{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Subtraction Algorithm tutorial\n", "\n", "This tutorial shows how to estimate the Galactic foregound of Galactic binaries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import torch\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['font.size'] = 14\n", "plt.rcParams['text.usetex'] = True\n", "plt.rcParams['font.family'] = 'serif'\n", "\n", "from corner import corner\n", "from fast_lisa_subtraction import GalacticBinaryPopulation, SourceCatalog, SubtractionAlgorithm\n", "\n", "# Specify the device to use for computations\n", "device = 'cuda' if torch.cuda.is_available() else 'cpu'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate a DWD Population\n", "\n", "We first use the `GalacticBinaryPopulation` class to draw samples of a DWD Population.\n", "\n", "This class uses the the parametrization explained in [De Santi F. et al (2026)](https://arxiv.org/abs/2602.18560) and is by default initialized to a fit to the catalog of [Lamberts A. et al. (2019)](https://academic.oup.com/mnras/article/490/4/5888/5585418) which we will use for this example." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Instantiate the GalacticBinaryPopulation class\n", "GB_population = GalacticBinaryPopulation(device=device)\n", "\n", "# Generate samples from the population\n", "N = int(7e6)\n", "GB_population_samples = GB_population.sample(N)\n", "\n", "# Convert to a dataframe and inspect the columns\n", "GB_population_df = GB_population_samples.dataframe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then can plot the distribution in $(f, \\dot{f}, \\mathcal{A})$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[WARNING] - Too few points to create valid contours\n" ] }, { "data": { "image/png": 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vQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIYQQQghxAK8TL0Laj90D8brb9ET8sq475MjxEEIIIYQsdSi8lxkQ0yGfR667/ZG622K7e2+4hOKbEEIIIaQJUHgvMyCiIaZHE9m6EXGIc2xH4U0IIYQQMn8ovJchENIU04QQQgghzsLkSkIIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQAKb0IIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQAKb0IIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQAKb0IIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQAKb0IIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQAKb0IIIYQQQhyAwpsQQgghhBAHoPAmhBBCCCHEASi8CSGEEEIIcQCvEy9CFi+7B+J1t+mJ+GVdd8iR4yGEEEIIWaxQeJOqYjrk88h1tz9Sd1tsd+8Nl1B8E0IIIYTUgMKbVAQiGmJ6NJGtGxGHOMd2FN6EEEIIIdWh8CZVgZCmmCaEEEIIaQ5MriSEEEIIIcQBKLwJIYQQQghxAApvQgghhBBCHIDCmxBCCCGEEAeg8CaEEEIIIcQBKLwJIaRN2Lt3r7z+9a+XdmexHCchhLQbFN6EENImYvbyyy+XW265pWWvgf3fe++9897P1q1b5V3vepfujxBCSONQeBNCSBuACPJtt92morZVQNRfdtllTdkX9gPh/aUvfakp+yOEkOUAhTchhCwwH/jAB+Tcc89tmiiuxtlnn93U/d144406WUC0nhBCSH3YuZIQQhaQsbEx+fSnPy2jo6MtfY2bb75Z+vr6VCw3k5tuukmj9Q8++GBT90sIIUsRRrwJIWSBo93XXnutdHd3t/Q1rrnmGrn99tubvu+rrrpKhX0zvONk7uDzh+3n29/+tk7kaoHtzLblqxX4LgkhrYPCmzSF3QNxefzQeM3bobHUQh8mIW0FRA4EEIRxq0UZbCatikrj+GE5IQsH/PuYwGEihElcNe89vivkEWBbiG4zYYIIx3MuvfRSh4+ckOUFrSZkXvRE/BLyeeS62x+puy22u/eGS2Rdd8iRYyOk3bnjjjtUELcqodJYTCDEIKwgylrB1VdfrVVO8HqtjNwvd4xILs8FwP32zx35AmYlxQ6+H5wHpnKO3XaEcwNCnBMoQloLhTeZFxDRENOjiWzdiDjEObaj8Cat5KGHHlLRATEC33Q7C8E777xTLSCtAu9927Zt6u1uleg2r4PJAyYS5WKPOHPO9/b2zrjvgQceOG47jAl8TxDfAEK72Z5/QkhtaDUh8wZC+tR1XTVv21dGF/owyTIBEWQI2sWAsYC0kj179rS0RKEBUdh77rlHFiPwRGOyZmqTV/KrGx/7OeecM6sqLo08z/iyje0IQno+VJtsjoyMqCDHJMxMxOr5wQkhzYURb0LIkqOdo9wGI8JgC2glEHEQlK0GwrKVzX9aBYQuKrOYcwafF94LJhHG0oH7zCRpNqK4kefhcdg77JMWvP5PfvIT/RlWofJzxr4tjt2I6noJkoiK2ydh+Bn7Z9SbEOeg8CaEkAXA+HJbPUmAWHMi4o0JBF5rsfm8EW2G3cesPOB/CG57syHch9tsK3408jwj/O3gdRH9hiC2T2aqebzxGvfff//U7xDhlSZ0TpwHhJDa0GpCCCF1aEWJNScsIE6KYPNeFlszHYjU8mPGZ+bU+0AkvNxuBF/+bEo/Qojbjxc/o7a62b+h/HWwXStzDAghx8OIN3EUJFk2UimFCZikFZgSa1hyh+iAYCkXI4hAQvhAGAP8bGhm4iBEcXlCXLPBe2y1lcVgBL7d8rAYqNS4qJIYbgVGFJefB+b8nA2IjMOvjQkQzi1jH8H5jJuJkiP/Ab+fd955Mjw8PBVRRzQdFha8LsYJtmeEnJDmQ+FNHIFlB8lCA7FR3rkRUUH4n40oMfW0jcBGoh0ESisqgkCgtioaDUEH7y6O3Ql/91xWB3BcjYp0RGVbWZWl/LOD+HQiUbTW+5/tKgvO4XILCih/HxDTRmzbP1Pz/MXo0ydkMUHhTRyBZQfJQgIhVaktO8Qfbia6ba9xDBD1xJJ/K0QfhFWrIorYL24Q9k5Ebg14vUbFdLvWi8ZkDGLViWiviXQ3OgmrJKwJIYsLCm/iGBDSFNNkIUAUs1IiI8SVPSEQv5dXh6gmwMr901iqx76MTaBZlSJcLte8nt/siHepVKr5+EK1HMfn32i0FttVmpDgs7InVbaaWmX/CCFLEwpv0pbQC06aST0hYyKOdj8sBCRqHpuybgZExbE9Irb2FuwQbGZZHx5Z3Op5whsRWPWEbivBe0XEH1U3GomctzKKP1erRaNgRQTWIqcsLfaId/lkBb/PdqWi0YmfqYyC18D5ivMW575TvnZCljsU3qStoBectAIjpMuj1CYSbsQifoeYhuDE/XZhXau1dqMtu+1g+0aiwzgmvBa6QkIkYZ/mPoh7/I+W7a3wi+O92svUNUKjx9FOHm983zgH7K/RyMRpvuCzMhVJ7KIX1qfZTiIanfhhcmEmc+YcgkhH7fBy2r3zKyGLEQpvsqi94PfvG5HROl0xGRknEFUQIUg4tNsRIDy+/OUvT/2OKg8QtbMVeY227J5L5QoIMviO7e3YcR+Eazu2aG+0Uku7eLzx3UGw4jO2R4ON779R8F1isoXzaTZiFc/BOWk/5yqttNRiNhM/+/vCxAfnEo4dk0wj/vE7bhTdhDQfCm+yKL3gs42Mf/FPz5G+iL/uPinQFz8mGgze+c53TtkkTHQPlgIICggQe5k1E1m1R/5MRLJRq4X9efXA60A4Nypmm116EFHeSsIfAnAudhGzr8Um1i699FIV2qbUpME+QTMrHOY9YtJjJj/2+uUQwPZEyUaeZ1Zj8Pr4jrHCMFvxPpuJn3ldfP/V7Dl4H+02oSNkqUDh3eaYJcFEPCYTExMLfThtQ4db5K53niVjydqR8ZFkTq771sPyp//ys7r7DPrc8tk3nCW9YV8Tj5S0EoyLch+0EdmVIqq1xATEDyLi9uV1I6YgzirVe7bTSMtuO6becrP92Jg84LjNezHvAa9nfLwQW822bhhxudhqP9f7XstL8FUDn2n5vhp5HrB/F834XuqJdpwHOF9RXrMcTEwpuglpHRTebU4sZgmLy8573kIfyrLgVbcu9BGQuY6Trq6uee0DEUf4X+2ixVhU0HSkVvJZoy277ZjHG23pjn3ao7LlVgg8juM00XTzMyYgeF8QhnjNehYYOxDspsmL3QtfCdg1WO6u+eA7r2Z7sdeln83Ez7SyR+QdFhtzruB5OI+bVZGHEHI8FN5tztq1a+XAgQPS0dGhZcUQ9d6wYYPe19nZKUuBpfielur7arf3hEg3RDfGyXyBaKzki4UYMV7Yes+t1LK7GkbINrqsDyuBfTsIYrsQR4IlMN0LjQiGuIIQh+jGMc0mmjmbSiF4H2w/3nwa+b4anfhhVQQTMZOEifPCHpGH9anV3VQJWe5QeLc5brdb1q9ff9z9ED3tIHyayVJ8T0v1fbXTe5pvpNsuXiBCTMt4u/C2J7pVa61drWV3LSCKEW1sxtI+hLzxFCNRzpSWw23fvn163MZ+0worASYC9kRV4hy1Jn72lRqcI/YJIc4Tu7UF5zW6nRJCWoertJBFYsmcIo4QGuPj420jfObLUnxPS/V9LcX3tJBAIEHk1/szDNEMwWT3EENQlXvPTQQTQswkz8HrjeRQU74QAq3ZFUVwfPYOoMR5jC3INIUyEz/YjOxJxDgvTFQc35c94o3v0Ola5oQsNxjxJoSQBQIiCdHIWjWjIaYQFTeVL7CdiWyb+2AzgU3A1CrHfRBUEFbwARsLAcSWPTLaLPBaze6QSWZHNVuQsZUYaonqdinxSMhShhHvRUYmk5mKYAUCAVkKLMX3tFTf11J8TwsNhDWi2Ys1Wmwi77CzLLZSgoQQ4jQU3oQQssCU2wEW27HPNmmTEEKWKxTehBCywMA6AgG72KLe8BVjwoAkPUIIIfWh8CaEkDbANMAxNZXbHXjJkcwJ0U2LCSGENAaFd5tTLBbl8OHDU3W8CSGV63ij9OZiH0ef/exn9f/rrrtO2p0rrrhCPv7xj8uZZ5650IdCHBpHhJD5Q+Hd5hw8eFAblhBCqoOGPpXq3Rs4jgiZ/zgihMwflhNscxChA+3SKZCQhWI4npFCsSQet0v6olZFlWPDI3LC1i1T46QaHEeE1O9IW28cEULmD4V3m2OWxdupUyAhC4E3mJdktiBhv0fC/pl/uurZRziOCKlPO9uwCFkq0MxFCCGEEEKIA1B4E0IWBYh2w2qC/wkhhJDFCIU3IaTtSGbzMhTP6P8GWEzg78b/hBBCyGKEHm9CSNuBqHY8nZPDo0npiQSkL+ove9zye+dtwpwQQghpdyi8CSFtB6LaI4msFEoi8UxeQpNRbrvVBD+naDshhBCyiKDVhBDSdqBqyfqekKyI+sXjcklKI9tWKUGrqollOzGCnBBCCFkMMOJNCGkrYCNBze5Utighv1vFtd+LGIFLVkzW7zbifKKYWdBjJYQQQmYDhTchpK1E98HRlCTSeUnnCyKJkmQLJVnTFZT1PeGFPjxCCCFkXtBqQghpG+Df9nvc4nGL9EUCKroj2iwHFhPGCQghhCxueCUjhLSFtQTiGtaSaNArKzsDKrR7oz4ZSeSkN+Jb6MMkhBBC5g2FNyFk4UsHZqzqJCF/YIaPe0U0qDdCCCFkKUDhTQhxMLKd1eokfVErog1QoSQaQHUSNschhBCytKHwJoQ4GNm2Gt6E/IUZnu2Q3ztZJpB/kgghhCxdeJUjhDiCFdnGn5zSjMg2BLlpjEPhTQghZCnDqxwhxBEgqsO9x//JgQg3yZWwoyy0+D40lpLRBCwxtemJ+GVdd8iRYyKEELI0oPAmhCwYENpWC3iXNslZ6Kg3RPdl//BzSeXqt6IP+Txy7w2XUHwTQghpGApvQkhLxHQlz3b5Y8ZmksrlJZVzLXjZQES6Ibo/e82Zsn1ltOp2uwfict3tj+j2FN6EEEIahcKbENJUyj3bdrENSwlKB6KKCWwnuA+PhXzeqbbw7QBE96nruhb6MAghhCwxKLwJIU3FiGmTQGkX4tPC2jXt+y4T54QQQshShcKbENJUjJiuJMRxC03+X+05tawqhBBCyGIGa7uEENIyIJ7RjbJRET0zQk4IIYQsHRhOIoQ4AiLZB0dT4vdM20wqRbfLrSqEEELIUoHCmxDSohKBpRlt4CG6C4WiZMVd0f89LbxnWlUIIYSQpQKvboSQFkS13ZItFKUr5JPhuFWiL5HOS7ZYlG39Ed12SJvmlMTjnhbnhBBCyFKGwpsQ0jQQuYaVBKLbqsntkpFERkbiWckVi7KhJywjiZykskUtHwjRDf83IYQQshyg8CaENCXSjRrdENTiKmldbmMZ2TMYk2SuIB0Bj3g87kmPd+VINyuaEEIIWcrwykYIqUkjYhiPHxxJykAsI2GfW3as7lSLSdJfECm5JF8o6p8bEwWvtq9Knm9CCCFkqcBygoSQeZf3g5COp/MylspJMleUbAGJlSV9HiLgAZ9HfF5Eui1rSTVRjf3Q800IIWSpwpASIaQm9vJ+1aLf+HlTf0S8XqtiyfqekN4P+wnEdlfQKxG/r66gZkUTQgghSxle4QghDYthVCJBFBs2kmGBp7sgIb9XQn63+rq3r4xK32REGyI9lStKZ8AnHo9LxThFNSGEkOUMr4KEkLqYSHdqUkxbNhKRsWRWgpmCTGRy0hn0zbCRmAonE9mCRIPwdhNCCCHLGwpvQkjDPu8jYymBfRuWkd6IXzwuvzw7nJCDo0npi/gl4vdoVNyyoli2Eo/braUDmTBJCCFkucOrICGkYZ93SVxSKBbFJS7Z0Gs1wjk6ntJot8fllpDfM5WIaaLfdl84IYQQspxhVRNCSE3swjnoc8vRibSUtB289VhX2C8Br1s6QpadBFVJYEVB5BuPQ3zXqmRCCCGELBcovAkhNUFlksFYRv9P54sa3T4Wy0wJ8tVdIQl6PTKSyMpThycmI9uuuiUICSGEkOUGhTchpA6uqf97Qj6ZSOekw+9RIY5W8MfGU+iRI5l8QQolI7ZLMp7K6f+EEEIIseDaLyGkIkPxtIwkchLyuaW/IzDp8/bIuZt6JhvkuFRo+7we2dwXkdWdIbWiGD84Kprg+azNTQghhFgw4j1P/uM//kNSqZQUiyixRsjiAnYR48Uuv2/vQFwODCdl32B8qnnO4dGkZPMlrcmN2t25fFE8LpHeqF/W9oRkfW94Umh7VJz7PVY1E0IIIYRQeM+LJ598Un77299KKBQSt5sfJVka7eDNfajXPZzMaPnAgyMpeei5MRmYyMjR8aQ20EHznFVdQemNBjT6HU/n5OBoaiqhEuI8GrREOCGEEEJoNZkXn//852X//v1T0e5miO9MJqM3w8TExLz3SUg5JjESHmxUIUFjnF3HstIbQVt372Sr95J0BHyCIiW/3j0gewYTaiX5o239Wrcb0W4kVvZGfZLKFmUilZfOkG+qXjctJoQQQshMGKadJaVSSX7+85/Lu9/9bvniF78oH/zgB1VwNyviffPNN0tXV9fUbcOGDU3ZLyF2ELFGpRIIZkSkD4+nZWAireIaoA18Z8gv3WGfJk3+4eiEjCUyEvZ5pC/qV9EdDngknSuojxu1vXsiPka4CSGEkBowHDVLdu7cKS9+8Yv157//+7+X888/X8bHx1WQ33bbbeLxeOSCCy6QCy+8UH+eLTfddJNcf/31MyLeFN+k+ZTkyHhKEpm8bOwNS2fAK3vGY9IXDWq0uy8a0Eh3PJ2XXUdj4ne5JecW7VaJtMrVXUEZTeWk5LJ83OPpnPSGfZMdK/lnhRBCCKkEI96zBKL6G9/4hrzhDW+Q17zmNRIIBOQ3v/mN7NmzR/L5vBw4cEAuueQS+au/+isZGRmZ9f6xv87Ozhk3QpqRNGm/Hx0mIboPj6bkl88MaolAv9cjB0YTsncwoduhZrfbjcolLo1k93eGJeDzatt4iO5VHQHpDQf0MYhuPJ+JlIQQQkh1GJqaBfByw1Lyxje+UbZv366Wk3A4LJs3b5aTTjpJzjnnHN3uxBNPlPe85z2yevVq+chHPrLQh02WedKkPQKNaHY8UxCPW6Qz6JVHYmlxuVzy5OGYdEe96tP2ezNqOSkWijKazIjHVZJYOidel0uGYxktE9gV8st4Oi87VkYn28Jbdb2RZGmSKwkhhBAyE0a8Z4Hdx33eeefJueeeK9dee63s3r17xnZ//ud/Lp/61KfkYx/7mCZfEuI0sHwgafJ4v7XVDAcVSzb1RWVbf0TtI5hUjsWRHGklRHYiqdLjlnXdYfF6PNId8ovP55buiE/8PrcEfZ5Ja4klsPE/fOF+L8sHEkIIIdVgWGoeQHx/4hOf0Gi3AV5vRBDf8Y53yLe//W0V3ps2bVrQ4yTLj2oVRVB7ezQBYezSqPe5m/vk6HhaxlNZ6Yn4tRkOxDge7xe/PHFoXKDd8VhfxCcRv0+6In5xo3j3pHVl+nWsbpWojEIIIYSQ46HwbgAjpivd9/znP19/R4JlJBIRr9f6SHt7e2Xbtm3q+yakfXCpuEaFkrFUVoJedKUMqmg+Op6SgNcra7uCmlyJyDWE9GgiJ/lSSU5b36XCG9VLgPF0TwtvWFDw2MyxQgghhBALCu8qPPDAA1IoFDSZslx0A/t9jz76qFpLrrrqKrnyyiv1vlwup411TjnlFEePm5DyOt0oGYj/IaZhPYmlsvLgc6NSyBclhyi4xyVbV3ZIOluUTD6vnSrxnOFERoYSGZlAgmapJIdGU3LB1rDux3qNwgwri2kVz3KChBBCSGUovCvwta99TZvY/N3f/Z2W93vXu95Vc/szzjhDDh48KA8//LC84hWvkFgsJl/5ylfkhhtu0ARLQpwQ2fZSfia58uhEWkaQ9IgagOKSDb1hSeWL+vvTx2KaTIlFmr2DMfF4PVpWsD/ql2dH4rJ/OCGxVE7CPrd43G4JeN1TUe4VKuJn/vlgwxxCCCGkNk2/Sj7yyCMaLX7wwQf1/7GxMS2rh/8N3d3dasXA/1u3bpXLL79cExXPPPNMWWi+9KUvqSf7ZS97mSSTSbWP1LKdmEonv/zlL+Wee+6RH/zgBxopv/rqq2XHjh0L8A7Icq5gAhGOEoHQ2SGfV8aSGTk0kpR4Ni/PDidkW39UJlJZSReKEg14ZDCWltFUUUoFkbW9XsnkS3J4LCU9YZ8cHU1rIiXO9lPWdElfR0CyEO2C12K9bkIIIWS2NOXKed9992nzGCQTQpiCs88+W0U1bqCvr0+FthHgw8PDsnfvXq1/DcGK+yFoL7vsMu0K+drXvlYWAni1IboBIt3BIPyv0xjRbd4nRLcR45hAmPsr2VMIaQV2i8fB0ZQMxDKSL5ZkTXdIOgN+iYZzMprMav3uwXhGvG6XhLxu8Xnd4vW4JFB0SyTokZUdAThKxO1ySSKXl3U9IRXmaAvv9bqnki4rlSkkhBBCSH3mdeX8zGc+o4IbIhqC+Y477tD/0ep8LoIXAvzee++Vt7/97VoVBMIX3SGdIpFIaMTe/juO6x/+4R/Us71x40ZtmoOkSQhrI7IHBwd1UuH3+ym4iePYLR6oKPL00bwkc0UJJdyYAUohX5BcsSgTyZwEfEVZ0x2UWDovKzqCksjmJJEuysa+iFy4faWkc5ZtBcJ9S19Atq3qkJ6QT9b2hGRFNDjD1kIIIYQQB+p4Q5yigcztt9+uSYWwkkB0I7FwLqIb4HlITvziF7+o+4Ogv/vuuzVSftddd4kToALJL37xC/nRj36kv8Mug0j8ySefLKeffrr6vV/5ylfK//t//08fh8hGucArrrhC/u3f/k1tJ4QsFFaXSpdWJplIZuXB/aOy51hMDoym5JmBhIpwlKJHVLxULErE55WIz6cR8FS2IEfGkxKD59vlkhURv4SDXjlvc6+cvqFHRTeAwK/k7yaEEEJIfWZ99fzgBz8oP/nJT+TOO++Us846S1oFRDhuiIDjNb/1rW+p0G82ds82xP+b3/xmbQmPaiawkaALJW4ApQMvvPBC+exnPysvfvGLNXESfnB8DqeddtqMBjuEtFpkD8ezU9VK8PsThybE53HJRCojyUxBBsaTcnhMZGAiI+PpnFpENvaG5IRVXRJPZ2VVV1COxVJSSmjRErWorOkMyUQ6K9GQT+0oFNiEEEJI82hYKcJygQTIFStWyP33399S0W0H1hUkaaItOxrWoGJIM7FbRsCpp56qreBR2WRgYGDqflhNEPnGY6he8vWvf33qsS984QsqyAlxCrRn3z0Qk90DcTk4mtQW70PxtDx5ZEJtJOggCcH97FDSqsWdzEguV5SRWFYGYinpDvsl4HFLOluSkNejvm60fw/4PWpBUeiaIoQQQppKw+Gs17/+9fLlL3/ZMcFdzi233KLJm4iC//jHP573/iCc4eGGjxziG5VIPB6P/Mmf/In8+te/lve9731y8cUXy0UXXaTebp/Pp1YUWE5uvfVW2blzZ9XmOoS0okSgnZFEVvYNxUWKIrlCUfo7AtoYJ5vPSDyTl1gmry3fE+mMuFwl6Q36BGW9QwGvBL0e6Y74JZ4ryNaVYRlL5WT7iqis64nI+p6QRtKxD1RFIYQQQkjzaPjKCmvJXP3bzQKiG5VDmsF3v/tdOXz4sPT09GjpP4huRLUhsP/5n/9Z4vG4inPYW6699toZ7x1CHKUGAUU3aXWJwErCeyyZk+FYVquVZAtFjU53Br1yz9FxOTyWFnR0zxdKEgp4dHLo9bil5CqIq1SynhvPSsBjdVXd3BuWk9d2q+jW14qitTwEPxMoCSGEkAUR3gstupt5HIicowoJrCSwiUCYXHPNNVNRbbR9h/hGFPxv/uZvtJkOHkdd7nQ6Lbt27dJJACGtorwLJGwkI4mcVi1BomPIZ5UDRJIkot+BoaQMJDLa3n0kkZFowKcNb8I+j6RyBUHeb8Dn0YTJdb1h6Qh4JZ4uiMfn0jbwIb97stMlG+EQQgghrWLZXV0htiGc0VkSFUtQiQXiG0BcQ3SjOkk0GtUkSyRQfuc739HkTpQ5RO3xv/iLv2BzHNJS7OIXtpOH9o9KIpOXtT1hvR9R6yNjSckW8pKYKGi97cNjSTk6kRGPy4UCJtIT9koyUxSfSyRWKEin3y+rOgOypjMgvZGADCdy2rUS9hOEzONpiPbsdOSbEEIIIU3F0asr7ByIIi8k/f398oEPfEB/RtQbZQD/7M/+bIb4RnUSYztBDW80+Tly5IiKcdhS1q1bt6DvgSyHiiUZFcN9Ub/+DB/2eDIrkYBPDo6k5Hd7h2XPUEITJBH1HkvlZSCWFCm5tdvkKm9QPd0TqZwUSiVZEfXLqeu7ZVNfRLrDPulH1Nzv1SRMvAZuKDPo91iRbwpvQgghpPk4enW1Vw9ZKODJxgQAILINv/ZXv/rV48Q3RHc2m9WmOOi+iaY5hDgB/NcQwelsQQ6PW8mQG3rC4hGXlgv86dNH5XfPjsjAREo8bpGugF87UibSJfG4MLEtyVgqK9GST0poHl8S6Yn4pSvklYFYWjoDHokEvRIJeKRQslrLQ2gj0s3mOIQQQsgSEd61EhHRlOfMM8908nA0sl1NfCOyDdENf3cgEHD0uMjyJpXNa3T7yERaVnWgRndBVnYExe9zyeMHxuR3+yC6kzIWL0g06JKMryBuF1aUVGNLUYoST+clUyjKijAi227tTOnzeMTjLsqRWFaetx6VRF2TdcD9y8bb/cThcYnGqgcAUJ6REEIIWTIR70cffbRi5BvVQ5wW3tXENxIrg8GgVlD5p3/6J3nnO9+pHTQJcQJUFOlCnW2fW+twQ4gfGU3JYCItD+wdlWMxdJgsCWLbMUS5PTlxu12aQBkKiPg8XnF7XRL2eqXkKkrI75MDQwkZCqT1sRed2C+pXFG6Qj7xuF1LXmzbufq234o7EK65Tcjn0RUCQgghpNk4fsVFkuLo6Kj6q+2gKc1CYRffSLpE+cDrr79ewuGwfPOb36ToJo7W7IbwRoIkmtogyn1kLCeD8bQcHUvL/tGEpHOiotsYQpBACctJ0CfidXukI+CToNetAe2QFwmWBRlP5GRNT0g29gVlXW9Eq6Ngg+VmK/nU606T07euqbkNRPe67pBjx0QIIWT54LjV5KabbtLOl5deeumMx9CG3ikqNb0xCZXokPmP//iP2ijnnnvu0VbwhLRSdJukRkS2n0nE5Q+HRtXnnS0U1HJyaDStVUoOj6clOym6Dfi5kBcpuETCAZeEAm4pYkXJJbKpLyyZfEEiAa/43W5Z3R2Wrf1Wk5zlFOW2g/d/6rr2KI1KCCFk+eH41bezs/M40Q0q3dcKENmGyAYoJ2iPvCOhEo1z0CwIEfgzzjjDkWMiy1t0J9I52R/PSDpflEPDSTkwlpQjYylNfBwYT2m97mwevu00GlXOEN1aCNAtEg16pDvqk1y+JJlCQUIlr2SzBdm6Kqo1vbf0R2RTb0R6IsxXIIQQQhaKZRX2sotutITfsmWLvPe9752xDSqZvO1tb9PHCGmltQQR7kKhKIOJrBSLJRmJZ2XX4IQ8N4T63AWJpfNaWzs+WYs7i8h22b4gxCMBl6zuDE7W4y5JOleUnqhftq3qkDU9YYn4vbK9v1MmMjnprNENkxBCCCGtZcGvvs8++6zaO5wU3R/60Idk9+7dcuuttx63XW9vr94IaZWP27SDhx8kls7JWDwjx2JpGU/lZHgio0J8PJmWYkEkNWktKUJ4V9gvhHc44JP+zqB0R3zSFfRLPJuXVdGgdIa9sqYrKJv7IvB5aUt5tJdfbr5uQgghpF1YcOGN9u3vf//7HRPd8Jg/8cQTctddd2mXSjT0MXW9CWmlpQTR7VyhKCVxyXgyI5lcQfaOJGV4Ii3JbFHGkhk5OJaSiXhaElmRvMavLbJWOe6KRHwe6Qz7ZX13SHLFkhSKRRX0PVE0yglIbzQwowU9o92EEELIwrDgV+BWN9WpJLrRAp6imzgFBK/f45JjybyMxjOaJCmlknak3DUwod0mUXt7NJGX0WRGJrLHW0pKNQYwygVuQsJkyC/uycRhn8ctHUGfuD3uKbFNwd18Gqn7zSophBBCDAt+Ja7VVGe+UHSThbKTWL+bCLNH/dzoQHlgJCHPDMRk71BS8rmijKeyKrJ7wz4ZTmRlJFV/IuqeHLheL2pOu9VSgmehhGAslZP+qF8CXres6grKuu4gBXcLgJhGve/rbn+k7rbY7t4bLqH4JoQQsvDCu1VQdBOnMd5t/A/wM6LaIb9XUtmiHBlLynAiI08fjcvARNpKnMxZ/SMHxzJaxaQRcFYHA6I2ks6QX/ojfskXSlIolGR9b1hWdQZ1u+4wmsC0bmK7nIGIhpgehSeoTkQc4hzbUXgTQghZslYTI7o//OEPU3QTR7D7qAFqcR8eS4nf69EGOE8cGpNnh5MyFEvLUCwnucnnYQQ0EOieQT4n4nN75JxNPXLymm6JBK1+8W6PS3Dqu0ou8aC2NxMpWwaENMU0IYQQR4Q3Gt7s27dP3vGOd8h82Lp1q7SKj370o7Jz50754Q9/SNFNWo6xdCDKjUjzSCIju47FJJHOa0T6yHhadh+NyUg8d5yHuxGCVjNK7VCJKiV+n0f8Xrc2hRmKZWAVlw09YfG43cuyHTwhhBDS7lhh4Qb5zGc+o+X/wEMPPSR79uyZeuyRR+p7HStx5ZVXSiuAyL744ospuomjIOINEXxwNCm7j8Xk4EhS9gzGNIny2ZGUDCfSkitaZQBnS7GIRjkiKzvDsrY7rF7utV1hOTSalHypJB0Br4putIO3RDfPd0IIIWTRCm9Ej9Ht0QDh/ZWvfEVF9wMPPDDng/jgBz+o+5mYmJBzzz1XXvayl8l//Md/yHyAyL788sspuklLkiiH4hn9/3hKKoT3DMRl90BMf/7DoXF5+siE7B8aFxQ0qfSsWqDX5IqQSG+HTzpDQVnXF5Tztq6Qy05ZJSes7pC+jqAmboaDPm0HvyIalBVaQpDRbkIIIaSdmNWV+Y477pj6+a//+q+1rfrtt9+u9997771yyy23yNlnny3nnXee/g8RjRbx9YBARst4CHD8fPPNN6snu1lQdJNWJVEacWsqmuwZjMve4YQmTw5OpOXZobg8O5SWfOn4EoGN4vWJRII+Cfm80hcNSn80JFt6Q3LSmm6NbAd9bgn14DE/xTYhhBDSxszrKn3WWWfpDXz5y1+Wq6++WiPfsKF88Ytf1P97enrkmmuu0SY51RIpTUlB+MYh3u33EdLuSZQQ3Y8dGpORRE6ePjwmY8m87BlMaGOcPUPpOQtuu8WkWHRpJLs74pcNPSHpjQYlls7Kxr6IRIM+jXATQgghpL1pWnjsne98p/6PyDVudu677z5tz15NTD/44IMqymFdeclLXqJJmyMjI806NEKair0ZjelKeXQsJQfH0jIQy8hwMivPDcVkYCI/L9Htm/SCuV2iHS87wx550Yn9mlgZ8OERl4puerkJIYSQJejxnis33njjjETMcq699lqNjkOAj4+Py2233TbDS05Iu4LI96GRhDz03KjsPjomx8bTsm8gJqPx/FS5wLkAKR0NemRVT0DWdgdl+8pO2dTXIf2dIelDfW6XS7b0R+jlJoQQQhYRjlyx77zzTtmyZYvaUSoBwQ3PuLGb9PX1SXd3txOHRsisu1JC6A7F03IYke6JlPzXo4dk/3BKRpNZcZVKMhDLSmouZUsmwbqQ3y3SE/bJiaujaivBihD83MOxjPR1BOSizb0U3IQQQsgiw5ErN0R3La666ip56UtfKt/61remrCqobDLfGuGEtKor5W93D8vuwZh2JHxuKCn7RxKSTpfE7RVJzdPUHfWLtntf3xWWaNAvZ23qkXVdIdk3lFDhv6aTbeAJIYSQxYgjVpN6IBK+efNm2bFjhzz66KNTYnyxgHKFZGkDwWtqYx8cScnjh8e0TOCTRybkWCwtqUxJ0hDos60VWEbUK7K5LyKnrutS8b2uOyxdAa+WDDxrY69sXdmhbeEJIYQQsvhoi7DZ6OiofOpTn5LLLrtMXvziF8uHPvShRWE1+d73vidPPfWUHD16VCcKF1544UIfEml5V8qsPH10XNK5giZSDsaSEksXJDPLlu+VCLhEeiJ+8bo80uH3y4bekOxY3Sm9kYCEkEzpc7FkICGEELKIaYuIN+qAo3kOhPfevXvlxz/+sXzgAx+QdgV+WzT4CYfDcs4558jatWvloosukhtuuEEOHz48r31nMhn9LOw3snANccxjB0YS8utnBuWuBw/Ifz5ySB7aPyJHx5MyNFGQ+HyyKCeBlF7dHZCt/R36f65YFK/XLX2RgHai9Hs9Epr0lxNCCCFkcdIWV/F3vetd2oAHwhuR7nvuuadqImY78LWvfU0bA+F4ATzp69atk3e/+91aCvHTn/60bN++fU77RvOgj3/8400+YjLbhjiG4XhGhmJZ+fXuQXnwuRHZezQmg/GspAtza/tejTCa5Pg8smNVBDM76QwHpG+yNjcEN1IuWTaQEEIIWdwsSMQb7eHtXHnllfK6171uRpdLVDZpV3bu3Kl+dJDL5TQC/sY3vlG++c1vyiOPPCJvf/vbZdeuXXPa90033aQlFc3twIEDTT56Usu/bUDVkp17h2Xn3iH53b4hjXY/un9EDo9nJdlk0R10ifh9HukK+aQzGJATVnfJGRu6ZfOKqHSGMBFA8xyWDSSEEEIWOwtyJUdXy1p1vQEi4BDj7Yjb7Zavf/3r8tGPflTtJsViUZsDvepVr9L29G94wxtUfN9+++1qQ5kNgUBAb2RhGuIYDo2lNcq9fzghmUJeRpMZGU+X5t2F0g5esTMo0hsNSHc4IOt6wxL0ozmOR7rDftmxMjqjQyYhhBBCFjcLIrzRHAe1u00CJZrnnH322TMeb+cGOueee658/vOflxe96EXy8pe/XIU4xDf+x++I6F999dVql/nYxz620IdLZgmi3c8cnZDHD43KsfGsxDM5GY1lmiq6/RD8QZEVHSHZvjIqm1ZE5awN3Sq6PW631vKuNCEghBBCyOJlQa7qSJw0LeYBBKr9d3Nfu/LWt75VvvrVr2oy5erVq+XMM8+cEt+IfKPCCXzgb3nLW+T1r3+9nHLKKQt9yGQWDXLQGOeJw2Py1JGYjCRyki/IvLpQlhP2oDmOV3o6ArJ1RUTO3bxCztzQI6dv6FbRj2h70OfWY6LwJoQQQpYOC+LxLhfZEKv1tmm3mt3f//731dsNEf7www/rfRDfuA+3N7/5zXL99dfL008/vcBHTBqpYoIygYOxjDxzLC6PHxqT/949JAMTOW2Gk2typLu/0y/bV3fI/zhtrVz+vDUS8XsllYfwz8uKKGp3h6Qr5J9q1kMIIYSQpcGCCG8kINqBUK23zUKACHb58cHDjfuj0ah84xvf0PJ/iGz/5je/kXw+r+LbiPOTTjqprS0zyxUjsvH/NCWtz/1PP3lavvLLvfLccKqpghtE3CKnre+Q7Su75JxNfXLSui7Z2BdVP/doIqcVVKolexJCCCFk8bMgwvu2226TWCw2Vaca1Tvsv+OGxMSFBo1xTETeLr4hrsFZZ50lP/rRj8Tn82lVEzTUwXvxer0qviHQL7nkkgU7flIN67tM5fKy62hMfn9gVFLZguzcN6w/Pzuc1solzSQoIttXR+Sszb3y4hP75bR13bJ1RYf0hn2SzOUl4MWqj7XyA3sJq5gQQgghSw9XqVK4uUUgWgxBCuFqt5fgECr9vhCt2PHaSI40TXJQY/y1r31tzedks1m54oor9H+UQURJQCSMosoJPODzAZOQrq4uFfT2cotkbsDOYUW6S+rffuzQmEwkcvLccEx+vWdIDow3O85t0eETbQP/wpNWyZrukKzpCqr4hp0kns5LtlCU9T0hiu0WjQ+z3W+efE6ef9IGx47v8UPj8urP/0r+6y8v0u+fkHaE1xlCnGNBrvLXXnut3HLLLVUfh+hFC/mF4M4775T+/n754z/+Y7n44ovlz/7szzSi/epXv7ri9pgc+P1++eEPfyi//OUv5Xe/+508/vjjGumer+gmzU+cNM1yJlI5OTAck8NjKXlmICaPPDsog8nWvL7l6w7Jis6gdAa90hX0SU9oZkQbx0bRTQghhCxtHL3Sm+A6osiYXdfimmuuEadBx8wVK1bIS17yEv395JNPlo985COyf/9+9W8D2EhMRB7/G883ovgQ6riR9gLe6XimINGAR7tB7h2IydPHYrLr6IQ8fTQmh0aTLRHdaIzT2+mRTX0dsq4zJGdu6pGVWrPbLyG/ZVdiyUBCCCFk+eBdiGRFeKPr0cg2zQQi+vDhw1Nt4JE0iUY2qDW+atUqFdwGY4sxAnxoaEi3Q+SbtB+pbFGOjqW0HjdAhBvebgjww+NpibfAXYKSgTtWR2V1Z1iuOne9erYHE1lZEfVLJOCdagdPCCGEkOUDQ22TQEAj2h2Px9U+AqGdSqXkBz/4gbZtx6Thsccek8svv1wuvfRSecUrXqFR7meffVYTK9/2trdpCUSTeEnaiZIMJDLy0J5hOZrISCKZk8FERg6ONrcpjgFnwOrugGzqC8tFO1bKpr6IjKZy0h+B6PbRy00IIYQsUxq++iNh8Oabb27t0SzAcdgTO1FZ5brrrpOBgQGNYqMUIO5DwmRvb682wvn1r3+tkfHh4WGt1b1582aNzp922mkU3W1KOleQY2NJeWYoLgeGEzKWLDS9VKCdnrDI9pUdWipwc19EQn6v+L0eJlASQgghy5yGFcA555wj5513nnz729+WTZs2yUJkXaMLJPzhzQSi23i03/CGN6jARmQbCZKDg4OycuVK+eQnP6m2E0TEIcaRRHnw4MGpfXzhC1+o2ASItAdjyaxkckUZjGdksNl1AsvY0BWUk9ZE5cQ1nbK9PyprusPSF7Wa4TCBkhBCCFneNKwC0AYdnH322Vpur16JvWZy3333qeBGJZTXve51Tdnn17/+dUkkErpfiO5cLqfVS1760pfqDUCAHzp0SNatWzflT4eX+/zzz9cJiJkEMNLdnhVMwGMHx+QXu4bk8GhcBsetBjWtAK920qqwrOuLqJ/7xJVR2djXoUmUTKAkhBBCCJiVGoD4hvCGML3xxhvl05/+dEsFOAQ3ygru27dP7r77btmyZUvT9v3d735XLSM9PT1y9dVXq+iGtxtVSgwQ3bCcGEuKiYwj2fJFL3oRBXcbcnAkJYfGklYb9lxB7nvqmNy/b0j2DiYlbc2dmg7OmHM2dcsrT1stqVxRgn6vlFxuWdWFtjlcCSGEEEKIxayV49atW2X37t3y13/91/L2t79dduzYIf/6r/+qVpBmgGRFRNTPPfdctZZAFD/zzDNNFd2IViNyjQRK2ERMl0yIbns/oXQ6rY+hlCAeg9BGlPzv/u7v5PnPf37Tjoc0j3QuL7sHYvL93x+S//e7Z+Xxg2Py5NGkpFvkMEHJwB2rwnLGhi45cXWXrO8NSW/EJ6s6Amz7TgghhJAZeOfTBAe3L33pS5rsiJ8hyhERR+UP/IwbPNOVOmFBqI+MjGiHx71798qePXvk3nvv1Z8hsmHjgLhvNkic3LVrl4p7+LWvvPJKFd+mdrjd840mOkimfM1rXqNiG1Hxb37zm/KWt7xFTjrppKYfG5k/PRG/7B9MyM59Q3JoNC2JFlq61V6yrkPO3NAtF2ztE7fHJS/YtkKj3PRzE0IIIaRlLeMhoH/yk5/I/fffrwIaoraRhEO8PKLPEOkQvrCzNDO6Xen1IKyNpeS5557T7pRo9/4Xf/EXU417EOU2tbuRXIlWumvXrtUygmis4xRs5dsYB0YSWpP7iUNjcvv9z8kzx5ItKRVopy/slktOXClXnLlekygR6V4Rhb2EOAVbxhMyf3idIcQ5mhaSQ6QbNwN82RDfiGAjso2fUYIPpfkgtBEJx/+wlNTrYtlMMBkwohsCfOPGjfLVr35Vxbc98g3RbRIu/+Zv/mYqCk7aL4kSnSl/9NhhKYhLvvfwQdk30HrR3eEX2dwblUtOWCnPW9etCZWEEEIIIbVo2Vq4iVo73YFyNkBIVxPfJuESTXRCoRBFd5sB0T04kZGJTE4GJtLyzLG4/Gr3oByeaGWFbou+sEtOWd0tF5/QLyev7aKPmxBCCCENsezVZLn4Rtv3f/7nf5bvfe97kkwm5XOf+5xG6kl7AbF7YDQhu46My6+ePia/emZAjsRyAndT+a2Zs9T+iFtOXdcj/+OsdfKik1bJCas66eUmhBBCSEMse+FdLr6RdIlmOddff71ccMEF8qpXvUrtMaS9bCYHR5IyHMvIQ/uH5SdPHZMj8XxLX7M36JITV0Vlx8ouOW9zn2zotTpSEkIIIYQ0yrJUDvY28QbTRAct4P/xH/9RTj/9dLnnnnu0FTxpL9H9q12D8tBzI7JnIC7/vWdIkq3V3BL2iVy0o1/W9YRl28qoero9brd2pCSEEEIIaZRlJ7ztSZJI+ESCpwGe7ng8Lnfeeac8/PDDcsYZZyzgkZJq3u6HnxuRe/5wVPaOpFv+epDWK6N+Wd0VkpPWdKqnuzcSYLlAQgghhMwa93IV3e973/vka1/72nHboKzg2972NoruNi0Z+F+PHJTvP3bYEdGNlMkVnV5Z1RmWgpQk4PVKyOfVCiYU3YQQQgiZLd7lKLo/9KEPaffNW2+99bjtUOYQN9I+1pLheFZSubz89KkB+X+/2y/PjWabmjRZjc0rgrKuOyznbO6Vk1d3yMlrO2kvIYQQQsjiE95oDY+mO6jxDaGLGuDwV7dadN90003yxBNPyF133aW1uguFwlRdb9Ke1pJ4Ji+PHRyVXz0zKPsdiHRjUGzrD8nFJ62Sy09eJdtWdtBaQgghhJB547iSQGOd17/+9eqvBvBY42cI8G3btqm/upkCvJLo/s53vkPRvUisJU8eiclEKiN3P35E7t89Ik1ps1qD/pBbtq/ukBeduErO3NQj2/qjbI5DCCGEkMUpvL/0pS9pa/lK3SohwG+55Ra5+eabm/JaFN2Lm0eeG5OfP3VUfrdvRA6MZ1v+ev1ht7z4lFVy8fZV0hXyicfllpFEjm3gCSGEELI4hXetFvGmhXwzoOhevAzF07J3ICG/euaY3PPUURlvvbtE1nR45YItvbK1r0MCPrd0hLySLZSkN+Jr/YsTQgghZFnguPDeu3dvzccfeOABufLKK+f9OkZ0f/jDH6boXkSC+9BYWg4OJeS3+4bkZ08PSSLrEm+F2jset0i+2JjxpFBns3M3dsrJKBW4BqUC/dIR8Eok4JMTe0L0dRNCCCGkaTiuKq666iqNapsGNkishL/bWE3g8W4WH/3oR2Xnzp3ywx/+kKJ7EfCHQ+PyxJEJeWT/qPzy6SGpZS4plazbfDl1dUTecfF2WdsdlLU9IUlli9i79LFkICGEEEKajOPKYsuWLRrVRoMa/G+a2ECMn3XWWU17HYjsiy++WMU3RffiiHb/ds+w/G7vsDx5OCa5Fr8egujru/1yytouWdMTku0roxTahBBCCGkpC6Y0ILKbKbTLgci+/PLL9WeK7vav1f2b3cPyi6ePydODqZa/Hs6EE1eF5QXbV8gFW/tkB0U3IYQQQhyg7dTGf/zHf8jrXve6pu6Tort9ywX+YteQDI4ntXLJH44lxetubWecqFfkeWs75cLtK+WUtR3yRztWUnQTQgghxBEcVxwTExM1H7///vubLrxJe0W30RQHDWn2DSbkof0j8uCzw/LsaKblr90XEhXa67qjcuKaDtm0Ao1xKLpJ69k9EK+7TU/EL+u6Q44cDyGEkIXBcdXxjne8QyuMwNddKsuOg98bSZfNquNN2g+I7kKxJM8MxOQXuwbkt3sG5NBEvuWv2xsSufiEVdIfDcoLT1whfdGgrO+hyCGtBWI65PPIdbc/UndbbHfvDZdQfBNCyBLGceGNBjmoq13N333rrbc6fUjEQRDpPjiSlB/9/oj81yMH5Wii0PLXXBlxy3mbV8iG3qis6QrKjlWdbAFPHAEiGmJ6NJGtGxGHOMd2FN6EELJ0WZCqJvfdd1/Vx88++2xHj4c4C8Tuf+8elG8/sF8Gkyjd11pWRlxy0fZV8tJTV0s2X5ITVnewBTxxFAhpimlCCCFgQUJ+L3nJS6o+dumllzp6LMRZfrd3SL70i90tF90oF7ipNyjnbeyVl5y6Sl76vLUtfT1CCCGEkHpwrb0JVVhe8YpXSCAQmOqWuZxotInN7mMTcu+Tx+Suh/bLWLqkVo9KBL1u9YHXA8VPanWu3LIiKOdvWiHXXLBRtq/qaOwgCSGEEEJaSMuU4vj4uJx33nny7LPP1tzu3e9+t+zYsUN934uNJ598Un77299KKBRalqK7UQ6OJuQLP3tGvvLzPXJwvHYiJcR0I7dsoSTQ3ZVu2/uCcubGXjlrc7eKbnq5CSGEENIOtEwtdnV1yQc/+EHZvHmzlhCsVEYQj+/bt0/uvvtubR2P6PFi4vOf/7z84Q9/kGKxqLdmkMlkpj6vap/bYiCVy8vB0aQ8MzAh/99/75O7nxiUVOst3XLyypBc+rzV8qbzN8kFW1dQdBNCCCGkbWhpmHZkZERe9rKXaenAnp4e/dkuJFFWEFVOkHD513/911rDu91BCcSf//znGqn/4he/qJMHRLubFfFGKUVMWsxtw4YNshgZjmdUeP9q14B896HnWv56QRF54Y4eOX/rCnnxiatkQ19E+phESQghhJA2oqXhwAcffFCuuuoqFajg3nvvlQ984APyL//yL/r73r17ZevWrVPb239uV3bu3CkvfvGL9ee///u/l/PPP19tNRDkt912m3bJvOCCC+TCCy+cU8dMWG6uv/76qd8xUVls4hvR7n2Dcfn17iH53sMHZSgJT3frXi/sFnn1mWu0/fuG3oicur6bkW5CCCGEtB0tVSfbtm2Td77znVO/4+cvf/nLM7bp7Oyc+hnNc9odiOpvfOMb8p//+Z/ymte8RpMqf/rTn0p/f7/k83k5fPiw3HjjjfLnf/7n8olPfEItNLMB+8NtsQLR/djBMfnuw8/JDx4ZkHSLXy/iFXnJySvlzS/YIqdv6GnxqxFCCCGEtKnwhtWkHES5FyvwccNS8sY3vlG2b9+ulpNwOKw+9pNOOknOOecc3e7EE0+U97znPbJ69Wr5yEc+IssFiO5nBuJy35PH5N4nWi+6ewMirztvo7zmjPWsXEIIIYSQ5S28YR1BZZPLLrtsympy7rnnqn0Ctgx4mB999FE544wz9PHdu3dLO2P3ceN9gWuvvVbe+973qvA2INodj8fVNvKnf/qnsmnTJlkODMez8oNHD8m3dj4rE7Ub9c2bczZ2yktOWiVXnrtBVkTh8CaEEEIIWcbCG9YSJFV+6UtfmhKpEOEQ3bCVoKLJ61//eo0UQ5TfeeedspiA+IadxC664fXGe3vHO94h3/72t2X//v1LWngjyo262yPxjHzjd8/K135zQBos7T1nLtraI2/7o62ybRW6UFJ0E0IIIWRx0PIMNCRX4mYHFUwMENt33HGH3mDZaCeMiK712POf/3z9HQmWkUhEvF7rI4W3Gx53+L6XepQbzXH+8e6n5bEj8Za/3mUn9skrTl8rvdGA9EVbmLFJCCGEENJkHCn9gPrct99++1QVk5e+9KXy9re/XR+D3cSegNlO5HI58fsrizu7IIdd5lOf+pROMK688sqp56KxzimnnCKLEUws6oFygU8cGpcfPH5YjsZz0t9RPSm0M+iVoXh9/4kXLSmlcufKF27rlVefuV7WdYekJ+Jn5RJCCCGELCparlyuvvpqtZHAYoJ63RB0iHgjwv3jH/9Y2g0c37e+9S157LHH5NixY/KCF7xAbSPlCZZ24FE/ePCgPPzww9o+PhaLyVe+8hW54YYbNMFyqZHKFdRe8siBUXnq0IT8Zu9Y3eekc0V9XiOUt4Jf2+mWq87dIpeeskpFt4irast5QgghhJBlKbw/85nPyDXXXKMiuxyUFcTj73//+6WdRDd82Wj48+pXv1qFNHzp3//+9+W6666TSy65REW3XXybn3/5y1/KPffcIz/4wQ+kUCjohGPHjh2yFIHoHpzIyI9/f1h2Hphoqac75BF54/lb5WWnrpETVk+XniSEEEIIWWy0VHjDRmKsF+XAXnLrrbdKOwG/OUQ0otYATXAgtvE/IuB/8zd/I29961unRDeEOn42fu/LL798yqKxGGqSzzXSncrm5Vs798n3nxisaS9pBieujspJqztkfW+4pa9DCCGEELKoW8bXE5+oeNJO/O53v5NgMDgVyUZi5Kmnnio/+9nP5OjRo9reHlHt8vc3ODgo2Wx26r6lKLqNp/uBfSPyzd/tl6/97mBLX2ttp1cu2t4jb3r+ZjlpbRf93IQQQghZ9LRUeNery91udbuj0ah2pETjH0SyUaEE4vvss8/WVvcof/i5z31uSmRDnKNc4BVXXCH/9m//pr8vVRDtfuzAqHzv4QPylV/sa+lrnbuxU95y4VZ5y/M3ywu2rZC+6OLt5EkIIYQQ4ojwhr/7ZS97mbZUR9McgP9R5QQ1sN/whjdIO1Xv6OjokK9+9avyne98R1KplN7n8Xh0GySHIhkUiaJf+9rX9DGIc9ToPuuss+S00047LulyKYnug6Mpue+Jo/LjJwellQUSz1wTlbdeuFledfo6ueiElbKhN8JoNyGEEEKWBC1VNBCkqGACPzeixQYkL6KpzplnnikLDWwhSIaEwEai54MPPqj/I9r9qle9SlauXKnbIcoNvzcSQn/0ox/Jm9/8Zt0Gty984QtL1l5ianX/6LFD8oMnh1r6Ous6fHLti7bLhTv6KbYJIYQQsuRoubpBpBiWkoceekhFLep4X3rppbLQfP3rX5dEIiHvete7VHSj7rbP59OIN2qMf+xjH9NkS3TVRLJlOp3W58F2giotENqmWc5SFt3gd3sH5V/u29PS1zh5ZUje+kdbKLoJIYQQsmRxTOFAsOJmB7Wu7TWyneS73/2uHD58WBM8UfoPohsebTS9+eY3vykPPPCARsLh90ZVE2NJwc+wlWQyGQkElq732FQw+c3uAfnwdx6X+q1v5gY+wT8+b638j9PWyanruyXkY31uQgghhCxNmiq877vvvoa3HRsbk9tuu21BhLep1T0wMKA2EYhq+NHh0YalBN0qzz333BnPeeqpp+Tkk0+WeDyuke7F6ueu15HSCO4DI0l5+siEfOeB/bJlVUfV7Vd3BWTvYLLu6/o8x68K4BN87bnr5IOvOIWCmxBCCCFLnqYKb7RMh6CGqG2E8fFxcRqI7V27dmm0HceKOuMQ3wDiG6K7vDvlJz7xCbXLwH5y1113ybvf/W6tgLIUgeiOp3Pye1QweeSgxHO1tx9N5mQonmlo39n8dNUXv4i85NR+eecLt9FaQgghhJBlQVPDtogSQ7TCntHIDUmXTtPf36+lAQEmCCgDCLEN8X377bfr/aYpjmHjxo0SiUTkH//xH9Xvjcj30qUkzw0n5J4nDtcV3XOlL+SSq89fL9ect1mrlhBCCCGELAeaGmpEg5nZgMRGp0EiJJIpASYJENVIqPyzP/uzGZFvbGcSLt/2trepDxwWE4j0pcwfDo/L3/3n4+Lx+Vqy/1NWh+X1526UzSuisqbLalZECCGEELIccDe7fGArt282iGzbxbc98o2IN0R3Mmn5l8Ph8JIX3ehM+Y8/flp2D1sVXJrNWes65AOveJ5cc/4mOW19N9vAE0IIIWRZsTgzBFssvv/5n/9Zvve976no/qd/+icZHh6Wpc7vD47JR/7jUXnscKwl+3/TOevkg69+npy3pVc93SuiAXq7CSGEELKsWPbCu1x8I+kSZQKvv/56ueCCC7SJTl9fnyxlhhMZ+dh3fy+/3DPakv2/9fkb5N2XniCnreui2CaEEELIsmVZqiDYSMqb3kB8w9O9efNmTaI8/fTT5Z577tGa3Uud2372jPz+cLzp+8UnfOGWbnnT8zdLX8S/5BsNEUIIIYTUYtkJb3upwPLSh/B0o043OlY+/PDDcsYZZ8hSBjW779i5X/711881fd9Rt8ifof379j5Z30MvNyGEEEKId7mK7ve9732yZcsWee973ztjGzTQQRUTPLbUeeZYTD7+X0+JKZyIeHQzgtKoh/Lul2yXay7YLGE/G+MQ0ii7B+qvPPVE/LKuO+TI8RBCCGku3uUouj/0oQ9pQ5xbb731uO16e3v1ttQ6Uhp+f9BqWnRkPCVf+fke7SiZLVjPDfjccuLqDu0iub0/Kk8drZ9oGfTOTBPoC4v81eWnyItOXEXRTUiDQExj3F13+yN1t8V2995wCcU3IYQsQrzLTXTfdNNN8sQTT2gHStTlLhQKU3W9lwtjqax89Rd75PeHYyq61/eEJJMrymA8I3sGEvr7kfG07B6MN9ztEpy2JiLXXrJdXrC9X0U3Pd2ENAZENMT0aCJbNyIOcY7tKLwJIWTx4V2Oovs73/nOshTdqF7y5OFx+a/fH5JHDkF0F2VDT0j+9x+fKgiY3/zDp+TpYzF5poHl7nLedP5aueLMjbJtZURLBRJCZgeENMU0IYQsbZZ0OUGK7pnsGYzL3X84LDufHVfRvX5SdHeH/brUjZ9fuGOFFIoltZmksoWGLCyvO2OVfOTVp8kFW/tkRZTdKAkhhBBCllXEm6J7JslsXj5612OydzgluUl7yf++whLdBr/XLddffoJWIfnmzuckky+q8A4Hqp8mb3v+Rnnl6WtZn5sQQgghZLlGvI3o/vCHP7zsRffDB0blNf/n1/L0QHKG6EaUuxz4sq86Z71sWRHR3yfzLo8j7BF59akr5VVnrGPrd0IIIYSQBljSYcqPfvSjsnPnTvnhD3+4LEX3UDwj/3D3Lrn9gQPq4UZE+4oz1sqVZ6+XUI2KI//3v5+VfUMJTZD0uI9PkFzd4ZIrz94sLzpplWxbGRU3kygJIYQQQpav8IbIvvjii1V8L0fR/dihcfnTf90p46mc/v7q09fIB15+kozUqZrw06cH5HuPHp76vVx4rwh75F2XnCAXn7BSeitEzAkhhBBCyDIT3hDZl19+uf683ET3Hw5Pi+6T13TIx1/zPDlvs1WbvJbwfmYgJl/46W79eXNfWMYmRbthRUjkf160VbavRK3vJetSIoQQQghpCUtWeNtZTqL7iSMT8uavWKL7nE098n//53kSrZEcaRhLZrWcIDzg3SGfbF0RkYcOjE09ft7GTnnv5SfK89Z2t/gdEEIIIYQsTZaF8F4OfPA7v5exZE5+umtQsvmi2kA29Ybkf//XEzO2W90ZlEtOXDnjvnyhKLf86GkZjmcl4vfI2Zu6VXwbLjupTz74ylMZ5SaEEEIImQcU3ksE2EJ+ZkR32Kf1uL0et5QXJUnlCnLquq4Z9338P/+gkXJExqNBz1QDHQj5V566Uv70BVvZFIcQQgghZJ5QeC8B0Eb6508Pat3tHojuE/q1gkkjPPDsiHzjd88JCpMEfW7xeaaf99bnb5C/vOwENsUhhBBCCGkCFN6LnL2DcXnTl38r6XxR7SGzEd3gi7/Yq/+jdKC9xOAbz1snb/ujbWyMQwghhBDSJKiqFjFPHpmQt/3bThmIZaQr5JNLTlghgVmIbthLfrFrUFAxsDNonQr49y0v2CSvPIPdKAkhhBBCmgmVVRNYiHKF9zxxTP7qWw9LMluQE1ZF5aTVHRLwze4Yvvqrffp/0OdRPzhOhvdcukMu2rFCesL0dBNCCCGENBMK73nwve99T5566ik5evSoXHXVVXLhhRe27LX+76/3SSjSoT8fGU/Lv/33Pu1G+Ufb++Sf33SO/N0PZlYvqceRsZR8/7Ej+nNH0CvdPpFrX7xDLjlxlQR9PC0IIYQQQpoNFdYcKJVKctddd0lnZ6ecc8458vDDD8tFF10k73vf++SGG26QtWvXznnfmUxGb4aJiQn9/zN37xJ3IDxj2zc/f6N87H88b0ZCZKP8f7/ZL4ViSa0prztztbzxgs3SHfZTdBNCCCGEtAiqrDnwta99TUX3ZZddpr9feumlsm7dOnn3u98t+/btk09/+tOyffv2Oe375ptvlo9//OPH3f8/Tl8jgXB06nckUf7xWevm9BqxdE5uf+A5/fmS7T3yvpeeMqf9EEIIIYSQxqHwngM7d+6U//W//pf+nMvlxOv1yhvf+EYV43/5l38pb3/72+XLX/6ynHDCCbPe90033STXX3/9jIj3hg0b5OYrT9f9N4M7HjggiUxBVkT98vHXnt6UfRJCnC0hWo+eiF/WdYccOR5CCCGNQeE9B9xut3z961+Xj370oxIOh6VYLIrL5ZJXvepVmmT5hje8QcX37bffPmvbSSAQ0Fs5l/3Dz8QbjFR93trukN7qkfQU5P/36LP68w2Xnyh9EdboJmSxADEd8nnkutsfqbsttrv3hksovgkhpI2g8J4D5557rnz+85+XF73oRfLyl79chTjEN/7H71/5ylfk6quv1qj3xz72MUeOCY1z/vIl9e0t9z55TI5NZDTa/bpz1s2q5jchZGGBiIaYHk1k60bEIc6xHYU3IYS0DxTec+Ctb32rfPWrX9VEytWrV8uZZ545Jb4R+UaFE/jA3/KWt8jrX/96OeWU+XuoJ9I58ZRyU7/7PW7tNInXm01S6J0PHtSf/+cfbZGA19kSiISQ+QMhTTFNCCGLE4Y751CzG3z/+99XIQsRjqomAOIb9+H25je/Wb3aTz/9dFNeN5ktSiJbmLqNpnIylMhKNl9seB8PHxiTvYMJ7VL5JxdsbMpxEUIIIYSQxqDwniXwcCOyHY1G5Rvf+IaW/kNk+ze/+Y3k83kV30acn3TSSTI2NtaU140E3BINePQW8XsEce5coaTiO5bO131+rlCUr/92v/589bkbtHQgIYQQQghxDgrvGiByXQmIa3DWWWfJj370I/H5fFrVBA11xsfHtcoJxDcE+iWXXNKUY+kI+KQzaN3QHn5lR0CCk/7sdN4S+rVE99/94El57NCEWlTeftGWphwTIYQQQghpHHq8K/D73/9eTj/9dPVPQ3zX8lFv3rxZfvvb38oVV1whX/jCF+Rb3/qWlgR86KGH5DWveY16wFuBx+1Sj3c6XxR3jeMzovvXu4fF53HJ377mFNnQO7MRDyGEEELIYuDee++VvXv3Sm9vr/5/4403Vt0OwHlwzz33yC233CLd3d1635e+9CX9H/s4++yzZevWrY4dPyPeZfziF7+QT3ziE1qrGxjxXQ1Etv1+v/zwhz+Uv/3bv5Xzzz9fHn/8cY10t0p0G4qTh+V2NSa6P/6a58l5m3tbekyEEEIIIa3illtukWuvvVYLWUBIGxFdzuWXX66NDrEdBLrZ7gMf+IAKbewD9xuB7hSMeJeB6PXdd9+tdpG/+qu/khe84AVVI9+4z3i+YT+5+OKL9eYUxckJQaWINx77+x88RdFNCCGEkEXFvZNi2HQIt99votamvDOENER0OXv27Jn6eWRkRCPbiH5/+9vfVvEOqkXLWwkj3jbuuOMOGR0dlX/913+VXbt2yec+9zlNmqwW+TZCfGhoSLLZ2nV1W0FxsqBJJeG9c9+I/Gr3EEU3IcsY1PN+/NB4zduhsdRCHyZZZsCKiWgkrqHNKkDgNBBv55xzzkIfxrI8d3p7Z+qZBx54oOK2xj6C7woCHjcId9yP+3D79Kc/LU7DiPckqEiyfv16bYCD1uyhUEi92hDfoFrke//+/dqp8m1ve5u8853vnEq8bDaxTE48Ml3HG2Qmq6dkCwVJ52YmWP7X74/o/1ecuY6im5BlBjtcknYGkcc777xTenp6ZDGCyQJ6dDjpC24WEJrDw8P6HmCzQLS4PKpsLBnY5v7779dJUqWIciXwXDwPUWn8j+fZI9SNbtMo9Z4HoY5od19fn/6OnyHU4fk2nwduTka+KbwngbXEiGv4tl/96leriMZJWUt8b9q0SaubnHbaaS0T3SCRKYpbKlcvyeRL8svdw7JjVYf+fnA0KTufHdGf//xF22Rrf7Rlx0UIaT/Y4ZK0O3MVWu3AzTffrKIbIm4xAT2DgKL57CFKEbWHCDXiG9ts27ZtSmhDGGOChPdbLtDLwWTkXe9619R2EOwQ+cbWUWubm266ST9XAyYFwAhkgG2A/XOvt2KCSR5ueE289jXXXDNjwoSf8boU3g4A8YwESlQwgWBGwxskSdp55Stfqf9XEt92UM1kNh0kW83t9x8QuGIu3NZH0U3IMoUdLglpPhB6uEHMOZ2UN19grYDwxLED/A8BDGFshLCpAGKEt12k1xLe2Deea9/GJDE2sk13d/cMgV7N441jRhTeABEOn3el47ntttumhDsmGNi/Ee8LiXu5iu6PfOQj8u///u/y2c9+VpMo8cXdfvvtksvlNGHS+LkhvvFl/eEPf9Btf/3rX+v9aJwDHzhoJ9GNSiYQ3uBPLti00IdDCCGEtBynvOKIjkIsOvmazQIi1USSDRC89vsgVmEDMpjHjFivBj4TRJTtQDTbhXcj29QD29uPFz+bfWJyYH9f9td68MEHtbpJ+fvA8zEZcZJlGfHGifW85z1P3vSmN2kyJUQ1liEgxi+88ELZuHHjDEuJiXxjpoTotvEIIUrebtz31IAMxDKyIuqXy09ZtdCHQwhZBMBy0ohvnBF00mrs9ZUhiiC0ysWSsUOYqhX42dCoF3kuGMEHoVie4LcYgN4pB2K1lqiGXoJgrWczMXW1zfeH78aU85vNNo2AYCh82fgeMPkxNhGcF8azjptJoIRms0fUMbHAduedd95xVhgnWHbC++jRo1r+D6IbwLt00UUXafT7RS96kVY0+fjHP66PlYvvSCSiMyg0yUHZwR07dki78fTRmP7/4hNXin+ysyUhhFSCSZiknYAYQhKc3W9b7gk20WYjsCHcIKAgDp04vi9/+cuzfh6Ov1E/OKKvTrwXI7ohhu0+agPEMaLEwB4Br7YfAAuIXcRiQoTnQtg3sk2jGGFdTvn7qPY5QrCbY3Dqs17WwhvVSyC8y0EE/LWvfa2WBrRjki1hP0FTHJwcGHxolNPO+Ci6CSF1YBImaRcgABHFLI/KQrTiZqLb9hrMANdk2ERbLaDwuhD5xvNs/jfVOWqBqHE7gkkNxGolqwcmNnhvEODYDhOOeu/TvvIA8J1AL9kF8bYGtgGzjYIvJrzLsXrJww8/LJ/85CflhS98oYppEAgEtO37N77xjSmBnk6nNfEyHA6r9/szn/mM3k499dQFfheEEOJ8EiYtKaRVICIKYVcu7iAKIcqNwC2vJoL7W13WD69hT9QD9vJ0TldoQeJho/YIbFcpmozJjD2pshJ4X1h9gFhGueRqkW/z/su/B3xGJkmykW2WC8tOeKON+8te9jJ54xvfqJ7uCy64QEU3ItsQ2SZREgId3h/4v2Ez8fl88p73vEc6OqySfYQQslyYrSXli396jvRF/HX3SYFODPWsGEbg2n28EMTIt/rJT35S8Tnl0WgIPOMzxv+NlpCD6MTrVCqksBAJltWsFo2ClQVE7yutEiC6jXw2u1jHz4j4V6PWxKea4LYz24lLo9+j2c6slpjJCiZ5pumO3SPuFMtOeIOrr75aNmzYICtXrpRgMDjDbmI/OVC5BCUHTXLlQohuU12lmEnW3XZiYkLSibhum0nG9XdCljLmHC/vKluOeTwRj3FczIEOt8hd7zxLxpK1LSkjyZxc962H5U//5Wd19xn0ueWzbzhLesO+Jh4pmQsYF42Mo1ZihHS5WDaRcHNtxu/wHkMI4n7jQ7ZjEuoQpbY/DuFlotawUOBWLxkT+4KHvDzaa2pgQ8DV8ye3k8cb7wefpf01zOcAkYrHcbx2cH+9VYXyaiMAwUt7qb9GtmmERr5H0yDIngtgGuVAkBuxjW0aOQ+aSmmZUSwWq/6+d+/e0ic/+Un9eXx8vPTFL36x5HK5Srt27SotFAcOHMBfQt54463GDeOE44g33lo7jpoNXnN0dHTq92uvvbZ04403ztjmsssuK915551Tv+PxBx98sO6+9+zZUzr77LOnfr/nnntKV1111dTv2Af2XQ7uv+2222puA3DcOH4c82IB7wfHi8/C3PDZ2j/z8s8fnyPep/07wH34LO3fHfZt/7zx2NatW2d8V41sU49Gv0dsZ3+tW265ZWo73G+OHduZ79spll3Eu3ypyP47rCb9/f2aTPn1r39d3v/+98uPfvSjBa1esnbtWjlw4IBG23GsiNYhWo/70Np+KbAU39NSfV/t9p5w7Y7FYjpOZjOOlurn0Qg8ZmdYTMfc6DhqFogWm4RD2DiMtQH3IfqIyCSi2bAIlLc0R0QYkWYDtsPj5faISq9ZXgLQ2A3K70PEFxHuahU/zOvidscdd0x1emz3bpyXXnrpVMKkHbtfHJ+jaSsP/zWqkNg7WwJ8Loga2/3t+OyRgInPzpR6LK9W0sg29Wj0e8Txlq9SmGNFhH3Lli36vhfCarLsIt6Vot6GZDJZ+spXvlL65je/WfL5fKUf//jHpXYDkXh8bfh/qbAU39NSfV9L8T0tt8+Dx+wMi/GY2x1EKcsjrYi+ImLZ3d1dM+KNiKc9Oo3Hy59jXgORUURisU0tEC1FhLjedqR53NLg91iO/fs05xHGpz167hTLLuKNUoKIbINyL1koFJK7775bZ0k/+MEP5KUvfekCHikhhBBCDIjU2kv6AXiPEW3GdbteM5jyaiiVwL6rRbmbneRIjv9+TSJkOfb67o18j3YQYcdqimm4g1UUnC/4Gcmk+N3JJjre5Sq63/e+9+lSw3vf+96ppTaUEPzpT38qP/7xj3VwE0IIIaQ9gMiFSKqUSAcxVkt04zHYJgzYfrZJfaS1XNtAguNsv0dTh9wk78IaZFrJm0mW3brkBN7lKLo/9KEPye7du+XWW2+dehy+T5QMfPzxx7XaSbuC0ocf+9jH9P+lwlJ8T0v1fS3F97TcPg8eszMsxmNudyC6EJk0LeMNEFTVSgqWi3a7T9kIMLJ4uKzG91i+4gEfOkS5uQ+i29SFL9+nk7jgN5FlJLqROPDEE0/Id77zHa3VbbpSmtbwhBBCCFm8QHAhkolop2kSA8GF+yHOjPhyPKmONIVq3yOcCiYZF/eXd8nEdjgf7MmlmLQ5nRi75IV3I6KbEEIIIYSQVmMp0iUKRTchhBBCCGkXlqzHe6mIbryPw4cPN73+MCFLAXv9YTPeK8FxREh1OI4IcW4cLVnhbd70hz/84UUrugH+yKEJAyGkOmhSsn79+qqPcxwRUh+OI0JaP46WrPAGH/3oR2Xnzp3ywx/+cFGKboDIApht97NkNi+pbEFCfo+E/Uv6aybLGNMd0IyTZo+jenCckaXAQo8jQpbTOFqyVwqI7IsvvljF92IV3cAs5+GP3Gz+0PFPIllO1Fv2nus4qgfHGVlKLNQ4ImQ5jaMlK7whsk0TnMUqugkhhBBCyNJhSVc1MVB0E0IIIYSQhWbJRrzJ8V7UZLYgYXpRCWk5HG+EEEKWbcSbQAgUpFAs6f+EkNbC8UYIIaQSFN5LJLo2FM/o/9VA5M3jdun/hJDmjq9yON4IIYRUgmugSyy6Vm1ZG/dzyZuQ1oyvcjjeCCGEVIIR7yUAo2uEtA6OL0IIIc2CIZklAKNrhLQOji9CCCHNghFvQgghhBBCHIBhnCUIS5kR0jo4vgghhMwVRryXICxlRkjr4PgihBAyVyi8l0ky2FxKohFCZp9sybFGCCGkGlwnXYLL3pWSweZSEo0QcvwYq5dsybFGCCGkGox4L5Nl7+VYEq2dIo/tdCyktdaS5TTWnDqvOX4IIUsFhmMWObi4m2hc7e2WX0m0doo8ttOxkNaMseU41pw6rzl+SKMcGkvJaCJbd7ueiF/WdYccOSZC7PAv2CKn/CLf7hUXnDy+2Qqm5XIsZG5jzERd23FsLdS4d+q85vghjYruy/7h55LK1V+dCvk8cu8Nl1B8E8dpr6sHWfKRISePr50ij7M5lnafPC1X2nlsLdSxOTXG5vM6HE/LB0S6Ibo/e82Zsn1ltOp2uwfict3tj+j2FN7EafhXaJGCi8lwPCMiLumL+m2JldUjQ+1wAVqoyFU7vPelIPCWA+ZcESnp+JpOqqx/7i71yLOB44m0MxDdp67rWujDIKQi/Cu0SMFFJJ6xltNCkxdbcyFcEQ007QI02wtsve0Xatl+MV18uay+sJhzZTyVk66QT4bjWUn6a4+tuZ5nzRpflSsZtU4cczyRdvRuI5JNSLvT3n8xSVVwEYkGPFMRuUYuhHO5AJVXdKh3IW/0guz0hXsxXXzbySKzHDHnSm/Ep+MLke9Gz9XZnmfVxkE10TybcdPKMcbxRNrZu43ESULaFf41WqToxaT3+FrdtS6Ec7kA2S+wzRT3Tl+4efElc09Ybvxcne15Vm0cVBtrsxk3rRxjHE+kHb3bgNVKSLvDv5xLhFYl7x0vQpoj7nnhJouFuZ6rjYyzavuuJppncywcY2SpQe82WQqwgc48+P3vfy/LoSGIARdxeFyb7xedbo7BRhlkqTDXcdaKsYbxdGAkIQdGkhxbhBCygFB4z5Ff/OIX8olPfEJ27tzpyOs1S5Di+alsXrL54oL4Myu9D7tAmY9YWQ5wYtL+n6vZF7zh7dLB0iRjxzOohpTlOcSxRAhZILgOOUd++9vfyt133y1er1f+6q/+Sl7wghc0Zb+ZTEZvhomJCf0/pcvO80+UwvP9XtPS2vmvv5J3tXxZfbEkbS0Ei6maxEJSbRw58bmafWGM1auCshDJ2LNJFl3KcCwRQhYCRrznwB133CGjo6Pyr//6r7Jr1y753Oc+J7/5zW+asu+bb75Zurq6pm4bNmyYKhnYjOgZnr9QUbhq0Xb7snq9JfblHqVayO9vMVFtHDnxuTr9HTUyJjCeNvRGZENvWPqiganjW87jiWOJELIQcJo/S/L5vKxfv15e/vKXS2dnp4RCIbnppptUfIP5Rr6xr+uvv35GpM6Ihvo1hKeTuazfZ1fDt9VNMSpF22dfx3h5R6mYMDf/cVTpnGvkcy1/XqM1tStt18yxNp8xsZzHE8cSIWQh4F+dWQJrCcS1y+WSQqEgr371q8XtdssHPvCBpojvQCCgt3JgNalHuT8aP6O7pWn+YYmF6hfaVl+EK1VqmO1rLqb6wWThqDaO5nOelz/P/F4+xhp5vWaOtfnVDud4IoQQJ6HwrkOpVNIESlQwgcB+85vfLH7/zOL8r3zlK/X/ZonvSsCigShZrYt0Ja80PJ32C7zZBj7P8s6Rrb4IV4owzfY1a0WpFlMba7Jw4PxAgiHGAGp0N16eb+a5Oj2WZo6xas+bOeaaN9bmUzt8ts/lGCOEkPnBv5x1RPdHPvIRGR8fl5/+9Keyf/9++exnPysf/vCH5corrxSfz6fbIPptF9/Yplgsyh/90R9pglc2m5WOjo55HQssGvWiY+UX0fLlcPs2EADHJzk6v/Ta6Gs2csFfzsvmpHF0XPhnf65UGl+Vxli159nHXCvKcjohnDnGCCFkfjC5sga33XabPO95z5P/83/+j/zqV7+SH/3oRyqoIcaPHDmi20B0Q3wDiO9bbrlFnnrqKfnCF74g//mf/yl///d/L8eOHZv3scw1CahasmKtxCInE64afa1GygyWv6dWvY92SEhrh2NYzDQ3mbKxmtvmNU3ku9XfXb3SnXOhlWPMqXOaY4cQspBQeFfh6NGjKrLf9KY36e89PT1y0UUXyb//+7/LwMCAVjQxlIvvf/qnf5J7771XrrjiCnnVq14l27dvn/fx9NW5sM+2CY0RC6DZF+dGjnG2r9WIUCoXQK17Hwtfa7wdjmExM9sGNbXGVLXHyu+fHnPT1pRWMrM+fnNqi7dyjDl1TnPsEEIWEgrvGtVLILzLQQT8ta99rQwNDc243yRbgksuuUTOPvts+clPfiLnn39+y45xptguSDydk4OjKU32Kr+wVBPmlS5CuChn8wVN6GxmVKjaazUiBObSya9V5cLaoQxZOxzDcgFjAOMK46vSmDLjDf/bx1il5zi5MmN/HTP2IPqbaXNZjGUYOXYIIQsJTXo1qpc8/PDD8slPflJe+MIXqpgGqJSASPY3vvGNKYGeTqc18TIcDksul5PPfOYzejv11FObflxGLCNyNZLIid/jmrqYjCSy4ve4JZUtSipXlN6Ir6rojafzuj22Kb8IGQ/s4ERGDo+nZFt/RFZEg/M+9koJZa30lbdq33PZb7OT0lgKrflUKxeIxGaMq2xhuv68Eda4H+PHspBMR7IxaU1k8pJ2uWRl58yxY/eGQ3CPxLNSKJUkGvBKuLd53+nxZQ2bnzjdzPPQqURPjh1CyELCiHcVVq9eLS972cvkb//2b+W+++5TcW3sJBDZiHAbgT48PCw/+9nP9HckXL7nPe9pmejGxX4wlpY9gwkpFIqSLZSmLjzre0ISDXol5HdLVwii2zrG8iiPRrQLxUnRfnwEzDS6wetgEwj8ZtBo1LqVHszGPeWVbDFzPy4ub7cv5ns9OJqUwZgVwbbun44SY1xhfNktFhg/GEd9Ub+e1/h/ehJbkqDPIz0RX91k4HQuL+lsQUYTrfMdH28Rae4Ya9Ru0+hjjb0mxxQhZPHBaX8Nrr76am26sXLlSgkGgzPsJlu3bp36HZVLUHLQVDaZbwWTalgXe7ccS2alM+ATj8c1JQZmRn8qlwy0b2dFw6slV1qNblZ3hVS72yPnsz/m/KSQcakwqdV4xInKCY3uu9m1l60SdtbnUK8sZDuzFMvJme8Vq0QYX2bCasaROW/LJ6Yet1vWd1qlRc04M3kTSX9e94eOs9Uw+1/bE5pcvXLPobZ4fqo0ovVaZnJdb3Lb3DFWbX+t6htgfQfW3zjkvywmluIYIoQ0Dkd9FUyZQFOP2/xuotzoWmk64qHU4Cc+8Qn5kz/5E9mxY0fL/ljn3F6BLoD1o/wCa7+ImchWpZKBEH/xTEGiAY+2kK4lCNb3Tkf45nohUe95xopIQRjMbDySrdh4pFat8fnSaP3kyraY2TYqKbMuzKGEXbsxW7HUziLDbttCpHpdd3DGZLSaJaG8A2ulcYb9ICIOQV1tP/b7zbiodm5V+xyt8WVFjCH0sdJV7buxT4KxKtZMn3O1sVFrzMynlrn1HZj34F0051z1SX17HzMhpHlwhFfBiOxKv8Nq0t/fr8mUX//61+X973+/lhpslegGiO6Eo9aFplLr+MaFonkfM9/fzH1Ni/RhydaNVNcSY9gWIn+moJkW1sZrbl/Gr1VrfL406u8s9+HOrdnIzM9lKXQJnF+XxPb6c2OOrdqYmm0jnfKxZ3Iuar33mTXAS2olwwpTeU5Ftc/RGl/e4yLelV4DUfrpSXBgVu+5/mdSf3JR7X3P5byodR628zlX7djb/ZgJIc2DI7wG9ii3HVhPEPW+44475LrrrpP/+q//kpe+9KWtPhoZT+Wq2j4qXeAqiUeIaCvybP3RH4qnNSpnLvaVL9K1283XjmodnzA2fVyeyQQ1V1XRXv3i6kyEqN4FsdZx2I9/qUS0Zjv5aNfJhrGLGAvUfD4D++/27xmTSazq4HWG4pZXfDo5c7pduzm/MA6z+aL+Xy68q0eU6ydkzvCql02Cy4/ZqXNzLlHf8serHWu7nnO1/1a39zETQprH4lUALQalBBHZBmNjY9Ld3T31WCgUkrvvvlvuvPNO+cEPfuCA6J65dA0sf2NjvulKNhQD9jeRysloMjtDXGPfsLVg+doSDjKjBnClbn3l99W7mJuE0Fr7qRaVq+4pPd5TPh/qXRBrR/unL7CtiN43g1aLLrsVyv77QlNuFzGT0MOjaQn63LK+N9xQlLreWDP2IuzX53Wr8A35vVNWK4ypafHv0+2kBItVeoadrFysNXqs5ZP2StWJGom22m05jfrImx31bTQqPNvJYTNpVqWVpTJRJ4QcD6ua1BHd73vf++RrX/vajCg4SgbC1/3jH/9YXv7ylztyTBDaEymrrBnEMqLRQ7G0RozL63Ef37ijet1aXIxRyqwzMO0xxbYaGfd59PVGE9njagDPfD2rhjgqrZi6xfbHa1UxqNTIp9Jzy6nWBdB4yuF7rfX8RjHHVyu61kg3wnarHVxeg7rRz2oulSga+T6dxCTmoVa9/fvQSWg6J8OJbMVxZJ5r1eeufH6Vf8/mdwhkC9eMcwbiH/8bMYlEy66wX4+l2niudKy1vx/XVJWjymPw+HOzfDvzHdqPq9njqv4YsSYQlvhfGOqd/42c642MoXYbM4SQ5sGpdA3R/aEPfUh2794tt95669TjsJ6gZODjjz+ulhOnQCJRR9in0TKrhndWJjJ5LVlmX7a2qmdkVXg2UhcYETB7Ypc98gJ/NyiJS46NW9G16W08cnAkKelcUUumoawhKq2Y8oZgNhGtmY/VX3at5gOv5ClvlHLbTSM06kdfyChcJWaubDT+Wc3Fi9puy+jVEvPwvaOsnyWSLb/1dJ3848sIlgtVE8G2d5mdjlZPfwZ2qxUmPiPJnHRN9uoy2+FYzKpWavIzPzSWkt6wT/dvP9Z6Y2ym5anS48efm+Xb2Y+rkbFVe1Wg8mP1x8j0BGKhqHf+N3KuNzKG2m3MEEKaR/sogTYT3TfddJM88cQTctddd6mfG4mUHo9nyvftpOgG8H4iLjx9sUKnTJGJTE76pVQmmK06xCYyVB49Kb/oVVvmROUDJGEZv3ehZJ5rbTuaymmd71TOIyGfWw4n07K2Kzhjv3OpcDAbe0KlfWJy0ugSrV0E2D225ZORejh9oWxWctps7ThzeZ/tNumo5r3HZMtMuHQiVShp6U7U8LY/1/xfrbqISOa4aj3VcjCwXVexJBOp7NQEyL4ChHE7nsrKaDKnf5+wAhXyW+Mi6PeoEK6Xb3H8+K6fd1C+H/uYbERM15r8z2XyVu29VaKVNo16x9DIuT6bwAIhZOnBkV1DdH/nO9+ZIbpBpWRLJ0CCI5alTQk+9Vt7XLKqIzC1hGz3YCLqi8hYeb3beiIc2C+aG3rDmhiGqBzEtblgIxpYLBRlPFuQVZ1B9YJH/F61pVQTvtWS0Cp5WOfq55zNRd3efRBAxJiId6X91BYqznqZa68e1Bcec72wLwVBUM17D6Y/N8+M8dVIDW1TXcTewbLeuYPfMbFN5wp6LHi+EapGoEnJpWMtlslPRtOtpGR7Ima9vIhKj9dapWkkCl77MWMHKc0qqbXeGGtkLM5W2M9GqDfj/F8KY4gQMnc4+mchuheSkM0XakqgQSAiwQoX4JTfq8vnsIRYSVwzLRBYGi9PtDIXKLuY16XtXL7soumSrqBvah9mud3tccsJK8OT9pe8HB1LSsnlks5QXkbiGUnliyrW1/dYyV/2C5y9nnglO8zcI8i1q7/YKbcNWL7TYJVE0ZkifT7JX+X7n4s4qPX5zDWiuBypZsOAOLWPr+lIrnXeWqeBS9vCw+6FMYBJKrBPgg+MJKaEO8ZnJTEOfB6PjCWz4nFBkFoNlsxNharLJf3RoPRGLBsLxpWONxG1nJQm/eIq/qPHT6g1Ip/OzSjdOZsxVk8wl+8LEwRE5sv3XSmptfxx+0Sokn2nfLta0fpGxhnHCyHESZb9X5nFILoBLgidGrGeroENUTCcyEh3CN5vj4wns7Lr2LgmYfZrpM4SzgMTKb2ww5ONCzjEoxUFB9NiHoIVHsqQzzuj5OB0TWJT9g+/Z8RVKk2JEtDfGZJ0Nq9CFt7vGBItM5ggHJ+QWa+e+NyjQo37QKvZBiq9fjVvb6VGLLX9ndPlGiFAGo/KlXtuF285tXai0vdsEmUtb3VRhhN5azz0QgQXZf9QXEaSWYn43LoS1B8NSDTQI6JmsGmwLUQ6xgTOi56I1Vbe/lpTScsdVrv5zpCxOFkTVQh97MdKdrbEMoDQx3jbP5wQTxo2lJL0d04nalbyeZfXFZ/NGKsnmMv3VW3f1c7NSmOoln2ntm1tdtWEOF4IIU6y7IW3Ed0f/vCH21Z0V7qoHBhJqujO5IuSg/laXLpc7Xa5rUoVJZFHnxuVU9f3SNDn1Sg4xDAu7BCPITesK9Pd60ziFC7yJuJt93fay/5pFC5X1ETKlFaGsE4jRK8RcYM3/FAuL8kcbCjW0jgurCPxrKRzea3cUF5PfLbUWrpv9CLaqD2kvEV4taXtRhqxzDWpcbbvi5G72WM+N4g1VC0ZT6NySF6KpZKOC4BzO5MrSiKbl4lUSbxut8RRgzuZkw295d9xSccExltn0Joc26Pdx0eQrUnw9CoL7CcYMwVdNcJ25lzFdrl8QSPfuK8r5J2yl5nnlvu8K5XuNNSLDDeWNDh3i5P5zDCRtxoBzWwOVG7fafQcp5+aENJu8K+NiHz0ox+VnTt3yg9/+MO2Fd3D8bQcTbn0QotoF8Rxd8gvExnrwoxlZFQfQUTL+EaTOa8mbfVE/CqUoxGrKor9wo6Lmjb5yOU1oobnHRxLiauEiB1sJO6pFtP2KLJe8DPW8UxdvCYtIxAufo9HNvSEVQzgdWA9QekzYJIXIVJRSQQWDvO+ql20j2u/PnmhNlF8U4mk1kW0Uo3vRpaZZ9hi5hDFm5lkN9ekxsqdNFnvd+6Ue7Sn61NPr/DgjMeKkmUbSWoOQ75YkJDHI8GQ2xKKPo+u/kx/L+Y7tlZ6YB0xY23X0ZiMpjIynsyJz+2WdZM2LB0zkxNhYPzeENewkuh4znomrWEZHc+dIZ8EJ2uC428A7jNge13Vik5PKM3/phrR2p7pZNLycVArB6NaTe9KdpZGvgN7pNusvhm7j/mbYt/Ofv7Xo56obnbdf0IIqcey/ysDkX3xxRer+G5X0Q32DSXFHxJJ5opywsoOFcmwcBwac0kuX9TSgqgoUiyGZSyV1YtfwOvRaDcuyFY1hOma2cBEzg+OJlUIdIV94na5VHRDcRwdT0oiV5TuoE/6OgJq4TAXZkTgIDgQCdx1bGLSnmLEeWkqUoXHh+JJGYxlpCPglVzBsmyY/RwaS0sshdrfednQG6laAvF4q4XlEz8ykdakTlDJn11uIxiKZfXzGU0EZPuqaEOecLwHy39brZkP2t6jvvDMChOVl/znHl2b9plPl7ib9ukfX0nD/rxWiPPZNkxqZD9OCJ9pu49lZVB7VLEkqzqs8wdjBMIRn3V/R1CTLDExxLZDiax43R5Z0eGTUMArK6NByRWKyH/UKDn2aVZyjs9ryMreobhGy1PpvPREA7oCZGGdh3gdjF1YXLDCAv84Vq+wsoR9Y4Ks49ntlonJcoI4HeANx3lhRHkinZvM1yjMEMHWMSTEi9rik5VcZiRy2mw2dk+6/X2Yc+7YeErfC1a+nre2U7crt7PU+77tk1qMf03knkxwrrYaMVc/dqXzzLKzlHforbTd3M/R+eZzzBZOxglpb5b9qITIvvzyy/XndhXdABe4/bGEbO4N6dJ1b9C6MKGuLy60pqwYlrxxwezvDKrQhngeSSHC7JGzN8KHWk5JL+4xd07/R9AJ1+xsrih5pGwVSzKUyMh6vK65+E9GbLH/eCYjY4msdIdFDo/ldFk+4vfI2h4kmpU0QgjR2oFocRBJYfCyTldHgeiBcAl6TYORUoXo9vSyPMS9iXjh9VdGAzrpsF+oq0WxtVLF5MtA2BiveT1POF6zu4T3e3y/KRwbGgdh8mO6f5ZHt+2R8PldwDFpcc/wmU8LpuMradRKCp2NaK41kbEnws1dEDmX3Aah581bFYIgYjHpQ7m+FR2ByeTh6Yjq8daMrETQedLrltik5x95DKl8XlKZomQieVnTHSqLHNs/o5IEvG4Zjecl6HeLzwvf97TNBOehJWYLcng0pZYsHBO+u3S2KP5Ot6RyLvG7XVpGFMcBUW51w/TIvkEkcoo1WXC7dTJgn+Tie8R4xN8H7+QqUaVJJo7XWimb9qTP/I6scw6T+sPjaRXxprpKLTuLoTzXA9F6jB+sDJQ3+yk/RxvJo5jdeYZVheKMeujl5zXOmdFETm16YLZifLbn93zHg5PjiRAyezgqbbSr6AbHJlKyefUKrSRiEitxIYgGfbKh1yobiGjWWCIj+UJRE7429UXkySPjsn8oIZtXRFQwIzoNob6u21pmNp7QyGQJsNFUVo7G0uJ3e1RAJ3N5XRJHJAuWDlhGusPT/mxEqHFIiHjHUtkpK4TP41ZBjI6YvagQEbYu8vYELWy3qtMSF4j04biw3/ILn4nymnrKdiHj8bhlW39kRsObWlUNtq/qkJ5Je0G56KxGpQoN9iTJzqBXDoymZMOkB7dWdLu8ksxsBHilZFC7BaXS+8DrIPqZ8rhlZWdgTqK51kSmknifLSYabE26WhulwznX5bYmpXBKoGsrzmEr12N6XIHjOpZGrQ6yRyaSks0WJO1GjkhJRTf2o6tL2YI8cmBMP2tjO8GKkk6Owz4dC5MODVndFdKI9KMHx+TYWFIyaEIV9OnkNV9CgnJBwgGPdAb9GtU2E9/xZEbFNaL0FlZk2+22Vr8Qod+0InrcdwIBiQm81yVyyrrOGWPG2EQmtDOkS3NCsE/7d3S89cQjWB4zE/+51LHGbTRhRbFxfKbkqT2ybj9Hy/MoZlcKsJIlzCWruoIzkkbt2+G8xN8fgBWCmX8DGi15Orvkzfn66ZksSkh7Q+G9SIh4vRo5xnL2k4fGJBrwyY7VHbKyc9qjiaXwozF4RT1ScrulN2oldK3sCk55WHERwcU7M1VZxLpwJjI5OTSa1AhaLleUQAg2FbcMxAtyLJ1RCwoqLwzG05IrlmRD72RJMpsHcySZkedGk+JzuWTPQFzW9YZUGK/rNBHlScUxGVVUS0pwukKB3zvtGTXCGseLRiaQZeUCz4oAW9E2Iz7xs/GLm22PS8rqnSlUcSEv907bqSWgcbwQQVYVGdeMEnKVPKP291Zb7Fbyh9eqZFLtsZL6gMv96bMRzcYSYKKQ1Y5nroJZvzt/fctMs8DKBfZ/OGeJ23zBWtUZnEBugls29oXllHVdxz1Pv/PJREucXxgH/SGfZLN5jQ7DM43VD5zmiJAanzKi1YdGEvLcsOgkDa3eYbmCmEb5TdhE9g4lpSPoU6+43+fVMwn7X9sVmjF2tINt0K+rRPgdHvCUS3S1BZ/fup7Qcf5qI1zNqg6eXx5RNr72zpBVXQWiG+MO48++P2xvtTq3xukJqzqn9mM/N2p5qMvPG3x2QzGrgyeE90xhPT2BrmQJa0T81qpxXkmkljcjw2qcJlaXfa71BG692urzodb7no+djRDSejg6Fwnre8MynvfIcCEnzw4nZfukz9sepcGFvCfkleFYRsUvlqvh2+4K+9X/jejsaDwtuGxGcx4ZnEjLgbGU9Ef9MpjIatSvUCjKxt6IRrVRG1iGkzIRz8r+gkjAa9USxmMQH48eHJWxZE62roioEEFCZV84IJlCUbqCXokEfFNLzxA1WB7vCfm04yUEiFUBZWaUyZRDM2IP0Vpc9BDBK08SA3ZPqfGLQxxt6g3rY7hQly9NG/sF3ismBjhGRLYgvJEst7bbqroCjGgw/vVpQTjtDTfC3fiGTSUK/NyrYqNShLreRXvuy8X2aLxpfGRWNgyzEc12Ydyq5Wvz/Vsl+DIzvP7N9KziuzJRVUS24Z2GdeMPR1IylspJqSSybWXHcdYj04gKY2xNd3CyXbtXPdpYdTJJxtpu3iWSzxd08qlJjrm8jMC6EQpolRS8PoRybzQoI/G0bhPyuiSTzcuhdE58HpxdLtnQY40rYDpYQrTj0Z5AQM9znGfPjiSlN+yXNd2T3nQkgSaz0hMOaEQaGt3YUcIYc1ONsGbWLTdj1RL5JRnJ5cQ/OVk3j9nLjtrtNIiWm5b2ZpKv+0jkpmqdg90JJJfmZE1nUKP/OA6MNQh941GfWTZwWvDjNUfiSN7M2ZKpZ9+ivVLiaKWJt5lgwIZUXke8scTNuY2ZRp43m6h4eRIsIWRh4ShcJESCXvG7UQUkI5v6whLxu9W/DWuIuYjhIn3Ghl55djghyXReHj80rhHxlR3WY0giwsUeF8G+iN9q+T55YcXSOMREyBeQ7kmxDhG6oS8ix2IZ9bZCaGzpj0xdVJ8dSmiJQCxPv2Bbn4oSLHeH3W6J6AV+2hoB0Y3Hdx2d0AgsRIanKzTVjMSq9V2+vGyJH3hVq11UrAiYdTyw2WAisKYrqAlflq/5+BJ/VqTcre3A0ZnQXJwgYrRCTMaq2wyMiIZgWd0ZVIGOKBgELSYX5hjtEXC8z6DXo6IsnnYdV+XBXk2j0oVzPt397McC/21EH69ce7kW5dYVe/fTVmBEDN63lexWaoln1Ry/KQ8JmxLe24Z0WJIZK2KLaDTOa9iqTLAZzaDwfWOc4XxCUrImZuZdkkblkXxWo9doNIUxh/GHqDS+A3R2tXbjUiGMExpjMpHNScDv1Qh0NOiXQ+MpPYZYNi/9YZ/mRNhtIliZSsIOogmhBVnTFdZzDfkTqCuO0p34jFA9COcc/NyImq+I+iUasN6nJln7Kn+n5QmMOFSMW9jO8PraK2AyAdQ+mTXR8mKhpN8djhMiGdtCTKddEP7WZHXv5N+moYmUnLKuZyqpEvvEZ4Vxs7pCfXvztwEVYXL5kuaG2KsYVRPOlXzhZqJgH5eVzjFrFc6818ZzH8xjcx0zjYjqRqLa1SZKhJCFhaNwkbBvKCErerzyopNWy7FYWi/AO/cOS8DnkUOdATlrU596rHHxx0VpEBU/xqyyYbBC4AIALzWSJ00HSkSfISpX+P0arRY/BAH8jqIXG0v0RTSyhoslRDcukkCXlX0eOZIviE/LgCEqbNUGR9gQQsWXRsQ1q1EwjbirpQUX5oIekzUZsKo02H3b5uKuFVFiafF6PPI4hMZkJNp+oTSeT1x04YWFzcbabtorejzWZ4Fj0tKMk0ln2G95o5JsoaAWHyzpI6qI50JcQGRA3JcnOeL50/WWrYgfxI49kmdsQcDyjs8chhDlVqUH6/7jBUXtsm3mNcxn3kgXz3LK/bXVBEizKyhU8tM327OK7wLWBj0HulEf25qYwmZhJfoV5MnD45IpFNRzLZOC2qrik5ddx7I6tjBxxRjQhMkUvrO8Cmqch/Bhx5PW7zhPtq6E59qlVjGM31Ud04mTSGS0OtH6Jehxy+quoE58kYcx9Z37C+JPw1+e1jEcwCB1iSZg4hxb04XxZ4lbWFeiQY/WG+8J+lSoAghBJEIfGMmpfQK2Mgh3e31x83lbthOflNIyNYE1iZflk1k814q0p6wVgIhlV7H6AhRmJGn2auKk6ITfXikI5ymOG58bPofyCacRmpgQoX8BggD28w+TJJNoOr1SgnFiNfTC8QFjcTMT82kLWiXLydxXpWqJ9vo105tjFTHHb4IT9HwT0h5QeC8S8vmiluSDxA34rOh1LJOX3YNxOTLuF68HF7KcdIQQ3bI62CFZNBLy6B9eXaKNZeTwREpWd4b0An7S6k696OIie2A4qRG2Y5LWKKCxeuCxFfCvru/SiwEifSaKs6kvKl6PW/3fVrWTokYHD48lpScalIkkSq+5dZLQ12FVPIAot+p5W8vZWhmvJFrNwdQbhwXkcDKrFgCv16PCBEvsPpR1q9K5Tn2Uk9067cvCeA/Dki3zW1ul1/BafVHr/cNmgwvlCatgM5hmbVdYikUrgm2isDhmK6LvrmvdwP8Q0hD2k/OdKVsQJkX2yK4B1gQVJW6Zqt088+Je0lUIJK7W9niWR/qnI+2Vls5n7mPa+mNF7qpF35trQakkOprvWUWU2vJ3mwkQBDXOM0y6svA/5y17FPIecG7AQnLSmk7NjcDXhi6xEMdIIu6OBOTYRFqfn8kVZEMvSnK6dOUFk1ZTpUN95aNJnbTtH4lL0OuVHkxKe0KyZyAh2VxBOkI+6Y74p1ZTUOdeS1WWShp9xuoWGvZgX0YQm9b2mLDivIE2Xtcdmqx0ElcBfnAkoRH+rJYpdGmlI6xowRpmKpLYBaGxlkDAm2O3bFczKw/Zzw/YsbrCoRkJkPbyf7jv3C19VhnQsZT4vLC/WGMI7wH2GKsaU/UyfqiuZOxb9oo9GEtICMVYnlHlydZxF5jJut1WYya25pgrebOr1eSvlhRcS7Q3e8xUg15vQtoTjspFwnAyK93egMQyBRVxiVxe/H6PLl/jgvqHwzFJILqTz8sJqzt1SXxtd1CXuXFh/P3BUdk3nJB4Iq8XqVPXdmqVhMPjKfWidgVwkcpo1HxgIq0ebHSezGaLmmxmJWOZusc4hpwKRAgNVCXAxQ2ebrdHxOP1SCyZUyENYYLENdhbDo5azgx4xBFVRHT68FhaL7iIKKJcG8QpovUdSEJTT61Lu3Ei+osOnSlbElf5xbm8yQ8u8LsHIDwK6ttGRRMj2u3ecJ2YlNUOtgsL44s1yW3AHqWv5Bu17wOfkynRBiFjHatXusKTUf2yiDbEH8ozmsj7zCRIK4G0M+DT6hWzaShSHmk3n5FdVJd7Quu3Cl98FRRwnkB0xjOo4uHVcxE+ZKvevVVaDqs4LilJvliSfC4vpZJX9g8m5bmxhLiLLvFoURRURIloWT9UEsL+3FjlCPr0nBs4FpPOgEdFOqLiEOg62XKJTCRz4om4dQL89LEJOTySUjtZX1S0/TsEPsY1xjrsW4joovzgcDJnRcIDaI4F8WyJXnyPmJyik22xiGPJy4mrO7St/NGxlIyl87K6IyBBn1WyEBHnnqBXvF5romdNqK2VDUSucYxGvNoTKo1XXHMkikX1rGOCbCXwosLRzMiqfQJnko4B7DiIOtttLlYiqbWKZCaJ+NuCyLvZxo6VA5KX0WJBekJWedPRfFG/2/LyhuUTyHJbjRHmJk/D1DCvdJ8Z7/Yyg/Zty/3pS2HMEEKaB4X3IiGqpbss//BACslYbol4PdLfgQRFj3qwESlGNbDnRpKCSmAbe0OypjOsUbdSySX5fElcXlGhgQgYRAAiZCoS8iVZ3x1UnyUSGhE9RgOegM8tg7G0+kq1g58LNYSzVhQYzT6Slr3lqaMxOXNjjwoGRO5AyWVVi0CiJ56PJWfTmS/lRnm0ooobHDc6c4YDUa1v3B3yauQex4moGER4ZDKBTbtVVqi0YPcyGlsHRC2ECJqedIVmlvozQtpcJO2l1absCPGsJmtu7IvMqL5iRcxhEbASP41IgNhRe0jUer7lA7fqrKMUGR7T5EubzaFSdROrRvp0E5byChWY5CDOZk94m+lNrbyUjd+N13ba8jLdPAQc7wmtLRJmG1VrdnOS2YLXmihMlt9zudWfDW/0sfG0zjdQn3tDT0jlISLarlRWurr8kyIzKz6XRw7FkzoWjoxnZOuKDh0TW1ZEJeJHIm9JG04dTuf0jyssYkaowXYCOwQEZkBryrtkVCeHCa0qBNsYKolkSgVrPGtHSlTTR63rvIwmi4LTNj3ZlAoCHRNkVGWB1QX2E7wXiOEeJEBPljBEd0zUGkcUHlOqaMgv3lxByxniGPA61rnr0TH57HBcV7HS2aBG4+3nhBm/JkcCE0AIfjdKgvrdFfIpJptLlUQnN/i8+yKB45KOjS1E65Nr592i7B6I6d8mjDdTvQmlGTHWjCUM48pdcOl3hWML+YMzJtF2gV1pAmk/v6fzNKY94ZXvsyLtEP04UYzlrNFIdmP+bGeb7hBCnIMjdBFFvDdGo5IvFKRUKMiROBIeEfXyaBKXq+TRqFM3+idCFKazki8FdTkdAhjJk/FsXiPRuAjB9zkYz6qoxQUR3m5EdKJ+LKsH1P/dCc+p16NCPpPMyeGRpJy0tkuXyNW/6HLJ+u6QHIllJIgkKrzWZHk9iPpYMi9aHtltLbsb8YoLJyLbKD8ILzhKFELI46K7rb9TI+XaCbPDrxYZ4xfFBcXU9C63XtiTvkwzGQgBFTkelybMWdHhtJZ8g00Dy9r2aLU90guB/NxwQj+77pR/Rg1sE1nHSv90ZMxKzsRkYdoHXlSBjQjl9HJ9Vm0OAOKvkv/SLkZm/p5XjytEGATRtJ1m5nJ3LTFeXuIQ78FqNV6aeq79mBoVCaZWtakPX33byklsTjX80Mil369VR7CigzzDbL4knbA6xLISS2blQLFkdXb0wW/doYIV7xF2kvFU3vJ0J7Pqk45lUALPrzW1N6+MqMUDojGWzsqeoYRaWPJFCGa3Vt3J5/NadQjf32rU4g751FaC29b+iCZaorMqxhFWSDCWUXEIlqtOWMcCXj0nMRlGRRbU5V7TGdIxF/F7teIK0BWpbF4O5/I6htWCUkSJQuRkeDSKblnSsG1WPdMmLwIdZgcmMjLqtVaqcL5XOk89biuHAJ8ThDjOzakSpZPWMySAhwM+HbM418z+piexRoh6ZAAVlwpF/ZxM3X9M/numIu95OTKe1lrliPiv77FWafB3BBMnlHPEuVe5g2312v7lE9tyG1b5fVgdwHc4lEjLys6QbJg8PrPtbCLZ+HuE6lP4/GGjmeuYcHIMEULmB0foIop4QygDXECjIa9eMBHNhQUD0ZfT1ndLKAD/sBXRw3I2Iq/wbuMCgURFbcAxlpPB8ZRGck9c3anRcN1PUeSUNZ0qGnDhR1tqmRTXTxyNqY/8uaG45IpFTUSDjQXR7o3dYRX/EJ5IOoMdpiPokS19Heop1Uj5pOhRUZvLy9HxlB4bLsbwfCNKvqYrIuPpnDb7MT5RPKdQsoQwLqjGFmJ8ptgHovQQuXjOmu6wXtjNsjIuxoiKqacbHQFx4cZnIyKbyjrV2SO9VrKdT7U4JgL2ZWlzbPaSgNb7glXBEv4QNYgu24WutVxf0ooyadu2laKEu4/FdaVCH4taxzidWGbKtVUu9VcpSl3pwoz/McEpFFGBoSgropXqldfvcIn7rMlUSUZ8023IKzGXJLZmgmiqN+jTSdf+kaT6oY9MWJO54VROG09lc3kdG5hMjCXzMpzMyJHJevL4TjFZxUoHzg+cL08fi2mEGN8LzjG0ZB9L56TT75WA26URUawcpQtF2T+Y1kg5xgW+wVPWdqlNQpMFJyueYEwgCXnXsZgm0SISXiqVZB3KfE4mLGJ/mgfgF3lmICZbVqAEqM9q5R5L6/mVyliJwZhgwA6CFvUQ8qu7Q3p+QkzuPhbTSbDxWuMcc3tc0o0Sf5m8HBpLam1wk7hpn6ACvH8kcwO8phlH+B+v7fOg5X1JO9maiV2l6DBumJzjPJpZ/nKmDQqrBojoQ5hPJf5ONT4zFYaMTcVKEDXnmMG+OmUSMWeXX2BNsvF3GH5900eg2iS1VjQaz8X7QbdSaxXAO6cxQfsKIYsHCu9FAi51WGJWD7WIxCarDSDAC9Hg97q0YkFfNCKdoYBGxODFfuzwuKztQlWBoCZQ4qI8kkjLuu6IJmlCRKO0l3aN9LhVdCPqhugeumXCBuLzedTnGs8XVVBE/RAeViQcf+ixHIzbwbG0+llx8cjkC7K+uyBb+6O6b1hJ0tmUjCYCGrGDBQT7QZdMCFlcyESKWt7Pilpb3mVcmI6MJjVaj0QxLNGv0iotVtQbto2joymtQAFwAdMa534IyslmJ5MVUrT8IjyzHpeciJJvk8IddhlNUgv7ZDyZk9FkRsU6ShxicX66Vfx0ZH0oPpnQaavhXR4pLsf4pYERMnbvthE1eM/DibRk8iW1HAzHrQg6VjEQvYRet0fuysulHR/Fq17aDFFRq7pE5fPOLpBApWoq07WY61dQaXbypDWZaRy8Tmc0IHsHYuJzuXXCGvB41DaBADBEN0S5noOwW+RwjqW1xbrLY0XCsXKDyDbsDQM4/8ZTKp42Z8PqxX7i8LgKPiQWDyZyuuICkYfxqasxcIcXRfeFOvJ4Lfi88V7wOut7I7JvKKbnAc5XcYv0w56RKUw1lAp4vRIKeuXgcFL8Po+MJuE1zklGLSlWdLtYKk4mK5ckmS/JSg+SHy1vOL5v7WqaKehkF3YRdNyEfWVjb1hCIY/lNc8XNcqM4TUYS+nfBkwMVqHrZraodiqrDCdeKy9HJ1K6IoAKMJiM6KrT5LmC10N0GisIVr1z14yxtL4nPFVWVM+J3uPPYXyO6Mg7ZU1JWdH66Si6NWnFuIZtDaVIdVVnhm/bJDQfn9jcyIQTkzf83UTCK1Y8sMpQK9JcKxqN8YKJC95D+arXbMbEfBMpZzuOCCFzh8J7kYBgGDTbht6wxFJ5vdDjInbe5l6ZSBfUmxkJ+eTouOUZjaUtPyU83kfG0rpcjSYeaPYB8QcB1hP1yxii6C70vi5pchcuoplcWjyukgqSg7GsHB2PqUc0n7eOoYjITNIniUxWm+X0omlODhfBAq6lGo2DrxuVE2Qwrn5tCGTtmImyfBG/Cmwsz4eCHjkw7NblckQZ4UfFBcgIDJQXG8/kVFyjkse2FRFtDGIuUog8ojMnLsKYJADTtEQnEz63+rtNMqTX69YkNQiOo+PjWgkBy+oQSrq87RJdQUjGsrpSAJFvEiAhOPESTx6Z0GgiVhdOXtNpdfkrWqUHEUEWmV56BuUC2VhhTHtuE9GGqMV7RHQSQnvFpOXGgAYsiIrh/eHzwQUbHnhTCxnL1rjfNBdppLQZRER3yfKU14qkmWY8eM1VnaHjIuf1Ohi2CmtCMTtUxOWt0prawh2iulTSzxLjAlVAtKIHrEGxotax7op6NRquvnBYiPIlTUKGON4/FNfPG5O2xw6NqyBDlDocsQQ6rFSoVgIRDeGLpGeUHIRNBNU9kCA5kcrLHw6P6evjfEI1lSOjaUkW8tIT9MvgRErzJWCd8vmsSkKByXr5iGKHfW5NqsRxY/IZ0byPgGzt96vlBXkT2G8SRbV1sj5ZAjFt5T8MxzDRK+rngjGFlSKs9GCFCD703w4OSQQedK2YEp70U6MkYUmSql9LOol+bjCpY+GCbb362eLYtNqRWIm9Tx+JSbFU0r8BqCCE/cOnjtc0E9dKovfQaEqTvyNa8jMwVSHGauCJybHNolHChAHVZ1Ci0C0F3T8sRVaSpKm1b86FSrkG5RPOmcIZjcQCkg76dPUKf1PNsZoqNPYxWMvmYrfGLCRzGUeEkLlB4b1IGE7kpKcrqKIQwg8Xc5QWw1I5LuCwjpRGrQsCKhgUpShehMpKRXEhoowkOm3cEZQTVndo8hW83QdGkxp9Qjt4OEsg3CAIccFENRPVfVD9RbE6PbpQi7govm4kTuY0+RBNP7BvRIpPXdstF53Qr9UakKQJAdGTKahAR/lDiFe8h40Q0EF4Q4O6e0SStf21JmNB4BZlQBOi3BLB0jNKBZasSDHEtKmyAIGA//E6Txwal/QELBmo/Q0rAGohWwlkelEvheXIRFItOMeKaV0mhwcbSWlICoWwhPhG2cJk1qoOgRUC+N1xHJaVxK3vOZ0vSSydU28tqrCgCobV4ts9VVHBYC7iJioNAYEoIgQ2hL9JpER1mf3DcRVOJ63q0BKMZpndbAP2DMb1e8D3vrJj2naiy9aprFax2NI/7UuttQxdqW52pUgaalfjNTERMF79VvtMG0kYqzZhqLXPiVRKUojyZvO6grS+OyxDE2n1Vj91ZFyjtUgEXoUJHaxZqaxOPLf2w+9dkvExnO/wUFsiF/5tRJyxKoOfIcq390dV3I1n8nL2xh79iobj1rHCqoIJLCZ8iQz8yh59bl/Ep+IW4wl5AKlCXtxiWUpwtkOc5wqmS6XVQRYe6FypqFHvfUNx3QaTMwhz2K/0HI36task9o3jiOiKFcr2owRnUBOXISAxZuFbh0B/aP+odr09MJyQJ4/GpMPvld4V0cnESMvugpWi8UnbF6L/YZ9Xqy2Vii61RMGiYs2FrZUdRKvdLmsVSpvzpHIaVT84nJAVHSF9XTSpslu+8PcAk/a9gzFx4Q9UaTr6rD0L8jmZGEetfHMeWHXMMWnAfciHgKUIfytxrmDigG3wt8b6OTM18cVrIShhJsmmM63dIjOzdOl0hRQDxqC9qkp5NNpeRcWJyWmjSZezHUeEkLlD4b1I0LJv/oBeJLE0PBzPaYQNF2VE7LCMi/Jm+4bjejGG8Fw3GR1D5zq0mUeSFy6YsKGgbCA847ggI3q+KgqLh0gyV9TukhpZ87jUN45qDfCYPnMsJgfG0hItluSZwYRkEd3M5DSK1x32it/nVjFoumk+my9KKODVkoWwrmAJ3DXZJAPiDZYQvWhHrMgYxAb8saiUgIkF7Cu4wG3si4p/Iq1ROQjLoZhXfbOIUuMiC6GBdt9wzUJ44MKOpfOVEJ4B72SU2LqYojwiqkBkCtYScZ/PL9Ip2gwF9cYhCFBtpDOYlwNjSenwi1oJNHoOy0kJVoCwfgddWHaf7ByoVpWA1UCovCyh6UKJ14dohi8UjVkQgYPwtx7HFiWdSLnFpdU1dtiStsw5gAghjjNXEl01sLy6/hm1kCHmETE3zXlqlzZrLHkSUVyIJCuBzbLXlJcxnK71bEUt5yssGhHys30Nk1wZ1+TfnMRT1ncemTxPrZWHgkjRpaUox+NpzVmAaHzs4JhG9r2ekvxm77BGzLsRuc7lxa0Tz7zavPA9qP0klZc87AjJvFYKgQjGhBcrS0fH0zqp6wzk5fT1XWqxeC5f0skbROM6l0sGJ1Dpx6pFDbNTOpPTxEeMc9QWh0iF8D8wmlCv9h54zb0u8fu6VATD241JHiwvGHeYWOJ7UbsRlqZEdPUCqxgQsVtXRHSbxw6MShLJwS7RyTSeD/0Mbzhe+6HnxnRFC3YsnGsQ69gbyur1IyHb75UdqzrUOoL29XuH4moT6woH1MbTVxQV5RhLyO/AJBaY5Gi7ZQvfF/4uIHqOqkzQ3rDzpFCOM2g1APOXirJrICabe8P6vnAcOE58vuglEA349e8jVrDwGpg8plwujYwby9pU11lbNZPp+uvH1+i322DsmBwUvI6950Gj3u1mVyeZTaUVQogzcLQtEuBVhACGTxQRVwhnXHyNoNQojQtR14JaMbp8Hi1RBqE3ngxq+bGDI2nZP5yU4l5UOQlKEvYQretdkGMRn4oL+Mix1H50Ii39HQEVtJZIhA/RI9CeSMDCRcnvd8v6YFj6OwOypiskvz84JiW/R4q6movou18eGUnpxRsRMFzbsLSNHx5+bkQTMrEkjwojmAAg4oWL+KFCQi/IEC5hv1uPFZH4VLogHi+amxSlN+jVJWtEruCHPjSS0EotiNxDdGL5OlMsadQPF0JcfCCGMClARHJbv9VJEBE5vG9EfOANTeetznZYcoeIgEUHEUbYdrpCiPzGNKqJ94/PAxd4FTL4ghDNyyEhzVrSRnQewsd6DSv5EhOFTCEvff6ATiLwvaGuckfQp0IOCWaI8OG17cvuEBv4TMZhV4j4JQK7gPrFp+0jpoV2pXb087mgqwgJ+6XX1hil/II+baexap1Xu9CXH0e145pPy+1aaBv1jEu6Ah4ZdIt+l1riLuDT8xEi12pcZB0X7BFIPk7EsnJkIiOHtdINrEBFQUn33jDqfYtGVTGOOgI5yeaCcmQ8pRV5hk397bjlRfa6S7riogmMmEQncxr5XtPtkpFMVi1Mh8eTsmlFVM7e1KOTY1i+ohhvHpeWAMS+05m87B9O6OQTK0iYaMICE0sgSj4hwQ1WjfBkGt+dT60d+HsQS5fkV7uHtLsrJteY3P7h0IQEA26N/GNMwaaGFSdEbkfjVoLkjo1dWqoQVhrYOBB5Pr23W6unwAaCyQSsKiet6dJj3aGTamtCi1r98NJ3htBd1lotwaoCvgv8rcEEH7kl2aL1/eNYpyaaYykdD0GvS33lsAOZqDUm76isAm86xg4+D0Twj0wGFfB9YgTA+oa/O1pRJexVu95MW0l+KrptT3SuZg+phbGOYFKKhmfVutNWYzarRo2NpenIPSGkPaDwXiRE/FbUCglZuMjhDyuWUZPZkkaEsFyNfB94GnGBRatoXJ/wxx9RcSQ/YWkYF1OIxVyupCJWfaG5vLhSLr3oo8zYRBKlCiPqkXzy0Lj6U411IxxIqzXF63LrRRRiEslnsGDA+4kgEqJSiKI9+tyo2icg3hGpg1h1TzYl2T+U1CVvRLohHhCZOjRu2T8gdFFxD5F5RKBgrYEP3ecqyfbVXRJERYkIWnNbNYRxAccy9OpuLMGHNCL84HOjkk7n5IH9Y3L6+k6NcqHiCsqAwXqTLYTFjc8vbdU1RwIYop6I2OPzQhJZtljQMm/wuCKav3/EqhKBC396GMLaoxVb0I0PIMKFChMq1HMF2dwXUQsCIsVojY0lerB5BZLwsnJgNKUTgwLqFHcU1SuKZFQkj2EZPmVb/sb3h0mJe7IxEgTJs8MJWdcVVCFhx25LMVHpahf0Ri/eKNeG7336/pkXdLN/y1tvopbHc7xgr3Zc1X3p9uPOzzIpDPaqeAa14n2yAedKDp++leyHz1lrcE+kZcuKgE50MMHF/TgfXVKUY/GsrOjwSS6XlzTOg1xeOgLw4mc0zwDJlpi0WRVO8hLP5qSUxvfvllIJlX9K8uCBMV2FQvUepFfsQSJlKqOl9LAyBAsJxDmqCMEqle9Eh1X4wq0JKr4D+L0R6R6Mo118QMcf3hNWUSA0UWkFYh/nLaLayBfAc+FHRwQ/fgxVikTHptUptSjZXFEngL0dftnSG5XHD47pahii2ohKYyUMk2F8JttWRlV8w6qGVRtMFqyKLz69QTTjb4Oxu3gFjbBQtcUqdTieHtNqSSjzifGEVahut3uyGkluagKA94rVpbzPK6WJtH5mmORikm4sVvDi471Zlrmgfp/4O4NE760rohpdh5ceVqKINrAqP+et6HZ5M6tK9pDyplO1xgzGMFax+rFsVuX8L6eWH3xuY8k1FblnrW9C2gOOvkUCmrl0d5U0gQ/t4xGlw/KvVg7wuPVChWVcXLxx4fGqD9qKGGYyqGqQV5GLaBUuVxAEG6NhjWQm0lmJQYCULJ8yloQhz58+FldPK5Int62yPKsamUVSI0RBT1h+u29Evd97hpKyY2VUtq+MqkiELWXfYFL9z0iSxPI5GncgieqZwZh0oyLDSFK29Ef1wrZ3MK7HBRsqukzuCIelVCzJQCytYj7id+lFdfvKiKzsCOlFdiCW0ogZolkQA90hvwr+p4/GtBTa4fGM1pVGndwzN/XqkvlIGkJY5MH9o/KCrb3i9rj1c0FUHKXaMMmwkh7RFjynEVEIA1hwIMrweWviVr6gUUt83lOJni7R6D1EAXy8Tx+BUMmI1+OxEi/9WH63KjygxTdsB7ATQDjhc1+pnlCragY+JwhPTJRww/sN+X1Ty9awBHQUShp9tVMpKcxEwLXCix/nxczGJfbtTZ10YL94Q3zhc8C+THMic0G3tp3syOmzarzbO4jaKV9qt3c2nCl66i3JTwr9WSaF4TvLpvPy9FhKu4gimowEBnR1xft55mhMS1seGknJyk6/fv/IGYBgxIQN32tfBHXqMYEULTfY2eeT/q6gnqdHYmm1X8Fq1RmEYLcELSaXEL9PD8SnosmwVCHhuZgvyoFMUs9PfHK5bE72DVmlDTG5OXNDtyYvP3gsLlhjwcwWq0fPDCTUKjMWz8iJazrlxNVdmjyM40C7e5zHWFFa0x2Q4VReJ7pBj0dSnqLaNLpDAS0Zim8K4hnHCn85xjpsWM+NeKU0UtL7MIafHUlqiUT4yTFB/f5jh/WYIegQFBiKZTUXAyU9jWUMCdSnrevS94EVuoDXJZlEQb3reAyTeYhivD98RphcYJKHAICrhDwLa0VhYCIpq92wxVg155Ecnc6l1D6Cjrnrelxa8QeTZ0xqsACF8dXbEdRzEq+jlZNKrqk28+Yct5+DmDyZqj3mPCtvqIMVNfydwTiv1sQK578pZWgfC/WE9Wz84I2NpeMbBDnlLyeEVIajb5GgouDYuF5kcEGFAMQVFtHlGDpAlkoyFsuqpxvCHNE2NK5ASUFc7HCl1oQkCHOtaW1V/YiWilIouaQIn6VLNMKLxhwQmYcm0uqDReQbN1w8EaFDdBmXLVz8va6SDKPEoBeiviTPjVjeViQPopwZErrcAZEEavuG/ZqsdtLqDn0PEAqIAuJChqQtRMZQ7QGJVBDZq7sC2lQC9ZQhJjTBMVuQgYmUiuJ9IwnphZjXMml+wdvEa2tljVxB23Xjkoea4tCSiAQjWn5wIqWNiBAVP2FlVH7/3Ig+HxFqRCoRpUKdZYgu7cqnFgtE+71aRxgRw4OTYqQjPO3DRtQc0U7t5of24W6XCrNsMadWEyR7WRYUXChLugqACjH4biEgMJkxZdHw/UCcIaqmrbHhdc1ZCZMAEwrUzC6PLJdf2PGdqY9+srKLSR4zkTrjP8fraJTZ49YII4SGEehWYpxJ4rQ6bVYqYQjsx12Jin7Zstbd9Xzp9vc526QwJMqOZLG6gBWQ1NR4wXeFyRomfvD+olLQmp6Qno84B7Cqg3NwdVdQBSgmjQjgrukJqlDULpOFogQ9brWEodQfPNmwl+TyiJpbkz585/gu8T1i8gzLCL4hiH1ElTvQzr6AlaiSPDQ6Jn043omMxPOoxY3OrUV53rou/fwxycPErzvqVf81LBmaLOuz7teVr7BPS3Cu1Sh0SpNJN/WG9XzAGN49GNdJHd6zViDJ5zUHAZ5snOc455EYjVU1iGLYV7DKcnDUso/gQ9myMir7BhMyBguNG6tZcZ2c7smX1G6GFRwEDtwFVEyCnQqdO1HxJag2FRwDkprxHmAzgbUFq12BoE/tLbCw4O/Y00cn9PVgY4N/Gz52rLKh5CYsXFihMtYknBdolIUEZtyHKi/YBj/jHMdEo7z8Js53e4MugEpDyCfBODOiVjt8FqxE6/JETLtNCto+VKNM4GyF9VzGEqwz5StJrPVNyMJC4b1IePC5MSm6AxLw+aRYgJgrWrWF3V4pSEGKyLYrFaTX75GOsF8TGLHsjS6XSHCEnAy6XNIVDaitA75Qq9ug5d2GIMYSNZKqEO3CJQrVPhIqSAqyL5lQoY164bCK4D74jU9e2ym98JhmcnJgOC4rJ32j8GxGfF7p6A6qIMcF9pe7j4lHvGq1OH1jt9VZbzytYgQCaHXA6rR5eCwpo8mClkA7f0ufJpHhuJ44Oi5PHp5QwYJlZNhdYKWJ+twqXjZNliJE5A5CHg1FLBFelGeHElar6Y6ALr+jWRDqDaPm8oQ2K0HyG0R7UVZGLU8smgghwIiuldv6O3Tfu4+VJJFLawKrlp7LW9ElU38bF3p8FrCF4BgRFQ2jcyCaeUwmYyYyHl32hm8bwgzVXhANHIkn5ci41eXTiANcxLH0DosLIvoQ4cPaML40FZUzr2+VbZtO5jJL6FbU3PLlokIHxICJtlVqow3BgAs3RIh5DfjVjZg3yWMGuw8dUXEIk9lG1KqJjGrL40ZkTBQtH22jaKm5XF5zH+AJ9rvckpwsiZlMw7IkmgzZ32WVDjx5dVTtUklYONCxMp7V7wvdE6G8MU6OjMPKldN8RXxOqDKCKil4FIIe9hZ8/BClkaBfeiOwKFn+f+zAhXbrWqqvKAMx1OAu6PjEtzmo1YDQ3t6lq1p9UQirrEwkMjKRyesEeX13VDL5vIR9Hknn83IsZZWaRFQ4W0irZQRiG3aOaMCn5xLKTx4YSWh0FxOtLRDHsZSWJfzvPcNW1LhY0u6tEG85XTHzq53kgefGxFMq6QT+5DXdKq6RLIo8DkwuMenFihcmpvGMlcgJixyE8Lou1PF36eoYvj8I1FPWdOiq1P37hnQysK4nor50/L1BTgpW0HDMWDmCPQvNwDD1h/8+nslZjYNg+5ls5ITPEmAs4nPUFvTwkntdk/XGrb8fSETe1h+ZUYHIeu50fgQ+H4xFdNPE/xi/SPRcp49PR8Eh1rGKZVZgMK5SWas7bXmicbX6+5XO97lEptlMh5D2pq2F97PPPiubN2+WdgcVP7DU2koy2ZykxC19HpckcgW9kKWKJenwlKCSVEAjioeMfvyxhtArFvMaLYplkirs+sIBWRfxSzZvRbEQeRtDCbpMQr3eKyJBifaGNXkrjEomxZImLSG+Cc8kLpiI/mBbvOdEGhfY+OSyLy7McMGKuNBcI12UvYMTKmJThZImhI6n0O0NnmYkd4bURoKPDSL9lLXdWlMcr7UiGlLRCW8kKieowErFNdiVTOfF452MHucKEnK7ZNdASiN72UxeNvdH9WILLygumohqxjN+TWBD575YDJYSqzEORAgmJM8MjOgF/6mj41ZyYiwp21d1agRPm4EgMXLSb43jQ1vxg2MJraO+Y2WnRudgGUGkDm2ksV9XyaqtjUkFKpR0Ry3PPSY5EBGIECKahoorKPGICy6ijJgkoVoMStlheRwiV6s04IKvbbSR2Gd8zVmrhvjkxMfqNGq1gLcEsz0Sh0RS1AnPSiEAL7bV8KdS453pyJ8V0cN7x2tCdCCij4gofNyrp0qvWUIdosZXw2ZSi2oio9nL44OxrEwkCzpx1ERiFywjGD85ORbPCNwILlTdc7kEc4tHD4zr6gxELRJ9w2GPTnpHUwXp8PtUKONcghCHBQOTToyNAbU1WKtIaJaTLhSkw+3VZjqoloMJJkR+xOcTl6ukKz8Q9AVEwfMFrYYCEQixjYZXsIHBk43njKcmVGjitSB+4a/ODBYsO1DR8pcfiWFy5lYR/PjBCf1u8P1hIoCOs4hI47vHOIuiHnexpPfvG0pIdhwTRnSJDWlEGRM7JGzDkoNIt06sU3lZ1xPUFa9D4yld6XIhGODxaDIl9o9zFz51ryuhYx0Tx0F0XvX75NfPDOrraav0nrD+XfnVrgGdiJ+2Pi+nrO7S94LVBXwX+DzCbiu3BAnSUOUbeyLS1+HXVcBcAR55COqCRrYhxlFdBT9rcrWOkbyuRu0ZiMlwCkmrmBzndKwh+m4Sg+0TUWMlgVUMSdLI2bAml1aSpgF/a2C/wQ2TfkzAIOzxtwiTILu4t3fOLM/PaMb57tRYWgqgclE9tMpQtxWAIKQZtPXou+222+Rd73pX24vvVCol4fDMP6DNBgI6GLIuCIh+mcQjJEZC+mCZGH9UtZVyHhn/Hk3qwsUENhGNGiGzP+5Rq4jWlXbBu5zTGtZItBxP5aU/b1UaOTSeVJEL8YV9oxIIqodAKMN/jAtlOFCUwQG0p7bEH2paRwNIQETiV0oF5GgClhNRYagd/Px+vaA+enBMq0IgAolj3juY0IoP/VHsw6/PQ7UFXBhRT3xAu+xZ1SCQaNoVDunr4nlY0j+UzcuO/oh29OsKWdFYRBohYiSZtRLZYO8IWlUgNKLvtTr5oZ01IpmYzGhJMQ/EfExKmIxErSX8h3Ijlu0GomoMrcZResytkx0koOFifHQkoasImORANG3px5J+QFZ1eLXLJyLBqA+tkbJAWhPqINaw0gDfOVYS4KdNInIJAefKqkiHOEFkzqpYkrHqaWs3Tdg+inJgLKVVUJCohu8ZF3pc9DEZgaXAROYQuT06kZQDhZJsWxGdKuEG0aBl1iaj2ngdIziM7QVg38lsTsYgurqs7o72Jiempnq5X7sSjSd6TU8empEchs8XyZOpPOw3HskUShIR2EKs/UJYwSqCEpHDSPhV61ROu1ziuwt4vLKy03p9TbIruVTcIrER5fcg5jDZw6oBIt8QzMingB0i6A/ouAl5vdZKDcZo4f/f3nmASVZW6f9UztW5Z6YnRxiQDCIugoqgrlkB45oxrboGDIjLrmvALP531xwXUQGBXRNZFAOSc2YSk2PnUPH+n9+5dXuqezpUz3So6j7v8/RMV3d11a2q+93v/c73nvdFP48kKSfdGRYFSMT8alUZDtHYO6C/I7wKmQjV+bowcpWi+Hw4gvglmyWePaM8n/c/X6Q6H9Bzg+sG/Qj0bFD1RjqC7ILmXrTrVLKdQGCQlLN4hlizIF/WmJRiOKCVZMY9f0Olfmdnr4T8ELiiOgw9vbfPPY/6crroYKWBDh5iySKAsc7rhyAnwyHZtK9XF6+c11S+FzTE9RpEY2meMb2rRxakompdms/nVfLWmoho5V0XLD6fNKXDSrrVgamzTxe9wH3dritRLIgHOl7pbj8GuntcVlTSRaOy3yedvQRjZbRwgMsL2nRIuyfF86QtrJo53zVxs3ReeuBcUAtJpEsluRjHyvvFLgCvc/g5PfwxRqqCe8m6I/mFV3SuH1A9r7xxc7YDMs01+kOX3zfufbnfTR893ci3YdJQVSOuq6tL1q9fr1833nijfO9735OmpiY5//zzpdrABMPC4NZbb5UtW7bIS17yEnnb294mra2tU/J8yAWaoxGtzhURl2o4R1Yy2ZIzhwZLZORv6/e6DWOEUZacBKgyF/Mi+aCjDh0IwyFnKtWlcS7g2uoVAkWt3DIhsS1NVZQodogqNoVUc/gTCKpaxmV47IJW5XjKog87toxW7tzHd5SUeMQ8FAtLOh7SsJBsL1u3rnaYhMs0TiYF0dCcjt4B2bKvX5uvkMus39urJJljUk9inj+ARVhOcjmen0qyO5FSYaNSHgm5W/l9u/NSCDvqenBEW1pJBe4mEIt8Ian+yby3yElwe4H0I3WBCHRlc0q2aNjCDQWdKxMxlf+9XX36WFQ621qj8tj2Lk2d1J0Gkv/SEa2yIzvtyeUlFgzo8Wm0emlSd1W2olV9XfQkw7Krxw0l4vPlgs+kiN5XA0uQsujE7pJhdPREnLOYoJrHQgfSwfvr2s7RFOgSAWQgxKTznuL/zcINQrFxz0DpOYqaHFoeB+/pwPX8g9SrZMWR+SlSDV0iVI6JNHFVXn0rd2U49IodIUvbe9ydHCQ5nE9ojDmHWDKoxKjo6DnfPZDRyn/3gNtcuavH3QVgMUOTJX+TzeckGMRlgwZDkfW7+whpFIeAmlITJBsRbFJAYNk9oXrOIgvS2J3t13AqnHj6ciJsYKHPxkUo6vdp8y90rFCKPqeRmYU0i9ZMHgeirGSCRV3YMj4g2FwTkBOxECD4hlUdi1C8xBc3JPVcZIHIbhXns0rNMnlZ0hSTdDgg2Rx+8o42PNcl0Vy7lXTCfljUM2Zw4OE1P7y1U7XfLDaT4aCs39Ot7ylN1sGcW92FlNJgyuumEs77wMKjPuGoOw8NqRB/Fu4sGNvqonLP5na9bnCeEk6115eVwxektI+ChQjXkV2l8UZjclM8rAm2LCrcXZmius5wvhAsxCKAPhiuc4QCIQVZ3pJwE4B7s7J5X7+eY+jWsVJNBP26M7azs0/m1cW1QMDCZUB8Kttqz+/vL2BccoJQIGBh5fVh4GKkDZ1q9+rKTbzgL9d/PzJiyJY3rli80v+y36lo4jago/VNTHeQT7UBEg2ZxhFrvIo45Jz7GfE2TBambcSdddZZ0t7ert93dHTo//v27RtyuxxaORGRFStWSLWBY/vGN76hk83pp58ud955p1xwwQVyww03KBlftWrVQT92JpPRr/LFCIB8MUkQ084k6NqbEW8uki0VTnJ5JjoU3wX9YJkXKLZwP3+Q3xelPVfUylmh4FbJgyGRpjgJc0W1FttFvHU0rBplyCyVXSZzXEOQkeCnq8S86IhTLOjWcjjoNqdRFWTrGigJhjiU/mdCY6ucSY6Jvjebk0BEZCDvE19e5Ikd3UrEmZgh1JCSvFPUxjcmWgJ6IDswE6Ki2c6FIPPiINmxsE86B1ztJgsGJnImZiqD+LxEAzit9GioEIuGSNgn6/f0aTWMSTqbpwrtep/j/9s+wIU2LqmI63QCUeN9xKVFE/dKFTBs3VwnEirpBfET4R5ydyYg9MSAQ+JwnFmFk0t7v+rNtV5NVTRXkKd29SpxoKpPJW5XL5Z0rpwIvSsNZroNHvCr9zeknYRLyDoEhNePteLTVO2Dfm0ARXbQRIMfOyJOQMNVOEYIOKTZs8/DCYLXkYriK859HV30IIHxAnF6Snr+xmRUj48dggO12IVxHVQq1aGWx257WvXyynol2tXRxlH7QEbyJb9oXjfn0K7OAV1gQlZ57+gJ2NeHDzde8lRD0ewy1hzp9xEa1S+7GVc+3jsRX5b3UtRhpD/jLoK1tTRc1MZmx4dcyS/9+EoX3AVENCDSW/Rp8A7PzY4JY5UFMhVZpMaBUiVam/nyBZWssOZmQc35gfwi5LgOIziUUL1msUj1l50wFqE9GZ/uYOWKkFScevJ6jkB+aX5mvCFjKvQ78tROZCdB9e+n+o7TS6SjXxcBVOcZSzizsBDluApFdrDw74ZshmVLPxVeiHZYCTm2pyxieF8TyaCOI4inq5N2JVacv3iNI//gkk9Vml0IPPs7tLBAQzDNpq6zE2Fa2dJOFzIxFva8P1xPugdoTGbnEdkTDiUDmhzKNYlFI9cDrk5c54LBgjT0hmXtwrSGi6FtZ8FC7wVjopN+D5pu2TEscH0T/RmLQBo7E+rR77ofcT3gMyCAiHwBT35V7gY01DXI3Slzz/UD3UfKx4jX1HwwVWp3/Lrjcfg4NB24S76NTBtmNfE+++yz5T3vec8QMt3Q0CD19fX6fWNjo9TV1cnVV18t3/nOd/Q+Z5xxhlQjOEaO75WvfKXefvvb3y5nnnmmvOUtb5FLLrlE/uu//uugH/viiy+Wz3zmMwf8nGqskq6BogyU/ZxaoOqqId5lP6euQgWZchkfMt9yiVWnOLatfaIJfPEQQTBYe/kkCHnKFfR5cqWGTJfkO9rMRLWVSTcVDshOLNb8fpVjoGmm0oMEBqLtlCarRCAo4i/K4gbXFo1KOEE8TOJISqiAsfXLIUEYdPtX3ZJdW8GQP6jV4jiEPBcQUpohpzzD9s6MViECAbSpMSUkVBzRz8YCQdne3a/kj+Nl8kpB3HGUyBfcCnZvVo8dAtufc1TnmiuE1VmF6u+CNG4JblUTW0C2qte0JHWSZktcdfZa2S/I7Rv26vZ6PBiUXn9Bky9Xtqa00hbop5qIdtitvDERdg5ktXHPwQ6Qqly+oBVLIsNZUEHGO/OOsL+A0wq2jd5ECVks9GRkX3dWNrX3aUMp8fJUIUsSb9ddJUsQi1upZS0EAYSgL22KaxAJRI77IHNBv0t1jgY3oGS96Lk4uHptLCbdVM4DK93Drcy0sazMQQWMZZs2HMNjt4c3VR7KOGIhtW+AXSPkHe4iDWLGgqujNyM7WMxx/vn92oRZyqXSnR7eR3dZKVLIsWikW4HodRag6N/dcaYIiOr1OZ9pmoRczkuFZG9vvy7yeCQIHmOGBVbJ1VAXyESuIwtjcay9FnoB8OlCzecPSH+BoCneYxaJVFJxLvFLSzouqQGacTMiRXoriq6Ov6SLRtdOZRsiDSFml0kXXjRRQ+rYwcENiH4JmoY5z/OujSaOLSTB8vO2Osg/44ldp7y6llCpZqzyOLxfLPK3dWXU/tANq0L73a8yDqQiyKU27euXNWGcg7IqieEzp6kSuU4iFpLuTE6WtSTUGhEtO+MO73qCrvjc2Kl71som2bqvT8clOzz9rUUl9IxXCC/PQ0UemQtVf85ffs973pAIqb6c68gj27ulORFUx5VeXJqiLDxDKgNih8CtJ2DnWlRnHF6k52LCa+e9Qaql58ZgJRni7Hrelzdheo4q5RXpA91HXJJdnno50Sq1LlrDI+8SHWzjpsFgOHRM28h717veJS94wQvky1/+st7m/3Q6fcD9qPKcd955Uq2AlG3dulXe+MY3Dla/Q6GQvPa1r5V169bJpZdeKnv37tWFxME0XFI5/8hHPjKkUrd48WJNZQwEhpJuKSPbYz1TvpyMa8VMJOSIbtF292XUAQVCHoAou6GT0tGFnpqfubezWZFgULShMlMgQh5STlU2oJNiIuCSZsgf2+NsVUNO8evW6nAAbXlByTzkh6qWBlqU0jiRSTh5XB8CSvLzhGQgV8H+MBKS+XVh2dqZUVtCpBRU86jCQwhpEsU5RF08ogHZ2d0vO9v7lQShK3d8kEG/Ev8FkahWtph49/bm9HdqNRYIyBZCOKiGUzWui0hTIqwLhvs2tWtDGEQkQehPKCDzwwE5YmGdPifb4RwPk/28VNSVA+QL6hTB80d6/LKbOPI8TY9xWdIYV1IBueDvec00fTGRd6iu3ieP7uhSqcm9mztUV76sMaFVQs+uD2368kBcSROfPRXH8kQ+nFD4TNEsQ7oXNSa06u5N+EzoEBiq2Zlcv9rIUeFFi7uYcJRSlW2wIhbZv4U+kn67vDGTx+e1uA4PNLdldMcDTfyqea6bxVjwYrcPJW1vtHEE6dEKZMaNi6cSqg40/fQEIJ2CJLkEG5MYyC9yepcqu18cfja3n2RT4WbXptxRHIlRHs98H6THfZyC9ErAF1DbQg2NCRb1XOKaksu5j01afTDnarPzUUdCQTf+nF0ljq85HFFJF7sCxYLPJaohN0mVzwTCqwKmgE+laVgJcg5yvgV8yFsKQqAiZBKpSCJImiZE2E14VF8cx/WzpsJLw+LunEtY2a2KBJF+EPrTo2MOByRceNTakf6KeKkZGykN9qCRkGrl2T1ilclYR0rzNDp4HxVzxp7bLxEOOLooQBft8/nlmCUN0pyKyNN7+jT8i4PDupHPiMXF4fPrVEO/oyujunqNgEe2k8nr2GQ8Rn1YDsZ0XHFuc93CiYldNyrzjBf6UegbwT2mOYXjDHkDbupmiuAeh0VaRsfhmtaQkvLyxaer988O9kKw6PTOXS/Mani12ZOdjJYqqX7hAyQPd6tGnObP4bs/lcAq2wZD9WFal7xUialmb9iwQd75znfKypUrdYIciYBXI5iQmCRjsZikUiltquR7D6eddpp8//vfPySXk0gkol/DAYcJeOW2ETDGrxRcdj1ioKSCnxVF1PygdKjBQF4iIddDGDLBtjeEgms2fUa5rCjxD6g/MRU9KrRF1UP7iE938A9HE17UCRsC0NOPi0Jcq7yOluxcP3AmUqIx3NS8nBTyjvT5kHC4FT4mu2wxLz7HL5mMq4lma5zqoVog+gJK+gn0QAPKtjvHjVMFx9CZzanWlMrY5j39sr2DwJqQEkAmUSrOvBNYHhLBzs8hRPt6XDtFSC/OI1Tw9P3K4xBD/Q5Lspw0JyIqg2Fi3bSnVxuzmNiDwYA0xkJKctHLL2pMSqbQJbs6WcBgr5bXyHi2ztlZIFWPLXsq3jyW6q/7slrJRu8dDfnUUg0ZD82NHA9oa4yrNASaw3Y2vtKskHhvIH1dGfeDhVTRBId23tve9iZ+djr4rPBD5jNggYQ+dng1rLxqBiAE5VrwcpRrw11NOp+Bu9XPa6mkWufFbh8KRhtHVLnb+3gNfK4EyYQlEEIeFJT23oIuTotZ5B2cb+5i1VeSeHjjB+kJnvEe9Fs2d/L7xyH/96IBg4CX2uh6+5CTFHRXg8+/rygS1MWrS7i9x+d/PmYWueEgjc8ByeO5HwvJ3n7XM7x3gB0mHE/cRXMm16dEEn0yDdOM3d4QdpJB1bDwN7w+79hypH4icYmJpHxBDdRhAYk8iHEASWaxyrWMSi4LFnZbegaK0jXQoyQ+EQ3puCOMCsLP7hjPw99o0m0kpIu+Bm1AzgpiH12e+1wXmN68I5v34SMelD19GSWzVLtZADC2qMazmIT0P7GzSyvTjHGuMzzG/Zv3qkWjl+bLAiMQxCqU1Mqc6ttJw0VGQrOs29ga0AbT7e19rltJHr9+dsqysmZ+ouRI4jYc646IVsnD+iEXc0WVlTCOhidcemNkZ2e/xtp7i86RNNaMDf5+eAhVOXhsjgEbVYouePYP3/2pBFbZNhiqDzMyIpcvXy5XXHGF3HvvvSpBOffcc5WIVzs0sj0Y1E57FhEvfOELdUvba6g89dRTZcmSJdLb2yvNzc1KzDdv3ixr1qyZhOd2G69CwyQllaIwwgePUwKEAJItpdt5ray7k/MgUWe7vUzSotH0VPnYWu7Hz1fE7xAtTQOZSJiKITpXGEHRp7pxnZgLjnpodw/0KWGnVpvH2jBH4yZNm+6Rcl8qUpDjQMinx4dFGRMijZU6eWUKur3bmMbSzK3sQqSouDPZ4T6B/AOSD0lgMmzAnm/A9fmlSsbkDjncQzy339WfMynz+p7c1aMTOhP16taUm2pXqm6z7Y/2fcPePq2O53JuMxzvjR5TIqIVPLS2bEOzZb2iNan62rZ6V0PMYgWtOtvnhUJBFjYm9Xha041KaHjvj5gf1e177PtoqKM6DxnBfpHtfYiEF3iDOwPHrguFgqPa3QZCbHhzfK6Nmiv/2E8EFjXGS9vj7gmANIVQlnJyTGUV/2UpSQY0NbPkbTxe86S3rU61ziMiE6m8TYXzAtIOFpfZrE/68q5bEIs5KsMsJpHtOiVy7UlLUIqXj70MlfCyx9SlUBnp9gCZ9mKHSqovCTrswoj08Bg0Z6IfRy9d9ndaVfeVfg8hR4/NgieTKzkYyZAej+3dGZVtUSl2bT6LOgYzAxBLRzqCWHnmtNkQ8E4q2c+LxIqujWGSnSD6CkLoxx1pVJ13ztWAO2i/XdccEm6xVQwH3XHLm/bA5g7d4eKA9PXiepTPy7y6hDTFgtpsXKABheZGZBdRvy6W/WF6RViguLsh7IbRU8CCMFKqhHMucwozutCSs4AjGKyglnw51ZJzHh+/uF7PZaRiyEog78hH2HniNRwxP61uMTgo6TggNKjoqOQK287FjTRlx3RXiQUAO0ZcrzKOey1iQcrugudK5BHqcl97np+FOYQ94ItIU3LkVFZPYjKSj7cHz1lI+yXKKuiHgrnuZGIwVAtmdPQdd9xx2pB41VVXKYn9xCc+IdUGJrI77rhDHnjgASXe6Lnf+973yqZNm+Txxx8/oLJNJdxr5KIa/uCDD8rChQslkUgc0nFQlRmvqj0RlJN3t/brEg7qpKHCgRVyD07pdj4r4g87SkoG71hqEC9AvtVz2FEHloF+EZrz+btIEYs1lzjEolTGHOnvcY8HTXqoWNSqF8/kozGtCOHISk8/qXwxdQBhIZALOupprPHbJZ9wUiTxzI5GApLMBqSHql8WraxPWpKuXpxkwU6VV0Ci3SbOeo6HcJJEROU0NCo2xIJaPSdGHreIHZ0ZJaEcN9pSTQ3V+Hi0skF5fEen/j2VN6QrNGBt0IYxoqMD6gQyPwUhdivUm7Awyxd1Ox73C3yO0aI/tatLq/NM8qQfHrmoTit96pWeLagem7cHGQAkgsme25Bcmm9pTiMYhsoc1TRIifupeRaEw3y7G/dfApCSlG9L83r//tQelfK0pl2rwOFWg6NP7K7zSsxPw1twsILtVfvKt9tHIwNT4TuMA4zgnS0+ieQc2bSv2/WaRhJEg2RJQsLia7/ZW+lnI8i3RrtdXr0GrlGluyBF7uVBG58hlq5KYv/jIc+iWs65XmY8x/0ZSzRvum1z9AS4QS3ecwB/1m3WzORzguS7r4zZu2eDuwBQq0GnIFs7kcMURAZ8EhBkGTRKe3/glxBpmOQGRDjn6Q1wpCEW1Wbd7mxOF8Ke1Wk04pdYwN35IbCKZ9vb6yZjsmCjD6QnlNcFwgCuSNr8V1TpDwvLlnRYVjSltOkV2Ra9AiSHIteiik0Vv5gnVMgdg0hWOEfq4xFJ1tP46boFYZe4vatf+yTYUSLACiihdRxdrKfqSB7NaIOr+rWXzmmsMWk6VUJdipxnEeklsnpNi4xNfs4uylEL65Qgs1PgJtC657cmaGp/TKi0S7Rf7jV2OmtQ1sxLl2wFcV7pHfdvxoL5eBsM1YGqGH2vec1rVP9dbdpuSPenP/1p6ezslFtuuUXJ9te+9jX5whe+IF/84hfVlQUtN6AKTjX8pJNOkpaWlkG3lssvv1zvd6ivTSdYvJ5l8lEcwV22nHSMBCQnqmYYARwjpCGH5VnOJQiqKy8tIPg9qodYiOYlbPby9GDqz9Bsq642iGsK1W48SZCdFFWuwikLMe/SanZW9aMa9ONHk4tWNqT/o4vFjm0AHzb1Ky9oQyKTHpM1W8hMQFTe2A6HKDh4JEcjspCUv1xRIgm22B15dHuX2rZpKl7J9QEyDmPi79kqV327+HQSxxOc18XEzrb0jq6Ckg0+v0V1MY3GxpkBWQCPT/WRBYZ6s/e7wRpP7eqWDbt6lLwvb0lpRRHtaXtfRnZ09qtfuVdlQ6LC/0ubXBcSKohuqp97tvB77BQ79uTUeYH3YPO+PiXG2J0hYaHpDZJerl2lkofWNlf0kvfKK3f7Gyc9guE5NgAeZ7hExQ3jyQ+LrR+dDEyFPnVxY0we25vTqvdudNLFovRk0XUHlaB6GOn8H29MjAVvTPUX1exkiCSFt4zzfzixd2ulQxEo/S4zyuN78UUQd5xTdKEYZMHrkn6tmPuxsPTpzg9t0wM4JQXdZkVI9Z7egjYf97NoJXk1zE6Lax+KraQGWWUK0jXQK/24AJUuSgG/+1mxc8bz4IqC5Gl+OiaHLUgreaaRGULLaGFRjmxJJVokvvZnpcdX1KZPxise9+yuQHpxIlncFFe5DU3PbQ0J1emzQKVxeTcONKpJd3efSN6EkGeyjnq0E5yEaxI7ZzR5IllBbtTe48hTe3r0nMwV+mUF53eju1Dki/P6wa0dOl5aaKAMMdZcCRuLfnTgSMNwH3LJuKuXB141nOPg+Fg0j9VIOdy5x7uP6r0Hx/KhBOuY3ttgqAZUBfEGOJogP8G7G/L6gx/8QI455pgZPSasAY888kh5wxveoFaIDz/8sAb60LR14oknarMWEze2gpBu73XQqIfM5De/+Y386le/mhQZDUWcqSDdI6HS5xmLiDAFFXP7K+ta7Q67yY2QZCqKTI7oFyMwcnS1MRqbSMx0K3hFf0G1zbg3sCXvOK6PuLqtEKde2jvnX2QW6JWfbu9xJS1h130lFOK5aBpj8qIy5SYSUm2m0kijFC4fmkxJFD3WeQM51f6yxX7vpnZt5Grvy0s07G6h5wthGfBhAedqaBfVx5WwUNXC6WJ3t2thhh8xVS5CUNj2ptEU5xaIRioWlsPnp/UYHt/RrS4xOCjQqEYQCRpV3gedKCNBlcmgk31wS4fs64bQBzSY5Ugiu9P7nUaIk0e3Cski+GdLpFeJCZU/qqd4GUPSmcjZEt/V1S8dfXkl3jA2ZDLepA+xD4V8sjiGS0ticIsdcq/b9QG3ARaCrYS6zLGhfKLnd0S0E+FN4y1FeK9RcywyMBX61KZkVKJdEMcBCaoLj18rvYQC0Uw5HRi+Xu0tSb6GwzmIsclQwhkFXTq7LRQPeJxUlAAbdlZKWpqSfzcN0KpjY6nqD4gfW1E0OJB05GJaNS/Kkzu69LxCosH5Q6WcnRDeM3agGMPhgNuoqWmbWPZlOL8CsrMTW0bXzYi+CwivNoLq7lZIG3zVDYWehIAjAaeguy1UmrEU5WBodOY4OU1wJ8GRCAKMpzr3VWmIQ/NoXqvm5AjEoyGpj+ECg1QmoBV1CD1jVW1PHVdexjm9cU+PVsZvX793UNrBucdicof65RfV753f8bzsUu3pzWqvB6SbnS7Oc44NT308v91x4jq9LGuM6yJ8pPPcs+xkAcYuG4SeptL9u1Gumwrj8VBIs+m9DYbqQNWNQs/9BN/vr3zlK/KqV71qRo5jx44dSqoh3Z71IRpuXEue+9zn6sIAuzIm7nLMmzdPdu7cqfKZD3zgA3L99der1eChQqvL7i5nTUAr9MN+RmXMJ0x6btWNSnXHQEa9jwHEjYmLSd3RarJf/Eg61BbMdVYJ+PJaOYa4a2EJNwaVc+PkASl2n9zx5bUyzudDM2O+gB7Dp9pvqsboyJEXUAVj4nP1oXm1U6PRsjUdVmLB8fA/1cCQP6BuIs2JkFZ+8Q3f0TEge3py8qwVjRojjkyEx6O5si/meo+jweXvIcNUmB/f2a1EH0nLU7u7NUwEckDKpSZZBvBsdifbuiB+4CSRBrVqrZU93GDiCa2+sYW+VL2L3coZLx67M6r7u/FKD/g0up7FCNIaR9ytbqrqvKe8ZqqbXtR8efWZ92RxgyeRciUqVPWoGlJthEQjbVH7QBiYEneXsJRP9E/sRPPqU9cYfKDBfuI9vWQAlxzCY9r7BiTsD2qFvrtYOKCCPJ04lEr6cPA6kj6RUJhzzVGduQq3Qm76ZNBza9HmXlx93KZfGi0dxx2bKrMpSW0YTyyC4edueib9CXkJocPGd3zAfU6aObOFvNoOYjXIDiDjP1Bk1wQDfEeSMVeGRUUazbnr0+iel4zT/lxWgoWAPLGrV8cNvR1IvnpiYWmrdxt5sQxU3Tm7f4WiNpUO8Lw5/ML9Eo9HdLFBXPzihrguArr6ctqzgZSL3SlkZkpgfSJpJGXqQx7RhQbNqrtINs0V1A0Fa0GsJpGPhIMhXVggTwtHA3oux1lMqxzFdYlhQY8unTAtxiGLEm36JkBoUMI13BXILZG7DeSujt0NjHIr4Yyt+WkvKXZseZbBYKh+VOWopXER7ffq1au1YjwT5JuJA+I9HFTAOZ49e/aM+HdYC/7yl7/UgJ3f/e53k0K6AQYJQyl+7UGb0rJuxa+/ILJuV59aFnqkZ2tHXiI+N1GTqYh5Kp0IDerPPQGrbqWXGj6RbeJugnUbP4NQsMUOoYZIdA8UlDDQWOX34alNxQvXFTfkh7kf9xEl3v05baZqp1mxL6tkmYq2BveokMTRyjLpj1T+ejpdK0a23+/Z5IaJkOzH4xNuk8v1qMMC2lYNLypk1Cs7HPLJ/Lq4EmkqdKzdcDNhcu/qzekWPVW1hcmEbvEjiic8BEIPaaBpckE6ou8TFXR+viXXr5V5fkZgygK8vHOEwgTUAhFtqd+fUE/j4dpu5DJU4dGMl9ubeQEeuhtQahLTnQicbAqOzBvUmLv6cQj4SA4NVALxX04jKva5DXOV6kwnm2T8+aldsnF3Tr3K4f6ZfP4Ai85aBwmYodJuk/qP05iZo3HU1YGrS0/Obazk/PearNl90ej4gEvO+VkIYo5cBTlMaaeqO1OUIME2YZ/EYyIBki6Rn2kDtbszxamAywgPCCHf3UtVO6DnJiSUXZg4ZJaoeSQaNJNq87UrhGcMqf5dRC1HOQ9IgkXXjaSEaHieIxkgwIfcANd6tG1+SgPAGDYQZnpw6KnY2t4rzXECe0RWz0+qxKXfk4KwE1MK9WHHjYUAAUSMB8Y6OmvkLp7NJUTbhbtTQFNyIcLiOCRNCZHtBbdJmbHBQhuiTuNrQ487XsoXt95imYWwSlhwZSppdxjX7pga2oTJ4pcdK/6mfBwfcB4YQTcYqhJVOxoh38g20EbPBPFGOoLrymc/+1m1CSShEmBR9opXvEIuu+yyQYI+MEDMOtWWuKbloQFn4UDl3rAfno2hB5QigbK9c3WTKCv/wfWyXehxXUJAda7kpucVy5RAq90hVW4CSKjq4aBGhZnMbIekTjddh2geSACkQxva/EV1RsA9hclcHz+HPpzETCa2iLQkY7ImFZLHtvWqqwhb0wSj4HJAimevykuKun0OyaZxlFhwrPO0kUx86kJC1Y1jIMSnP0OK3oAS9aAPYh+SxmREPcCf3NWtMpoOtRcMq6aXN45AFfSkTM4sBBJM2uoGk5cdJHQO5GV3tzvhs9W9oORDrjZ2GdfVAprA+4JelSYxt6odUM05BNslBVgF0mS2n6B7wR2ePSAaWyqE3N97HM+/e6StcN4f9LEcgOvUULm7yWQ3hG3a3S/7+ggIchMiO/oms95cHfCcWIajvHeD/8sbLqXk7c8YoD8DagkBV2cinxv0RMotu01qd8g/OYhyaScn7/ZoOOxmhVzfcn8p5RbffuRbeHDzngd9OP74ZW8W+1J3RwqyjBERdBtNOr7zEFD6MSDBhU5HGpIRPYeb426IEG5Fm/b1KYGn8TMcxq2oX9NHtcIcITkzqxI0Fs28Nk4hdoyQphAHj6wLCQ1OKoSJYeM5UHD0enP/027SMrtQNGZ6Y4IdE6rTuPV4Gm6VlzQndBywgHaj48P65ZQWm/sTKIfquSHXw6PiXccV18LxwIbK8k9xdFgzpcFQnaja0UjKJc2JJ5xwwow8//z589Vp5fWvf702WJ588slKuqmgQLI9NxMIOoE5Dz30kLzkJS+RjRs3ym9/+1sj3Qdpc1gOp0QgHCZ1KmFM8KUkTs/uMFdiAW4AkEvEIQWZkk6VXVuqaPG433VtQdvtdxva0MBSecNuDy05gIxLgeZLJuucbNjXJ50Zmr2IA3c9l9t7qLyp74pOimhl59VFtYqmsetEVmcKmiDJ77Ak3FfMS75YkHnpqGrHmXaJuUYGwjFFNEDEtTtzrfiI9Ub36upqkdHQYEYjaGMiKvv681rlv3V3j1rJYQHXM5BVksu2dGd/QKvS6GQf28l98Ox2JBjEr9ttrIQ4q5+645NYyo2Ix+KQtwRyAVTTGvTrQkP14YmIrJqXGtG/G5Q3XHpA605VkP8955Tx4FXrxrJcOxigi2cJBjFkh2O6+iZqASpwKJb6M0ruRkXYeNG1V9R0WP9+CRmuQVFNWHXvz5iIxlxJmZJodp/CnMfIL0jAdd2DikipxBnMDMCaEHIcCge1D6A5FdUdKvG5cfR70aUL/uvE0WMVSKBMXBep7Aih7eb8VpeirE/lKCTHui4yji46g76Ajh1kW1s6B2RXe79KUpBz8Xt222iYbkqGZEF9XLZ39Mn2rgHVrfMzZCvovTkfH93WpcfNeGhI0PBMmqcXcJNXCQ+SFsDPPILuOZ0MJ9HeLpPrXuL6e3Pf0RxMXJmWFwXvNT4fiJH6J6wKbjDMPKp25GEtCOnG43umwHPTQIlPdzQaHSI38WLvAVVuLAch3hdeeOEMHe3sRbZUGccRQm+XtqC9eg+yFd0W9zZ/HddybdDKLY+WOaOsAcJN1Y1qGNVtJluIb6/W2lyLNWrekAkaJQnE6OjrVy10oLTQogrHdjMVbkgvW+RU89iW7h3I6v/7PNFF0ZEndvYo0VjUFFeLP2QXVPwSoYBs78xI3wAa85D6oePxraSYxjecDPxhafBBRkISCLgBPKT0zUtHtFpHNXtPb0aaif8OEY0tOpHj9hAucoxFDQ+BgFApx8dCm8/Qczt5daeoj4dlX09OtiFX6XfTBiHcJAByDLztVKxZRIxGrve7muxvuPSM6yAKLDAmEnvtVevKK4GTAXY3qEaqZGIUV565Cs9r3AOL3sKA29CJMp//WZeWwyPpen88yUm/9BWVwOe5s4+dGZxPXBmK2oaiB/cXhfwnn0PzMOMyIDs6CIFymycXNsS136IvX5Du/rxWu2miRLJBDwiVbs5nzrX5dVFpTUYl0JNV6Re7SYsaY5KO0bjpEuqeXEabSzmvWGyiE2cckySbL/TqudaDH7/fr+c5u1Dt/XldnK1qxY4wrztSVO6Ry1A1112vbFF7NSDL2P0xJhlT9IVoaqVKQXxDgnKGupjs/x0/Q1JGuic+6l4fxESi4IffbzosOg0Gw8RQtSOPkJ2ZtBf00idPOeWUIbelRL68tE08u7EaRJJCI+Zhhx02Y8c8m+GRbhnFWxzkSid0ybBgEBn08QOQLkJo0EVzH7dpiWp63kso5LFKjWfqVY5+JULSpEghLzKge/h5ScaItKd5022yJPwDIp+MuKmbWBWq37jjk8d2dGvEPZpUnEqIn6fK1pKKql466MtpqmQqnJP2/qx6dVOR7fTn1GkEnXpTAt9ptLVsi7u6bawKm+Jh2bi7W5a1JLUiBxHZ1pmRlgQSAdd/uDUdUWLAwoHtdCXPpYUDrxgCAVHJEkWP/MIvsqAuphU4NOi8PprIdNubBkzdrj8wPEcn9EJRdvbl1YEFO0hdAMTcCv7+hsvKLM2myvoMxwikAdQuDePD2xEY1Hv7XLnJSOMQEr63r+g6q5TCdHZ2ZAd3pwLlcrOSrSL27oRisfvDOpPTk8Xkkzs7tQmTXSVN2Ox2kyzx26aCHg64biQtyZDKucCe3gHZ1k6zc1bj6yGvSF9YDKYiEd3xQSPOa2BHiz4IdNlHLqxTr236LDg/INugJRmWJQ1uciZjh0Ug1Wt2sDbt7dFeh/b+jMpQ6BkoOGQMOBo0hGsRiwLGj7qSaMMkhDcwjPwOPc/pF+nUZOCxA6oOdnyYpaDBMPOoWuI90xgejFN+G6kJXt3YkP3sZz+T888/X6677joj3VVCFMoDSkYi7sW8I4UB5wDXFR0MhG16XuTaGChaica1YbCylylKJOKTXvT9yESCRcn25tWejgozVTOYB0maHf1Z1WE3JaIal72ts08JACR6WXNSAzg0QKfLDSLB4i8dCcv8Ojf9km1vquPrdvdpcxxacirseB1TRScRE8nIqtak3rd5X6+s29OrZX+cUNgKh6jjCw4Rhogfs7hxsJIM+YcUPN7Vr1VuyMf+KHif2ipCztGp0pjJ33nSj+GBOYGAX6uCuqvgRxLjVvLKJ/lKXUymyu0Et4uBrvGlLoahYKwgQWI3qZL7Ikvxl/y8PRRGSwP2ExMPL2Uh6o4z4tndXRmX9dOgKFH05EUJhRwdC7jqPLaNZuWgNKXCumimKRNy/dD2TmnqCkl9IiKpWEjlUnjr40vP9YGGbIopAFtTeiz6BiC8IbUVZdcHyQsuLFTgN+7uk52hAa2ua8Nq0ZFd3Rm1IMTXXxuPswVteFzc5PYx4JCCY5HXP4EU7amdPUqqqYZ7UpKhsqy4Xg94bWOR44MdH2YpaDDMPGwEjoHyKnc5kJ5Q9cZ3/EMf+pBqurE/NNQGRnKxoP6r2vGyarluvaunmogKjbwYby3bwSwct4pXZBfEFb+wrd2fz0vU56ZXsp1NxQ2px87ufukcwFowKL0DommYDTGcHoJa6cNuD49yJmUq5hDe+zcNyCO4ohTcSh2Nm8lIWDr6crJtX7/qyBfUhXSLu6OvQ8NB8JFH88oLcV0SinLf5nbp7i/Ikqa4LGtO7Y+gdnBl6NcGLwKNaCzzdKPexA9h397eL08XChqE4hGGctkIJL480bJaJ/fdXX2Sl8mTrswlTMTm3HNTGQuMGJoiNXp+8IfurkxPvqhN0Iw57se4wwwTtyJsQhljENsuTX51o+3ZRUqE/OIPsgPl7gpB3vGzp1q+sDmmFqWQd3anINfsIG1uz2vIDztRm9t79G/WLkhJUzKpr2P93j6VfyA943gh10hOCMri7/Y3RQ7I+l292hTKrhGLWsZDwEeTZcT1DHccfS0Q8ZH122FXolLFY8hgMBwabGSPAi8YB9DkWV9fP/g7ouBxLbnyyivl97//vZHuWQC1QytV6oYX9Vh60SwGkyhlj6jjA9vYQUp0EO58Ube63UmTxMui5OhI43yB0KIpLZJq59ft7ILfkVwuK7tyAVnZGpKcE9AKNdV0vIVxfthLAEnngG6510WDWuVOkJKpnZ2uS4O6lmTz0r+3T+0EIRyZrKsRDQay2kyIxIWGM0gHf6FOFSWfYDTdNHQWYkG1QEwH/bpd71ml8f9APq/OEn0DxHy7ZMIj5uXb1rVQTetCN3TgWtowzVDSTXU8g/2n2/DsDhc3QIZTFBcVxlocSz3sCWlA1vHmBs0gy9Lx6HPTX3EowqGnIU4y64CbaNnN4rAge3vcpFnO/TqSMbMZ3emBJCNLYbeKBmmkYeCBzUhd6N8oqsXgro4+1YwzZthd2trepy4qWJF6C1UaKHf3ZLTJk4Usi26g/RLZgi522X1iXI1Wza6FMWQwGA4NVTvCcQe55557BmPZjz/+eFm2bNm0k+4Pf/jDqjf/4Ac/OFgFx2oOXfdkheMYqgflpNvzEWaOZGJnziTsh/mUYAzIN+4GNI2pOYqPLXHswVwnFiTimBv4oz5xMkXpzbFNjkNLWCtwvdmi5JysPL4Dsh2SEBHXPDaJlTlXusL0TJWPxkm02khZVjREZUVLXMk0Me9oll099oAUuopaQaeitj3vbn1TaVvalFTniFUtSXl6b6/6iG/L5bWhjYLj0YvqVJtNtY+tcCrZnka7IRaRDE1pPA9+yCla7fY7LozUbDkV4PVBbiAwxHkfDPK52gqimq3gvNZQrJJTEYtar+6tsugSVHoSLIjfcW366hMhdQ4KBPAOFW1Q5mfYjPb0ZsRhZ0ji4hSx8cxp6i2uPfGwXyUfnvwJf22q131ZRxoTQdWtQ5QJ7OoaKGgS5UNbOvX8h5DTw4G2m2AsxhYysbs37ZO+UEC27OuXNfPdXSTsQpk/3Nh4t5EZK0OvUXgxsa0zhNEcTTw3FYPBMEeJ94YNG+Scc87RKjOg0sz3EPCVK1dqlXkqCXg56f7Upz4lTz31lCZoetBAhlBI7QORnBhmJ5g340HXnhBi3VNGDGDnWKYF+UGp2aw47G/V6rDoasQD/ozqS4mnzxVzOoEjU+kbcP1ZChprj4QFn3FHdd5NqYgsqI+5CaD5okpMCNuhiofV39q2tAZ7YMmG/pUzNh51G7rQWNP01ZRwt7dJ+GuIh2R1a1Inf1wdnt7Xp5NwRMmMS7ghGI2D+m2aON2EQazNIOpd/Z16Xyp4lbgkTLZ1GaSbKiX/HyzxrvUQqtkC1j8sTEfCEF04bob9buJtb7Zf9nT1KwlGrtUQL0p9PKaL4s7+AekZwO4TF5Oi7OzuU0217hbFwqr1ximFXSXIPIte7D0x9iTJFtceGpAXNiakRbuzHXUYYgepJ+s6oHRj86njJyMb93RLR++Ank87Ovs0fGdre782Si+si+rz0eDMztdIvQ7lmC6Lv9HGqvdzg8EwR4n39773Pbn55ps1PGc4IOBf+tKX5OKLL55y0n3BBRfII488Itdcc43quWmkRDvr6b6NdM9ucBYQCjKaTtXTf48kTSGYRAP4SrfRc6eiBSlq+p9PnRmwSgv4AjrhIU8hSGT73j5trMLdhFh69KKcbznHkeBAXid9SMWWvUTHD2jDJvZtDdGwkmYq1Xt7XW9yXE4GcIDI4DbiyKJYUOLRkFbgCA8hMCiBb3KApknsA/MqSeEF9WdLKXpEYwf8JYu0vCSiIV1ADOrDh7kkDCcQk21d5iUHlj//REGF1VBb8Jqg0XzjRpMv5qUuHpRgKCB5Fqs5XENc336s/giS4nx2fbyLGjQVyeTVo57LOymUz1jUID6nKA9v65JUiL4JVx62fk+PknAam5F3UfEm+RJvbqrZJN9CwHvYrSq63uEsTml6fmhbl3T1ZVV7/tw1kUHSPd4icbos/kZzNOF2N/I1g8EwN4n3iSeeOCLp9qrf/H66SPdVV101hHSDkZotDbMPlfpejMbjSn1h+nsIOA5ljZq4l1ctKuEbgUBQ5tVFpDke0aZImrEyvqImQz60vUur0wi5qVZTkIIAQBwh5k6vIxt396sjw+FtRFpjPYiG3Cf9RbdC1xgPSw9exJm8PLy9Sz2NSQREB4tMBscSnFEe2NolDbGgrJ7nG/Q+7s+5eljIA5XvvgFXGrCyJTGESJTLTSAcFAvZ0se/eLKty3jeg610G2YHnFJwDybgzf6ItMPGHRaIpD86umDWkCyu00TKh8PaiIm7ED+LRgK6oFyeITjKlYZBno8O+2Xjzl7Z1dmvO0qrWlPSM4ALijuOU2G/kvY+tT0saggWXvkJAnzE0UboRfVRWZcryII6PBJdf27P39v1s3fTL8cLiZqqCvho+nF+NppnuMFgmAPEe/369WP+/q677pLXvOY1M0K6DYaJDCx8jyHM+VIV3NeXlUjYrdyBurCj1WfcF3oHciVy7UbQQx5oLENu0tYYl+VNCdne3e9arxH73tEvBe5XCgBCs0pj156uAd1Ohy2oXCYcdMm/I6oJZ54/bklInrm8WR0dbt+wT7LZnOwtFmWN4NjghnpQ8R66Pe7TprfyOHkPe3uyStZxmPDCRHA84W8rDb+xRD3DeAiULYjR6nf0Z/S8RvYVDXOGugvF3lxOIoGgNmKywxQo4FvPeeXXcRZNRNQRaHFzQnehWuMR2bS3X8OytnVlpJ7wnN6MJIIh2RdwpCUd00bKdCTo2hpSBIqHpR65tuMuYHFiWdGSUjcTdrD48pbeVMmB13g9fNyoBWGZ9ruSCng5affGqY0bg6E2UHUj9eyzz9aqtldZprESfbcnNUHjPZkw0m2YbHhTLvHaERouSykkzJNxzjVfUQo515khqDpybAhF9aREbPuo3Pnx+vWrRzATNlU45CGEe2hcddEZbIRE4/rYji6VkaSpjpc8hrEUJHKbCndrIizr9/VJXTSkW+M7OvtlZ1dGo7yTsbBGXtfH3bS8kbTaGtrTW5BYbKRgD7fuT2WesBF05iNrSUcn19O13Q5VMZ13baJYRr7ZsQmHCKXivBEp0vQsjgwUskLaPD7YyKNCAUdJMedmMBiQ5nBIXYC2dg2oow9SlB6fTx1SuvoLkgwHpSUdkZZUTHePkK7g3U0vBGOpPhGQTD4oHX1uM2JDPCxNCbp1fdr8GQtHBhebnO94e9NzQZjVgTs/zoj7ZpXsFHnjpTykyvu5kXCDobpRdaMTBxGq2vfee6/+71n5QcaPO+64SX8+j3QT9W6k2zAZUNLNTnfAbc70QKG7q9etmDnwb3X3gy4UJR71D3oUR4I4KDjqrLCtvV827O51JSSl9Dvuh28xSZURqno+quAB6ezPKmnwiV+CWv1zVCOOX/E/rGmV47J51bRCtmmuzHNwfp88a2WTEgP03N4EjssBlWvVejPJO1QV/W41XZzBijYTPAsDtu9dPWtkMJ1vOHEYi1xbop6hHP5RfMMj3rjRcKuCRtPreHNcQo6bUEY3a9xqOLs6ji+k1oBpvL2VbDvS1ZeRbDAoPuRUyMPpbvY5SmLpj0Dnvbs3J6taEmo/yPZTU9Il7UubIvLETkcXuE5JMw659tIp9/TQJ1HUqjnSLRaj3vkNvHPfGzdudXxiloLe45U3blocvMFQG6ja0QnJngqiPRIuuugiueOOO+Taa6810m04ZFDgDiExoTlzGHugTgYvCGGcUHSk6Hf12NzPH8RGEDtCv07m3f15dSDBBhBrQRI0sUYL+ByZn4pp0+X8upjEQxD0PiUHe7oyMr8+KktbEjrxY3W2YU+v3Llhn6xoSar+dOu+fpWNUC2j4bKjNyfhlF929mUlGU3oFvhTu3q0oaw1FdXnJ/0PUs0Ev6W9v+QF7gL5iecNPraWdHRybf7FhnKMRLpVMlV03YK8CHrOGO+0gYQzjlj08j88GPIdIJ0VL+1AUbr78tKby0uU6nQoKAl1GwpqQzJWneiwqXCnS/0P+HqvcXwSCiBXCerOEE5Be/EHdxxpa8DtJysNpZ2e3mxBA3uCAZ9W2klK9c57mj7ZtdrfJ+HqwA/GWH608WKLV4Oh+lFzM93VV18tr371qyft8SDZz3nOc5R8VzPp1iafMa7P/K6SOOdK7wcqvZ/hQARKlTlirIdD39aSX3fPgCPBEJW2oORJtSviI5zX9z6bK2hVjWp3azomuUJB/bzRrSYiAa2moUvt7s9K9wBOCznd9iaVb1lzQnJFR0KhjLT3ZWVnV7/e37XjG5CC+LRiju1ZVm0Kw1oJv+fpDnVzUIeIYECfk0RA4uAhJZDy3oG89Ad8Slgg4YSMZGXsiOtaIdeVmjtwv0oc2Cq9n3rD2/idUOqskm+f65WfyYgMOK5FOwtbNjKdrDsGcQKCbIcjfv2fhkokJY0Jl2SzgJUibywe+AEdI7t7B2Rnx4CS5y2dfbKkPiY7urntl817+3RRHAj6pDmBvhu3k7wuVKmm47RCJD1x86S5euc845qx7NlhMl7cnaWCfg1vvpwoamF8GQyGKiTeXV1dY/7+zjvvnFTiDcn2QnCqlXQbag8DVN7K4ufLAbfDyhsfY3h5Ie82hhG10ZfDmkxKZLgoeSQeQb+m861oSegWNn7DfZmCbpvTaLm317U68/lpzMSeMCg7qbqVtuQbEiwoi1pxCwX80tHvEvt6EisdR4l1QyKsxAL2R3PnqnkpXSLodrhukXuM1NE4e68JU72KRYYQDINhuoAECqlIv7N/RynscyVevlDpe23AzEtHj7sgDoV8UnCKsqNrQHshFjXE1VUEHXhPNi+PbO9S33wCrfLil3nJiDy9r1+yRXaUBlTegVVnWyoqbQ0xHR80UPL3jD0It+PzSVt9dHBM8D+V7nI7TLXcDLt/C3Ef3nxpMBhmJ6pulL/zne9UnTW6bvSp5UDvTdPlVPl4G+k2TLVGFXhkOxp1w3mYiHFgIE7en0Xj7ag+W8N7HJFe9Sou6PZ3Ou6T/t09GrJDFXp3v+tXjKVZSyysW9cbdvVopb07m5NntNWpNnxZU0L1qei9abqMhAkh8UlLAs9i0Wrb2vkp2dY5oNvp3PZcEzw/b6rdABcGfu/BmrkM04n9S8BSUFWeHFW3hyLoeYngr88vw1gKujruYNDRxW1TOi7FUtRsV19OnpZ+SWj/AklWPrUMpBKN0whabxo1k9GAEmRkYG31CU2HZUHsEWkIt7fjs62zX/oGiKIPDLG/HMkOM162iDWJiMEwN1B1syUBObiLjKbvLk+RNBiqFaOR7vIt8+yAOwAJ1KH5y/GJVq5J26Py3F8oSG+G6Hg8hAMykC/oVrhapPn9ul1OUxk60vmpkCxvSUk272g1jyAQHBd2dQ9oYl9fJqeuJZCEEyJNsr1rQDKwESHCPjhIqo9aWKckmuZJQkF2dg+ojRq/jfn9Eg7il+wbUskzGKYTw3eRINwsA1FIwV210dLl1UrCY6GI1JeCcDyPb5oiQ35cS/zaWEmDst9XlLpESN1RGmNhtRFE/tOciEhrKqI7QbGgX+UmnPf4c+vPQklZ3JhQFxOkV/RWoDEfYEVQiTyk0caQwTCXUJWuJn/4wx9G/f3xxx8/rcdjMEwlOYfQ9vYXJZ8vSjCQV+lHOhJ2bQWLPolHQtIQw+YvLE+jLcUrOxZSAgADaU5F1P2kNelGYnf05dXJoehklMiru4rPJ+v29Mmxi8JameMLYoKFGn9LQA5b3dymuu3KRgLasEllEMnL0uaEHrM1bxmqEUpxSzyXfsWI36f9E74SAR4I+aVrIKsNkoy7dNTVZbvOJ/jhQ8QDsrw5LtmGmHT0ZmVRQ1Qbl2Hv2GnSQIkPOGMHnTgLYLzzmxKMT9cqk50h7sf4RIZiMBgMVU+8wfOf//xRf3fGGWdM67EYDFMNmsIGssTMO9qMly9kpc4JSa4g2tzoRKmq+WRvN9puyIKj1Tv8vwP9PlnenFAy8MCWDiXoEGuq24TZ4A2+ozsjqYhftnT0aVMmYTvIT9CkQrJdZCWXd4mDR67RqVLdo8HM+1mlgTgGw3Si6H3lkWa5jkGeCwqV6GyhIPmiI5FgQRuZ2VQqFOhnQMWNj3de3Up8e/xSHw3KKsJwGuOys6NfK9uMKX5GSFRXJq89GMhW2PBJx4JDFqStaXfXiOctt900GAwGYFcDg6FKwLa42p9p7HVeiTVa1c6BrLTkouq6k4iK6ytcdDQ6PlukAdNRTWoS15JCUerU0qEo27v6pSUZVneTXCCgmtT1e3q1Uq4VbMcnT+3sFkd8KkFxK3Ru2p5aBiJpCYW02mf+wIZqR770FSjZDaptJ+48AWLd8RgsSN5XkGQkKovrYxqIs6c3q84o8WhAxx67PgNot/syag24u2dAq9sp9N+OI90Z14qQ+y6sj4s/gOxrf3Lk0MAo89U2GAwHYsauBp2dnfKCF7xAkyiXLVs26v3e8573yM0336yJllPVVGkwzDRcuisSi7jSEBqLg0G/upHgRLK3d0BWt6RkS2e/NMZDGqCzqwe7QZ9W9Za1pCSXy6s2FS9wJCk96raQl1QkJEcuTGgVMOj3acWc59i4r0e2dwxIfyYvxyyul9Xz01rRpkpX7lYCTGJiqGaohWCJeJdlVmnCZSIa0p0b3IDYRQqIKwfp6c9IvhBUnXe0RKAjVLAjQV2MUjOnSZKdH3oltnb2S5RGy1hYDp+f1EVvGimKNkZOzLfesB9bO9DFuz0mo4FcAYNhtmDGiHddXZ188pOfVNLtWQim0+kh9+H3GzZskBtuuEF+9atfTbqHt8FQLVCLwRL7xjqQkBC/40g8FFbizbb40+39GoBD09eGPT1KIoo0hvl9snpeQn23qZI/ur3LdXUoBewQ5kE0NtpwEAuFtAMtFQ7J431dSji6M/sJQvn/1kRpqHYwbDiz3RB3F1rtJqo97Fan+3MF1Xrz/b7+rBJpxprP74ZVIbuKh0PSmclJRtN33AduSEbU/Wdn14D4fI74An5ZVB/Vand/vqC2ngTnjATz1a6MdL/ga3/Sz2c8uDr7/W5KBkOtYkavCvv27ZMXvvCFcuONN6pNoFcB9wg4toLcpuHyYx/7mLqdGPE2zKbBly8jCsm4X6LBoOpRXfcFUvl82txYKPrFcXLSTShHo2uHRtU6WyxIPBRQEoGV4Ppd3cJNbBuWNKelLhbWah6uKejA+wZy6oiycU+vbpnjNZyIhGVZU3wIyTbCYKgVOCXS7SVZqitsyUN/IFeUQiGrdpskyTKeGFcD2aJqvlvSYQ2CSoSD6uHdO0Cvg5vUOi8FaUc5HpD59TGthDPGljQl9W8g3OFA4YDId7TdXqXbxtHYoNIN6b7ktcfKqtbkmPeFdC+st4ZVQ+1jRq8Kd999t0pIvvOd7+jtm266ST7xiU/It7/9bb29fv16WbFixeD9y7+fa8BiDt/m0cCEgpXceHDvN57ZnagkoZLH02bACiL3JjvBbzYk86ketbQ1rk1a0bASBYg21esQpJvoeZIh83m1B+ST29XZr9vgDamILIskpC4e0uob71tDPCKdAwXpy2bc9MmQX/9ue+eA2g8mIiGVopBaSUlvRWtaEpGgSkrmAmHgvGaHYDTg8FLJ+cz9cIAZD9EK7xcOuOFH44HqayXjl10MYtDHA28FOuTZMi6DQaQlAenqK0gWR5OsSDTg6LEj08YtCBcSmpPnxcOSjAXVarA5EZV4Lq/Nx2i6kXjxOgi2ondiaUNcFjfh7OOodzf/NyUjEgsfKCXBmhOJF373ZhVYGSDdz1hYN9OHYTBMC2b0qrBy5Uo577zzBm/z/fe///0h9ymXn1AVn7NQ6cDov0bnW8mEV+n9ap3U1grCflFZCdviTPP9uZw2fRUKeUnHY9LRn9FQjzjJlPw+W5D1e/skmyGy2i/JdERa01HZurdPcnlHnUn4YvscbXddNKyV7sM0idKn2+3udi3PlVd7NS+qGm33XG8Gg6BVQjDhvpN5Pz4jG7+HBoYQMwTEmTFVLHsv6EcO+tlRCmlolVMoyrrdPTIvFVGvfJomcfvhvMeze1lzQvx+v6a7InFgnHiabarenq575HHivflz8EMwGAzVLzUZDqrcBsNcQX+JHSArLRTz0p8tJVb63cp2OBTUn4f8QWlJhSUeDUtn74B0Fh1JiU/qYhH1+q6PRbThkoo3uyMEgtQn3KYyyBr2gY3xsFbHqYaOZAtozWCGWkautI0UyLuk20uxpP8xEgzqjg+Jk7liXnryfokEfNo3sSrsl93daMAdCfmysqI5KQsbEiU/+wOnyPHGyGiVcIPBYJhx4o105KSTTlJttyc1OfHEE7XZ8rvf/a42YN5///1yzDHH6O+feuop+9QMsxI9eRFfT06LZEogim4UdjQsEg6FVHqSKTgSd4oSCgalKeFTbffSlrgcv6ReNu/tld09eSkWC5qih4d3NBzQ6jeJl1GtBzqD1mcj4VC03XNBpmKofuRK0i1tVuYHPrcSXpCiNKbCups0LxVVqdX2roxEIz611USCMpDNaTw832Ov6Z3Hw8/t8c7v8e5jY8VgmNuY0VGPtKShoUG+973v6e13vetdSsIh3chKcDQ555xz5IQTTlBSTqOlwVDrloGjYSDnam4T7GQ7bhd/IhzS7W4kIBBtiAM61KZgSJa3JuXohfWaWEnAR3Rvr/QSFpLHf7gg89PRkqwkq7HwVOImMtFPhCCYZ7GhWuAtK32l+Hgai5FccR7PS7sSrDaaJaNB2d2XVWlJKBhQ7ffSpoQctbChNFoPTrM93rixsWIwzG3M+KinuZKvcuBg4gGyfcUVV+jXWH7fBkO1wyPdXotssfS9p0Xl+7o4ke5+rXCjSaU58qhFafH7AvLoji4JODSKOdKXK8qmXT2SjITU5YQK3fZOv0SKfunNFXRbXdMpxSfz6mKlSvfEhvtECILJVAwz0F6TWgAAaWJJREFUhUhpDOW82yGalf0lNyDR9FbCoHoyBYmGilKXCGoT5kDRkcNa0tpgyf3S8ZCsmZfSEKqhS+SJabbHGzc2VgyGuY0ZJ94Af+7LL7980MXkrLPOkne84x36O+Qm5Q2YBkOto9yTgqk3jLOEg6RExO93VLcNCe/N5SXs+KW7vyCHzY+L35+WLe19qtnWepzfDdhpV5cFn1bG6STzawAPLilBbaDsz7nJlBPFRAiCWRAaZgqelaAH7DTpbQAE4vh8fskWHQkVHHWPaUlEpH0gJ0EfrkGO9jvglc/uUDQU0GZLIuS9c3qimu3xxo2NFYNhbmN0f7ppwrnnnivvfOc7NewDv27+p+KNv7fBMJuBCAQNN9W3YAALOAI/QpLBdsEvKjPJE5CDhVyhqFVsvISXNmFtFpc185LqaELgDo4kpFDioIHG+/AFaWlJRVW/SvWtH2+1Ydvh/A3/jwbIAaTESIKhmsEiFEVVPOBWkjAC8our28bdh2p3QywskaBP6hIRCYcC0tWfl66+nOzrzSrpXtGakqMW1atkC3eT3kxBtrT36/iY6DhwibVLvscaXwaDYW5iRmfUr371q/La175WZSTDga0gvz///PNn5NgMhqlGobTyDYf86stNoqQ6LwR9Eg4EJRnFUzosvf05rcItKElGUtGQLG9JyIK6uG6p7+weUAcUQkJiobBqUT2LQEI+9vQQClIY/BkwnalhtoC9HAJvBjJ5TZdEEIJmG0JNauuihqjUJ8KSCIYlFQtIz0Be+jJZ3WWKqK+7X33ZGQvIvBY1xKW9N6PV8fLxYT0PBoOh5iveyEhe85rXjPg75CVUvw2G2YQhW+J+t9KtKZXiU2IcDPq12laUgpKFeemoRMNBJRNM4myH48hA6A2e3FTCqegloyTtxZSclyfpsU3OfYmL5+89QB7GcjgxGGplAotERPoyeZVw1cXcFMreTE7yBTfVNZNzhADKeDSg40TDyPxBWdaUkLWL6nXnCLnW7u6M+uQvbozLqnkpvW/5+Cgn0+PBxpfBYBgNM7oUHy8QB8eTWgALhKkO96mLBiSgaYMjoykRkj2q9R3vcYKyt4L7UTXtwmZjHESCfg2fGP9+hLdUkJgZ8Klzx3jg7c5XkMwHqnH9RpWOOdnvC0oiioMJ73dB/EKYR0FSsbBO8smYXzL5nFbfvERF0hf39eVk7fyUEuu9PQFJRIP6GKC80saXm0o5VHM6V3WmVDQDY5AhFjo4WIyHecmI7OxBXTw2mhNh2dk9/v3Q5yP9qWRcdvSNPy5xxKlkXHpV3fGADCpb4Xir8G4HjWCJcGdL44ito5w42iDp8+XVwz4UcB2B2AXqyxSkqz8nC+vjkowGdJcIst2SisixS9w5BnlJoVjU93e08WE9DwaDYTIwo1eG8Xy5a8W3u7+/X+Lx+JQ+B/HPxTFmtL4sUePjz3jEV1cSiZ3JV3Y/P8c1mQl+FSbz1SoCPra33fjqdCwq9bGgDOTzki/4NMUSSlEX5b0qahMlGu9lzSklBP25gpIp/LnX1LsWgjrBl1mclW+HezASsB+c084YJyLvcSWR7D1q2zj+/XqzhZJLxtjgM6tk/LJ4rWRc8pyVRMFD4SuKgq+icQnZTsTdxmIWob4AVe08vcbiF7/KtFiDYhOInnuA+wX8KkdpjNMoGZSF9X4dE3xPlZteCd4zdp1Gg40jg8FQ81IT9N00Ud5yyy0amgP4H5cTgnVe97rXSTVXuX/wgx/Iq1/9annRi14kl1566UwfkqEGQHR1IuqXRDQkfp+7U4K2GwKRIxwnHJB0PCwtyYh0ZfISDgY0DIct9IAfUuGXJOl7hZErb9YQaZjtcGiiDPglEg6J4/NL/0BepSRsqCGz4mtVa1rqEiFZ2BCVhnhQjphfLwUWNj521Nx4+J1d/dKju3qOJKPuzpCNG4PBMNWY0avMcccdpw4m6LkJy/FQX1+voTrHHnusVCtoCG1paZGXvvSlSsDf8pa3qGb95S9/+SE9biaT0S8P3oLEUPtAjMQ8T6UumytKJBSQQCAgQRrCfCJhf0BaU1GJBv1qh9YcCirpbmuI6tY5vt5etbO9PzfouGBJeAfCxtHsBcoYmoZpnszlitJfUtQ0J4OyuCGhftzdA3l3kRoNaaNlOhHU3oi6WEh3Kjr6s1rF7xzIy+rWpI0bg8EwbZjxqw1JlUhK7rnnHrn77rvVx/uMM86QasZvfvMbXRx4locsIKh833nnnfKyl71Mq+F0yh8MLr74YvnMZz5zwM+zxaIEhm1ZQ+RUWe5DioI0gYrO/sy1qdadGyoDNme5kowWdQLb4D4aK0sBOclwSFq0sdKnTZBtDTGZn4yqrGRJY0Lm18U0kTLg86kudXNHvyTCAdnXm5PmZNQcFCYwjgy1D423KYoUfEVx/G5gThD5ViQgi5rj2uuQiua16ZhxwWK2Ph6Ww+an9HeQdq6VLHYb4/uj4Q0Gg2E6UDVXnOOPP16/ykElGY/vakIul5NkMilr167V2/l8Xon3W9/6Vjn66KOV7PKzgyXeF1xwgXzkIx8ZUqlbvHix+jD7faM3QZHKNhKIIIfg0WFP46JheoFiNBkLSJEqd97R7XAaUhPhoBICXEoWNMSkrS6mspIj2tIaZ71hd6+k4mFtumtMhqRRH8mRfT1ZiQR8qv/2QnEsCa/ycTRRsIgeyJcWtWXIF4r685HGGwskxpufG4Ypq3onw36Zn4hKURwJiE9asNsUn7TVRbX5ujERVi97PoU6NF7i0+baWDisqa5YCNKcbDAYDLOWeP/hD3+o+L4dHR3y3e9+t6qIN5NwMBiUrVu3yvve9z75z//8T63Yg927d8uvf/1r+cpXviI7duyQ0047Td797nfLKaecMqHniEQi+jUcJyxtkFAsMXgcOHoM5AvaGEQjJP9ze7hzCHxBm7vg5Tm3iYuJCGLAl1bNrTI+ZcAkIRUJ6WfGrkUqFJL6ZFi3wZGN4KABAeAzioSCksnhJRyUJU0J9edmO53KtkuyXWeYpmRUnRmodgNr+qp8HFUKPi+aHdlpGKn5cCTSPRK6BvI6xiDhSsr1f/d7G3cTh167Sv9zzs+ri0pzEgegolB7IKl1X19WJSfJaFga4hFZNS8pT+3sll1dA5pI2dYQl/npaMnuz8aNwWCYXkzrVefss89WQo1MoxJ0dnZO+TFNBN5E2dzcrPrzjRs36u2f/exnWq0//fTTNfb+5ptvlv/+7/+WP//5z3L55ZfLiSeeeMjP/eO3nSTpdHrU3xcHo8IdJeKavpYtyKPbuuT2Dfvkjg375OFtnYNOB55WuJyEq0OAkYFJBRKT7oGsVtxa4lH12W5JRmVfb79s68yo7dvmff3SnCyqf3dbXUS3wvk8VrYklHRD0vkffapGYfsOLgLeUBkYIxBuz2VkQV1UXnZMmzs+vOsAFqJlt73i9o6uAd2tWLenV32hB51FhrF3HoLPlQUUn7WhMkR8IrGIT92BdAEa8ktPtijpSECWNyfUApX+iZ2d/RIO+WReKqLFhmgoKNs6BrQfgl0m1xHIdogMBsMsJ94Q0BtuuKHi+7/nPe+RmQZE9o477pAHHnhAJ1gkJbiYnHrqqSo5ASeffLKsXr1av1+5cqVWu5GdvOMd75Cf//znk0K8KwXHGA0F9Ks+LrKwPiYvOGKe/q57ICd3b2qXuza2Kxl/YEuHkgtIOF/qi1tKezMcGqDF1ET9eHWj5fZjExiSxY0x9YqOh11XBtL2kJm0D+S0EQwPc8iaZ23mNk+yXQFx88mixvhgQyW+z9ZQObljvbM/J5mca80JMX7nc5bL+5678oD3GOnJeFISSOC6XT2ycW+frNvdo18b9vTKxj19+vmyQObLI97TkQdQy0As0pQKSzqO931Y2lIR8Qd8MpAtSNHxqQsQlod8NvFIQAKYC3ohNsmQPLGjIL6iX9p7s7K40d09NBgqwVO7esa9Dws65luDYTxM64z9pS99aUL3R6oxk2Ai/PSnP62VdywPN23aJN/4xjfkoosu0mZKDx7pRtuNFIUt7le96lXahPm3v/2taiZVosZPX9MizzusVW8jT7l3c7v89am9cuXdW7RC53oO+5U0eFvkhomBS68/LIIkPxwitCgkkXBA5tdHlWiFAwHdIl/anJBQwCeO+GRLR59ya6zONu3rk9ZS06RXlRsuJ7GGyskDY5Pidi5fFKck1TptdbNc9LIjZEWzu7g+GOBIc8ziejlu6dAgMORENz+2S666e4vc+uQe/RwJxYHo49/OOaEyMCPhQzCvPiyLGhPaI8F7Ri8E/2fCRTXGTUYC0psrSDIc1M9zXtr17GZ87O3JSjAYkEzerX4bDJVAd0dCAfnQ5feNe1/ud9NHTzfybRgX03oFoglxKu8/2UBjfuSRR8ob3vAGaW9vl4cfflgXAxdeeKFqt5csWaKTtudi4kXcF4tFicVictZZZ8kjjzyiPzvUSZSqTniMhDkIncoQxgGVbezqABP8M5c16tc/P3elXPfwDvmf2zbJ/Vv2S3zUkisS0IvKSK+hLh6UHR3jJ+6pC8cANfWxQWW4xxk/SY/eVeQ1lWA6gz94Z6NRwnEiqi6IhXzaVIlVIGmTK1sikik6clRbnTg+QnN8Wl1tSUe00pqKBHW3IhBwK3WjE2y3OmuSk4lhXioqQT6gElhoQsqyefecm18XlU+88DB5/uGter6PlmKJxhtt/njAum4kScMZh7fqF4vd3z2wXa65b6s8sbNncIzSoOnZ3yFH8dCaDMvGff3jPm86FpQdnQPj3g8SW+zPVZRcWchVOJAmcbzxyn1er0Q4oJ7cGixVcGRPT1bTX/G9X9QQ13HTk8lpMzmJoaFQoGx8OOqFny0EtFnZYKgEkGjINLsk41XEIefcz4i3YTzY0n8U0CAJgYZ0e/H1yEsIynnuc58rP/zhD9WujMmZL6wEkdFAzNGADwwMyL333qse5ZMB73lGA/ruSsj9aE1deEq/4tiF+nX/5g756W2b5NqHtisx2ddXFJ8vJ9EgEha/Ptfg4w34Kkrm8+UqjHh3Kkvc4y7VkqRXDoLvFtUl1GGBRMqO3qykkkEJhfzyjLY6fZ8X1kW16oY/t6fhJsADgrZXY8N9gzITMLJjiU9J2X7zSEMloGE1kA3sb1Iuuk2ULELPe84K+adTlkoSf7oKUMl4G2/ckpj4tlOXy5ufvUxlKVffu1V+ff822deblY7+nGrNIZQsXHkcdOaka47/xO5ifDww1ipJwmToVpRwOYlojuNAElTNdiDgl7p4RJslOQ4+L/aKEMsHfPwuLIfNS+kihXj4hkRkyBjCvYTUXsaajRnDRACRNjJtmEwY8R4FyEYg3sNBBRwZyZ49e4ZISEjbREoDKafa/fnPf17e+973DtoO1hLYHv/qojq58B/Xys/veFouu32TVpeY8JnwcOegUmZb4UMR9VMxjcth89MSjvhlIBvU3QLcR1bPS8uxixskEXU9GTwCQFpeObH2mr48wjCaY4lZCB4cRrLlRH71ry9ZK8uaE6NWuKcDWEny9YkXHSZ/fnKP/PS2jSoDyxXcpMV6XWjNfsT8aLkjsqA+KtGAX9r7cmoZuKo16VoEpmNavQbsVrAzsKolpWOH1EoWM8PHDLcZa9yf5uW+rPVGGAyGmYFdeUYBWm0q1p/97Ge1WRLHEoB++xWveIVcdtllgwQd8k1gB4QbTTfOJm984xtrknSXg7CWfzljtbz39JXy+4e2y/duXS+P7ejW31HlTtjEpWD5AQ/Ac7utPqrVbZ/j09COJU1JJQTLmuK6YGkOuX7C2J71Z105CRHvgGbJSnXbZiF4cHjnqcslmtiv2z5hSYOctqa5qhaRNDgjdXneYS1y1T1b5XO/e1QXBGpNWHIuqqbjnWzUJ4KSZGHZnxMnGpKCU5T6WFi6MjlJxkISDwVUXoIP/qp5rrabMTaexkWbksPWG2EwGGYWduUZBfPnz9dkyte//vXaYIlzCaRbrcP8+6u9oVBI1q1bp180XRKww89mE9i+feWxC+WlRy2Q7/9lg3zz5idVu8oWNY1icxXUmsM+17mEYA5S8OpjQekcyMn8dEwiIZ+0piKqqe/JFmR5S0q3u5GI9Od8+r6WEwCrYk893v/8VWPaclYTuMacfcIiefbKJrngmge1+r2rO6O7TslIcFaSb1JeOf+Rs2UKBYk4jDOCbwIS8vkl5PdL0SeyotlzJdkvy6pk4WpjzGAwzDQOLl5xjuDcc8+Vv/zlL/LmN79ZotHo4ESH3IRoew+FQkE9u8FsI93lCAb8Wv3+3ftPleMW12sVbm9vdrCpdC6BunU6IhKPBiQWxMLRbfrCO90vjvRk89rw9YyFdbKgIS5LG+Oq46bZi0Y+trt3avPb/vcOskD12ypxhnLg3vGTt54k//HyI1XihSbd8xifbWAdz1c84uq2WaTWJ0K6C4A6a35dRE5e3qhEnEUsC97yhasbijM6qbYxZjAYZhp29RkF3naulzxZvr2LDMWrmhFFjdUgmm4IumctONk45zt/k2A0McTmiMCI5U0JWd6SkEX1MVnRklByPNVY2ZqUn7ztJHnhJX/WwBBNXQzOrQpSMupGgqM57RnIa9UtSPNbwN32bopHlCzQ5NXWgJ50v6aUylyYmD3F7KtaGiYfXHvecPIS2dzeJ9//84bBfovZVvUOBWgmzkk6npJ4wCfpZFiy+ZA2UC5pZiFbrx7cT+zs1l03mpMtwdVgMNQS7Co1CoZPaOW3kZq0tLRopZvUyvPPP1+uu+66KSPdgBAOf3kC9p5eDcMpBxPxksa4S8ibE9osxjY1aYlT4Qn+2VccKedderc6HrDFOxcS+FhexIOiAR4hv08SEZq24hKPBKVnICctybC0pGKSiAQkV3S0sk11rhyQcKQCVLtty7v6sbW9X9r7strz0JQIT8vidjS8/R+WyaV/3yQDXshPsPbHnFpwliQmjlOUumhY9vVkJdEUU613NuBKTFoSkUEPbnaOIN1YOlqQlMFgqCXYlWoMjNbE1NraqlXvK664Qj70oQ/Jb3/7W/Xsnkp8959OkEQyVToukV3dA5qCt16T8NwvvIXXEVe9u3fw77D/+8DzV8tbTlk66YThjLXz5CVHLZDfPbhdBpyCNj3NtgpcOXwlu0A03RDrJQ0xaUxFpVhwNI0yFglIOhqWoxfVST+JhD6ftPfndMt8qJY7KPFGG3rVjnyhKN/+0zr5/q3rBwVBnAPsbiBXwPMbMo6OvyUV1f+PWlinu1FTBWzx3njyUvnhX2ZP1RvvKCIKWqMsYhMqH2E3ieyAnZ0ZOXZJgzQmw7K2rV6dSQBVbr4m0pBsMBgM1QC7Uo0CrASpbIOOjg6pr68f/B3uJXh2X3nllfL73/9+ykk3OH5Jw5hNYdiN7evLKhnXr929cv+WDnl4W5d85frHNaTjs688Ug6fP7mNZRe9dK389ak96jmcLTgSmQUVuNHA2cDihaZIZCVUtiEEhbwjPr9PljTE1eqsrUQOvIrceLpTQ3VWuT9x1QM6hkBzMiztvTkpOG5wC1+ew085IIt4gb/tH5bprtBU4LxTl8vP/r5JfbppcIZ81yo4chY1KNUIlsKb+6i2eiXe/YWC+Isi2SKOQYTkuOOqvMJtzZIGg6HWYMR7HNL94Q9/WJYvXy4f/OAH94du5POq677++uvlzDPPnJZj2rCnR5KZ0SvWfdm8a6/VktQvWese63UP7ZBv/WmdPLK9S875zm1y9vGL5ENnrlGCMBaY0PHHHQ/c59MvXSvnX/mAzqLxSEC1zQfeLyD5jvEDPUKl5rHxQJGvkuCPQwGvovyIUyGOz3VYwGd4bVtK3Re6swVZ1ZxUq7NlTejwfVoR9bSnhuoBwTS5wOgpdGiHkXBhnekROoJ1TlnZJMWiI10DOfWV3t7RL/kiGuOsLrD4f1tnv2zrGNC//cXtT8vZJyyUM9fOkyWDDhyjI1coDtpKjoVCsajn3rknLZZLb9ukVXkq78OB53cljkM0a1YUgOXjGCd3vOmr9YtEfKK+9/GAXxey6XhQljYlpKs/L7liUSVz6djIziWm6zYYDLUGu2KNQbo/9alPyVNPPSVf+cpXBn/Pti7OJQ899JBKTqYLTHxj7ShDQssTJb0/esnRbXLKymb5f394Uv7w2C654u4t8rf1e+Wilx4hz1rRNOrjMcUe8HgjHZffL686bqH8+r5tcuuTe7QSiK/u8O1viAVSmPGALrpSQj2VZiqQAp8fog3ZETeCOujXyO5wKChnHTlf0tGQNlIuDPhkQX3cqts1AM7p0c7r/mxBSTPhNWB1a1I+cMYqXdDq3/pdb3a+UhHIYXzI37PQ/fv6ffI/f98kW9r75cd/2yS/vn+7vPv0FfLio+ZrlPloKDq+inokfD43Ofbdp62Qy+/YrM4eu7oyQ2LlQSZXVHI6HqiaV0qoJ2u8MemwNicEhwVCOhGWZY0xiYZD0hgPysKGuDQmI5KIhMQRR0LB/dHvVuE2GAy1DiPeo5DuCy64QB555BG55pprVM9NI2UgEBjUfU8n6T5U4Lzx7y87UqtvX7/xcSUF77r0bnnFsW3y0TPXKJE4FPB+fP5VR8kLL7lVJ0XcBohGr1XwbiDT9Qfx545IJCCyAO1pyK/vVXMqKm31cZ38WSPQcFeeQGkVuNoDle4Lr3lQm5ihv4yNs09cNCZZHg51QVrZJM9c3qiLXFJfWYh+4fePyc9vf1reffpKOX2SwnpomD7nxEVy2e1P625XODh1uvLJAkcYj0C6fZKMRaU5HpLmdETWLkirbSCNyVS2lzQlVLYWDrpMHx0948qTmFSyM2AwGAzVCmMIY5Duq666agjpBrXcyPQPq5pl7YKUXH7nZvnlnZvl/+7bptU9IqpfdOT8Q3ptCxti8rEXHiaf+c0jEiDkggp8DbqchErkIBmLSDjgk8ZkVJIRvzZ9ISNpSbs2gRAAbBWpkiIt2YtFYNCrxtmwqhWwkL7yri1uKFTBDTf6wPNXqf/6wQJieeYR8zSK/pr7tupuEIT+gqsflCPb0vK+566U45c2HPKxv+f0lXLFXZtdX+98UXdkqroxOYoLUEgbk1m8Hr4grWOopx9LwIhWunEJSqo2Hkeg4qDzD+MK1yAkPSxybYwZDIZahV29JkC6ZwOY2C74x7Xyj0ctkH//zcPqgPKJqx6U29fvk39/+ZGH9NhvetZS+c392+Sepzu04YvnqjXQ5IUzSSPhHfGgNCQjsqolJScsa5REOFBqnHTlJOWaU6r8JjOpLXT25+Szv31E/vTEbr196qpmTYocSTN9MED+8bKj2+QtpyyTy27fpItdmp3/+ef3yquPX6gL1UMN1nn18Yt0IQ0xrati4o1ShPHBDlFdLCxHL26QZy1vkgEWO5GwarmRojWn3ICbkQDpDgeGpr0aDAZDrWHOX73mEukuxzGL6+WKd5+itmTf+dM6ufrerfL6Zy6Rw+a7loUHAybWtzx7mdzz9H1KRmsN0K1U1C/JSEjSsaA8e3WLHD6/ThZAxHyE5YSGNEyyxb+vJ6Oeym0N2JvZFni146xLbpVAxNVm00vAecoi8YNnrJbXnrhYHtzaNenPSWIpMhNI/Y/+ulGuuWerXH3PVnndSYtlceNQnfhEccqKJiXeuK1UI7iy1kd8Eo8GdacoFAhIfSwsQb9PMrm8SrecKLanbqorVo0jAaJdLucyGAyGWkX1lkimCR7pvvDCC+cM6fbARMh2NY2C4Ke3bTzkx3xwa6f+z8Ra7Qh50e9hkVhApLkuJPPr4zK/EZvAiKyZl5YjF9bp91TacK+AbHuABNCX5m7xV//rNYjuTGRKX5BuAqd+9JaT5HUnLZlyGRke3FS50YGDX9+/7ZAf82/r3EZQzs9qq+hQ5a6L+GTNgno5bEGdLGuKy/wUSa4xcYoi2zsz0pstyMrWlBYCSKQcq5Jtce8Gg2E2wK5geFFfdJHccccdcu21184Z0l2Ot56yTG0H+frg81cf0lY7khUwk+l+FRODsKh9WSgUlIFMXuoSEVmQjkgqHtIwINwjvOqau83tGxaEYwmUtYZfnHeyJFP7vewJPhrLTQQN+ANbOyUaDMiaeclJIec0bv5t3V711n/XaStGtN+sBBybJ5MZ7moyk+AdiodwBfLJvLqoNCZDsrghpkUOR726XVvOvIMTkzuODAaDYa5gzhNvSPZznvMcJd9zkXSDI9rSctKyBrlzY7tqUT961sFpT7sHcvLwtuqveNdHRIJBd8sbOzMAmWbBcfTCOm1WI30QiQk/p8rt+p4PJdiWQFl7wA0klXaDWMYDHtk//utGufmxXXqb6jhNk2jBDwXPXtWkgTw4ntz6xB45Y+3BOSQR4LOzK6PfV1OIDiMkGPSpDSMOJZGAX+0SkyoXiUuuUJD6eES9/RPhqQkZMhgMhmpF9ZRJZgiQbEJw5irp9vDWZy/T/3919xYl0AcDgkeQdsO5q9XRRC3NokFpTkSkgQbKREjdFY5fXC8vecYCOX5Zo6yZl5JF+HKXKttUuakoctu2uecGaLz83O8eVdLtK0k5nt7Xpz0R77vsHnUT4fbBAIvClx7dpt//331bD/oYB6vdAX9VuC0h18J6MxFhNyksixoTuqOAxIbxQ+V7YX1MI+CPX1ovTcmopGOhivzGDQaDYbbAWEQZqpl0/+DWDRKOJwdv04QULfPKro+HtII2HqiMjbS1jZcuGkxszy79+yY598TFmmpXSXNqsFRt82QmHFdiGEFFutGT2a+PHg2BKSIQ3vZ3fSwgbXUJqYuGJBULygnLGqQuHtGAHIgC7+tefR+dwUYvC+2YPbhvc4ckkqMTvdvW7ZGtHf3y13V79TNn5+ZZKxqlKRGRTXt75andvXoeExbFF1XwE5bU62JtJMnKaEmuz1reKD/920bdZbp3U4fMQ+IUCVU03iJY74jILY+7lXgagdPDUmax7Gvvy07beKOtuCUd1l2CumhYVrQmZUE6JrGwX+qTYamLReTIBWlpSe9vQnZ3k2xcGQyGuQUj3jWC6x/ZKf5I9+BtCAESkVWtSdUiQwaIWR4PVKTLCftwO0CqfFfd4zqcVKI9dfz7kwBv3+ASb5rWqBiWo2cgr+4flWCyHVFifpGGJMEbMZWWxCNBWVAPAYjKksakHLEwPcQicLh8xGKp5w7++MRurWS748Qva+enxXF8uqjFgxopEuf2rp6M7OnO6H35Qut/7OI6OX5JwxAbTRIk3T6AoUi2JOWEpQ1y16Z2rVy/7R+WjTouy+E4bjpqV39O7n26Y/A59hSGkuyOPl/JY35qxxuvDLUW/vZLGhPSEAtLLBKQ5U0JiUaCmra7sC6uPv80KR8g1bJxZTAY5hjmvNSkVoAekqoWX0xeWKE9sKVTbnpkp+zudnWeh4qzjpiv2lMe76ZHd07ob3sz+UFHk0qir6cDURq3giLNaZIlU1qdJAVvZUtKGuMRWdqYUNINATe3hLmNouOoywg7PvBQFmjHLKw/4JxA0oEF3tGL6jQI5x9WNqm/Owvfvzy1VzXhkOJKgJc+uP6RHZIrVLYo9fCXp/YoYZ5pWVe0RLrXtKblxKWNcviiejl2aYMctiAtz2irk9WtaVk1LymLGuM2xgwGg8Eq3rWD5x8+TyIlqQluBhAEiG7XQF4rZshESNsjee9ggQ4Ticm3/rhOfnH7ZnnTyUsr1o6i74YIcG+vAj5TQGeajvglGQ9LQBxpq4vLmgVp1ZoS7+73+VVruqgxNsSX2zA3MZAryI//tlFlKKCtLqbjabxzH33yaWtaNBH28Z3dcusTu6W9LydX3r1F3nTyEomMU8FGbkJQ076+rMq0VrVW7qH/x8ddffdEIu0nE7yykE8kqdXtpKyan5bTDmuV/nxR+gbyKt+iyu3tIhkMBoPBhVW8axAQguXNCY15X9Hiyksg4v/xm4dlW0f/IT32K49dqA4eT+3ukdvW7634724pEYGZrHYzvaeCoqR6fl1c5iVjsrw5Jc9c0STPPWyetCbDsqwpKSevaJTV81NKxA1zG5l8Qb5yw+NKupFvsSvC2JpIsyLn/BEL0irPQlu9qzsj1z08/o4RlpsvPHKefn/twzsqfj6an/9Y0nfPhJtJY9QnC+pCMq8uImsX1Mny1qSctrpZGhIRCfv9Eg0HSmFTVuE2GAyG4TDiXcOgQo2m9PmHt+rWOBpq/IEPBU7ZZE71rhKQwveTv22ccRvBVMSnTV0tqagctiApSxpjcuxit/FtR+eABDQ5z6fuJEYKDOD/7tsmW9r7JRUNykfPXKM7IgcLdpvOXOsS6UoXwDtLMrHyYKaxgG77vP+5WzXnvmle6EZ87sI2Hg5JfTQiC+oiko6H5ZnLGmVFa0obKZtTEU2YtEWtwWAwjAxjHrMAjYmwrG1Ly23r9srGPb2H9Fg//Mt6la+sbEnIC49wScRYoPL28ase0O8htTNR8eYZG+I+OW5Jo6xuTal/MHKX1nRUEtGg3t7R6RIhf8BvLgoGxYY9vfKHUuUYO80VLUi5JtbbMBzdAy6BppdgPDBe//DYLtVpv/u0FRWlbn7oivvkjg37Bhs2p8tGMB113X0aExE5bF5avyf+fXFjTLoyBZWZMfYXN8an5XgMBoOhVmHEe5bAs77bvK9vcBI8GCJy1d2ur/C/nLF63PRJdN3/cvl9+nxUuqfbT7geMhAKSDgYkiPaUvKq4xZJOhGWYlEkWyhIQywiDeRWi0/1prFQUN8nq3TPXXzn1nUSirryLGwDHUfk5OWN2gg4GdjeOaD/E740nlzkm394Ur8/+/hFcvj8/WmaIwGbvo9fdb/8+ck96rZCn8d0pcMmQyLJYEi97fG8X9iYUItFJGkb9/XJvFRErze2oDUYDIbxYQxkliAVcd1O8MXd2t4vS5omXnn6fzc/KQXHUb3micsax7zv4zu65d2X3qXyFiZdPL+nk3QT1oFjAlXtpc0JiYdC0qwewVHpzxU03j0ZdXWmBoOHx7Z3iz+y32aPyvG5JyyetMff0eUSb1JQx8J3/rRe9vVmVZbx5lPc8KrRUCw6ctGvH5brH96pu0rs5kw16faVJof6hF8WNSTUfrMp4Sa5LqrHnzuoEq414ywYDAaDwTAURrxnCSC9+Hg/ur1LNu7tnTDx/tu6PdpMSeX6/c9fPeZ9qaq/46d3qiSF6hshHNNFunmWKL7ciaDqS09f06ryEfyDswVHdaauUt0qcIYD8UbcRsqCqFa1JCU5LHzmUNxRINNgAdqMUXD7hr1y46M79Vw+/8zDtFcDO8ORQGX74msflWvu3aoLXBqHK+29OFhE/CxI/Br+s6IpKccsbZQj5qelN5tXj/IYXyG/7OnJmGuJwWAwTBB2xawRYB0YjI7egHXYvJQ0EM0oIg9v7ZSloxBvKnwQhOHb2Jfc5G57v/r4hdKaikgmV9BJfziYbN/+kzvVuYEq95p5Sdm4Z/zo7MmQfqdDIoua4pKOhfXExX2CSf+YJfXSnyuqkwKEOxwMlLa+7fQ2DIOPRer+m+v29OiXBxaTnNvjYVlzXDa3Dz3vaeAF+Hrv7cvqV0M8PKRxkt0Yb6y97JgF+jj8npE2Evn+5k1Pys9uf1q/X1gfdTXVJR35WDhYb28Ea5BuFg54ca9ZUCer56VkUUN8cHx5O2tIzNzkSRtnBoPBUCnsilkjWL+7V/wRZ8wGS5LwcDXZ3ZORZaOkWLJVPVx+cdntmzR9D+L+oTPWqD8xpJtKXDm6BnLyrkvvlk37+pS8EBW/aW9fRVHw4GAD8jjaSBgde1QOn5eSJc0p6c3kNJKaCOrFjftfKyTGYqgNB4t1u/eT8LGAhhvf/HLs7XGr3ctbEoO/Y3Fanih79T1bZG9vVtrqo/LJF69VnTRgaMSGnbPf+dM6+d6f1+v3VJgh3I9s6z4gFXYyEimZCLgspOJhiQQCsqwlKcta0nJkW53KzzjC/mxxSI+EjTODwWCYOIx4zyIQ+gF2dmWUgFZSiSLK/b9veUq//8DzVyvpHglUxd996d3y8LYunXwHsoUpD8oJ+0Tm14clFQlJJl+UplhI5tXjzR3X14aeG6lr+Wu1GGrDTIFmTYBuezRcdY/bvPzaExcPku6R8Nen9siXr3tcv0fONV4Yz6GiIYFDSUK9uKl4H7OoURcHoaBfWuMhIViTBTaLA2+M2TgzGAyGicOunLMIKW0mDKvHL5XotQvSFWm7qaQtbojJq49bOOr9fnnnZvn7etfGDC/hqbYNbIn7tZmrOY0zSViioYCko0GNnl7SmFStKbIBnFRsu9tQDcAPHCDLGAn0XzyyvUt3nV52TNuoj4PM61//9yH9nl0nzv2pAqO4Ncm4SkhzPCSpeEij3yHdy1tSg25Je3uQ31jfhMFgMBwqjK3MMrCtDfGmwXI84o2c5IZHXN/i5x7WOqpTAs2Ul9zs6lJzheIBEpTJBNP6glRIXnj0AmlNxYVE7IZ4UHXdVOch2Hhze1VF2+42VAN2dQ0MNla21R9Y8Ua//aO/btDvCbxC+z2ag8kXfv+YJtGyoYTEZLKBdCsQcKVfVLePW1IvTcmYupUE/H45oq1O2hpchyAP8UabKgwGg2EyYFfTWQSqUo9t79LvK6mSoR+9rhRV7SXuDcfD2zrlbT+5S/WrFLmnKqKaE7ExGZDmRFia0zFZ3BCX45Y2ik98utXOFnd7b06/h3SXS0sMhpnE03v75Kel5FbSUocvBAm++df/e0huetQN63ndSUtGja//2JUPyG8f2K63kaJMtlsQNpzLm2ISCgakO5OXhfVxtQQ8YWmj7ny1piOyal7SxpXBcBB4atf4PSLs4OJOZJi7sKvrLAEVte//eYP0ZgvqaHLqquYx7/+zv2+S//yDq+3+2FmHyfFLG0bUmb7nZ/eothPSDfmdCtvAFU0RbZxc3ZqUnkxB6mNBifJckO5wQOUk+AaXN1EaDNUAHIR+ccdmyRcdnUz/6ZSlQ36Pg9AHfnGv3LFxn1p1fvYVz5BjF9cf8Dhd/Tl5z88e0FRKDaMK+id1Z4lRWxcRaauLy1GLqWgnZEdXv0SDAVnZnJQVLSl1XCkUiyqZKV/cGgyG8ck0C+UPXX7fuPflfjd99HQj33MYdmWdRVU3bNCwMnvnqcslNEbABp7AX7zuMf3+vaevlLc8+8AAj2sf2i4X/u9Dkis4Epgi0k31LRkNyIK6uOq36+IhdYOAeDTEI1rdJggnWyianMRQdfjbU3vkN/dvV0eSw+an5A0nL5ZIMDAknfInf92kTZecv1875xh51oqmAx5nW0e/vP8X92pyLD0Ujjhjjt+JIlRyLGlKxeTIhWlZ3pKWzr6MzEvGpDUdlrVtLAQcXeDu7MvKvFTU+iYMhgkAEg2Zbi/JzcaqiEPOuZ8R77kLu7JOAtBKT2dq40iAdHMEb332MmkaI63xro3t8v2SRdlbTlkq73vuygPuc+ltG+VL17uOCpBgCPBkvj6oSWsqpFaATTROBgNqh9iaisry5pRki0U5si2tE7+n4TYSYKgm4OF916Z2/f6ZyxrkFcctHNJwjN/9j/6yUXXfnNv/+frj5IgRei6Qcv3LL+9Ti0GGmNp00tgwiYtbwqaiIbcvoi/nSHd/VhcLzamwHLmwQdbMTw3acCaj7CpZE6XBMFFApI1MGyqBsZlDRH9/v8RiMSkUChKgY2kG8aJnzJcjh3kLl+OhrZ3yg79s0Kaq1xy/UM4/67AhhJrGrm/c9IT8uKRXRc892VHwvENLG6PqToJjwtr5aUlEQ/pcDVgZ+kTSOJbo5G+WZYbqBJad4IVHzpPnHtYyZIxsbe+XH/91o0q0WFj+6K0nyZLGA51Obn1it3zi6gdkIOfu6LDIPdjgm5HQHMOOM6FBU/PrYtKXLUpjMih1kYjEIgFdCLihOGbDaTAYDNMFu9IeAv74xz/K+9//fvnzn/8sDQ0NM0q+kWrQIEkj12hbXFS6CdV48TPmy7++9AgluWxrg1y+KBf9+uHBxi6axKjWTSbpjvlFVs9PyjOXN0rQH9Bt9QUNcTllJdvvvlJIB6maVnEzTA1UQx3dn0wZDwV0h4jzbSLnOvd8zQkLVa/tBtU4g+Ps53ds1nFIyM55py3XtElvnHn41d1b5IvXPqaLYMbu0Qvr5KFSY/RkoDEqckRbk6xdkJKFjXFpiIW1cZIwnGzBkRXNCe2bsHFmMBgM0wsj3oeAo446Snbu3CmnnHKK3HbbbVNKvs9/4RqJJVJD5C1otR/d3i2paFDe//xV8oIj5o0aN/+pax5Uvfbpa1rkm687doiGlMrcv1x+n/z5yT26XY6mG0tCtp4nAzzTvHRATlnZLKevnietdTHJFgrS1Z8v2QIemKZpMEwFntzZI/7IgYvTulhIVrUm5cy1rXLiskbdMi6vPuMY9F+3PKWVbqRXSLTe9g/LhzzGdQ/tkJ/9/WlttDx5eaNc8tpjJRkN6gKzfFfpKzc8Lt/5kyv3osqdLxbl3i0d0ps5tPGGQWEkRPXaL82pmDYrr21Ly/LmpKya5147TLplMBgMMwu7+h4C0um0vOMd75Brr71Wjj76aLn//vulsbHxkMh3JpPRLw9dXV2jarUh3XCDVx+/cMjkXo4ndnbLe392t064VJq/es7RQ0g3bgr/9MM75IGtndptjTvKZIXjsIlNrxkNXC87dpGceeR8aVT/Yt9gMIf5cBumAqONo39Y1SThWHJw8UrjI57ZxLDfXdJs3/joLiXXK5qTsrI1IS3JiFaosdurj4fkn5+7SpY275eO8Dg/+dtG+fqNTw7KT77wqqMOcCXpzeTlI1fcP+idj7yKr8nYVUqGRBbUR/WYi45PUhG/arc90m32mwaDwVAdsKvwQaJYLEooFJLVq1fLS17yEvn4xz8uxx9/vNxzzz1KvvP5vASDE397L774YvnMZz4z5n3QkN70qDt5n7F23qhJeZv29mrMO4Th6EV18v9ed+wQ1wUS8s679G4l3TSAQQwmg3TzDPPqQhopzzb6ssaEuj5QRSwP5QBGBAxTgdHG0WtPWiKJ5P6dI4AshMCpJ3d2y/1bOmV7R7/qrkmZ5MsD5+/7nrdySPhNvlCUi699TK64a4vefuPJS+TjLzzsAK02Fn3n/c9d8tiObnUPEd/kOJeE/SRPhmRNW50srovL/Iaoql40ebI5ZZ7cBoPBUGWwK/JBwl9yHjjiiCNkyZIl8v3vf1/e/va3K/m+6667pLm5Wfbu3StNTQfah42FCy64QD7ykY8MqdQtXrxYvnXLUxKIuD7WA/miakPRb5607ED/ba/SjX8wbglr5iXlW284fsgEjJYaCzM0r6lIUPomgXRDR5Y0R6Q5HpW2ppgkwyEJBX0a0rGowXVLMBimA6ONo5FAZXrNvJR+kfYKwaYSjl573e4eWb+nV5sjsd1kV6g8rfLT//uw3LZ+r57ZH3/RYfKmZw318QZ3bdwn77nsHg2h4n5cOkiIPBQgzKpPBWRRfVKWt8TlyIX1ar3ZEItIMOiTtQvqdFfJSLfBYDBUF+yqfAgVb8j3wMCA3HnnnfLKV75SvvOd78h73/teeeYznym//OUv5frrr5d3vvOdsmDBgoofNxKJ6Ndw4Ejg9+3XgNIo9ZKjFoy4TX3DwzvkX//vYQ3EIEznu286QdI4hpSwuzuj1Teqe5AOfLIPmXT7RNa2JbUCPz8dlZZUTBKRoNTjmuD4JBb2m6TEMG0YbRxVAqrVixvj+vW8w1tHlXqRMolEJRr0yxdfc7ScsfbA+159zxb53O8e1f4Khlgk5NedoENBIiDSUh+RpfVxWdqakqMXpuXEZU3SOZDTSn1bXVSP3WAwGAzVByPe4wD95h133CEPPPCAEu03velNEg6HByvez3ve81TjDY455hj5xS9+oST8RS96kVx55ZVKutGaHiwJ8PCWf1gq0birTSXRkWrW8Akcd4X/+sNT8sO/btDbNHh9+eyjh2yNr9/do5Vutr7rYyEl54dCur1EvEUNSXnRM9rUf9sRV2LSnIpo2qTnEWww1Do4ly+/c7PcudHVg6+dn5KLX32UrGx1x2a5BOUr1z8hP7/jab3NGIsED03PzRWnrT4k81Mx9eBe1pyQU1a1yIJ0XB+f/olwMDBpPRoGg8FgmHwY8R6HdH/605+Wzs5OueWWW2TTpk1yySWXyIUXXiivec1rVMMNqX7wwQe1yo2sJJfLqfykr69PPvCBD8jvf/97+dWvfiXvfve7JZUaqi2dCGjwiiWG6qOHE4J//vk98rd1e/X2m09ZKh96weohYRx3btynqVndA3klzAP5QyPdqZDI8csaZVlTXNoa43L4/LQsaUzoNjpJl16FG9LNosDS8Ay1jMd2dMn/3LZJOvpyGnRDQizJr6FhTZQdfVk5/8oH5PYN+yatiZIqNzKYk1Y2qjVgLBKUJU1xWdGc0l0rxjHjzZqVDQaDobphLGgMfPe735UjjzxS3vCGN0h7e7s8/PDDSqAh489+9rNV2x2NRuXEE09U0r1582b5n//5H9WWJhIJeeELXygrVqzQivmhkO7xgNb0qnu2yL5ed9v7315+pMpQyvGb+7fJv/36YbU60y3vgwzG4YRZUB+RtvqYbq2ftKxJskVH5qUiQwh3OcE2QmCoZdB8+X/3bZVbHt89uAh++3OWyZtOPlDPjS78A6UdJfTg89MR2dWz311lImCPLBXzSSoekcPQoM9PyzknLlbf8fLxVG4RaAtbg8FgqG7YVXoU7NixQ3XckG6AR/epp54ql156qTz3uc+VH/7wh4OuCclkUj73uc9JT0+PnHPOOXLCCSdolbytrU0uu+wyJeZThUe3dympRkOKkwHewVSey6v23711vXzrj+v0NnZouJkcDOmOBkSWNcbluYe3yvPWztfnQ2yCftsLvRlp4jdCYKgWXHnX0/vtBEvyLMZOrlBUeQiabXaJcsVi6WeOuv30lqRSp65qdu07o0PPZ8bZzY/ukgv/9yElwlS456UjUh8PHxTxTodFFjcl5KRljbK0KaHPv6IpIf2acjl0PNnYMhgMhtqBXbFHAXaAEO/hoAL+qle9Svbs2TP4s8MPP1yuuOIK1X8fe+yx6uON/OQnP/mJyk4mA0zsfHnAb/tPj++W29a729krWxLy47eeqBO9l6IHcfjMbx6RX9/vplE2J8OytDEmj+7omdBzQ9HJuVnb1ihr5yfleWvnKen29KQWfmOoFfz5yb3ij/RP+O/oWXjjyUvlqIV17g8cxqQbrPPr+7fJ/963TTbs6dVfsQAlGAoCP9FGSuKkcClprY/KUYvq5cwj5ktbQ1x2dw1IVyY/GPFuMBgMhtqEEe9RgH773nvvlc9+9rNy2mmnyemnn64/p0nyFa94hVayPYKOzpsgnbVr1yo5JjznWc961kH5eI+GNz1rmQb2eBpSgjg80v2OU5fL+WetkWiZ1Rl2ghf938OqM4Ucc1xoU/lCblIJoAzNcZ8saU7JKcubpCkdk2MX1cviprjJRww1iXc9Z4VEE/sbIalMI7tiEen+71eJCO4jkdLP+FrdmlIZFaAy/scndstHr7xfbnls1+B44u8GcgX9WrfbJeHAjZQfH00xnxy3tEn+8agF0pSKSmsqqsFYjLGWdFSWWuKkwWAw1DzsKj4K5s+frxrt17/+9arpPvnkk5V0I9HA0cSTangNlhs3blTiDREnWGcySTd47pdvkUDU8/Fmci9quh4JeS87pm3wfk/v65NLbnpS/ve+rVqRS4QD6lwy0cpbPCBy5hHz5IhF9XL4/JT6GtdHQ5ItstVtelJDbYIAHG8BOxLYSSpvSC7H+j09cuVdW+Tqe7eqJWc5GF6ZfOGA4JxKGyfXLEjJ0YvrZc28tErB6mNhSUYCg17cNtYMBoNhdsCu5mPg3HPP1dCN1tZWbaIsl5vQNOkBB5Pbb79dXvziFyvpngp0DuTF7+QGb7OV/d9vOF6OaEsPNlh++4/r5Jd3bh6swKlzyQRJN5RjYX1EjlyQkpNXNctzVrdILByU1lRMujI5lbQYCTDMZjBm9vRkZFd3Rgn2to5+ufahHXJXKVIeeCOKoXWwbiXUzxsSPjlsXr286/SVumNFOBake35dtORUYmPNYDAYZhPsqj4KkGYwoZ5yyilDbgOq2V7VjEQ8rAb/4z/+Q974xjdqhPxU4Or3nSLJ1P5KHUl6XuT0L+54Wr7w+0e1Cg40He8gCEHML7JyXkJeduxCWTu/To5YmNaId6wKW9IRWRpGYmKnjGH2Ee0/PLZL/u++bWq52TWQH/F+jKmAz6dyFNyDOka5XyVojPpkfjom9YmwvPgZC2RBfVzqYiGzBTTMGrBL2t6bHfM+uAAZDHMNxqJGwXDSWn4bqUlLS4s2Uf7sZz+T888/X6677ropI91geXNS0umhIR3FoiNfvv5x+eFf3MAcEDgIwp0MUnkLacw0GtNnLmtURwUmfip//G8NlIbZgBsf2SHxpKu/xrHkL0/tkese3iG9mQMDnrzFqxJuAnAC/kEpycFWuRujAVnRmlCbwaZkVF1LjlnSUNKP73cGsgWuodZJ9wu+9ieVOY4HeiMaEvtD3uYCKllw8J4srKfd2jDbYFf3MVBe5S4H0hOq3jiZfOhDH5Lf/va3ctZZZ03rsfVnC3L+r+6XGx7eqbfTsaD0EowzAUKwsC6kiZPHL66TwxekpD4ZlTBODAE33t2CbwyzDR/71YPijxwYp86CNUoTYzIi7X1Z3TU6lMCbcvAosYDrf3/UwnpZu7BBljbEpCEZkaMW1dnYMsw6UOmGdGNvu2pYqutcJpi8VhYaBNmNB+5300dPnzPvzVyCXfFHAVaCXix8R0eH1NfXD/4uFovJDTfcoJHwJFNON+mmCv3uS++WB7Z0qitDIhKUVDQofSNU7UZCXVjk8LY6WYZP8PJGOXpRo3pxD6+6AdvyNswmMF4CsOwSggHXxcRLlkRnPdFG5NHAoyxMB6WtISFtdVE5YVmjpKIhaU1Hpa0+Ptg4aTDMVkC6n+FZcBqUREOmK5HgQM65nxHv2Qe76o9Duj/84Q/L8uXL5YMf/OBgFRznEnTd119/vZx55pnTckz/8KWbJRBJDCbpEfrREA/p1jd2ZxORlRzRVi+nrWmVY5Y2qO93YzI8opTEtrwNsw2NibAEo1Mvm8IVaEVrXF70jDYl9McsbtDESc9a0E14tbFlMMw1QKSNTM9t2JV/DNL9qU99Sp566in5yle+Mvh7JlGcSx566CGVnEwX+jJF8cv+inbQ79MqHRW7StAQFWlrSMrSprisak3JitakNLHtVYp4NxgMhwbofH0yKKlISBbURzXh9fglTeKIo4SfsdafpQHasTFnMBgMcxRGvEch3RdccIE88sgjcs0116iem0ZKgnE83fd0km7QkgxJILq/AYVmr/E0qFGfSCIekAXpmJxz0mJZ3ZqW+kRIYqGgbXMbDJOEVEhkUV1cWhuictyiBmlORaStMS5HtqWlKeF6/xsMBoPBAIx5jUG6r7rqqiGkG8zUJLq7Jyf+3Ni6sHIc3hKVJU0pWdAQlSPb6mRpc1JWtCTUHtBgmKvY2ZURf2b0avP2zoGKH6sxhp9+Uo5b0iDLmxOyuDEpfbm8LKqPKfm2sWYwGAyG4TDiPQHSXQtIhLAeTMjJy5vlqCX10paOasNYOka13CpvBsOhgKtEKuyTlfNS8g8rm2RZc1KaU1F1FcoWHGlOhTV+3saawWAwGEbCnCfes4V08wpWNcekMRmRtQvSctySevUHpqELmDuJwXDwYOQkIiJLGxM6po5d3CBHLKyTU1e3HDC+bKwZDIbJgPl9z07MeeLtke4LL7ywZkk3jZPLmlNy0rImaUqF5dglDbKyJTlkq9v03AbDxMCSNRwWSeLvnY7rBHfM4jqVlnDdWFAXHdH9x8aawWA4FJjf9+yGzRAictFFF8kdd9wh1157bU2R7qhf5IhFaXnG/LRWt9sa4upUsmb+/mh5g8GwHwiuxgp6DzGuwiJLGxISDvulJRWTZ61okhOWNkqhWJRENCiNiYj0Z/MqKbFwKYPBMNkwv+/ZjTk/Y0Cyn/Oc5yj5rgXSzZG11YVkXl1cjlyQlsMWpGRhQ0IbJ2NaeaveYzcYZhqr5ifk6U5H8o5IJCCSKyI3E6lL+uSI+Q2qzMbxZ/X8tCQjAamPReSYJfUqL/EkJBDtvqxHum28GQyGyYf5fc9ezHniDcn2QnCqmXTHQiKJKLHTCXnuYa1a4V67oM5sAQ2GCeDck5bIH9d3Sy5XlHgkIF2ZvOTzRVndkpQTVzRJOByQecmIxKMhaYyHlHB742u4nMTGncFgqAaYFry2YDNHGaqVdIOzDm+RxqZGWTMvpQE4K1uHargNBsP4aEhG5LTVUXUgmZcOSyoWlmwu72q44yE1IzGfe4PBMBu14N/5pxNUjjreYxpBn1rYzFLlILAHPGtZnRy3okUWNbqx8VLMSldX5b7eBsNsRFdX15BxMhq836+s80s04MhAXuSw5vD+8TQEeckP5KWrcktvg2FOjaM7n9giiWRq1Put390rxUyf9HR3SVeXWWtOFVJ+kWvOO046+sbmAvv6cvKhX94r//TtP477mNGQXy553XG642eYGHp7uisaRz5nvHsYZhRbtmyRxYsXz/RhGAxVjc2bN8uiRYtG/b2NI4NhfNg4MhimfhwZ8a4Bn/Ft27ZJKpXS1EwqE1z4+GDT6dnhXjIbX9NsfV3V9pq4fHV3d0tbW9ugNWgl42i2vh+VwI55elBLxzzT46jW37/Z+hrs+KdmHJnUpMrBhzfSyomTqBYHwliYja9ptr6uanpNdXV1Bz2OZuP7USnsmKcHtXLM1TCOavn9m82vwY5/ksfRBB7PYDAYDAaDwWAwHCSMeBsMBoPBYDAYDNMAI941hkgkIv/2b/+m/88WzMbXNFtf12x8TXPt/bBjnh7U4jFXE2bD+1frr8GOf2pgzZUGg8FgMBgMBsM0wCreBoPBYDAYDAbDNMCIt8FgMBgMBoPBMA0w4m0wGAwGg8FgMEwDjHgbDAaDwWAwGAzTACPeBoPBYDAYDAbDNMCIt8FgMBgMhppArRux2fEbjHgbDDOAYrEoswldXV0zfQgGg2GWo7+/X3w+nxQKBanl11DLqPXjrwYY8Z4luPvuu+W2226Tv/zlLzIbwKr6kUcekWuuuUZuuOEGmS34xje+IZs3bxa/31/Tk0f55/TTn/5U/vVf/1Vfm2Fk1NpnffXVV+sEW2sLRHufZy/++Mc/ykknnSTt7e0SCARq6rPmOvmDH/xAXv3qV8uLXvQiufTSS6WWwPF/5zvfkTe84Q16/F/60pdk165dUkt44IEHpFpgxHsW4Fe/+pX89a9/lf/7v/+Tl73sZfLWt75V1q1bJ7UKBvkFF1wgX/7yl+UDH/iA/OM//qO+LhYXtY4HH3xQJ48tW7bU3OQx0uf085//XNra2uTtb3+7fmYslmwrcj9+/etf63n8sY99TP72t79JLeDRRx+Vv//97xKLxXSBWAuw93n246ijjpKdO3fKKaecUnPk+4orrpCWlhZ56UtfKvl8Xt7ylrfoOVsL4HpOUWVgYEBOP/10WbNmjV7rX//618tTTz0ltYBbb71V/uM//kPuuOMOqQbYaK9xMCBSqZR88IMflC9+8Ytyzz33aIWYlenNN98stYhvf/vbcsQRR8hPfvITXVBQUaWa/5GPfER6e3ulFuFVtF7wgheoLAPyvXHjxpqaPIbjySefVNJw5pln6ud1++236/9sBc918s3rp5oZj8flhBNO0MXJqaeeKh/96Edl27ZtUs34z//8T3n44Yf1nK32Sqy9z3MH6XRa3vGOd2j899FHHy379u2rievnb37zG6mvr5dXvOIVWqD47//+b1m6dKnceeedev5W+2fP+FqxYoV86EMfkne/+906P//iF7/QufmSSy6RWsDf//535UVf//rXlUvMOIiMN9QuLrzwwsHv+/v79f9NmzY5J554onP00Uc7V199tVNLWL9+vfP973//gJ/zOnw+n/PjH//YqWVs2bLF+d73vuecc845TktLi7Nx40b9eT6fd2oNV155pfPNb37zgJ8/9thjzoMPPujMZfzkJz85YOz9/Oc/d9LptPOqV73KefLJJ51qQrFYdP74xz867373u3Wc3XrrrU4twN7nuYFCoaD//+AHP9D37FnPepazdOlSZ+/evfrzXC7nVCOy2azzhz/8wdm+ffuQ4/z3f//3wfOW+1Tz+841fs+ePYPnr4fPf/7zzuGHH66/K/95teHyyy93PvnJTzpXXHGFc9xxxzmvfe1rnb/97W8zekxW8a5hPP3007p6psoNotGobmMtWbJEZSdUIz/84Q/L7373O6kVsJ01UrWUSvFZZ50l27dv19u1WlENh8N67GiiqQ5T+d60aZNWbmoNuVxOuru79Xv0fn/60590B+bTn/60vq4zzjhDrr/+epmLYEtz9erVg+8Tnzlbs0hz7rvvPq3cPfHEE1JNx/u85z1Pvve978kXvvAFeeYznymdnZ3S0dGhes6vfvWr8uc//7nqqov2Ps8NeFIcrplUX7///e9La2urHH/88bJnzx4JBoOyd+9eqSZwLnJcW7du1c/8pptu0ttg9+7dKjV59rOfLYcddpjKQ6uiElsGrxoPj2BX3Wts9XDaaacNztflP68m5PN5WbRokUpjzjnnHJWbsMv0zW9+c0bfbyPeNYzFixfLK1/5SiU3XLwBA5uTjS1XtN8MnI9//OOqjasFQEAfeughbT5BA+mBgc/Fa8OGDXqb11WL3dWNjY362aBXZPLlf0gqEy9fXJxrBStXrpRvfetbqltPJBKybNky1eRfeeWVcv/998tjjz2mEwoSlLlIFH72s59JX1+fhEKhwYXiS17yEn3PeH8ghdUihzj55JPlsssuk9e97nXy8pe/XLfzmZjoFeF6QkMw+s5/+Zd/0S3+aoG9z3MDnhwDoodE4xnPeIY2+82bN08XLyxo+Ly9wkw1ADLKV3Nzsxx77LEqLQScrywYKFB85jOfkXPPPVeuuuoqedOb3iR33XWXVAs4do9PsNh5//vfP6ShEkkXRT5P/sl8XE2LXMDx0xOATInFLBp7FrgzTr5ntN5uOGR8/etfd6LRqG6nlG+3ed9v2LDBaWxsdD74wQ86tYJ//dd/1W1Ytrh4Hd5r+e///m/dovWAnOGee+5xalGisW7dOt2e4zW88IUv1M/ofe97n35etQC2IHfu3Ok8//nPV7kTr+nhhx/W33mfF7Kh1tZW5x//8R+duQYkECeccIJz7bXXHrBdDni/OMfZcp5plB/XHXfc4XzrW9/S8/DRRx8dcj/GH8f82c9+1qkW2Ps8u8A18e9//7vK8ZCVDAwMHCBj+P3vfz8oz+M6etRRRzkNDQ3OTTfdpD/nb6rh+JFMetfC7u7uwfs88cQTQ/6G473ssst0Hv/whz/szCSGH793zn7iE59wXvnKVzq7du0acv+XvOQlzgMPPDB4+1e/+pXT09PjVOP5ky+Tc/7ud79znvGMZ8yY7MSId42i/GIEGU2lUkq+y/Vi3vd333236r2ffvppp1ZeE6/lqaeeGvJ7BsinPvWpwdv333+/81//9V9OreEvf/mLc++99w7e/s1vfuMsWLBAybeHu+66y6kFfPnLX9YJ4w1veMOQY/YmHDTszc3Nzp///GdnruG0005zjjjiiCGfNROZd55feumlSrC8BUu1AFJ45pln6nk5HF/60pccv98/2JtQDbD3eXaAz4vr+z//8z/r55lIJJQc/eIXv9C5jN/Tx8R742mO6SeBPK1cudJZu3atLmS+8pWvOF1dXVVx/Pz/y1/+ckQdd3mhrK+vz3nd617nnHzyyYOPVQ3Hj4bb06J7evryY2dB6+nX29vbtXcJ0luN58/w99Uj3+eee67OyQCiPh3njhHvGoa3GmU1TSMR5JsGAq/JEmQyGb39gQ98YHCAVDPKq0LDBwrVbYgeYHB87Wtf0wl169atTi2B5tcbbrhhsPpBNYHV+XOe8xynqanJefWrX31AFazaUP65fOhDH9LP4Y1vfKOzbdu2IZMJnyev5/HHH3fmCrzKCuMSMsCit3xnppwUfvSjH63KBujbbrtNJ1IP3vEy+Z500knOn/70J2emYe/z7MK3v/1trfyCffv26WIdAgWp5prp4eabb9b/KSRBtG6//XbnoYcechYuXKjXoTvvvLNqj5/P15vjPDLo3f7Rj37knH/++TNy7GMd/7JlywaLdsPn52984xtaBeda/z//8z/6/l9//fVVff4Uh5Fvrhuvf/3rnV//+tfORRddNC0N2abxrhGMZDnkNZwkk0n54Q9/qJpB/EF/9KMfacOJ18xH0yX3qVav2PJGouHHWN60gYaThhpPJ3fRRRfJ73//e9VM1xJ4Heg38bz+8Y9/rNaP6FDRR/Nz9J2HH364VANGa2ItT4+7+OKL5Z3vfKdaTKHNp5kIeP7EaL/Rts8V0KfAeGXMoefNZDLy5je/WfWE6CXLw5P4nNH2TyfGakz2fvesZz1LLdDoHeGYvXHI54i2n5/NxPWv/Nir/X0e6/2u1vd5prBjxw79LLkWgoaGBtUQcz1BV8z85oHP+3Of+5waCxBIg8abBjrmgVtuuUVOPPHEqj1+Pl/OS3Tq+M4zT3Mb7fq9996r5+9MYKzjp2mV8J+R5mc09vSPYfmLVSL9ZpggVPP54yuzuyUj5P/9v/+nvVXYPdIbsmrVqik/3upkYoZBfOUrX5Ebb7xRT/ix/D450SCjEKBPfepTelGiOx7gaoL/pkdaZxKc8JzkNMbg0w0q9WJduHChvgeXX365+pbjL0qKVjW8JhoI6bRngEMAxiI3CxYs0PvQ3EGnNZ60gKZSwj/oFq8WjOXJ7TmxsLCjUZSFA13jNA3R2AuZ+PznPy/nnXeeNhjNRoz23ngT1HHHHSfXXXedLrZw28DJgPeFph/Oec5nmummE7h/jIbyhS6Nie95z3vUIan8b1lQ4S4x3ROrd3zl73m1vs80yXlNxSM5PlTr+zxTYIEx0vx25JFHyqte9arBQlL5IooGVbzb+Xxp8GY+me6xNNHj985d5i6crR5//HFtTuS6+d73vleb7av9/S8H4+2Xv/yl+ubDM8h0qIXj95UVjjhnaHYl94RF3LRgymvqhkPCF77wBd2+wQt0pK2ekcCWFVtw6Jc+97nPqQ6uWsB20L/92785q1ev1td19tlnV/y3yGZo1AsEAkOaqWYSlejKht8fsK1V7nXNdnm5hm6mgS72O9/5zuDtSjWHP/3pT51Pf/rT6iP/xS9+0bnvvvuc2Qj6Cyby3nDuvuhFL9JmVHSQSCKQF02X/ItjxN/6ggsucN7+9rcf4JU/2nXl1FNP1ebZ3t5eZ8eOHXo9YVt/uo4Zveh3v/tdbUCuRCoy0++zNwY4bnymy8fQWJjJ97kawOfDefkf//Ef6nNejquuukrlap62GGnDI488MmTszbSPd6XHz5zAOQo+85nPqHQSicZMf9YTef+ZqzhPwc9+9jOdx2+88UanFo8/m80qx5ru3Akj3lUOOrUXL17sBIPBwW7u0SbJ4T8v76SuBtAwed111+n3NA1BAiKRyJCmqNHABZZuaUi3171eDahUVzYc3oRRrcEDr3nNa5xTTjlFPzMPYx3rWNr82QZ0t7w/aEsreb3l3fSEf9D8xWQ7XeEuHBu9H1w//vrXv2pDMpMlLgXlk1T5Z1j+Pf0IuIPQJDbckWEqwbl3zTXX6PcQLUJTRmpErJb3GbBI8K5xl1xyiS5gyzH8PKmG97lawOdNQyk6W/qSvPeKc4Dx5mHz5s2Dc2E1hc9UevyYBng66Fo8fubu3/72t/o9C0R00rV2/L8rO+aZaMQ14l3l6Ojo0IoNVVVOKq/SOxr5numV/2goH6zlFyCaCUdqvCt/feUTKvZR1QJW2Vh/DQcuMjS6cgEYDdX6OQEm/3e84x3a7IljBESgEoJZ/poq2ZmpVeCqwOc73IpqpPfG+9lMvh9MSHym5aDCw2tggYgl33iLQr6fzsUUJNRrovPA9YPxVm4xOvxYZ/q885q/QXmT+3CUv58z+T5XGxhPw92sWIR87GMfG7zNfMGuaS0fP7uCtXz8Y81tM4m/1cj5YxrvKkc8HlddGNrtt73tbSr+v/baawe1jeXNN+iDv/71rw8xua8WoEHHXJ/j80DzEM0kNGSgd77wwgtV74jmzXt9vKavfe1rg8EIGPlXCw5WF+d9TqSXVRs4d/icaKZBJ4tGln4BdPVjab6Hn3vV2sh7qLjiiiukvb1dtfy8T+UhDCO9N56Wl3Mhm83OyDGjNUaHDzhfOW8JIPnjH/+o2mkCJegjGX7MnJ/eMXthINMB3kMCb0j0A/RDAJoQ0WByTnoJgN4xee/7TL7PXLdIyyy/TeMZAWYkCJPqSlBO+XHP5PtcTfA+P8JOmBfKxxGfNQEooKurSxso0UQ/+eSTUqvHT+9LLR//Zz/7WdWnVwucGjt/ZufsOEvAJEnzAqSV7mHcI3C/IH3pL3/5i/T09GhDn9csRWf0Jz/5ycEY72oCkz3NgxAWOrp5bZdccok2ODBB8TtuEw1PQylJdOWvybtdTWBA04nORYi4dA+k0dEh7TWE8dr5rLykTf7nNXERqDa0tLTIJz7xiUGig+sKzjjjke9qPvemM354pPdm06ZNej7wXo7VID1VwAXiN7/5jTrmsCDy0uhoKOKzJg2W1+CRP45xJo/ZS/tjzHB94HgZMzgY4UBAwt8xxxwj559/vhYhAK+LZMCZfJ95T2+99VZt8gR33323NgGuXbtWG6g5b3BRwP3He50zfW5UC4YvNspv89lyXeJcwECARQzv8erVq6VaMBeP31sYVwN8tfb+z2i93VARbrnllsF0KHTDeHIjO2Gr2/PX9OQYNOZUK5CbeLpYZBrlHrVo3dCf0phI2mG5/KSaX9NEdWXe76v5NXnwtu0558444wyVnpTLTsolQLXymg4Vw1PQRktAGy4XeO9736vn93QfJ0DrTI8IDX/47Xq/54tjZhzSazG84XImj5nmZJokjz/+eGfJkiVOOp1WXTphTGvWrFF9Oppv/HfLddQzeczgk5/8pPOmN71J+z2GN5yhU6+vr3ee+cxnDmn2nO5jrlaMJrHhnEVuSXNwKBSaMZ/o8WDHP7Mo1tDxG/GuAdCZ7zXsABqiDjvsMCV8HiGnc3c4EaoVlB83JIAkROKUawW1ros7GPLtXeRmMp65luKHZ0K3W36MpOJBXnE82rlz5+DPvebK//zP/9SFIovH4frp6US5RpsJ8qtf/arz1re+VaOp3/a2tzlbtmxxdu/erb8neAZ3oPJrxUwl/nnA5YFmeBorvabr8iY63HCY/FkMjfT3cxXln3t5oJAH0gVZeFWLm9Vw2PHPLAo1dvxGvGsAuHl4JwwEjkZLXAqYiDiZaICbaTuig8HwCYfb2Pw873nPqyrnkokcv4f169c7n/3sZ/X7zs5OtRXjs6pFt4Lh5Jvz7X//93/1s7r44osHidBswmTFD093YudwG0jvWKn6UB2GFL74xS/W5i6qrN6Cnu9ZVM3EQmq0Yy4HBYaRGsvZZXnzm9+sP5vOxsrhx1y+yKGC7V2Xy52NvAUNpPwNb3iDfm+ke+jnSQruN7/5zcHbvD+cDy0tLYNpv9UGO/6ZRaEGj9+Id5WDE4cVHN6wTOiQAc8bGW9v7PWG+1bWEiCiwz00yyU0tQqkJUzMTMg4McRisarY4jrUi9uGDRucM88801mxYoUSTW/HZbZhsuKHp3uhNZINZPnERJw2VXzPjq38+N/3vvfpInG6MdIxD9+9g3R7khJ+V/6aqOJXwzGXLxj+6Z/+Sck3Lic4U5UTb/zI8Q42DD03sZd96UtfOqLjU/kuTTXBjn9mUajR4zfiXaUYXgnBSuu8885T2Yn3+69//etDvISrHcNtswiMwU7wLW95y2BlnypxLYWu1JKu7FBfk0csWChBKmphV2I6bCLL3y8WwVRXeH+me2yOZQPphXYMhxdEguf/Bz/4wWn3/q/UupKeieGTKtcLfIS911ANx+wdH+8jVW2081zTvAUYUh6CpWpx52sqSRPa+Je//OWD75+38KrmHQE7/plFoYaP34h3lZ9QXpohFbdyOQlbwjNRnZpsDRaVxWOPPVa13SR5TXeC1FzSlU3Ga4JQQDxraXE0URDQgeZ5OBhzyBqoDA9HeYWWlEUvaXa6QEXn85///ODnRnLj8GbY4VIMxhuVWfoT0BxPN4Gd6DGff/75KpOh+MB1ggrXo48+WtXH/JGPfESvb0ceeaQWSt7//vdP+zHXKmmqZtjxzywKNX78Pv6ZOU8Vw3BgKeV5IGN7s2zZMvmXf/kXmU2vafny5fKBD3xg0PIHK0HsEj0bsVp9TR/84Af1NkMKa7GFCxfKZZddJmeeeabU+mvygCVdZ2en/m62AhtIPOUZe6eddpqcfvrpg7+7+uqr9TO96qqr9DPGRpH3DL99bD2/+tWvyste9jL1yZ5OcM7x+QUCAb399NNPy9vf/na1CPznf/5nee1rXzt4P2/c/eQnP1GPb47/fe97n/rPV+Mx8z57vt1Yd3L+tbW1yYtf/GK16qvGY+ZcwAoW4N1NDgG2jtiacV2Yyyi/zmCx+Mgjj+h44jPG8s17b6sVdvwzi2KNH79ippm/YeJ6pVrCXH5N1aYrm2uf01yJH56oDWS5FpkG2dFkKNV6zDOdTlnpMXvva7Vud88Ear1Sacc/syjU+PF7sACdKl3FEcxxzTXXDK7iahFz9TV5m0itra1SC5iNn9Oh4txzz9WQKpJVSX30qsRUhcvTU0lVvOOOOwZvp1IpmWnwWfKZLlmyRH70ox8NCUDi3KQS6wVSUann97VwzF4AVbWkoo53zNzm/JiLSZSjwfvs2FGqxUqlHf/Mwl/jx++hOq5gcxyzYutkGObya6qliXY2fk5zLX64UlL4rW99S379618r6SYBcu/evVJLx0y6Zq0dMzHx1XbMM42LLrpIF6u1ep2x459ZXFTjx6+Y6ZL7XMds2Toph72m2sBsfE1TjVqziaxFG0g75tkLxg1+yrV6nbHjn1nka/z4PVhz5QxiNlYb7TXVBmbja5pMlDchlgO5w89//nOVaLzlLW+R3/72t3LWWWdJNR+z1+hHE/PRRx8tN954o5xxxhlSDbBjnruo9euMHf/MolDDx++2ihtmBLNFr1QOe021gdn4mqZiUdLR0SH19fWDv4vFYnLDDTfIlVdeKb///e+rhnSPdcyQwZ6eHj3me++9V4455hipBtgxz23U+nXGjn9mEajh47eKdxXolW677Ta59tprZw3xsddUG5iNr2ku2kTWog2kHbPBYJirMOI9g4Do/OEPf5DnPe95s4b42GuqDczG1zSZxOpTn/qUPPjgg4PuLuXYtWtX1TjWVHrM1QQ7ZoPBMJdhxLtKMBuJj72m2sBsfE1ToXkfTds7U6hFnb4ds8FgmOsw4m0wGOY0apFY2TFPD2rxmA0GQ3XDfLwNBsOcRS0SKzvm6UEtHrPBYKh+GPE2GAxzErVIrOyYpwe1eMwGg6E2YMTbYDDMSdSipaId8/SgFo/ZYDDUBqwl22AwzFl48cO1ZKloxzw9qMVjNhgM1Q9rrjQYDHMStWipaMc8PajFYzYYDLUBI94Gg2HOoxaJlR3z9KAWj9lgMFQvjHgbDAaDwWAwGAzTAGuuNBgMBoPBYDAYpgFGvA0Gg8FgMBgMhmmAEW+DwWAwGAwGg2EaYMTbYDAYDAaDwWCYBhjxNhgMBoPBYDAYpgFGvA0Gg8FgMBgMhmmAEW+DYQx0dHRMyWNOxeMOx/r166f8OQwGg8Ewe/G9731PzjzzzJk+jFkFI94GwyiAHH/iE5+Y9Me9+OKLp4UU33PPPXLTTTdN+fMYDBPBr371qykZV1N1DYB0TMdC2VD74JrL+dLQ0DArrr3MU+9+97tl3759M30oswpGvA3Tilq6MJ133nnypS99adz78Tq+/OUv61clhJr34Pjjjx8k9itXrhSfz6fvSzkh4fH4Gb/jPvxuIoT97LPPliuvvNIq34aqIt0sPCsZVweLc845R8fOZKC+vl6P9YwzzpiUxzPMbnBdv/HGG2fNQm0qx+lchiVXGmYEkEkuUC94wQukWrfXwLve9a4x78cF9oQTTpB169YNkuOx/gaSDvH++Mc/PuS5qCrcfffdeuEe/vgsUrj/wVwE+XuICO+1wTCTYAHIWOE8X7FixZQ9D+MLwjyZzwGR37t3rxERQ0Xgmk3Ro1rnt0rHK+e7VyBjjjNMDqzibZgRMDFWM7773e+OS7oBRNu7uEKezz333DHvz8WYSnSl74n3s6ampgqP/MC/h4BU++6CYfaD3Zvvf//7U0q6AYvXyX4OFr7eotlgmG7MRAWduc0WmlOD4BQ9rsEw7RemySLzTLAnnnhiRfe94oor5Oabb9bvy6vYY1URppp4DAcVbxYStVx9MdQ2vB2k0RadkwlPZgIBn8xznkUDY8kqf4aDAYu2yy+/XHdGvTlr+JzBOOH8otDC/+wQNTY2qjyLnaLpPFbmKW9ONY335MKIt6FqUC0XJqrS43VxUw3geDlGjpmv8aoD6FuZuCdLqkNFntcPPL34SBV1yMdkPa/BcDDg3IS4TjUYk3feeaeShsnubYDIQ0Qg9pUssg2G8mIO80O55M+bD7hme7cpkHjzGHMdv+NvhksQpxreXAI45414TzLQeBsM0436+nrnxhtvHLzN9y94wQuG3OfKK690zj777CG3jz/++MHb3/3udwf/Zt26dZN2bCtWrKjo8Xj+8uMZD7yW9vb2ER+HoTjac/K7L33pS4O3eYyPf/zjQ+7D+zD8/TuY12QwTDY4vzn/pgOMC55vqsA1aLpei2H2zG+cM+W3y+/HOQW4fpdf17lec+0fac6YSnA85WOIOc6o4uTCKt6GqgD6aFb75aByi7MIlQC+Hy6X4Hv+jmrvZMo3WN1X8nhUJiqVpFQih6HKMPx5R9L2cXzlFXkqI1RU2tvbR31srwI43TIXg4FK33TZB1Lxfu1rXztlj+9dkxhvJt0yVHpOcu0daa7gHGK3dDokWJWA+YZ5trwyz46yYXJhxNsw46i2C1OljSx33XVXxZO851wyHkEZiRh7+tjyC6F3MfQkJlwsxyL1/M5sBQ0zNbbHazqeDHgLUMYlmKrtea5J1jNhqBTe+Tja9dm7Lnu9OB68xd10GhGwqBy+SPaefzL7qOY6zNXEUFMXpnJ3jqm4ME2ke9zz464EY7mZTBS8Xu81856wYKnEgcVQu6gl//tycKzlTVpTCcg9z8VYmEpNLIttduEMhkrgFVNGm1u83zOXcS2H+LKIZEfV01mPNCdy7R/+mPycHgQvpGoixRaek7/zsiO8L+9ct8LN5MEq3oaqujCNNEGXX5i4GHmhM+NdmLyGrvLH5OdcSHhMmrCoQpdXmSslCN5FqBKpyVRVCkaSmHiynJGOwWQmtR/MwURYS2CMTVdjGAv46Xgur9I9kYW3Ye7CKw5xrR5+bfaaLr1rN9+PN1fwN+x4cv/hDcuQca85k+cl+KkS0wHmM6rtI8W6eLu13MfO98mBVbwNVXVhGg5+5umZvQsTX1S1RpNX8DcQzZGqUlyYcCTgAnjBBReM6PbBY45X+fZCOioh1JXITCYKjs/TxQ9fWIwEdOGm1at91NpWb/n4nWowJk866aRp+wy8nTqDYSSUzyEQZJy3hs8Lw3crh8sKR5svPYedcgz3mPfmsZHmBC8K3vve89gfCV7BxkLYJg9GvA0zhmq9MFViRUYlr9LGykoTOkci+97PSM0rBwsGHnP4ezNaVdsaKw3THczBOTedOy3TWV3neabTV9lQG2CO8Rr+mc/K/euZ4zwZCXIQ7lNOZrmW8zflMg8vDbkSjLYQHCn0iQUxx4F0jeegmDXa2PHmLu4/UfmKYWSY1MQwreAiQJXWuzBRieWCw4WJCdqTkXiEYPiFafny5UMuRPwNf1tJwtZYF6ZycoCGc7xta09zOx7GIrzee+BV5nldPKf3Wrg4e6/fuw8XdZ6bCyeVey6GPA6e5nw/UlXCIz+1Vi011Jb//XB4Y3i6iDfvw0Rchg4FvCareBuGg+s389twhy7vd6PNKYwViimEsXn38YpCzAsjuX6N9BjDdzVH8+CmH4LH4/Er6T/iPtzXm6cNh4hJtic0GKYEeJnic3r33XcP+Rm3+fm73vWuET1Syz1Q8cIe7nWNR+lw31/8U8v9w0cCj11+LKMBX9ZK7jedvqyG2kU1+98PB887nT7EE/HUP1Qwrs3P2zBZYEwOz2bwwBgd6VwbPr+NlCvB33k+4YbqgUlNDDUBotmHVwxYzXsVhkqcHkZa/Y9UJfCkJsO34XkOzx4NVLKtXQ0NWFQ1p8POzTD9oBI2fCuaqhTnqrdLMpL/vdcHMZXVK2+sTeVOC2OR6j2vZyr9u0eCpfkZJgvemBwJozXMD8dIuz2cozM9/xgOhBFvQ01gui9MI2nO2Qpke7m8E73aSTfHMN1esIbq8b+frfpxDywceP28F9MZ445kZzpen2FugPMYOYenAfe+vFC1keab4ecfc035z7yFtUlDqg+m8TbU3IXJ07IC9Ko4GYw06R7KhYn7ehVujzzjguI9ZyXEm0rjdCX2jaUhH81y0VDbqPZgjuENwaNhsiwSJ3OsjWSrVg5byBomG6MR7OHw5iXA9Z35zys8eXMkP6PZ2K791Qkj3oaawXRfmCDzNDh6jYkTrahVGj0/VaBiMppFlKH2UU3+96NVhSeD5E7H4hSZykR2p6zabZgpMJ75Gmk+KpdjVksMvWEEzLTI3GAwGAwH11zJ7ZGap/i511BLU3ElDY48Lo3AIzVEljdt8btKGhl5/kqmGJ6T5mjuy/9eMzJ/T3PYSA3QkwVec/lzVgreU95jg8FgmChM420wGAw1hGr1vx8Or2l5vOpwuYVmuZ8wx09Vfbhf/WTiYCU3yGgskMpgMBwMTGpiMBgMVY5a8L8fDo/QcqwHq4muVi01i45qPTaDwVDdMOJtMBgMVY5aCeYoh+e2Mh5BnyqgSR+pKj8ZISCWBGswGA4WRrwNBoNhjvrfV5K+Wqn//Uh/x9dEIqaRxJRXkstJO0SaY2YhwXOfd9552iQKwefvvNdItZ9K/lQ2l/GaWLQYDAbDRGHE22AwGGYp0DCPVtGeiP/98MeoNJgD0oz9ZqVAFlNOvMslMwCize+p1nvuDjgPcSxeSNBEiH65AxKo5DWx6OBruuLpDQbD7IIRb4PBYJilmG7/++HApm88KctEGyG9VE6P0LN4IL3Sa8T0/PYrfczyVM9K4AV5zXQ4lsFgqE0Y8TYYDIZZjJkM5uDv+bvJ0ER7biqeZt07ZirP7e3t+j0V8jPOOEO9yqcKPMdEybrBYDB48OEpOHjLYDAYDIZJBJV2yPdYloAQ6oaGBiXQ5VITNOjldoPc5sur1CMzwdqvPNCH3w+XqEwmOE5sHC2gxGAwHAzMx9tgMBgMU4bxnFOosnte5PzvVd1pmKRS7klLuI21IcSc7yHYfE9Cpncfvqay6ZHHB0a6DQbDwcIq3gaDwWCYUlAlRp5S6xINtOS8hkqkOwaDwTASjHgbDAaDYUpBhRriPZUSkKkGVXX05chhDAaD4WBhUhODwWAwTCnQd3uykVoFOnW03QaDwXAosIq3wWAwGKYcEG902TiO1FrcuufMUqmbi8FgMIwGq3gbDAaDYdpsDZFr1BJoqKRSb6TbYDBMBqzibTAYDIZpJbJ4gddCg6LnG+4lZhoMBsOhwoi3wWAwGAwGg8EwDTCpicFgMBgMBoPBMA0w4m0wGAwGg8FgMEwDjHgbDAaDwWAwGAzTACPeBoPBYDAYDAbDNMCIt8FgMBgMBoPBMA0w4m0wGAwGg8FgMEwDjHgbDAaDwWAwGAzTACPeBoPBYDAYDAaDTD3+P5C7dtE91dVIAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samples_numpy = GB_population_samples.numpy()\n", "plot_samples = np.log10(samples_numpy[:, [0, 1, 2]]) \n", "\n", "fig = corner(plot_samples, \n", " labels=[r'$\\log_{10}(f/{\\rm Hz})$', r'$\\log_{10}\\left(\\frac{\\dot{f}}{{\\rm Hzs^{-1}}}\\right)$', r'$\\log_{10}\\mathcal{A}$'], \n", " show_titles=True, color='C0', title_kwargs={'fontsize': 13})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sources generation\n", "\n", "We now generate the sources from the catalog above and inject into a LISA datastream.\n", "We use `SourceCatalog` to generate and save the catalog. \n", "\n", "We need to specify:\n", "\n", "- `Nmax_binaries`: Number of sources to generate. If `None`, the full catalog is generated.\n", "\n", "- `Nbatch`: Number of sources processed per batch. This is useful to control memory usage, especially when running on GPU.\n", "\n", "- `Tobs`: Observation time (in years). \n", " \n", "- `AET`: If `True`, the output is provided in the AET TDI basis.vOtherwise, the output may be in the XYZ basis.\n", "\n", "- `save`: If `True`, the generated catalog and/or time series are saved to disk.\n", "\n", "- `oversample`: Oversampling factor used when generating the time series.\n", "\n", "- `tdi2`: If `True`, second-generation TDI (TDI 2.0) is used.\n", "\n", "- `outdir`: Output directory where generated files will be stored.\n", "\n", "\n", "This return as an output a dictionary with all the metadata and the TDI channels" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[INFO] - Cupy is available: using the GPU\n", "Generating waveforms: 100%|██████████| 700/700 [00:06<00:00, 102.46it/s]\n", "[INFO] - Saving the catalogue with 7000000 binaries\n", "[INFO] - TDI catalogue saved in /home/fdesanti/work/LISA/fast-lisa-subtraction/examples/tdi_cat_GB_catalogue_7000000_binaries.h5\n", "[INFO] - Catalogue saved in /home/fdesanti/work/LISA/fast-lisa-subtraction/examples/GB_catalogue_7000000_binaries.h5\n" ] } ], "source": [ "catalog = SourceCatalog(catalog_df=GB_population_df, use_gpu=True if device=='cuda' else False)\n", "\n", "AET = catalog.generate_catalogue(\n", " Nmax_binaries = None, \n", " Nbatch = 10000,\n", " Tobs = 4,\n", " AET = True,\n", " save = True,\n", " oversample = 1,\n", " tdi2 = True, \n", " outdir = os.getcwd(),\n", ")\n", "\n", "catalog_path = os.path.join(os.getcwd(), f'GB_catalogue_{N}_binaries.h5')\n", "tdi_data_path = os.path.join(os.getcwd(), f'tdi_cat_GB_catalogue_{N}_binaries.h5')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'A': array([ 6.56596047e-15-1.56411744e-14j, -1.51980682e-14-5.03222289e-15j,\n", " -2.26717721e-15-1.23868115e-14j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'E': array([ 1.00297762e-14+1.32854742e-14j, 1.20677020e-14+1.85768499e-14j,\n", " -4.13275250e-15+5.53553918e-15j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'T': array([ 1.04152541e-15-2.61888947e-14j, -1.00204175e-14-1.21080498e-14j,\n", " 2.76406318e-14+9.74976982e-15j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'f': array([0.00000000e+00, 7.92188395e-09, 1.58437679e-08, ...,\n", " 3.33333151e-02, 3.33333230e-02, 3.33333309e-02], shape=(4207754,)),\n", " 'df': 7.921883946719446e-09,\n", " 'dt': 15,\n", " 'Tobs': 126232599.05418241,\n", " 'tdi2': True,\n", " 'duty_cycle': 1,\n", " 'oversample': 1,\n", " 'snr': array([0.00315701, 0.0003168 , 0.0004559 , ..., 0.00751764, 0.00173092,\n", " 0.00579411], shape=(7000000,))}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AET" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the Subtraction\n", "\n", "We now run the subtraction algorithm. It returns:\n", "\n", "- `out`: output object containing the resolved sources and related products (e.g. waveforms / indices / parameters, depending on implementation)\n", "- `PSD`: the estimated foreground (and/or residual) Power Spectral Density\n", "- `cat_figs`: diagnostic figures produced during the run (if `doplot=True`)\n", "\n", "We need to specify:\n", "\n", "- `maxiter`: Maximum number of subtraction iterations. \n", "\n", "- `snr_threshold`: Signal-to-noise ratio threshold used to classify sources as *resolved*. \n", "\n", "- `kappa`: sources with initial `kappa`*`snr_threshold` snr are left out from the subtraction. Assumes `kappa` <= 1\n", "\n", "- `doplot`: If `True`, generates diagnostic plots during/after the run and returns them in `cat_figs`.\n", "\n", "- `batch_size`: Number of sources processed per internal batch during the subtraction step. \n", "\n", "- `methoduse`: Method usedto estimate the PSD (either \"mean\" or \"median\")\n", "\n", "- `extra_smooth`: Additional smoothing strategy applied to the PSD estimate. For example \"convolution\" applies a kernel-based smoothing to reduce small-scale fluctuations.\n", "\n", "- `Nsegments`: Number of segments used to estimate the PSD \n", "\n", "- `tol`: Convergence tolerance. The algorithm stops early if the change in the PSD drops below this value.\n", "\n", "- `verbose`: If `True`, prints progress information and iteration diagnostics.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[INFO] - Cupy is available: using the GPU\n", "[INFO] - Reading catalogue data from /home/fdesanti/work/LISA/fast-lisa-subtraction/examples/GB_catalogue_7000000_binaries.h5\n", "[INFO] - Catalogue contains 7000000 sources\n", "/home/fdesanti/miniconda3/envs/lisa/lib/python3.10/site-packages/cupyx/jit/_interface.py:173: FutureWarning: cupyx.jit.rawkernel is experimental. The interface can change in the future.\n", " cupy._util.experimental('cupyx.jit.rawkernel')\n", "[INFO] - Starting the local subtraction algorithm\n", "[INFO] - Minimum SNR = 0.00005, maximum SNR = 3401.39\n", "[INFO] - Selecting sources with SNR > 1.05\n", "[INFO] - Selecting 88059/7000000 sources for subtraction\n", "[INFO] - Initial PSD computed\n", "[INFO] - Making initial plot\n", " 0%| | 0/10 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize the subtraction algorithm\n", "subtract = SubtractionAlgorithm(catalog_path = catalog_path, \n", " tdi_data_path = tdi_data_path ,\n", " use_gpu = True if device == 'cuda' else False)\n", "\n", "# Run the subtraction\n", "out, PSD, cat_figs = subtract.run(\n", " maxiter = 10,\n", " snr_threshold = 7,\n", " kappa = 0.15,\n", " doplot = True,\n", " batch_size = 1000,\n", " methoduse = 'mean',\n", " extra_smooth = \"convolution\",\n", " Nsegments = 2000,\n", " tol = 1e-3,\n", " verbose = True\n", ")\n", "\n", "display(cat_figs)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['A', 'E', 'T', 'Tobs', 'df', 'dt', 'duty_cycle', 'f', 'oversample', 'snr', 'tdi2', 'A_original', 'E_original', 'T_original', 'resolved_cat', 'unresolved_cat', 'num_sources', 'num_resolved', 'num_unresolved', 'runtime', 'iterations', 'Sconf'])\n" ] }, { "data": { "text/plain": [ "{'A': array([ 1.23750521e-17-1.21146037e-18j, 2.30985640e-18-1.13647080e-18j,\n", " -1.58123886e-17-8.88589963e-19j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'E': array([3.02035570e-18+3.23866884e-18j, 5.63116374e-18+2.33177858e-18j,\n", " 4.34558100e-18+4.44667121e-19j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'T': array([1.33224648e-17-9.47084378e-18j, 1.80744821e-17+2.67857440e-17j,\n", " 7.44929416e-18+1.43022934e-17j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'Tobs': array(1.26232599e+08),\n", " 'df': array(7.92188395e-09),\n", " 'dt': array(15),\n", " 'duty_cycle': array(1),\n", " 'f': array([0.00000000e+00, 7.92188395e-09, 1.58437679e-08, ...,\n", " 3.33333151e-02, 3.33333230e-02, 3.33333309e-02], shape=(4207754,)),\n", " 'oversample': array(1),\n", " 'snr': array([0.00257776, 0.01005576, 0.00313661, ..., 0.00032715, 0.00663081,\n", " 0.00218669], shape=(7000000,)),\n", " 'tdi2': array(True),\n", " 'A_original': array([-1.58778639e-14-1.84461216e-15j, -1.17925776e-14-4.98779250e-15j,\n", " 6.47146614e-15+8.37014176e-16j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'E_original': array([4.20337088e-15+3.27932766e-15j, 9.41571528e-15+7.01742681e-15j,\n", " 9.03612106e-15+2.18168864e-15j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'T_original': array([-8.88697899e-16+7.95363426e-16j, 7.06311032e-15+1.97869977e-14j,\n", " 1.35028886e-14+1.39751369e-14j, ...,\n", " 0.00000000e+00+0.00000000e+00j, 0.00000000e+00+0.00000000e+00j,\n", " 0.00000000e+00+0.00000000e+00j], shape=(4207754,)),\n", " 'resolved_cat': Amplitude EclipticLatitude EclipticLongitude Frequency \\\n", " 0 7.461294e-23 -0.684062 -3.279134 0.006245 \n", " 1 2.678701e-23 0.001691 -3.508877 0.002391 \n", " 2 8.617990e-23 0.003610 -3.014246 0.001178 \n", " 3 3.814219e-23 -0.003226 -3.219182 0.013113 \n", " 4 5.188652e-23 0.096143 -3.115334 0.003120 \n", " ... ... ... ... ... \n", " 18100 1.916361e-23 -0.725985 -3.048061 0.002124 \n", " 18101 8.921188e-24 -0.023322 -3.179191 0.002337 \n", " 18102 2.448078e-23 0.016256 -2.855514 0.001934 \n", " 18103 1.889485e-23 0.176347 -3.335850 0.001924 \n", " 18104 1.451972e-23 -0.122610 -3.069855 0.001937 \n", " \n", " FrequencyDerivative Inclination InitialPhase Polarization \n", " 0 2.674486e-18 0.963475 0.866809 3.106331 \n", " 1 2.896236e-19 2.333052 6.269701 5.975049 \n", " 2 9.796302e-20 2.825798 3.798167 3.311297 \n", " 3 1.212599e-17 2.497385 5.209013 5.619650 \n", " 4 5.398476e-19 2.430412 2.046115 5.964725 \n", " ... ... ... ... ... \n", " 18100 3.603896e-19 1.816379 5.024586 2.360944 \n", " 18101 4.934780e-19 2.256582 2.880993 3.383741 \n", " 18102 2.075758e-19 1.747774 0.473650 3.743894 \n", " 18103 1.285527e-19 2.008865 4.982120 2.353525 \n", " 18104 1.960376e-19 0.908985 3.370217 4.134227 \n", " \n", " [18105 rows x 8 columns],\n", " 'unresolved_cat': Amplitude EclipticLatitude EclipticLongitude Frequency \\\n", " 0 2.184889e-24 0.052374 -3.986333 0.000120 \n", " 1 2.456927e-24 -0.211355 -3.172136 0.000262 \n", " 2 4.793424e-24 -0.013430 -3.155939 0.000108 \n", " 3 7.004272e-25 -0.065210 -3.090360 0.000115 \n", " 4 6.643289e-24 -0.101062 -3.111741 0.000098 \n", " ... ... ... ... ... \n", " 6981890 1.727319e-23 -0.001962 -3.375396 0.000874 \n", " 6981891 6.022181e-23 0.452347 -3.129454 0.000592 \n", " 6981892 1.409613e-23 -0.106831 -2.657236 0.000679 \n", " 6981893 1.653164e-23 0.065999 -2.952805 0.001094 \n", " 6981894 1.323182e-23 0.293619 -3.382494 0.001322 \n", " \n", " FrequencyDerivative Inclination InitialPhase Polarization \n", " 0 7.488707e-22 2.862180 4.312956 5.612725 \n", " 1 4.299681e-21 1.403915 3.339834 0.232345 \n", " 2 4.834366e-22 0.782177 3.492598 5.361196 \n", " 3 5.377511e-22 2.019329 1.844765 5.675665 \n", " 4 3.467041e-22 0.877479 0.611017 2.957046 \n", " ... ... ... ... ... \n", " 6981890 4.556329e-20 0.682707 0.039144 5.701773 \n", " 6981891 2.159866e-20 1.208989 1.504324 3.662067 \n", " 6981892 5.738881e-20 0.508316 3.795960 2.757061 \n", " 6981893 5.941227e-20 1.532906 2.418825 4.659492 \n", " 6981894 1.054291e-19 0.982424 3.750560 4.067661 \n", " \n", " [6981895 rows x 8 columns],\n", " 'num_sources': 7000000,\n", " 'num_resolved': 18105,\n", " 'num_unresolved': 6981895,\n", " 'runtime': 56.88103461265564,\n", " 'iterations': 10,\n", " 'Sconf': {'A': array([ nan, 1.19543763e-43, 1.34663315e-43, ...,\n", " 7.45706069e-40, 7.45709522e-40, 7.45712975e-40], shape=(4207754,)),\n", " 'E': array([ nan, 6.48186813e-44, 7.27336007e-44, ...,\n", " 7.45706069e-40, 7.45709522e-40, 7.45712975e-40], shape=(4207754,)),\n", " 'T': array([ nan, 7.34294320e-43, 8.30965184e-43, ...,\n", " 9.62834647e-40, 9.62839661e-40, 9.62844676e-40], shape=(4207754,))}}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(out.keys())\n", "out" ] } ], "metadata": { "kernelspec": { "display_name": "lisa", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }