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@chichivica
Created February 3, 2020 06:04
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{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import tvm\n",
"from tvm.contrib import graph_runtime as runtime\n",
"import numpy as np\n",
"import time\n",
"import os\n",
"from datetime import datetime\n",
"import sys\n",
"import shutil\n",
"\n",
"# make it a class ffs\n",
"\n",
"class TVM_handler:\n",
" \n",
" def __init__(self):\n",
" self.use_detector = True\n",
" self.DETECTOR_INPUT = (1, 3, 224, 224)\n",
" self.detector = self.prepare_module(\"\", self.DETECTOR_INPUT)\n",
" \n",
" def prepare_module(self, netpath, input_size, gpu=True):\n",
" # input_size fro incv3 (1,299,299,3) fix to (1,3,299,299)\n",
" ### Initialize module\n",
" # FileExistsError: [Errno 17] File exists: './classifier/deploy_lib'\n",
" # some temporary tvm file, can persist if server closed unexpectedly, preventing tvm from loading again\n",
" if os.path.exists(os.path.join(netpath, 'deploy_lib')):\n",
" shutil.rmtree(os.path.join(netpath, 'deploy_lib'), ignore_errors=True)\n",
" #os.remove(os.path.join(netpath, 'deploy_lib'))\n",
" # load saved shite\n",
" graph = open(os.path.join(netpath,\"deploy_graph.json\")).read()\n",
" loaded_lib = tvm.module.load(os.path.join(netpath,\"deploy_lib.tar\"))\n",
" params = bytearray(open(os.path.join(netpath,\"deploy_param.params\"), \"rb\").read())\n",
" #print('*'*80)\n",
" #print('Module loaded')\n",
"\n",
" # create runtime module\n",
" if gpu:\n",
" ctx = tvm.opencl()\n",
" else:\n",
" ctx = tvm.cpu()\n",
" module = runtime.create(graph, loaded_lib, ctx)\n",
" #print('*'*80)\n",
" #print('Module created')\n",
"\n",
" # upload weights\n",
" module.load_params(params)\n",
" #print('*'*80)\n",
" #print('Weights loaded')\n",
" \n",
" \"\"\"\n",
" # warmup run\n",
" for i in range(5):\n",
" start = time.time()\n",
" image_data = np.zeros(input_size).astype(\"float32\")\n",
" module.run(input_1=tvm.nd.array(image_data))\n",
" end = time.time()\n",
" print('Warmup {}th run: {:.3f}s'.format(i + 1, end-start))\n",
" #print('*'*80)\n",
" #print('Warmup done')\n",
" print('Module loaded and warmed up')\n",
" \"\"\"\n",
" \n",
" return module\n",
"\n",
" def run_detector(self, image):\n",
" if not self.use_detector:\n",
" raise ValueError('LOADED WITHOUT DETECTOR')\n",
"\n",
" if not image.shape == self.DETECTOR_INPUT:\n",
" raise ValueError('DETECTOR INPUT SHAPE IS WRONG. Recieved {} instead of {}'.format(image.shape, self.DETECTOR_INPUT))\n",
"\n",
" #start = time.time()\n",
" '''image should be already preprocessed and in proper shape - (1,w,h,c)'''\n",
" image_data = tvm.nd.array(image)\n",
" self.detector.run(input_1=image_data)\n",
" res = self.detector.get_output(0).asnumpy()\n",
" #end = time.time()\n",
" #print('Detector took: {:.3f}s'.format(end-start))\n",
" return res\n",
" \n",
"def transform_image(image):\n",
" image = np.array(image) - np.array([123., 117., 104.])\n",
" image /= np.array([58.395, 57.12, 57.375])\n",
" image = image.transpose((2, 0, 1))\n",
" image = image[np.newaxis, :]\n",
" return image"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File /home/pi/.tvm_test_data/data/street_small.jpg exists, skip.\n"
]
},
{
"data": {
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N9DWXl4+ou55V0xGdJ0XQ1jAazTDaoI0Ma+poupamqamXK3znCMETo0drwSiNaDvgMbl8k4FdWGdsn2ZfGCcQAUmZrEMUIcH3/+htnj15hiZxuVpxdvKU04NjiAFU5ODQcXBwgEKRfORLD9/k1/7qr1IWBcEHeh+xhQEPOoILPW2fSEDQoK1Gq0hVGpTKCP9qfkFVWiLQ9olVGzg8XZJQkATQRHL6G1wGewIe+g5RCqUNSsAYhQ+RqCxBgBRJwSNG03uP8fDORwd8+PiUs7PfQw8PK0jJvBO0qQkx0PiexXJOqQocgem0wqhEigXzFYjxvPnaDFsKbduRUknoI+V0jImBdrUEoynHm5yfnjKbjNndLikk8UQrjERUCkjyQ7QQZKBMQ+yoyjFlNWa5aimsZWvrBj6BkOi7bgClFIlMcSYkg2cEEMEUBdV4TFkUeOfINK0GsvOIEVISirLi8dEhUdZ3AMn5AVtIYARBEVOi7hrarkGJx9QB5YAk9L2w7CO9EoJASjlqQ6YJVc7eCSkRADEGMYbxeAIhcu/BA37/B3+A94F6ueI9hHFVUI0mVGWJQhjfHGEGoDKlSHA9MXo2dyaMZgWTzSkbG1NSTNSrFU+ePOViviCEhFGaIBpVaHoHXVdnijQjpVhjqaZTNCqXKwPNPL84o65XNE2Ncz2JSIoRM2QGtiiuKFRYl5ye6CMx5VJFG/uZZ+8L4wQkpXxQlND7wP/0G/8Hf+fv/gZd3TAdFUyngkpLxkXF5dkCU0I5mkBQzBcLjDF87RtfZ7Yxw8c2gzJKQOdMoG97XPRgSlIOm8QkRKVxKRFjBlUY6lGAp0+P+PDxAZdNT1Vdp7ralEOEzboErYSYXEaPlUFSQqnE04NTLj94juiCvnfElNBGEDwhHLFcrXjwyh1ev32DEANKIiuv+eG7z+i6RNcGXBS2dm+ytbVLlyJ39ne4vTfh7LzmJ+98yK29V3h+2lFOK5RU1PMGUxYUWrM4n/PGvVc4ODzkYtXTrAxt6LlxcwOtB1aEhKzRciUDtxxJBJIEisJAMpk3D4G+TyQxpORJwHy55Pzyksv5PK9pjEQfIcWsXTAm1+JKKIqCGNOg+WjxPmStRwLEUBQlPsVPaCok5g2PyhtcpYgRYWwir96acXtjxLgIaALzOvL8MvDo3LNwmogB5TI8mTIlGUPIKH6uQVBGU1UVKQSKssjZiigKZSiMZn9/n/07t/OhFMVkNMG7Hu96RlVBWU7RWiGSiM5zenrOh+9+QN9nIDcmCA6Uye9t2XXEEAGPsZZyPMUWFiVZT0EC7xxt09I0K1b1irpekmmOnFlpkzUXSmeHmdKQKfSetXJFaUVZlpmGHnQaB59x9r4wToAUEaW5qFv+67/zP/C//i//O0YJlU2k1FM3ntnU0sfIycU5/8w/+9do6hoJgUcff8z9e/e5vDzn5OQZX/7KwxzVtORF7FrGWzsopdG2QFlNXPW4poGQcG1P8B47qig3p7jViphgvlywaluq0QStIyFGRDRN3WZBTVmAgA8eYzJwFrwnxYjvO6wpmS8vQFzOJIzOziNEfIDtnX2C77l56yazMmBUYBlKDi8bnj27ZDyeIt7x8K030Mow3piyODtkZ3KTZlEzm5TMFyd89Re/xOHxKdub21RbFa3r6eqOcWlomguQnsIoOtXiQ8KnQDQGH9KAcGdaU+sB+EseHwKk/J58CIgSnOuBzPU39YKLywuWqxVlNWJzc5O6rjNH7zLYt3aaIQRCCFhb0HcNMSWc64kxolSu3GIMOSIqRWJgGgBUvj9SBJUQAhIDr+xucm83sjF1TGYTVHKUzYpyy1J7qA8TolO+Fpp0VRTn+nhNHwM5c3Qusy+l5c6dW9x75RUmoxFd12HSwEhZjdfZGW5vjAhoOuc5Ojrh4uIc1zmapiOSKMsKlTJLVDctIbaIUhRFhSn1UOJmlZgS6LuOZZuBvXq1wvUdDDSu0RptLGoA964EWleZUtaXGGOvQEOl8uEfpGdXpdqn2RfGCYjSPHp2zN/6L/8bvv+DP2JcGkZFomlrghdEC8qM6GqHT4mmafj4ow/Zu7nDaw/uMZ8v+Pijj5hMSpTonK62LTHCgwf3qbtA33tG0xmTmzuctQecPDtkUo1ZHpzhE2zubqPLkkjCxYgtS4zR9M4xsQXOeZyPg4dPdF2PUonCmpwaXvHaQmEt0RTcvJnQdozWCpIjCbjO8/x4zsHZksv5JYvlJf/kX3qTSnqUNRgFo3HBeDzm/PKcN+7PKE1Wq7F5g7HxnB485dmTx3S95/VXJnzz4WskD30f6AOUoxlWFyzml2zub1AWBfUGWG0Yp5DPlAjOBwoluIHJCAMw5lzItKfIwD1buq7l7HLBxXJFDIHxZMydu3epqhEnx6c4565wgOAz979arZjPL9nb20NiwrkOpQ1FUVDXNYUt0LrHWk2MAYy6QunXalGUkGJCiEQtJC0Y65mMS3zv+OjDU5LAxnZBNS0oyxZrBCcQkkLEAGE49FmLh1LEFHG9o2saJuNJfq5EJtMxO9ubWX2q8jGy2iLGoAEdFWdH57xzcIg3Bq0y0JjEoi243nO5aADQSlOUI2xRopTOLBGJ4B19l5H8ul7Rdx3e9UBmMpQSlDYYozMuxVo3kcHmrEMxjKoKZfOhN0pnhSfXas6YEmpNYX6GfWGcwA9/+gF/6z//23z04cfMRobCRrRKbMwmtJ1jsbqkn5SEBCGB8457d+/w8M2HfPjhRzx79hwzAElKCpJPbE9njEYTYhTOFwu6rseUI/Zef8Blt+Lo9JjVfIGPkdmtm+y9/iqmLBBRfPDhI5aLFdPZjHnd43pHjBAGdF4rRTkqgIT3Dj0INpQSrDFEgVIXbO9sY4oxaigZEEXXOM6XgYsPnlM3K/oqorTg+h6XWrQWVqslhEhfr/jub/42E5WBRyOJJIqT2hOdR2Lg4x+9x+W7j5EcMsklayJFhVKGSC5ZUJEYFWKE5arHOU/vHaMi1/NKhL5uOTu9hOjRaxQ+5GiDwGK5ZDwaM51Nc9SxJqPrJm+ltWQ1pkizajm9OGcyGeWNayMbGzN6F+j7HmPMILYJw6bN9XpWZMs104AgkgYVrcGoxNasJHSJw6c1bWuIklhdOrZ3NTe2Jjw/WdG6hFeSK4kBWlir0nKJkCNwvWqYjieQEtZkQdfZ+TmT6RhlNVYMSmmcj3S9I82XKK+ZjGZc9h1t62maht55IoItC0aTSab0rCXjBwnnPHU9p6kb+naJ6/usMyA7ZFsotKw5/2vBT9N2+Z5FKApLWYyyEMtYRClE8uHPJZ2+lrK/AMyK+gugCP9x7HKx5D/4D/8TLk4OmU4ViobCVuzu3uX07JSz0wMu5+eMxxVal5RVRfSRwhjee+99Do+O0cayXK2o21zbF7Zga7qZ+V5xxNDy5OOPKcuKGDq8ssxD4qyrGU83EF3x0eE5/tkhRwdHiDJMJlPCwM8SPcZk+WeMYExOt4LvCN4hxlDoAqUz3RUDmfv2AW3NoFFPhJAQnRWM1hbY3jMup1TTKe3lEm0zutvUHVaVpAgWizRQlRYhcHByiq9GjEZjur5mcVlz4+aIwgBJ0XUtWkWMNZnSQjG/vEQXQrMItG2HQxOqiHOeoPMm1QhGKawWFBB9gHgtAirLkv29vSyOWfcOIATnctRca9ZjJA5ZRVkUzGYzZtNJ5sWbOtfLA/B13SuQo/51W8EnRaQJydLupBiJZiLC4niJaw0jW5BUoG8C7YUDK5RK0BgSHkl+oGDX17ru9SiKku0bWxSlZXNjg29945u0XcvFfE41HmEGCXPnWpat4+j4mNXFBanzzJua3ge0UhRlyaQa57JBySD8idT1krZpqAeFn3ceSBjJ0oPSDKzLGgcZeh2cd4SMrVKNxhidHW12EIo4ALCZilVXPQvrFZSrTCBjCbk34dPtC+EETk/PWM7P2dgc4/ol1WTCzs4uTdvz+NkzVquGsiiwSnFyfERb12xubHJy8BxRCmMtPkb2bt2iqZekBAFw3pNSADw3tqY8eX7BH/ze9zO62ieenZxxcrkCLMSI0hCSZ2NjzEgLRglDDKRzPb3rs15eEjH6gbvOhyOGRPCetvMolR1BoTUig2AoKQgKSTHXwAI3b93icrVk7uZcLnvGxZgudzqhjOCJmNLy+pfe4Pm7H3H/tfskHJ0RRvu3eXa65PLyhBQD+196wMQmYogED/PTcx689gqPnz9jbDcYryZUE8tHP3yET5BE42Ok7z2hNCgSRgdCjPhuQQr6ShuAZF2E0ZqqtPgI3mdxjQuREGIGST/ROJSBKW0N08mUqigzXpJ4IQOIzOcLehcYjSc5Wxrq9T/1EQcGSWWAtemE3hU48ezM8lqFBIUuSRIycJkyhYskogwtsyJDA1lCIUxmE77xrW+igLZtef/dd+m9Z+/WHqum5+RyxfHxMXXd0rc9XdMjSqG1xZQjJpMXdAvR41xL27bUzYq2bTMgHLKjEIHS5oYwqwewFQaV4rXqUiuDthZb5bJJKzOk9CprO0VnFmXdOCRcAbu53Mi2xlVEqQFY/XT7QjgBITEbF7R9zfaNm4wnM47PTvj4w/dxg5JtOrJMJxOOj06JIRBDVm6dnJ+ijWVze4vpdIa2Jp83EkHlRSMlxqOSe3duc3o2ZzSpiN6hLWxvbZJSlnRCQsq8WPX5OSn4jOgLGJErqay1Gcl1vUMrwUsGaSjygjvvCAJFyry1iolIGGpdTUyek9NT+pBprLOLFe++/zHfeHgHQqQssi5CtML7xMo1LN2KRaipVwukLDg6O+XicoXrOnzn+d53f8jXvnyf1fKS2CguTy65ub9HU9f03rFaLmm7kmW9zFQbEWuHOjUJk+mIr37lLWw1JkTPeDq97gJTDLWpJYQe52OW05I3YgghR7AXugiVyrRhBqQSbdugJEut265nuVzSdR0xpivQKqXcALMG7K6iIy90YWpwokmTm1ycP6M0kaIUJnYMMYFWLLqWJjqitri0Zn1yyROH55z7DKBrO957/33m5+e0dYPSllE15uT0gifPjukGVsdaw8hUbEym+UBpg6gcsVd1R71a0bYr+rYmBJ/vWaucJRibe0SG7sIY4gDq5fsRpdAma/6V0siAA4Aa6L0CGKJ9TNkZXGVS+RpaM2QG+goszM2oasgOvvBOAEIMbG1vM92Y8fjRI548ekQKidFozNbWBsvFGW3bMB1XxL5FSIxGJcvHDdombu1tMKoqIllNFbwjkbIePAnLVYcdjfkn/tp38F0PolEhL5IqSnz0EAMyKnn09Am/99v/EEOFC562hwUJTVZhxeBwca3G0vSuA8maczWUIgAx5PZm513m0mNCxHB2tuDy/JIYFSWa7a0dTk5XLJaO8XiMFovznrESXJdR692bO0xGFYvlkrptMHbE7nSKzKb4EFg+PyBFQWF4/tFjlNUko7l96z7nhyfMzy/Zn9wiEpnNZvi2o/E9dd0wM4ItLSoEgu8pCkv0PSTJkumhwSaFLKhpfE8MCa001lrK0SgLZ9YPdIiyQUCM4HxWy61WNctlg3cObQxlWVGWFau6Hhp1FBJ9hsvXLbiAJAGV0Mby4JXXCE3LslaIgrfefJVZpXGu57w5pRXLwWJFFwE8VVFgbEG9Wl6JuTJ4q5CYaOuG1XzJbLKB1QXHhyeI7rOTSInKlJiiQNsMAKYQ6LqG3jnauqZrcwPUuo1YaTDWDD0Jeni9oa3ZhSvhmVGWYlRgBlBP6zUGkAFBVD6+aSgjZaj5ZRCvrRufBIWsxWwD6HglwhqUhbn5+gvuBJRS3Lmzz2K54Id/+AdcnJ+jUMwmM8aTKafHx1ycHXN3b58b29uk0DOaVIh4bt+9m7vyjKYoLH0IJBLGKFLo8wNIERcSm+MpvvG8/cOfZFDNRyoxBK1ofEepNK995ReYFJaysEQXEKCw+pPNJj7TXc5lKq0oSjJA2A+93+aqVnOuB2MQEkpnKfLGxgavv/oaIcF4OmNza4syLCnTKmckQx2eg5YQfOLp40MqO2ZWTehHkTsPXsMNaLGgeBYChVKossJI3oClMfzk3fcxGl59eJ8+OEazgjcfvs4f/fRtfN2zXNbcnExYLFvaZLixtbg4bxAAACAASURBVEMIgWWz5BZZFBPX0VkE5z1GG4pRmTGRGFFKDbMd4pAWD92b5M46HzxHx8cZ3zAls9kMozUh5L4MJbm7bt3UIwM7kIb8LHPhgY3NCUVVMNrcxnUrRjfuUuw8oEuRjh6mM+pVw7xd4aMw3Zhx7/49Hj95kjvz8tLmEm+YFSAkurajWzWEkDGM0XiMKE3XOZJW+BRYzpf0XU/ftvRtR0gZacxzFbIzVOY6OueeiHC1JkoJtigwOrdDG1MMtbwaQLtBRJXSQB1mkHlASYHruRTZKVzjCGr4XlqLvYYsZ91XEFMcGqc+3b4QTsAWhtVyzjvvvMNyuUQrw2Q0Ronw/OljiJ6t6ZiRMZyenUFKNE2NaGEyHYMUBNeSBHwMWbjB0NfpI0VRQO+JUfB9JLWBycaEdlWTGkcxnWCmFc3lIh9im9tSRaCwltZlLbYbRByjKqdtSqfcHkwaOPT8IL0PWGPpe8f5+RyKMKR4gkKhdcH+3h5t1zHdnHFz/walH3H69DJz8iRUGhpcYqSrW/Zu7GLIX6sXSwprScaQBMaFpRwViM4Rxk5Ktne3Wa6W7NzYxoiiXmSs5fU3HuLWAzCA0haMx1NOL2tGo02mm9soY9mKuXxxzhNkOIyiGI/GYAxaK3rnBg3AeqOrQRqcI1ou8CHFyGw6pTQlPgytxEqhxF51xEFeYxXlqusQWePjQBIevPIqk8kWuzduIjFydnzAh0crtLaMRzP+8L13srhn/wFn5+fcvn0LCbC8nA+OLK5bGvP7SUKQiPeO6WhCURSsljXWWpZ1zXK5ouk76qbJw0hiRKNRku9VtEIPAHGMkRDDgHXkzMnoYlCj5pZyNWAleZiJJcnQ4cm69MkfKZHXcHAo6oX/r1mTKzwgrkun7EjC9fHPDlmyDDp90YHBxWLJ937wA4y2bG5ssbw85+zoOeOq4N7NTe7c2mZrYwOS5uDJiiSK8XiThKfzQkSjVaCqSlrvB0RU0zphebbkg8cfc+POAzZv7uG1RyaK17/xixw9fc7ZTz5kczZm/+sP+emPfkynYTQeUxUlLkRc8PjeoYZhEgNsN2gENG3XkVKiKC0maSIRFXOdXBjD4fEZRxdP6VNubI8xg1xbGzP+yq/9Mq/cuYkWx9Mn70HoMWVBlKxe29vf5XJ+RtRw5819VPAoUXxp9oAUaogpU3PR8+DVu8TYI1bz1V/9epZf68TMzLCi2ZhO8VxH6G/98lf4B9//Q9rQAZFxWXG+WLIQx/Pnp7go/Mpf/jZK6wEIDVkfHyPedYQ20vc9FxcXNE0GwPq+h5SudP5i8mSdlBLWKEQlrOiBEbje3OaFqT0uBpQxVxEs6wPglVfucXJ0xnJU893v/j9sbmwQnefB/ddwvsUh7Ny6STLC/PwCF2p+8vYP8xSeGAkCOj+A6wgpEESoXc+8Xg0deE1+z+TsUrQgBZRikQj4QXYe872lkDCKLI9WJjckSQYOBZ01DnDVLwEMBzrLeJMMuc46UqcMKuduxcxMpIH3T5LLpKvpWQz055rvGJxmigPCNTA2mTVYQ9x/2r4QTkCAcTnG9T3nR0coPDvTildu77O3O2NjWlKWFcaOuH17j0Xd0TU1041J7l0Pw+YWYTKZkBJYZTg6OOTo8JCNja3cIRcT060NXv3KQ1SVa7E0LKZozb2HbzCylr7rs9in7/B+KC1SvFLO5bqLa3GMGjrLEGxh88aNAWM1m5sbHJxlMM6YAocnScxqxMUlZ0c9vpmjCARJiM5IN5JRdAQWfc8FE0praZYrClshXUtKQn1xTrVhGdsRbd3iQ2Bja5uuWXBzZ4dHT48ZV1MigVXbMhqVTCZjRqMZUQ8jzUhITBTGsDEpOdXQuTBEfwHyxJ7eOxbLJctmRe9yU0pZ5vQehLPT0zwvQ0dCigTy9TVCjEP0V5qU1qPD1qPgPnkQVBruKyYMWRJ78OwZSafcvBUS3XHD9sY2vXdsbW1zcnLGu++8T4g+y55TLgtluK6KESXrFDmXHTFljcfB4fOhFMkCHGNzOadMltv2wdN3juQjVhlEKapqNNTyKg/0GMBNJTrPwtIFWjTxqvkwp/0ZF3ph74vixcjNgPrn/gqyPkIkN0FJBknXzgCu6c60znK41lldA65cOaBPsy+EE1BK0zc1XdOwOR2xOdnk/q0dbu7MsFbloicGUooYo9Aqo/1GEinmrrM8QISBehGUQFFoRpMxVVUxMhUqCcVojJ1UEBJ2aH1NMfdcTzc3KYDQ5wESWgm20ATU1WtXVUnXrFgrtpTSA1WoUAJN20IERaAMfhB3VPnJJHJXm8qJG8kTmiWhuUTZzGgsV0vQEFLEhdws0tU9p09O2dqcMZ8vQa1IwObGJi50LI8WbI63qRcLutQzX3VsTEq8g67t8d2SqsjDTFarNnfNrUUscT2zbjiIKjefKG2JKbercoU8C6enp+jCMB6PrwaC5F4Ah9ZmaNgRYu6aGkR6w6QhNej3owx69vy50gOIxtDzmRIqpcw4JJCYCMlnvY+k/DoB6kXN448+4sPwDs2qGUD/eMX0qMQAAAgyjKlLMTuHNKg+JXE1qEYDKSqMyU6gKMvcv+89Wjp0ErQMgUOpYTLVoGYdgE3QGLmeSahFhvvOQqgr3GNd6FyJooYU/1opkd+7UiTWNGB2iIgQUu5IvTr4cDX0ZO0aRIYO2MC1SupT7M/sBETkHvBfALeGpf71lNK/LyL/FvCvAsfDj/6bw2yBzzTvHX3fcGd/m73tGTuzETd3NrFKSAw928PAS0hsbcxoVzXEkhQTegCsROWxUiFmvluLMBuPKKzGSFaHZZBEoQUyMRjxXYMJOWWEnK75kFtytXM53bMW54XeDY0hYQBwYu4OEwQko8nBO5wLeC8Ybbmxvc1f+qVf5rd+8/+kMCVt02Kr0RCdNPgcFYuqoOtjhuNi1vKHmNi9scPrd/fwvubW3gbOR5Rdp6y7IArxwP4uSSecRAqjUUnx+oP7Q5RQhDSMGDOS5x0oRUiByDDEM3piHKJZytMdtVaZw46Rwmr29m7g0nXUDiEfcDWAXxGFkoRKeUqRVvqaq5asNQhrTltl0FNEU5iCQhlC2+PTGrQj95QMTUeIyhFcAoLQtR3t/JL1uDDIkTLGASEfkPEEuV9iOBQZzMwApjWWqhrlw6A1KQlVVWW8ZJTlvtZ5JAkpXkdfBk5ehlkRMIxBE53VfglQ12dPDdE7r5tCcS2skqED8GowKLlshDWxl51VXOseUhqUhUPrdkoDUAlmOCMp5L2ds4b0Qu/En7afJRPwwL+eUvq+iMyA3xeR/2343r+XUvq3//9eSCnhlds32N+asbs1ZTYpB+lrHraYkc+cshdlSdd0OJcjg3cBW2RKLQZhvFkNMlSLtQUSQBkIoaVrGyQ5JFg+fP8R50+fIUpTz2ve/v4Pufnma+zu72X+NuZFFNKwjRLOe/JcQE0/OJP1RFxRQoiB6HL0x0LX9WzvbHD/zTe5e+8evxb/KpaOejHH+0g1MfiwIiSwUmB0hVGC+BU6Ji7OLxGxvP/REw6OD0nJ5XQ6amLoUTpPG1Y5Y89U2gAGKaXRIW+hkMJVJ56PQ7egjywWnlXb0QUPWhNDpOmgmszwvadtO5SucySXrL211uBdPnQhhKtaN8aYZyoQMKIIMQwy3YhSBmULKlsSg8/rJZlijWrg4MeTXEq4YVLRkJ1dZRP5i1eH+0ryNziMwCdVhusqI6YwHKxrwFFSQlJWRwqJcuDoUYJzeSybGlSAiGJUVbje40MEUcPk6mtNvhq6oNao/hrtF7k+yGlA7HM2EIe3IIOIZ2BfrnQM5ExoeCNr4HB9HYGhP2bAOQfdw7psyGnDdXkQ5dppf5r9mZ1ASuk58Hz490JEfkIeNf6PbaU13L+5xfbWlHFp81hvSQQiSYNRFpeg6TvEGFys8SnS9x113TAeRCj37t0kJ9WJEB1FoaiXNUY0Sts8qcVbkjLU9YJl7Ck2RsQktDGylRJRKZrW0bQ9pdGgTU73k4Lk6fs6A5G6oHddxhoGVZqkhIueQmymK5Nic3ubO6+9ytvvfMDiYs4vf/MN5heHNHXHxfkp0XdXCHNuVNFo6ZnOIiINSiLzxZy6iSCBtolIKphOSoxhmMGgmY6mjKoxxhrqeonrO0LIVFVSWeGYMmxJ6AKFHTEuRqgkLBYL+i5ysey4OD/PG10bDo+OKMqSzY1NyrIaSq18ONfNLFp/cjiIGiTDaxGR1orNzU2qsmA9A89I5ty1McTkBtFNl+cXkjd8UuoaK/gTyPYnN/SgjU9pSJ2v9mc+8PpaS8/weVLX3XhrxWlhC5Q1eL/MSketKYoCpTXOp3yvQ1hYp/Mi6oUIn1WYMlCba0AQrqk6AL3WKg2pjkh2eOssY/3fpGSYW8A1bjJgBgzj55Ue1ihdr8mazr3ykSldZxmfYX8umICIvAp8C/hd4K8Af0NE/mXge+Rs4fwf9fvWaPZ3NrBWMWSNyDBYRCSnxCEm2q7GDQMT5/NLErnGL8uSvb1NTk6OGI1KNrduYa0i4dEmUVYWMDx9fsTf/W//RwRN71qSKNrW5aaawvLHj45AQPUOg6ZpG4iJ5bKn6fKAiRSEcloiSWi8o/cZPzBK50GeWuhcD22iR/Hml1/nvfee8Zu/9T02xyUP39hjMb/k6PkxwXli7JhUBZiQJ8UQuHV7zOTGq5xeNjx5/py7+7fZv1nQ9S3NKpF8yc7WNpOyZDaa8NYvvsW9V+4xHk3o+45Hjz7g4PlTFvNLsqI3TzMOMRAF6ssFd/bv8PjwhHv7NymSw8XAbFqwu32Lw+MLnhyd8KUv/QJb2zscHefeDK311YZVkrGadVr9wl4YhlrkCO+9yyKvyRgxCm01xGGtyLqBqgjIUG8bGTreVLyiw4BrAPxPUmRrAdCLG2pwAFf388LX/mREjDEP3SjK8urgrvX5alD7xeAHSnig5IZofKXXHZzJIOsY7iV9or7P0VuGA3p9b3muwbXzUJJr68j1e7sGARMhDiDfIDlOKWUaEPnEew4pDpnCUEL8I+xndgIiMgX+O+BfSynNReQ/Av4meS3+JvDvAP/Kp/ze1d8d2N6cDcBQGkA9c90O7Bw+Beq2RxUlmixMqcqKpu3Y2dqmKAz1Ysnuzg57e7sYI2hVEoNB64qu7RhNxrz15gPe/egdtKqoa4+VgkcfPAdrCSrLMhVQ2IzKVoWi0Jq6dVwuHLPpLrONbYJvUXA12rrrcnliC4vRmt73WFPQLVq+//vf5ScfPoXQYZXi/ffe5hcfvsHB4yP6tqesFNoIOr8oOkVIHTF2mTeXnGLrEVSFZjy1qFAQ+hW//Cvf5pXb97GV5ej4hN/5h/+A05MznOtwzlE3LW3ncvnSeZZ1g48tr927jbLQNwsk3mA0rhBtOFvVnJ0vODg4oyiK4Q+fZOnreoP54AlRURbVEImyNiN4TxhGj5dlyWxzgxu7OxSF5aOPPqSra6ajnXyWXc7i27bh7PwCoy1Vmf8IhxlAunwMyNEsrOW1w2EY7mVNMaaBSchfvD4ML0a/mNZw4SctiaCMxhQ2U3daI1mDm+t1ciNYIqf8SmfxVNb4Dw085GOuRPApIJKr/uEVXnixdPXzwNVMxrUzy9fL8xTWWdD699ILEuOY1n8oJ6sUCQwNRHK1Hmt8gRcd6WfYz+QERMSSHcDfTin99/l+0+EL3/+Pgf/50373xb87cP/ufpIBLV6P9RaVBzz2vePs8pJqNmNUjYgh67W1MYjq8L7Hh47NzU2KwuT3rTI74HufKRmVx2Yv6yWvvvqAajTJDz4pvvWdLxOHmfWlaApjmNdLfvzTd5DkqYzOU3PUir5rOD09x+qUUWOliZHhIyEuDkNpNb13zGYldT9na+zZHGvu7M4oTaDvG95663WePnmE0h6rwfn8oIqiYlICWpjPlwhFnkGQAkJAicb7ntFowvbNXQ7Pz3jvpx9wdHjE8fEJxiiIISvSsLRNjTVCTIbzyxaRHhHD84Njnh2d8gsPXyfqDNCV4y3m5y3zuudbX35IcB1CyrQnGVDTWmcprskNMM7nrjitFFtbW4yqCpSirmuOnx9RNytc37MxntF3nrZtWF2uaLueECLb2ztMp9MslzaKmDwxhIHrHiLcOrYOKXMe4a2uIh1wNfM/hWsa8BPOQIZ26RcjbBqAxJSuMA3gah/a4X16l/9QTCS3sa+59/WLrjMNEcl/jIY17ZmxrHUfhZLBNcSBGnzBK+VM4JPt00m4jvAvHOgXs5krJxLTAFZ+MiP4tCnQf9J+FnZAgP8U+ElK6d994eu3B7wA4J8H/vj/82JXNI1hPSrJ93l45XxVc7lqMdMZLoH8v9S92Y/laXrn9Xm333LWWDOzMmuv7q6q7rK7ZdqewR6jmbHxxdyAxAyLBEKIC/gPGA13gMRccssVQgIEI6ERlsceMAOWx6Ztt9u9uaurqruqcs+MjOXE2X/Lu3DxvCciqmkbI0+j9k/KysioEydOnPi97/s83+e7GMPhrWO60KOMIiEKrdVqkYkTU8QlB6yDshrQdA2dD2jr+PKXv8J8tkT1HS7JaKyL4cqSenRryh4jHj+5z/x0RV0MGRyNaduGdtOjEDpn8Ik+tKTUXI27QhCLKR881oiMc1AUvHw0xlqLMwnvGx49uM9kPKUeWHznITp0JhMlH9BRMXADprUDf58UWqy2EMBFR9tqLucN//M/+i2aNrI4X5BSYG9/xN3jIwye58+eQwDjPVU9ZLneSCwZDq0KVqsNZTlgenAAfiWmpKbk9ddf5ujOAeNpDX2PQrzwtS1EQ2A0QYkPv1JSDalCbMVXqyUXF2cCrhUFZVEyGYzRY8N6sWE+W+Cjp64KxpMhdTWkD54X5y8YdyOwmqh34GYeiZEBNCkSs6DGZDp4usGX158hAsm9mP+RR3M6L5gdP+HqYyssR2Wl27e7mDdFBj19XkQ7D8wdLrnLVtCwIzYpJd4NgFImKx8/25PvFni6wgV2pz+Zih2uviaSdtNlQFqKm7iHPF/GQq7/89nl9ROsBH4J+PeA7yqlvpU/9w+Af0cp9ZX8au4D/9Ff5MlSTPSpp+ukjK0GJUXh2DYN73/wIV8eDjm+e4/ONazWa5arFXfv3hP6bB6ESs6bxyon1E0lRKIQEq4oSdrgY8/F6XOaRxdYrQhOi2WUj3Qh8Jp7h+F0gEFx++CIvUFBE7aUWrFuG5m3ay8jLif0We9F0XhlrIHoCMR/oGBY1iIeCT3WVihb4H2PMuBcgU4FRksnGHzEKIuzJcPSY5VCRcfAHuP7HseAqALPzh6x3D4H6+i7gDHw6pu3GUxL3nnzXfq+Y71p8SlSDQtmmzmqAJLCkzg4Oubg1gGlteho0ARiWGFVzXRgaNZzrJH4M63EHxBUxqcyUzGDcuv1hsdPHqHQDIdDphMx5Qy7fEIUdVmDUdkKXjCD84szHj59zLZtePPNN8EYgpYFGfNoUGrrfLqKzlgQ9IyqX1UJaofAx6spiSLDxFesPE1IwtMgBYwSRl/hCspauBxiEmvQuiJFGRX70At7kVxtILbmcgobtJZNSIhQwghVADpdMSZ3Ey5Z9Vr6/vQji5oM7F2d+JlhyvVJrvMOF66+SioIwQzT9WdvbnZI0fJnXX+Z6cDvcbXnfub6/5w1kBREJbFcy/Way/mWW2VBpfJ4LkBV1pw8P+X0xVP6bUOIkcXlir7zNNsN2mnefPNVXn315etYKC0/vDU1ztX0KWFtwWtvvcpJm1ienHLnrVcZ3Npnu1jz8NOHkLXf41FNpQyEHpMs+3tT3nv3i7z55itoJ2w5ZwW7SJHcq0XazoNS+L4nT44w2gghx4tHoatKLuZnaBM53NtHhUSMlhQVPvsUKGWYN09JBugr9HZAaracL9ZEIpPjEe1pR9cFqrKkcIbZ6Tn7I8k6nK/WjKdjBl607VVVMV9u2Z/UpNBg3YDRZEzTrqmJqATz+SVt1zGqKmI0hFrSe1wvjArxrTOgLAoJU+laURQe7h1mTYKnbRqqomQ0FD5+UhJxtlqtmM1nLJcLNptt9unPhvDaEYlAT6k0k8IwxnHRe5q0G8AkpoUhEFh2nslwhDMd62WbzT1A6URlCzYpUgWNLjReRaIHm0RbEVzEhsSm6emQwJjd6K1whtLZLPIxzC5nwvnoWlIS1t+VL0HSV0w8vavzc2WgtGxYUuKrK6BRxGGRlGTqkRLEGyt0568o1828gJSroUwpJntDXpU9mpiN53f+iVrrbPSSfvxKzddPBWMwJWi7jkFdsGka5sslh8dTUnIoZRgORzw/eUFZVYzHExa9ZzIY0XQdhTWEFJhfzgnhFcleiAptHGhL2yzpfSB1hrTr/esaU1rp0/rI5aMXJKsZ7U8pBwWoQFEXFMpRl2M8cLppeTabMX9/Q0hRADMl6bgxg0GSyxczBhFpmu0VKpySEq28Akzi6NYhxhm+9d1PMMmRgicg+IXLQptHT08xxZDluuPBo6e024a+BVtoypFmPBnTNh0pu+BqrSiLAfP5kpQUR/vHLBcLykLhU8/R3pjSyVhruVqz3m6o1SH1sJBeWWk2vWK+benbnnv3KpTl6qQJeHHPDdBvtnRdx2a7Ifgg7Y4tGNQjqrokAW3TMJ9dMLucsdlsaLL2IMVcnhuNK0u0MbhCRq4Ta3jnaJ/DkBjZgh+0Kx6tGwpV4JznYFCifaDrNNopysoSK0fymmFVstgs2D845oMnj3jl8JhCJ6xVLDcNA1dQZB6FVQX3z1c82HTEJGajCk2M0LUdm+1W3H7Xa5QpxGFa76oSyS1kNyzcQQDs/o7EqK5aiN3nY4xZIUk+mnMlk+R55PbY9RrXsueb5XzYcQLSDo8Qwpm0LCnbqMlmlDKbcyc++rOun4pNIHjPerOhrkvaruP09AWvvXY3l1pizpgCGFtwdHjEiyfP+YVf+BkCioPDKTFEvvHHf8JwMOL05IyD/T1xoolSbvdxS1JRSsYkQoxoAZV48fiEbei59cYrfP6L75IMNF1DUQ6Zjg548eI53/zud5gvtywXS+7eOWR/OIAUM/lIgDOVWwBjREW4y/DzITAcjmibrYyYALTCDwe4wYB+uWHbBnxUmKKmcCXrrmHb9DhVY6Kl6Rou5j3i1l/iPYRNi9KJorBop/Cxo7JDJtMphwf7/LWv/hxaG54+fcymWRDblsoYyW8E+j7RrD2zYsvt0RCL48Enz/jhs0tUtYeJ4rAU0Gwby9Pnz7l//ymLpaftAibjAYV1FMMh1jlCiKzXW84uL1guF6zXa3YR2UnlViCzC3ckm6qq0NZirIFkqV3J0WjEXteyXS15qdK8vH+I6hKRTjIbjKKeDLlsV1Slw9WOvunx7YK6djgTcSpSVI60XjOshvS2p9RQEIkI+FwWBpaB6CVJuWla5vM5TdNgjKYsC/b2DzFWDqeYfgS535X37MC6/OdqQ8hYxdXHO7Dv+rou8w07b+Td0++mALuv3z3+GguQ6ihln8IUpEIwWlqO3YOSug6G+XHXT8cmECMxSW9jjKEqK5RS+JTovMxolZb+XiVxo12tNjx5dsLPH3wZZzSHe/ucn5xxeXbGe++9J6WrtfiuJ3hDPRjQhmtPe5kgyHx466FHMuBMYbCu4uTFnN//nW+yXF6gnWZQ79HqlrdevsfAdFhniWEi/hdpl2orLEOQtqPrhBKqtWbbbnCloW08xpUY5wj9hrt3JoTG86cfPKbpVzg3YNO0dH3P3sEBWieMjYz3JqgY6DZSRhZVTUw9ZWlJNkBQWGd4+eW7EDa8+tptLs4vqCrDcXnE6ekZwQuWkSJ8/OknnC82TL/6M2j7EpLjV9B7KGyFJtInxUcffcoffu1TlqsNpkwYWzOdjiiswQfPZrNhNr9kuVhks81eTh8lpiPW2cyrF7/83VIBAcGMtVjncNbShp5Z2/GtJ8/54v40h34afNtjg6dBsQiGo1FNULDcJs4WknTUh55bU/FC+OHTF8y8Ii22tIsN+9HQxogLgcIZAp4Qe87XLcFqLheXdO0Gcnk/zG1MnS3H15t15o5msC/lnIqrCZ66pirvRpny4BuL+nq8mdiN92RCoI3JrkvXSr+UC/3dNnCF7seUT3quyg9nrdjh53vtmjeRcQGtxajlz7h+KjaBvhfnGQl42CW+IhZiRgAgrUQjsEu7nc+XPH36jNT/DKvtivlsxmqxRGkBqsbjCqWg2XYUbsj8ckNRV7IzqyhxYiFSTccMDu5hS8vHH/2Ag+NDbr1yj20jv/z9/Sl7h1NW84b6aI/Pv/UypDb7uQmnIWUTEIWm6xts4SQKzAugFVKfiTZAUkQi266hbbfs7+1hoiYw5pvf+YBmu5QFozxNu0DpHmUC2nnxLAS22xZlKqwyrJs12iWm40Oc1VTDgs1iwWI1J6QO8CilcYXDo9hstgwn4nxknSM5R6cNDZqoXV6wIlLpvWEw2qPzHfWoxJWGPmhWqxXb7YrNZk3TttlqLOU5us6e+iZbklmcszdm+0ZAPyXAYVVVWawloFqLZb4J6BFsupZPVluUM7x1OOF82fBo7Zn1gUJ1PJmtaZITNykVuegUk9Kw7j21cfTbDcomtp3IrpsIfXJiEd53VEXJZWiY7h9y9/gYUPzgg49Y5CCV3YIKO+GZK/MWv+vnb/TyP4LMX7fyN0w+8uN3o8od8JliFN/DbNAi0wCFTupqSkF+etFoiJmpuSFNDkHGt9cb0441qG4QmH789VOxCciOJcymXTkTQshz20RVO4bDASHuBquK9WbLZtvw8MEjlvM5XdtSDWs++OgjXvvcmwxGBYV1uU9f43JSTAqRpt2yna9RIdFu1hwe7dOttrTnC9zekYhfdGA0HvLaG3cZT0fc759xeXbJcjW/suLeVSkgeYnet8QYiNsepa242CQxvYwBjKrwoacLDbYSqvCTT5rcmQAAIABJREFUFxeYaHG15Us/+xbBC+e7857Hp2ecbYQl5gqDIVJVBh+gD1tQiqJ2OQVJk5Ln2fNnpL6j23asN2tCjKzXCx49O2G22FI5x72XX2V/PKZLDegBJ/OeBw8uWPua0eQO5VD8BS+XnnD/OeWoIKbAqlmxbRLeJ0iaejihGuyQ8ngFYimuXXCFKqyuNBY7evTVppD7Wx8ChIhJMCwqtFUMXc2rtsImOC5KVq4lEFj3kbX3DKqa21WN0fBgtsR7z2hSMC2GjIoKjZB3tps146qmD9ArxchYNAM2yXD55DFaZUNVZApy584dmqa5Sl5OUWjpotW4Me5TN+/ga97B7v+plEG8rMDcKQCvDUX1FYidlOgYUvRXVYNUTvrKpHQXEb+7rnkQCFDJ9WJPcPVYxV8BKbFSOxBDDCakl+4zP0K8BKuqYL7c5LGby8yygvOzS7xvGE3GlMMS98ix8Z0o4xIMhyXTvX2SKnhxfkmMgWdPnvP89JTCwOLynJPFhSixAvRJ0NtBXXPr9l2q0YRHz064/+SE0G158vSEaVXJzazFP8AWjhR7Yt+hlaXftqAEe2i7DYOBxFz1fk3vI7YsoI1gDH67oShqnPUcHwzom4bgI0kNWa23PE0LUlBoHNpk2XTl2PqG8XRCSp7VqmGz3jLYm7LdNDx9+Jw/+sM/4bU3XuO1e7eI4ZIQoQmC9mutqcsCS8tgOOZyE/iT9+8zGO6jlGP+4hznDE+ePGVQD9i24gFYDmr6XLLGICz6GD3b7Ya6LNls1yLYSTd64JT40Tl1jJG6rsXr0HuZy/c9ynt0Cmy15f3NFt9s2LMjDgcV9xcbPpl3NMZyezjmsNintJB8x9pDoVscmqooIAUKpSAaknKgIVAS6In0RCujvzaQKcyGqq7YbprsgLzAe09VVVhraNpA6zN1SeaLKJVugHaZbnwDCNzd10A2Rrkm+6S88K9s25D7XOLMYQfq6Xza7051xY74dJMuLbmKeR52xSnYVR+7MeFPXDvwl71kjKal9FcgklGTST+G+XLLxfoR9bDm7GLBtu35+NOHnM9XNB/+EGsUt24fcvnDJUrVDMoBKfaUtaOs9kWxZS2rbcN33v+BpLwORmyCJxidHWMiURs+PZnxw5MLnj6fs1k3fHj/hyxWC4yqKI3k26WY0CahCfg24NuOoixISdyHSR5JvYliUdUEEgGlZESIsfRJzDFDG+jWC5SOOGsIvqUoK7q2IUUIQYnBpw8YBMdIyM+W8Kw3W3GvTZ6yHLFerSFG+qDQtsSVBYeHB5TmKUZJ+GUIPdaC1cKWc0XNl77yVV6czXj37Xd5/uwR916+y2/85m/xd37tV/ne977Hyy+/yp++/z7vffltBsOai/ML1ssVe9Mpf/z1r/OFt9/ma1/7/aux6HWPLNdNptvOUGTHzCuK4ooxh9JsvGe17FBKc9qtub+VsWiXxK/gfLGE4YCua9g0DS2OJkDnW5htSCpA36K1lffNOeJ6l+cXUaoj+EjvwWNZLTc84zlWGUL2gHj55ZeZTCZsNitenF0SN5IOlDKRZ7fRoRQqk4ZStvjKrITMRsxqyJjpxBkYNSq/USrjU8Z8hs0YkrzcROZAZAaiSmRZtspy76tVJN85TynDjcX/V2MTQMotIEcvCREl5f45RlisW/oUePj4EbPZjKYPLNc9ceSoioJN09IHxaAaiyLMKIJWWOUYFAO66NhuA7/5T34bZQzjyZTxcMTTFy/YbBpK5ehSzA44kboSZVlSisFgTN8FVAq0XUdrCmwlrjM6aVKUGKqolLDrCovWBbPFjPuPT1huxX3mKhhWa6rBmP39KauzU+4eTenaltBrwEu+gbfZw86SWri8mFMf7lFVFZeXS1KfZDYcr0MonCnYrNaUhaYe1nKTpIAz2T8hc82tM7jCYJ25MgE5ODpCu5r3P3if/b0RRVXx0r27YBSff+dtrHXcv/+AL7z9Baqq5qW7d/nwww+5e+8en5vNOT+fsUPKd9dNoc/Nz6UkZCNrLd53FEVBURSstg1qp5zbjdaMpk0JkvTBKsGq62njmrZpiEqD9igiUSlOFhtBxFMCOgHp2i5vMPK8MjYXlx+txR16f+8AjeJyNqfve2azGbPZDOtESBYT4ggc80aQfy6jheosp3QQTgBKplH6WoyUUkJzjTPIFE9l9H6XAKWvTFaBqwUd89uqkcwElcG+XWaBvJZdo7wDHz9bfUh02Y+/fio2AZAXHqOEWPi+p+9yqk0m10zLgv2DAV/+4hf4wQcf0XSRH37ygJ//6lconGUyHfPBRw9pti0hJnRRUQ73aVYrPv7wPvcfPMP3iXff+hyj8ZDBdEipDa/dPZZUIGtpsnUVKbKczWi3HSFGnpw8RWEoCzkB+uDZbDzr6CnLAaGXmzoQqKqCzWYpJb4rqUcHnK8bAg7fe5wV041qXDKdThlZz+G4IMUKpzU+dCQ0fatY9xucETDYd1mtF5NYksdE8AqnLT6K43EiI8ExUVUFCSltLTHTmHdqtoQxCpP5DFVZ8s2vf4svvvcVXnvtVRbzc4xxaGWxtsicfYvchobVakNRWN555x3W6w1f+MLn+a1/8htXngNwfR/rG33vzQ0hhIi1ltFowOHhseQuLpd5Ie362Vw6J4RamwSJ36k/sw8RKewEvpk1F66ltFyV3vlGU1yBtXLYatqu5/JiTtc2uT1xVFVF3/cslyuKssImjQ8Q1e5nSSQ0IfSfGd8ZbXI4ib7S/0tpdONN4ZoUJGte3/xsJhlxVSWgsqowg4QKaTFiZi3Kzxc/s+hBJjRkj8KfiHbgX+S1e9HBC/1X8v7iVbm1XG+5mJ/jytv0Xph4VWUZDEr29yYE31HXJe9//32Mdnz5y+/w6cdP+MEHH/H8+VNIibKquX1nj1/8xX+Jo/0xF2fnlEmjkxYnm7pkfHyQb2HD7/7O7/L1r32D8WhK5QyDekSzmiMS7iCuuSTarsOakj7KKZuU/CK7dktRjrG2JhBIbkjfb3CuRBFpOyFyjEdjYr8hpg4ZL2mhm2oIQXL6SIquFWENWqqlttniqgJxDRJAKwQJ7KyLghA9hXMMBwN08hJCkW8Q56xsGBmhd87yhc9/jt/7vd/l8194m+OjPZqu5cmTJ/S95/6D+9y9+zLT6QTnHN/9zrfZP9hjPJ7w/MlT3vviu8xmF1gj5fANeOxHEPSbLYHYxb388sssl2tevHjBcrG4MhUJ6RotFwo4WCMbke98Jt6IlZgm0keujF20Fj6CtfZqRKejBMQoLUpBq3Xm6Mhp7oNEhdfVkNdffx2tNX3fslwucNYRlaZdNyiEhrqraLQS2zSU0NSlVRBkXyGU5cxfy94PXG1QokYEA1xzhgRM3GkUYoxSCaCu3IdTEpLQTbzlGn+I198jhCta8lWe5I+5fio2AVB0nZh2ojTeyy85hoQtSsrBkLRorrzaBFWVHtL3PVVZYbVlUI/lhFCOrllxcXbGsK4ZT0Yc37kt6D0d23bJDz74HnrrqZKhJ1Ec7fH26GdxZUEkMJ3UDErLoLJ0vmA4KOk38mqLwmXQxsjr3u36JHwfZSrReTSRohCcwxhFgaMsxBux9w0+eIzT9K1HIsHBWCdVopHZrnGOEBtKV6Csoe1bTGnR3mTHoEToxVgzxkBdjTApYbQEuhTO4bTO6kaIJIqqxJpskpEifdfy8MED3nrjDdbLOU8efcre3hSjEt/77rc4Pzvn4af3efsLb/Hh97/Lg/ufMDufUJTSfiznl9liK7PgbrSfNxf+zRtWKcVsNuOb3/wmSln29qZMRyP2xhOss6yWS+aLBZPxGGMtVVlCAp+NUmIGzgrnWK8XBC/ffdts6PuO0WhEURQ5EmxL5WQyU1cVVV3T9sIKrIcD3nz9DYqiYFDVfP/97zMcDmlbSRUeDocM6pouJKzxpFySaxDXqiw821VAV0wfdq3PtTZgx9FIimvTlKs363qqIBZoYqF205OABCpnC948JHeXzt9fkbKDk6frenFbvuH58KPXT8kmIF51PqXsyipljcr66qqs2NvbJwYpjY2x+IRQg1F5Lq2o64pm23FxdsZ777zO5vIV6rpCGcO66Wm6ns5DUY95+70v8eKTB7Rnc269dIuDt14DmwjKkwSJwRnFZFzThTVlaa7UgnKaVqSQqCpL27aMRiNSyqxBpSmHQ0JMVKUlhoboHSkk8NAFT0wNVWlJaotSgbIoZS4MdJ0npUgfxdJKFmsv74vW+NCQ8ERl6DuP0yLrtQY26w2llpGi950wFYus9stjO6PtlS1YyCDd99//HmGX2Enkwaeiofjut7+VWaqKx48eCIqtNYvLGSAfb5YLucHVjVPpBl316oblJk4ggpuiKNnfP6CuxecvkbDGMhoOuX3rFl3fyyTIOZJWlM4xGo1E45/ke52enaIinJ6c4gpL122Zzy+xWqZIw6qmsI633nqXyWQMOvH1b/wJMUastlhnKMsCl5OjBKswaC1eAsYYTMYEQiRXIDsEfteK7Gb2si5FLJQdjJAKZRcftkPtybyY/KbhY+7b4/XkIbFrh6Sy0EY2AJNpaVIdavmTEtF7Vss5RsXseeEonPlzDMd/SjaBlOfEJnu2J8RtN8XIdrVBpcDeeITWHYRI8IHVqrnKdEsxYK1hPB4ynUyJsZeU2OmEbrPm/OQFTRsYjCek6FC2YnJwyOJkxurkEuVKqvGYaHasMEvhKoqiJIaQe2iRCjdbz6gqCX0QgClJEEXbNoAo4HyKxF7suIPvWC2XpNZjCtk4UvCktEbpnGCsxB6rsAU+gnIKH2KOsUqkJC1BXQ4gekiRwkmMVugi9cDy3he/xMX5KevFir07t9Aq5ffFonQQqaxSV4w+ZwtCCGw2G7E3u0EyEYvxXdl6s+zdufQEIUml/PGuns3/TenazebK5uv/0ZOmrDewbDabLOnVMos34jJUDQaMi0K8Bkp3RZAR9zkB+BbrLQ8ePSZ2gdj3iKdh4tbRMUdHx1jrePr0KW++9Tqfe+strLN8+MGHnJ2dUQ2GQiKO4QqYg51MWlqR0XBIJBOork7lLPPN06t4E6NXO1nvDWvxGKU9UNf2iDtG4M0efvd+iURByfTI95S1OGWn6EXM1Pucp5DQ1lDWEqsurWGgdAIwRt/Ttb0cqPyU04YznkHf9+z41jHI6XH71jF7h3c5unOP+eUL1stLlJE8dmMk/HPHR3/vS+9w5/ZLaHpSTJydzgh9S1lW1IOCpA0pBHTuv6xRpOBF8acEZOq3DYkg+ITWGKNwNrsJo67883zw7Fxy27ZBqUgKorQLWT7rA6IT8J6kGnzqqYaKxfIS5zL1VDusqTH0tF0rdmBKMg40SXZ6Er0PBB9zBFpJiobtpmU+X1O7CmuchIBkjYK17ir5Z708/YzVtWy6kc12y+V8jtFyIoUMsIkoheubW0l8mrq6fQHildOPIkdx5/dVX/9aIaVcPcEOv5asyEizbSjKAkWg1IrJeMxoMmZQi6e/YADSGmmlKZ1FpRzYijhM3//4ASdPTjBGUxjFeDLizp1bvPH6G1hjef/9Dzg42Ofeq/fQVnF5OedP33+f3gdG1tJ3HX3r2cYt43oIQNO0dF2LMYa6HjCbzzGmwBkBJ2O8NvHcSX6vwczPVOj5QXliIBwred/iZyujm62S1poYAqHvcpT7RtIElTgbKSX3pE1iepp8h3GFVHUEOt9TGoV1mpgkADXGvwLTAbi2Fdu9sdY5mi5SlIZ7Lx3SNXPWC4RSabK1NYaqGuBsQVkYJntDtps11mjGg4qLiw0divs//JA3P/8WgR5UzECNzGMTORI7wqcffMyorlGhJ6gepSVRyFmHdkpuSCOEpZsqMZ03DJRIhwtjiUlhC8tL9+6gcjk+qWvGlaYc1vQhossKRYvC48oCh8KHXhJtttnBVluqWuE0nK83hNKxaTrWCwGqjo4O+ZM//i6DoWVyUKFMEDNP49A5oxEl1ZZNEZV62Xjz4hRrKo3W6SrxZ9fZxqRAGa4m4Aqulnl2+hUE3AERreJnEnJuhoCqKwasbCpGG6JS3HnpDvv7+9ke3uWb3F61XtYanHU4bUmEPDeHrul4/PQZKkkYyHhU8+ord/nCF96iqmu++Y1vMZ/P+Ru//MvsTUaoZPjk4+8yu1jmjU0Sp1OCvus5Oz2l6zo+/MHHpAiDqibi+Zf/+s9z+9YtvvPdj/jo48fC/lNRbL3g6j2Unws+a4ya8QHkPkukK/OTKzJVftQOK+m7ntXsEqsCdWnYtlsGw5EAv3hiSEQvFHJjLYUSH0SjZXpDNntFG7SxSLf4VwAT8DtKaT45TS4Vl6s1vd9wdnLCi2dPqcqC0mliJb1O23f0waPblrIcsFm39J1nPCyphzWPv/2I6f6hOPPkEgkFKQN7u9FNUlKC+7ajU3KaqxSxGpzR6JTHc1rjnEGla0KGc0JvDinStZ0w4IxUNqvlkpgioe0gKNZepiB911/ZWXVtizUBZ4xYZyVZoDFmP3mlUAFSiGzWK4yqsSownUpUtlIdVQ3jaYF1HV3X4TsxWW02K0qjcZmC7bI4a7dZ7cCnXVmblBIzS6VJyVxp23SWvrK7yZVml3ojuY8J0CglqsaIBIiYjOAnDdruTsAEKkgG4GjAwXTKoKyoqoqycDhjcUVBDJK9kGJCWyebpi5pu5aU4OGTE5abBl047ty5w61bB3zurTcYDQd88MGH3L//kFdfeZXFfM6jxw+4ODvn0eNn11VLkt/Fw4cPsEpTOEvXNewfHlIV4jh8MTvnjTfeYDQcURT3rxarRLHnkZ4SVD5GjzZWRpQ5fHbXSkG6TkDacRVutkp5M4hIDseOQSitSmS5WjKqhjIhULJR11WN0orzy3OMKanHE0g58kxFqQDy6P0nqiJUSt0Hloj1u08pfVUpdQD8T8DriLvQv5n+XxyHUeLSm4DDoyMKV9B7T+ksJy/OOD97wXA4pM9erIO6QhFZrTfM50sGdUU1muCMZnJwgDYtyiQme5KAOx6NUAj4GGOEpidsJVUmtj1p07JZrvCrLcE4ASWTjJ80kRg6rNZ0bct6I8ot34crsDBmAonJi7fretBOIrSePyckg6Vkb1iz2SwwpUV98Q1C78W9R0uwiU4C/oQEm6bJs38wxuGqAWUpibmD0YjDgwNMUnjfsjceUg4Nk9EBfhXxPuJiYDwc0a9nMr6LibbtMNZRWJv97iSJ94tf/CLGWnofEecgjUqKiAckVoxMf90558Qk9FuTE3vycUc0ht4H6HpBswGQSsTHSFLCB1mt1hwd3qKqaiYTmTaE4DFFSUiJpu0py5K+7/HbjjaHmSilOT+f8dHHD8Q5SEss/HK55P/6/a+xWCyZzWaUZcH9h/f54KMPJEy2aaiKmrquSVpRWMt2veXuKwccHuxxfLDPH/zhN5hOxpJoFaV8+drXvsZ607Dd5kWVx5cqp4solQje57ZQSUSZskSl8vQgF003zG50ghQELNy9lyKgIzMQJd3aWUdInhQSXdfSdK20lyGxtEu879h2Ha6sKOoalCLESFFIglZSEg3//0cl8LdSSmc3/v33gX+WUvqHSqm/n//9n/x5T5BSxGhJvBkMalwhdtWQmIwrTFGKc8+2wftI067ZNpKYUw+GTEYDPIn54pyuKzg+mhK6jspaqrqgN9LDRi2RWR9+8zusX1yitebk9Ixn//wPxFq6j5R7E2JGa0OIV9ZVKCnpdoAsStN1PWWpUcqIUw7iJaCUONYaa0hR0YUIFrrWU2BIXV4kA0u0oKyFEHLYiqHXiflygVCNA64akKwiacVwMMJauDib0azW7B3sMxlpnj1/wYmKvH77LfHbNwa0g+zzr3WmmmalyS5yrKpLvvSl99g0HQ8fPSXEwOHxAfv7I6rKMV/MePzsCYUrmAwnHEwP2DaeJ89Oma9WDIYj9vfG7O8NmV1e8Gx2ivKR8XjE4XiPsqx5fnrB6fkM4zT745KiLHj87IR6MiUYy8YH+ijU3NZvCcHLaW0cPsjmFVLEWgfJ8ODBI7bbrZTQWubm5+fntNuG9XJN1/YEH1iulpRVSZEroFdeeQ0fJUxV599fXVXsTSeMxkMSkqXgrFCInXM8fvKUi9mS4XAKSsrtnfAJEn3XoTUMBiV917FazanqAcpYClewI+sphPark5B/duzIxHWEmFQGsrlWpSMiQbu+D6QARSnejTpXb7P5BSEEbNyB6zZjVgJsml0i8p+9B/zE2oF/Dfib+eP/Fvgd/pxNwBjNdDxGKaiqgsKKokp+CEg4+l3ss8qJsMpSDUegNWVV0vU9rnJM96bcvn1Au9ngtFg1KBUwFvpuw8XZKQfjEdEamA6ISGoMSP4BKkFdsjo7R9sCU9TETZ/Te6LIZlNN8GJY4lxB8AHvxfVtB2aJpVPOvYvgA7hCnGtKJWm3sQ90HtoQ0I2n2IGTMdCjsWWJcx0praEOdLajGFlG44r58pJBWbO+7FE4nB0Sw4LOt7RdwBYFrqg4OVswLiUeyxlDrzWL5YKdkCVlTnvbbHny9Dnns0uiUmAiPq6pq5Kzi1OWmyXGWEln8pHT2YrTiyWbLrDpIm3f0voNp+cnLNu1hHmSYBExquDk/JLltscagzMB07S4opJIM0AHL2i3UkKLVRptDdljGW0dKskE6fz0govzcwxJNt4M7u6qEuscpu+p6gpbGJTRlK5iuQiMpiOU1jRdRwqJ1WpJUZYSG693WQEZc9KGIjoODo/ovGa+WKOUzaV8IAaZSvV9i7bQtTminUSzWVOPJghvIuYRrsFoWK1WskHUtcwIYgKjcnsQSD4Q+p6+MxRWkzLFGqMw0WC4ZmFOp3sMJlOp4NjhCiJECinKwZbb3T/r+hexCSTgf1OSufRfZyvx2zvH4ZTSM6XUrR/9opu5A+PRMKvbFBbN8fERxl7bMaWYiCHinENrWKw2hMx881H4/NPhgOFgwHA4QisjLrRJY51G6UihDUVd8ezBQz794COsq9l2nhenF6zWG0zGAbTROBKjwZiyLHj2fEHT9ni1IfiC0Av407XSexeFEwzDmLxIeskVLGq0E2fc63lbYjCooFlhnBhBpKTRSGZh9F4IPcbx5GxGNAVJW2JKNL7hbHHBwXTKarWgbbaMygGDquLW4T6rxYrj/Tv42DK7mFGWjqZpuf/whNIFttuOvf0pm85z+uKUw70Jxoghq/c99bDkpbvHBANozWRSc+dwn2FVy8ZmHMZZpvWIOwfHHN7qKB495/xyyaiuePl4j+OjfaaDiidnZ/TBM60G3No/pKwH1IMznjw/BRSDgaGqB5imxziXR5Sy4Su1OxVVfj8zhzNXVCklHj16SAgtPvTSZ4fEyfMTjDXiz2A1xmpsYUWZp3Xu2SNF6VBW08UenxLJiN1YiJG2bYV85SXdyjnBPfb2jmh7RdtLKxB8IIWE7zt8CEQ8Vkt2gViJa7re03cy4gP5/tsU6ZuG9WrFYDxhryhQ5tpoJQURkdmypHEFVknIaYxJEquRvEetDSoKxkOScaArxftR7jK536xxgkfFeE2b/gltAr+UUnqaF/pvK6U++It80c3cgbt3bqWyLIUuqSQJWJx3ZR7tu8h6u83ZcDJbN85xdtHSdY7haIgxmocPn/Dqq68wGY0BK+zCwjIYlvi252h/ijWGF89OGI1Hcjr6wDkJHwVpTV1PWRmK0tG0DT2G1ves2xXDskAr0Xtro3L5b/NGEPKNFrDWsV5vqI3kIiqgUIbY9bR2i++2OG0JSijSKSIho8oQUqSqh1C2PHn0hN5rwKJVRUyWGB3Jd/zMu1/BKEM7XlJZRdNt2CwTx7cOCNayXC5ZrTq80XQh4DtRx4WksC7frEpGSM45UC22SAxHlsa3WFdTFxWVqyjdgOQ1UWkKU1K4kl4FqoGl7gz1QFFUmsIWOD1ExzWGgDUDlLagEsYlilL8FWxV4uqSoS1wzmCVonKWUV3SdS1lVUrqVKa6ii2bAm04OTnh+YvneZRJ5u4ZjFEc3zqUaqfZSpQdEW2LvGhCxl1aui7QZ/8AH7xUmCnSZ0zq7PycvTDg1vEB2hiKqsQ4AStDCPKdtYTGxNAR2jaT2Fw+hWV61PWSVr3zDfR9z7rrsseFJEIJxgEqik3dZDQU85jes7i8xNaVtDsp5Bh5RQrCGwGhI9uiyPiTCNh2h5IiZcNUASv/rOsvvQmklJ7mv18opf4x8AvAyS5/QCn1EvDiz3sOazXT0QiVPFFFUpLEXaWMADptg7GWejjMAg1HUoYH/VPKoiCllqaLoIPISVNA6SCgWkJ29uDpu4ZCQ+kUlUn42PL2W3do2n22XUfhCpazOYfHB5RlwYOHD5lM97mcr5gtFhzuTbHITVDVA3aBk6jMdVcJ7yH2MjvyXcIpy93DIUlVGFNgCPihZrw3ZFiVKIRhWOxUYbbCq4q9g7scH/ecnFyikqak4t1X3iVuO0ZHr7M/mbC4POPoYEKIgel0gtKW5ANnZzNWq5bhcMhyuWZYlpjScvZ8Rq8Luj4Quh4JapOFsliveHF+Qhs8yiqajfD5I4azszkvTufYwkIvqVAX6xnL7RptNE0XODmPbNY9z56ccbFqQRtSH/B9T1SR8/mM1mc+xToRUkE1HOcKCuq6RFuDiYYr2awCczVqjPiY+PTT+5JkjCxqlNCHtdFMxlOstmxXW4zuxGJOKZKOuf/WpKApS4OKkbqoOU0GZ2QsuWOjGitx8lpbtBZk3RojPhA+oI1FhYAPij5FrCqInUdV2Q8gBpJJOcfAYHRBTJHKOKqXalbLOSHu/AAiISmqesC927dYzM6wuuPecY0Oa84vF9T7+5lyHOQ+S5KSvBurowxKWazJaZNG03nBCYTYJWrUn8gmoJQaAjpJIOkQ+DXgPwN+Hfj3gX+Y//5f/tznAUhRStPkmS/WxJjYn47Q1tAFj7MFm20Gaj77AAAgAElEQVTDxWyW6aEV6/UWc7Hgo48+wjctPmqGowkJI+GjyVBXeySdsK7A2AHNZknrFRUCOLkoqjSlJJY6JI3SjtJVYm5qHEYbRvUAtFhnpRRpWzGg6Hufq5dCZtrGiny3MHRdQ1kU/NIv/hxFUTIaSbRX23vQlsViyXrt2UaDtYKI63rIyWzFauupipLSGkxKjGxNv2jothv6dcvps2ccHY7otWY2X0jJGGSG7EMiJOj6nrZvGCqHLYrMewfnSpxzOCulpu8jGs1kOGG+WhBCoiittGim5OBA04eAs5ZBXVEPag4K0Xh0XYtWhtLWjEZTDvcDPi3oY8BZhXOashqwbVv6ZScuSGVBVQ+wtsRZizOK3oer/IadXdvOx18pGbO9ePyc2ewyl8g+exfIhmGtpa4qrN4FiQrlfEdBT0qjtGG5WLN3PGVQ1tDnOiKPIWPyVyM/bYSMJqq+mCcF2f1HCTdYaYVzFZPBHsvLS1LIj89R5btgHOEEaGISQU81GF65EYszlYxpz88vWM0v+eW/89f5t/6Nv8l//l/8V6y+/Uk2cIlYq9Ba/CxiTDlTI/tMaJVFQuJvWZQO5+wVySilnxwmcBv4x5kSaoH/IaX0T5VSXwf+kVLqPwQeAn/vz3uSECPzxYrJdChceFfQtj0hSjlzdnHBavOcbdtx6/iIl+7eZbNpOVIljQ+88+7P4pvAw8fPWW/h04cnLBYzejXEa48rHdr3bLzD6xHDPUOwFlOCKgtM3zOocybd4BjtDC/mC4Idc3rZ0LeB5WqDXy64d+uIIuiroBEZYQVUMgQf8dFjrbgKrddbXEFGkT3b9VrKWOXwWLSr0QXQJVY+0flAv1kzX2x45533ePHiCYvzFVZp2qZlu9lgkiDhk/GI0hU025Uo5jTowgp42UUK5zCuRFvHzqwDZbIpCaA043rI7b1DYt9TGEM13WNUD0SabAVI9MEzrA2vvXyLGETjEGOgMoa7x7cEjFOK0hVE3zIeVRSVw6eATl5Q9thxOJkwripCCPTaYKyVDEYr76XWTgDCXDprLYzF3WuNMfLJp48JIWvldWZ3IRzGnUeBkIx2qcOCI0QEU1AolssFt+7dYjoesp4tSDrhCrGfr+paNtIoAGTbNKSYcMZmToXwJ8hy4rquGQ8qCgU6LJmvF2hdoVN5FT0eg9CYEzvr+RxpnjepbOfIZrWmydyVHz58xD/7vT/ibLaiHozZtnI4BukusquWpnB5A8mpwztjltFoBJm7EUMU0tBPChhMKX0CfPnHfP4c+JW/+PPAtvXUfcDYgk/uPyQBZXWXQku/8/T5Mw6OjkFbJtMpi+VztDZMp3u89c7P8r/+H/+c7WDEdtNz+uiUf/VXf5Xf/u3/nVUBb3/u8zx59pTy8JBHH33EL/3Sv8Jv/5+/zd/623+bT77+LT79429x+7V7/M2/+6+DEWnGd779TdaqJvRb9vHURuicTjm2TcQVQZBbIkpFer+VReYsvfe0fcBZYdGdnj7G2ELGQ4gW3pYjlKlYb1qhKMcOFUUheWBGXDw8YbI35fCw4+NPX/DG597m3/23/y7f+KM/YFDX7E0nvHj+mLPTpxjfSSWVxHU4BGHZWWexqqBvFNXI8vk37oKx6BiwasCbr43xytA2a4bDGm1hPC7Y6eTk9Nix2wwff/wJlz4xHo2Zzxe88+67PHjwkMNbx3z7O9/m8OCA07MzFPDuF98VR+boib6n7yMMSlbbHucc1aBiNKqoC+n/66omdA3OGlxR0nU9TdujTUHbdPzu7/4Bl/O1iMhUIoWAK4s8UvXEFPC+xdpMhNqFfWIyuCyoeYyJj37wCa/cvcegsER8Fj5FbKFRKmGU8EMmkyndbC6msnmBBjwRhbUFNim2yxP+g//47/HVn/tZ/sF/+l/y4qxj0wmvP8h85Aq9SJA9HLgiXaqUJCcjT6h64NvfP+G733uBjqXkUFQeqyqhbqvsOUgmGCXxT0AL8IlWCINBZzKTpHv/1KsIQwws1ysmkwGllR1YGdGCa6PouhZrC0H9tcYV4lNvEWecyhXsD0b8yi/+NWbnM3QyuKS4d+s21euvcbR/wO2jQ8pBxZ2jQ4a24qvvfQUb4Zd/7Vd45fVXeOn4FpUSFLxXkVvHd3DOcn76FLOeMagrei8Bp0lp2jbQdT1aCastpjyv9oIup5ToOo/KI8zYB5ROqCiz3khgfjlD64K6qigGI1xZsD+eMh5OOTy6w703XuHXf+OfEsJ3MUXFYDLh8bOn1FXF4dHhFRegMGUuZxOV1ii15fbtmvOLmSDcIWbLsZZXX32VYT1AR0PvN2xixFpNG7MY9orRJxFbZLNMSBwcHKC14fJyzsHRPqiIMYrL+SUv37uHMprXxkP6piNG2DbtFTFGacW29fQIAFtVJcNBTegk7BMlyL3TUh1sth6VMyd+8PF95vOVvB4tr1FpS4qC3scbS23HzNvRdeX+ihSFoyhEeRginJ7N2J8M0doKMFhYqeiQHIyu7+S1mxw0kqT62GUD+BTxjbAk/5v/7tf57//H32Q2CzS9ow+djBszKzGmIO2DurYCJ/MDY9bNpAQqZUwhQcxBY1o7tHagd0nEQsoSwpbcc+icUaAzuTtllyuuKcyfpTJ/9vqp2AS8D6zWG3zvKQoZD7VtCwnapqVrO0onJAljjISDtg3bbWLTeVbnF3z5tTewJ6e8PBxxcblmEBN/4+d/LrvYSmR2T+R4MMAExSvHt2lDhzGKl46OOX3yDGsdBy+9xPBoj9I5qqImhYCxhmpQsby4FCZe4TBG0Xcd1mqqusTHRPSJEHqAnJEgAattK1Ic0TpAkxo6H/nC2+9xfPuOxJv3HTEppuMx89mSPo91lLY4V3K5WLHddtSDEYd7e6SYKIuKuhiwWM3wfciR7TUhQNe1kCI+bIkhgZ7gtBiaGJsoC0MZHLSB0bBifbHi9Nk5t2/d4vHjJ7z++mtoq1ks5gwGA4qi4HD/CKVgb29P0OrQ89Ld28SYsNnZOUYPSXN5ueCHH3/M3bsvMahKlLa0fUQVA1zhGA6GOO0IqWdQDfGhoaqHpBjpfSQkjbaW5WrDg0dPJJ0p9oitppIy2tjMsJMTMuUT1ViRARubc+jyKbiLJ1dK07Qts5kn5jYixMj/Td2bxEqWbvdev6/bTeyIOHH6bKvyVnPrNr7Xfu6ekPHzAIwEAyRGwAAkkBATZoxgwIDHCIFgxgAxZvgmiJElENKTbOxr37ZcbVZln3m6ONHu7msYrB1RZXPLD4QtFXuSeU6ePHkyYu/1rfVf/2a9Xu+JO7uRQBlN13eYr9mmD3A9SffEoJkvPFp5fND0UQRfKSrUwIFQ+itHIskaNGIwotM+D0DvCNzKDHbmYlGmtCYoMWDRDDhJhKSlwkhoa5JlQfqbgqT9jztoN77p+lYUAa1kj6qN3hMeQKqwgCtA9BSZYzaZyryrNa6wNKsNzWLJ4ovXLOe3nL/1gKvLOWdZyS8++pDZ2TFVWfD4889574Pv8urLpyzmSz74/d/HzkoWtwsmRzPy8QirrNxsSMX1veATTb1EYfBKMzk6ZHYw3RtHZnmBzRwxSjyXywatXUyQFF3ffQVwaUG7Q/SgLAfHMwHJRiXPPnoOEY4PZqQEm+2G3ntmh1Oi6un6mqZpybKc2WxG33Zs1hvqbU1ucw4PRpR5SVFW5FnG1c0li9WCTb2h73uckfzAB28/5PTsiDx3vHj8CVGBMeCcod42PHv6HGdzHn/+VFSNIVAWOQrFqBqx3W7RRrPZbinynLbzpCjYiFKKbbNFq8TJ8TFts+XVy1doY5jMTrAjCRQZlyOcE1OToigRf4aMEMXOvO28MB214/MvPmHbNkNCUYSg92e80gY7xIIFOfYIYXdShj2XXw3/xxB6tHWDGErttSpG6UFbEjDaCisRicYToDWIgewQchuiOD4ZFcT9SRmUVeS5ptSSKUlS+D6wrRsZSQwDLqCHVC0GaXEcugVRbpIG0RYKpRJJSaejlIKo97mCQjX+6lnZjRvA0LnJCMeAl8T/PwiImm29tx3PnCOGhE4KU2RMJhPa2uMcuNxBUrRtRxsDvg+0dYNzit/8wz9C54YvH/8Ji6trLp+94P6D+3zy0aeMRyOaxZZP/+IX+BR56ze+T1Yp6u2G7WaLzUtc39GmwLjIyfKcvMioRmNury65nS+xLqduPG13LW6xMRHSXHbOSnIJUZKdEGOg6yRcNKUkgJXVpNgPe2PN203H+Z2HTCdTHty7Q9t6MIrxbIZ2Qhq5Xc3Jx2uqg1bWSdHw+s0bnLLkTvP9H3yXqhoxm82GG0v0+V1qiaYnH1n6phM+QpIuwFo56Xz0wxo14ozi+GTGZ59/xvvvfpcvHl8ynU4oxhXr9YqyLLmZX9M0HS7LqUY5ZVVx8fgJ0+kBqMTl5SXOOcaTihg9jx7dp256rpYNLmkmzpDlmslkRJ5l1G3NuCrp207e06aRmyEprMm4Wax5+vylIOhpWI8NSL/WURacKQ1qSLnRxdhTxsXdba/QGBTKCuCYDbx+lVn01mDRw75eitGomFBVBT7I5iT4JFl/g8ejZWjzB7+GajwiRPB9IAQlr2+SFbW1AsgmY/YtuRYeOtLRyKERYyTpr3KHkk6DiGto54cZQGGGQhEHXGHnaCRfsysFaiCn7V6Bbx4Gvi1FQIkWOwytt7GaoizFC05pCufkNAV8isNYYMkHh5yUZbz3O7/FPFpM6fjhH/8RT798wsPf/U2eblfkd8/QeUY7HnH+j77P9OCAJzdXNItrVEh06w3/6Ic/Yno4ZoM8yFlmqcYVr151ZKMJ/c2cZlNzdnpMWciqzySpuiEGwQV8GGy85PTo+15irYN8PzOwvUgG63Lu33lANTlgu6pBZdgsY77YsFwtyUcFXezYdC/4o3/jkOnBgovFT+j7JZkeo3Ioq5K79x9S9x1fvHzJzc01XdPz4vkr5rdzmnYrunhtWK1WFHnOyfEJr5+/Yn57y7MXr+g8fJDdgcxxfn7M8dEEay3HJz8ieI9zVsaMosD3nrYVfnpeSHt8fno8UKnh7vkReZaJ2s8ovB/TBVD5Bp1XWOvI8py2D3ShQSvNtpZuQ+2NR9SeyPTZ55/jh1FuxxsQU86wl5tLey1dtR5s3a1zaJOhtBNAVkeSdihtKYoKZ0eCrmeazjp8DCStUMoKqJip4bAxkBJ9H1iuNqIliQO1dzAaNVpRDxiItPCKfggHTSmJh8UA4qmvuw+hpFsc8IydsnPXt2sUcSA0id5ZPrsz5BXzFL172qWQDLiI0YMadagzf9uG7G9f344igBCG1NAjKS0It1Ka0Af6tid6T0iRtu8YFQUKRFSCpk4Jc3DA0198wr3vPKQvMp6vl5znjuv1kvv37lH3HcppODlk7SyvXtxwcnKGNR4VG64++ynh5ITy8BRbVaQk6ULFqOLjTz7hdrGiHVJqyzJjlOdkRtpGeXnT4Ow6mEMmMQuNQ5EgJWnrtEEljQ8Gm59y515G0wuA1vctfR/pfeD+bMbF7UdU519wcL7C5Ne8WP4zao6p7G+gcsfFYsnNT35Bu14wn19xMJnw7Olz3nrrEfOLG1ZXawnANJH1skNNR/zJ//6X1NtaMAfj8D5ycL7h7OwIq6Ac5Sxu52zrlqIY4UNgs61ZLFccTA4IUbCH+bylGldstluczVivVty9c85ysaTtO5q2Y3IwwWNxRYnOclxeCKja9WRZBlaLiQqD0k4QMYx1XF5d8+rVq79xjyTYi3bEwDPteQI6Ofou4UtP0oFAYFSUlGWOGjIn16sLzs5mwmQMEd/XbK1is16LU1TwvHX/hPOzklGVsVy2KBJ1XbOpG3F9UhDV4B0Y9N5ABiANjsjyGUVS0hHoAbgjSpeYdi39MAYLCCsHyu7M/rqvg3y9FKTEznFY7++83f0neOiQeqR3a1I5kP6OGvDtKAK7mOo4kES6vmWz7ui6niLTWGP3eujee9quo+87fC+rosZ7NkFO4/p2yaga8/677xP7ntFoTFWOyA4dylmOZzNCSjx6+BDVrKlvn/L6+WfUV7fo62Ou+orqne9hZjMRIGnLZrMlL0ZMx2OODw+5c+eU6BMpiA+CGt4gUhoyCrXMeAO6jBGjiJvlFo+j7wOZydHTM55cLljWa0G8o6VtAoEtsWyxxz8jry755//8ij/8V08Znb9ktLjm6qXj5stjlouGB2eHvHv/iPOTGWdnZywWS25ub7ldLklaEZTCZgWugiYq+i4StUMZ0CnirNhWQUQljcZwcXGF1o6XL6+ZHR6KRiLP6EJisVzhewkG2VzdoJXhcn1D8IGqmtD2gfntEmMN88WaYnxA0gbtnHADtMFatzdUTSkM4NbAEdCKmOCzx4/pvB/ukLRHulVS7HI749du7qgiXejoeo33veQ/pIhVUQDZ0HE4rvD1ihjXZMZxdFBxenyPtrllNjEUuSWzPXl+Ib6VZc6myah70f9rLTJxkhq6eT2c5nLtDrHd3J6U+GR+hdwPfAGtvvpfabV3cBJOhDzUQkbdFbyvUogkZ2D4Og0Mfg2yLpQOYWfvFoIIl+JONvoN17eiCCQSq9WaNBhtCmNL/qTvpQOQPafsakWpp4gpiPGHUmS5Y1uvmN+85vT8LrhMTCxCZH5zRdO1VAcTWa0pqBcLbp99Sb18SeFyGldw6xW5HXF1NcfFROs9q/mc8ahiPK7IreXhg/vMDmd0TUffJ3wUNqIPXqzL1KAkTAmTadm4G81ff/aEP/v0lmjPUCknEPmzJ59gYiCoikjApJ7kt0zHV2T3XvL9s5dYVWLCmF/9VeTH/9KM+99b8nn3K55/fsTVy4o758cstz1Nl3h9/SVPX825ulmIuYXO5WHXGluWpCiU3zh45TtrUUpTliUxRoIHkud4doy1GZPxASEliqKgqEpy58izYxSJ6/mCSZ5T1y1nk3O6tqMYldjMkY8KFoslrhjTejBFhnVO1H1aYY2g43ogMMUBvAopkVnHyzcXvLm8kuIwjAnSKQvRaQgC2xOGJPI7EkKgrT30ibMDkTZPpzlGJ+pNzenRDGt6chUpi4ykWpRtyE1L7lqMCpQZKN1gVUboZlh9KOEhMCDucbDxlvk9pV2GghlOYTnUQowD2s8ggPMCbqKHLmDw0dxlB6i0txwXP8DBcl0pVPRDNyD3cxw4IVoPRqODHZyMRwFr9N77UoBI+zUA8f9+fSuKgDjbSL598AGbWUZKFGRBJ5SVtWH0kVE+IjOO4L2AIybRbNZcvZCYrRhrPn781ywXK3JjIEiLqa2h8z1d19J3LYZAaSzRe2aTMQeTU5Iy1BH6psG/fE3SiSKzvPXgHq/evOHyYsmjd94RvjYBayVZVkx75MQx2mK1INnaGOIwt8aQaIKmnJ2Q2xzllIhqlGGx0YxKmIx6fP8lJ+dzvvOjObbYcv2y4ONf3tI0MF8e80f/WsajHy1JxYg//ZOe+2+dkYXE+ekZi8WKk9O7bGoRxVin8cnT1o0YVPrAZDzi4PiAqsgYjxxVNWU6smzWa2qjkCWmRfmeTHmC0mAc3bahjRuRu0aJHe/bDgX0ncdqx818IW42BJSxkgVgM7K8xGXZUABELSggl7z7OilpWbWh7QOfffpYOBmwLwT6a2suYdrFwXp+52jcU2/XuFgzG0XOT6Aa3VKONLkrefO64cXNJZPKcDoZ8eb1Da+uF8wODT/84BDnWrTq0GLwJunYOiH4Q2QXECL+lELwUUp+H9NXprMC9kVZ+e02CinJnj8NKdsxiV08cQ+G79l9StGHBohYcRzFaSl8Jgk+oJQSjsgAZOqB7GQGxaSsEcX1abVaYwaHom+6vhVFABg0+aIfALWPK1dOeOtt31GlRJ5ldF23DwM13nNz9YZf/vSvuHPvlLOzI0iOZ5++4vbmRlxog8yPeZ5DSoxHFeVoRFdqyvEYMzog2RGBwDZsZTfrg7i7+p6qGqG14uj0jM7LxJc5+V4+dKTU0W/m4Pv9PKZAQDDfi6gj1DiluH/ngJOjA1Z1TYyR42nFh5895bsP76Ljc8rZE07uPaXIai5eOD76acN77z7g5z+5wKa7NPUVo+mWh9+b03VjfPgEZ9/i2atnZK6QYNYioywtSvUst4FiNOIgy5iMSu4fj3A6UFjICKAauvkLFjcLuujxvdxMMn5pGh/Blmid8+TJM7q6IcVAEzoevvU2PiZubuYSqqI0fd9TjjOmhwccn90nywuMtYNBpsTLS6SCoNwhiKmqDwHjNK/fXHBzOx8efrX3EFBRHPoCCaKQi+KAGwE4V8rsbwLnx4E7RzVlIcEw9Trw+KMLPnm14J37xxzcz3n88SUvb7e8994hzVahRxqdaZIuiamGJDbdMiqlr/g9fPXrzh1QRkBQceAwIExFgvg1pOhFcao0MdbC+x9AwbSLhjPZ8LF8P+tgOipRBHTqUT5SWId2svnQRtF2DQezShieSUaWEIRq3/eS5NRnmXQo/bc8fEQphbaaxnf0oST6xHZd0/tElVupdFajjGKzWYtVlpE3SIWe9XaDcopmuyT0Y6qy4B//3o/5+U9/weJmxWQyYTwec+fuGUpblLIUeUleipBGK41zGZ3veXXxmuVySV5mLBdrlE58/KuP+OSTL3nr7bf54fe/j7OWqJWceD5hQuLB3RkTJ640KNn1phhJQ5b8ZtVg/JYQE7Z0sN3QbTv68ZjcaVzhWN2+4u7xM4rxgj4kisLwh390zMc/jfzszzsefSeBWRKTRaUN3/2g4vGff8pHn99w8XLDcrnFd4nT0yN+6ze/i05bQt/jTIGzCWJHljo5nYIiACF1JBM4nJakFIBOFI3asG225G1g4y1ldULX1HTLBQqxKPedrGmbdouKAYWh6TtsaZnMZozHJXnpZLTTCWeddAJGHhXfi57Ch4C1OZ7A48dP9gbeVjHQlwNyjsl6MKnAjlr3lRuPWLd7ItbUOFWjlWJ+5fnrXy25nAcsJbYvuX1Zo4Plwd27fOfhA56/umI2TZxOK37x5ZLpzPPuozEDJ0+AyyEJMDJgk74j+Z4Y4hACI1bwMqZKcTNK47Kctq+xOgcCo5GjLEucM2TO4IwFbdm0gT5pAhI6k+lEHjsyEzCxJ9RCqZaIc49zBW1IbFe1bKG8F9+LJFuFEANnd85RLhMKdtN/4/P3rSgCKSXaXlZBXdvTtvLixt6jyfemjjFFnDMslrfUTUPfR7q+ows9ScHlmzecnp1iipLp9IDf/b3fpV53ew5/UZU0XY/WkgTknCOExHa7YdNs2TRbkopkhaUsMmaT+xwejHnz8oK+C4AehBiRhLDJYi8BD0UOuROJZ1JCZIlR5vGkFC7TBJN4ernmqlaELhJ85PH1K1KyvPnpU0ZO46YTPhiPsW6FrXqatuajT7YcnOb4dM2oCrKOipYnjz2PP1lTX2pmkyPunJ5y9+4dDiYjmvU1qd9SaDD0mBRpmpp1K2o6ceKJaJMGx6SIc4rQbzk/OUMRKZ2icBkmluTTiswZmtBhoiUSub28ZHJ2TAo9IYHLC7TTZGVONS4ZjR15rsjyTJyPtaZrA2hD3w9dn1K4LMfagicvXnG7WO7XfzuwNaW/CZqhpE0WUtbwBwNgF5MeRhoN0XFx2fLmdYdJhgezI0bRspxvGU2mXKwXLOcbLm5qFteJ17rlp1+84Ld/c8I7yaNSh6KSgtV1rJdbFAnjNCm0BL9BmnqD9+I7eXh4gLGK0HvG5QSXl6w2a3yXIARGhSLpRAw9ferpQ6INiqw6pCjHRGPpfU9mErqO9F1NSp5mW7OOYmjS9p6zu3fog+J2vqLd1sP4pFF22CKkRNcnQlLUdct6U3/j8/ftKAJIa1XXDbPZBFIid9ngKjsiL0ZYs4CQSD4QfeD09JT5YsvtWlJorTFsQiQvRrJaDIGqqtCqYGeG3/qepgv0vudgqnF5wccffcJnn33MH/6TP+D07ARtIfiO1fUt3XqFm4yYTSZYZ/eJsiRpa5P66kTTYzHPUFrkplHtdr8apRNJSUhHHzTzeYNCAkSqSsA1bUqivsP8ZsSTT/6Cdz54TixveXGlMOWIf/mPz3j8+AXvfi+D5HnxvOD62TlvH77F+bv3KHLHqMxxmabZLHny8g2HVSVBHSqBjmTW4L0El+osYUIU16WoMTpirCaaQvb8Q1hGHwOoQAo9ZVmyGiizSkHX1Kyvb9C9J5AoR2NGRc6dew/JiwmojBgtfQfRShhKiEKE6X2QNZfNiGg2Xc8XXz75ai22Q8cHDgmD87JSw/wc0xC6Iy20QkAzIfEM/PkAzdqje8PpuEKj2ay39DGwSQ23m4bPvnzJZttx9/iQq/UaN5pSVSNibFAmIyVRSTqjGeU540lFnhuW8wvK8YSgIFCw3kZGo4qzs0O26xuMKjicnLFY1ty7e5/lfM1muWCzucVHj+8Cxmoyl+O1wyAjgVEW5QyZTajQcbtqKI1ivWkGk5Whg8OgXI7qI9GIKWlKskHRSmzrd+Qppb6WdPRrrm9FERh4k/S9p+17XF5ydueEutmSTIZPiqQNk4Mp2mhms0Nunj5jW2/3MVrGiAGoMY6+6zHVCJRmW29YbZq9UmyzbRmVQlzRQypv23l8DILQa8Xr1y8Z64wCWFyJeeXd+/c4PDoaupI4cNjZ21GBIO2SLb+bFnfBlVFiwELP4bRkNJ7QNxtOD8ecnx9xc3mFy0ds2i0H1Xs025wnj/8P3no/Z33puXMHHr2/4fEXPe3mjMt5ydUXj3g0/YDTQ8t6sya2mqZfoUqHiYFx4VChR+mMtg5gNXULIfZ0oSbLLOtNjyIyKnLarUSEK+u4vF6TZ5bZ1AGJ1HfUqyXO2H17Toz47ZZ6vUIpi9KGS3/FnXfepZocEijogyNGoebaIJudhBLOhxfQrfcBbTXPn79kvdnuwcAdA1ANFUECP+LAcExDMDExwQUAACAASURBVKwcHruglKTjvgBjxBB0c7ukclNsCNQpsPQdxmQED5nJ2TaervNYEg/uHtHOXzHNCwkpVUMwLonxeMLZ8RStEpGWo4O32NZitNr3LVlWUo5HjCdjtusLJuMJxmnyosC6jMPDQ1TwrNiQukivIm3X4yPi0jQToo81YoOvBfuk6zwuc/Q+DrLjnYNwICL3GlpjUWgnc1YKYpfGDswcIue+6fpWFAFB/gN1XVM3HSYruVnX9H0gzJc0ESaHx2RlSVQwX9zig6TApaRY3N5SWk1ZlKSoODw4pBqVbDY1m+2Wbd1Sty0HswlPnz7jR7/xo32CrNkl18bIZr2irDKqqiRthdByeDgDIq9fvSLPC3kxE4OVmKDkaZcWq4YbU+14YJCQG2m3VlqsF9jxmE0D25cr1q1ieTOnHLUsFisOZ1M2m4KD8gf45mMOimsO345od8OPf+eIp69G/PzDc9TNA977YIo1txROplZB2g1JKYzLpU1XkecX15wc3+PqeonNekZlwfJ2Q9MpSJ6j2SHXlzcY4yhHI+aLRvINowYiKfSs1tcoq1G5k/+cRxD6KBmEMQaKccm7775LVuTozAxegWnwEBxy+5SEyKYkdltKK5qm4fmLF0OirwhwlBK0XTjyO2ZdEked4fXfx5ErmaMTii4kXl3WnEwyMfRoFc7Ka5OS/0pqGyKVtmTWML07JY8tBoPTHYWTrD/NTqOvUUYznR1hncL3G2bTko9+dcPh5A5qs6GNaoh6i9iUoO/RhWZUFdR1i1WWvMypu0yIcCZCFH9DyUG0Yvmgvu48rFDGodB4L8amGgnKid6jnMVoBmPeoeMbOlSjB9OSwbgx/UOoCJVSHyDZArvrHeC/AGbAfwRcDp//z1NK/+vf9b1SgunhCb2PLDcNSVuubuZYZ9m0wkw7vXOCURKdZbQVbYESaagmcTibEqMm+J7bmyvG1T2U1rg8Y3uzYLVaMZlUzK+v8X3PF198wXvvv4/LLLPZFK01s+mE9eYWaxzFtKTQlmQUxlmausF33Z6dLZHRsvojhGEOHV4bdrFSSk4yBc5YrLYst5FPH1+hVAkKni8ucCryIE+89+45vmtwbsz54W+zuI5M3lHo/DGbBnpG/OwXx3z58h5HsZJVpRZySu89Whmc1QOHVth41mpMZrm8uaZpWg4KR5GNqNeezCZ86MkLNxQrIVxpeX/xMeGjx6SEbxqaJuBGI2q/xJlMbLS8Hlh0mrfe/Q7jgxk4i7ZaOAr76G4gid279/J0h5jInOWL509p6nZPbd3ThNPw+wEUENPeIOKt4etiHAhFSWOUY71ac3u5YGJmnI9y6lqwm2Q1KiqheoeEU4mDPGOcFyjlUbZgseoZjRS567DKoGPYWfmRSKw3W1xm+M47b3H55iknZ/fp247CBkaFhKe02w0aj7WKLMvRZkxRVmxXa+q2QRuLyw2ZUtgswxqLdgUajVHDw6/k9EZrsizDErF6xxCM+CR+B85qgrPkTu4z5yRgp+vFzMUNrlyyNvwH6ARSSh8Dv4XcMAZ4Afwz4D8A/ruU0n/z//R7db0n6IwmNKi6w+WQZTnT2ZQ+9Iynh4OPOqKe22xYzhdgS1KErmkhBjKXkWWWo9kRVVmw2S6EaxA8ve9YLW8ZlQWL21tOT49JMfLg/h2m40KcdJShMAXGaqaTKQpR/o3GY6wWMwcGphiD51uMYnltcIMfHuxOMtKwLNKGMs9RQcxEjXL4Yb6NCroeiAajHcpERlkAVbGq3+HlU8fyZsnkyPCTvyp4/eoepBmRhpSEqNTFDnFWtmDAmASpR6kAyRC6lunkiBg7vO+5nV8zHlUsN6L467qWpAaX260AUW3b0vdrJtMRBghdi7El1WyGjz3dpkVri80cve8Zz2a89f67qMyIKafNADUQu4S0ElPAx4FPnyLKOpbrLS9evRmKaNwr4FLY/bobu+JApR0KbJKTT2k1xJ5F+qYm9pEYJzx90bF2HdGMCQaZw0OPV5JBWbmc3HgwPXVSzNcrmljzw7enWCf7f6VEj0D0dG3k5fVz3nn/HcpRiXWOaGrcKOP+7D7LTc1qs8aZHqOjcA20kNpSivShIxJxWY4ymh7pwpy2KJNhBq+MnXIA5BR3zlJlmm2Rk7yn9Z7cirmtMposM/guYXXCAaiEdZZWRUm0EvbSwFj89dff1zjwrwCfp5Se/F3MpG+6Ykq0AbA5LsspipKmWbJaLQgeVvMVm9Wcdx49INOK0A8nMOLwW42nFOWYLM/36qmUoGlbVsulPGwDS+7hW/eYTEskYlv2p4eHh5A8vQ+D11+gSxCD56AqKEcFySiRGQ9FQGtp0YRCKpLPr/qBNLRn7E8x5zSoTmzFbcfRxAKJ4A1lNWK5XPBXtzdYlTicJV5c/JLxuOf11Svi81uK0qJixvvvdrT+km5+CyrHaotRljiYTsTQSXuYxBQkRTiaTUTmWhxgTKJrW/JSk5UVIclJeP++eAVYayirE2JIspVPgZg0264mG4959J13+ejDwEKvKFyOyyzL9Zq3P/iAYjwhDCMWOu1NYCSOS7ggShspojFiFHz55VNRcZqMnaHYzoxj59cfB9xHpTRIZOKebqwQwpYKXuzhnKPuoGuhMxnRwabb0odIUTpxHUa0d95Y6tDzZrGGDI5OM06PMqyDiGQexOgxSrq9nYdf8B4VI32/AeD05BiXl4zakuvrLxgVQzOmLBHFdrvh7OyM+c2VBK0qi4uBGBXOWLRxggUIN1q62+H0zpzDOY01mhA0+YDbgITO9sHLKJhEuWqHB75XQ5c02JGV4+obn7+/ryLw7wD/89c+/k+UUv8+8BfAf/oviiDT2uBjxPuey4sVpXXMb25JOlDmjtwoZoUj1EtSOSYvRvzwxz8mact2s+H8zhlZWfD08WdcvblgVBZ874ffw2gtWfa54+RogsIyOZgQQk/bdjRtTZGNSASU1qw3a8pqxJuLa8rWczod0S/n5IhPWxcYMg0gIC6uykgybEyyRU7DjckAzMippTHWCakEjdWaDx6dsry+YVTOOJhqbq4ajo7v0Hcts+MLHnxnRQq39H3Ldn2HV8+u+d33HVlxyWozJ6wUqhlh1H2mY0fb9gP33QyahRylc3z0lAey2rQB8QQcKZoQ9garnYcQJbbc+074Gl0vybgBgtLMm47TQ4VOYmSZj0a4LGO7qSmmB9x/9A5BKblprZyA4iQsq9IYo9BmheVKiBGnNS+fPUOnhAqJyJDEHAEELBZAMEH0A1sxDMUhogazztB7QoLG9LikGeWGzHqS8jR9jdKJslScTXP6TUPTeq5Xa3JdolTH7EAzPXDMZoqDsRBxYswJ3pEQEo9KkoIclTAdY9eREai7lu12w3hyxHaz5Xg2wamarpM8jCxze3o2yqB0IlOaSEZMAuhFFNoYwjALmGF+jzAQkYQhaM2AO5HkaxTYwfIsqSQMzYGWHUMPRoJvJNjEfePz9/eRRZgB/ybwnw2f+h+AfyrvIv8U+G+B//DX/L19+EhZlmRFSZks2+WGfr3iZGQYT8bkeaQaZYQIWZnTJ8W4mnDv7UcobanXW3Z5BcfHYpbx8OF9Dg4PuL5ZYTNLFyS+PM9GaC1JMpnLmUwmdG0YhGmKpu3wAZo2oE3PJq0oC4htQ6YQh6KY8L4lREFplRpCUtCYpNg0W7Qx5JnYTCclrTDakpJGq54+Ol69vkUFxc3imqubHmMT8yevCN5TLX7Knfdf8OVnc8ajCXUNh+djLi6v8P2CvIgcFBN8G0kuQwdDaCLrrZzci9WKp89u6KMW9Nn3xOCJIbDZrOgHXkXvlZij9j0+hCFg1RCCeCHsTmSXW6azCXd0TgyDg24SK/flcsnvfO/35cTuO1rv2YYgW5empWk7ghflYdt1kqOXAr7r8V3P9ZvncponyKwdBDiB3nv21mbD3jsNVGGbWbqmHj42qKTIyozT4yMIHSZsORxrjg8Mo0dH3CxvyccZIxOI3rHeKNpXW5JpOT46YFxGijJSjjKUm9EpxaaFjR/hyfFJYQtDlXKRUGvZXFjdYFXNdr3k5npD3WyYTRPGBbIsYZ04G52enYnVW56RYo0xCZvkZI/eY1wm2Qq7LcdOMiwzD9oY8RW0MkYlpbAyqwhvYYiXCyRaH2lDh09SbIzTOK3p+39YnsC/DvxlSukNwO7X4UH/H4H/5df9pa+Hj5zduZMOZoecn0x4/rjBZ4HCag5mjmokCS1NI6ysyzc3lJOe+w8ekTnNystcXuQVLy8uuHN+grIGbeQF67qWGD2j0ZgUEk0jTj9lUQ58MKlWIQTAUFUTVpuOPB+BS2xiC1mBJD5LqkzudpJRI3mJCbo6UHeRtvW4whJ7z3q5FPptUjTbnpwa2z4j6orrZ4oULCEpUP2e7qnihugvsElxdKjQRGbTKbfLW46ORwRvWV5bfvHLmvfulNTzOX0Xubq8oa47+hBZrjbC4yej7jryMofoaduaEDpAwEQfovAd0tDiKoWxoFVOnxjgeRH6FGXFLntxD9QlyGzGhz//FT/72c9ou44wBHkwRGV1XT8Aeoksz7lzfsbJ0QGH1RjvLFVuiT7SbDZEb/f8AB2FnbdP7kVcmTJrMQN/wWpNUWQYY7EmE/ckE+nbhB5l6LHBjgrG2TEJAeJyl+MOHOtUsak7yCq8tdQkutbR3hQi/06WpnUEHFGJw9V0OuGD777HfH7FtlmTqw2TItL2NbPZPVztGI0SKqzEuVgpMCI33rQtQaVBO6GwCsbjCfVWWKQqiQZFVqNxiGQTXwVnjLBUe0koVgNXwyoZWXyKpBAkt0IBcehIlR5s7hhoyr/++vsoAv8uXxsFdqEjw4f/FvDLf9E3MMZwcHSI0gkr9kFYaynKKUnJ6YaG29tbJuMx2jqm5ZjrxRJtDNW4wlnD8+cvOD05oixLGDCBumlwzg1zpVTVvCiJMRCCvKgxBDrf0bUtV1fXPPniC9rQs10tWd9ecXV1TdsF6rZm2zaMx0Jtjjt6cNB8+Nefk+qNADHGDF4IHmcMwXuS0rx3MuWwaUAFCBHjchZ1w6reCqiXPNVU4ZLj5sOcumtxruTFxS0Xl0t+97d/xG//zu/xKvdMfc/p0SnNZsOLl68pTu6yuV7w+sVLbhdrYYuFmhBg29eQwl6vnpIa3HcF99BaADZZhkU0gSI3dF4IKkob8iKTUT6JdkIESRHfeW7nt/RxyAJUX+XkmX2GgKzxJmXOu28/wBrF+ekd2r7j9eUb2qbG19uBDTioBrWB4Ae/PeSmt5psMJ1pB/fnLHPiyGvUwOYrWW/GzFeQtGZVO3xfkFRi6RRaR0Lc4q0hn5RoJ7tICbXxVHmL0SLMeXXV0IYcbcTSnajo2n7gKQSqwuL9hrpe0tYVo3JC8C2+tZSjMXlRsKkjOlesNmui3vkgapLv6euGrq4JSaFcjrX5oCpUpChjY4gJHSA0Hd1mSwg9fUy4akw2mdI2Hc1yQ9u2tCnSD+OEJBMVuKKg73rsP1TugFJqBPwx8B9/7dP/tVLqt5AD9su/9We/9kpJSBGVs9LmKCidBd8TiPTB0/Yt/WA06aziarnk6YtXnJwe8/Tjj7n/4D7lqGIynsrJWzf43pNnGVlR0HctzuZUo4q62cjpF8KgRlMYBYbEn/3pn/LLX/2SGDwWix1as+PxlGo8FnurJFLR5XJBlmfoqOmDpu1E8RijcLz7oKlcRj6uSCHyaDLjkRYqmzaKOgQ+f7mhLA3jMqNrFFVVEdMhbx5Hmm6GMfDpp0+4uXWcVSfcP3zIxes3aKVZrA1KzRgf53z41x/z6SdfUjfSbhptxTZsWGj4EAgh7ah4AoqiwZihBU3oJKeJMYqTo2OapqNpGrLc4oboMj88mMLkk8w/YxQRDXHn/yecCAFpd0GZQAp0XUcwmm1TUzetzMJxsMQ2ccgmtPjeD/eGjHrGyEOh9CCNHtymYpI0ojToT7QpMLrCOajKjiJryKcOQ09RaPJckVKgqRusldGnyg1l5Wj7hsNJznq9wmaHXN9AYoyKYhU/Kira2uNDZDabsbr6khjXzA6P0C5nvlixWa+xOjGdSbiKUh3r1YqYEqOqImw8KUC92bLdrPG+4/j0jhTMEEEZYUimhNWGrvMka/BtQ+q6fRfmOynC9bal2bb4riVaoUyHAH3w9E1PWZRs247Qd9/4/P1/zR3YAsd/63P/3v/77wN13THJxRxCW0VUHoyl8QrlJqxWHcpOmC8bKiWrnk2z4dHkbcbjCS9fvKLMSl6/fMPZyTFHxzPyvGBTS278qCxQydD3In/V2hJiYL1aURayWpxUFU5rTqcHaCIWIaZorcmqipQVvHlzhUmRFBXzmwXVZAIpsm5aJtMD6hj5+YcfY12GMxm+rcmMJsvFuoog66yUerQz+KQxydJttzg3wtgx2mW0UVEU98jygM5WGJtYbzTXNz1Kj1F4EoZN3fGXf/5XPPny6d5zweWOybika1qchpQ89TZQh56EqPkUiTikLaESyXuEIpNQRovZZ7LkeYVSYc+GlHUc5LmQcTa3gtIbrUlaS1rOQJpSWqGiEvs1ZNZvmq24FZNweU5C7a3jQLpCZ+3eITiFwXRmSNqVrkKsyLU2xEGoo1UGSXIgUJ5Rmbh3F5zZoGLAJKhGkusX+ohLEne36gKruiXokvWmo/Ml3k/pV45tlwOGkMKQaCQuPW0b6HvIyoqyzFittoxcZDadoXXParnierHldBwpioz5myuCb+haSSIwWpOCRw0jjUJk8srtzHXY6ZKHwGKFG7oCIW/J2jv4fs+YZNflxTCAqaJ30FoTvP/Kv/HXXN8KxqDWmnFV8eTZU7qtp3BjrJtw0yYWmw19W6N1Rd96iCNUdCjf84MP3qUaVzx46y1S7/nw5yvabcNnH3/O6Z1jOp9o+8R0NkGrgbaaEnVTs7pdsV2vuXj9miJzVNUIkuL26oLKWY6mYyIBr8Ri/M7dh/z5X35I03oePbxLCpGz82O0tjRtQ9SJ+4/eQuclay/z9mQ8xShYXl9hnaHtelSUm2q+vEAnAbrKzJHZioOjY2x2iNcZmy5hM0fpAlU2onO3mNjQri5Q0TMZj1B4nO24fzLj1dNn+DTYJ/SezWqBUVAHvzecGJUj6rolJi8tMAgzhcHvnjDYomtC8uK7N+yZdyMVkcEiKw4W3mmviVc7csTwnpJ2OgMpDH3fYaysREE2FUITZuC2J5zVopbb6TO0JgbZDMiWIZDlQxJQTBhjUVEIQAMvELSi85rLK49RBbmr2NStBHMO7TY4+ujwyQkot0r4Htwyw8cWHwyBEj3E1fvY8OTZ55w9OAeT4aNF64zF6obYl9KCB8gLRecVm3rDYQhUec7de3c4uXvK0xfPZJyw+bDuBIVmvdqQq4yiFEKUGtyIrclENLUjCg3dFEo4Ejt5dkphYFJJRoLv/c6VZz9a7Ua0X3d9K4pAnuc8fHifq8sLLuaK8zv3WK17lPGYWHI8GzEdl3jvRVi03dAvFzxfzPn85SUnk4pSiZFn12358tNrnn35Jfm4oqpmtJuamLxILwbSSb3a0F4aQl+zDD21UxwdjXl4HKlva04Pj+kx9DGhraWtt1TjET4J51zZYdbVGlIk05oPf/5zXDHi4Z2HnN27L+6xMZDSe6QogaOh75jf3JA+jyQkt8AHxdHpdzg8PQXjWG8iduREnRBbjC1wykK9Jdy+JrdQ5Md4FJU1PDw95Gc2o44deWaZjDJ8aHG5I4Uo66IkEtemadC7Tfn+5xtmBhjYZYqubVHGiIh2ePggoe0w8wcZfXbGub/ez3bwz2Nw3BmYniHA2ekRr1+/2keGy4rcDGpDg3UC2/Z9j9Jmf+LtGMR7W3prhh9cAEQzhJNuW8vTVwZrSoy2YCYwFCxxWk74ADH2RB/pfEPsOurWEENDVB1ZXvCdd9+nzIfMAROZHBzISONGrG40pYXpUcmiXrBarXFqQ/IeZwquLm9Ip4M+pe+GQB0t7weyvlMK+q4ji2Gwox8e7r0zMUO4Cnu2qlZKDEaGDULcGbSEhI56qMOREHspNEkCV77p+lYUAe87bm6u5CFRoiy7vb2F1HEyKfnBD37AwXjEtt2yWi+hn+L7BmJkeXnBOMw4Pjnm/N45N/MrYtNjraNwGbFroc/RRDbLW6oiw6HIbeLsbMRqvsV0nr694p/8zj/mD/7Lf5v//r/6n7h4JQUndoMOWyUODsfcLmusNoPbrFzOZZSjsVBubcaoLCVPMXp5SAZz/5uba4pcqL7L5YoUa3zoWW0i73//D6hmx9Rty2GeobOKxkc2qxs2XceiriknB7iyYFxmTA5nNJ3H5I6qF3mwtpakOtqmIcSOzndoObeH7AOFMVZGIi2F4Cu0GVHk7tZSQ46fNgbn9KBjH1Z1JPoQ8ElkyHuNPV89nDshkNYK7/9mIMauXFhjZV4OAWMlH0BrMTRJUWzZdNAS1Ko0WotOXw0KzR2uY62V0UOp/c+wXtesVysBZYefOYQghh4IGr8jIiljcUO3lBRoazE6J8QCpTJUcigM1Sij94G27RiNJ+hwh25zSfCBzaZmNDpD+UgfEi6ruJ7f0oeIKwqavmFbSwFu+1YK3151OgCuw6kvK1g/sFIF3VfDKAADn3BYmQ5/Sb5u/zbupNRKqMgaAdy/4fpWFAEAH3om0ymJ14TU0LUbTFLc++Ahbz16l9worm+vGB8eMr+6oFsnDqcHpC5wUB1w9/w+x6enKOOY37QcHh2Tlxnb7Zp6u8EAThnwge12hTMelzRFWHM0Lunzgi8+/AXV8ZTlsmETLPnIoW1OAspihN52nJ4c4aymCwGtDW3X0rYd999+hCISQkRnJXXbEJVhfrVgs94OwpXAzVXDbDphPK2wOkMZx317wmR6gB/evKIwwi9PDh0szkgk1aZpOL37AKcCSTuSUXTe44oclxnunR4RujWGiI8dfejJdEbftfRdGMQpVuLT0HvwzpoBK1FChjJauP/WOqyx0qK7DBCH55gS6+0abSRAJERJ7Y1hiOv6NazRNKz6YozM53POz05RwMFkSt91tJutiI2MBH/mWSYPyoAN7MRIKfl9wdl93/01/LNGa6w1FHnGzWY1FLAoDM9BVpsQcNRlTiLIVY5yFqcTUTkcDutyVLKQSkk0Mj3bbUvfe+o+4CjJy2NCSpyd3Add0mwUGSOiLZhNLSFFrNO0rRQj33Wkvh9CxiSCL2lNSF+FjCTZP2OdGLMy/KwkKV67tZ9VQgITL5MdJDvQrROkpAYSnqfv22989r4VRSDFwLgc8fz5BdYZjNF0TYtJlrrtWdcdbdvSrWtUrgmN0IGXqwVdjHhtOXvwFtZpRpOWLjUsmw2q3RJCjSJx5+iU+dUbPAHvt9gsByxZXhKsI7pjPnlywU8//t8IxTHbYFgte0bTA4zWXC0b5vMNP/6NdyWvPiX8cKy9vnzD//mTn0jYiI/84Ee/wYO33+HN5QWvXrykGlVYZ4ip27dlMXgCHqMzuj7x+tUb+uTw3nP3fMbLZ89IuuD4sGRcWEpnqddrEayUjnqzHYI44kDA8dTbJdHXWKWJKlA3NXVohnAWwUME3R/itePu5NX0PfKx0rJGzbMh5deRZ9meB787qYtRiTKWkDym64Y2exgKBgTv6yf27vdXV1fcvXsXpUQcs6PHktKe7WaNxQxWZXpgHoouXpybtFYDGeur010NTLrdZZSoE9O+y1CgxaouKjVgtAKQFoWjSRoVMw7GGY/efZ8ffu+HTCYTkoKbqxuWyw2ffv6EZtPKZiUlWm9x+RHr2xvGYzNkThRkeUlH5GgqwrRVkM2WHlr/rm73BKid3DcOJ7s2AwU4JfFFQO2NS+VhkbM+xLDnT4ij8S6vIe1BxX7QXUSQyLNvuL4dRSDBaiVAXZHlnJ+e8fEvP8GHyHKxoalbTO+pjGO72bK+mjOpSkLqySvD1tcElcgxZCqjXtfU24au7ej7lrLIWF3fELqGsjSoGLidL3jx4poUO2JqiUmz7BU3dUPiiiIf8/LyWk7cGJlND3hw9x6zgwmBKCQf5MadHR7ws5/9gtdv5igsp3ce8L0fjrm8uOKtB/eYHR6wWq+wVlONJ6yXy6/NtYm+7xhPKrZd+r+Ye7NYy677zO+31trzme9YVayZxeJMiSIlUnJLsiW7E8ntGJDiOG4k6djOW+c9nackyEsHQRAkSPLUcTudtDx2J7aDdjzIsC3JmjmI4lis4q3h3rrzPdOe15CHtW9Rcct2A4oBbqBQrMNbt4o8Z6+91vf/vt8HpSWJvV/c4UGnSRISRYKqKijrin4WEsaetXhyckgQZzhbo6saSct0UaI5RV6dPi29On8KCjXawzuFkAgVkCUJ4IhC7/3XWndNRY6maSnL0i8knBZ+vL/tP41OSyUf3LSnN31d1w8SbM55zmOapt780zUHnS4u4JmBgVK+yOXB58N1GQQ/pVCdg05bQ2s0WjdIzfs7B3uaXpQPpg3v5xAEMgigC5YJJ9jsX6SvNsmDiP/6v/uHPP2hxwnDhJs3bmKs45GHr7Kzs8vNW3d5650tdnbuY2zLbN7g5JgoFrQtNG1J3TqsinHKEoQxbdtQVSWBFLTWdKLk+7TiB1KqO90FeJVfSW9fNtZ6bUgpnFAI1fEMhXjwPpwWnVprMfiSU3ear5DuQe3aX3V9IBYBYwwnR0cspicYFPdu3yUIQsqqpKoqcD4qi24wukWXNYWtveqtHfl0yjtvvsw4g729fTZXBUEiicIxUiacHM3I8wV5dUTZeGVpelJyvHDkrcG5BmcFaToi6sU0bc7l1TU4NFjjxzTnL5zjEy++QBwH729Hu+1YEkckSUyWpAjh8/bOGi5dfIi29mr8aNijrmsWs2MW8zmLxYKT6S7nzl3ECcXt925BkLCYLzi4v0UQR4RJwt7uHWbzBUVdIKXiCrT15AAAIABJREFU2698F2cbTOPJwWfOrvHuyy+h24JaazA1adJjtvQ7IGcsTngFapBFXHjoPEJK7t7ZZrbIkcLRS2PiKO30AS8YzudziiJHCO/YXDVj+oMUISVFUTx4CsHp2M4/aTvp+sF7KzvWwinhJkkS/55b84B2I+DB95Pd1v00fCWlP9fSnelPdyJCSnRTddt8TduKLjHqR4jgzUpKSpI47HIQXVRaiAc3SiAsV1XDtaDl8t/7LLZ1fPlPvsJPf+5zfOiZJzAODvanHB1OefKJazz3/DN86dd+m537U3qZxDnF8XSPYX9AnGZM8xmoBoumrGvCKKCf9VhWS5xUGKWQygd/aut7M6xyYHT3tDceX97pOAZHbQ2tdWjh7dVWgMHhpP/ZuK7DWHTTIeFLSpzoIKl0utRfcX0gFoH5fM63vvF1rLX0h+swWqff63PmzCbrq2OqsqA2LcbUONOwLHOGYUbSSwhdwHJ+RNum/NTnPkFVXSTKEsI44s/+9Fv8/v/9NdpWgXQY19JojdWCOOpjlcZohREKhKF1lsRJhBPM53OUkDi8qn50fMLtu1s8fv0RD7bwDy4EkMSRT3fhTS17ezts3b7Jy995ibZtuyeYo2karPUxXds2VFXOmTMPsbd/m++98h2G4wkSxez4iHMXH2LjobPc2doiCRUCx3yxIAgD5rNjFtMFly9d5IknH2V68m2K5QKkRLiW/soqyzLHmRYhLMbVDPoDHr/+MINehrWQKMEbN27Rtpagi6SCP3c3uqFpGz/zx5eF+DO037rXde1FqVNh/nSAj98m+1oy51uGfuByzjcAR0nyQGTUWmO07hYOQxgpkihGWEcbtLS2xbTeVg3vC4dB6H0ecRx3/4/xNWeRP1Jpbbq/r48zW0G3s/EdAU2ju50Q1Lbi0vMXeezFK/yLP/wyz3/qx7i5tccbr7/JxuaE9bUNvvqNb/Djn/oE6xur3ZTCsFzkLOdT1lY2CWVInGRYd0yWRARhStW2hFlMKCMSGVCbEoQX+6rWkHeis5SSEFBRiDani2jXNiy9RbprjcR1xweN8+UyTuOUxEmvBjgpsbYhjiPSXoJS3UL7t+UY/P/riqOYMJDkuRfZBsMVqlZx9qFz9EOHrms/bhOOOEtIBhn9YR8jLIYGoysefmSTt26+jbMh02VBLw25ceMG00WFsTEylLSNBRd48U75LRnOR0UdGmSDUylOS3Cie8p7W6o1DVIK2lYTqciPzES3VUV6UUxajKg5mu6zv7fDzr073X+h9mc26W2rzvgPkQoDjo6OwDhWRyna5AgUo0FEsThm690TrLUsSj8+aozx3ncZoRyE4LsVwNeCtxYhfeV1pKC1FuM0a6sTHr3+MJGAYrmkbny553g84uDwBBVIT6DBerqNeSD1g5MI6WfixnjhsipKr6gHjlgFtEp61BWm287HgN/u+wos8WBMeIqDO62U62UpRhvKIqcqc2SnFWitkc7bd1ttMFYTBKHHwVuDrjXGaO8kDIKul8B2vYJ4kIh4v3k4DCJko0F4408QKB+qIuA4GRN8+KPMVMbzH32ed2/c4P/41S/htOBzn/9Jso9kvPDxF9g9OOK1N25wNF3QuhpLTZb1GPR7LOdTTJETx7GfACmBFg7dWDbXVqiWM/JiSUPXti0AJb2/X3jCkAoUuusHsLabwrQaJyOc9IE1OkHXOPugjBW8GIoEh0AbycOXzvH0M49yuDfrzmwfcE3Aj3lCBsOYdDCmtZa793d588Y7XFobcemnP9uZVcBJx7krlynmJ95ZpQJsE1KWNVVTYp2iyHPcMEEQeA89DtPUfi6L7VpjHfYHRBTnJM52W9cu2imVYDBKybKsK+4Y+q8RPPgACgRanxpQtD/TOYmuGlTguiaalsBFIDzD0FiPxnYSGu1o6grTNA9ujqKsiJOU8+fPsX+4T5Zl5EWJUBBEgXfPOYcxDW2rCVRIFCiq2vrte2cmAVCBYjQcoxvPxC+qGm0cCP+El90N6rstJQhLGEUEMqA1mqzXJ4pT0v6AUAlPXRbqgevN1A1OG7TtRncOXDfGQ3QNOh0B2DmYTmdM1lZZ5EvKvEC3Fc55hr7utvvGWIy1NLoljCJ68v2Mfas9tadqar97sQGRVP45KZzn8QmHLk2XyqNbrC1BEKC0N39Z6/0HqxtnOPf4NV678y7J/j22tw8Y9ges9GOCUPHu268xP9nn7p1t7u/t02IZjMbEUUwUCmbzGWXhS1KPj04QYYYVHT/CAq3jeHebcrqDaFvPmxAGJ+yDmb/uUpenhSGmm7IoobqCnW4HJLwj0nQNydb4iDvC/+SkAy1QMkFJy3CsODrUDxbgv+r6QCwCbdvy4osfZ2V1lbw2vLu1zcpYMchSNjfHlG3Nwf17NK0X+gJhacolu3s7GGFpXMssX3JuM8MJSLMMbSO0GjCarFNVXiRptUcwCwmtsajAgyy86627aaTCBYqs1+NkOmWxyFkscvr9IbP5ktXxejfPPp1Lu87WCk1dEwXeodU0JY0piVXA5sqIOIhxsulSYpK9Q8uyNAx6Q/bmS3Tb+A+AA2cddVGiUAzSAb1ej6PjKVEYEkWBr9dOI1pr+eo3v4mxflyalzVFWYL1BF6kNwsd7J6QT3Mm4xFOaFpj/RPEQRjEfussQpI0oipzhHVk6YCnX3iKRx65TpwlXL58mboq+dKXfgNju2blICJOBK11KOFn14HwijbSM/qsUWiliMOEQW+AMLCYL5lMVlAqeJ+gawzGaPb39/zCEwYeVS4lQSAx2iIsiMBPj1TipxrSSZwxGOkYDIekvSF6Macpq64ERnRUKIs2fsJgjRdMA+WRcrPpLnfuvEVdNChiojQmTn2Ry+79O3z/u99iMZszK0oGGxusrq+SJSnlckGSBAhpadqK1fU18to/pUMVEscJoTM0ywOGUU6zbKnbACNByMDf5MY+EEhPPYTGWJT0op/rREBfCOOtw0qcZjS6/kY68df5XyvpS3FOq8+kFA/E2R92fSAWAYdjdX2dwbBH38J8PuW5Dz/mgyHWi1QvvfISeZFjjCafz3j4ymXysqY1jtZIXnpli+gjT2OdI+5N2Npf8tadGqv6nD+XMR6mOARlaTiZ5ZzMZgSRYpnX4PwNHQYB/V6feT5ndW2dnfu7Ps2GpCgqbm/d4cK5C6ShN7NYT8fwFVGdyWOkQpwxRE4z6kdEgeCxpy5gtUVKT6YJIwFvOopbx2SRI8JDMVASaUVn2+2KJq3DnP4wFaNhn/mhIl5doW41h3d3wPpjwnAwIAwkSjjfhuMszjjSOEXgOJnOiNMIJxx+YqQwxjEYjnjhxRdZLhfcuvkuddXwwgtPsLI64b2tLS5cushwNMINh5w5+xCLZY3BECUJUZSSZD200VTFEmENoRNEStGaxu9awpDBaMT6+jqzfMF0Oqdtb9HvpV786nYA/sFpSXsJvSzzeCxjmc0WGGNJo5gkjHDOW5Cxlij0oNfTG0uIUyFRdrsQd6pcgvCtRqYbjda64datW6ysrmJ1wyAKqRd7zFqLUyFWKsJUsTYaEqmGKGzYWO+zsTHEagkmpsynaF0RJxFZP6PFEPd7LKuCVElWJxE2zJi1DYOkpqwCchNjnf9s47xDEE5dmZ3QIk8V/vetfqcTl1Mb8eloVXZOQ4Q/LGinuweVZw66zrn5V10fjEXAOX71n/4Kn/2pz3B/Z5tyWfDVL/8RRVmycWaNs+c26aWONMqwztFWC7Z3dxiPR2BbZBhRtiPe+N4h+9MFcy2pjWLc6/HMI9dpFofUyyVBpEgCwaWzG1hrKBtPB3LgY56uq35GkaYDpAwR+DGXcJK6qKmXBdMqp9Ge6yfFKUfPYp2mDCNC4RgIwTAJMK5ifWCpT1oCuc6yPqE/VIyGMUJa3/ArFQ5P3rXWHxOc8UJgnueIKOxw3Q7nPBj0cP+Asmp8XXagsE1DfTKl3/MLz4vPP0kShRweHbO7e4gTkmVRkQY9cH5e/cijj/Df/Lf/PePVNaxzRIk/HuSLAms1xyfH/P7v/zF37k157Z/8pn8fxus8+eyIuqy4vbXFtevXcM7wyisvsbd3SCC6QIvws2nTKfbV9JDdoz2v9gchSZJQljlBR39SMkAIRRJn9NKMLI7B+ePReNjH4nd4rW6x1mGWhrpuwWiSrn48CCKk8uYfJf3uQw5GGGdZ5BV1K3jsmY+SxAnvvPUay3Kf1hoOj/YYZynXLp7j3IUJw8mAw9mS+0cLdo9zdF5QOUs/TWkPD1jcucnm+bM4ZRn3U6SCw6MDLJqVlUvM8oa1yRBdlxSzkv379xDihLAfkLQB1kTIMCZOIt9YpSQyinyozM9O8eUhLVIESBkQRhE2bLCN38WJrnzFi5+e5hwnCa41NG3D9KTg7bd3UMrfMyr4gO8EpJAkSUKv1/cJM20IIolq/TguUCFQd9tCr+q2bctkMqGuCoSwSBlw7dI52vYW9UJTlAU6aLj9XoFtW1QYoUWBM4ZALUiTBOsaP5O2/hwvhCCMIkReU5XV+6EY6+j3UtIoRuAwuvHn3m5FbnQLQqCtoWgrMhmwbDXbewsm44zjvZKVaERbadYnm4jYUdeHIBSttdCZX5q2pe2UdyX9rN4Y06XFPHM/Sf2YbjIakYYVeVHgpKA1FmsEde3bkaQMcNbS1g1pmlGUFUJI5osZYaCIgggl4OT4kEtXrnAyn1FWFUJAFIdUjeUrX/s6b7z9jhcSjUGGgrbxjkGlFIPxCgdHMxrdEMR9Lly9zuxonzJfgLC0HdFJKYHRplOqLVo3lLlXxo2D2WxBHHleYiAVURiTpakfm4URi6Vn+anAL4RVWSGlIooijNE0TUPVaAajVT9f7zQEEIRBTF7MfUYfxZNPfoiqrHjnrdcJg5BQCaxoSZIQpQJGgx5tW5NEAePJKreONMtGsnnpIoEKWRze560332HUS1FBinM1dWlZXRkzz/dJsgHD/hrOtpwc3mYSN7hqD5VUGJN4PqYzaCs4mc2Iw5D+yOcapJAP0GqiK1ax3WchCCKazjQUKPnAlHVqzQZo6oaq1VgH02nJKy+/zZNPfgghVEcr/uHXB2IRoLOexklKlqa0/Z5XfSMPaqzrBiUDfy6S/iyqXU0YRbguGNPr9YmUIgtDaEp0qylqg9ALTNVipc/NR8DqZEKkJDoM0G2NOBVghCBJU/TBCW3rBRUcGN3y+GOPYhuD0TVtU/l2l8D3GPqiBz/+cq2llpqZ1SAzdBXQ1inzpiEKNAd7c0SakKqUQRQjm5aHz53h/t4hjVJkccJ8mdMa6wVDrWnqptvySXZ391FBgHHQT1NGWYYKJQcnM+bLBmslZW0RKkFKQ6ASmmZOqy1CBiyXC8bjAefPbxKHAbdu3uTh69dZzOdkPf/UcKHkm9/4Nt9/4x1EELA4PmY4GjKbz9DaYbWjtV5ocwiMM4TpANCshCGH97eplnOEFQ/ahAPVocLwZ3IZ+PfRGf/Ew3lLsxCeHhQFIa01nWVZscgLFjNHr98jiWICoWgaz0pUUlI3bXes8Aaosq6oyhJT1bRt4y25KuCP//CPvKgrvbhalRVOSfYPZtxy91i7vEEQhrQiZa4tgyvXWB2tUBiorCNaD8h3bnFyfMz62bMMBzGmlSRZQGsPiEKNoEU4w2QQ4eZbDMMSGSoa091uwp/twzDqAltBt5v0vn/vANQP7MBC+Fh227beF+EsrhvDSunt3a1SaOcnC2EY0RpDHCQ4J/9aqhD8Gy4CQohfAf4esO+ce6p7bQXfO3AZDw/595xzJ8KrZf8D8HmgAP5j59xLf9OfMRqtcv6hCxzs7rLMS7+tCwwqFDjlXWA4v5op6fsFwlhhhSQQhjSUyJVVzN1dNkaCpjrGaksv7XO03EdL3Y38EtZ7GcsyJy+aLnLZBWR4/3x1Z+s2uipJez2kjBj3JxTLGUY3FIXntYVBixBetGorTZr0aNvGn1edJA58Rfmde/d59olHsLrC1iHvvbvNvKypq5rFvCAOQp58+BJXL57nL15+jTcWBUpapHSkvZ7PzqOwBvJFiRKaOFDItiWKQkajIbrWPPXUh7n48KOEccRkPGB35w7zvKXZO6ZpNTIMSeKEM2vrKARllfOtb3+Nuq35sU9+mmKR0+/3efk7L/Onf/JVZlXLolxiWk0UhJTOUesWob0Kb53f/RhtaZ3FWV/ZlQ1XaJoWW/vjlerGsc4phJPE0suxxkm/S+uELhWGICQWi1QxWZbStCUqqNHa0LYFYRiilOqizhB1YS2WFaaD1e4f7nHl0Uepioo3vvsSpnUQOCJpKYtDmrqh30u97iIkVjtKDMvu71QWmvtlSzNaJ8xGHM1yTBAz6K8yGExIiynF7Ij07IQwiFloy8nhNllsaKtjojSgbhdE0kAqINQgApwUBFGAq8FYDWgQ3fiZ2I/yVIdhcZ3dWnWfeeUj1c5qGgdK+25MEUhc4MtedevdhW3TIIMQZ8Dqpmto+tF9Ar8K/E/AP/uB1/4R8GXn3D8WQvyj7tf/GZ45+Ej34wU8ePSFv+kPSOKAfi9BNxVVkXsDiwoInCSf5iRxhKXt2Oy+c85o79iRCOIoIcpG1NYSxYq1SUZRFYSh8BZc3TJIU85NhqyP+lSmYf9oGxV4xh2dR1trg7GGsipIo5DN9XU21hTTkym2rajKiuX8xNs8gTCKkUHU5dRBoyhrjcBHmwWWtNfDSMU0b3n39i6DtQ3a6oh4MME6aIwjDhJuvvMeRydzdKAIgfMbm7y3s4sOPV1Xdr6EVmtC6ZNji7xkWWoef/rDPP+JT7KycZbBeIw1LQ9duExVw1tv3/Q8QakZDgc4B03dovWcIIz5xl98FWPg05/5SbZub/Mnf/ZVFkVB61qaYkEgug9Z110Y92JQeBdnY7DOV7LHcUS/lxGFq/TTmO07t717QLddVZzf2SVxRpJlGARh35uMau0ZB4EKkSrGakmSDYiiPkUJulliqVksClZWJlhamqYmihKfWTCCgIC2cVy4/ChnL11muViwc3ebo51tesMebVMjhWA4HjAeDXEOjg6PEcIQpymVlexaye50Rp2MwIW005r1h86ztrpBvrvNSn3M2fWM5bKgnR+QbTxEoR1VU7EsDsmG1sNI2wOCMKRo5yga2kazbMGJHtY6AgGB8EQr6RyhUMQyQCNptMer68ZrBL5VuMFZUK7ThoztGpqEd0ieCjGuq28zhrqDsQopCOSPmCJ0zv25EOLyX3r5Z4Ef7/75fwP+tFsEfhb4Z86bwr8hhBj/Je7gD72sbcBq+v2MyaBPk1dESOplgQ1adFTT62UY1RkpnK8uk9JhnGPr9j1mi5L93T0mvYxhP+Hs5oQojehnMU2RszEYcGFtQpwkvHb7LsuyQgSJb5sRys+xT6Y4bXjuueeIpGNRFMyXJbt793n0sevM8iXomrosabQhSjLCtEcYRzzx1FP0xhOctYyyjCiUDHs9bt+8SfXONj/zs/8Oz3+mx8HJlK989c+5/shjVEXFwd4O0doZ3t3epVERlfWLXhanZJ1RJKf1eoTRWCMpao1rDciAK9cf4eyV64S9CVF/gop71Is5x9MSbQKWRYPDEEkfz2219mEVqwmjljDp8bWv/DmD0Zg3377JwfEJVmhMtUAXOWGcsSwLpAxIsxiUAK2pi5lHX+uC8XjCbL5AjXreQn3uPHXVsLe74zWKIOTaI9f5yb/7Uzxy7WE2Ns56+2wxp6gqDo8XVEUBrmEwSAmk6rz0hqIoWSxLrHO8e/MmK5NxR9bRRFFIUZYMBtsMhhMGozVKo9i+e4iQMNm8wGRljY31MXfv3OZgb5fJZJXVlRXSpM9isUQFirX1DYx1bBWWJhlTuIhIC9Y3VvxI+s6bPD0o+dC5gJHssbU7Zet4B5vErE/OINyEg+MjIllhqnv0g5LZ0ZI4FgTBgIOjKVpEhCr2CcFO3Dv1/FdNwyiJkITYqgZjiVXYOf0kVdt2o9hTPK4ff8rO0SniBBlFNGWBcw3GGbI0IYp89uWvkQR+JE1g8/TGds7dF0JsdK8/BNz9ga+717321ywCAmMV1nmlc3d3D2c9ICJUAaPRkLJpKGuNcY660V2Sy5NptPHswbt37yER5IXFVksevnqVIEsJ4xTZtpwdDximMff27nMwW6CNw9kGVISQgqbVHB0ds7m2hnKW27e2GK+totua6WzGvFhSlksyZzwWu26oG4NsNSqKeeqZD9HQ5fO1pnitZjBYoRUZH37xM3z8M5/na1/5ClY3PHbtIlJorl27xvMvvMi7W7cwWY+VdIiIMuazI3YXJf3VTZzNefzJS9x89yaNbdBOcDI7YW1ljc1zlzn/8OOMN87SOsXRyQLrJIP+iDObhteD17HWh4LiJEQ4x3zuhdFAWLS1lE2LcZLf+NL/ztnzF1FoZvOpx3IZRyRDlJM442htzXI5pVouaOqSOAywTqNjyebaGBX6LtAoiLhy7SpHx0cM+hO+8IUv8KlPf5qVyYi7d7eQCjY2Vrhy6TEOD49ozamY53zwidMC0s4sLwIaq9nZ3qbf7xN0ST5r/Hthuhi3beH+/WNev3GL2zv3WdvYYDk/Zv/gwDMhw5CqKHhnb7/L20JZVRwdHdPvD9mfloggZjgcMUhTiukU2prHBy3X1Jz2aMYRAev9hLYSLOYHRL0+sbEoEpZ5wSCDuGcJ4xgjAg6OZqh4FSm9ndg5iQtiRoM+dNCaIErZXFthuiip6pI4jQi7zIcMIwhjSGKs7qDkUdQ5CD2MBeVNYcWhRRvIopBr166yurbG/Z2dLo/ww6+/DWHwhx0+/jVl4gd7B8IoRsU9FnnFbL5kvLrK8eGhJwE7xcl84cUSDHGS+hbYOEYIhaA7HqDRbU2kUo6nORfPrRMPx4w318lW1njzlVcYOEWS9nn55m0a3+yAw6u1gfDjwEceeZif+ImfYHtri7KpeeHxx3jz7Xc4OTzh3q3boBxilBDICOMab/NsNc4JelnGzTfeZHXVP2mCKODw+BAt4erjT/L173yPd955m4sbKZfW+8wLzdHRHnsnM1qjufTwNYq8RAnfp9DGPSohuX7+LJsTxfHRPofTEm0kSS/jhR/7MdbOXkYFMXVj0PMZvZ5PjR3t7zPsZ2RpRtNq+nFAv9ejrirqpiWIYkTgW5SSJCSUgqPjQ/bvgzaOZVGRJH1a44jTlDRK0VZjdMP84ADnWpw1VG2FMZqqqjgrJcMg9Gj4wxPyPOfqI1f44he/yBOPP8ZgMOCVV15hMBjxjb/4Dtvb2/yX/9V/zsrqBtPpjFo3LPOS+SynyHOqOqeuGqw5zdsblFLs7B6RL5asTCY+GxAoVKBI4oDRsM9TT13lkUevcHfnPv/PH/4RN7e3mB0fURcFvSwmb2s2NjY4Ojqh1f4oUxcFCkG6PqI3nDAe9MkXJzir2UzhbLQkMHPCWJHnBfl8waifYcuCer5HkqwTRBssy5zjvRNkVFO1/mhobZ9QRfSSjGHQ48z5jc7BqIiCEK0tKorJq5y2XJLnM5okRkYBMlSIOCKdjHyJSNc7iRSIKIBWEMcJkfIkqiCMGY1TrHPM85x0Pkeq97kEP+z6URaBvdNtvhDiLLDfvX4PuPADX3ce2PnLv/kHewdW1jbc5tlzfPvlV1BhxOq6L2vIiwIpPATUmYYzGxNWVibc376NtIkv5HQSox3T2Qy0wwrFeDzgsz/1GcaTEVYqRr0JoxdTXnv1ZY5mC6zMCBKNnU0fJNmsc6yurPBLv/TLzBYzvv3Nb5AOBiS9jE99+lP8SfnH9JI+t27fYqcuOLe+0VmFHThLsVzw27/2zwmjlBvGsnFmkzCS7O7uUTWOnd1t7u/sc3hvmyubDxN1/v6t+3tomSKVxGA5nE8py5zV1TVEfwWZxLzz7k2+P9+jyBesrp7HGcNHPvQUH//oi9zZPmJ7d4/19U16KiBNIpqmwrQtu7tzLl25xNrahDgWZGnKbDrzIpsxBGGMxavzcRSxMhpS1yXZYMhoOKYqa+azlmVTEHSNQ046Vtc3wLa0bYM2hnyZ05qW7e1dDg9PiJOMMIx46OI5fvpnfporVy5z+dIl7u/cZ7FYIlC89dYbVHXDb/yf/4qf++LPsrF5hpe++z1+5Z/+Bnu7JywWU5p2SV1XntNgW1/mYX13ZdM0iI4+lCQxSZAx6PdIhzFpFjEajXj88Sd44cMfwZYV3/jm12kAZwxhEnPm3FlqbUn6A44O9vn0Jz9BnCTMbcr9wxP2jveROIahZiWqGKqCNAkIRIDqp8zKhtrUDLKYsjiktiHWjQh6K4hgk2U7IxjESG2RThBaRaAidqdzjqtDLl7YxAnLwfEBYRAyTtZohMFGAqs8GsyYzgAUhaTjYQeiCdnb2/OLl1LdTiHACEHbNsjQ15pZa1gWBf2y8GNv/nZGhL8L/APgH3c//84PvP6fCiF+HS8Izv4mPSCJY6o6x1lJHEhmR0fEccYir8mbCpQii0JMrVkcTemFCVEc0BRLT8XRlkgFSGdYGfX4+V/4d1ldX+Vg/xBdaCpjOf/QWdKPfZRXXv0+UkYPWHbC+dy9kYrnnn+esizYuXOPelEyzAZESYKIFMSS+wd7nCwWxFlAVdWdVdMgnIW2Jp8tWVsZEocBmWo5XuSYuqEqLMf7R2RxTBCEaCtRYQTKUBYV8SDBNJaqLMhPFqgw4GS5xLaC9fUNNiYbMB6xu3MbYxyrwwnPPfEYd99+jTfeuc3ozBV062f5d25vsTJZYfPMBkW+5Ghvj4evXuHo6L4nDLUa28FFjPHnxdYYrDakaUZ/OOE/+sX/hPn9A/7s//o9rJNoq1lZHZHEA9q2YWN9A9kRbIqy5o03XkdXFUII2tahm4LzF1f5/Oc/z1NPPsHa2grGGF595XsUecV3vvVNzwSUit//o69gUfzSf/hzfPhDT/J3Pv5R/td/8msyU0jAAAAgAElEQVQ0bYF1FVhNEnvRy+PFHJFSVE6yzHPqsqWtA5qwYL44gj3heQhNyze/9h2iNGZjc5WPv/gJXn31JRazKTIIefPtGwRxynC8wnA44NKVi7z++vfJ9YCTvWNEKAmkI6grhDxCRILDw4oo7ZP2Br46Tzco3dAPHHcPtmiii+TKMG0s6coYLTRWWaSTSBdS5pZsOEZGgmjYp21qktGIJE4RSUwWRczblv54wIUzZygOD5kfSerOmyGkn2BFSYzUEhX4SLUMA4zydvjQAUJ5iK1yiCBABmHntfkRFgEhxK/hRcA1IcQ94L/obv7fFEL8MnAH+Lnuy/8Vfjz4Ln5E+It/0/dPkoS2lejWUJqcPNegMpTMCWkpi5y2UcymU0xbe6CohVXr662iIAbtCITlEy98jEA6du/vMJ3OSaMUq1vubd/l4qVLfPzjH8NYx9t//Me+KMO5B33u585ucnCwx+6d21SLnJXxiLW1FeZFSW804fB4RtRLWC5nFKOaWHjvAbbF6IbL58/S70mcdAz7AUURkyV9iqrgvZu3eP5jz3OrqWkaTZQEyCgkyVLiNMa1EmkM/TSmkYKYIYvcEAeStckas+khQRiDhueefYq333qVyDTExmHbgsODPV597VXG4zFXr14FAWtrq1y6epXjwz3+9E93MLr1s2aH5+4LQRgorJREMqDJa4SM+J0v/ToXjOApJHEQ8/Yi570336ZqLGVV+ZJL6fMSvtSF92faCNbPrvG5n/m3eOKpx5msTCjLmp0793j1pVdYLBa0rsUhWdYN2gV8+ctf4/kPPcXHPvI4P/9zP82gl/LPf+3X2d65hzGOPC+JQkkcB8RhgHCCUCl6WYLuJg8GX1DTSzNMa2kELIuceTHjaHrI9GTKRz/6ArfefYft7W1UFDNfLEgGMV/8wucYZQlXHj7Hb/3WH5Aq61uH6hoz3UVt1CxyS+saVN0SFhVSWrJ+QqAUWSBIVYNoZ0ROM4wysCnGgRCWtqmIVR9UACqkqWtmy4JQOJIgJo5i6rZFhQGXz57FWkdVlQjnjXRtU6N168e89oGU4c/YgcRKgTF0fgvnF0sgihIQijiJO7jsj7AIOOd+4a/4V5/9IV/rgH/4b/J9T69FWXPxqU/zzltvo0RDtOqoqxlBsqCnDFXTYuMIEwW4RtLWNZEKWZQ1dV2RRAnWtaxPVrh69QonRycoFbC9dY9er8fa2hrLZcHr33+dLMu4fv0KOwdP8M1vf7ez7MJ4POTwYJ/N1cfIFwv/wUZweLDPPG84OplhgMVyQV2WaGN8+40ICKOAJNFYLMlwQNWURGmIFYJZkdMazXxxwtr6KkfHR9y9F7GyPiRKhjjjuxgXbUXeVDgF1jiiIEWZKXEgWMyn7O5sc3/vkI88/WGe/ehH+fZf5OzeeJvVyTrrqxNWz1/i8aeeZH19k7v37rJYLDDGcPHiBQajiefNaUcYxTSNpqlqKiWRIgEBtdYEFnSd0xYFompp8xLXakwWkReW2aLE5wFBCy/MeoZIgCCg1Zb19XX+zic/waWrF5isrlBVNcvZku9++7vs7t4nShJKY8jLmjDpY9uWSPUJg5i2rZHS8IUv/NucObvGt779Xd9wLBxJGnrHYReLraqKtm2pygJtdceJOGXv+45Ca+Hw6Iid3V2OZnNu373LJz/1SV55+WVuvPsebV1wZrPPYAiuzYGAjz97gddfeY+do5yD40M2VM36MCAbBQgGhCpERYp02POju7IkznpMhhF3dnJcYIlTh64VpmpoOxKSFAInQ2SYYuqKqqpJBz0m/SGz+ZyqaQmTkH4/QoaKxbJlWZZeZbUarMUa0K3uNLBOCbPWT2rKisVsgdWaNE1RYYDWCtmlL/lrDEMfCMdgWTTc3rpH3kDdBkT1nMupJEgywkFC7jRTbdifLugPJ8xPjhkO+5x/6AwXz59h69ZtjvOCJ59+irqtUaFiPpuzurrK2toaQgi2t+9x9+4d1tfX2Dxzlscfe4K3b7zLMi9xQuIs3HjnJp948ROEYUJdNQgR8hdf+yb37u+xf3jsHXXGsLG6yrA/II0ijDNEcYyz+AmG0RglsVJxssw5ni1otWPrzm3+l//5fySScOOdgvl3T7h49VE2Ni4RyJg0C6nKivl8SiIFMorYmZ/wra/fpd+PCEJJkMQ885HnWNY12WSDJVuc7B7Qu2wYaMNkZZV72zvs7e0y6Hvj0s62oNfPcM6jttvW02a0dWgHddPiWkugFEkUEaMZOEXQNGjbYKWgbCpKZXDC13pL59DWo72zLCGKE6z1EeCf//s/x/29bS6cv8RykVOVJW+99ga3t+4gpQIRUFYWKzyoZDLJ+KVf/ve5evUhqlqTRjHbOwfkecVwOObOvXvs7e4yW8zQRtN0N3/b+lKZ6fTEx6Y7Z50SEiUE62trDEdjelmPy5ev8MzqmFAF9OKIL37xC/z2b/9LvvPqN7ly+QxlMSdwgqKpmbDkStJQmpwmFAySgFEvJRQNIlBEcUSUZCwWOScnOWWdk2Y5QbpOLCOIx8g4YFkeMQoULuiTL5a4xiCDMcsiR6qGctognaFqamTrmJ3McFHA3uEBcZb4YpVAPhADH9yoznkqU+ePkc5jyU3r69F83LoliCOc84lGoOuH/OHXB2IRyOKA65spr0x3KSqNXp5wfm2D6W7BzFa0w4wojBEsSNMU0wxY31gniiKauiWMYlZWV7n6yDWWZUkYBqAUUay4ceMGWa9H22ouXLjIymRCkmVoFmxubpC/d4fxZEIYRdy/v8+v//pvoxczimrJwd4uIgbbVmSBZGM0ZCEF1x++gnK+oDSUMU4IVBhxd+c+c72krEuOZy0n8yUqCKl1zWwxpygXnNvcYFE0lJXlvffukZeSh1TEdJ5zuLdHXSzRTU1/MKIqZjR1gRyMOHPmIgcHC0bjFfYPT2isIhqssXN0g5vvvccsr8j62zjnjVfb97YwxjCfTuilsX+KCr+J9JmIDt/doboaq3HaEaAoKsGyzEkBgghpNUJbAqk637oHo2xsrPHscx+h1Zq61kxWVgnikP5gxHy2ZDqf8tYbb3C8f8je3j6Dfp9lqZHEZLGkaSt+8R/8PM995DrO5rREfP+VN/md3/09imXJnXv3mKyscHh0QJZmHOwd0zYtdVVhrR8NOqdY5guKqiBQYFuv0dy9c8+zHYQ/M1sJUejFzzMb61y8dJHnnn+Ghy5s4pSlbFvC0GGPdlDFPoMkZmkVo0ySxiFpINBCsCyWLA9PUCJk73iGdoKNKGEQZqyvZLy5XzNSMZv9EYWdM1vusJZE4Goa1xCGKZPVDRrrOMwXUCyQRYNpLWk24bhY0lcO22iaeU4SBKSh8lHzwKFcgLGgne0i7J3kZyyB9KNUg+3syB6oYg3/H+TbX74+EIuAdpZaxqysnyPXx+RFzbf3l5y99BgH21vEVpBFCWsrY2zrCzbqpmV7e4+6qvyYsANXIBSu8xscHR0yXywoyhIpJaurq9zf2+eZp58mSiIunb/A1tZd4jjGWkdRVGxt3WG9HzFeTbGqIQ5inn7sGtt37tLLYprlglAp4sjP3IUK0MbgpGJRFEzLAmMsUZizv3dIFCUdP88ShCEHJ0eEGpqmRpaag2lBb/0Mu0fH3N7aYpAGLKdH7O/v4mxDf5Tx2PVHCAmJVnvY1mBajW4NTinSQZ833nyNwb27jMYTkiRGOoMxLUjB9OQQ08EutW59tFd5GyrOYowhDEMCfE15aSwzFSLjkEkU+zalyi8Ag/GEh86fo24LltMFcRRxfDxFCEnbGuK04utf/w6PPnqN3/vd32M0HrCcL5BC8uyHPsT5ixdJ0h5RnNAfZcRpyubGGovZgl7S5823b/Cbv/UvOT464emnn2a+LHnqyad46+03efjqVW5v3QEcN999FyUlbdN0tKmMVafJ8xllXvjgkTF0YXy0aZEuoK4r7s0WHB8dU2tN3HOkvYyyXiJDSdBWmNkc3VSoeECmBRfPrTEYhLhqTp7PmZcVg9EmxwdzZouSIEpZLHLSQUOaDFk5s8LewQmthUZYVBTQ1EuksQjVIpXkZH9K5QzxKCUSgunsiOFkQl6W/smuDVkQkcuKwDpiJRFWPTiiCtvN4aVAhQFBENIf9FkuHEHo/QNh5GnRp+i38IPeO9Bowet3C2ytCWTIYGWDwjnuNILcpZzLQmQkyEgo8gVhGJCmfW7fvQvGEUcRSiiOjo8JhGQ+nRGnCUiJikLapmU0HDIej5nNZmzv7PDEE4+TxZ56O5+eUNUtznmgw6Url7hyeYOXX3udpqq4fOlx6uUUayT9fs+7M/H2TKlbBBIpFDKIkDJCCouzAaGKO/qtIY6irorM5woMgrapUKGgaFpGKysESURrGhqtMbYBKXn++Y9y6ew67cmCh89voOsK2xh009LLUjCWcb/H8fSQne07YC1xFKACSRTFhHHCYDCgLAuapvTmGylp2po0jj2ksqr9CMkK2lAwuHaVC2c3WB9OuPut7zK/cYu2NWTCn7d7/QFr41X6vQFV1TBZXeGZZ57hD/7gj5jPc0IV8tyzz/LUM09x/uw5pIM0jj1ERDiE02jTUtaa6ckJTSWpyxnvvP4GyjR87CNPMx6PUe4SipYnrl9D65bLV87R1A1rq0NOacVhFHrdYzBg5942i8WCO1u3mM/naN2S5zlVVVGWFcWypG5KT28qKpZVxWJRMs4ylC1J2prd+YLZsqQWBetZxkomaI0X5YyxrK+tMy3h9u4xUZSyOhrQz8C2M6JogKVBh5alaZFJj7qRZLECXSNVRl5JZCAYD4YkgYRlzkNnHmLRNiRhQKkFgyDBNC2V0YyGQ7ouKoQMPGjXCULhDWBCeY9EFPl4ttaaOE5Q3fjwFPn+gYeKNHXDvdt3kK5G6hJrWqRwiLqiF2mGg7PU9dxnoqWiqTUnJyf+fNh4o8raygqDLGU5n9M2FYvlgrwsOoZ+TBRFHBwcMJlMmEwmfP9732fQ6/tzYi/j+eef5rXvv05d1OhW89D5c9y6c5ft+QHT2ZTHn3icl159E9ORX1phcNYgrCMKIu/8kh49pn4w9OF8MixQAQqFc/UDIK8zGpzpSDLWJ+CQniJrHL044d7teywPdvnsR5/FqoDK1qgg7OK+lXeQOcN4NADnyPMcFXQMPeBk5s/SSZIghWVZeKU9CmMCGVE3tQ+zOEEUxCRJyt5syn6xwDSWZVmhsoxqvmT3/g7FYkaUpYQqQomAS5cu8h/8/V/g2Wef4e/+1I+zXJRYYwkihXOW+fQEjOWgbjzuS3hBSxJ0EBBN01japmVtfcij1y+xvr5CWVVcf/Qyj1x/lKbp2nic5xNabbviU9FxDDW7e/eZrAy4eOEsn/2JT+KcpSgKyroGIajKmqZqcM7Xqb38yqvcfO8tdu/us379DHG5xOzscP9wyv3DBTI2vHDtcQZyTlUWpL2UrJ9SVo4bt+9zkDtGDibGE4+kqVDlCW7ZMOlPqMuGXpQijCANLUYEGJVRFpZ+FGKNJt+f03eOftIDKQmdoB+nKCExYcjU+fbqftLz3g7tAJ9t0c5TsnpJQhwnGOUbt5q2RQa+zs12wBGp1L8Gff3B6wOxCEgs/f+XuTd7kiS7zvx+9/p199gzI/esyqqsru6u3rB2AyBIUCTAbSjKyBmOjYlDiSbZ6Gle9AfQpCe9yfQ3yEwvepCNKGmMI2qGILiBHCwE0Pte1bXnHnuEr3fRw70RWQ2ihzCRI2svK8usrIjICHe/557zne98n5hjbQayAmlwdQWyJokl165u8ujRnHanQ5Q0uP3hXbRxKCmwkSfsjMYDzi/OUELy8OF9Gq0OF8Mhzz33HPP5nOlsSqvZQhvDvbt3EQ5uPH2Tp5865KXPf57f/qf/jMl4yv/+r/4V+ficwfmAk9MzTs6H9B93SdsNZKNBNl5gI0llNGiv9Wa0pbR+utEJMGisrZBR5NHcoB4rg3+cFF5sMpJ+8CObL1gUedDtM8Fpx899lVWFjR3npw9Z27lK3FlHV0sacIpKmoyGY4R0aC+iiA4W1yqS7GzvoqRjNhlTlgUbW32iKKLIc+raC1VarYmVREhHXizQk4os10wnBaqZ0Gt3aCjFaDJmNhnj5jOUTGk0W/y3v/VbvPDcLU5OHqKrkmaqqLVjOB6ia2+GGoHX/sdLZGthaaZrRNbjKtIlDM8HnJycIOIE42A0mVIYy5Xa6yha69WQHj54yFtvvIlAorX204rOelEWa+m020RRRJKmJGlCnCTsX73KxuYGtmNQAuJI8fjhY/L5Pg0niaoZZnzM7OSE01nFvDQ8dyViv1ewFifktSSrarK84OhszvHFnJwmkYGL8Zxm0qWZKLrSsBtpHgyHPProAZ3ekI3dTSKRYk3sB30MRFGTopiw3mqiZ1NqUxEHsZXBYk6316HZbiEcxEmCjCIaUUyzoQDj9THxpQHr/SBK5oLTkpdzN86P5ztnqavKOz1/wvGpCAKmXjA9eg2HCZ5yS064JZbrpI2YZidFSBgNzjFas5gvUEoSJ54s5JV1HXk2Y21jnVleUBvNW2+/QbvZYnNjk7qumS0W5FnOWqdNpAQvv/wFuus9ysWAV156jmLws/zhv/7X1Npy7+ERZS0ZTOc834hpdlOqRxUGTRIrZOhZOwepkFy/fg3hBMZqkmaKFDNOzi6w2rB7sOXR//kMqywSTbvVwci2d0PSBos3GJEB5XbWISJLtphx/Cgh3bhOw0nKoqCZNGilTWpTe7mRWhMJaLbbxCpmY73PU089Rbvd4fjoEYPzMzqdLiCoK+1FPo1FiJgIBc4FRVuJrTTlYuEZayXUsUZGERub20jpBWCqquKVV17m69/4OS6Gp4xGA+qqDovSUZQFXo696f0IandpGlIbtM183zyGoiwwZU2dBefgecmzVw8ZVzlFXmCMQVgojSFJE569dYtep4upDXfv3g0uRIZmI0FXJcZatra3sQI63S5ra+sUZYW0BmuhlhXG1LSs44qK4KN7TI7vMRxMGM1yrmxt8DOfeZqNpubidMiiFownU4pK8+AiZ14CicAavzsXlWZjvUUzkVwtM+7cf4ydGs4WGVk2YXfvKt21NahBGrC6pJzPOKsLWo2U3PmOy2w6Y2OzTxIn5GVBQ8VML4Zkwnf5pVeDxVjrJ1QFPuWXMlCDFSADIOply5JYsbG1wdra2ieuv09FEMBZhClwWKpKs9HfYLFYeFZbXTOZzOi0epxfXDAcjr1UtPUXQEqBRSKdn8zKak2eFcxnfvbfak2JYngxoNdbW2nNt3o9BsMJzz3/AmvdDnVWcvfD2+xvbbG1tU6tK++IS5tHj844PxsBgiROuX5wSKpiIkGwkpaoNOFZoKhK5osJi3xOUdacnFbEynJ4uM/jR48ZDAVxHGHKmqtXr+CSLu12w7vTdLpU8wGNZotW2vagnYhYVIaBVuzYBGn8oJMRNfPpmPW1Ns1EeAabqRGRQsqIq1cOuHZwjXarBc5x985t8rxA1pH3qg/cdV07orhBFCtQETJpUFUL7xCs/EirqbWf4TeGV175Ir/6q7+K1obr164xHg85PzulLItgFiqDDLifS6irAlSCk0vNf4UE6irHJYmvWbVhNp+x2V1jrdnmo/fepxc3kLamnMz8eLeuiZoxceRY77XY3uzjLEzG54xGI2SzgbYWF0V0ez2uP/UUkVIkaYquavIs98anUoHQ6GzMupizrTXF8BF2sWA0LDi8vs3Xv/oCLZdTlJruxhpdGbF3cJW3P7rg0Qe3qaIUJcCImMo6JouC5jRirdtifzPh889scP+7HzDVbfKRIcvus7ezQ6PTIkmaJHGJ6jVp6AZVVVIpQZ1XqEZCYQ0IR1F5HQCcRRt9KRkuBM4aVBRhtPYS6/ghJCmUt2gPCsZSOK4dXufg4IBut/OJy+9TEQRarSbf+KVf4OHDh0ymY155+Us8eviIk9NTWs0mtz+8g1KS8XiKJAL81CDOrjQFtLW0mk1cXXN8fMLGep9Ws0krbXLnzl103WR9vc98PmdtY50r165xenLKbDxDZwWJjHhc5DTTmN3dHWzi6+ZaR1RFyeuvvsPh4Q2qoqYoDJ0tP7MfCeFr/EDh7DVTbjx9SLvd5PbtR8wmM3b3dji4uge2ptPp0O60sbpme3sbogaDWUGqBMN8wcHVq1zd26bMa25/eBspFAaFa7Rp9/pks4xGEmOsJk1TNvtbuDXLZDahrGoazRbNZgupEmoLSbPN1vYuVa2pqxJF4klEh4cIKbk4n6GdgiRBNVLiJPU0YnKvHOygLDO0qb2MGtDr9TwhRUk+/OADjKn9uCqgVIKJIurgdm61phY14Ov3KPKMSoEgkaDLCgykjQavffeHJAaKLONsMET1Wryy2acsS+qqpCXaKOkxnjQEkI2NPr1eFxNLJrMZDRV7z4g4Ik5jms2UwXxGvpgzGM/IFws2W5YbPUNLSOzoiHy+4NH5nOPBlN/9z38ZWQ4YjSfMcy8R32x2OJ1N+bPXHjIoFY2GxGlDjaEUllkmiOOcdjpmZ6PH527ucvd0wNl7F9Six0DPyB8W7G72aW/2qWcx/Y0tpLEkNsVKQWuth5OCcVlwkc/pNZvINKXOCmTQCPACsSEbcC44SOP5F6vpSxm0LQxORAwuBhRZRrPV+MT196kIAmtrPX7mK6/w1a+8grEGgeSlF18I9lJ+yssYx59+68+ZThboWgfzRxnUVP2fsqg4OT6hmaZYZ4nThMl8RllVuMB239vfZb6Y8/bbbyGs4/6d22yu9+m0W1RVQaPV5PV33qHG4oIktmqlyLTB8fmQylgenx7R7rUuvfwEYZbAizzM5gukFLSaPb7x9W9gjcG5mqefvokxjkazze0Pb/Peex/wpa/8DDJJGN++z42DKzTTiO3tTcpSsygKZtMJxsHh9UPaScr4fMD65jqD2ZxIxqTNJoPJiFoLNrb26HS7QcrbMF3kODFEWE2SpCSJICsLnIg4OjkjTlpESRdnJTZO0E6gDb79qC1G18Hoc5liCsbjIW+++Qa9bo/vfvc7/OzP/gydTgusJxw5E9RwxKU6rrcgk0GzwXohF7yYilISYaG3vs5v/xe/gwpkn7KqsJFgvJjR6LSQCLT2EmLGWUaTCQ5Ht78OeKWira0NrPZ6/NYa7xid58ymE1Qk2dte53R+Qa8Y0atOGQ+OeHR0zr3BlMFozo3ru5j8gtPRhNmkoKosg2nBuBhzdyJ5mCuE9Om8kjGR8HLmSZyAS6h1hBSKWBq+9oXnuXv6Gu8PMqpGitZgB0N2AF1G2MqRuQqUpKVSunHKosiZO4uLI2Z5TjGdMx+OaafeGVtEURBkZWW2IiXBztwHgijycmKfeemzrPc6fmpyOvUg9Cccn4ogIIWk2UjRukZY75sWS0+EUErgMDgXc3DtgIcPHwbdP8+AEsJ5foBzZFmGCkq2w+mEk4szpqMJSsUUVcnDo8e0em2KIufi4pxOo4k1lqpuMZrVFHXJWhKxvbvP/fv3uXXzKSIV0Wo1eerwOo8eHvHUtWu+bgs+d+BZXQmRnyoUnlknhKAsFrSaCbqqePz4iLW1Lu1ODyUkcZyyu7uPlJLF5IJ2LDi8skdRZhRFQalrNrf7FFVOL1pnY2eL4WyMlZbRZMjjo0eURUWZ19goZnN7jyRNmWUlxhZeeTaCrKjBFKStFvk8x1rPFkxVCnETGyUkaYPaei+82WyKKfIATnrHX+tcMCYRvPfO2wwvBly7do2/+Iu/ZHurz2c/89Jqtl8KiVRLo9FL01EXxEmlUPz1t/6crCz5+i//EttbfYSTVFXN0E5otls04hQaXkas6SyD83ParRaD4YjT8/MgEe/puGkj9Z6DQajTG6xGfpd0NpihGBqJYKvl2Oo7xh/d5+6D9zk6m/FomLGoKj73/NO8/MI+9+69S64jdA1FDbrT4yQreVBbivYaST0PTDxJrSVaWmxlqFzBLFHMNiMGmWOSw439a9wdfkRWG7QEU1YYa+jriEE+R3RT6kgQOdiKWzSFYlbOqdIYY0BZiFSManaxEMxJI4QA7Vy4Rg6nCUrZYEzO+toaL37ui9y9/T77a+tE1uBM/Ynr79MRBKSk3e7ghX0dxliWbrX+RtTgFC+++DxvvvUaAhiNpnhDQBvaPoKyKNFac3R05L3nRMz6eh9tNFnmF378UcJ6r4upaioZ0Wy1mCxmOAFJq0HlDDs72+zvbIV2liZSgmbSZH/rs0ipvAOMkF4ePFhrLQVPfcbhOe6VK33JoARrvTanxydsbRtaXc3BtX208cjt3vYme5ubGGuIVQMrHC0SqrLiAtjf2+fs/IzJdI6KFWWes8gW5IuMsjaoZp/H50NqXWOsw1pPDonjhDRVUC2o6gqta+raQJTgRIxxFukskmAeIsFIyPIcQeWlqqx3vHGAEBGD8wu2NjZ5/dUf0Wqk3P7gA1568YXgOCSCO1PoawdV6OXhnOP05Ihv/vGfUFvDxuYWv/ALXyESCissQkRUdbUkNvoAZAz93hpGe6clZwlzAxodDEbBgTbIcA1McOd1wQNBmpqOnCM6BcXRA04fH/F4NOJimhOnDX7ta1/k2l6H0eSMUqdMRjMWTtDY3uGFz3+Re99+HVeMkE5hdIoWkpKahbM0pcRIgZGKQQ6P3zvjJDO0ejvQ6NPf2mV6cYFzvmSdFgWLwTE3bt1i7+CAaVUStxq0jOCg1aOnC07rjHajgyJiOhjTTDteT8OGoaGljYK8dBbywdr6zoCAP/nLv2IxGTFfzLlxZZder/eJ6+9TEQQcLty8Sx82uyI3CCIiIVFxwu7ODr/3e/8cIQQffnCHk5Nz7t+/xyLz7sVR2IHa7TbORWjnmM1HSKG4+sxN7n50l/l4gq01n/3ci6hY8fwLL5ItMo5PT2m2W8yzBadDrzacL3IvGiIcjdG1k/EAACAASURBVDT1gpjWehekWJHEMVGisNa35lTkf9ZstldeBGBRkWJjc4O1bo9Gs4HBUQcHqTRpovBS6s55jrcTHtwpnKOrIuKy5PF77zCrNf3tXbrtNXKXM5+PEWkTIoU2lrL22VEcJ8ikgZMSpCSvCoqqDEM1gVcuJLESWF2SlwXNduhPO9CB4BRFXkkY4V2RnDM4K+h0OgwHQw4OrlAbT8hpdzo+Y2DZBfBA4PLwTkKKO7dvk2cZ/e0t3v/gXb761c+hhEJKi3S+rakd+NpWYGrjg7w19Ptt1vu3Vpbcznm+gDWapdG3NaGz5CwKiytr9OgCTgeMP3qb4cmQx+OK43nN1vYmv/rzX6QX5RyfPOTkYsz52FLEbZpXr7D34i3SrT2SzkNENaLbSJhSsbC+jCnNglllEDLBasFsXDEtDHOrUIuZzwpbDVqtLvPF1AN3LmJjc4fNnV2yskRFktoa6HYppCBRMaq0tNMEUxvW1teoSofD25I74y3MltmOJ0UuARhPDTbWcXIxRGIgbvLZL32V0cUZn3R8KoLAMrUT4jIAGGNCGul31aJcICVsb+2AgO2tXYy2TGdjHj0+5v33PqC2mtpqRBxRZF6m+9Yzz4Qd0tDrdsnzgr29HbZ2dtje3WGWZ0RxzJVrB1jjaLSaiO0tZKQos5Ki9NmFtRZnNNZ4eTNjDN1uGxFJjo+OMNYAJc5qpBgAcqWzX5U1utYsZ+LjNCGKvUlGs9FAComKfO0slSKJvUhpt93i8NoB777zLsZZvvyllxFxg6qG05NTFqVma7uPjWKEq4mUzwKiJEXIyI+f4hgMBjQ66xSzMVFQXXYIMIKqqDABx+j1etS6gmAbXmvvZIPD1/N4Jq61jjSN2d3Z4ezigouLwap1FceKSAgvKmo9LVkGJ90kTrkYDFCxZH2tS75YUJUVpakQovCvYTQmtSC83JizvrRy1gAmGHUGkxbw/n3WYJzvGIlIIUXkJcecYzoacf/tN4kubjMbD5ksNEXcZf3GNW49/xQZsJjPOB5mzCcVgyrh8LNfoblzhXlpkTNJp7mJ1B+SCke7kVBkNZVMUFIwNhUng5LSlBgZY4SktDViMSdJFY0kYb2/TlUX1Lpmc2ebg+s3PC4iYFHktNMYXeSYjmcANhspCg+q7mxs8ehohIoiby9nDMZ5aXUNIStwCHxmKqwPhlEUgZNcuXbI+fmIbJZ/4vr7VAQBn/r73S+O44/RHK0NvvShtrTW21n77w1JGvP8c7e4cXjIG6/9ECsgaTSIVEJZlsyznLosyPOM2XTGzs4OjWbqLbLTBk5Gvm4NvydJY5C+5dZutbHG38ha136nCa66y2AlhKDTbiGEoKqqlTZ8FQxGl99XVQUsTThirLNUpSbPp5RlRbORYK3GhTpPIryVmLbIZoKUkqzKcGVGHLeIYkhbTYRS1JXGaG9iaUxowwmHthWJVDx1eIPBcEyW1QiZ+wk1Y0FFdLpNKgOlNpTa76DSo4HhRgIwHhh0XuLSOk2rlbKzu8Px8SmLecbuniSSfvGnKva2YmE2ASH82G3lF0LaTOj22gjwnIU8D+dT+PYlQ4Tw10SEfri13vEYlh6QQcvAeDGDZSk5ns0RQrKzvU0xX/DuW+8zvpjyCz/3jxgPzulVmuu3XiBqtvngnTf59r//NlcbOV0BizpiGnd4/fZD3J1TJJJer0tRlty4cZ3ZfI5zBtlsUJQVLkmZzQuKwrMQEZZIxaBihKugNGAEaRLT63Up65Kd/S2anZS6rshrr7Bczxasr6/RjP0UoUqaJJFiMr3AtrphhNqT05Tx14IAwDojQEb45E345FP6YCGl4PXXXuNuI6VaLD5x/X0qgsCSgAKsMgAZpqCWCwlYfR/HavVvby/uWFvrkCQp6711FvOMWCVUpRcOlc7RarV8xiEVVV5RleXKwslYSxSipzX2CWeXKEg6C09isXYFclm7xC2g0+mE9xWv3r95IhU24cItg4jAdxScIIzF1gghAunFkueZr8eNV5CIm22qqmI0nKGtIZIZiIhut4dXnfX4CdYRq8hbgUlH0oo5O3roW3dJE5UkVFFCMLqjrEvSZoPN9T6VttQ6p9QFuRBeJMQY0iSm2WwgA9rvXYUqkkSR5RlZnnF8fMTu3hbO+gBXRIo49sFVa4OUEUopr42HY72/xnPP3eLk5IiqqlZjzmVVYyFMjPr4Y7VXWDamfgIn8im/s+E8h0LZGMu9e/c5PT3n2Weeodtt8+DoMUmacPsip8olRW5558++x7zISSOYFA65mMNmj6LVprNxgEVi6oJYJWjruBiOOD07YzqdYbRFxQnaakoktUwpTImKfKfAOQe6wgmBUTHGaMra0Wi1ee7G8/TWOsEDwNFupL61nabcODggjWOKRc5skXuvjLJgrd3ifDjxi9t4mXWiyHsMGC/OK5wKcy8aBd6x2PkyNMumyFpR5dknrr+/Mwh8gvHI/wT8JlABd4B/4ZwbB1nyd4H3w9O/65z7lz/F7wjW4/ZjaPIyG4jjGKUU8/l8taiAldKsiJZCEpIHRydECETsbzoZSaq8wMxn7G5vE8eKyWTC6fEJ/c0tmp3OSn/NG2Co0Przu81lRmLDAvY7jnMOZ+1qscsoIlLqYwFiiYiDoCgKdF0FiyyfdQi8XLxSvn0ZCYlyEUp0/Gf0K492L7glC4fRNRCxqQUfPDihcIRaXWOdIULgrEZFkul4wMMHd9nob9Lf6SCTJlHc8Lu9FFhrmEzHzLOctNHxhCDt0Nawt73GrWdvsLa+Rn+tSyON8fbfMM8L3nr7I6zVCOE4PjnmcHRAnuUoKYM9m88k/A7v+QGdbheJxyzm8zlJ0uD4+MTTmIvcW5GnKTdv3KTbXVtlLC5IawnfBfPnxi67ET6wamO5GIwYDodcnF+w1lun1+uiGg2G0ynuwT1SITk/PeP4+IT9gwM+84WXyHfWufPWD6namyTtDkQNsILCCR6fnnFyfM5kOqWqKoz1rWipa1QcU9WaZrtDUZW+nRoMQ6TwJElb12iiUNr4jcRLqTuEE6RC4IRCCMfpo0d+UxKSbrNJXVasNxpMRgO6jQRrNEIpooZgUXgBmkgqIqHAeIUsEYKkMcYT77TAlo6N/T221pdi4H/7+Gkygf+Fv2088k3g951zWgjxPwK/j/ccALjjnPvCT/G6TxxutdsbY1b95eVOW1UVRdCwWwYH5xyRUihiROTLiUhEtNsttjf6GGtY5KEOsoY8L6iqikaa0O12wcHgYsDTGxse3bfWA07wt3b6ZcawTEWF8/8nw3jmcsEvF/fy8FiC/76RNnCxCoDW8vF+B9TGD4UYrVHCc/nLytfq2hp/49vAGbd+tgAkzVZKtqhAWKytsXXt9Q5tirCO88fHSOsQMsJaj5wjhB/wUWBFhBAGYxYUhWNr8wpVkSHiiJ0rewiZMJ1mFEWNCkSfKPLYQK+3RhwnVFXNIrtgOpnSabdptVrUdU1eFCymU9I0pd1OSBJvM56mKUmcMhnPKMuCbz/8a65du+bnAEzFYpHx+qtv4gIdO1ax740HaqxzXoo+ClZljSQljhOSRsLzzz/L8y+8wPHjIx4/esBLLz1PWVVcObhCls/46P4j6rxibX2NW8/d8sIvWUF3/wau3aASfhjo4mLM3YdHDIdjdOVpy6vAj7v8t4ECS6/TIc+8vbzP8GRo12kcnqOijfJpvPMsTKRvhbvl/YPfDF3gU8RCIgWUZYEQEUpAFHuloF7coiukt1YLfxD4+0XbUC77dSWEo6Ekzb/PKPFPMh5xzv3xE//8LvDP/q7X+Q8dxlhms9lq911ZMD+xI4snFs8ydV6mh34sxXLt8Dqz8ZCymKMSSashiFVMlmckqklVRXQ6HVrtLhZBs9kIwIoP3TIs/ieD0BKcfPLrUphDa7163JIUszyklMRxgrVu9RkIi3554YHAgfBZhbPO97XD79DOYQwsLaodEq0rhHPUVnA0nINxmBWAt+yNW4YXA6ajAVJK0mYXHezXEQ6ra7QUpI2mt8jGYXTJZDpibb1PpCp6/U0S5R2ZdNhpnV0uAu/Y5BxkWU5R5Hz7r/6adqtJq9mi2WySJIooUrRaLZyDJNEURUmj2aLfl2xsbJDnObfvfMRwOPTnTgrKqvSS3ovMM/8CXiOE14wAf32wlkbaAAR1rXnhxVtMxhdMJlOQ0Om2+eNv/jtUkpDPpxwe7DE5PmVRlBw9us+jxw+J44RWq8Xzz98MHYmEu3fucHJ0xiIrqY0O3gesOjfL623qmsh5ufqqLpHOy67JgGW4yGdCPiuyqEgEd6Y4BAoRshwvECqCPqNzS3MRtwoakfQAs3UWi/SZhfCgqQxgs3cpdqgEROJZkw6fQUbe3fQT198/BCbw3+A9CZfHU0KIV4Ep8N875779k570pO/A5ubmalEAq6xACBlMRtzHgsETr+GnyyKBkH5W39ial166yWRywXy2wJqSbstru5va0G2n5OWC9c1dWs0mkYpYbtcr7zd7uaMvd+yPz2RLn+7ZldwjXsPPtwQvM4Lw/qSvwRGskHIhXGDjBd08ycfOAYBclRUWr24ucCYGZymNDxjWCqSIveCpkNR1TbaYstlfY/3zL6CtRLS2GU5mCOkQ1mBMha283qCSaeBbGqoqY7Zw7OxcR2vLdDEnbSQ0Gw1fjoRU3Gcnjjz3c/p1rTk/v+AsKPm0my06nTbz+Rwp/SyBZyymNFsN9q9cIS8WHJ8cM5uNV8EWfI+/rqrwb4kzcsUM9S1k61l71tLvt9jZ2WM4HPPuO2/y1luvra4ZWBqNBvfu3uH6tau0GoL9q7sMBjGFKXl09BhdW7a3dzxr0QkGF2Pu3n9MWeU447Emi1ndj09uQq1WC6t9+9QrHC0NVR1SRCFbC4A3lq3NDV9uWbe8Y4IYDh71Fxbr8MrEwuNUIvJTnr4PKL2OGGIVlAgBwSyzVuE8LuNC90cEWTEBaTP9iYsX/p5BQAjx3wEa+F/Dj46B6865gRDiFeD/EkK85Jyb/vhzn/QduHnzpvPKJx9Plf3X1eNXX3070QcDpSKE9Lfx9vYOr+UFp2cn7G2vc+P6AUIIppM59+8/oLO3SaPhF4yxmk637f39QnnhcF6BGEccQEkh/OJ+Epxcvj+/I/KxzMELuSwX8yWyvbxo3inHBDtp//jlruqc19EPP8Q5EeigPoPwkkAAEZFzCHwbyDkPeLrItzKLsuKLL3+V3fUGD46HfO+N+5RlhTM1uq5RSoGAXq+NrqCuHImqqVxFbWqOTkZQF5hsQBRARiF9m85bwEGr1aDZ7KzOgQNEAFKrumY6n/kx6oAJZJkv56JIsr2zBRiGwwuKPFvhKiIMdy3/Lnd9a2suJfI8ECiwzOZTqlqzubHF2voa4/GASmtUFHF2ceoHyhZzrDEcH53TarXQxtLpdNna2OTk5Iwre55p+fDBYx7ee0xV5b7dGLohy2snWG46y/vAIKT0k5bRJRbgE7LwGASRcLRaTXZ2t/3chEeCALvKcPzrXdLftfVEKGE9HoaQfsJWSLABS4oUOL/JLCna/rU9hiiEx6niRGGFQ6j/CKIiQoj/Gg8Y/nJQGMY5VwJl+P6HQog7wC3gB//hF1sOQchVPe7TP8PS6NOfqCd32SVSDEgfVWUcc//4gmtXd2g0OiCV5xJMp9y8eUij2aTWBm1hrb9N0myhrfeEE06HmyvyRsV4q/FlIPCSZZfvb/l3BfKJkMoJ0HqJJ1ziA1EUbhjcE5ZQjqVttGdG+p89GfjsMvMRDqhDoijQVviZcuulxOo6x1YlwiUelYoEKm3x8MG76LKgpSIqU1Mq5W+uSPKNX/xZvvu917g4n3tjEfBCH6rJlcOneeGZXZoUOFOhjcUaj81kWUlelNy5fQcpgvClgK3NvvdV0CYwKo3f3aT0jzOe+DObTNne3KLISnCSSETEsSJtJKjkEpj1A0c+4A8Gw1AiOKzz4GJ/vY8xjvF4hBTOKyiFNq2uDbqqcNYynoxoNdtsbvYRwnH/wQMmE+/MMxgNmb85ZzC4oCwqtA4Kyg5fKgVyhMX5RYsI7sfaewBKnzH4csxgluIyCKyzJHHMjcNDems9f8+GgAIxTobS0t/CvnRwngcRKekzP4cnbPkbYtVhks6u7h0h8JmgXyQgBBKBiiRpkuCM5ezk/BOX3/+nICCE+HU8EPiLzrnsiZ9vA0PnnBFC3MQ7E3/007ymw4SdhtXu6AOBC9H4iZRxBb75SG0x4BR/88MfMVvkFJWP5PPZgsl4QrfbpdlqYcMIpkoUSilPpXW+lHDOhBxr2aIUq9/hd3gZdsHLxb9Ev5W6bFk+iWUscQsbbhopFcvsYMmLWA4g+Xr3EoP48WAQKGErvCCSnu2nyxznQEUSFyc4l3jCEpKqrJjPFtS1H8l21hInCXVh2NjYYHtrgy9+/kX+5Jt/iTGxFylJm8Rpi7KqGM0r9m5sE5kspK7+fVmnMdpy86nrzGZz8iKjrvwCyvOcLCtCqZBRaU2lS0/TrirPhXCO6XTKbDZbnc8o8rua0d4uPIqkJ8CFzoBSsZdqC9VTq9mm01mjLAuGw7G3T08T1jvraF1RVyXGeL7FfLag112j3e5wcTFgOByuMoYsXzAcDQOI6/yCNwa7XHi4lULPUrH38rpdgter+9gtBWEinBX01zfY37+CihIi5dH/CP9cbfQq4yXIhDjHCncRYQ0sGZs2eDOKFTAucMan+1FgDDpUwBegLjVn4wvOTo5Dl+onHz9Ni/AnGY/8PpAC3wxp+bIV+AvA/yCE0Pht8F8654Z/1+9YtX1CVLTGDwV5nEuvTi48mY671YJwCFSk+Ot//32yvKTSFZFSnD1+TJw0cEKyyPKwA1siJP2tTc4Hc5/WWd/2i8Li9QSlSwzA3/zLOkx8rPXlWYBeziuOY4qiXJGIln3/y+whtPN+DFQ0K6mscNG5DHhSRisgTggvDopzpCrC1hV1NsGE4KLimDhtk8YKh+LsfMzFaIpTKU7K0FP3wWx3b49ESW5c3+fpmwe8/+Fdv4OXNSLKaXW2OT1tsLvZY7/fxFUVQvpSSmKI44Rma4vdve2PdVKMNVhj0dpLhpVV5f/mpZf7yhfkecZkMqXb7axSbK1rskXGMkheXt8lYyCQl4TPnhbZgnv37iEEJEmKiGLyXJPnA6LIeZpyklA7S5I2mM/nPHz4iHv37lHXFQhfPhZFQVkWgMBZLwiz3HR86eGQMgrO354MpWKFjJYGqqt1stoEwN9PKo6xDt55511UooiCaWgcxWA9thGr2JuPxgqlIi8xZ0E5kFIEurUfHZfSezI666iqyhPKlAKC1HilsdLfR8YY6rrCVAXtZmPFw/lJx0/THfhJxiP/8yc89g+AP/i7XvPHD4FARY3VrmDQQSIbnFWXKVCIgMsTvrzxLgYz/uAP/jcW84ytzQ5f+9qXsMWcTtcr6RhrvMBFLYmimG7SIpuO6a+vcXw6QciYurbo0N9dLrwnmWnLRd1opKufr4hBYbGXZRUW9yWAuSQaxXFMXder5zQajY9lN+H8/a3uRF3XRNJP2RnnguS3w5mKX/vG13jjrXf40WuvUtSSvI4paodudvnL771No9GmTvq+1JGGKFHohSNNUz73mRfBOJyt+ZVf+k/Y3tzkr/76B1htQZQstMFoy9/kFZ957jo3D9awLkciiFyLMM3ua2X8zu2cQ0lwyiKbAhPS5+XnIjx+2Yr1n9GDpJfr/bLGBVaMzfAECHLaSxVdnKCuKt587yPyvKLOF9y/8yG1qSgWC4SIyCYz9p97BqVSWs0eGxuOl1/5Apubm3z44Ue8/vqbq4WvTU1/vceXvvQl+v31FVnMg7oRWBjPZnz/+39DtshCtvoEsBzed7OZ8Myzz9CIY8qixDifDQ6HZx4IDAAfEDYQtcoKvcuwDN2D5X1hfOnhp9QAkPgOlFIKEV5x2b6OE68boSIZQMH/uN2Bf4DDIdAIESFVhIoiZCQwtoYoyGz9WJqdJAm+RVXyrT/9cx4+vI+MYp6+eY1YWgpT0+12mE5m1Lr2NRYwGo3AeUOOTm+d/d1NpvMKHYeTjVk5uC4v6HLnBr8olfJz8b5zscwcfMay7GY8SSv2tGP9t1qfy5vmybbnk4HHtxljcGFOHM9i9LPh/sb7zEvP0W6n/Olffo+6LnHOstAV0MXJmEa7S7mYUNU1InANruxs0eu1iSKJEN6P8IXnb/Ho0TF3ProPUYwjp5RDijjh/uNzemtN1psRuArwwytPpsPL82GX2Znzqe9l+3TZBvMWZr60cmHGIJC/3JJLF2pnKcJOHD+x0IQn7Aix6tmrSNJxkF0MiZ2jISJqB0YKpHBUTjMcjUiTpnfALhVZNufWrVskqs3jR8ecnJx4h2OZkGUlZ2cDrl277ut351NxQunIbI5PUOWPZaXLjNWxv7/Ps88+Q0TYLMI1xYU2cOCA1HUd9A88rlBVlQ8sgNEGY/2AVFX5ktm3AkNDywl0XWGWOIbwXA5joSzrQKs22MBD+aTjUxEEhLQgCpyLwUaB3PLEUAQytF9WwLl/nhB857s/4IMP7vgdV8LLX/gMrSRmVhZkpfZ01cpgtVfUnc2mOOfo9dr06gIZtcizOdYokBLr9AoP8DfaZYSPY7X6fqnpvly0y0WulAoBwwNiSyKHZ3LpJ/COj3MiQK4CSavVRCnFYrEIlGI8j0AEbwVn/DCTM0Sx4ubTT/Hn3/4+wtXYugIKMmpqY+itX0G2uuhqgal9Hbyx2afdaSCs9QrI1pGmEV//+lcZDs8ZT3NMbXF2QqFSRmmDe48ueOX566RSeuGXkK4+ebhQRwu8ZXxAy8JuL1jNv6/aZFHY6QCWegDiiddzIVCFQOlzIP8nLDYpHE5bDg+vMh8NmM3mxI2EusxwkcBZR7ORcP3wOkVe884779FoRGSLnLt37nHr2Zf4jd/4Tb7//e9z//59FosFzgo+uvOAK3sHPPvsU75u9yEYRITRp2j7JGYDAZMHHM1mk2eeeYZWq+u7etgAMobAJ6Rv57kl8c0HNx8MluWuwRqPG2jtS8y6rllk85AhXrpJCRmISNafW5zFarPKoKTAp7ifcHwqgoCKIg73+96bflZQa4ETMdoAwiEjfwPgogDeSIRwPH78mB+9+roX27SOtU6Lvc11jo6OaDQabLQTzk8uqMuKVqfFeDqhkTZQUjCfzcnnU3obCd1WTF4InFSe1x3KUGt9K88E8MVHU7fKTGRAsLVetrJsWOhBiENepor+WJYxgWr8BObgQvCRErLM06MdBJxAeBFQJ0BGGG2RSYIKvWiVJsRxzHxegNAgNRiBzQWZk6SdLs1el8lZAVHM3tU9ZICpbTDpMLZia2uDL3/ly/z5X3wHrN+5FtMRTkrOOwnvH61x80qfTloRL1VvA/3Zp7LK71zWl3iXWcElyWY57+HPjcYZGdqont1mrOaSxu0XsVSBrbnccYO1ngwkGCElna0+X/mlr2Gs5eJiwHnoJhw9eky306bXbbG73WV3e5t2q0mzlTKajLkYnrK7t89v/tZ/RllW/Js//L85OjqiKHJ+9NqrNJoJ/f461vkZCGcFk8nY234JXxJJIVfsPylgc3OLbqdHkZecHJ2gtWFtvYuKY5IkocjmqMjPy6g4oqpKrDEkiULrmkajhSCGGIRIcbTCQJZj3fZ9FmWX3RYbhqyEF7kN5ZOx2usqOk9Eq/WnXFTEGsN0cMH2Vo+D7U1mi5KTizmz3CFkEjJfh7F+V4yUn59/4513GU+GWJvjMDzz9HVMXZDEKbp2PH70GLSm3WnicJydnbO1sU0jblAUJUWekeYz+mvrWFdiXISI4hX5whi/e3kbah2+9y0sv9uL0OP2Be2TmIXAO/8KsWS9WaIn7KEv00hWX20Ym11yi3x5svQvsMGfwEuHudoSKYkx3oxifW2N6STD4DC2wtU11hQI5sjYC4i2uxvYYsjVK1dIVOzda60jAqq6YjqdsL+/zcG1K9x98NBblDlLPh9wfAx5CbPJnM8/t00zCVbEASxdIuZLEM05UIEjscQLIDDbll0f7BLnDJ/frhiCUnigzrnQMVhSbEKH4EmtAiEETjuE9MSxrb1tdvb3yRc5670e4+mEKIpYX1/j2meuM55MwBk2tra8dmKZMZuOWCwK/sk/+cfM53Peffc9Prz9Pm+/8w7PPvssSRJ7sRvrGA1H8ERGIoiWF5VIRayvr1MUObOp56eMRhN6vR79jT7NZpPJdILVPktVSqESn2Hu7+2ysbGGiHyGFIlL/oFzLkiLedKQcw4bhbkK4cL58Upcy+yy3eqsWq1P0tl//PhUBAGlFOv9NUbDMXXXK9vubbS5GsVoK5hnFaNZgVYR2oERXnbpheee5803XufkaAwIPvvSszQaMdNsyuBihDGG9bUOKokYT0aUZcF8NmNrY9P/bDwkaaSkjTViFaErg8TXsggZQC2LUjFJ7LzqbRhaUcqn7zYg937EuQ6DUCbs8v7mcNYz+3y673fHJRdi2W0wxq6yDo952VBexD4ABQGdZd/caO9UG4UORbvVQkgvwiFVjFQJkfCa9dZaEqlo9dvEhaaXNPxnjSLKwhugIBzCSXqdNb721a8yHI+ZzjK/Q1uLzmYs7AmPsxn9pubGwSZRJIiEoNaGKAKtK49uC/8+/TlY0owvy6olACylxKyQf4VzvqRCXvInROi3L4eSRHQJEi8PIcQlmchadK0x1jCaTH0JZRx1ZRiNJ/TW5/Q3Nzk9OUGGa6AiRdpNGZwN+aN/80fcfPppXnzxJW7depZ79+/SaKZ0O10/Jaot7733wSpwC3lJcJNS0t9Y5+lnbqKkZFjVRNJfr6OjIy4uzmi326GL5EeejfPWYXGSsLWzQ+38BpOqOFib+3MgpT+f0okVVmLDvIsPRktBniXdGCIlfRkZWJafuP7+3c1rvwAAIABJREFUAdbw3/vQ2pKVgo2dfXqdhGwxZTqesKg07XaX/a0umxsxk6zm9GJBWYJDcnhli9/7nd/h//w//pC7H93l8PAK2WzAcDhCCMne3gYiNLXipAtSkZUF4/GE6zcO0LaiKAsWiymNtMc8814FEF0quD7RzvOcgCgAWZfjzstdPE1j4HKC7uMgn6Aocp6clFxyELSWYWcT4XXBZxZi9bsIlOPFYvExTGK5GNqdtu8lW0jjlChuUVUGYWtvgQUoHC88fZ21bouqrpAywTnDZDKnrDKqqkAIRRynvPjcc/zw1bexUmHRJMLSEAWjwYA33x4wGW5xeO0ApSLqqmbJe2g0m7SajZDim9X7W+5Iy/HwlU1W5BF+j3bJ8Jl8MFyOL2ujA3C6RN/d6pxCyKSMWGkXaG15++33KMqK4+MjOp0WN566QVYUfHTvI1548SW6/TUmwyGRBKxGW83Vg33+6N/+O+7cvU2702N3d4etzQ3qumI8HtNIG2hjGU+n6MDPc6HtCpCkis985iWu7u9hrWU8GlOWOSqSXNnbpdFKEVLQajaZZymz6Zx2mtJIG+zv79OIJSePHtJptTidLzi8ccjW9g42bBBesQmyzA81tdtt4qC6bJ1BCEJrsF6J9C7PzxKn+knHpyIIOCGZFpLJfEorEbSaiq3d6yglmU+HDC9OKStNb2ODZw56aGOYjDLG44zrB9v87j//p/zZt/6Uusw4Oz9HqZj93V0chtk8o9nZ4PrWU5ycj5iOzxmMztnYWmP/yh6LLGc8HnHloE+aKrLSECnfilJKoU0doqzECRcWT6BlhlrMWU/31doQqwjnorDTL3cIv7M3Ggna6EAuEkgBul5aRwcCia5ZiewJvwPYIBvleeShdHCWWMX+BlGSTseToZIkAeHl0iNpyfIpZV2QxDFd1+HrP/91OptdhPBZipRxMCp1aFuHdid85We/xObWNv/Pv/0WaaqQpmA+miFURJ5p6rrD3v5OWOyWJE7ob/RDv7qiLMpVGqqUClwK3yoVQpCkKWkj9WmuUkgEsUp8FoQ/n8vnOuuJM6x+fnlDj0djyqpkOp4FyrVXS/72X32H0WjC5uYGz916mq985ctMZhPeePtt3nzrDb74hZfZ39/n4OouebZgPB5RFiW/8itf55vf+lOGwwsGwwviKGJra5Of+epXqKqKDz78kCzP8UGPYIfmr93TTz/Nb/zGf0qn3SSOY3a2tjm8foN79x9RVSXb25vcf3if69evs1hkVGXNjcNDjo+OuHF4jTgSlJvrbKz3eeetd9lZW2Nve5PSGE+PFx487HaNJ2QVBXWWYa2h2WqSJDFJEnvnbqNDBuYClbz8xPX36QgCDtJWF6X6tBox3W4bqXxtHMWaje0Gta65GI3JsoJep8vOxhpX9rY4n2Uo1eG//L3fZHD2kMODG7SabbJ8zng8odle453376JtwlM3n+ftNycUdc3DRydsbGzR7XQZjsa8+qMfcOPpF+ivr/sR5Tj6GG1YPqFAJJ9ISf0cgFzt/FJI7/8WSB7LGQMpBVJFnhIbPre1bhW1HaBC98GbdyicW7aXxCqlXp0wWLXg4jTh3v1TVByv6kmwNNKINOmwyBdEekE1nLPe79HZ7KMIxJtgW71UF/YtKUukIn7jH/0iAs13vvs98kXBjRuHPH70iJ1+n1/7lV9mrdfDD8qw0lxEQJ0oGkmDSEWr87NEvbXWOKvJ84Un3NjLCco0bazwGLssHULXQIb3aIKGQyT9+amqkiVzVFuN1pqzsws6nQ7j0YTxeMjuzleZjoc4LFf3dvjoo4c8uveAg2tXOT8/p6rKEHAivvD5l7g4P+OHr76GNo5SG87PT3n44AE//7WfZzadcXx8sgrEMvKdkFarxa1bt5hP5+CsJyQBt569xd7+Abdvf4hUfkLw+PiUyWQSAp+iKkqqomSWzemv95iNRsSRoMgyHt9/SBV2eRwYt2wnPjFnYx35fL66Lz0LQaBiRbPZJE0b9LufdqFR55gvMqSDLIqYjGf01jp0em0K0SBRTfr9Npu7hzgrGIymVNrQ6PS4uZtgasv9ux/i9DbCREynI8ajGTJKGE4mfOf7P+Tg+i3+q3/xuxiT884bbzCfLbh37wEvv/wFemuWVnedmzefIko6Aajyu48MpI1IXc42OGc9FTcszCSJAyPQ7+AiAId5AAY9YqtXNbINaFhda5wJoE7gFPjRYvzjrKOu9EpwxSPAfqe0QQrMaAuR5N69h4FUZZCRoipyclMRS8vPfekVRK0ZPHzMPC+ZPjwmBl/6CN9t8MpIkX+fSE/FxvHVL32RN197nWLhs6yDq3v89j/+LTY3NsA55rOpT98LQW6XFf6yNvV0axkUm2xY8IgnFjognCOOFFU992rF7vK5NgSIKIowQK291dlikTOdzYPqsKXVatHvr3P37h1+8IMfcnj9OgcH+3S7Tfb2tlEBkNzf2iFyKe+9dwdn4cbNA6qiRGAxYdbgy1/8Iucn59x/9Bgr/GJ/9913OLx+zYuaWkMU5lWWjKm9vT2+/OUv46yh2WzQbragG3F6OuDdd97n1VdfZTQZrTYFXwY5Hh+dIKXk9p273Di8zubuVawsuXJwQKfTpdIGWXs2K8sui8CXUIFdafBKy9J5jMWaMKBQabJyRhVlZOrvQRv+/+OQUpAqQVUZaiNodXp0un021tfR3T7GOmrj/QZxhla/QW0sRV2zOCsoFnOmk5wiK8nmGVW1IEk8VVYh+fVf/zVuPvMSZ2dnHB4+zUfv36EuM05OThmNJuxfvYIVgulkTGVmaO1gNSBE2Nk9eGeXPWMR+fbY/8vcm8RYlqX3fb8z3OGNMUdkZGRGzlXd1WM1qweyRVCkZVgi4EEre+WN4QGQIS0oCJBXWliwAFuWdwbsvWFJXtC2IJkSKRK2xKG6u7q6a8isMeeMjMiY3nync44X37kvsqlqttWkhbpAoTIjI1684Z5zvu///YdI8pFe3tCy4DrdDoPBAGssTVWwmC0wRsZBAY9rnKjsgvSVNs/IsnRZXfh2coCmKCuaqqQqS2ysSMRTUO5BpxWHz5+SJorKeZIkxowvSkg0r3/pKzz79BNe/7fvcHp+LgQc70B5bJIgSsRAXYi4qWo8SlsWRcm//Jf/gsVU3s+VYY9f/MVvsjLIoQ0J9UrEL+qCyaa0bqERIqxF0Ar0S/ZxxuC1gsaBRwwydWTRhZYmDRixRp+Mpzx5fsjjJ48ZjcaMJxPqJir5Gr/EGeqm9Xismc/HfOubX2d1ZYhV0n6BITVdJucLnj1/zpVre9g0p5pOqRcV3U7O1toGb7z+CxwcHkuUXfCUVcnbb78dLeTkc1ORj6/jZvWD77/Flb3LnJ+fs5gV3P/0EXfv3mM+n7OyusLtW7dIs5S6qhmu9Giahk63z5MnT/HO8/DJUw5eHHP71g3+3V//iwwGA2azBfPzc2aTCY1rqF1JWZTLFkkFyehoCVZaGUKkNGulCPFzCfXnHBOwxtLvDyjLisWiwNUFB0+ecPD4MY1rMNayubmJiwyrxWJBlmVoZZiPT8FVzKdTZpMRVVWR2IS826esHZ3ukN3tHkbVjI9PsUZxZf8an370PnXjuPv+Pa5cvcKwP2A0LZien8moMDog+8YtWWzBRxahumCIGa2jrt/LaW4tBJiPS3xV0Ov1KIqCarFYThuU1kuKpwbQgWY+YzY+R6FZ39yQ1kOpGKKhyfKUrMxxdS3jJa3R2pJ1OoynE/a2N3nwycc47+klq1zZu8pi1ufS7iXOz8+4fusWdTlnMRq9RHQCX8tJCxf+CF6JfmM8mnDy4oTVYQ9tDa++epuVQZ/z0ZjEphhtyNMU58V9ObGWLEupKzEq8cHjVRCuRwtzBE2IwKvDE6zF+OjWFI0zQgw6CUpzNp7y8ccP+eSTT5gWc/I8ZXtrk/39qxd9svfMFzMm4ynPD46ZLeY8ePgpWceyKBaMz0YEVwnLzsv9dmV3jdH4mKePn7B75SpJljPsZOjUUJcN129cY2/vMp/efwhK453j+eEReSePGzc0wWGNfckGz3J6NmI8nvLeu3eZz+dcvbrLzvYGjasw1tDJO8znMzZW19jdk9P+D//wD7h5/Tqn52e89/4H3P3gQ0azBX/xL/0lXrl9k/X1vljyo6jKBcViTlM3VIuS6WgswahVRd3ItEov5RYXVGH1x4hdP7H+/uyX9L/+VZYlzx8/jS6/mnI+I0tSOY2bBqM1zydT2UXrmsY5xo0oBY1xZKnBu4rhcEia5jgfOD8bS2CpgrqoCYmK1liB6/vXOHtxyHQ64fj4hLfffptf+u532drcoCwa5kUt7EDv0UajdCQCIRuCj4CLjtJPhQg9BCSUntU5x9w1zGdTmTQIx0VOyYhii2JZHsekhm6vS1U1LCYzQsQQjLUkNiE0YLXFpobeSpemafjBmz/gxfEJD+4/ZnR+ThIsvlrQTw2/9svfhtDwta/9AmXV8OThAx49OMArR97rkiUZidakRrwFRLUGjZMTvi3Jf+nbb2CsxVhJv02tITEaTSCxwnxrSSuBQONctL0CtGx6S9p3bGW00igkItw1YpemUBhlcIhWpHKBT+4/4EfvvMt4MmFne5vX9m4z6Pfp9TrQOMlDjByO2WLGR5/c5/R0xKLSOAez6YJ/9lv/nF/81nf44qu3yRIr2gjvSbXi5v5V7n36KavrG2yurWBxGC3Cp9WVAd/91hucn54wmowj/nCRqdiEJuI70macn59z/8EDbt64xb1790hSzRuvfZm11SHD4UDkzgjhq9YVi/mc58+fU9dP6OQdtjY3yPOMs9GYnd1dnh284B/+g/+Nv/wf/Ht8+dVrorJ0gbzTIcs7Qr+OmFXT1BRlQTmbUy4WlIuCuqxYFOUyJbrVa3zW9bnYBLx3WA1plkYDToWO5gnWStldFRVNLY4zddMIym4USWYpiil1XWDznLrxnJ6N2VjfZriyJuV0UTGdTiMPHHpZl69/7Q2+//03KcOUe3fvYq3hz/3yr9Lp5ExnC2paVqCN5amXmz5KNZz3S5cglLrYKOIopkXNBRmXCUJwAe9qwRnkhUuUWQiApyoajLFoY2icpykqal+Rr68xLxaYRLzq501NlmZs7O7ilOF8NCHNE25/8Tara0N6vZy8k2J0yo9/9BZ1E3BVSb/flWmH89S+wAGNNoKqI2NNa8S4xFiz1D4Ymyxn/0orfFODDtRVoFHtDFvGnvPZnMa1J6T0r7JBEkddopQjBEIETFVQF+2PV5S14wfvvMt79+6xujLk2998nZXhgI2VAYm1GK3FUHXJO0jpZglvj0Y8f/YUbw1VU3Jzf59hf4U/+qPvcXp6xne+9S06ifj1KQUrgx67W5t8+vFH5F/5Mt3UMkwMW9ubJBh21zewWvFP/uk/4/jsnIAmuIh3RPBNphnSxjx4+ID5bMbXv/51tHJsbw6EU2I0qdZUZY1WlnpRURlPZzDk0/sP2Nvd5exsxOHRc3YvXcL7QDfr8Oz5C37zN/93rv2V/wyjIc8yrE5eqkItKE9mLWknJwwGWJE74puIW3mhGItC87Ovz8UmYIyhWCyYTqd0Oh2s1jTei1RSazldJF9KXIGcCCl6wz6ZbZhPF8xnU9HON4HNzcusbWxHck8ApUnSTFxgVSBJUrZ7Q67tX+ejj+6ileb9994jy7p85avfoN/rUDXR094HyX43L3kFKkheEs/EZvNf8RZ42ZZKG40L7iXATPq4uhHAUJk4NXBewiWUwQSFUXD07Bk6swStMGnKvJiDh+HKgMGwz87lDY5Pj5nFUdekmDIrS7qdHC2+5gTnSI0Yr2gtUwxxoLmY3xtjluM8DUswLSi1ROsVilQnoo2PVNYWnAgukFqZEqj4HqAUVVldGIQQYsmqfmIKoLTGK0VZ1fzRD97i/Xsfcu3Gdb746i02V3ok1pAkgsR7JxmDRPagUYpOljMcDGmaBoej2035+utfIk86bKyv8c479whB8d1vv4HJbKRpG/b2LnEyGvHgwX1u3riBKivGkwkWhXaKne0tdrY2GY9nNPG1drtdqmpBI7x2QEDWZlExno4Zj84Z9HNxFE4zFIqttU2eHx7inSNPU8pQcXJyQqfTodPpLrMX+t0uiU3oJCnGWu4/eMQf/tH32d5cI88SEpuysrJClmWiso34U5rJ2Nmjcc7TeCdBNsaQ9zSD1cFPXX+fi01AAStrq1EgMcdrQxpn6SGI6spGZVVqU5wVZVRVFjTFnKaqRROuUozpkKYdTk7P5R6JN3xQshlkWY5NLHVZc+PWHU7Pjjk5eUaep9y9+z7WZly7cZt6MiNLsjjWcvjGk2VCgkHLqEobCSUN8dRvfQZajvzLYiJAFJLKRuBPsIGlJFdQQCF90PoGyGNl1qARaW41nVJH1qKymdwwnZSNzXXyWYZdev2Lu43WCmV1BJMVaZqgTTxJYy/bLnwQO6sQ9Q0+SC6CNhIHTmx7bMz/UxfaqCj6ijTWlz5brRTdPEfWbAvgJZGhGEhii+YJ1HXg7Xff5b0P3ueVV17htS+8ysbqgDzRqBAoaolGk3Ql8TRQCOBYV46Tk3NMmhJCzfWrV7hz81pMd9IobXnnx+/S6+V851vfwOhkacB569o+79z7gNPhKld31gFPqB3KGs5HY85HExkFOo8Lnq999avcf/Apz58fyosMgaau2dne5LUvfAFrQAXF6cmEzc2EbpajEmgaR3CBvJNjVcKz54fkeZckscynM3p5TqIEH8mzhM3VIf7qHu+9f4/eG6/TNBU+TDkdnS+JYnkqZqm9XjcSsCxZnpFmKTZJhNUZ3+Ofdv28uQN/C/hPgdaz6L8KIfzj+G9/E/hPEFORvxpC+K2f9TtQksyjtGZlZYW6FKAvS2MOfbz5fGTm4RrwDkNKUZRUtQRtpqlmc2sbm6R4B0kci9SuwlqDUYb+YECaJJw25yhnefULr/G9PzrFuYbBsM/HH39IkmZs71yiqhqJmrYpdSMbTSvvXdJ33cVYDCVmFs55sjSlaRxpkkT2ofTbS1PI+ENGmyXwqGDZViwrhkgVxTk0kAaFVZq6aZjPRwKMGYsLkCjLynBlyTJUSkl+olJYZaLyUMZMiZGosxCnScpc4BvKijW6MYYElkSf5feC2G0FQMtCV1rFMv9CF5EkiQiUotmoWU4+IsDqJEDTK4X38OEnD3j73fe5cfMGX3jtDmtrfdLE4l0QOreNdO6AtDCx3fDec3x+zuHpGSbJwMEXbt+hm2YEFHuXL9HUjldfvc07d99nd+8St27sy3QnwNqwz5WdHR7ef8DOzjoqagSOzk5568fvM1lI4IdSMOj1uHHzJk+ePVlWcyE4VLCk1nL7xg2Cc5yfjQgoTk/PCatrkUCUcXR2xNr6GlVZsbm+zun5GI2i9g1rwy1SY8TJyGg2hn18XfHDtw/59JNPuXn9CkGLhsAYMWEtnKcoSo6PjwGZDujYtqVZSq/fYzgcxE38s6+fN3cA4O+FEP67n1zL6jXgPwK+BFwGflsp9UoI4aerF+TnsPHFu7omMZa11VVm0xlFWYCG1Ga4WnT5RitsaqnriqIomc8WNI2n1xNXXKONnDAh0nzLWlD44Dk/l13UR5vytfUNbt1+hffe+xF5p2Z9fYNnzx6R5SmD4Rqu9hhjAYPSwuMvigKATqezHOktmW9K4/HLkrc1v2jjvVwUx7iW8NH+H5bfr7U8hlaxhVBhabWFVuBFlJTmiroN51AiNDJJLkk/sXRPMjnlDUK4EUdaaXPwXohR1uAjqIm/OMlNxAqEpBIwVnp7iBhHCDHyTC356i/Li7XWKG9YlgxRF6ACks3Y+uRpzbyoeftH77O6uslrr32Zre01jIFFWdHvDtje2uXkxQvOz87JE/GScFF56PE8eX7AeL4g73bpd9bZu7QHjUwY0iRjb2eLqiw5H2/z5vffYmtzg26WiuhZwbW9PU5HcwarG8zOjnn6/JAf/vhdHjx+hgvi5+iCExl2rxuZglHbEDX/i/kcXMP2+gZWKUbzBcF7zs5PsckWJkt5cnCAzVJWV4d4H9jeuYyrK/rdHv1eD++Ftq6UwhDYWVtlZ32dJ48ecuvaFfpJFg1cBT/yToBoMeYxKNMmM4k3wWw658Xh8QV+9RnXz5U78Cdc/z7wvwYxHL2vlPoY+BbwBz/rB7WRk8GmKcEJOWR1bY1FXXE+HREaRZZlKGtoqhqtPE1TgIG6qajKiiRLQRsWlXjzWytlkNGyEJwXFFsWmwYjVsn7t+4wms548ugBiU3p9bs8ffyAa9cTOp0hVS1JRsoImp6klrJpOJ9P6WY5g14/lutCBLFJGnncDdpGxx2TSnnuGoIPpPF0xElf3ER03nsnY8moUVDKghbLLnEUiiM0MZ4VT/qoPvRBTD87aYKJ1UpdSzVjdMzxi9MOrTRNVccNUSKrQhznmXZRK4G8vJdU4LalUEpF9+vW4zFOAV5yY9Ja47XwIXQkXak4tjLaYIJGWdFnNE3g3ffuMpmN+c53vsnm+pD1oVRs4vYDs9kUE40zXeNwTR2dphWubnjy9BBlLFevXGZ12GNtdVU2RqVQyjAcDrh65RIhKP7wzbf55P5jfuFrr2G8QweP1ZpXb17jyeNn7F3e5Yc/+qd8/MmnVHWFd5IerI3l2tVr+MbjqobWEUnF8NRFUTCZz9jZ3GRjdZ26OpIE6sbx5OCAbqeLBxaLgldu3WJeFozGIxazKa/cuolWrcRahD9eBZI04fKlbd65+z4vTk8ZXLlEJ0uXILeL771zLlrxaVxVYW2C0SI0Ezq1/4xVJ9efBhP4L5VS/zHiJPwbIYQzYA8JI2mvJ/Fr/8qlXsod2NrcFLTcGOqYXScLR+iYibVMJuc0ZUW3M8ApI6o+U1MsavAeTaDXH2LSDI0WhpVSaC0LQCECmrbs1sosy0kF/MI3v8N0OmU0GdHp5SwWcx49uM9XvvoN8k7Koixl3q2ltLZZTt7rx+QiL+k4SvjvbVxZVVcspgu0lfSfJroNQ4wPVxeAYiuvVSiMNUsrMmsTvKsJjSC9IXiM0qIeVLKgWE4YFDqR1sMHpIWIWIpvGpI0xSQ2shN17KkFjxAQT7pzBXHjDHjfCCZjhDvRyqW1Vrgo3XOxzw/aL5MRtdFCaJKuHeXk37QSpaNBxeooMDod8dEHH3Pp0hY3r19mddBjMZlRG03TNAwGq6xtrqCt4dmTA6bjKaurAynntebo6JiDg0PW1tZYHQ754is32NraoJzPZFrReLRVrA2HjPpT9i7t8tGHH/PFO9cZdjIx6PSe1X6XN3//TTp5hxs3b/HBBx+iguPyzia/9qu/AsqSpB1GoxG/9K1v8tu/99tMplJ1eY04WccEa4Nhd2ubZ0dHJElCL1aJARisDJcga1HMGQz75J08jsOlFSMxBDG/ZG1lyKDf58nBATeu7koF4uTG1QhpyUbikveexFqRv0fjGV4CqT/r+hMEhn/i9T8Ct4CvI1kDf7dd25/xvZ+JSIQQ/qcQwhshhDfW1lbJOz3SvEPa6ZF2ethOjkpSuSW1Zri6QdYfUoRA4R1FU3JydsJsPKGuFgTtsVmfoET37eKiK5uGsnaYNMHahKqsqCqJyZKFJiWpMSmvvPJFrM0oFgV4x+j0BR+99yO6BJjN6AW41FtBl47ZyRnVeMpiPGExmzOdjJlNZ4xGwu6az6Yk2tDNu3SSDr20Sy/NyXVCbhKsB+0CqTJk2mCDwnqFahyqcaTa0E1zEqXJTUI3yRjkXQZ5l06akdvkJ/5LjRXmnheHXasUygdSo0kNZFZhlKeuC5p6gVINKAnzwCiJuEoTTJ6gswSVSovgURDzFPVLp7yKkWRGa1JrMUAS48KMFtePZexYGkGqRDgJyqhlvkJQik8fPqQoC27fvMHaYEg3y7HKoDF08z6ucUwnU85Oz+l0cq5eu8r1Wze5cv0aqxubPDs8oSgr1lcFXL5+/TpZlsnIUQmHXsfntdofcGljg9lozOHzI5GAB/FtUBrWBl0+vPse6+vrYi8W4Orly1y7ssetG/v0uympDnzli6+ys7GNjre8D3LPKSC14sOgVGBnawNXlnTjxOT1b/wCQRt+9P67fO+HP+Dx0wPW1tblY4itbJrK90oFpeh0M5Han51S1w1G2Ti+1SydqVo8p9WmxOomT1JSrcn/rGnDIYTD9s9Kqf8Z+Efxr0+Aqy996xXg2c96PB+gjmBYnndJswylBE1twbagFMYK2FYtppwdPiRJMrI0wzUVNYHxrKSsCxIbhJ7r5QZNrWE2sxglvIM0TZdki6IqlwDapcuXefHigNHpIU41pEoxSAyL0xd88s77pGmHFyfnkKZ87Rtv0O/2KZsKIjilfSDpZJKduFigfRAvRB9nAN4vd+xoPCaAKC3g9hIBqXUdjkCdr6PbbAypcE0jLsneo1ONV+LXRxCk3qYpvV6PqiwF0IyipN5gyHB9lW6/z3xRcHpyynQ2E4dnJcrFJVXaaDSWuippvFvGhAsYJipGHYBInqK9AeVJxMcKy1j5NmJeK5H+Gm2omprHz54zGA65tLWJahyL6UzKeFr7bxidni09BSbn5zx/9pQ0z2i85r17H+KR/IGt7VtUTcP5eAxK0+31Y9viwTWsDId0uindboeD54dcv7a3rHAIDa/c2OfdDz9hsVjw2pdeY3x+xu1bd8izjKKq8d7R73bIkpSttS0ePDyUiiiCrHUtHpXaCDEsBfZ3L/P08BCHom5qNre2OTk+5sGjp9R1w7e/+U12d3eZnp2KK5BzKMJy3Lwy6LM6HPL04ID5dM5KJt4R6iWvRm1FX6LRLXIb759YAfx0wuDPnTuwG0I4iH/9y8C78c//B/C/KKX+ewQYvAO8+bMeTyvFa69+iRcnx9RNQ5qmccQFTRAZZFnWrOQdFBV5t8+D43MefnSPy3teS2J/AAAgAElEQVQ79Hor1MowX5RonVBUFXVV4etAqRR5YrFaY4xiZThYLrymLi6MQYMjMZpr127wyXzG9toKg16XYr7gt37nnzFdlGzu7HH51jXuvPZlkiRlUZRkWY+6rrARTS+KQqjOxsTnXZIkCWnUBSwTbOLQRjCKKCxqCUpxAOyVTAuC82IvpuTnWlszZeNzN+0kpDXjkC2lju5HSXQ0Ul4xm8zI8w5GiQPQ6nBIYg0nJ6coJFHYBU+Ip7RCkeQdsk5OcOKYSwgE5amdQ0Vvf6Pavj+6DYWfjI8DluSjoDxog29qJpMph8en7F/fZ9DtiqcgCnygqWqC0hF81AImAiAR7AfPDvj4/hOeHhygreFsfM7tO7f58le+Qmo0xXzGZDJZBoo0iwXdjmPlaEh30GM0nbK+uY1BsZjNKWYTVgZ9Lm1u8Pz0jO2dXfau7nM2mVK5QO0DVe3o9VfwPlCUpZzYWoGovJlF0RhKLd8vFRTdvMu7H3zAk8NDLl2+TK+3Qpp1IRTcvXePnfU1Uiv+Cp08o98bir3bbM7KQKLdDJZivkBvtYH08j40rhF5ezxalJLn41tDkSWd6bOvnzd34M8rpb6OfNwPgP8cIITwnlLqHwDvI5jbX/lZk4H4c7x4foA2msVkQmkSur2O+OAbTao0Js0wPjqnFguaWUE1Lbn77j3yrmWwMuSVqz2KKuC9wnY64sWnNblNgNa0EuqqQhEoSkfe7XD12nXyNJeI8Ov7TA4O2RmsMJ6NefP7PyTt9njjl3+FW69+kd7qKt4FqqJiYDMaV+OD5OdVZUlQ0O31KBcFKqr/qrqmXsgOb6xdltGtPqA1w1gacLR2XNE5RpsL9l57qi79+rxHB7nhlNbChkN63GouoqUW8W+jtV4cHEYySbQDM5rMWnZ3L6O0hLKMJhOaRtql9hT3QckILuIGvmmis02cHvgW3Awywo38g5edliXAQ0akRmtG4ylV41hbXSXLJGCkdmKIipZqQWtNiK65dQQznx0ecHxyxuPHTwGRZBfVgv/rt/4JK8MeN67skRmD1ZrKe6azCdWswCYJvdUBveGQ4+NTTk7OGHQ6cn+kKdp79vf2GE3mnJ2dcvnaPk8efsrJ2Sk3bt6iqmoO5kesD7qMxpKu570jOBmRHjw74u5HH9ExKVmWYW1CWdfMixIfRBX64MFD+t0ernEkaUZZVTw5eMrNa1dxcRw8jnbpPgSquiZNc4xJqL3HpJnQzQlCILOtCxZLaXEAGacqiTz7U9GGw79G7kD8/r8N/O2f9bgvX4rA8eFzufG1hEMWkxHOeyF6RBuucd2gdUC5Gh0C6ytr2M4mKys9Lu1ss6hnDDs9qlLROEeSyMtTcSJAEOsp4fIrCIrZdM7jR0/odnu4usY1FUnW45//iz+gxrN77RavfulLmDTn+eEx5mwk6L4S/kLjxc48TVNcCNTOYZKE1fU1vHOcnZ3htULHxdI0DVVZLnMHlq7DRGah+slMhZe/3n7tZStza62UzMQe8qU+0fmLJGGtJXhVDDLFD5hGToqiadDG8OT+Q1bXVhmurLDa6TCa1HH8pDE6IYRGbO+9AINeW7wNuDo6/wSHDgETJyXBOamQrMW9FJdtjcF5hfIwGY/xAfr9/pK5mEUfhuBjJYRHG0WeZyQ25fnhEcWiJskyER35hul4JHr6xjE6O2PS6zEjti9BdA4qzcWlSCvyvEMxL5lOpnStlRPdWJSBoc3Z3Fjj7XsfcOnKHkEr3r17j7KByWTCIE+5+sbrVE1NWPIkYgWjDVf2r6G9+FF2ej1MmjKeTLn38DFrmxt0ul06mSUox+bmJreu79M0NY1HPC5R1HHTUwTJEjSGoA1VUNRKTFdpR8tGvAqDczR1jbY6hp/66MpklgfMZ12fC8Zg8GLD7IKTckepaOPlabyOJ1EbyuEJwbF7/TqD1TUWsxE2eGanY4q6ZGNnj9XBKqUPzIqSuqwJ2uNR0bwjEKhoGjGFDCpwfnLK5Hwce2rP+w8eME8sX/vG6+zt7TGeThi/OEER6HYH9Ad9ev2MJEkpmkKSa60iz/u42YwmOLQ17OzssH1pm+lsxsnxqSi+YjswmU5JrCVNUple6Bg3BbKB2WTpXWCMfcl7UManVYwVa80ltDHLP7dUXslYJCYCNXFkEKTMV0okvEYvmXNaKUan50zOxxIJp6CsKlBiA5+kCdrIZMQFL9MKGyPOXYOKVuihcYJjBDnVZZKhliSpsqowOgUVy2c0aZbKv8u4AtBo055o8rMmsbjgmC0WTBcFD58+4eT0jPFkggtyGo9HI8pFIQS0WshaTXDUjYOg0Ut3oyi3NYYGT55lmESA4/Foxh+++X2chvPzUzY31iHcZGf7EkeHRzSFGLqaNKE1G21xlCRN0UlOmqRkeYc0y6ibBpt3+JVf+1WqqmY0GvPk4YfUzYIk0ZjE0PiGoq6hEXarUhoJnPXUrqFuswuMpvQSP+/qBo+nPxhKrmZTI3RFaQ1CXdE4wb6a8P/PiPDP7ApAWZeRhSennYuzb9eI4CUEwEi67Ucff4xzgWF/wPHRIY8//Zi99VW+/bWvYouG+eKUo/mM7toqWmvm8zlKKaqmjumsHuVN5A3ItlA0i2WZ3e/1RJvQ73Ptxg0eP31Ctz8gTVIIEgWurMXmCVfXNllZHaKMjMxc3XD84pjTkxNGZ+f0en26/T6rG+usb2wwGp1TLgqqoowEm0BZLMg6HbwXlp2NAJu0lobWcVah5bRD5LDKtm63KrrzSrR6m3Qrj6FxRiSmXupFWtRAGImKwXCV6zdvkucdgg+cHh9zdPic+XRCJ0mk1FTg65qmKvFao6xw27WxoBVeWerKo3SKSoVFpwG8o2oaisWCTpJhrKgEA4E6BDHNUA6baIlKC1IpmNbjEZnzB4T5WfmGOjiSTsp0PmM0HtHt5rz6xVd5/OQxmxvrbO/u4JQCa1gId1w20IippFlHGHQabC/n6u0bdDpdet0+RV3yD//+b4JOyFLLw08ecPPGDb7x9V8gePiR89hOh70bN8i6HZwXt0GpWByzRcFwYwfnGs5HY9x4zGI2ZTKecffuPY6OXtB4R7ej2NnaYmNjjbPzMzbX13GIvJzI+cCLDX3QOuI/TjQCkVVusxRAPBDLKlZ/Ydm+AQL2uobB4HOuHYBAFmO6uplkpp2dn4uU1rTBnp6mdISg6Pdynj494NHDT8E78n6P86rkj+7eJc1z8m6PbDikMJr1tTU6gz6Na0h0LpbcdUVoJJ2liTHhSgVsIjfblSt72CQhzzLG4xF37tyhNxjgfWAyGvPi+SEvjo9Q5zA+P8VYYThe3d9nsDJgbW2dJ48eU84XJJksFrQi7+RsXNpiPpszPj9nPBpRzOdYk+KCSFirGB2eJMlSKkpLM1Yi0pXZsGQa+CgiccgGIFkATeRa+GWGnrIW39Sxv0yX4zllDYO1VaZFwdHpKcEHmqrCK4XNO8tpAEFIRMt2xXvqpkLj6A+GJEnCfD7DN7Lo8TGlSGtMmpAiPIrz6YQsSzDakucdkizHo3BeYbJedB32uIhqBwRl996jkoxuktIb9Khcze3b13Buwcb6Gq+8+kX2r15ma3uL/nBAQ8RZjI1s0QDmwiBGaNBygh++eIHWEuc1n0+498GHnI9GdHs5s8mE09MTbly/ztGLI9I0ZWtrm0ePn3Lj5g2OT04ZjUZRyxSYL2a88967XN69RJ5IW9NJhkxGIx7c/5TGOQaDHv3eKqur67hGOCLr65usrKwwmUxYXV2TpCMk8GY2m/Lo8RE2Sbh18zYrwwEnL47R2rC2tk6eZ/T7A4xW1HUVTVUqyrLi4PkBxaIkz/4UWYT/Rq5AdMoJlFWFaxx5NyeLBgwSwBGWktcrVy6zujpkPpvh60pOQK3pDwbRH9CircUHWMznlGVJr98nSTKUdyhjCdqhsGSxvIbo7huC8K+1AQ3Pnx9SVjWD1VWSNGXQ77O5vUHdVEzGExEulZr5dEFZNvRXB+Ju0zRsbKyT5hlplqGNpm6k8uj0emxsbuKc4/j5EQ8e3MdVkqpbN40ASWVJnmdYm0ZKslkiv6E90aM5KRpc00QLNAha47VCKUsTpwU2xrsFY5esv2Bkjv785Bg5XsJy5oxv2wZhM/poHda2Eib2mT4ERqNzsixnsZDQV+ejr0C0Y7fWkuQZoFnNcqq6JHgFOqE/HOIDFFWDzVMSoyVu/SU6tXOO2tcChAWPzVKm8zmb25doGkn8UUqxub7Ktat7El8XFFmaChbjYbZYAOB9Q90EFkWBTSzz+UIwCqfY3NxgZbjGYlGwf22fV1+9w8cff8jDB/f50Y/e5smTZ1y9eo1er8e9ex8wn02pqwXeye9Dw6uv3OaXv/tL7O7u0BQL6rqkqSvW1tZ464dv4QNc3b8iNONFwWAwZGdnZ4l71VXNyckp2ljyPEcpRVmWTCYzlNKUZcV8NsdoS1U5jo6OxUim25Pf5Wq8k9h0IPpveA6Pjn/q8vt8bAJa4Y3CBVG8aaNJ84wrV65weHjIyckJOOkTVZATrxPHXKEWb4HGBcoykHiPq2qUabBpglUapzTj0zO63S7dXg+jE7yyy1AM51/ysXeOoKU0tXG0uFiUzItDtrcu0d0UL7s0z5lMpsuAyPZNdyHEOb3hxckpO5e26SYJRVlQLErKsqJuWldfAc+2ti+xtblOVZQcvXjBPMpKg9bUdYNNUmovQaJywrens1QzITSoNKGqBa032tBUlUigtcEkRja+EARrWI6LJFlJBQltJShJJgoBkyTScijII+e/rhvaAASr7FJA0wKR/X4/jsdEhaiioMiHl3QRRj5fa1K0CtSu4Hd+93eYTs84Oz1mdWVAlmbkeY/FYsFiNifNcvrdPiFIyvHm1hadfl9O7PmCad2wqBbkecK9Tz4iAJd3L3N55xKnhyfkWSaBsE3F+XiMUimnZ+fsXbnM6toahwcHuEbAwqOjQ5z3TOczHjy8z5NHjxiNRpyPRsznBaPxGGMMV/f3WFsZ4OqaThSJdTodTg+f86MffI97eS6UbtVOcuDS7mWKquTK/lXqoqSpa3q9Hk3jePHihOPjUwma8e2BJxOgNO1w/OKYLMs4ev6cM2vIkpSgdDQehelkRhAScTzUyuU9HZSKlcVnX5+LTcAYw+rWpoA1PtDvD7GJIe/k7OUdNncucXz0gvPzU4ITbz2dGVKbUJYzlFOoJoBvF6GwDJ1SBB3oDPok3ZxiUdDMxekn63YEzNEmzscj28omMlXVGoeKseXSXz179JQXRy8YrK/wyit32N27Ql1WgmS3JpBo2uCMsiqomzoCfSkqt0wnc1yMUvONFz9DZVgUJXkn49qtm4zHY2azOYuiomnqKFEWebA1SQsWLAU+MoUNFEUpiULaYIwVgxIlcdstFlDXjta+28aQUBHjtA5AUJUSI15XjcSLlwtW19fY3d1lbX2DXq+HsRdiIRV74sTaKKJSQvQKAaUMZVkuiUTOO8nl83Lij0cj8jTh9PiElUGPzBoW0wmlNjTOsZjOOTs+E/p3YjGJpmoqbGZ45bUbvPHdr3A2OqWqPIokgmKK4AL3Hz1CNZ7z8YQky+l2s6iITDk9PWVvb5eDg+dUZYlvFJ9+eh/nCvq9Hu+++y7rayucn52zsbUm8vPmBUVR0u2uMOj30EqzNhTVa/AOEwLnJye8ODri0uVdJkWBaxo6nQ6zeYELcHR8wpX5gixaozXRT8ImUqFppTCJfD7eNySxsjo9O+XOK3fIOxlGyV7celwaK9MCFdRy2rTEBaJO5HOfQKSNodMbEJnzOGA+WzCaziSSu2kwaU7S6RG8kxeMzJxN08F5J7bRVRMNGBEGl5YAyYqAtimdToZvAienJ3Q1DPsDQrT2ak0vxFzDLsdqRksikTaC1mqjqb3nk08+ZXN9Q0ZUrlmWy96xPOVbJmH74a6trbJ35TLWJJEoFCIwWHJyesx0UWFrx3B1jUuXr9A0DdPZlPl0iqtL5vMFwbcBG47JeM50OsWmCRsbG9jEMjkdcXDwnJOTU7IsY2NjnfX1tZimnHB8fBJfq2UykWlFv98XcRaAUsymU+G/Wys4RVUyns44OjpmZWWNre1t8rxDUzfYyIVoeQveO8qikkxGLT7556dn0TkoSPtEQKkEYzSLxYRuZ43nz844eHaIVjV5tA3TwHDYxRiPC4GinDGdFXgCg2QFFxrOz0ZoI4dB3VQkxorFXC2uy7WrUEbjoppvMFjh6PCUYlGwsbEur8FGPYWWPMX9q1c5OjzE+Yb+YEBR1qQqULsaNGxtb0BwzGYl/cGAhZpSl6IsdcHz5NlTbJotY+zLsiJ4OHx2yIujF4zORmxtrPFyeEzrKA0XPHsd7eMfP36KsZbtS9skVlKqffSUcC0TEwGGTZyqtd4WrhY7+5dJW3/8+lxsAs455kWJc566aijmRczeq6V0FShbwhWSi/m6NZaOczRNjfcN88UMICbxyDhMG5kCOOdIk4zEJAxWVtCGpeGm0ZIRoIzIMcU7LiyFTHXjhDarIkfcNTRVwYslACcfmzGW4cqAtb58wGkqJiSyYbkLgY4VmrLzjuA83X4OZnNJi/VRiKK1ptft0ev2aJqK4+MTRqMxqU0JvgJt0CZhPl9QFk+lgvFSWfV6PfI8ZzafM51NhOKrNE20+DLGkedCkqlq8ahTWl9IowlUZYE1hjQaijgXeHF8wsnpOcYkeHcRKwZE+q1UHh6RtIqHQIOCOJqTUyx4R1VVaAuXr+zy1ltv8/TZEfv7u0ynpURoBce0mMf2x4NXFGVJVTlGozlNnKYkaYqxCl+V1KrGUUpunxYfx6ppUNaQ5xnD4ZB/8f98T7gQq6soDYnRUkU6ebyNzQ2++91f4nvfe5PzszHzYobNhAZd1zWrwxWuXrnMhx9/Ksi9MXR6PbrdPraTM1ssLvITnI8bxpxiPqeTptRlsWQatsGiy0UawvIQAs/Kyiq/+zu/z/6166RpLpFvSmzvxOasETxNaVzT0DiJNm8aHROtBZP56VShz8kmYK1lc3NVRl3aUpYVcGHD1cpZXQixBG697yzFYs50OhGufqIpq5LgA8P+Ck3jqapSdnqlKIuSqqpwztEsagEQ4zgtyzIJ//CeqpaKYj5fCLcgBMqyxAePNQmz2RwFUZhiYzksMtfV9TWuXr1KVVWcnZ79hGtPUZQ0MSs+sekyjda/NNIBKKIzcVWXy3ASE4NLlqEckRkmc38fS+2YdqxEfem9h5gbWjoJw8jzTtwE9PK1qcjMezlNCXmX4SXCDSqQZ2lsezxGRxl0XYsDUTQf8UHMQvAxUNW2yUlCZfZ4EpuCCeACu7vbJInh7r0P2d/fFwKWSvG+oi5kM9TaUFY1WqdkeQxuaeO3fcCVHlc6GsRvIusl5J0O4/EE1ziqomBz8wpHz1/w6MEjvvyV17CJwnk5hKqqxAubObakGb/y53+Z09Mxi2KGUTCdTXjzze/x4OFDJlHanHd6GC36lUlZ4BYzbJpx/+Ej1oZDOlmHPM/xzvPVr74G2tPpdCMjFGpXo7WhquR5Bzy6MQSlGQz6rK2sYxPD1atXUPE8JIglPAiOY61FIR4C7dqo66iJMT8dC1iuvz/1Cv4zuIy1DAYD6c2VZjg0SyGFMMc8ddMsKax1lNXqANpa5ouS588P8d4Ld7+pmQ4LVldWGI3GzOfzGM3kWSwKOYH0RXjjMkVIG6q6ghiY0boHhRj3nCQJlauj97xkD4BgBuV8TlnKc7n/4DFpIvZV7esQRx9N6w+fpImEjwQ5metaYqKSNJFs+cbFKPTWu9AsF75N7PK5eR8zEa1GG8Sz0JjlKZDFktRHB+TWgKT9v/dhKTpp02taTIP42O0pErynqoqlHyHIVMK5BmNkjl1Vwu/XWlM3tYwxvY0R7s2SzNQ4yS/UGPr9Hndu3+K9u3d59Pgpt+/cZDI5RwWJN/NB8iq1EpBTR99JRQmJIYk271maxYgyRe0CzWwmAjSj2N7apZsP+cf/8rdZWelz5coewSuMUeD9ksEpcXIVWZIwXBnQ7ym6+TZZmjGdzDg5POB8NCFECrhXjulsxHg8iu5KhswFjHFcvraFDglWWXzoYKPDad0EmkZCWHRotQeRG4JgJcPVPpf3rvDm937AnVdfIU00wTeRLAe1K2IotBwEPojgyBgZSyZJEmnEwiX9E1jDn49NoK5qPvn4AR5FJ+9SlSXT6RSQm3U2nzHoD5jNZtTRcXixKJkvFmSppSxLURfGG1QbzYujFxw8e0aSpIBiOp1T1/WSECTBDNJ/2Rgv1jR1LJ0uIp6kirigXBZFsTzZ5/MZbWyYyJEbzs9H0nqkKYlNaFxDWVaxggkxcKJDWWo6nU5MI/IoxPzBaE/jBUhLEr3MWCjLkjaFqKoLrLXUdUOaJjI1iHmFRmt8c1FVtCd0u3DbTUnHyUO7ubk40tPmwhnY/DGq6csCqLaEfdmodEl1jqWtyHnla+3PKaUwQTYM+TaJm7vzym2ePnvOm29+jyt7u/Q6HWazCYtiISe0tsuNUDYa2aBksiZtVlPXGGNRSvgVbaDrYDhgf/8mv/Vbv8OL42O+/Z1v0OlmCMZci/df+9ydjnoHx+nJMd1ck6WWYrHgow8+Js86DPqGugosZmMWxYThsMvNG1/ixz9+jzzJ+fa3v82V/R08i+gdWaODwjUBlMXLPoV3HqvEGKbxHqMTtDJ0+x1u33qF77/1Q978/g/4C7/2b9E0DZZAHeSzUyi0IaZgyeEp73HEp2KAi9aKpqmiKepnXyr8SVvEv6Hr2rVr4a//9b9O3bThnDGAMgg5pl1Uxpjo2Sc69clkwsnJMZcu7bC+vs6TJ0+Yz2dLMkhd1zH1pyLLsiVg1+l0xLtQaxblxaJu6lpCPmM/56IleHuStkBOW6Lneb5MGG5PXojGDvF5tt/bLsJWTNOaT1x8vSbPs2WSbKfTZT6fY21MnY1ho+2ibRdVuzDb/9rP00ahUgvwhTg6auoahVpWBWIQcrGAUaCM2Ly3m26aZCxmM3r9PnmeLyWuS9nrS4i0GLM2y/fq5Q3oArAKF+rNSGxp050/+eQTfvD9t7l27Qa//uu/TpZZHjz8mEBDYrP4XolZycXjEReubLZe3AHY27vGlcvX+L3f+7/53d/9XXYvb/GFV18lsYbaV1IFYPFRZZi05CzEFWqxKCMDDx4/fsDzwwNeHL+gqCuSJGF1MGT/yj6379ymqkqapuLjj+/z+NEBly9f5c/90ne4fv0SZ2enjEdzFnNhAGa5opN6OqngNEFrNnf2KGv46MP7vPf++xwdH/LVr36ByzsbWKsJWKazguAUNjHxucfRthM8IyhDGe8f2QBEeSmek4q/9z/83R+EEN744+vvc7EJ7O/vh7/21/4qLgTSJI1pwI0IU7QWaW5E6ufz+fLGTRKZzbc3g9ZquYiyLCPPO1RVRdNIUGVVSV/cLuC6rtHWiCmoc6Ls02Z5eoYQlqdZezO3j9cSVFpwsaqEqVXXEoNlo8nmy+9vuzjyPF9uAk0jsuPZbEaSJEuCyMUmYYVCzQVu0C78tgeHixM/IpEkJp6GRkxJW2zCt25D3i8ViUtfQy+9vLFtMGp0OGqapSXbdDqNIS/pcsE0TSPPsd0wnYCC1tqlyKmtNtrR1UU1Usc/G8DhnOfjjx7wzjt32b50ib/47/wFrt24ypMnjzg7OYntWyDPBCRrMRVtrFCVjWZzc53bt1/BO8U/+j//CW+//WP2r+1x69Z+3JBSUA3g8D66Miloqpr5fB7vJyHmFIUoMXX8TMaT6TKDcmV9hV63T5p0CKGhqOYixHrynI8++pQksdy+fYfXX3+dS5d3MCpwenZCXdZkRlPMFwKm2oSy8dz78BPu33+EUnBjf4e9y5us9KSdm5eOxinyPMFaRZYluLoWr40g4+FOtyttsjEs5gux24doUwf/9d/+bz+/m8CVK1fC3/gbfyPmBDjyPKMoiiW5hCiR1MsXvJCsQUI8uVuLbynL25P75dO7XWzeSzXQ7fbE/CP+HrhYXC3w1p66eZ4vT3ZgGYXWLoJer7csjYuqXN7cWZIu+2Bg+dhZli03gNaavMUH2l5bBEUhvidN7Cvl30P0229P3nbBpmkKWjYkFceSIUQlXjx1Q2tMGsAkdvn+tM/JezEXedkyPRBITSL5ia6hLMvl+9M0Dd1uFx0t0ZIkoSrLSKC6OFkvKgOpaqSCMBKxnoqbs7jryKZ1dHTMW2+9jfeBr73+Db71rW+xvbHKdDJlPBmzWMwZj89BieHrcNhnZXWdrc1dXBP4/vff4vd//w84Pz/j1S/c4er+bpyXy+iyrcqapr6o+IKEx1prqepS8KH4XoUg5qimTYtuGhyeJLHxc5TNMMtT0tRS+4aHDx/z9PERzinW1lZY31ih3+/T7fQwRlPM58ync45PTzkfn5HlOZcv77J3+TKZtThXo1R0pNYm5m2E5Wdb1xUET95J0Qq6nY64N6FoasFn0iSlqgvSLOVv/s2/9fndBPb398Nv/MZvMJ8XcsPbhNbEEcSPT0Asd3H6I+mr1thoBW5iqq7cmM655U35k4tcAEYTGXQtYHbhnSf91tr6xRw3z3Occ5SRRCNlspy83W6XoijIMilVfQhkeSaCnVbq6y80+e1m0S5c5xwmCqOsvUgC0tbQNBXOedI0pY6Am40e8saI/LXdWNqyGi1GIKI0FPwkTVPKsiTNUlKb0NQNScQ+ZJFeWIQjf8N5T1kIdRklEl3nHJPJBJBFnSQJZVHgvCfJUrRW9Ho9ZtMpw8HK8vtabKV9vQKGyoLzSFtBULGn1zSNpDTN5yXvvX+Px48OyLION65f47UvvcbOpW2GwwFpmiy/vywXnJ2Oufv+R3zwwUecn41YWRty8+ZV1rfWSKzCVcLZaFyBUpbgoaoXFFVFlmYkJsVotcw91IwAACAASURBVNRWuCDENBdn8nWsTkMQ70drrFSAwUWpdWwHQ4WxCqsTTk7HHDw74sWLU6aTCVorkjQRHov3qCBhJls7W2xurjPod2RDbEVbHlKbRN9AqGtP3Ui7aXUbA1cLtR4BipU2WCO0eeGiCLfk7/yd/+YzN4GfN3fg7wOvxm9ZBc5DCF+PrsR3gQ/iv/1hCOG/+Fm/oy1JjZERoVICBBlrKYsFIbgI+Jh40yqKQtB0bxuSxMbRX708wV7+72UwT2u7FCW1C7I95dNEFkhAdONtb390dPRSy6Ej8UYAyePj4+Up2rYCbUlvrWWxWCw3m/bEbctk7z1BQVlUQqeNFUvTNFBGv/9UZK+ysbjoZqNiJSHlr415fM45lL9oifJcJL9txVEsCmol/ex8scDaNAqOLsDD+Xy+rICapmESq4qWTPUyDrKsPuIUYrGYMR6d4xrP3Ihmw1q79LxfAptVvWwJiqKM1VGOcw11HahKGaUak/CFO3fY2dri6ZMDPvrkQ9557x263T69Xo8s6ywBzvl0zmw6Q+vA2sYKX3jtFmtrAwKOxWzC3LX3s0xRUC7eHwmJ8/jGUdRzGtcsW0Af1atFWQo3pKmAi7FbU0fNAKJxaDd8rUSj0GJTOztrbGwMl+W5ApS5iH1rxV5JYkR8FX+HVmIc62LFYoxUMsHL9MhmedxgZSoSAtg0Ew6GcxEfkU3Xu59+2P9cuQMhhP+w/bNS6u8Co5e+/5MQwtf/Pzzu8gohMJvNlqeizK49tRO2WlVVPzFi6nQ6sc/RFEWx7IvTNI3tQiHofATQ2lOoLf1tFBm104J2URZlSUCqi3bRCuknXQJ/7Y39cuRY28O3i6UoiiXm0D73NJXWYDabYYxQaWW0F+e4URvQnpbyJeEnaKXl5A4hnkQBH98nqy+ce9rn1W40SinqxQKtzPI1tjHaxFHr/0vdu4TcmmZpQs97/W577/9yIk7cMqKqsqpLsFCRHjgQHaiD0kmDYIMDscSJoAPBgY04ctQjoUdCQQ8UtFqhRR04EUHQgS10q9hSXWVlVZIZGefEyTjn/Pv23d6bg7XW++0TFdFZVNpyekOQGX/8l315L2s967nc4gG3r00OI8Fe6s/rrVpJKRE3QQF5SlwdGQyHHXsgJDw9PSHFiBBJzmqMqfRiqa5oTh4wzxMOhz3TmwNPLygH8td++AU+/uQ5zucLzuczjscz5vGExrcw1uHxccBnnz2Ss++uB9Gop8rktNrWz1NnVdOQ5L1f15V9CzKuVyKdJd6QhQ9SqjJFdUrjwJITYtq4GzSxUOQmrTeDl6Yl3UcSSTeowkOWC4Ioz4YToJALJVbx+5V5pKs5mh7YAGiAKtxSWAFaMnJJiHE7mL496bl9/FK5A4rq7L8M4J/7Rb/nFz1kAgCwipwXpjEGK2ulAbodp2nCPM8opeDu7q4CTpIM1HXdOxtQNpW0Bs45LHGF441ZmFkoIzz5W/Wmo/ehPh8pm6dpqt9rLTntWlb7yU3Xtm3dVPI8UqJE3VJKTWLOcUPr5WfIjoyec+Lb/Pb5EIGHGI9y28vfahoyPK2AYM7VqkspRU410FiWhTLuWMoth94t/iH8C2mZZPGlRPZsBLgqGOPoH+cQ1oDdfof7hwcsy4Kf//wVur5HCCuWEKBTrHiOMYqnDoZvLcoroANZc5u3ouschv4ZPvnkA0gIqqQ7kX4iQwRWNCYj4hTRHoiPDxCvo6RS/R+t216/NQZFUXBHNqYmKcM3GxmL30NZK7kQWzRGHkGLzuOdFohNP6mChzW0VlNJG+ciJ+hMGRDG6foZC/tQBFmOD+ZbG/G29TzqBBSDyTHGmtGQ/wFGk/8zAL4upfw/N1/7NaXU/w7gBOA/LKX8z7/olzjn8MUXX9BttC6Y1wUlZ1wuVyQm6gCoaLXcUvf39/XWE+Avxli/R9oBKUNlA0m5LAo4qi5arOsKb4jdJiWsbAJ5w51zteKgDzwj8u831lC8F1cDxph3RpOCDchhFUKo1t2qURiv17qZBfxZ2Q1ZK/rg13WtG1EWomAWMobz3tdKICXy5bPW8O23gXQya5epiYxhbw8tuf2lMgLoAFoWaseWZakTAGnrAEqYLgDGaQSUwgcffkiApaGFTPgFLfS3b5/qiK+A2qm27VjlmdDaDokj042lKdG6BhSkmg49TVca+ypd8x8Ney6QSxW1AiGQJ6RsUChVJyWU2Uc075ZL7VISj9g0l/MbjiSELQq6ZY8CEINRKkylyG1IEqgKt5MAfQ7WWeS4jX1jJHPVNW6kKwiwG+gSCpHATRqjlyq3lnYVAEyh6jGnjOLMP9Bo8n8VwO/d/PsLAF+UUl4rpf4igP9GKfVbpZTTt39Q3YSPfPTRR/jN3/xHYK3Fm7dvcWUnoOPTW9akb2i1vFgpradpqjf+LdAnt5l8EABqfJj3vt6esiFko2pNSsY1rbVPlg0n5f+2yAxs21SBhnw9xVh/9hYPkIWnlKqVTFxXzII3WIPGNHXzLey8nFKCMqq2OvL6JJ1WevhpmjbhSNpuGM9fkxZIPPmVIluvnGIl7gig+u0D9JZsdNsqxLy91wJ+5rQxHdeV6cTGAAUwinwavPdY1xXD0GO/3yHnjOP5hBAWTMuCaZ4hYZp936PtWqAwlqMNjJWJS6luQUqRMIoYcrmOxoSVSbiG5rCYjd8h9u9yuN8eeCkRjkRVRKprUDgoOWeejERY42rZLpiTkNeccTyCJdt5xesn54ymbdnsRCMEYYJu7ajWlPMAoL7PsqVv+RdyodEnuVWoMRa4X6Yd+L6HUsoC+JcB/EX5WqH4sYX//99WSv0IwG+CUoreeZRSfhfA7wLAb/zGXyg//enPEFPE+XzG559/TmUsKwVjiLhczvCcwLquKw6HA4BtY59OJ7x48aIuYLmVpml656ZyziGmBKssvHXEZWfqcOW/m61/vKXbSt98u1i2VkKQWFSQsOu6WqHIopAqRQ41rTWWdYX3Ht45miowuHjbk4cQiBkZAhzjHdfr9R3QUxaMfL+8BxL5LoeL4BLghGRnyXSEpiambn7BQm5/vyy4+n7CsQOURYoZRido3gRQQNeSo03mxZ9zpvARTaNfMZI1msDPpm1wOp2YCPYazlk418D7ghSpXWM2NdqOqrWUErIWIE/x+7o5UtEB7N69wflw77qORtBZPCzftUrPmbZI3Xx80MlnJ+V6pVIXGuG2bUtZE4zQFzZmQaEkJnCV5qwjlidXivI5ZZDvpgCwciiILT1A49SSiPpODMHNiRocbGvZoYhVB9/5+GUqgX8BwN8rpXwpX1BKfQjgTSklKaV+CMod+ONf9Iu8c0i5YBh28L5hGnDEOE34jV//dbx8+ZI3sIG1Bm17qB9Y13UUH3Y84u3bt7WklY0rpJ5lWd65gQH6YA+HAwpKJdR0XYewBkJ++bEsS+3hvffw3tOtaw0fKNsbLJvnllIrH+QtqCZThrAG7HY7TNNUuQXee4zjWCse5+mGMdZgf39X5/8iG3WW2oRbQk7fk0hFaMfCmpTXQ4SsBeu6oPGuPgd57rfVz217JZtIFqZls1QBBR3PtwHU778dwRpjapIxSkbbdHWJFqUAHjPe39/j2bNnWBYSUa0LIfEhRMRAikzvCbB0XqZACx/OCZnJSrIpav9vLNYYSIknbQ6DpbdAb2KWHVijTyzFUjf7LRAIrWBw4+ibN+WrY49GFPIHQGFlK1i3oTaH6Mpt4VJfaQ2VS70MSN25fe7LuhJ9WAmnhdiUBeSOJetHxGHf9/hz5Q6UUv46KH3497717f8sgP9IKaZjAf9WKeXNL/obKWd88OwBUEDjD2jbBjFnHO72GKcJfT8QOagQ8DGOI47Hp9qnv3z5soJtLd8880KOs0tgcIxNHDKXoH3X1wPBGIOiSZgji8a3lG4EFLjZ1w8mJnIsagoZlLqmgeU3WxJ6p3mmWbBS8M5hDStUISDxcDiQR/4yM1HGYl3nOnprvEdKGe3NZ1ZypgVviDCkNHkcWLYKQ9lwExntSQUkX+v7HpHbC2kxbCaTz1IypmmqFUrTNExZ3rwOpY+17Jc4zRMME1hiCEg5kXNT3+Fy2frZW1ZgKQXWOSBlrCnB+4YOKT54lnWFZjS85ILWN1XXQfZbGpfrGW/evMXx+IR5nuGsp8Nxt8PWr8darQF4h6ewrivdoLlgCZQFYJmNCq3osAGBrVpr4gAYoumWIsxGBTrJWNd/02/T39wk7KVQuxIW+rsopZqTana2ymBzUeGsGAZI+S/JeycYUoihqkTp0DBwDfkMiL3e7fPJpcCZ79/qf97cAZRSfuc7vvY3AfzNX/Q7v/2QEhUArrhiWWbMy4ppnijVlk/tZZFx4caAA1DfECm9lVLoTF9P/77v61iuaVs4a9l8wtcpAoF2tKcIuGPMABxWws9BbjcoUBIyj3RKzog8dpONI1gFoc4WwzBs2EZO8Lbhv9fUG1ZGbgDqSa6NQeE5tXUkSoIyGJelvq7CYKZs1pxpFDVwRbDw987zTCUwAIACVNu2rS2JtEzDMNSKKrA5qRww67zg/v4e3pFDzziN+OCDZxXhv7s7kJEGj36bpqG5fttiDSvOx1MFHq21mDmHQQDeJW2iJvmelMjA5O5uh773+PijZ7her3j95i3SmOCdqXyPGEt9H47HI4wx2O16eL9jAJh8Krz3KEphGScYfu2+2dSdMYiqcmVwEAhx5OwFkh0LIU1uamstrCbwTvQaBBpT6V6JYs7UarF+zRJuUkQcBdAEhWnKXddRcYJtfdzqMygPIiOmVBOdpdopN5OEbz/eCxXhsiz4wz/4I/43krJWuyWtsC4z2X0ragmktJETUgCwtmtpExXAQOFwONRZtJSwctstcdNbu/qGkZrLW0u3rKGTVGjBtyW31QbgWbDWGoVLOt2Yd4hDcrOGECjmupTNrQhMUzWGUmQUUYqdczVnzhji+YuVmHWOfQ0sy3hp4iDeB6fTiUeHlAx8Ga9VGBO5LJeqhbQTFjHlusFlI2pjENIGgNZpCC+s8TpixFhbD6FSW2vR90MtzeXgDDHCsQVb3/d101QwlTf8hpLHOi6VliCEBMu++gJsPj484nK54HK5VJKPfNb0udP0Y5pEY0IVRYgJbdfCagM79JinmRiCbCaTIjlbk58C6SZoTRp+7hlK5zqZAVghyaW3KmS2uk2DLEIOlfqtlKJkKK2Yd0COVVkVlEiMTkC904YBqAfCylF6xlDClDEaCYn9Kshf4vaQWW/a228/3otDgN4onqlmuknnZUEuCVY7tJ0H+EOXzXjbe1tLt+zpcq59oABkMqsPbHxRhS8K9edjpJm11hqWgUEhFsk4b13XmpIjFcjt/8rzUIZYdyvfrLdgXc4Za1jhLbkWa6UBHv1JdSOVg3AapmkCjMb5fARAyT7OO4RlrUCegKNSTYQU33nuADD0VBmVm0lIjKJ2NJima2UMOufQDwOsdpQcxOIlIThZYyt7kaqpiHEc6yY8Ho+Q7APvPcaZWJNrWAlVV0TFlluKTGU+qG2DHAAi5mmaBof7e+RIcu91nRFLZA+AXEHNcRxxOp3QdR1vtMKTjBWXS0DOREGn0aHCPK2wlsA458hyXpPpL4OWDoDCGkk0ZizlPpCJh+IqYQMbQwjIN6M6YntuVavgIgBgtWG1I3EZBIzMMbGFGKj1vJlIyYWVEsWNa/53GYvX36UIMHfMf7DawPj3PIFIKQA6Y15mnoXPGIYe4zTCeVpwXUtIu5R3TdPUDSxIuDGECtebK8siIBUcJQSzTFltm1jAE7lBZ9buCzHpVkwj3y+3lmj915XEJk57GG0quu+sxboGCieJkROHRFLMc/I3b6ANgVG7YVcXFp3i5Ei0LCv59DsHrRyahlRzwhOQW5jSajV2e3L+PZ/Ptd0SqrO8hhD4gGQpryw0YwymaYJmNyNrHRxPTORArEAbVxm73Z4BLHJnkqphZR98eT3GGGio6vAkU5gXL15Aa10Pzt1uh48++ggPj8+gtcE4jtjvBxKXTSMKCtZ1xps3b3B8ekIIGU3TYZomfP3110gpYRwvdWQIkBbBmIjdjsRjviG2Yc5A1w9wlg+ORJUQ9fAZvu0hluAxBgAZIdDFsen4ee5vLOFAzEC0zhIVXbAco0mIJT4PhpSrOWeYYqCcZnA1VZ7HLaZxe+jQCHat31fZtrWlNfWzlpHhdz3ei0OA+i/iZ4scOMZYCQ4lE4MMIInw5XKp/aosaqUoMSjEhGLJNizIiM0wcSZu7YPjikBYcpqDO0rJ0CD65u2MXMZ7giHIKOd4PNYNVLgElN8bY0QwN0QcbVByxul8qfwFoT3PM7Us18sVwzC8MxoaxxExZiT2B8wl456ZksfjESEs9VYFqES8Xi+wlg4p7zysIxS/bwkPWNeVHYYzdgcC1daFD4MUmbtvajlvGfu4jlcAJIKZRmJMPj4+4unpibCHdeH0IFp8OZR31ITEt6dynj5vzZMQW+m4MUZcLhd8/fUr9MPLeti++poOEaoigE8++RjtxwOma8B4fULT0OJ/fHysQiepSoyxuLu7w4cffoBpmnA8nhBjwOtvXlXC0W7ocX9/h1IUtAUCAsl1jaakJSZwyX6KMcExs08IWoGl5pVXEROTmyI0KGJOaV1l1wBqpVVveaD+vFxwAFnLyeV0S0mW3yNVx7quaDtmcuZSD9/ve7wXhwAgt2tGzlJGazhrcB1HMhJxur65wzAAICyBvPg3HTv1Y8A0T+/8/koLvbnRAVRwcFkWdH2HXDSKyrV015rstUIkcC/EQGQivj2BTeYMoOrbBYmXv5dzwvUyMkJOB4CoEff7HZzzuF6vvAk22zNhRHYdM/lShNIF37x+xZwCGmVJ+S84RIqb0adWwDKRAk4YhyGs8G2DNQbkOcP7BsaR4EneFylJb8lY1PbQaFRbaj1iTpjDimkcobVG3/V0G7JduuAqgjUsE5lhWuv5s8+wHEJ6CxjmDFyv122Ux2O4VChW7Uc/+hNoZbg/L4hPT3xQ0uhYSmk6TAs++/QTfPHFFwgx4HA4YLcf8Pb4hK9ffo3L5YIUAr788ktY62EVpSQZ43iNcE+uQIEynvQrQjuX59w0LRHRQkApqOIyerC1XMPveykE4CXSwZRMWI/kG8pBIPwArTVKyhU8vF17VDmgArg1m/KG+PR9j/fiECCXWgulSu17AJJRDn2PnDdwTxaiLCzp8WVxlwIsy1oTiaXklE27qdfmCsQRkytRDyo9G5/8Au4YQ7FaOXNWHhNmpByTU3xhmq+8hnEc65z49uYTbAOqYFpmWO1rBSAbTYAh0qzT4bjzPU7nE7RS6IYe5/MZXdfVakTKQCEEjeOIcUTtDyvvPSUUGWUCdWFVRJkrGssgqTbCnASmaWaHZuqNr5crurbFfrfjyopux4fHR7KLrzgKfT7OOcIX+HdWCXMumMPMa4JlsYrYcmT5TtFnAq5lkL+Bs+R1EELi6UlCCGtlGwop59WrV/iTH/8xvPd4/tFzPH/+HF3XYrfb4eHhEV3b4v7hEefTCQUKb16/wXWcyNbd0vtH4hyqyLShGb9vm9oCSX9PY0ZVx5skHqJqMaxkpHvbgrVdW8VEKAWJwV9jiPIrTo8pFWjDMe85IaXCB6qr75lUEFor+BuS2Pc93pNDYJuRkkJQePaZpdDqHXDPOYei6JaajtMNeYXeKHkDCgqixGZzlbCua43KluogpQTnPWa2GlvnpTLcljWgaTcpLNRGgpG+WG4v2mCyYFF1/XFlL30+mMo4Yp5nshLPEc579G3Pm442zPV65Zk+2XTLQXi9jhjHCX3fw1qPx8cPAJR3xEIA8Pj4iOv1ipwLun5A4z2WZeJeuKG8OwW2Z9/YfK1vEMXcJCaoohBiQOs6hJSARAm+awjIMWO/39WWbJom9sJPsGyogrJZr5VCMecy/aASWIBchVIUrLI3FVaG0eSpWAq5JRXeJDGR9kAphXmJWJcVvnFYArkT5ZRgmQPg2E/BeYeDvcc4Tvjyp19xEAxtJOsc9vs9xssFJGmn8nm/H7gEJ9v4cVoRU0DX9qTtZxr2fr+HsaqantJ6JNISVbj0GkXyXgq5ZedMJrqxkA4ls6lJKQUh0/uWynabU6iM4k1dYK2IqDSMpolWTIGCWoRqrP4hSCAqhVSDGgWn04lPSBGubMYcVY3FAF6IEcs0V3quiFmE7CIlOfX1hCG0HWn9M1ccQoPVShE5SAGN8/Xk7HtKKDYMqhm7mXXWD4tBHsOc8LiGCnzJ9+toqwqs6zrc3d2905aIEakxmicXDusywxiLrChXkKqkFm3b17EgUNB1m4hKsAZpnfqhR84Fy7L5GlyuF3pfQGiyvH85k7+BsBaXeSFJK7smW2MATcAVVWUbbds5B9d4rMsCXQoUMjP8QhU/aesxzTNQgH7oMU4TMf+MZTsygxBy7XtFLBMzzb3lMyGeBR3IG5eeNptzjqzHuMVrnGfGZa4Mvvt7ynxcw4oCwLsWzjq8ef0apIZk/wTL3JKG8yOKxtBzbqUySHHBm9evydFZg1WaCneHO/a4yGga4mGs61qrktPpCcsSoI0lIhknb2WVoZXQl8WvMQCafRVlQsbvDYGjAUqRMEwr8jJYwgKogqbxkDyCdX3PR4RQpDojYCWgbRpcrxOGYQfSSScmcGy5d9AKhhloOWcMw4Cuaxk01JU+LFp1Am8suoFQezCtVIRIMopKKSFwL5tSgmtImJOZftuIoIeri9vxH4AKEMq40BiDnvthOaAEHRdeP/EPBCc4o/FNZet5Z2lx8yhunhfEGDDPM4/Denhv8fj4AGNMraTGcaQZds4ooKCRsKxQmrz/pYVQSlVWmngbyIxdKQXP7YI2GksMlG7L+YsopdKphX5Lnwfbsy8ETHWDyKkzWk9jvWVeiA1YRA+wzc+lbZN/lwOrkmqMgTaGbdzZ/alpefzHsWcg52rHsmaq2AJCjGQlphVc0/DtGxFKRuM9Xr99A6WA3W4gTEGpii+VUtiG3WKeKV256zwu1yvwuqDvBjjrENbIYKaHUgvevn3aLhutkFJESgUpz4ghkGnJzQFurcE8T5WXAo6nn2cyUm1bj6b11QCm8R0ksKRwpaq1Qo4Z0MRe7PpfgjH4/8dDK43dbofTiWKxlmVF07TVUATYSiSADS3YFII46NQCXK8X5Jxwd3eA1hbTNIOrR/Q99UZ0IFDZKyxEc1MVSOshUmBRi0k7Irz7WzbgLSAnSG3TNJjXbXIhc38BLmXUJriGUoQwP3tGvamgvDKuc95zGZngvcPzjz7EugZYR2QR2TTn8xmlFOx2O9owJUNFVRmFSmsYa+oCUkrBOw9lEiRTUAgu18sVpqWsBGstxmXBNI5wxtbXU+nSvHG1NlBqQ/6HYailrHO8ODNLZjOQMvlEaieKy63aE8TcOluNYGOMmFdyV2q8JyOYnKGN41sxMv+CGJ2BLwDoUsliSQG+bSl8VinEtMIU6qe7lhmZJUFrB2MtFFd9QzcgpYTL5YoYAnKm3y005xCIyz+OI6+Lphq1ChhrrMH9/R1FvIWIhef5Mj1KiQ7W/WHPa2oTpWWeqNAhqOFdw4fL5lsgYGApBUWTeYlML77v8V4cAiknvH37lsgXMeE6X+G9w263h1KlkmKAbfM4z1RNE8lyS2t8+tlnTHfVWFgEFANZWEn/v4bNHEPENfJ7ZfwHoLr83M5hleKcPgYl13Wth4Ro/Xsm5eSc0XcdFh4ZSTuz64cKSA7DUFuGdVnRNB5iwlnL4SVSFQQSzPR9B0BhWSZoY2CtBrKqYKOAbIKfWEdehDEEJAYam7aFtRrzEhDWlQ4Z69B6T6nJKaLtWrQMeGlFsNR+v8c6z9UA5VZeDNACRSKKrDGOra1KrSq29mE7FAtHp1OWQIYYwTYN6QoKg7bpW+2gYDHV0VlFrGwKUpV7HMKxcMTakhdSKzYNvHNQziGkhL5t0Xek3TAsUqNWtEBrzmSQkBYAH39ssMwzQpxxuVwwjjNiopH2MosM22GeVmhoaCf09Ij7YSC+h3eEg+QDH5w8LswFMSfklQRZWpua6AwA1lIrSAYn/DNlc4zWrE/Yxtaprr3ve7wXh0BYI96+eapknnVdEMJab2MAFSsQlBuaZuzTNNFmygn7w4FHcB4ZRJTRWsN5ixjWSiPVjDgPux0sC4sul0sdR/V9D2CzMi+FNAFQVEIG6fdvylfR3wPkPryw427XdtUQtGkbaMVuPm2LEANCilgClc1EMNqmHEqRA1DbdZimkQ8v0LzakIadiFCifd+8AeW5jONElc00U0/sPdZlxrLMcA3hIxqK04szjWONgVGkvUcuaJxDKhlFKbRdB8RE3PibuXXV15dcTS40NtfmTUlIN9PlQhyDcZzq1EEWqowTh2HA5XpFiaFWHTUp6Eb5t64U9960HmFZaztF5ThVmd5xZiGDyEorFEVAnioAhBUZVlwuE4//EpONSE0oGwwAJP8yhIjrNNbDt209tNFomw67gezbRYy0BpoKOO8Q2Q7MN76C11AaIa4VYM6FouvBaVn0PlNLQJs8M0WYQEu6QMhBSqZEpbAT0vtOFjJG44NnH6LvZdS1VoSfqL5NXQDS/1/GK5ZlwbDbIaaE8XLBj3/yE8RIvZ3nkzaFQCIgpnSWnNG2JK01nanqrduKQMgVwiGwzqHXmwZeq02jL8xFue2c9xy/XSpTUTPFdL5OgJLsuxVt11ZV4DzNAEZIoISM2nIuGIYeux2JaGJM8L7jfpEESMgZyqtancgNLbx7ktAaGG0wzVdC9NeWdQx28y/k50XBLDTfCGEhhBtsxJFFo048DZkMeE88h2Vdcbi7o0i3nBCZbk3Vj3unqhOJ88ojM0HRhRLeNA3u7++RZCTIh3IuBapIFiMbeBi64Zd54fwIql6ElJNqNUYHZ4gBI0unY0jsJ0AhJq+d9wAAIABJREFUsddxJDDTOyg1I8YEa1zFT0RdmBMdFMPQI8bEmgh631JKaFrH79MMax26rgFKYeCOef+Q0SnnXhjDehJF77MC1oUwCc3x7+LwTLF2ZD2ec4I2Cl3XA5kuQAWFtmtRSuLP87sf78Uh0DQeHz5/hqaCeZrLIJoayK24jZqo5332+IiVAyOkTBRwzDsH7/w7PvnzPEMXMn3MoAW/Ml+gzsStfcc+zHuPmBOcpoxAUnEp7PZ0+Fz5hqYxm0OMuZ68Pav11oXJNowbyMGTYkLXdFBaYdf19XmEGNB07cb7NkTOSXyIOecxjrQofOOhWdQiQJLmuC4CxVbyPODKxTgDbS1652vZnHl+7T3ZWqeSyMmXteo5USag1raWrrb2oLKYFfe2jsHIjciSUyISTEkMBIorUELfa7I1BwBQX55yZg4BS2mXVP0dlhzIuoxzJGNk1+accDldmNFH1NxcSFevDKBNqWuo5EKqSedxDVdIBqbWxAIMK2lMUiQgN6Eg5ljJWZoriFLIV7GUDOMIF5CpRQwJmRNES6Hg03FaakRcUQVRFzTeM25V+MCl0j0W4pDExCS6UpByQd8JL4ZaYAWyJqeLLiMl4qVIhXa+XFCQ+XD67sd7cQhobTCw3l0ANq0zLCvohBEnt/QtYSiqiN0w1HKsml4oXW2uNPeBWlMr0LUtihKlGt3wYg0ufacQb9YY0DU081Zak8x5npFLqUj8br9HihnTtMC7yJRiCuoMIeB4POJyvuDu7oBpnnE4HOqIcBpHPD4+ViwBAFp0BHymTfXnfAulIrvG5qrECyHgPJJwapomnsHrKm6RA02sx5QibcH1ekXhmXTTeIj9VikKre+rp/79/SOLekKdnYupZuTAUa0N/zsr3nLBshDTsGmJ8qs4vEOztmFjIVIVFuPGu6AbnA+ElLDMK/PpM8ReXkbI0l4oJDrAQKh4zgXKaMQceeLU0+2rG4QUYLRHjIC1nn/nUiuN3W7HMXcXTNMKa6mUp4OcXH/OjKOQB2YAlIaxuk55SG4uYz0SBpVETsUoICBzXhADuSmDQT8nl1dIsJamLY4PipxJ2qwAHA4PW3q0AuNDli+aDSiuKdzxlxgRKqU+B9mNf0zPFr9bSvlrSqlHAP8lgF8F8GMAf7mU8lYRgvHXAPxLoPr2d0opf+fv9zdKyQhhxbpuuX20gB3HcaNu0C0pZxsPyT+3Y7rM8dtKaXR9z4t9s6NSUJCwj3meK3MtJfLM65jc45m7LePDpm3QMWYgaH/im9IYixIDck7V3ORwOODZs2f1dUmpLo5HwhADNt+9lGkCsJbCKH5Gvk5YWVLbdR32+33dkFJuy4ZPiZhzyzIT4s8ciMwINUDf64wEswivQGGaFrx8+Qre03z7eDxjGAZW9CXOB6DwjZTFvovozFQFUKUkxC+ARluED5CtW1y2G48Or7m2P0opBt3IRg2gwBUS0DDxiKnZgKlrwRrqkaGANQSENdaqyxqLKc+VTSefdeEJ0zzPNW4MUASIloK2bZByRE4BKa0wxsM37GbkmCBmNO76B3qePCWi103iL3qwDJwtxK01pEWoMmVuV1gmLBoUUnASKU4wEWk1QqAxsYDTpDHI8N7WSYDgHwJ2f9/jz1IJRAD/Xinl7yil9gD+tlLqfwDwOwD+x1LKX1VK/RUAfwXAvw/gXwTZiv0FAP8UgP+E//d7H/Th643i6TZXXbHPvp3NSwqQsRYN+w5WwEcpFqMYXriBTStN9V4vJaPtGroJ2UtANP9t15J3Acj3XzZW/RAY2ZdH4cRcGYk5uyHm2mhcL8T8c95hWVfA6HeiwwkMJVKIY9cf1Dm5Rdf0tQpJMWKaJ8QQMc8T00c1Mt+QIiddlgVlHOXdRdP2iJFuuaHfV6DucjlXTkNhE8+mafDAt3/OtNi++uqrajQi/P7IdNUYyKNRTDi0pqRgbQg8U0w0UlZzaZuwhJk+c1CZTABjgdYFyxJg7BbmSm3au3ZrTdPAKFXlssYYQGkoJYeFhzWRWyRKrLaW/jtNWHoMux1Vj6VAqS3TQrAdgA7lfiDchSYvHloxIBczQlwQ1xXLumANUpGALcIJzKOJj0iOC5ZlxjheMU0zK1wDxDeicZ5lzQ5rlDRrhdPpdANEa3Rdi2EYyICVR9fzPCPGtU42RIkoEy+5lP5ch0Ap5QXIRRillLNS6vcBfAbgL4FsxwDgPwXwP/Eh8JcA/GeFhvr/q1LqXin1Cf+e73zEGPHVV18BANNh6QVIIMn9/X0FnnLOiJmBoLapZoyn04nGMvNSDxJjN/mrjKTosCBduLKbJ6CAg4oDPI1WmLmUatumLkDij1NKzvF0IveZsqXxhEijPq00Ygqw1pHIJsZ3PAo8z4nFBpsooA7zPGF/uKcTnmfcWisoEJsPWmNlrgJxBhqkkBkX2fzpyBeAYtnXcKrEoMvlUk1AACpBhfvg/R7jNOLtm7fouo4OV2vwwYcf4vj0hC+//AmGYYe+7+i9NRYpE105poxlnThLIOF0PsFZj77fIYQVKRtOk2I7LGvhmw5N07KsWgoihRS3+DRrPbquh/MN+o7chyiTAKx0JHqsIOZb60cVGm1u6vVjjOxFQTLG8brUkax8vlt1l3A+XfD11wnjKGEkCTlzPoAy8I2r4zuhB5eSOVWJbMSUIjHTuqzkn7kuEBNUamtCXYPruuI6XanKSuKaRVUfBckSJZv8ETgIRpFoDQroe3KISjGyEQ3Z3Ynz1p/7ELh9KKV+FcA/CeBvAfhINnYp5YVS6jl/22cAfnrzY1/y1773EABQ2VnXcWb31c0O/HQ6VfsppWkuTu68nmbT/JAM9t1uR6dsCKQvmCiQ0bHgJaUI7QxyjKS0E6VWzuQQVAClCnLJ6IcBp+MZIweN7IYB67KgFAICFfvkL1yWkcDIE3PRKpQS6o0mf+NyvtRTXWFzLJrnFfO8wLqGKgQH5EjjM980OJ4o6Mk3DcbxCsMGFykTaLSsczX36NseBVRaZx5FHY9H7HYDzpczlnlG23g45xHjhGVd4daF2JLO4DKecZ0ucLbBsqxQ2qDpBjz74DmapsF1PMEY4P7hgBAiwoVuISqXe3z88WckZeZxnXUG8zIhrAsAUxf6PC/o+5YJR8QEbNgGPYaAmfke87ziZ1+9IL885yil2hh439SWrBRgGieM4wXTPFfMwrJFVz8MGIYBh/2htiBU1ayYphHn8xnGmFphiF3abthBKeDlmxeYlwX7wx4hA9OcuIr0fKgq5ibQWmtMC2s9aUj4MjJWfBeJJUrrd3NI1ppaPHp/6HDUWiFxhWtAMWp08bA5aeGMTlVgrUbjGgYpE5SiAFVt/z8wFVFK7UD+gf9uKeWk1Peijd/1H/5U8oG6yR14eHh4FwEvGSmGOn67/WfoezjvcLlcsKwUshlihG9bhDXBOrYI8w7OGYwTpbbudjtEdvcFSnWASWVTKHbdgLbraASTCMj55tVrgCuI0/GE09MR9/d3rFPnhCKmL89hi7bWWmOeApSi2fw8z8hsgHI43GEaZ0SuWJZlRdcWNL5B22hcLhPm+Q2sc9CFcgwyCHfICpimM/q+4xl5wjQtuFzOsAablZldMfR73N/fAUp6YCq7JZXXKhrDGWsYA+j44N2wlmVZsa6RkfXI1zURgjIj9EL6WQMHv4QVawiY54C3b858SwbERKMspQyxFBUBjcenI07nE5Y1IBcFxbed946wE1AoiG1o07x4+TUUj2qdbxA5rLWAYPKwLrDsVEUHf0FGwDSdME4nHE9vqsinBoQ4g4eHO4QQ0fctsxwLUgiY5ytyinh8PFBbVkoVh0nVkIuvFGvnHZz1KJlas7CsaBoyIEHMpDPIAnZb1riQDbqR1OZIpCqJOtMM9orS9nZPGGM4AJcnCypszz/FOir9vsef6RBQSjnQAfCfl1L+a/7y11LmK6U+AfCKv/4lgM9vfvwHAL76U6fCTe7A559/XnJO8M7WD6UUKmVzIsaY5ejr4/kIa10t387nCxpB7xW59TZti2m8oGTyYbOGPeMySO9tyRfAWYt1WXG5XHG9jmjaK+4Od/jmm28QQsTDwz1WsbziBS4acpl3k3JOswOwwrIulfcPAMfjGff3D+Q2NNBhsIaFSDcAjscTu/Q2tW3puh5d3yMGDp60hvrpmMmgEiT62e0GdF0P6xoMA0muA4NAIVBiT2Bdu8y4V46zzrkgJrDO4Mruza+xzDPG6cohJzS2cs6zus3zOI8qGAl+mZcZ4zhVZub+0KPvWzRNi8PhgGHYoeSEt2/fEKYzTZjnCTEkdMxMXNcJMWY8/+gTzNMVKC3O5xNOpwBAwziLvR0QlgVD39JorIBEX11hvQdRoq3Zoyr/csY8Tegbj7ahhGWpwKhEppTfXIgoJW2FjDeLa5jos9AmVxoIkQ9OV4FYoltz+nTMsKYgpICUidqds3gpBiBrClBRgOVpB1Sh6QaPIHMhTUNKhJGUUlAyKISGVa/gEajWCiFHQAGuthpUfSo2avHml8AEGO3/6wB+v5TyH9/8p/8OwL8O4K/y//63N1//d5RSfwMECB7/fngA/w2UAoSYKnc8FfJkDyuNeC7nK5q2RUpAyRFjmOCch7UO07gitwrLfEWKBQ8PjzCGvPCsJSIGaQmu6DqPFy++rmQkscpq2hYlg/5O08I3pF0nh2mNpumQE1FLx/HCBJ4d04stvO9gLH0gVAsVtizffO3ariFVIoQmSqc+QN4JMaTau4lRRQxbEGbkePBlWTFeIt6+foXr9crefbGKlKiM1CRD1hpGbc69x+Mb5Ez8czCAuht67HcDnKXYsxQTural+XXXQiTOdIwUGA0+sDqswcDNGo/PDjXR2VoNYxSWMOHptOB8eV1tzmkyYZAi0DTkxLMsCY8P97hcL4jxiq7j2bs5oIA0BwoKOUXYVlKaW4zjRJ+ztTABcM5UzkTmDRlDwX6/w7qsiIGwJK3JxRfAOxmPChToAbVlEihdkEuEMQoxJ2guuZUCUo6kF1Aaqrxr7LI5XmkURarDkjNbkinEXNhURUFBwzGLsY7AtYHVbLdOFCVkUBCP0QoxRLa6DzDWUqnNjFDtgbAK4LhlM37f489SCfzTAP41AP+XUur/4K/9B7z5/yul1L8J4CcA/hX+b/89aDz4R6AR4b/xi/5AKcDptPJtL4lAmckZASgFvmlQplgdVZz1SBHIOcAYutGFkLIsE7q+h2s6OPaiOxwO+OKLz7HbDTidfkDxWJRBShbPitxgdrs9PvnkU4rPzrHOXxUUCmMrKQSknLGukemzFJVutMYaApZlZsCNgL15Wpkq+wrjNGKeFozjhOv1wv2nxTA8wFlPBCBv4Typ4S6XM0IkcdR4vaJtW3Rdh4eHR+6HAahEsVwq4+n4BkMvMt2O6by2zpB/5Vc+RsqU9GR9i+PTEQoW05SwKCCEBTFFHO4OKOJVpx2u45XlzQu881jDhFKIDZdLqey7vu0QueT1zmEaRxiWKiuQX2KIAV3fkeOy3gxXQlzhs0OMohQk0462oejtBMP6fTkkTE1galviOogdlxC2Ss7Q1mLYDVjWhZl2ihWI/PmnhMxsvHUhohbZd1PNk6oCUFdqc4wRcd2SqWhCsRmCAqjCKU5ErQAy0Z5xM+pG5UiIw7PSCs44aCORZnJZUp8fwoJlFt2ERtN4atu0gTMSZhKZTXiTwPwdjz/LdOB/wXf3+QDwz3/H9xcA//Yv+r23D20MPvuVT9E1LazzaJu2jv4aT1bj3jd8DxU0bUcz2UjiG2MkdgwV7IFStJFjoWTWnKm/m1ao0gHFYB5XhJUWfY4JuWR88/ML/vAPfgKAUPt5IZPPxMhyjIFuAk3qu6btKBglS6kdUZiN+PbpCWEN6LoejW9gnMbDwz3u7vbY7wcUPMM4XqmEVxlK8Vg0Z3jTo99ptB259dzftyjlWVXV0Uz/WhVjRC/e49kHBxht0HRMxGkbrMuCvvMIMWOaKRbSWiCGKw57EhOVnOj3GofetlAacNrAWpp3D0PHP8c3mrNwzuJ0IdorudtYoCgYSyBtx2h+DTJhJH9eI5rGVxo0cesVDvsDTX9C4L9Bn3FkYFWmPiEEOCgYQwlS4j7t9BahLgEj0rNTECmBZXLLZx7jakOl/BpWCr5J8UY3QpeU8Ato7BgqPds5hwh6jqRJMMhxy2cMObN3ZXnnNYjJCI0pEyLvMGcsMQAVve8lF55eFaiSYS3hFYanSlW9CZZ9C11dixHPyqPIPwXL1cd7wRgMa8RPf/wNjNZVANE2BFKlQk4sYDkr+fChmk86r+Gbhrz4eD4fE+nulVYIKxmYEmpribBhLWIoaBqSja7zzJtqRCnA4XCPru3w8Dhg2H0EqIznzz/ADz77jDkAEU9PR7qV2hbn8wVPT0c8e/asxqJtCrYVl/MVX331Fc7nK4E7OmC8nLlEyxiGBsZ4lELtAVmb0XQixATvCLQjgI0cjFPOaBrp82RMCRwOe3peEEeigta30NrAexqrUZpTQU6hElCMIwWj9y2K4oMzRuIXaHLaFRBQa/LtD5G9CRmf0dowG86g6zgKLhd418B5ClwZ9gOG/bBlOnK5mzN55WtFzwUgizdR4MmGA1jXr9iKKxeq6LCJqErK1EerLXyDwMv0zo1YCsl0G99Upui8LuiaFu1A4qp1JQefdZUcBYu+b9H31N9bNo3JfBiLKhRAFXcpvTFcATJ5tVVFmOqBIyxKrXRlGhaUaj6jlCILskI4GbRijIOqFTFAIUt1Xeny2lrY9582DKR0Rim6voFrojKv7zuEQCSLEAqahnP4DAFB6xqwLBecAeyGAVAF8zxST1QyubesAcMwEN8bwDTOTNxYgCLuwCuUAqx1OJ+v+Obnb6sAB1DY7Qb0/e/j2eMjjNN49vjISbkBfbfHw/2HRCMuicA6a7AsROMdxwnOGzQNOQoBwHgd8X//3b+LdV3QdS2WJeJ8IuPReaJelyy4AuaZfo+1Fsu64HoVdhnfMGxoqRSxLvu+q3oFwljA3AgegyJDK4Pz5YSSRePA7L15RkyhTgFSzpUpuMwLrCXSUEzhHfIQvYdbCGqIGmGmfnldA/Hgb8xDJFCkbdpazVCAyVwt1g6HA0IMUEwcssZQjJki4LNkijPTmoJBpmmq47hb5uk8z1jmGf0wVDQ+5wx3wyMRsdcaIla1suGqYvIRUbVjXGFMrlbmxmgsy5Y9Ia9BIuWEfSqHhBwEOWfigICCSuVwE1KcHBay+QnD2ZyVEkoNUA2R/Aoa39T1ujlMMcBptvCS73q8F4eAUkDbKIS4IiwJyzozdbZBCD2HRGwx41oBKAbrkqCNRU4SOrnSgRIzUiJTxrKy6CgD58uZIsVE2jkv7M66BTzQ5ZCgTYHmnkyBbM7evH6Ny/kCKI0/+Ht/hGEYajBp13Zouw7Djlhcd3d3+OST55gCjeqeP9dYlgnX6xU/+tEfYegG/NZv/aPo+x5393scj28RmSX2sy+/wsuXr9D3tGhfvXqFZZmxLBOMsXCtjLDkFiCyCFVIFo1voBXbVGcOMFEGkW9B6wys0+iHARp06GbZ7N7Bw/ImMQgx1U04DMS/n1nVdjod0XXEIxDn5/3+QJHx4wTLVu+73Y4nPMQ7V5mQ+AKQbJzZoYBG23bMYlQIMcHaBvMyVU8D2dS7YUBhSrB1xB+Z54n8BICtwmGXqTp1Ym8CsAoxlki5C8w47Z1FWFbOf/RoWmIYfvTRc+z2e5ScMY5EM//jP/4T8sEom9u0fC4pJVLyKVXlzzLas9YicMuR42boKpu/YgWacCrL49icAXJWJqPYXCivkfgCgFKZX28PSVpSHHAj0vLverwXh0AFV7QBDICiCS5nwM01jmTACmRcmRItTqXQNGK4UBBZi0321aihnBkZuTDxQikYpWrIp1KbT568UTlR2f3mzTdomg5N0+E60gea5oiV1WWX8QxrDOZpxDSSXbhxFpr9AB8e79G2HR4eHvD4+IBh6HB/12O/37MLDXAZqUV4Op1xPp3Q9zt88Ss/hFIOpSSmhjqEsBLpyXsobfHixct6O6xxreQjY2nMtIjmwXt89NFHmKYF0zyhH8TIlRxx5OCzzqCkUqXb1lHVJCrAGBKaxsJ6B6gIy0pPIUgddgeknHA5nVkmqwBkzDz+8r7BOC2whkgwKcYaYlqyYXZfRtu6TRHpLQCKngPYaVeRJPpyvqBtyfsvXNn4pRBRi6i/pE6dprluUu/J8mtZVywrcRkoj4Ft5QLFqhutEXPBNM1YU8S8JByPE7q2x93dAVDA5XLC8Xgi7gSIik6tkIYCuU5fxxnrSixRCYMpBTDaoW0IrO3v99UDQqjLNH4mrUvDr1Hcitd1YRyDWi+jac1670lIpFGFXpmeErT5/lYAeI8OAcnUs9ZWxh9A7LgQA98aK0s46dYTQEgAm28LJ9quweVCVOOUyWfAGkuINZuXSiqPnNCVm2621OJlmdE0HsY4Iih5ixgX4va3DeZ5glKAseQJmHNBDCuOb5/wNr/Bi5/9jOi9KaHrGuwPO3z8ycdAAc7nE+Z5wbDb4+uvv8HxSEnuRmmefSt88MEjfvD5p+S3oDSmacY8XxBjgtIOu9xiWQgAssYzGYj593HFOI+A0uxTyGEanHrTth3JcVMClELbdly+EqW473t2Ru7Qdi1CjMg3a0opQtXHcaxgaQgrSga1Y1BIMWPJK6x2ZAZSwGPVBgp0aIc4Y5onBM568G3DSckUuU3ZCy27RWuEkLCGuSY1W2M5xntF03qkGLEsE6AzjLZQhaq5t09naKPReMJyYsywA8ufS8ESI0pOmMYRSmv40mIeA5Z5gfcNvv76JRGpeGOJ2Ehrg7btyOvQs6EHaTk3Yg/EgMbDO8OHGP0eYZXKYSAbWMxYyB+jZwBZMTWd7MhijCwuk0wJ0pesMfAhVWq1+12P9+IQ+LZMWMYohVVvikEhiRDTRtd+6/ZnAPL5p/IzQxmDpm2qC/GyrlCe3HFEeDLPM3a7Xe3pREkova3MfSX3LkZ+rt5yL7nCe8uCoMIgJphPL3059ZFN0+JyIcvwly9e1b+zrgG+dbDWcC9acH93B2s9Pnz+Ifa7Ay7ngKc3V4zTFdfrhRSCqmDYDTweJYFMzhFaWVjGLT549pyNRVt89dVL/OzLn8IoS8k0pcBZjZmrmAyaiSfW/5PP4IVFM+SH13YdGu/pUA4rgVtFk9Mwj+C0UvANLa01BEzjiLbpsIYF67Li/pFUldM0V/2/hkXjyWSlZfPSZSHhV8kaWhl8/eolvGu4tDcosJjmxBVJhGWR0jwHst22hjkiGd61sN5j7+h7Q4hwjpyH5mWBNgbeOdzd3dX15L0D+y4hpUQORd7XNOJ5vqJpfF2H6xrrdEp8Fzq2LZOxd4rE4RAh3LcfglHwRQ/nN5MbmS4IAEnemqniK0ZIThzjbrSF8oaVhu85JiDlmuStyewXhVgBGcDjwyM0K8cC03PFUXdjGZL3H+kQCC/u7u6I/RYJPwjLCmMArTfb8M3JR1URya3JCDGwZhbhbOYl8r3y/4U3nnOCMRop0bNPKTAoF4kZZhxiINSZ9wCWZUXOdBBAAcfzExrf4cVXL/FCvaISUGmsy4ym9WiaDsYo/ODTzxHSglKAy/WKdQ1omhZaUcbdw+M9Pv38B/DO4R//J/4x/I3/4vd4CkI8h2miKmdeFlyZ8ty2DbIrCGsgSnPXAlrjcjqjQFUHZjlIpcppW54IKANocvld1oRSDEIqWEOGth7zHHgioDEtM0qmcrYohaZtkdl8pGk9urbHGgJiSjjs9hR6CjoUCuMESmkcdjsYvSUer+sCw3x5bSy6pq0iMaJQk/pzXReiFZdMdunMBwjrSlgF80OmecI0jZiXEWIA8vOff42uI7wAALc0qa4jgDAPoSdXmTdXobdYQuG1Xjc4qLUoZUtsRmGbO6AKwrQhYDc3DUqhcWQWL4OkoDKZxYi3xnc93otDQA6AWwkngLqxc86YOEdAgJYt3mtzU71er9U8JKaIDECnRPNpReaXqoDRdtq4gqjKZhbOvPxtQZljFGKH/lOGonJgzPNcE3El8kyqENrcxH6c5yv34RY5kUvM/m5/I0PN6DoPIGNZR+RCvR71+GRYcj6LMlDj1374Gzgen6BVi74b8PLFSyLu9AP+6A9/jB//5CUtlJRxPi14+/bIegkK2JznBfMy11GrgoX3FgkFCQqXcSZtQMwYX7+Faxx2PW2qy+WCw+EOJdFosG16WI6Pb1rArz3osFPIeY+m8bCMXzhH+YBCs6Y4MgsxCwHoPbIchioHodYGzjqsgTIJAKCkzIKxxCSZgBgpFDSXQlOPEHA6nXjdFIRAxB5rRPvAuZHOwRqOJ9YyeryljMu6U/jJT77EstB62O8PAI87Zd1KmylOzO8aszLZiMNFMo1xAL2NE6liA12IcstzOybfUyAehTwoVRqNM5zhGbnNeO9TiVVN9wVQpb3SS8ntL6MPCfEUrr0cDiIXlpAQLX0YOxQRXdQgceoNleljfQ7SgtyOl8R1mObjhk9ujfOZuAA5F/R9V0M1aXPZKl0VjQGBjaGKd5qmgfc0PoTKzNF31UthHGlyMS8rwhphrWd3ZJIzX84XTOOIH/3op/hb/9v/idPxVEeF1+sV93f3ADgYRRGJpeSC6/XMpiktoAK6tsFuP+BwdyAPwUKAaS5kfLrfH4gIozSeffAMbddBKcA7jRAo3MUx/dUYW3XrxmkYS5qDLQU6EgagCZtIeaNE55QpQ3JckNKMmMg8NDPRa5omKnsjOUhfr4QXUFSXgzUF2hScLxfsdns2GSWhk2URkbFUXSq+dIh5SPiSdQbO09hPxGU5FzZiob5aKfJIEOJR3+/w/Dmtx6enI4aB5OzWWjw83NfD4HoduV0xaBoHY2zFsRRT41NOtfWUVjTFyBoTXyhjAAAQ50lEQVSJjeijzHZBVe6BHDiaRFRy0AhZioJe33OykGw8YANIpCzybLRxPp/fIU1sjK6NjSVmH1qRS2/OGV3TYF1oHh1jYDPGlkGn+M54pp6smWbw0teRCzHJX9u2RVEavnF4enpC3/W4XMbqjEMHERlIkt6byjNqYa7wvoFvGixLwvkyIawzAUgFyGWCdw1CSPj5q28AKMQUMY5X8rtrG7LMbhvs9js0fYfhsEPXdvC//qtkgWVtHXn1bYO2aaAVZd11XQ/xHDBawznFM3m6pZzfdOzkDsS5iHp7n62l6iVE4gCENeJ6oRHe0/GI0+mE8Tqiaejv5UQb6Xo5I5eEZQl4/c2JAjdSxDfffFPp2MNujw8/+BC7XYuUAw6HPbq2wel4Jl1BShi47LdGI6crmn4P31DSj7UWvqHnhELVgNJ0QJWsEBZqx0gBmXC+nNF3PQGOgcazDw/3UKxozSkxSZ2VrYkcowxjEjlFaN2h56poniektGJZJgSOTptnio779NNPObJthfeoazexTwAY05JWs2pImBwka1OXgsz8EG2IVCS0ZDrsqVrKimBJrS2TwP4hqATo1ZAdc4oE3MghsCzE6Ot7Gm+RQ+2CfuiRQoRvWgr7kEgs76ANSXmnZaHYLGuhjMLlekEplISrmLtuGAQTKmkxRE8+n08oRTEFNON0upBUN4aqfwebR0AREnw8ES3XaPpA2pbQ4s626IcWvmlplGfI/WWeZ3hn4VsP7xvkQuVj1/Kst5DRpzxXgKiv9Dot3yShJhSxoJaQest+fVC8mBUu11N933MCYlEwxtNtlBK/NxFkhcc3GfsuCANxYT+FUra5OKBhrcHjwz3u7w9w1gCcIqyUwnLXw1mOzvohmYGUnLGsK5mGovBN6UFZgCRmKjnj2QdkbzZxu+W9x24YMM0TEpujeNcigyzen56OmBdaI9+8fo1xnPD05gmHwx6Pzx7w/OPnuLu/I78BUOK0d54OZ/Z2oB69gIxEC4/pKI5OaVunLEpJovZmKUfkt4KnpyOsNXj27BH393dMCuINe4MFGGtgxc8C5GglRiV1a8g+UdS6aBYtQWYQRKJAThmRqwchFInRzPc93otDgCoBeiHT9YJ1iRwr1SEnRYs1cLVQCq4j6f2H/gDfWC7DI7zv+EAhgEbziXo8n4gI0vcYBsomuL9zXD0QzTKEgPP5TPNitmn6eH9fS9yu62CNRy7EHKvhDyrDOcO23ps+P8UIw2M47z0j1aDak19zWGPNA1hWGtGFsCLEhMvlDQlbYkLbeRzu7lBCQi6pEmKWSUAii+k6gw4Axd5/BRNIk57YQx+loKitH0XeUojlBqrovqeRqFIa1jgskVo1atMMpokjsJqGU4IttCo8w/Zc3WQYq5FCgDEkcHLWwnvy8lPaokfDxhoFKSSUklAykV+MNjThaVp43+BD5yHR40DBbthTi6VoM87Lgpwy7u53eObIFu46XrHMK16/eoOm8/jwww8oV0Ip7A/35PmPzK99oxWnFFEyCaqoCqJDIKyxHs6JxT+S9ryuK19G1GJ+/PHHG1DN750QvDa1KF/mjBMEBgA1c1m2lGPh0yTkBChloHQGOeAUIoOlRMA1DFLMqAcOr4Hve7wXhwBAgpM18qzbWTRtC2/Jly8XRaIhBpAanmVb30Brcv31DbH0vHcwVnPGXOJo8Y2CqRU5G/uG6MSehUpKEUI/TRPRZpWGtw2sNTgejwhrwH5/gLIaYZ5wHUlFVxCrw+wyz1gWMkM5PR1xPp/JGLTvMY0jpnlBAdC0DcJCFF+Sg1JoxN09TTJCjOh6Sv/x1uPpmDDNFLJijUGxcivnurAAVHqqAHFFfAS04SisDOsMuf4asuKWQ0AWpTWbNXoIxAy8VaHJghTDVzG7lN8h7zN59pPFd8dmJfKztAk41YftyMg5TVezTQr+0LX3pVtQ+Pv8etnuTYxoxI4s85C95FK5IYdf30Nrei3LMpINu/PICeRilMi3P2dKhKa0IVWZezlnrCHVOb5WZFUCBczTXN2Kd7sdHh8fqXqEfkd5eNvHv0MNNluoCVmBMA05s7swHxqKQc5SNIDEIHKs0XEEDxD2RZkM5F1pGEf4vsd7cQjs9wf89m//NmIm8AQgAYvWpMM2dsu+E4RY3tiwktKPPpxUZ8uaF5qYK0RNgRMpJbx+8xre2wpE0nTCQDziciHKqghaxOR0ZHDKOcsnNJByQEqRgasVMbIPQEoYuh7WOrx985b9BsnjQKPAOc1sxJZUc0gIYcQwOORCXHXvLLUaMeN0OuF4POLu7g5DP1BfW0g9JrbkAOrGoX/Y8FKwFBSWXzOekre0oNtetJSCyIEghZNvlNqIKwLEam53KDkpVkCVdPyxmlxqVrwJ8i8H1LKsKCBCVte1pKa7cWVelrXiPWTcIa69lufyKy7nC3IqMHZLgiLsgtiBMgWS0a6g8QUKeo1MikqQyC7nHU19EuqlIweduFDXyonNPg53B/TseFUK3eoyylPx5kC7sbJ7p/cvhYFTOgC10igZbEdOVPBS+DBGgTOk1hR1YlhWHptaKAVuY2jCcvu5fd/jvTgESgHCWpCLxvl0hdFgVdSMkjOmmTjzt1bLhOIWNv7M3L9LYKNF4TGRPORNIJFGRlGpjqqkVBKwBkVuSEKIZ84sFBqydQbH45l43ZpuVJIYe1yvI4Zhh7Yjcow2Cs5bDK6F9eS9T+rBghhnGMPWZHOEY29B+tBQb3JohcZ6nE4nvHr1Cg8P9+hZ2tvyjF429i3RaZO/0nuQc0HiTSZyW3mkVFD+3/bOJ1SSqwrjv1PV1dX/3uTNe1EJMehEsslKhxACSpZqshndZWUWghsFXbgYySZbBV0IIigGoojZqJiNoDiCK6NRJpMJwyRRA8aEeQnG96+7q7uqjotzbnXl+TqZcZKpbl590HRNdc/r7/btOnXPued8R21ZbplohfuSi/ZgdcWdeqFLCBiGrkehfNc+cyEtHhq6hgs97nSZe+Vc7v0NZ1lW6TUGzfxghILSctebyYLw5hsWQE0SE3QJK7ssmzEaDdncPMVoNPILyfbiQ/eeSBa5HvbbWnQGKgt77vf7bG1tVdH88N2GpB7T+PM6AF/F1OsAQgBvURFoyUvhc638Wr1qMK58d6GsfgsW67EdFtWSLJ9adWcsiJQcHo7pdLqkPdsBCiKm9rpUvJdhJYzAwcE+Fy5c8M41Sr+fWoDDdea6vXShmuNaAR2fgLRnslF5nhG7v6llQa6WpBPHSSXLHMcx2TTzDkTKzI1E+KJCUkYkIQAEpimuluiDVnfm7a0txuNDpjVNQet7NySfz9jfz9je3qaXdr2ZRMgktGKQTicmm5oikBmKtLrg7G4bmn2IJePkOb2+RbqzbMLe/i6xRGxtbVVLc1gkkYQlfH2/GhbL+fpFXHpT0BCzKLFVWIgP1PM1wqNyr7wBxrzIoVA6tfTUcEfv9/tv2/UJfyvPi6q4plTb0hoMh1VANVycaeq9Bb2tV1DjqbZuRapOPbGPP4yv0/Fux2bZES8dLrWsavUBD+r1zdUId+IiRzzwJpEpVNl3Ufo2YeKdkKyAa2H41OpfABGlm3j6XwyhHHuhVRCqC8WUs4HpZEIUWUXrZDJmb2/PIv1xzCzLGA5GlAUU5cxFTmdMJhl7+weWD9OxMuKNjVElgBoyao/DShgBUAYjyz4Lopyo0pceRVkQx6GH3JQ0tZJJqxswGehxaemnZaHEIozHU7rduJrg6XRMkLYaDl0C2yc0/AjDDyeKoqpBZ8gkrKoXXUeuKJTd3besN0JZkKRWL3Db6Q3Uc7nH2cT3tL2/QJKQzfPKlZhOTdKslyS4+2YFLf5ZIvZdlBqSSSAm9pVESRKbtsLOzjV6gz7DwbBaLg8GgyqJxlwaO1/feq2PN/eWXeFuZdFtDyQJVrOPNUGt8uC9k1AwJHEcQ6Te1nuRdxEQ+Jgoicm9dTod38vw/+fHg0HPL6qgE6j+UuBofwc1F8e2PS0NOorFt3iDAbTPN+Vdb5DqZeP2cL+9dE0+G67r/FnspaoA9FiElloFes1Fjav4RzBKZkjKReZr9b3bqjGfW+B64irWs5m7v5FFBUI+QnBD5nnuNRKxb2snzCaFNxYxNarCy8vNpe56nEbdHVl+9a2EEbC7RYqILce7ScJ8ZhHnpGsR4cFgg6STkhcF83lJJB2ijlnSPM+ZF7atOBoOmU7HzGbQ71vTja4XdFgGn0XRu720WqIGyxwajYRmllZLYAq3tkqY001iZnkOkdDv9Tg42COKEm+uOWdyeGjFMYmJn5aeNLS5uQlSYH3prC1UUsYkacp0MqaYzSt5tOnUAmASeyea0gpxOpEJpoLlRJw+fRtFUfDWf3Y5PBxz6tSpyiUI46n0AzxbDRZVm0E5N4Sk7KJVgpZhCPZZGa9WAatwgQRvIhiMOI6JMJeHovTyZpPysl0RW12IB7EQKqWfUPRV/1yJghtncxz8afvM/G21+KZJUJAXihZhx8MqA+NOTJD2rvvidkGaMEqeF+SzebU9mLnRqIKSUB1XLoEtFQnZjYDlUMyy6r3lrEAwd+lg/4D5PKMorb6hrjUQRWGbWr1AzcYbytXzMKdpaqXyFCyEZEuSJCX01AhzHLQmo4rr8ZB38hVuFUTkDeAQeLNpLjeB21lv/rD+Y1h3/vD+juEjqvqBoydXwggAiMizqnpf0zz+X6w7f1j/Maw7f2hmDMvXCC1atDgRaI1AixYnHKtkBH7QNIGbxLrzh/Ufw7rzhwbGsDIxgRYtWjSDVVoJtGjRogE0bgRE5LMiclVEXhaR803zuV6IyCsi8ryIXBSRZ/3cloj8VkRe8ufTTfOsQ0SeEJEdEblcO3csZzF81+flkoicbY55xfU4/o+LyL98Hi6KyMO1177h/K+KyGeaYb2AiNwlIr8XkSsi8oKIfNXPNzsHi2KTW//ABMb/BtwNdIHngHub5HQD3F8Bbj9y7lvAeT8+D3yzaZ5H+D0InAUuvxtnrJ/kr7FcvQeAZ1aU/+PA1495773+e0qBM/47ixvmfwdw1o83gBedZ6Nz0PRK4H7gZVX9u6rOgKeAcw1zuhmcA5704yeBzzXI5X+gqn8A/n3k9DLO54Afq+GPwKZYC/rGsIT/MpwDnlLVTFX/gTXIvf99I3cdUNXXVfWvfrwPXAHupOE5aNoI3An8s/bvV/3cOkCB34jIX0TkS37uQ+pt2P35g42xu34s47xOc/MVXy4/UXPBVpq/iHwU+ATwDA3PQdNG4Dilg3XZrvikqp4FHgK+LCIPNk3oPca6zM33gY8BHwdeB77t51eWv4iMgJ8DX1PVvXd66zHn3vMxNG0EXgXuqv37w8BrDXG5Iajqa/68A/wSW2peC8s1f95pjuF1YxnntZgbVb2mqoVaFc8PWSz5V5K/iCSYAfipqv7CTzc6B00bgT8D94jIGRHpAo8ATzfM6V0hIkMR2QjHwKeByxj3R/1tjwK/aobhDWEZ56eBL3iE+gFgNyxZVwlHfOTPY/MAxv8REUlF5AxwD/CnW82vDrFyxB8BV1T1O7WXmp2DJqOltQjoi1j09rGm+Vwn57uxyPNzwAuBN7AN/A54yZ+3muZ6hPfPsCXzHLvLfHEZZ2wp+j2fl+eB+1aU/0+c3yW/aO6ovf8x538VeGgF+H8KW85fAi764+Gm56DNGGzR4oSjaXegRYsWDaM1Ai1anHC0RqBFixOO1gi0aHHC0RqBFi1OOFoj0KLFCUdrBFq0OOFojUCLFicc/wXuy+HboD6cPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from tvm.contrib.download import download_testdata\n",
"from PIL import Image\n",
"import matplotlib.pyplot as plt\n",
"\n",
"im_fname = download_testdata('https://github.com/dmlc/web-data/blob/master/' +\n",
" 'gluoncv/detection/street_small.jpg?raw=true',\n",
" 'street_small.jpg', module='data')\n",
"image = Image.open(im_fname).resize((224, 224))\n",
"\n",
"plt.imshow(image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"t = TVM_handler()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"ename": "TVMError",
"evalue": "Traceback (most recent call last):\n [bt] (3) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(TVMFuncCall+0x70) [0x7f81caff58]\n [bt] (2) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(+0xbce458) [0x7f81d21458]\n [bt] (1) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(+0xbce2d4) [0x7f81d212d4]\n [bt] (0) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(dmlc::LogMessageFatal::~LogMessageFatal()+0x4c) [0x7f814c202c]\n File \"/home/pi/tvm/src/runtime/graph/graph_runtime.cc\", line 449\nTVMError: Check failed: in_idx >= 0 (-1 vs. 0) : ",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTVMError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-25-b5c6b97954f1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_detector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtransform_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m<ipython-input-23-f5380eeea5f7>\u001b[0m in \u001b[0;36mrun_detector\u001b[0;34m(self, image)\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0;34m'''image should be already preprocessed and in proper shape - (1,w,h,c)'''\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[0mimage_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtvm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimage_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 74\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_output\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[0;31m#end = time.time()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/contrib/graph_runtime.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, **input_dict)\u001b[0m\n\u001b[1;32m 166\u001b[0m \"\"\"\n\u001b[1;32m 167\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minput_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 168\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0minput_dict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 169\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 170\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/contrib/graph_runtime.py\u001b[0m in \u001b[0;36mset_input\u001b[0;34m(self, key, value, **params)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 156\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 157\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopyfrom\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 158\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0minput_dict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32mtvm/_ffi/_cython/./function.pxi\u001b[0m in \u001b[0;36mcore.FunctionBase.__call__\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mtvm/_ffi/_cython/./function.pxi\u001b[0m in \u001b[0;36mcore.FuncCall\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mtvm/_ffi/_cython/./function.pxi\u001b[0m in \u001b[0;36mcore.FuncCall3\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mtvm/_ffi/_cython/./base.pxi\u001b[0m in \u001b[0;36mcore.CALL\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mTVMError\u001b[0m: Traceback (most recent call last):\n [bt] (3) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(TVMFuncCall+0x70) [0x7f81caff58]\n [bt] (2) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(+0xbce458) [0x7f81d21458]\n [bt] (1) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(+0xbce2d4) [0x7f81d212d4]\n [bt] (0) /usr/local/lib/python3.6/dist-packages/tvm-0.7.dev0-py3.6-linux-aarch64.egg/tvm/libtvm.so(dmlc::LogMessageFatal::~LogMessageFatal()+0x4c) [0x7f814c202c]\n File \"/home/pi/tvm/src/runtime/graph/graph_runtime.cc\", line 449\nTVMError: Check failed: in_idx >= 0 (-1 vs. 0) : "
]
}
],
"source": [
"t.run_detector(transform_image(image))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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