HW5/SHH36Ih4cHH330EZGRkRQpUoS+fftaf543b17at2/PihUrbE5Be5jChQszZswYPvnkE5YsWcLo0aOpU6cOzz//PIsXL6Z169bMnDnTuv2yZcuoW7cuBQsWtN43ceJERo4cab392Wef8c0331inmL366qsA6T4XEyKzGbT0TgARQgghhBBC6BIaGkq1atVSrV3tDpo0acLjjz/OZ599lqHHadOmDQ0aNEjVl0WIrEwy1kIIIYQQQuRgV69eZdWqVaxdu5YZM2Zk+PEaNGjAyy+/nOHHESIzSWAthBBCCCFEDlajRg2uXbvG+PHj7VoOzFGSqRbZkZSCCyGEEEIIIYQQOshyW0IIIYQQQgghhA4SWAshhBBCCCGEEDpIYC2EEEIIIYQQQugggbUQQgghhBBCCKGDBNZCCCGEEEIIIYQOElgLIYQQQgghhBA6SGAthBBCCCGEEELoIIG1EEIIIYQQQgihgwTWQgghhBBCCCGEDhJYCyGEEEIIIYQQOvw/SKQSNyDu7qsAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Compute the temporal transforms of the spectra to reveal the waves\n", "\n", @@ -1937,27 +1466,9 @@ }, { "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128,) (256, 128)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Build a Gaussian Filter for the m = 4 Rossby Wave\n", "\n", @@ -1990,20 +1501,9 @@ }, { "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Filter the entire dataset and invert the transforms\n", "\n", @@ -2050,38 +1550,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\hindman\\AppData\\Local\\Temp\\ipykernel_2052\\992014888.py:39: DeprecationWarning: `scipy.special.sph_harm` is deprecated as of SciPy 1.15.0 and will be removed in SciPy 1.17.0. Please use `scipy.special.sph_harm_y` instead.\n", - " Ylm = sph_harm(m, m, theta, phi); freq = -4.0*np.pi/(m+1)\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Either Generate a set of artificial data or read in Shell_Slice files\n", "# The resulting data consists of a single radial shell slice as a function of time\n", @@ -2238,30 +1709,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Transform to Spectral Space\n", "\n",