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166 lines
336 KiB
Text
166 lines
336 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 3D object"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from mpl_toolkits.mplot3d import Axes3D\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "ac1cfaca9b674f7791becfe512e65b24",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def load_obj(file_path):\n",
|
|
" vertices = []\n",
|
|
" with open(file_path, 'r') as f:\n",
|
|
" for line in f:\n",
|
|
" if line.startswith('v '):\n",
|
|
" vertices.append(list(map(float, line.strip().split()[1:])))\n",
|
|
" return np.array(vertices)\n",
|
|
"\n",
|
|
"def plot_obj(vertices):\n",
|
|
" fig = plt.figure()\n",
|
|
" ax = fig.add_subplot(111, projection='3d')\n",
|
|
" ax.scatter(vertices[:, 0], vertices[:, 1], vertices[:, 2], c='r', marker='.')\n",
|
|
" ax.set_xlabel('X')\n",
|
|
" ax.set_ylabel('Y')\n",
|
|
" ax.set_zlabel('Z')\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Load .obj file\n",
|
|
"file = \"Images/FinalBaseMesh.obj\"\n",
|
|
"vertices = load_obj(file)\n",
|
|
"\n",
|
|
"# Plot .obj file\n",
|
|
"plot_obj(vertices)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "299187e331be422495b06bda300aa4c8",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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Fxlq0gUmEVIikeHKMIwVhtBzjeARpaIaxfBvg3PxqrNg6EoQEsTJIABLEKkeSJFgsFqjVami12piblh6PB83NzfB4PDh8+DCMRuOyx06n2JLnFLu6ujAxMYEdO3YgOzsbc3NzYUJDzsc1m81xnfNaJl2vVawcY7vdjo6ODvh8PiW2zmQyITc3FzzPKy3gRFhOEPp8PgDRbWdIEBJE/JAAJIhVSqi3X1tbGzZs2BDTsHlmZgbNzc0oKCjAvn374vb2ky/iqUQWqE6nE21tbeA4DnV1ddBqtfD7/WGVJ1loWK1WjI2NQZIkGAwGZcM0WhzaWmYlc5WJEG+OsdzOl7fQkyGaIJT/eb1eEoQEkSQkAAliFRLN2y9a9UeSJHR3d2NkZATbtm1DaWlpQveTzgrgG2+8gdLSUtTW1sZsNUcKDafTienpadjtdpw5cwY8z4d522VlZa35i/75fvzRcoxdLhdsNhumpqbg9Xpx7NgxxW7GZDLBYDCs2JQaCIrCSEEY2jJWq9WKIFzKBokg1iIkAAlilRHN2y9apc7lcqGpqQmSJKGurg45OTkJ31eql0BkQQoAW7ZsQVlZWULnkpOTA5VKhcHBQVx66aVYWFiA1WrF1NQUuru7odFoYDabFUG4Em+7eMi0WcRMOB+O45CdnY3s7GzodDr09fVh27ZtSss4Vo5xOgShx+NRfoYEIUGEQwKQIFYJS3n7RQrAiYkJtLW1oaSkBLW1tVEH9OMhlRXAUEEKQLEgCSWR++I4Drm5ucjNzUVVVZVidmyz2TAyMoL29nZkZ2eHVQhTHWuXaZyvFnC8yO/TpXKM+/v7lSQT+XVKRY4xEF0QSpKE0dFRVFZWQqvVkiAk1iwX919DgrhIWC7OTRaAoiiio6MDU1NT2LlzpzJLlyypMoKenp5GS0sLiouLsXnzZjz77LOLfibe+4l1kY40O/b7/cpcWl9fH9xud1ybq6uZTBOA0ZZAouUYy5XcmZkZ9Pb2huUYm0ymFbX2IwWh1+vF0NAQysvLlQohz/OLZghJEBIXOyQACSLDkat+S8W5cRwHj8eD48ePQ61Wo76+HllZWSu+75W2gENnEHfs2BG2pJKssIzXSFqtVmP9+vVYv349gOAWtCwIOzo64Pf7lc1Vs9m8orm0TCHTBGAsH8BQeJ5XKrlA8P2ezhxj+X2nVquVCrdcXRdFER6PhwQhsSYgAUgQGUqkt99ScW5utxtTU1Oorq7Gxo0bk964jGQlFUC3242mpiaIooj6+npkZ2cr37sQXn46nQ7FxcUoLi4OW1SQ49AAwGQyKTOEK2lDEkGSsYGJlmMsWwOF5hiHtowTmfWM/CAVLcc4VBBGLpWE5hjT+4NYzZAAJIgMRE5FkKtvsS42fr8fbW1tWFhYQFFREWpqalJ6HskKNdl2prCwEFu3bl3Ual2JAIxmJJ3MMeRFhbKyMjDGsLCwAJvNtqgNKQvClVSdzhersQK4HIIgwGw2K1GFoTnG8qxnIjnGy1nSLCUIA4FAWLRdZI5xJj33BLEcJAAJIoMIjXNbquULAHa7HU1NTcjOzkZxcfGSF71kSdQHUJIk9PT0YHh4GNu3b0dJSUnUn0tFBTCVFUSO4xbNpUWrOoVuGCeTjZtuMlEApvp84s0xDrWdCX2tEvUkjCUIA4EA/H5/mCAMzTFOVRWeINIFCUCCyBCWW/QI/bmBgQH09fVh06ZN2LBhAzo7O1Nu2AwkJtQ8Hg+amprg9/uXtZ1JRQUwnYT6C1ZXVytVJ6vVioGBAbS2tsJgMECr1SqtwkxZKMkkAZhMCzhRouUYy4IwWo4xgBWJMxKExMUCCUCCyADkqp8oiktW/bxeL5qbm+FyuXDw4EGYTCYA6cnsBeIXarOzs0rSyNatW5e1W8m0CuByRFadfD4frFYrJiYm4Ha78fLLLysLJXl5eTAajRfkgp8JPoChpKIFnCgajSZs+Scyx1he8ujr60vJNvhyghCInlJCgpC40JAAJIgLSOhs0XIt39nZWbS0tCAvLw/19fVhbS2e55WLTSpZbguYMYbe3l4MDg5i69atcRs7RxOA8VaKMqHCpdFoUFRUpAjv7du3w2q1KlFokiSFLSmcr8i6TGsBn48K4HJE5hiPj49jYGAAXq83LMdYfr3kHONkiSUI/X4/fD6f8n0ShMSFhgQgQVwg4m35SpKE3t5eDA0NKekZ0bzV0tECXmoL2Ov1oqmpCV6vF0eOHIHBYIj7uKutArgcWVlZKC0tVaLQZKNjeS4ttKVsNptTYtETjUwTgBeiArgcKpUKWq0W27ZtW5RjPD4+jkAgEFbNNRgMKReEcsVf/tAWKQjlLWOCSCckAAniAhCPtx9wzkolEAgsKbLSJQBjVQAtFguampqQn5+Pffv2JZywkekzgCuB47hFyReyr50cWafVasMEYSoXeDLp+cmECmAk8pgFsHSOsbxlLEnSIkG4ksckzwfKyIJwcnISY2Nj2LVrV5ggDN0yJohUQgKQIM4jod5+kXFukUxOTqK1tRXFxcXYsmXLknNKqc7slYmsADLG0NfXh4GBgZjVyHhhjAEDA+B6esAFAmAlJUB1NbDMPFYqbGDOJ3LMmclkWhRZNzw8HBZZZzabYTKZYgtqvx/c0BAAgFVUABHCMdOek0yrSAJLbwFHswdyOBzK6zV09rkP3TBeaXtfFoRyq1gQBKVCKLeMeZ5ftFSSac8rsfogAUgQ5wlJkhAIBJZt+YqiiK6uLoyPj2PHjh3K7NJSpCqyLZLQSp3P50NTUxPcbjcOHz4Mo9GY9HF5nof6pZcgvPoqMD8PcBxUggDN3r0Q3/MeYBV47gHJCa6lIut6enrg8XhgMBgUyxl5Jo1vbYXqj38EPzoKMAaprAyBd70L0u7dYeeTScIgE1vAidjAhFZzy8vLw/wiU51jLG+Sx6oQRgrCF198ETzP47rrrkv4vggCIAFIEGlH/gM+MjICj8eDDRs2xLxAOBwONDU1ged51NfXQ6/Xx3Uf6ZwBlCQJVqsVTU1NyMvLw969exNu+Uaim56G9sUXgdxcYOdOAIDkcEB18iSwaRPEo0dj3na1VQCXI1ZkndVqVWbSCrxe1Pzxj8hyuYCqKgAAPzQE9f/8D3z/+q9glZUAMk8ASpKUMfY4Mon6AIYSzS8yloG4LArjzTGOZSUUKgjl97wkSXjyySdhNBpJABJJQwKQINJI6KKHy+XCwsJCTG+/sbExdHR0oKKiAjU1NQldpNIlAIHghen06dOora1FeXl5SgRG9tgYuIUFoLY25IvZYFot+MbGJQWgzMUiACOJFlkX+P3vgfFxjJWVAbOz0Ol00BUVwTAwAP7kSYhnBSCQWTOAq70CuByhOcYbNmwIMxCfnJxEd3d3WI6xyWSKuQAUj5ek/NoKggCXyxWWrU0QiUICkCDSRKS3nzznE0kgEEBbWxssFgv27NmjGNomQjoEoM/nQ3t7OxhjOHToEHJzc1N2bC7WuQoCcDb7eMnbZ5DISSfyTJpaFCEUFCC7ogI+nw9ujwculws+pxPzJ05gfvt25OXlpe1DQLJk4hJIOquSodveQPQc49AFoNAc40TPy+l0huVrE0SikAAkiBQTy9tPEIRFZs1zc3NoampCVlYW6uvrk86bTbUAtNlsSswcgJSKPwDwFheDtbcDc3PBNjAA+P3AwgKkbdviOsbFWgGMBisqAnw+cAj62mm1WsBoBDc7C83u3fBqtRgbG1OyofPz8xOLrFtYgOqvfw3OZIoixCNHELjmGuBs/m7S532RVwCXI1aOsd1uX5Rj7Ha7E7IHkiPvCCJZSAASRApZytsvVKQxxjA0NISenh5UV1ejurp6xZuEqRCAjDEMDg6it7cXNTU1KCwsxEsvvZTy2TJ3WRk8Bw9C39gITE6CqdXgHQ74t2yBePDgsrfPtKpSuhEPHYLw4ovgu7oglZYCAPjxcbCiImS95S3YeNaA+6WXXkJZWRk8Hk9YZF1oC3JRlcnlguY//xPCyZOATgfG81C3tkI4dQrer33tnEBPgkybSQSCAnClM6zJslSO8fz8PKxWK+x2e9jrFUvAkwAkVgoJQIJIEZIkwefzxfT2k1MjfD4fWlpasLCwgAMHDijtopWQii1gv9+PlpYWzM/PKzFzXq8XQOov5JwgwPX2tyN3715wzc2AxwOptha+nTvBn423W/L2KTCSXk2woiL4P/YxqB55BPzAAABA2rwZgZtvBgtJX+E4DmazWREGoTFonZ2dSuqFbDljMBigfuUVCKdOQdqwAThbgWI+H/jmZqiefx6Bd74z6fPO1BZwplQlQ3OMfT4f9Ho9cnJyFuUYh9rOyOLV5XIl3QJ++eWX8Z3vfAenT5/GxMQEHnvsMdx4443K9xlj+NrXvoaf//znsNvtOHr0KO677z7U1NQoP2O1WvGZz3wGTz75JHiex80334zvf//7JEpXESQACWKFyC1fv9+/pLefIAjw+Xx49dVXYTKZcPTo0fjac3Gw0hbw3NwcGhsbkZOTg/r6esWYWL5QpvqiyXEcmCCAHTwIdrbiJ0kS4POl7D7OF+dL4EhbtsB3113gxsYAAKy0dJFnYqQoDo1Bi0y9kCPrtj/7LAo9HkClgooxgOOC/oIqFfjGRmAFAnCtt4ATQRTFJXOMu7u74fV68dJLL8FmsymJIcngdDqxe/dufOhDH8JNN9206Pv/9V//hR/84Ad48MEHUVVVha985Su4+uqr0d7eroyp3HbbbZiYmMDf//53+P1+fPCDH8THPvYxPPTQQ8k/CcR5hQQgQayAeL39GGOYnJyE2+3Gtm3bUrZNK5OsAAxtRW/atGmRRU26LFdWWsFbaxVABUEIGkDHYKlKbbTUC4fDAe7YMQQCAdhmZ8FzHDRnZwz1fv+K/RipAhg/0ZZAInOMPR4Ppqen8dhjj6Gnpwfvfve7UVdXh8svvxzveMc7cOjQobju621vexve9ra3Rf0eYwz33nsvvvzlL+OGG24AAPz6179GYWEhHn/8cdx6663o6OjAM888gzfeeAMHDhwAAPzwhz/E29/+dnz3u99FSUlJsk8DcR7JvN8CglgFyFU/n88HURQVc9ZoFzuPx4OTJ0/CarVCq9WioqIi5RfFZASg3+9HY2MjBgYGcODAAVRVVS06L/m/U71dGk3Azc/PY2RkBPPz83GJuzUpAOMg3veWbHJsvOoq6M1mlKjVyDOboVKp4J+awrzTiWaDAZ2dnZiamoIviepsps4AZqIAjMcGRqfT4T3veQ9+97vfAQAeffRRvP/970dPTw8effTRlJzHwMAAJicnceWVVypfy83NxeHDh3H8+HEAwPHjx2EymRTxBwBXXnkleJ7H66+/npLzINIPVQAJIkFC49yAc2Hv0ZienkZLSwvWr1+PmpoaNDU1peWcEl0CkVu+2dnZOHr0aMws2tAA+1QSKgAZYxgZGUFnZydyc3MxODio2GnIaRiR25GZIioyTYQmcz7SgQMI3HgjVH/+M7JmZqADAJ0Ovne/GwW33ALr/DyGhobQ1taGnJycsAWF5VqQmdgCDs0CziQSOS/ZH3LLli247rrr8JGPfCRl5zE5OQkAKCwsDPt6YWGh8r3JyUmlTS2jUqlgNpuVnyEyHxKABJEAod5+ctUv1s91dXVhdHQU27dvR0lJCRYWFhbZwKSKeCuAstjq6uqKa/s43S1gURTR1taG2dlZ7Nu3TxkgX1hYgNVqxcTEBLq6uqDT6RQ7DZPRiOzRUajdbvClpZC2bFk2P3itkFTFjefh/8hHIB4+DL6pCRxjEHfsgLRnD/J5HvlnhYDP51sUWWc0GhVBKEfWhUIt4PiJpwIo43a7IUkSDAZDms+KuJghAUgQcRDL2y8aTqdTqfTV19crm3rpTOsIrdTFOq9AIIDW1lbYbDbs379f8SZbjlRZzEQe0+v14sSJExAEQVk88fl8YekKVVVVinea1WrFYHMzih59FDW9vVAD4AwGqHfuROCf/gksomKx1pBFelKCi+Mg7doFadeumD+i0WhQWFioVIZCF0rkyDp5W1XeRM7ECuDFIACdTicApGXjVp43nJqaCksamZqawp49e5SfmZ6eDrtdIBCA1WqNK7ucyAxIABLEMizl7RfJ+Pg42traUFZWhtra2rALjSwA0zEXFbqtG+0isrCwgIaGBsVwWk4fiPfYqa4A+nw+9Pf3o7y8XHmeYonMUO809bFj4EZGMGk0YiEvD+LCAvTPPw+31QrnnXciLz8f2dnZGVd1Op+cr8eelZWFrKwslJSUgDEGp9OpCMLBwUHlg4PFYlF+NhNel0zMJwYSOy+n0wme5xMyjo6XqqoqFBUV4bnnnlME3/z8PF5//XV84hOfAADU1dXBbrfj9OnT2L9/PwDg+eefhyRJOHz4cMrPiUgPJAAJYgmW8/aTCQQC6OjowPT0NHbv3r1oPgaA8sc9HRegWAKQMYbR0VF0dnaiqqoKGzduTPginMqNW0mS0NPTg/n5eRQXF2Pr1q3x39hmA3/iBLjiYoh+P8wmEzTr1yOQlwft6CimW1rQl5OjzCLJ84OJiN3VzIWcR+Q4Djk5OcjJyUF5eTkkScLCwgKamppgt9sxPj4OtVqttIvNZvMFe10ysQIodxjiPS85Bi5ZQe1wONDb26v898DAABobG2E2m1FRUYE77rgD99xzD2pqahQbmJKSEsUrcOvWrbjmmmvw0Y9+FD/96U/h9/vx6U9/GrfeeittAK8iSAASRBTi9fYDgtW1xsZGaDQaHD16NGac23JVupUQemyZQCCA9vZ2Zb4uPz8/6WOnogXs9XrR1NQEr9eL/Pz8hOeXOKcTnNcLlp8Pbm5OqaSqc3OhmZnBtrIy1OzcqWSvylFb2dnZ5+YHoyVhXCSsqAWcYuQ2Ps/zqK2tRU5OjvK6jI6OoqOjA3q9XhHpSyVepJpMFIDy71e8702Hw7EiAXjq1Clcfvnlyn/feeedAIDbb78dv/rVr/D5z38eTqcTH/vYx2C323HJJZfgmWeeCfvb9r//+7/49Kc/jSuuuEIxgv7BD36Q1PkQFwYSgAQRQbwt39CFiniqa9FEWqqItGuRRalWq11RxrB87JVWl2w2GxobG5GXl4d9+/ahtbU14WOydevAzGZwFgsQsn3KWSxgublgpaVh2asbN26E3++HzWaD1WpFV1cXvF4vcnNzlZ8xGAwZIZhSQSYJQBlZpEd7XeQItNDEC1kQ5ubmpk2oZ6IAlP/WxPuYV5ICAgCXXXbZkr9/HMfh7rvvxt133x3zZ8xmM5k+r3JIABJECHLVb7mWr9/vR2trK+x2e9wLFfLx0rEJLFvRMMYwNjaG9vZ2bNiwAZs2bVqxIFjJEkio0XRNTQ0qKyvDzjUhdDoE3vY2qB94AFkzM+AFAZzPB87hQOCd7wQrKFh0E7VarSQrhCZhWK1WDA8PA4DSkjSbzWmZqTrfZJoAjCa2QiPQgGB12Gq1wmazoaOjA36/H0ajURGEBoMhZaItkwVgIi1gvV6fUa81sfogAUgQOOft197ejoqKiiUH1m02G5qammAwGJb00ItGOjeBOY5DZ2cnbDYb9u7dqwTOr5Rkl0BCt44jM4+TvXCJb30roFbD86tfIcfjAcvPR+DmmxGIkWoQSrQkjPn5edhsNkxNTaG7uxtarTZsfvB8tSVTQaZ5EgLx28BotVoUFxejuLhYEeqyIBweHgZjTJkfzMvLS7r9yRjLSAEoj4XE+5gcDgdl7hIrhgQgseaRvf0kScLExAQKCwuh1+sX/RxjDP39/ejv7w+rZiVCugSgw+GAJElwu91LziEmQzLVOofDgYaGBqUFHTnwn3RVkechvuUt6NVqIRQXw1RWFsytTQKO4xS7mQ0bNih2MzabDQMDA2htbVXakmazOarPXSaRqS3gRJ+zUKFeVlamRNZZrVZYLBb09fVBpVKFCcJ4K7fyey7TXsdEzamdTicJQGLFkAAk1ixyNSC05SsIQlRh4vV60dzcDLfbjUOHDiE3Nzep++R5PuUtYNl6RhAEbNu2LaXiD0hcrE1MTKC1tRUVFRWoqamJemFbsUhRqSDm5iYt/qIf8pzdDBDelmxra1N87mRBKM9gZZLgAjLnfBhjKbE8kiPrDAYDKisrIUmSslASahQeKghjVeUzWQAmMvMobwETxEogAUisSWItegiCsEigzc7Oorm5Gfn5+di7d++y8VdLEUtgJoMoiujo6MDU1BR2796Njo6OtLQB420By+knY2Nj2LVr16IoqVBiVRUzRbwAi9uSss+d1WrFwMAABEFAVlYW/H4/vF7vBbebybQWsHw+qRZbckygPFIQWrmNjKyTK7fy7ywJQII4BwlAYs0RGucWuegRWqGTPeuGh4exdetWlJaWrligpKoF7HQ60djYCJ7nUV9fj6ysLHR2dqZtw3g5ceHxeNDY2AhRFFFXV7fsxWmpY8ZTNUqlN2E8RPO5m5ubw8jICBwOB1599VXF1kS2m1nJB4VkyLQW8Pk6n8jKbWhknbz5LUfWhabyZBLJCEBqARMrhQQgsWaIJ85NrgC6XC40NTVBkiTU1dWl7I9tKgTgxMSEkjayefNm5WKWjsQO+bhLnbPFYkFTUxPWrVuH7du3x3UhiyXgEmkZXsiKl1yF8ng8CAQC2LlzZ9Sc3FC7mXSLjkwTgPJ75nyfT6zIOqvVitHRUQBQTI/z8vKQk5NzwZ+zRL1BHQ5H3FGOBBELEoDEmiBebz9BEGC329HZ2YmSkhLU1tam1I8sWos5XiRJQmdnJ8bHx7Fz585FLdZ0LZgsJdYGBgbQ19eHLVu2oKysLO4L6UoreBf6gh1JqN0MgLAt1pGREQAImx9MRyxaOiIGV0K6WsARdwK+pwd8dzdYTg7EQ4eAiAWu0Mi6+fl5NDY2Ij8/X2nlh7aU5YWS8/08JloBdLvdVAEkVgwJQOKiJ15vP1EU4XA4YLFYsGvXrrSEmicr0lwuFxobG8FxHOrr66NuKadTAEYe1+/3o6WlBfPz80ktxazEW1Am02beQsnKykJpaaliN7OwsACr1YqZmRn09PRAo9GE2c0kYiW0FJkoANN2Th4PNN/5DlTPPQc4nQDPQyovh+/f/x3S3r0xz0kQBJSXl4dF1lmtVsUKSH5tZEF4PmY7E90CdjgcUf8GEEQikAAkLlpkb79AILBsnJvD4UBjYyMCgQDKy8vTIv6A5ETa1NQUWlpaUFJSgi1btsS8UKRLAEa2lhcWFtDQ0AC9Xo/6+vqkxMvFVgFcCo7jYDQaYTQasWHDBoiiCLvdDqvVqiwtGAyGsKWFZKrOmSaIZQ9ADoDwl79A/eij4EZGIG3ciMC73w3xsstWdHz1H/8I1ZNPgpnNYEVFgN8PfngY2m98A+5f/QowGqOeU+jvjxxZl5ubi6qqKuW1iYwSDK0QpmO2k2YAiQsBCUDiokSSJAQCgbji3MbGxtDR0YHKykr4fL60tqwSEWmhW7U7duxYVpSmoqoW67iyuJBTRuKJvov3mMmSaYInXgRBQH5+vpLN7PP5YLVaYbValRSM0Li6eGfUMrEFzHEc1L/+NdQ//jEgioBeD+HECQiNjfB94QsI3HBDcgeXJAhPPgmm1YLJBuMaDaTKSvBDQxBefRViFHPw5UygI18bOUpQjqxzu92KWE9lZF2iAtDlcpEAJFYMCUDioiLU20++AC0V59bW1gar1aokZ6Rrk1Ym3hlAt9uNxsZGZQklHsuHdC2BcByHQCCAtrY2TE5OYs+ePUqE10qOGXmuiYiXTBI6K0Wj0aCoqAhFRUVgjMHlcinzg4ODg8qMmiwIl/J5zKTnRZIkaBwOqH/7W0ClAisrC36joADcyAjUDzyAwNVXA8n4Vvp84ObngUgD6LPVOW5uLuY5JfIBL3K20+PxKIKwvb0dgUAAubm5yuuTbLa0JEkJVRbJBoZIBSQAiYuGyEWPpcTf3NwcGhsbodfrcfToUWXORxAEeL3etJ1jPBXA6elptLS0oKioCFu2bIm7MpCuFjBjDMPDw0qqRyryclPhA7haK4BLwXEcsrOzkZ2drcyozc/Pw2q1Ynx8HF1dXcjKylIER2hLMtOeD8YYjKOjgM0GVlwc/r38fHCTk+AHByFt2ZL4wbVaSBs3Qjh1CsxsBuT3jdMJqNWQqqqi3izRWbtIdDpdmDeky+VSBKGcLW0ymZTXJ968XlEU4x6lkD0pDQZD0o+DIAASgMRFwlLefqEwxjA4OIje3l5s3LgRVVVVMX0A08FSIi3Ud3DHjh0ojrhoruTYyTIzM4PZ2Vnk5OTg8OHDKd2IXukM4KLbMwb4fIBaDWSYz1uy8DwPk8kEk8mE6upqBAIBxdJEbknKHncX2og6EkmSIOl0gCAAfn/wdZEJBIJVwWRTazgOgfe+F0JnJ/iBgaAI9HrBzc9DvOQSSAcOxDynVI14hIp1ObJuYWEBNpsNs7OzYZF1sliPVb2lGUDiQkACkFjVxOPtJ+Pz+dDc3Ayn04mDBw/CZDIt+pmV2LTEQyyBKRspBwKBpH0HUykAGWPo6+vDwMAAjEYj8vPzUyr+VtqujnyN+fZ28K+/Dm56GjAaIe7fD2n//qD4uIhQqVQoKChQWvAej0eZHxwdHUUgEEBzc3PCFah0wBiDo7oa0saN4NvbwSoqgi1avx/czAzEo0fBKiuTPr54ySXwfvWrUP/mN+AGBwGdDv7rroP/gx+M+bqnUgBGErrsExlZNzY2hs7OTuh0urANY/VZUUwzgMSFgAQgsWqJ19sPCJoVNzc3w2Qyob6+XvnDG0kqo9piHT8QCIR9bWZmBs3NzSgsLMTWrVuTFlqpEoCyUHa5XDh8+DBGRkbS0l5M1RII39QE1SOPBJcMTCZgagqqRx+F6HRCvPzyFJzp0lzIuTudToeSkhKUlJTAbrejpaUFubm5SgVKrVaHzQ+mym4mHhhj4NRq+L74RWj//d/BnfVDBMdB2rwZvn/7t3Ot2yQRL7sM4pveBM5mA8vKWuQBGEk6BWAkof6CcvVW3v4eGBhAa2srcnJyYDab4fF44n4fSZJEM4BESiABSKxKJEmCz+dbtuonSRL6+vowODiI2tpalJeXL/mH9nxUAGWRJkkSent7MTQ0hG3btqG0tHRFx07FFvDc3BwaGhpgNBpRV1cHtVqdlu3ilYom5faBAITXXgMAsE2bgl9btw7c1BSEEycg7t0bFIUXIwsLwdZqXp4ipHieR2VlJSorKyGKIubm5mC1WjE8PIz29nZFcOTl5cFkMqW0qhuJbAMj7dwJ94MPQvXii+AmJ8HKyxF485uBVM2w8TzY2a3deM7pQsXARYusk5d93G43urq6MDExobw+RqMx6rm6XC4wxmgGkFgxJACJVYXc8pW3fJcSf263G83NzfD5fDhy5EhcfzDPlwD0eDxoamqC3+9PWdTcStqqjDGMjo6is7Nz0WxkOnJ3U2UEzc3NgZuZATt7UVW+t24duJ6e4PcuMgHIzcxA+MtfIDQ1AZIEqaoKgbe/PfiYQ34XBEFQKn/AuYxcq9WKzs5OxW5mpRussZB/PwEAeXkIvPOdKTt2sqRUADIW/Jfk8UK3v+fm5lBRUQHGGGw2G0ZHRyFJkrJQEhpZ53K5ACBlLWBRFPH1r38dv/3tbzE5OYmSkhJ84AMfwJe//GXl/cAYw9e+9jX8/Oc/h91ux9GjR3HfffehpqYmJedAXBhIABKrhni9/YCgeXJraysKCwtx4MCBhDZp0ykABUGA2+3Ga6+9hnXr1mH//v0pM5bleR5+vz/h24miiPb2dszMzGDfvn2KB1rocVP9nMTyZHQ6ndDpdMs+J8qFSasF02rBeTxgoQLf4wG02uQsRjIZpxPqX/wCfFsbWFERmEYDobER/Ogo+Pe9b0kBF5qRyxhT4upkQ2qO45TqkxxXtxLkCmAmkWjmblQsFqj/8Aeonn8eCAQg1tXB/573gG3YkPQhRVGEXq+HyWRS0mMcDoeyYSxH1j388MMoKCiA2WxO2dLPt7/9bdx333148MEHsX37dpw6dQof/OAHkZubi89+9rMAgP/6r//CD37wAzz44IOoqqrCV77yFVx99dVob29f0paIyGxIABIZj+ztt7CwgOPHj+Oyyy6L+Sk+NC93+/btCW/SprMCyBjDzMwM5ubmsGPHDpSWlqb0ApnMDKDL5UJDQwMEQUB9fX3UP+bpagGHVhVFUURraysmJyfBcRxMJhPy8/NjLjIot8/JgbRjB1TPPw+m1wPZ2cFt0OFhSFu3gq2wrb4cwsgIzCdPQpibg3jwYPD+03l/LS3gOzuD1iln51ilvDzw7e3QnjoFbvv2uI7DcRz0ej30ej3KysrCItEmJyfR3d0dc2EhXsIqgBnCiiuADge0X/kKhDNnwIxGgOeheuwx8I2N8H73u0m/3yKXQDiOg8FggMFgQEVFhWIH9Mwzz+Dpp5+GzWbDpk2bcMUVV+CKK67AVVddteiDW7y89tpruOGGG/COd7wDALBhwwb87ne/w8mTJwEEX8d7770XX/7yl3HDWePuX//61ygsLMTjjz+OW2+9Nan7JS48JACJjCY0zo3jOPh8vpjtSKfTiaampiXzcpcjXUsgXq8Xzc3NcDgcMBqNKJNNcVNIogJwenoazc3NKC0tRW1t7ZIRc+loAcvHDBWhdXV1CAQCsFqtsFgsyiKD3Mo0m82LhIj45jeDm5sD39EBzusFU6kgbdoE8dprl27Pud3g5ufBcnISF26BADQ/+AFKHn4YbG4O2qwssLIy+L74RYhHjiT6dMQNNzUVbDtyHLixMUAUwQoKwHJyoBoaAuIUgJFERqKFLiz09/crCRiyIMzNzV1WSGVqBXAlFXfh5ZchNDUFfQbPVuBYQQH4nh6onnoK/o99LOnzWqoyKdsBffOb38Rrr72GD3zgA7jvvvvw3HPP4Tvf+Q70er0izhKlvr4e999/P7q7u7F582Y0NTXhlVdewfe+9z0AwMDAACYnJ3HllVcqt8nNzcXhw4dx/PhxEoCrGBKARMYie/vJomYpywQ5oqy8vBybN29O+lN+OiqA8gay2WzG5s2bMTQ0lNLjy8RbqWOMoaenB0NDQ3H5DaZrBpAxhtnZWTQ1NaG4uBi1tbUIBALQarXIyclBRUWFsshgsVgwODiItrY2GI1GBAIB6HS6YEUnJweBW28FNzQEzmYLVgWrqsJ950IJBCC88gr4EyeCaRJ6PcSDB4PZtHG21VSPPw7VQw/Bp9XCU1ICjV4PbnQUmq9/HZ7f/nbRTGKqYDk54CwWqB55JHjujAF6PaT16yG+7W0pE1yRCwtyAoZsSC2KIkwmkyIIs7OzF913pkXTASuvAApdXcFt89D3iSCA6fXgGxqSOqbc4Yi3Ne1yuWAwGHD11VfjmmuuSeo+Q7nrrrswPz+vmM6LoohvfvObuO222wAAk5OTAIDCwsKw2xUWFirfI1YnJACJjCOWt58sQgKBgGJnEQgElPm1VESUyfNuqbh4McbQ39+P/v5+ZQN5dnY2bTYz8VTq5Eqkx+OJe/kkXRnDbrcbDQ0NygZ0tHOPXGTwer1KVWp8fBwTExPIy8sLtouLipAVIwEi7JjHjkH15z+DGQzBxYmFBaj+8hfA54N43XVxnbvqiScAjoOYlwd4vYBaDVZeHsyhfeEFBG65JbEnI07Y+vXg+/oAhyO4+cpx4Ox28PPzYBpN2gRXZAKG0+kMq9KqVKqw+UGtVntRtoBZdnZw4/psFVaG8/nAcnOTOqb8gTNeAeh0OlPq7/jHP/4R//u//4uHHnoI27dvR2NjI+644w6UlJTg9ttvT8l9EJkJCUAio1jK24/juLAK3fz8PBobG6HT6XD06NGUDCPLf4RXKgB9Ph+amprgdrtx+PBhGI1GAOmLa4vn2DabDY2NjcjLy8PevXvjboWlugUcCAQwPDwMj8eDI0eOIDfkwrlctVGr1aK4uBgWiwUGgwF5eXmwWq2YmpoKm1uLjElTcLkgHD8OZjSClZQAOHtRFwQIp09DPHoUOCs2l4Kbnl6cQysIYBwHzmqN/8lIEL65OSg28/PBeTzBLxoMYKIIdW8vuDS2n2U4jkNOTo5SpZUNj2Uz6o6ODmRnZ0OtVkOSpIRNjtPJSqPgxKNHofrTn8BNTCjxdpzNBvB80p6ToX/r4sHhcKTUBPrf/u3fcNdddymt3J07d2JoaAjf+ta3cPvtt6OoqAhAcLEutFswNTWFPXv2pOw8iPMPCUAiY4jH20+lUiEQCGBoaAjd3d2orq5GdXV1yj4NyxeqlVwoZKFlMpkULz2ZCyEA5Szf7u5u1NTUoLKyMqHnK5UtYKfTiYazrbKcnJww8ZcMcvLChg0bwubWent74fF4kJubqwhCg8EAfm4OWFgAW78+7DgsLw98f3/QUDgOASht2wbhxRfDvey83qDJcRxVyGThZmfBdDpI1dXgnE5AksD0enAzM1BNTKTtfpci1PB448aN8Pv9Sjauw+HAyy+/vOh1OB+tYW5qCqo//hHCSy8BKhXEK64AV1sLfgVdAmnbNvg/+lGof/lL8D09AIIfIPw33QQxZEYuEURRBMdxcf+9cblcKTWBdrlci+47dBa6qqoKRUVFeO655xTBNz8/j9dffx2f+MQnUnYexPmHBCCRMYiiuKyxM8/z6Orqgsfjwf79+5XWYKoIFYDJbD0ODAygr68PmzdvRkVFxaLHkc4t42gCMBAIoK2tDVarFQcOHEBeXl7Cx01VC1heOikrK4PJZEJ/f3/Sx4r14SB0bi3U5mR4eBgcx2GdRoNqUUSW3Q4hdEloYSG4RRynua7/1lshnD4N9egoxOxscH4/OJsN4p49EC+9NOnHtRysrExpQbKzVWUwBs7lgi8i1/pCoVarsX79erhcLmRlZaGqqkqZHxweHgaAsHzcZJa1loObnYX2jjvAd3YGK7WMgf/JT7CxuhqO73xnBQfmELjlFoiHD0N44w0gEIC0a1dwKzvJ5z7RCmmqK4DXXXcdvvnNb6KiogLbt29HQ0MDvve97+FDH/oQgODv2h133IF77rkHNTU1ig1MSUkJbrzxxpSdB3H+IQFIZAzyp+BYFzGbzQaPxwONRoP6+vq0xFpxHAeO4xIWaT6fDy0tLXA4HDh06FDMytb5rAA6HA40NjYqz1eyvmErbQGH5grLSyfT09Mpi4KLRZZKhdLiYpSWlio2JxaLBROlpTAcOwZxZgaawkLkSBL0FgukSy9dVBmMhXT4MLzf+AYCP/oR+IEBQKuF/8Yb4f/kJxe3hlNI4PLLofrjH8H390Navx4QBPAzM2C5uXBcfXVGCEAZeYxCtpuR5zxluxm5ba/VasPa9ol+8IqG6oknwHd2BvOH5eN5vTB0doJ75RWgunplj62iAoGKihWfJ5C4N2GqY+B++MMf4itf+Qo++clPYnp6GiUlJfj4xz+Or371q8rPfP7zn4fT6cTHPvYx2O12XHLJJXjmmWfIA3CVQwKQyBhk8RVJ6DKFTqdDRUVFWjNNE63S2e12NDY2wmg0LpkzDKRXAIZW6iYnJ9HS0oKKigrU1NSsaO5pJRVAv9+v2N+EprGstK281O2F116D+v77wbe1ATk58N90E/wf+pBic4KPfxwoKUHg9dfhGxyEDcBAZSVcZWXIGx6G2WyOutUaifjmN2Ni40bYOjux/cCB8xM5ZzbDe8890Pz4x+BbWsCJIlhhIQKXXgrBZoMmCSPwdBFtCYTjOBgFAbk8jw0bN0LMyVmUjyvbzZjN5rjsZqIhvPFGUPiF/i5qtYAkQdvevtKHllISrQA6nc6UVgANBgPuvfde3HvvvTF/huM43H333bj77rtTdr/EhYcEIJExRLvgejweZWv18OHD6O7uTpuAkolXADLGMDg4iN7e3rhn6+RqWjoySWVx2dnZidHRUezatWuRdUMyJCTWrNZgKywvDw6HA2fOnIFer48qjFNtLQMAwquvQvuZz4BzOIKWKTMz0Pzwh+A7OuD90Y+CvoA6HXDLLVBffjnUNhv0BgP0BoPSLu7v71e2WuV/MT9w8Dz869ad17xhVlMD73//N7i+Pqj+9Cfw/f3g29thOHMGFWo1BKMRYl3deTufWCzyARRFqJ58EsLf/gbObgeysxG45BLkv+tdyD8bKSZvedtsNrS1tSEQCCh2M/EKcwDBdn6s3+EMq1olOm/sdDqVMQeCWAkkAImMZWZmBi0tLVi3bh327dsHlUqV9qxeID4zaL/fj5aWFszPz+PgwYMwxSkA5E/66RCAgUAAHo8Hs7OzqKurS1mbKJ4WMNfWBuHee8GdOgUAcO7YgZbLLkPxm96ETZs2Lbpor7StHFWUMgb1z34WFH+lpQDHgQGA0wnVyy/D/8YbkA4fPvfj69YBZy+k2QCys7NRXl4OSZKUqtTUqVOwNTYiS68Hd8klMNbUJF2VSikcB35oCHxPTzCCLCcH3rm5oCh87DFIGzfG3c5OF5EVQNX//R9Uv/41kJMTtN9xOKB+9FFwTif8n/gEwHHKlneo3Yw8PzgwMABBEJT5waXi0MS3vAXCsWPA/DxgNAbnJK1WiBoNfEePIn1N+sRJpgJYlcZFI2LtQAKQyDgkSUJ3dzdGRkYUjzgZQRAQCATSev/Licy5uTk0NjYiJycn4VlE+YKY6iqm1WpFW1sbAKCuri6lthvLtoCHh6H6p38CNzYGlpsLr88H1fPPo663F7j66pjD8SsVgItwu8G3twczgUO/r9cDdjuE1tYwARgLnudhzstD4Z/+BPUvfwnMz0NiDL6HHkLPDTeg+U1vUkRIIBBISyUzHoRTp4CcnOA/AOA4+AoLAYsFfFcXxCQEINffH0xUcbshlZdD2rkz+PwlQZgAdLsh/P3vQHZ2cJEFQVNrqNUQTpxA4Prrla8r5xJiNyML87m5OdhsNoyNjaGjowN6vV4RgyaTSbH9CVx9NfjTp6F6+mlgdhYcY2B6Pcbe8hbkxvEeOJ8kKgBdLldaFmfOF3fffTfa2tpQXFwMvV6vRN7Jr3V2djYMBgMEQcCuXbtSOu9IhEMCkMgYOI6Dy+VCU1MTJElCfX39ol9+lUqV9gqgbAYdSaidysaNG1GVxNZlqgVgaBu6srISw8PDKfdcW65aJ/zpT+DGxyGWlcHpdoPxPLKrq6EaH4f46KMQzwbKh5IKa5lFt9doAJ0uGO8W+vWzzzWLc8MXAIQXX4Tmpz8FEwSwigpwjEE3PY2dTz6JkiuvxHRuLmZmZmC328FxHDo7OxUhEstfkZuYAN/VBWi1EHfuPCfcksXjAULui8kRcRwH+HwJH054+WUIf/4zuIWFoC8iY5C2boX/9tuBJOx6QpcbOKs1aLETkVfL8vLATU+Dm5paJAAjCbWbqa6uVuxmbDYbenp64PF4YDQaz9nNfOlLUF1zDYTTpwFBgHj4MPrsdhzIEE9CmUSXQFK9BXy+8fl8mJqawtTUFBYWFuB0OuF0OuF2u+H3++E/O8fq8Xjw6quvoi4DxhkuVkgAEhnDwsICXnvtNZSUlKC2tjbqH8Xz1QKOvA+/34/W1lbY7fak7VSAc5vOqXgM8jnNzc3h4MGDEAQhLTFzy4k1rqUFEsdhwemEIAjIMRrBAWA8D66lJeFjxmPCHfX7KhUC118P9f/8D+ByBStXohgUF2YzxCuuWPKYYYd66inA6wWrrDx3XkVF4IeGkHvsGLI+/3lUVlZiZGQEExMT4Hke/f39SlSdLEKMRiM4xqD67W+h/vOfAZstaBhdWgrfJz4B6dCh5U/G7YZw5gwgSRD37FGsaqSdO6F68smgIfHZ3xXB4QDLyoKU4IYqNz0N4emnAZUK0o4dwS/6fMGq6SuvQHzHOxI6HhBeAWRGI5CdDW5hIVj5k1lYAPR6sCR+n2S7mfVnK52y7Y/NZsPIyAgYY8FK7fXXw2w2IysrC9KLL1749n0Eic4AylFwq5V77rkn5vf8fj+8Xi/8fj+cTmdKZpiJ2JAAJDKGnJwc7Nu3b0lvP0EQ4PV603oekTOAcuKIXq/H0aNHV7yBnIpN4IWFBTQ0NCArK0tpQzudzrS0I5drAS/o9dB6PNAWFITbQkhSzDm0VNiVRHusvn/6J/BdXRBOnAiKLQSrTN5vfGNR9WkpuOlpsMhKHscFK2yzs8qXeJ6HRqPB5s2bAQSrFvIyycjICABgQ08Pqv73fyGaTOBqawFRBD80BM33vw/v974HtsRFTvjb36D9xjfATU0Fvf/y8+H7139F4F3vgnj0KPi2tmDbOzcXapsNcDoh3ngj2MaNcT9WAOD7+sDZbJC2bj33RY0GUl4ehIYGiG9/e8I+d2FLIAYDAm9+M9R//GMwySQvD1hYAD86isAll4AlO9PGGDiLBYzjkGU2o7S0dJHdzMzMDHp6eqDRaMAYg8Viwfr169PqJJAIycwAruYWsIz8Qc/j8WBwcBCMMVRXVyMnJweBQCDpD9lE/JAAJDIGjuOWNXY+Hy1guQLIGMPIyAi6urpSmjiyUgE4Pj6OtrY2bNiwIWzBQj5uKnKMQ4nVApYkCV1dXXDV1OCgwQBhfj7YhgWAmRlAr4d07bVRj5kKG5ioGI3w3H8/hNdeCwojoxHiFVckvBAh7dwJ4dQpMEkKbg4DylZpmEiKQKfToaSkBCUlJWCMYX5+Hto//AE+rxdzAFSzs9BqtdCWlCBraAjC8eMIxDDT5bu6oPv854O5v2ZzUHxardB+7WvB+bzDh+H/+MchHD8e3HLOy8NsVRWy3v3uc+ccL/JrEfm8clywhR6RfRvfIcOXQAI33QTO5YLw6qvgensBnQ6BSy+F/0MfSspEmW9vh/oXvwja/XAcxD174P/wh8HO/k6EpsSIogiLxYLW1laMjY2hu7sbOTk5YXYzFyquLhEBKC/GrOYKoAzHcbDb7fjWt76FY8eO4cSJEzh27BiOHj2Kn/3sZzAajbj11ltT4gtJRIcEIJExxCNazkcLmOd5xb/OarVi3759yE+gehTP8ZMRgLLFy8TEBPbs2YOCiEgrpd2WYgEYTax5vV40NjbC7/dj30c/GmxL/vjHwNhY8AdycyF+5jNgMeZ30ukDCEGAeOmlK0rk8N98M1RPPw1+aChYrWIMnN0OqaoKgTjboRzHITc3F1qfD9z69dAVFcHn88Hr8WBuYQH++XnMtrbCt3cvzGYzcnJywl431WOPBRNKiooUgcQKCsBNTED9hz/Ae/gw2Pr1CNxwA3DDDbAMD2N+bi7c+y5OpA0bwIxGcDMz58RyIADeakWgri5xQYkoNjBZWfB/9KMIXHttsC1vMgVb7Em8V7nhYWi/8pXg4tH69QBjUL3wAviBAXi///1FVVVBEJRN/QMHDkAURaVS29HRAb/fHxZXF/lapBNRFBMyaXe5XKt6BjCUb33rW3jiiSfwjW98Ax/5yEeQddZEvaSkBN/97ndx0003kQBMIyQAiYxiOWFwPgSgKIoYGRlRjJ2TTdCIRTKPwe12o7GxEYwx1NXVRW0BhS6YpHLOKbIFLBtfm0wm7N+/HyqVCtKHPwzpbW8Df/x48Bzq64GQ4Phox7xQ27PxwKqr4fn+96H+8Y8hNDYGI8CuuQa+T3868Wrili1Q/eUv4EtKoNPpgm1yjwcwGuHYvBkzc3MYHBxULE7y8/ODFidnW8hhAonjAJUK/ODg4nNegfBnJSUQ3/IWqJ5+Otji1mgAjwfS5s0QL7kkuWPGOB9WXBycW1wBqmeeATc2BqmmRhGnLDcXfG8vhGefReC22xbdRn4P8zwPQRBQVFSEoqIiMMbgcrmU+cHBwUFl4UQWhOlMvEgmCeRiEYC/+tWv8OSTT+LQoUP46Ec/qgjAXbt2oaOjI2Pa9BcrJACJVYVKpUqbDQxjDGNjY5ienobRaMSBAwfSUgVQKoALC+D/8AfwL70UnLd629sg3XDDogrO7OwsmpqaUFhYiK1bt8a8WCgCUBTBdXaCa28H1GpIe/YAK/ANC20Bj46OoqOjA5s2bcKGDRvCn5+SEkg33xzXMVNRAUy3Ibi0cye8992nLG4kswkLAOLb3w7h5Enw3d1B8ej3g5+ZgbhnD/KuvRZ5er1icSLPDra3t2O7RoPKQADM74egUikZwBBFSGdnDkNZaeVXvPpqsPJy8C0tgNMJVl0Nce/epE2u0+F1KcN3dYFpteGVSUEIRuP19i55PpHPEcdxyM7ODvOBnJ+fh9VqxcTEBLq6upCVlRWWXxxr0zsZEmkBi6IIl8t1UVijSJIEh8OhRDWKoqh8sPX5fHC73VT9SzMkAIlVRboqgIFAAO3t7ZidnUVRUREEQUhbC4jneTCbDaoPfAB8Y6Myf8U/8wykv/0NgZ/8BFCpwiLwtm7dirJlbDI4jgMnilD9+McQnn8enNMZPG5eHqTbboN0003JtdvOZiO3tbVhcnIyJS3xtNjApAOOA5aZS13ufSJt3QrfXXdB9fvfQ+jrAxME+K+/PlilOnvBC7U42bhxI3w+H+YNBvifew7C+Dhc2dkQVCqonU5wOTnwvec9KXuIIQ8E0vbtkLZvT8nhUj2KEHbs9evB+Xzhdj9nxTGLkZIRryDleR4mk0lpGQcCAcWMuq+vD263Oyyuzmg0rkjoJrIF7Dz7O30xzAD6/X7U1dXhN7/5DT72sY+B53nodDq4XC78/ve/x969ey/0KV70kAAkMooL0QJ2OBxobGyEWq1GfX09xsfHsbCwkNL7CIXneWT/7nfgGxvBTKZzFT+3G/xTT4H/61/hveoqJUP38OHDMBqNcR13XXMzVM89B6xff87CZHwc/G9+A7Z9O9iWLQmfr9/vB2MMc3NzqK+vV9o0KyFtSyAZirR3L3x79oCzWsHU6mA6xRJoNBqsO3gQ7Oc/h3D33cjq6wPzeuEqLkbHzTfD7nLB3NGB/Px85OXlQa1Wp1VwJUO0LOBUEbjiCgh//3twBrCoKDijOT4OlpsL8fLLo94m2YqkSqVCQUGBMnMbuuk9NjYGSZIU8W42m6HX6xN6HRKpALpcLgC4KFrAWq0Wd955J77whS9genoaCwsL+N3vfofm5mY8/vjj+MMf/nChT/GihwQgsapIdRLI2NgY2tvbUVlZiU2bNoHn+ZT59MVCEARkvfBCsLoU2uLIygLm5+F/5hm8dtYVP1qG7lKsa28PVkJCq1YlJUB7O7iTJxMWgDabDQ0NDQCAQ4cOpaz1FU0AcrKJcZxk8gxhVDguISsaAJAOH4b7ySeDBtKiCL62Flt4XomqGxgYQFtbGwwGAziOC85jprH1mtC5Ry6BpPLY+/fD/8lPQv3AA+D7+4PPbUEBfB//OKRt22KeTyqel8hNb4fDAavVitnZWfT19UGtVofNDy43x5aIAHQ6ndBoNBfNbNzb3/52qFQq3HPPPaitrcU3vvENbN68GX/4wx/w1re+9UKf3kUPCUBiVRFq0bKieSdRRHt7O6anpxdt1KZ70YTn+aBHXpTvSZKEqclJlJWVJWU7o3a7IanVCLvMcRw4AEjAPzHSAqenpyfliyXy/STzOmZSpSvt8HyY9YwAID8/X2nDe71eWK1WDA0NYWFhAceOHVPEh2yAfCFIZwUQHIfATTdBfPObwTc1ATwPcfduYAnvuHQIY47jlCizyspKiKK4aJYzJydHEYQmk2mR2EtEADocjoQrjJnOVVddhauuuupCn8aahAQgsaqQK1CJbs6FIrd8VSoVjh49umjDL9IIOtXwPA/Hm96ErN5eML9fqQL65ufBAzDedBNKEjTylVnYtAncq68CgcC5mDC3OxhpFucxZXE8MzOD/fv3IycnBz09PSmtuK1UAMq3TRq3G9zcHJhGs+yMX6aj1WpRXFwMl8sFv9+PkpISWK1WTE1Nobu7GzqdTtksDs3LTTfnoyXN8vMhvuUtcf3s+aiMCoKgCG8guMwgzw92dnbC5/OF2c0YDIaE/pY5nc6LYgFEhjGGU6dOobW1FTabDYWFhTh06FCYvymRPkgAEhnFcr/08h/KRN3zZWQT5YqKCtTU1ES9IKS7AigIAqzvfCfWnTwJrrUVjDEERBE8xwFvexty3vWupI9tOXQIgYkJqDo7g/OFogjO4YB0+HBMT75Q3G43GhoawHEc6uvrodPplGzOdAnAZG+f1G0lCXxTE/jm5mBmsEYDVlUFsa5OiVhbrciCK9QAOXSBQc7LjRQgaWvTprEFnAwXojWu0WhQWFiIwsJCMMaUuDq5YisvWM3OzkKtVi9brZUtYDLpeU0Wr9eLBx98EN/4xjfgdruRlZUFu90OAPiXf/kXfP3rX7+g57cWIAFIrCrkP+CBQCChORhRFNHZ2YnJyUns3r1byQ+NdR/pbgH7jUb4H34Yrvvvh+cvf4HOYED2e94DdsstSRn5yvjz87Hw+c9D/fLL4F9/HUythnTZZcFEjmUuLhaLBY2NjSgqKsLWrVuV51q+2KSyKhpLAM7PzwNA2i5yfFcXhJdeAnJywEpKAI8HfHMz4PMF484yYHYuWaJV3CIXGCIFCM/zYe3iVHpeLtUC5mZnIbz0EriREUibNkG8+uoVve/jIdHM3VTDcRz0ej30ej3KysoUu5kzZ87AYrFgaGgIOp1OsZqRl3tCuRhi4GQh/uqrr+I//uM/8MEPfhBf//rXlcr0T3/6U3zzm99EXl4ePve5z13gs724IQFIrCrkQfdEBJrT6URjYyN4no9ri/V8zAAGAgH0zMxgcO9ebH/f+2AuKYk6E5jUsQsLIX3iE5A+8Ym4bsMYw+DgIHp7e6PazYQmjKSKSAEoW9709fUBANRqtdK2NJvNi9qWSVUAJQlcSwug1Z5LitBowNRq8AMDkCYng6JwFbOcaM7KylLyckP97sbGxtDR0YHs7GyYzWbk5+evOB4tVgVQePllaL/0JXDDw4DfDwgCpOpqeH74Q7Ddu5O+v3jOJxOWY2R4nlfsXHbv3g0+YrmntbUVRqMxbLvY4XCkdAN4bGwMX/jCF/D000/D5XJh06ZNeOCBB3DgwAEAwd/Lr33ta/j5z38Ou92Oo0eP4r777kNNTU3S9+n3+6HVatHc3IyysjLcc889AILtco1Gg3/6p39CS0sLXnjhBRKAaYYEIJFRpDoObnJyEq2trSgtLUVtbW1cF4B0zwAyxjA1NQWVSoUjR46k1NMr0Zi5QCCgzN8cPHhQ8T4LJe4KIGPA5CTgdgP5+XEZJzPGEAgE0NLSgvn5eRw4cABarVYRJv39/Whra1Palvn5+clXB30+cAsLYJEX0KysoBA567GWCJm0iZzozF2o3111dTX8fj9sNhssFosSj2YymRQRnp2dnfCWduTvG2exQPO1r4EbHAymjeTkBI2xu7uh+9d/heehh8AiIg5TRaYJQODc75QgCBAEAevWrcO6sz6G8nKP1WrF888/j0984hPYsmULJElCW1sbtm3btqIquc1mw9GjR3H55Zfj6aefRkFBAXp6epAXskjzX//1X/jBD36ABx98EFVVVfjKV76Cq6++Gu3t7Umno8hV5t27d+PkyZMYHR1FWVmZ0tGRK7Ulq/zD2GqABCCx6ohHAMq5uePj49i5cycKI7JBV3r8ZLHb7RgfH4dKpUJdXV3KB/ITEYAulwtnzpxR/A9jtf9ke5YlxY7NBv6ZZ8D19ARjzkwmSAcPgr3pTcGEhijHBIItydbWVqjVatTV1SkzUfKWa01NjdK2lNtkgiBAq9WC4zj4/f74bXI0mmBc2Nkc2pAn4pwYWcWsdOtWrVZj/fr1WL9+fVg8mizE1Wq1Igbz8vKWHcGIJkiFV14BPzISXFCSn2+VKpg73N0N4fhxBK6/PunHsBQrWRxLF/LfmWivm7zcU1xcjK1bt6KiogI/+clP8Oqrr+LQoUPIzc3FlVdeiR/84AdRP7gtx7e//W2Ul5fjgQceUL5WFZIYxBjDvffeiy9/+cu44YYbAAC//vWvUVhYiMcffxy33nprwvf5xhtv4Pjx4ygtLYXX68Xk5CT++Z//GV/+8peRnZ2NnJwc3H///RgeHsZ//ud/Jnx8IjFIABKrjuXi4FwuFxobGwEA9fX1Cc/MyDOAqdxiDLVVMZvNEAQhLduY8QrAmZkZNDc3o6SkJK7K6JICUBTB/9//gWtpAauoCFbULBbwf/sbJL0e7PDhqMcDgheEkpISbNmyJTgbeXbhJJTItuXc3BwGBgbgcDhw7NgxGI1GpTpoNBpjv2Y8D7ZzJzA2FjQNNpsBjwfc1BSkbdvOtYUzBaczmCHc0QG2fj0CN9ywZIZuKt+vkfFoofYmQ0NDivegLAhzc3MXvYeitoAdjvANdRmVKvhaTEyk5PyjkYkVQLnatdzrxvM8Dh48iKqqKuTk5OBnP/sZjh8/jpdeeikuk/ho/PnPf8bVV1+NW265BS+99BJKS0vxyU9+Eh/96EcBAAMDA5icnMSVV16p3CY3NxeHDx/G8ePHkxKAp06dwr333guz2axU/0+fPo2//vWvyM/Px/T0NERRhFqtxhtvvIHtKUqlIaJDApDIKFbaAp6amkJLS0uYqEgUuUqQqgtqIBBAW1sbrFYr9u/fj/n5edhsthUfNxrLZeSGxstt37497jbLkscdGQHX0wNWVaVEm6GwEMznA3fqFNj+/WEXfFkMA0B1dTWqq6vje3A4F5m2sLAAtVqNzZs3K9XB0dFRAFDEYLSlBmnzZsDnA9/UBG56GkyjgbRvH8TDhzNqAYQbGUHWbbeB7+tTMoA1//3f8PzkJxCvuCL27dK0HRppbxLanmxtbVXSMOSf0ev1USuSUm0toNUGq67ye4UxcB4PWHb2kgJ3pcQUgA4HOIsFLC9v2YSWVJOom4FsA6PVanHZZZfhsssuS/q++/v7cd999+HOO+/El770Jbzxxhv47Gc/C41Gg9tvvx2Tk5MAsKh7UlhYqHwvUa677jrs2LEDQLD67/F4IIoiPB4P3G43AoEAfD4fJicnSfydB0gAEquOaAJQkiR0dXVhbGwMO3bsQFFR0YqOD6Rma9DpdKKhoSGszep0OtPWYuZ5PmalLnTWLt54uajHFUVwAwPA7GywjefzBWfoIiutOTngFhaCBtQh/o2yATcAFCd5wZeFTmibjDGG+fl5WCwWZakhJydHEYNylUrauRPS5s3BeUCN5rxf9ONB+9Wvgu/tBTMYgs+dJIGbm4PujjvgPH48aruaMRZspTY0AKIIaccOIMk5rWXPL+J5l9Mwpqen0dPTA61WC8YYrFYrCgsLz/l37tsH8U1vgvDUU4DFAuh04LxeMI6DuGsXxEOH0nK+QBQB6PNB9fDDUP3978DCApCTg8CVVyJwyy1pe94iSVQAulyuhMZZlkKSJBw4cEBpte7duxetra346U9/ittvvz0l9xFJWVnZspnmxPmDBCCx6oiMg3O73WhsbIQkSairq1uxUWqoAEwkhi0SeQGlrKwMmzdvVi4+iS5qJEKsYzscDjQ0NECn06Guri7hKCmlBbywAP6RR8C1tgJ+Pzieh2QyBUXgwkKYlx5ntwe3as9eTL1eLxoaGiBJEurr6/HSSy+l1AeQ4zjk5uYiNzcX1dXV8Pl8i6pUcoUqPz8furPD9isl1VU3zmKB8OKLYFrtucopz4MZjeAsFqheeAGB665bdDvDqVOovO8+6M6Ka1ZYCN+XvoTAO96R0vNbdL5R0jCsVitaWlowPDyM7u7usDY9++//hq6gAKrHHgOcTkhn50V9d94ZzPVNE5IkhY1dqP7wB6gfegjMaATLzwc3Pw/1Qw+B83rh/8hH0nYekeeUaAUwVVvAxcXF2BYRm7d161Y88sgjAKB8iJ6amgr7oDY1NYU9e/Ykfb+MMeVxOxwO9Pf3Awh+qNDr9TAajdBoNBcswWYtQQKQyCjiuZiG2sBMT0+jpaUFRUVF2LJlS0qGvDmOW5EXoCRJ6O7uxujoaNRqZDp9BqMJQLktXl5ejs2bNycdvSZJEviXXwZ3+jRYdTWQnR1s8/b0AC4XuMHB4AVcrw9Wd0QR7NAhQBAwNzeHM2fOID8/H9u3b4cgCDFFXKrQaDQoKipCUVGRUqWyWCyYnJxEd3c39Hp9yixPUorDAU6SwCLn5OTq1cLCoptwPT2o+uY3oXI6g7ONHAdufBzaf/1XSEVFkPbvPw8nHkQQBGWT9MCBAwgEAooQl1v/5ve+F/kf+QjWWa3QGo2QqqrOiw+g8sHHZoPqb38Dy81V2s4sOxvgeQgvvIDAjTeCpegDwnLnlEwLOBUcPXoUXV1dYV/r7u5GZWUlgOBCSFFREZ577jlF8M3Pz+P111/HJ+K0mIoGx3EQBAF2ux3f+ta38PLLLyt54/Lvv9frxQsvvIA3v/nNSd8PsTwkAIlVh1wB7OrqwvDwcEKzbIncRzIizev1orGxEX6/P2Y1Mp02M6ECkDGG3t5eDA4OYufOnStqi/M8Dzid4BobwdavB+THpdGAVVeDGxyEtG0b+NlZYHYWzGyGVFcHtnu3kr6yadMmbNiwQfkjn3SaRxK3Da1SyQkZ8uygbHkiz7Dl5+dfULNdVloKqawM/MBAsAooi2K3G0yjgXjw4KLbqP/0J/AOBwLr1kF9VuSwdevAzcxA/dBD8J5HAQics8fhOG7REs/CwgKsVivGrVZ0LiwgKxBAPsfFzMpNFaEtYH56GtzCAqSIEQSWlwd+ZATc5OR5E4CJjJmksgL4z//8z6ivr8d//ud/4t3vfjdOnjyJ+++/H/fffz+A4Gt3xx134J577kFNTY1iA1NSUoIbb7wx6fuVX4f/7//7//DEE0/gm9/8Jv793/8d119/PTZu3Ijvfve7uPrqq1dUZSTigwQgsepgjGFiYkKxDkmlMapMMlU6q9WKpqYmmM1m7N+/P+aW7/loAfv9fjQ3N8PpdKbEa5DjOEhud7DVGzkzp9WCYwyoq4NYVha0gcnNBVOr0dXVhdHRUezZs0dJowg95kp89FZyW5VKFWZ54nQ6YbVaMTs7i97eXiWRIT8/H3l5eee3OqhSwfdv/wbtHXcE2+gaDTi/H+A4+G+9FSyKCS8/MBD8P6EVVI4DeB58b+95OvFzyK9NpLjheV5p01dVVSneg1arFV1dXWFZufn5+eHegwsLEE6fBtfXB+j1kHbtgrRtW/hjXoJQAcjMZrCsLHAOB1jIvB/ncIBlZQUXQs4DyVQAU+UbevDgQTz22GP44he/iLvvvhtVVVW49957cdtttyk/8/nPfx5OpxMf+9jHYLfbcckll+CZZ55J2gMQOPfeePTRR/GlL30JN998M77yla/g8OHDuPnmm1FdXY0f/OAHmJubQ24cXqJE8pAAJDKK5VqAMzMzGB8fh1arRV1dXdouzIlU6UKTNGpra1FeXr7k40inAOQ4Dh6PB8ePH0d2djbq6upWNMcow/M8JKMRrLg4uPErScEqoEYDzMyAmUxBGxWDATAY4Pf70XT6NNxud8xK6EpawKlsFXMch5ycHOTk5KCiogKBQAB2ux0WiwXd3d3wer0wmUzKMkmihsjJELjxRjC9Hpqf/AR8WxuksjL43/e+mLNpUmUleCBoxi3DGDhRhJTAlnWqkN/fyz1Pkd6DoZ6Pg4ODyvbxOkFA8SOPQN3REZyLFEWwF16AeN11UechY52TIgALCiDW10P1f/8XnK/MzQUWFsBNTiJw9dVgpaUrewLiJBkBmMrq9LXXXotrr7025vc5jsPdd9+Nu+++O2X3Kb8nHA6HMlsoCALcbjcA4E1vehP+4R/+AV6vN2X3SUSHBCCxKpAkCb29vRgaGsL69evTbuoabwtY3qydm5uLmaQR7djpEoButxsWiwXV1dXYtGlTSn3hmCiCGxmB8PDDwSqfTgepthZsx45g1vBZixCHw4HGEydQODiIA15v0Mdu506wAwfC5rwuZAVwKVQqVVgig2yIbLFYwgyR8/Pz0xoZKF51FdxXXRXXzwZuuQXCr38NldWqvA7c3BxYVhb8//APaTvHWMgWSom8/6Jl5creg67HHoP9xRfhra6GzmhEll6PrLk5CM88A3H37qD/5DJEbgH7b78d8PkgnDgBfnYWTK+H+Ja3wP+hDyX1mJMhEQEoV6pTmRx0IZDfE1u3bkVXVxfe+ta34sCBA3jqqafw5je/GSdPngQAqv6dB0gAEhlHpDDweDxoamqCz+fDkSNHYLfbMTU1ldZziKcFvLCwgMbGRuh0OtTX18e9WZuOJRB58cRqtSoJGqmE4zgYfvQjCL/9LRjHgcvKAtxu8I2NkDZsADvrTTc9PY3WU6ew59VXsb67W/Gww/PPQ7r8ckgf/rCy2brSGcDzRagokQ2RLRYLBgYG4HQ6oVKpMDg4uLKYuiTgenqg+tvfwHd2gpnNmLj+ehS+/DK0s7MAzm4B33UXpDRaq8QiVg5wIsiej3l5edDMzYFVV8O5bh3cbjdmpqeDW93j43C9+iq0Z+c2l7rPRR8ajUb477wTgeHhoCfkunVgGzbE3VJOBYl+kHW5XGkZeTmfyK/Rpz/9aUyffR0/+9nP4vrrr0d9fT2mp6fx6U9/WvGcJNIHCUAio7FYLGhqasK6deuUubqFhYUlk0BSwXIVQHmxYcOGDQlX2nieh6GrC8Jzz4Hr6gIrKgK77jpI11yT1MXH5/OhqakJHo8HpaWlaamMaebnkf3II0HfvLw8MCAo7Obnwb/yCtjEBPo9HvT39+Ogx4N13d3Bi6ncrpqfB//CC2D79wcrgcjcCuBSRBoiDwwMYGZqCv72dnTZbPCUl8O8bp3yM4na7cQL39EBzfe+B0xPAyYTuKkpGG022G65BbmXXgqOMYi7dwdTWeKAm5oC39EB+HxgFRWQamqiRvjFy0pj6aIcELwgKK16BsDv80GamcHk/DwG33gDGo0mLKoucvQhqhE0x4FVVoKd3Xw93yTTAl7tAlAmtPW8d+9eHD9+HC+++CJKS0tx+eWXX8AzWzuQACQyEsYY+vr6MDAwgK1bt6K0tFQRWaE2MOkiVps2NGN49+7dWL9+fcLH1rz6Krb94hdBc2WjEfzYGHDiBLjHHgO79FKwrVvB9u6N6wI8NzeHhoYG5Obmoq6uDkNDQ3A6nQmf03Lox8fBuVxA6HA8xwWtYCwW9D/zDEY2bsThw4dheuCBoGVJ6KyS0RhMDGlrUwQgsFjEMcbiEnYrFY+pwtDejrJ774VpchIMgK+8HKO3347hqiq0t7fHH1OXCIxBePJJcDMzYUsQ/q4u5Lz+Otgtt0BKQNAIx49D9ac/gbNag4fXaiEeOYLAP/xDMLUjqVNMXSwdAEgHDkD18MNBmyG1GhwArd0OFBWh6pprUF5WBrvdDqvVioGBgbCouvz8fBgMhoyNgov3Q4KcmJEqG5gLTeimOBA0iX7f+96HiYkJfPWrX03p3CERHRKARMbh8/nQ2NgIt9sddYM1WYuWRIh2Hx6PBw0NDWCMJZUxDAAQRWh/+1sE3G5Ie/YE//gNDwPDw+CfeAKsqwvIyQG7/HKIn/1scMkiBmNjY2hvb8fGjRtRVVWlzFylY74wkJcX9KXz+cLOSfJ4EGAMLr0+vjZ4iChYKrVkNcANDKD4a18Lzo8VFAAcB21PD6q/8x2U/OY3cO/enVBMXdw4nRC6upT7lPGbTMgeGwM/MAAxTgHITU1B9ac/AT7fOTE5Pw/Vyy+DbdgAMcmosVS0gEMJvPnN4Ds7wbe1nVsC0WohXnstWGUlBAD5+fnIz88HEPxdlb0H5edekiRYrVZkZWVljMlwIhVAh8MBAKt+BlAm1vujq6sL3/rWt0gAngdIABIZBWMMp0+fhk6nw969e6NaqVwIAWixWNDY2IjCwkJs3bo1+QWU8XHww8Pw5uYiGwA3Pw+MjgJZWcE81PXrAYMB3LPPgtu1CyzKEoBchZyYmMDevXuVZQUgPlHFdXaCa24G5ubANmwIZvUuM2/jKy+HZ+/eYIVJpQJ0OoguF5jVCs/evdj+7neDlzOUd+0CXnkFcDrP+QXOzwNqNVhE8sD58gFMB+rHHgNvtcKzfr3yYYBlZYEbH4fq4Yeh/epXE46pi++O1UFrmLNbkwqiGKy8JiAs+fZ2cFZruJ2K0Qim00E4eTJpAZjyFnBeHnyf+hSEU6fA9/WByTYwMfJidTodSkpKUFJSAsYYFhYW0NDQoJhRZ2VlKe1ik8kU07Ip3SQyAyhX9ld7Czj09zaaCHS73SuymSHihwQgkVFwHKfM+sX6hBgZBZcO5EUNxhj6+/vR39+PrVu3rjzHUqcDVCrwohi06bDZgEAgKJR8vmDb12gENzkJ/vhxiBECUDaaDgQCqKurW1SFXM5ihnv+efCPPw7O4wlu5B4/DnbyJMQPfxhYwiia4zhM33UX9PfcA765GaLFAhGAtGMHsn7+87B2Naurg9TYCP748bNfYIAgQHrLW8BCzF1XyxJIzHPo6QmKpkjvPUEAH5GwEBlT5/f7lepgW1sbRFFEXl6eIgiXrFBptRDr66F++GEwkynYapck6MbHESgrg7BjR/wPwuc7d96hqNWALDDtdggNDeC6uoL+e9u3Q9qzZ8kRhVRXAAEABgPEyy+HmOB8GMdxSvt927Zt0Ol0ivdgT08PPB5PmPfg+VzkScQI2ul0QqfTXTCxmiqWe25dLlfy1XEiIVb3O4m4KNHpdEtW+OQZwFTPGYUiCAL8fj/OnDkDh8OBw4cPwxhpgJwMBQVghw5B86c/gXm9gCQFBZLDAWYwAGereUwQzl2Az2K329HQ0ACz2YwdO3ZErRwsKQBnZsD/9a+AVhuMcgOCVaO2NvAvvABpCbsQnucRyM+H79FHMfy738HT2Ymy+nrkXHPNYiGg00H65CfBDhwA194OCELQBmbfvnPZtlidSyBh919aGjTAjvDegyiClZcH/9vlgurPf4bqpZeAQABifT38N9wAtdmMwsJCFBYWhsXUTU1Nobu7G1lZWYoYjJaOEbj+evBDQ+AbG8Gd/TAUMBrhuvVW5CXQImQVFcHFntAcZ0kCZ7dDvPRSwGqF+je/Ad/VBZadDc7vh3DmDMShIQRuvPFcPF3kcVNdAUwB8gygSqVCQUGBYkwu2/xYrVYMDQ2B53mlOriiVn0cJNoCXm7TOdNxuVxoaGiAwWCARqOBRqOBVquFRqOBWq2GTqeDxWLJmBb9xQ4JQGLVIf/BTKcXYCAQwMTEBMxmM+rr61NipiwjfvKTWDh9GtkjI8F4NY8nmEkqCyS/H5zbDWnfPuU2IyMj6OzsRE1NDSorK2NeBJYSgNzAADiLJbwNKwjA+vXgWlsXzfeF3Zbj4Pf7cfLUKUgbN2Lvu961bJWKXXop2KWXxvyRlVzIMuEiGLjxRqj+8AdoLBbF35CzWgG9Hv6bbgK8Xmi/9CUIL7+spHIIb7wB4cUX4bn3XmWhJlpMnc1mg8ViQWdn56KYuqysLHC5ufB9/vPgGxvBj42B6fXoU6lQmEj1D4C0eTPEI0egOnYsmIihVoOz2yFt2ADx0kshvPEG+K4uSFu2ACpVcPvbbodw/DjEPXvOfZCIIJ0fzpKBMRZzCSTSe3B+fl6ZHZRb9bIYTHVmdCICMJU5wBeK/v5+fOQjH0FJSQk4joNKpYJarVbEYFZWFhobGxelBhHpgQQgseqQ/2AmaqEQL6OjoxgbG0NOTg727duX+gtZWRnaPvtZGLxe6CcnwR87Bm5iAtz8PJjTCc7hgLRjB6QrroAkSWhvb8f09DT27dunDLnHYskKYGS7UoaxZe1n/H4/hoaGUFBQELP6mCirvQIo7diBqX/9V5h/9COoLRaAMbD8fPjuvBPSoUMQnn4awrFjwblOeUbQ54PQ1AT1n/8cNCKOQmiFijEGl8sFi8WixNRptVpl4cG0bx9UZ33+fKdOJf4gBAGB974XrKoKwsmTgMsF8dJLIV5yCVhhIfjW1mBKRmjb0WRSZlnFGAIwLS3gFSD/TixXleR5HiaTCSaTKaxVb7Valczo0FSYlVbkEhWA57M9nQ7MZjNuv/12xc7L5XLB5XLB4/HA4/FgYWEBJpMJhy6Ad+VahAQgsergeR4cxyEQCKTUZ00URXR0dGBqagplZWXwer1p+2PL9Hp4jh6FzmSC9IEPgP/738G99lpwG/PgQUhXXw1PdjYaXn8dAFBXVxdXW2QpUcU2bgwG3I+OAnJygt8fjHJ729tiVv/Gx8dhtVphNpuxa9eu1KaLZEAU3EpwvOUtGN+yBbvcboAxiPv3K1nJwunT4EQRLGROk3M6gbk5qH/4QzAA4pVXLhk7xnEcsrOzkZ2djYqKCoiiuGh+TRYkSc/FarUQL7ss+sKHWh0cEwhFbnsvIVwyrQUcrwCMRK1Wh7XqZTFusVjQ19enpMLI/xLtFCS6BJLKGLgLQUlJCe66664LfRrEWUgAEhnHchd3juNSvgnscrnQ2NgIjuNQX1+P2dlZTE5Opuz4kYSdv14P6YYbgBtuUL5vtVrR+NprKCgowLZt2+K+SCxZATSbIV17LfhHHwVaW8EJAiCKkLZuhRRlsJ4xhu7uboyMjCA/Px+5ubkpz+BdzVvAMpJeD/Hw4cXfkFumZ+HGx8FNTgZnO7VaqH/3O6hefRXeu+6K2UqNRBCEmDF1LpcLXV1dShpMNDPkhB/bnj1QdXWBuVxKFZObmAAzmSBt3Bj7dqu0ArgU0cS4HFU3NDSEtrY2xffRbDbDaDQue3/JVABXO6IoKr+/oe8R+f9n0vvmYocEILEqSaUAnJmZQXNzM4qLi7FlyxbwPJ/WvF4gtlBjjGFoaAg9PT2ora1FeXl5wikjS503O3oUYkkJ+LY2MIcDrKwMbPfucwsAZ/H7/WhqaoLb7UZdXR0GBwdT/nyspAK4GhDr66F69FFgbg7QasHNzAAAOI0GUm0tpOpq8B0dUD3xBPz//M9J3Ufo/Nrrr7+O9evXIxAIKGbIRqNRaVcaDIaEn1/x4EFwfX0QGhuD2+oAmNEI8W1vAyspiXm7TJsBlAVpKquSkakwXq9XaRe3tLRAkqRFs5uhLDWXGI2LYQYQQNrmtonEIQFIrEpSYQXDGENvby8GBwexfft2lIRc0NLtNRhNqImiiLa2NlgsFhw4cAB5oakbKzjuIqqqIFVVxfy2w+HAmTNnkJ2djSNHjkCtVidm2ux2g+vtBfz+YMRWjLnFi6UCGAvx6NHgosjjj4MbHg7OeOp0kEpKIG3YAPA82Lp1EBob4fd4ghZBK8RgMCjVQY/HA4vFErbdKovBuGPqsrIQuO02SAcOgBsdBdRqSJs3g8kjBDHItNSN83E+Wq02zPdR3uyenp5GT08PdDpdWFSdzFqrAGbae2MtQwKQyDjiqRysNA5Ozs+NlTYi+wCmi8jjyy1onudRV1eXtBHqStM1pqen0dzcjIqKCtTU1IS1ZeKpAHJtbeD/8AdwIyOAJIGZzWBXXRU15zhSxMmC3G63K0sOS808ZboAhCDA94UvQLz0Uqj+938hHDsGaetWsLKyc/NzkhScvYzjgsgNDIDv64NUWQlWU7Po+5FVN51Oh9LSUpSWlirbrRaLBSMjI2hvb4fBYFCe5yVj6jQaSDt3Ajt3xv3QM7ECeD5FR7TNbjmqrq+vD263W/mb43Q64xqvWO0VQPk9QeIvcyABSKxKVlKhs9vtaGxsRG5uLurr6y9I2khoi3l2dhZNTU1hLehkSTYKLtTweseOHSguLl503GUFl8UC/te/BjczA7ZxY3BzdGoK/KOPghUUhGUARx4zEAigubkZDocDRUVFsFgs6O3thU6nO7fxGuKHl0niYkkEAeKll0LauhXaf/mXYDqK/Pr6fOAsFgRuuWXJyD/Mz0P3iU9A9dRTysa2eNll8PziF2AR1dWl7IHk7daNGzeGtSubm5vBGFOqU/n5+Sv2vsvEJZALeT4qlSpsdtPtdmNychLz8/Nobm4Gx3Fh7eJoz/9qFoCy+Dtx4gQ0Gg32nbW4ivZBwev1QqPRrJ7f8VVM5vyGEkQCJNMCZoxheHgYb7zxBiorK7Fnz56YrvrnYwZQFEX09/ejoaEBtbW12LZt24ovUnG1gCMIBAJoamrCyMgIDh8+vEj8ycddNmKupQXc+DjY5s3nqlrFxYAogjt5cvHPnxWAbrcbJ06cgCiKOHz4MCoqKrBnzx5ceumlqKmpAWMMnZ2dOHbsGJqamjA6Ogqv15sRFcB4z4GtWwf/+98PaLXg29uD//r7Ie3Zg8A737nkbXWf+hRUf/nLObsexiC8/DJ0ETYyiTwfcrty+/btuOSSS7Bnzx5kZ2djfHwcr732Gk6ePIne3l7YbLakfg8ycQkkkwRpVlYWCgoKoFKpcMkll2DXrl3Q6/XK8//666+jp6cHFotF+SCazhbw//t//w8cx+GOO+5QvubxePCpT31KSUe5+eabMTU1ldTx5ffQ/fffj2uvvRZPPPEEgPAPgfL/vvOd78Qvf/nLFTwaIl6oAkhkHOloAYfO1+3fv18Z3I7F+cgbHh0dhd/vx6FDh5Cbm5uSYyYqAN1uN86cOQOVSoX6+vqYc2HxVBY5hyMo+iIutEyvBzc7G/WYTqcTvb29KCoqwpYtWwAE2/NAeNVk8+bNcDqdykyV3W4Hx3Ho6elRqoOZdIGPhnjFFZCqqiC88QY4pxNSZWVwezj0ou7xQPPDH0L9298CdjukAwcgPPts8Hvy4+M4QJIgvPIK+Pb2YI4vkm+7ylFpRqMRVVVVK4upO8tabwHHgxwDx/P8ophA2eqns7MTJ06cwFNPPaX8TKqf2zfeeAM/+9nPsGvXrrCv//M//zOeeuopPPzww8jNzcWnP/1p3HTTTXj11VeTvq+xsTG4XC588YtfxMzMDD7ykY8s6i6Mjo6u+ri71QI9y8SqJBGB5nQ60dDQALVavfx83dk/RPLx03EhczqdsNlsUKvVS4quZJArdfGct9VqRUNDQ1yt53hawKywMChOvF5AbmExBm5+HlJd3aKf93g8mJmZwdatW1FxdqkgZooJxyEnJwc5OTmorKyE1WpFa2srAoEA2tvbw0RKfn5+6sPkGYPqiSegfvBBcBMTEA8cgP+TnwwXb/EcproagViWL5KErFtvhfDii8E4NgDcc8/FNupmLDgTuEIBGEmk912iMXXBh5JZgiuRzN3zRSwLGLVajfXr12P9+vVgjKGwsBB+vx9/+tOfcOzYMTzyyCO46qqrcN111+Hmm29e0Tk4HA7cdttt+PnPf4577rlH+frc3Bx+8Ytf4KGHHsJb3vIWAMADDzyArVu34sSJEzhy5EhS9zc2NoZvf/vbmJ2dxRe+8AU4HA587nOfUz5gyh8KTSbTih4XER8kAIlVSbwCcGpqCi0tLSgrK8PmzZtjXgS45mbwv/gF+BMngOxssGuvhaqqKuVxc/KShU6nw/r161Mq/oBzPmdLnTdjDCMjI+jq6sKWLVtQLufWLnPcZQXgzp2Qtm8H39QUFIMqFbjJSbCCAkj19WH339XVhYWFBZSWliriLxEEQQDP89i6dWuYSJmcnER3dzeys7PDFhxWevHX3H03NN//vvwAwPf0QP3II9Dfdx/mlvDDSwThueegev75sK9xkhT0Eoz23HMcpBAxmY4PK0nF1EXxeLvQZJogBeLzAOQ4Dps2bcJdd92Fl19+GXfccQe2bNmCv/3tb3jllVdWLAA/9alP4R3veAeuvPLKMAF4+vRp+P1+XHnllcrXtmzZgoqKChw/fjxhASi/FxwOB9atW4ePf/zj0Ol0+PrXv465uTn827/9m7Lw5Xa7U5O7TiwLCUAi44jnwrGcAJQkCT09PRgZGcGOHTtQVFQU+/5aW6H62MeCyws8D25wENqGBtQXF4Nt3QqcbU2uBMYY+vr6MDAwgO3bt8Nut6dlhk2+yMU6dmi0XCJWM3Etl+h0kD70IeCZZ8CdOQN4vZD27we75hrgrO2MPG/ocrmW3fJd7nxC/3+oSAltYba0tCgLDnLVKtEFB66/H5of/CD4H3JrijHA60XR//t/mLj//qQeQySqF14AU6nARcy2ckBQBIriuTYwz0M8fBjS9u3hP5tm0RUrpk5OxtBoNMjPz4fX613xIkkqWa0CMBSXywWz2YzLL78cl0cxbk+U3//+9zhz5gzeeOONRd+bnJyERqNZVIkrLCxckUG+x+NRFln+5V/+BYWFhfjsZz8Li8WCr371q1i3bh08Hg8JwPMECUBiVaJSqeD1eqN+z+v1oqmpCT6fD0eOHFl2cJr/5S/BTU+DaTTgpqeDF3dJQu7QEKT3vQ/Sb38LtgIR6Pf70dLSgoWFBcVyZn5+Pi0zhrIAiCbWvF4vGhoaIElS3NFyMnHby+TnQ7rtNuDGG4Mxc7m5SvvS5XLhzJkz0Gq1OHLkCNrb29OSBRzZwlxYWIDFYsHY2Bg6Ojritz85i+rZZxdHn53NVdZ1d0NjtSb9GMIez1Jta54/F8HGcRDr6+F54IHw26/0A4XFAqGpKfi7kJcHac+eYCU3BkvF1NlsNoiiqIiW/Px8ZGdnX7CqYKor+akgUVHqcDhSFgU3MjKCz33uc/j73/+e+nGJJfD7/cq8cyAQwPve9z4UFxfjtttuw8TEBH70ox8hEAgssuUi0gMJQCIjWW7mLFYF0GazobGxEWazGfv27YtrmJg/cQJMTmrgOGV+jTkc4MfHgf/5H4jf/W5Sj0M2Vdbr9airq1Navqkwso5GaAs4lLm5OTQ0NCAvLw87duxI+GKYsPFyhF1FtHnDlRpBx/tzoQsOPp9PqQ42NTWB47iw6mDUlvwyzxVLUWUpcNNN0EZ5nzFBQOAf/gHeO+8E39sLtmEDpCgfSFbSduWGhqD+5S/Bj4wEH68ogr34Ivz/+I/KjOFyhMbUyfNc2dnZsFgsGBgYUHJzUxVTlwirvQIoV1tTJYxOnz6N6elpxY5FPp+XX34ZP/rRj/DXv/4VPp8Pdrs9rAo4NTW1ZDclFvL70mazKR885UW+K664Ai+++CKuv/563HTTTXA4HEmZ4BOJQwKQWJVECsDQCLXNmzejoqIi7oshMxqDKQeBwLk0hrPCRMrOBn/yJESHI+GB/8nJSbS0tKCysjLMVBlIzq4lHjiOW9SuHR8fR1tbGzZu3IiqqqqkN0WTPd/R0VF0dHSgtrY2bN4vmhG0JEkIBAKKYexSxrHJiEeNRoOioiIUFRWBMRZmjhxZHZSj0wLXXAPtXXcF3x8qlWLFAsbg2rULgWU2yuNF2rED3i9+EdpvfQtMpQqaRDMGVl4O79e+BlZYCHHTpiWPwXk8EI4dA9/fD1ZYiMBb3wosN1DPGFRPPgludBTS1q1BAcgY+O5uqB5/HL5Nm5b2KYz2WCQJWVlZKCsrQ1lZGSRJUoyQQ2PqZEGYTExdouezmgUgkFofwCuuuAItLS1hX/vgBz+ILVu24Atf+ALKy8uhVqvx3HPPKXOGXV1dGB4eRl2Uha7lkF/bd7/73WECUhAEMMawZcsWvP7667juuusAYNX6Ha42SAASq5LQClogEEBrayvsdjsOHjyY8AaZdOONULW0BC+4gDLfxVQqSDk54DkurqQGGcYYenp6MDQ0hF27dqEwShstXQIw9NiMMXR3d2NkZAR79uxBQUHBio6ZqOCSlz3Gxsawb98+5C9hWswYgyiKyram/N+h9y//i7xtsnAcF2a/4fV6Ye/thbOpCd1OJ3ImJrDeZoOuuBj8Zz6DrHvvDb5HRBEQBDCDAZNf/OKKzyMU3xe/CPHyy6H6/e/B2e0Q6+vhf+974/rwoZ2agvlb34K6ry/4Bcag+dGP4Pn+9yHt2RPzdtz0NPi+PrDS0nPVTo6DVFEBbnQU3PAw2DLCM5LIaiTP84rR9KZNm+DxeJRK7PDwsPL9JSuxK+BiEYCpqgAaDAbs2LEj7Gvy4pT89Q9/+MO48847YTabYTQa8ZnPfAZ1dXVJbwADwIMPPrhoNlR+n+Tl5eHFF1/E008/nbJWN7E0JACJjGS59qDcPnA4HGhoaIBOp0vaUkV6//shvfYa+CeeCCY1CAKgUsFVUIAstxvSO94BxPkHyefzobm5GW63G3V1dTHnD9PpM8jzPPx+P06fPq1E3a3UQDbRCqDf7w+L2ov2iV4+plz5k+e0VCrVoq8zxhTBH3q7lOH3I/uJJ2B84QVw09MQWluBhQWIWi1EAN6cHIx/5CPIHx2F3m4HDhyA/yMfgQcA5udTdx4AxCNHICZxka39zW+g6uoKzu1pNEAgAG5sDNq77oL7ySeBWC1XebYwUiCFzh0myHJJIDqdDiUlJSgpKVk2ps5gMKxYvGWiAExkLtHv98Pn853XLOD//u//Bs/zuPnmm+H1enH11VfjJz/5yYqOudxikEqlUqqARPohAUisSgRBgNfrxfHjx6O2WBNCr0fggQcgfPOb4B98EPD5gOxsCH4//LW1ED760bgOMz8/j4aGBhgMBhw5cmTJGad0VgABoKmpKa7ziJdE5vVcLhdOnz6NrKysJe9fPqYoisoFWn4N5Yu1fIGUhaD8z+FwAAgK7sjqYDIIzz4L1WOPgeXlgbNYwNntYCoVBI0GfGEh1JOT0L74IhrvvRezfj8EQUC+06mI1AsNNzoKc0cHmMEATv4QpFKBrVsHfnAQwqlTEGO07tj69ZAqKiB0dkIyGJSlHW50FKyoCCwOm6BIEkkCiYyp8/l8sFgsKY2py0QBKIpi3B9Y5fd7OgXgiy++GPbfOp0OP/7xj/HjH/84bfdJXFhIABKrDkmSMDIyAp/Ph3379mH9+vUrP6ggQPzqVyHdcAP4Z58F7HYMCwKy3/MeFFZWLntzec6uqqoKGzduXPbily4BOD09Db/fj4KCAuzcuTNlc1XxtoAtFgsaGxtRUlKC2traZS+6LpdLsQxZ6lxDBd7o6Ci6u7tRU1OjnFdodXC52cFF+P1BC5bsbDCzGfzQEJhWG6yieTzBDwSFhdBMT2O3xQLfO94Bu92u+A76/X6cOXMG69atU6xtzve2K+dwBD0DNRqE3bNKFWxZL1Wl5HmI114LfmYGfGsrmF4ffNwmEwLXXntuLjYBVpIFrNFoUFxcjOLi4rAt7vHxcXR1dSE7O1sRg7m5uXHdjyiKGZcukYg5tdPpBECzcURqyazfCII4S6wLqMfjQWNjI/x+P3ieT434C4Ht3g1x924AwOzJk9AsM3MjSZIy55bInJ2cBZwqGGMYGBhQvNhKS0tTKkLiaQGPjIygs7NzWXNpOanEbDajr68Pr7zyCoxGIwoKCrBu3Trk5OREPXd5tnJsbAx79+5V4vwkSVJSW+T/LxNXddDpDAqknJzgoocoBqtgPH9u5k+nC7ZCHY6weTatVgubzYb8/HxYLBb09/dDrVYrYjAvL++82I9IGzYgkJsL7fx82LgCNz8Plp0NaefOpW+/eTN8n/40hNOnwY2NgRUUQNy3DyxWasly55OiLOBYMXVWqzWhmLpMrQDG+95wOp3Q6/UZZ2VDrG5IABKrBtm6o6CgAFVVVXjllVfSmjggCMKSoifUb7Curi6hT+fLHTsRRFFES0sL7HY7Dh06hJaWlpRXF5eqAMoieHx8fNmcZbnlyxhDfn4+CgoK4PF4YLFYMDs7i4GBgbAMYLPZrMx7trS0wOl04tChQ2HPdajAkyQJ/HPPQfXAA+A7OyFVVMD73vfCd+214AVB2ZIOEwM5OcFW6egoWFUVWF4e+OlpMEEIikCVClhYCBpdn/1wEPp4BEFQtl1FUVSqgz09PfB4PGERdekabmdaLfrf8Q7seeQRcOPjYNnZ4NxugDEEPvQhsJKS5Y9RWopAaWlqzidNv5dhHo9uN1zj47CIYlhMnVwdDI2pu1gEYCalqxCrHxKARMYTWt3aunUrysrK4PP5AKTX4HWpRQ3ZV89kMsXtNxhKqlrAbrcbDQ0NEAQBdXV10Gq1aWkvx5oBlJc9PB4P6urqlhQ4oUsdofN+Op0OpaWlKC0thSRJsNlsmJ2dRU9PD9xuN3Jzc+F2u6HVanHo0KElZxrVjzwC9V13gfN6wTQa8NPTUDU0QJiYgOfjH1eel7BWsUoF8a1vBf8//wNueBji9u3gZmfBLSwEhdTcHCCKCLzznUGblCUQBEERewAWJWVotVrl+7FydJOBMYbRyy5Dzb590P/2t+AGBoJVwdtug/+221JyH4meT8KCy+GA6oUXwLe0AFlZCNTXQzp0aHEOciAA1ZNPQnj2WWTNzcGcm4vqt74Vnmuuge1su7irqws+nw8mkwn5+fnw+/0ZJ54SFYDU/iVSDQlAIiOR/1iHpmgcOnRIcZGXBVcgEDjvAlD2tdu0aRM2bNiQ1IUlFSLNarWisbERhYWF2Lp1a5hFSqpj5qK1gJ1Op2JyfeTIkSVFcKxlj0h4nlcEUm1tLaanp9Ha2gqVSoWFhQWcPHlSqQ7m5eWFiwyvF+rvfheczwdWUHBOONhs0P3sZ5De+14ws1k5j7BWcV0dmNcL9d//Dm52FuKRI+Cs1mALdf16BN71Lvj/8R8Xi5Fl0Ov10Ov1KC8vV5IyQgVKaHUwkWSWqHAc/O94B9zvfGcwhUX2LLwAhLWAvV4Izz8P4fXXg/OGR49CfPObz8XqAYDdDu2XvgThzBll81j1+OPw33or/P/0T2GPQ/Xww1D//vdgOTlBD0+7Hepf/Qrw+VDw7neHxdTJVjN2ux1Op1NJJsnLy7vgM4GJfHh1OBwXNEmFuDghAUhkLPPz82hsbER2dnZYigZwzvA4XVYqwGIBKEkSOjo6MDk5ib1792LdunUpO3aiDA8Po6ura5G5MpCeBZPIFrC87FFaWora2tolL0yh27tLib9IZPFXXV2NyspKiKIIq9WK2dlZtLW1IRAIKOJp3bp1yOruDsaYGY3hwsdoBGe1QtXQAOmqq8LagrIYZIzBc9ll8Bw5AsFiAWcwAGZz0AMyRRfd0KSM0BzdmZkZ9PT0ICsrK6w6mEgFbZHgP48pG9FQKoAeD7Rf+AJUL70UnKUEoHr8cQTe9jb4/uM/FBGofuwxCKdPQ6qoUJJ4uNlZqB9+GOKll0KSPetsNqiefRbMZAIrLg7eV24uMD4O1d/+hsBVVwEmU1hMXXl5OU6dOoXc3Fwlk1uuLMvP94UQV4kugVAFkEg1JACJjGRychINDQ0xt2o5jkurlx4QLqTk5RM5R3els1zJijRZhE5NTcWct0vo2DMz4P/2N3Dt7UBuLqTLLgM7eHCR6AmtKsriU27Hx0Je9pBfo3jFn5zq0t/fjx07diiLPiqVCuvXr8f69evBGIPD4cDs7CzGx8fR2dmJ9TYb9ksSOL8fvEZz7jGIYnCWL+I1i5wdlCQJkiBAysoKPtazm8WpsJmJJDJHNxAIKK3v9vb2sOWG/Pz8ZfNa5dcmUypEcgVQ9dRTEF56CVJBwbnnf2EBqqefhvjmN0O86ioAgPDcc8Es5BCLF5afD663F8IbbygCkJ+aAjc3ByliyYiZzeDHxsBPT0OKYgTPGIPJZFKWtNxut2I1Mzg4GNa6P18xdYm2gM+nByCxNiABSGQkBoNh2SpbuvJ0Q4/v9XqVfOH8/Hxs3749JS3nZASg1+tFY2MjRFFEXV1dzJZh3MceGYHqi18E192t2IXwTz8N8cMfhvS+94X9qFxtbW9vx8TERELLHvLt4xEnssC1WCw4cOAAjEZj1J/jOA4GgwEGg+Fcxu/QEDyFhcjq64PX7QaXlQVerYZqbg5SRUVwniwGkWJwKRPqSJuZVIgulUqFgoICpX3pdDoxOzuLyclJdHd3Q6/XKwJlKeuTTBGA8hKI8OKLwZZuqPg2GMDNzEB47TVFAEKSFhtRhwp4+bhGI1hWVnBzO0Qsck4nWFZWsPobhcglkEyIqaMZQOJCQwKQyEhycnLico1PdwVwfn4eExMTCecLx3NsWWTEU1kKXTrZuXPnkheOeAWg8NBD4Lq6wGpqzs1jTUyA/81vIF16KRDifyi3Sq1Wa1zLHvHM+0UiL5QEAgEcOnRo2apXKBqvFyXNzRAuvxy8xQLt3ByYywXG83AZjej90IegHhtb0mZGJpoJdSybmZQnkiAo4nJycpCTk4MNGzYo1icWi0WxPpHFiWyMnIkVQJ7ng1XUWO/vkA9v4qWXQv3AA2B+/7n2td0O6HQQQ2LsWHExxP37oXr2WUgqFWAwAPPz4CYmELjqKrCQnNmo5xOFpWLqRkZGwHFcymPq5PcSVQCJCwkJQGLVks4WsCiKmJ6exsLCAg4ePLhktSsZErGnmJiYQGtrKzZu3IiqqqplL/JxLYH4fOBeeQUsLy98GL+wEFxPD/iGBkhnBaDT6URTUxMApGzZIxKn06nMe+7ZsyfxrerOTvBDQ5AuuQTS3r3gX38d3PBwcJv0c5+DvrgYs7Oz6O/vh0ajCbOZWe4iHK06KIoiAi4XpJdegtnlghgIQNq2TbGaSWW7OMz6JIoxck5OjpJ/nWoxmixyBVA8ehSqV18F83rPVezcbkAQIB0+rPx84KabIJw4Ab6jI2jAfbZtH7juOkj79p07MMfBf/vt4Lxe8A0NwbQSvR7ipZcGl3RikIgNTLSYOqvVuiimTs7ITea1lscjqAJIXEhIABKrlnQJQNlaxe/3Izc3N+XiD0CYoIgFYwzd3d0YGRlJ2GQ67vbyMgLNMjyMoSeewBarFVabDarsbGDv3qBpcgTJLnvIkV8lJSXJR/r19weXAQQBMBohvfWtwYfX3Q1tSLtP9umbmZlBV1cXvF4v8vLysG7dOhQUFCy7iSu/bqyrC+yOO1AzMgIdz4P9+tfwHz0K15e+FGxxhvgNpnp2MNQY2efzwWq1YmZmBgDw2muvKZXBVFWrkkFeAglcdx1Uzz4L4cyZoK/iWYEaqK9H4Morz/18YSG83/seVE89Bf7UKbDs7OCM4JVXLq4g5uXB9/nPg+vtBW+xQMrPB9u0acn3crI+gKExddXV1crzbbFY0NLSAsZY2KxmvDF1oXOx8UAVQCIdkAAkMpJ4RIBKpUr5DKC83VpYWAiTyYSxsbGUHl9mOQHo9/vR3NwMp9OJI0eOJPTHPy4BqNGAHT0K/pFHwPLzz1UBp6bATCZIe/dipKcHC7/4BbbOz0NXWAin3Q7+ySeB/n5It9yizHUlu+wBAGNjY+js7ERtbe2SCyXLolYHo9BCvyZXw0IusqHD/vIm7uzsLGZmZpRZO7k6GGsT12m3Q/rc55A7NATVhg2ATgduYQGaZ58FX1QE9513honh4Cnw0U2oV4hGo0FRURHy8vIwMzODXbt2KdWqjo4OpVqVzlm2aCg2MLm58Hz/+1D9+c9QvfwyGM9DvPxyBK6/HogQ2yw/H/73vx94//uXvwOOA6upgVhTE/f5pOJ5l5/voqKisGrsxMQEurq6lFlNs9m85Ca3/LuSSAVwJa4DBBENEoDEqiWVFUB587Snp0eJMpuamkpbi3kpGxuHw4GGhgbo9XrU1dUlvJEYbwVQvO02cC0t4Hp6zmXG6vUI3H472hwOuF97Dbu9Xmj37kVApYLb4YC0aROEzk5wHR1g+/eHzcXJj4nzesG3tASXS3gerLY2uMUZUo1ijKG3txejo6NhsW7JwjZtAoaGghm28uzg9DRYbq5iFxJJ6CZuZWUlAoGAkkgip6mYzWZFEGq1Wtjtdgw+9BD2TUxAVVUFTr4voxHweKD661+h+dSnAINhkc1MVBPqFIlBufWbm5urVKu8Xu+iWbbQ6mA6N13DjKBzcxH4x39EYIkWbUqx2YJJLjodWHk5cPb3IdVJINFi6mSfx9BNbnl+MLS6LFvAJDIiQRVAItWQACRWLakSgKIoorW1FVarFQcPHlTmqdJtMxMtDm5mZgZNTU0oLy/H5s2b02syXV6OwL33gv/rX4M2MCYTvPX1aNBo4LPbcSg/Hzq9HkyrBX/2eEytBlQqcCMjkPbtUwSOImY8Hgh/+AP4M2eC7VjGgNdfB3fkCMR3vQs4u7jT2tqqmHunYraJ1dZCmpwE390NJorBaqDBAKm+HsjLi+sYKpVq0azd7OwsxsbG0NHRAZ1OB4/Hgx1qNTQIxq+FkZUFzuUKmkcbDDFnB5PKK17u8UdZAtFqtSguLkZxcbEyy2axWDA0NIT29nYYjUZFEC63GJPM+Zz3hRRRhPC3v0E4dgyc3Q5oNJBqauC76abkkkkSRK1Wh9kUOZ1OWCwWTE9PKz6PshhUqVQJuQm4XC4SgETKIQFIZCTxXDxSIdBcLhcaGhqgUqlQX18fNsPD8/x58xkMjbvbvn07SuLIbo1FQgbZBQWK5YvD4cCZM2eQo1Lh8L59UD//fNCeIwQGAKIIplZHXfbgW1rAnzkDtmHDuRafwwH+9dchbd8Od00NGhsbIQgCDh06lLoZNa0W0uWXg9XUgLNaIQkCWGkpEOfcZCSh1Z3q6mr09fVhYGAAubm5GNFosA4ANzkJIT8farUaPMeBm5sDKy0NppBEELpZHNoyj8dmJh6WE1yhs2wbN24M23QdGhoKa43L+ctRkSTwvb2AzQZWWAhWWRk2e8dNT0N48klsf+45ZL/+OnDttedMnOMhEADf3Ax+cBAsKwvSnj0xK7iRCCdOQPXkk8ERhk2bAI8HfFMTVB4PuJ07z2sWcOgmt1xdttlssFqtyuwpx3EYGRmB2WxeNueXlkCIdEACkFi1rNQHcGZmRlk+qK2tXXSBiFahSyWyABRFES0tLbDb7WFxdys5bqLboLOzs2hsbAyrPLKNG4Hjx4GZGXDy/NHMDJhajUB1ddRlD667O1j5C53vyskBRBGe9nactNmQn58fFl2XMtRqsKoqsKqqlB1SXsSZnJzEwYMHkZubC2nfPrAzZ6D561/h83jgUamg9XggqFTwvutdUKnVWOrjS+QsYOi84Eqqg4lU3CI3Xefm5mCxWBQfvGgpGdzMDNQ/+xn41lZwbjeYwQDx8GH4P/QhIDsbXG8vdJ/+NLihIRR7vdA2NACPPgrfXXchcNNNy5+U0wn1ffdB9frrwNmsb5afD/8HPgDxTW9a+raSBOHVV8G02nNWMDk5kDZtAt/Tgxyz+bwKwEgifR7Hx8fR39+vZERrNBpFfEeLqXM4HDAYDCk5l29961t49NFH0dnZiaysLNTX1+Pb3/42amtrlZ/xeDz4l3/5F/z+97+H1+vF1VdfjZ/85CcoLCxMyTkQmQEJQCJjWc7ORKVSwev1Jnxcxhj6+/vR39+Pbdu2obS0NOrPnY8WsMvlQkdHBwRBQF1dXdxbhEuRyBYwYwzDw8Po7u5e/FxUV0O6/HLwx44BHR0wjIyAZWUhcOmlkKqro88w8fy55YsQ3G43enp7UX7oUNL5yecbuVXtcDhw8OBBxfuQFwTgm98EV1kJ/VNPgTkc8BQUYOjKK9FdUgLNK6+goKBAuaAnYzMTrwm1zEparv8/e2ceHlV9tv/PmZns+x7CGtawZiOsiqgookiiuFCta3/VtxVbl9alrba1WkttFetW9e2rtopVWVxQwQUEFUTIRkJ2IJBAMpns62znnN8f4znMhGyTTDY9n+t6r7dOZuZ8z8mQc8/zfZ771ul0hIWFERYWxtSpU9WUDEUQenl5EREWxpQ33sAnN9chsgMCoLERw6efIgcFYb/5ZryffhpdeTniuHG0t7biFRyMzmjE+6mnEM87zzFs1AOGTz/FsHevw34oMBAkCeHkSbxeew0pIQH5u0SYLrFYoKnJ4QvojK8vsihi6OgYVgHojCAIeHl54evrS1JSkjqZrohB55g6X19fIiMjaWtrG3D6kMKePXu44447SEtLw26385vf/IaLL76YgoICtcp499138+GHH/LOO+8QEhLC+vXrufLKK/n66689sgaNkYEmADVGLf0RaHa7nby8PJqamnqttinvP1j9TErqRWxsLLNmzfLYDaqvAtA5Vm7+/PmEde6VEwTkZcsQp06FkyepPnCAgPPPJzghAaGbBnZ5xgw4cABaWyEwEFmWaTxxgvbmZuLOO49wD1bnBhOr1UpOTg6CIJCWlnb2VnVgIPZ77sF+++0Izc3oIiMZ7+VFnCiqkW5FRUVYrVaXQZK+2sz0xYTauTroSf8/vy5sc1qzs7EdOsTpgAD07e34yTK+gYF4RURg+Oor7MuXo//2W+TQUEcFmO++wEVHozt1Cv0332C/7LLuDyrL6PfscQhLpddNp0OeMMHh8ZiTcyY1pCt8fR3HKitDdp6WbWtzVKyDg0fUlw7nFBDn7XdwfFlStucffPBB9u3bR3h4OAcPHmTx4sUDHpjasWOHy3+/+uqrREdHk5mZybJly2hqauJf//oXmzZt4oILLgDglVdeYebMmXzzzTcsWrRoQMfXGDloAlBj1OLuFrAyXevr68uSJUt67T9zvgl7Iv7NmZMnT9LR0cG4ceOY406PVB/oiwBUBI7NZusxVg6+S1+Ijkbv5cWhqioCmptV37yQkBCXG6s0Zw7CokXoDhxAFkWa6uvpsNsJWbMG38WLPXaOg0lbWxvZ2dkEBwf3Hv0XEOAQLd+h1+tVsTdjxgw10s1oNKo2IVFRUURGRvYY6abQ0yCJs82M3W5HEASPT7sq4iQqLAwff38skyZhtlrpMJtpbGrC22Ih0Gym/eRJ/CUJ2WBwrQArn40+/DsVOjpcJsUB1cJH+G5LuPsXC4jnnovu2DGE48eRo6IQOjrQVVdjmTuXjm6q/MNFTzFwfn5+jB07lrFjx/J///d/fPbZZ/z6179m06ZNPProoyxYsIB77rmHq666yiNraWpqAlCFZWZmJjabjRVOPo0JCQlMmDCB/fv3awLwe4QmADVGLH3ZAu5rBbCmpobDhw8zfvx4pk2b1qebpPIcdzI7e0OpulVXVxMYGHh21c0D9CYAlWGPoKAgUlJS+pzskZiY6GKVkpOTA6AKnoiICLy8vRHXrsU6YwYnv/gC+4QJTFyxAu+5c9XK0EimsbGRnJycgZlSf0d3kW5K76kkSURERKjXT/1C0tKCrqgILBbk8eMdgxZ0Xx0URRGTyaT6Yg6KzcyYMchBQXi3tOAVGUlQUBCSLCOWldEeEkKB3Q4xMUQWFmJTzkMQEGprHb2CaWm9XSzEpCQMH37o6OFT1t3YCH5+SJMn97pGKSUFm82GYdcudCYTsq8v9hUraFu6FF15+YDO39P09Uulr68vl112GTfeeCNHjhwhICCAnTt3euzvhiRJ3HXXXSxdulT9IlpdXY23t7fqhqAQExNDdXW1R46rMTLQBKDGqKUvW8CK31x5eTlz5sxhTB8nCpX3h57TOtzBYrGQk5OD3W5nyZIlHDlyZFCGTJRKUFcoNjMTJkzoWeBYLAh79kBhIbrgYIQVKyAuDi8vLxcj3KamJkwmE8eOHSM/P5+wsDCCg4Opbm0lcPly5s6d63as23BhNBo5cuQIU6dOZcLYsej27EH3zTcASAsWIC1b5hqb5yadI92am5upra1VI8aCg4MZW1vLmM8/x6uuDkGWkQMDkc45x2Gh08m3TxF5R48exWg0kpSUpA4udbVVrPzv/iDHxSGeey6GDz4AqxU5MBB9QwN6WUZ37bUsPP98rL6+SPfcg6GyEl+9HpvJhODrS9tPf4ohNpbejmy/5BLHBHBBgWMr2WpFsFiwX3QRUkJCn9YpLVyINSUFoa4O2c8PQkIQGxtHTP+fguID2BesVit2u53AwEDi4uK49dZbPbaOO+64g/z8fL766iuPvafG6GF0/GXW0OiC3gRg5zQNd6folAqKJwZBmpubycrKIjQ0lNTUVAwGg3uRbc7YbAj79jm8+3x9HcJkyhT1x131hDkbXfdmMyPX1mK46y50mZkOGxhZRn75ZWx/+APShReqzxMEQbUWmTZtGh0dHZw8eZITJ06ovmvHjh3rMVVjpHDy5EnKysqYM2cO0eHheD38MPoPP1SnUXnzTcRVq7D96U9nCbH+IAgCISEhhISEMGXKFCwWCw3HjuH7z3/SYDLRHhdHQFAQgRYL/jt2oIuLQzrvPJf3kCTJxU/ReRu/swn1QG1mAGw33IAcFIRh926H12FkJPZVqxBXrkQQBHyWLEH8z3+Q33yTlq++ImDKFKoXLeL4lCnYv/zSJTLNVzHQdkKeNAnr/fdj+PRTdIcPQ1AQtnPOQbzggrPj4HrCy+vMJDDuia2hwp1dhdbWVgCP+wCuX7+e7du3s3fvXpcUntjYWKxWK42NjS5VQKPRSKzTddUY/WgCUGPE0tv2W09RcC0tLWRnZxMQENCvNA0FT0wCV1VVkZ+fz+TJk5k8efIZz7z+CMDWVvQPPYTuq68cfVWyjP611xDvuMMRz9bF+0qSREFBASaTycXoutMiEfLzoaIC3eefo9u3D2n8eEfShSQhnDqF15/+hCU5GbppQm9oaKCyspKEhARiY2PV7U4lVSMiIkLtfxvMFAp3UGxeqqqqSE1NdfTl7diB/oMPHNnCwcGOJ7a0oP/oI6SlSxEvv9zj6/Dx8SGurg6DKCIuWYLZaqWtvZ1aWcaroQF561Y6Jk0iMjISf39/RFEkNzcXu93e5ZBK595BT9jM4OuLfd067JdfjtDSghwWBp2m1uVp02i95x6yly9n2bJlxAFjnEyRjUajGrmniEHnXkh54kRs/+//DexidmIwUkAGirsCUBAEj00By7LMnXfeybZt2/jiiy+I7zSYlZqaipeXF59//jlr164FoLi4mJMnT7J4lPTxavQNTQBqjFq6E2fV1dXk5eUxadIkpk6dOqA+roFUABVxUVFRQWJiItGdbCz6Iy51b7+N7osvkOPiICAAZBnh9Gn0zz2HlJoK39mzKALQarWSnZ2NKIosWrSo62GP8nJ0W7dCbS2yjw/6r74CUURQxLVOhxwXh1BZif6rrxDXrDnrPJVYt6SkJHWa0TkVobm5GZPJxIkTJ1SfOUUMKj5zQ42zzcuCBQvUG6x+926HuFbEHzjsRerq0H3xxaAIQAA6OgAQDAb8DAb8/P0hMhIRaBdFKuvqKCsrw9vbG1EU8fX1JTk5uddhJk/YzLjQafClM2oO8Hd0NkV2jkw7cuQIoiiqCRkREREesULqvJ6RKAD7aoKumEB76hzuuOMONm3axHvvvUdQUJDa1xcSEoKfnx8hISH85Cc/4Z577iE8PJzg4GDuvPNOFi9erA2AfM/QBKDGqKWzTYskSZSWllJRUcG8efM8YlraXzPoztvPXW3f9KcCqNu501F1UW7AguAQZ6Wl6L7+WvXnkySJlpYWsrKyCA4O7r4XT5bR7dsHDQ1IM2Ygtbdj+K46JzQ2Ivv7O7bflJtPW5vLy/sS6+a83Tl16lTMZjO1tbWYTCaOHj2Kj4+POlUcFhY2JDdrZQoaOLuCZrO5pFs4nYjDb26QkOPikL29VQsdx4MyXs3NBF54ISkpKerv1GAwYLVa+eqrr1wGSbraWnWmq0ESj1QHnc+jF9ukzpFpra2t1NbWcvr0aYqLiwkICFDFYHBw8IA/DyNRALrjLKB4AHrqS9ILL7wAwPLly10ef+WVV7j55psBeOqpp9DpdKxdu9bFCFrj+4UmADVGLL39wVP+gCq9Trm5uZjN5m4FV3/oT5Wura2NrKws/Pz8etx+dqkuNjai++ADR19fSAjSqlXIiYldvbkjj9cZQXD8n9msvq/NZuPAgQNMnDix5ypoczNUVCBFRSEDOn9/5DFj0B07hmy1OgSPn5/jeX5+SHPnqi9Vhlp0Op1bsW6+vr4uPnPKVvGRI0ew2+0uW8Uei4pzor29XZ2CnjNnzlk3YmnBAvSffOI4d6UaZbGALCMN4haYPGMGUmoq+n37HEMQ3t4IJhNyTAzSeefR3NxMdnY2sbGxTJ8+3ZGukplJ09GjVNfUUKTTERAQoIrpvoin7mxmlLi6/vQOuiO4BEEgKCiIoKAg4uPjsdlsqgl1Xl4esiy7VAf783kYDBungeJOX6KnY+D64hnp6+vLc889x3PPPeex42qMPDQBqDFqUSpajY2N5OfnExISwuLFiz06dequAFSmbJ0j1bpDp9M5brCVlRhuuw2hpARBkpAFAd2mTYi//jXSDTe4vEZevBjd228jx8Scqcq1tIC3N/KcOciyTHV1NVarlcTExF6nnqXvxKP8nX0IgHj++QinTzsa/X19EerrQRQRMzKQZ8/+7pCOHsvw8PABmVjr9XqXiKyWlpazJmMVQRMYGDjgKkhfbF7Eyy5D//HH6A4dOjP1a7cjpaQgrl49oOP3iMGAeMMNMG6cY/rYYkFcuhTpwgupCw4mNzOT+Ph4Jk6ciO7YMbz+/Gd8i4oIs9mYGBKCNSODqowMahsa1OqmUh3si3jqrwl1ZwZinN55yry5uZm6ujoqKyspLCwkKChIPaegoKA+HWckVgDd7QEcrjYJje83mgDUGLUof9SzsrKYMmWKy4CFp+irAJRlmePHj3P06NFep2yd39tqtaJ/7jmEoiKIi3NU92QZamrQP/kk0vLlMH68+hpx3TqEb75BKC1FDgpCsNnAZkO66CLE+fM5kp9PTU0NBoOhR/Gn9oH5+cG0aei/+cYx9ODlhTx5MuIFF6A7ehQ6OpCjorBnZCD+6EcgCOpgR3x8vEdj3QRBIDg4mODgYCZPnozFYqG2tpba2lrKy8vx8vJStzr7ErHWmZqaGvLz8x02LxMmdP/EoCCs//gH+i1b0O/a5aj8nX8+9quuggHmNPdKQADi6tWIq1aBKIK3N0ajkfzsbGbOnOn4XHV04PXQQ+iKipDGjkX28UGoq8PntdcYGxVF7DXXqBY9tbW1at+lu2K6rybUSmVQqQ4qE+ADxbl1YPLkyVitVrU6qKS0KHF7ERER3VbaR7sA9HQFUENDQROAGiOWnm5QkiRRXFwMnHGpHwz60qen9ME1NDT0Gi/X+b1lsxndZ585er6UG5ggQFQUQmUlui+/RLruujMvmjIF+8aN6N95B+HAAYdP3MqVmC+/nOysLERRJDExUa0AdYXzNh+AfM45yPX1CEePOg4vy8hz5mB94AHkSZNcXnfyxAlV5A52MLyPj4+aiCB2EbHmTu+bi81LT5myCiEhiLfeiuhBzzW30OtBr6eiooLS0lLmzZtHVFQUALp9+9CVljoyc7/bopZjYuDkSfRbtyJedRWCTqda9Ch9l4qBd3l5OQaDwUVM91Y176466DxUAo5/s3anarIn8fb2ZsyYMYwZMwZJktTq4MmTJyksLCQ4OFjdKnYWuCNRALrbA6gJQI3BQBOAGqMOZ0Nlb29vt/393KG3CmBHRwfZ2dnodDoWL17s1gSjTqdDstsdlZ7ONyilr89mO/uFU6YgPvCA+p/KYEBISAhz587FbDZ3K1qdJ0CVyg3h4YjXXotQVobQ2Aj+/khTpoCTXYwkSRQVFWEymVS7lKGkq4g1k8lEVVUVRUVFBAYGqn2DwU65r13ZvIwGZFnm6NGjVFZWkpKS4mLdI5hMjv/R2YIlIAChrs7RC9rJMsTX11cV05IkqWK6tLSUjo4OwsLC1OvXF7uRnqqDTU1N6HQ6rFarR0youzu+InAVH0WlOnjixAmXfF273T7iBKC7PYCe9gDU0ABNAGqMMhobG9Xes9mzZ7N//36PGDV3R08CsKGhgezsbKKjo/vVB6fX67F7eSEvXIhu507HFqxTBJbs54e8cGGP71FTU0Nubi7x8fFMmTJF3YbrSgA636RV8afg54c8dy5dtYcrE81Wq/Usw+HhwNlWJD4+HqvVqm4Vnzx5Ep1OR1RUFOHh4VRXV9PW1uZi8zLSUcR2bW0t8+fPP+vmL48b5/icdHQ4BnS+Q2huRp450+WxrtDpdKo4mjFjBu3t7epUdklJCX5+fqrY7stUtrPAU1JJ5s2bp24He8KEujd8fHyIi4sjLi5OFaF1dXUcP36ctrY2fHx88PX1JSIiYkT007m7BawJQI3BQBOAGiOWzn+kKyoqKCoqYtq0aUycOBFBEDxi1NwT3b2/spYZM2Ywfvz4ft1QFKEmrl+PkJsLFRWOyU+7HfR6xBtvRO4mAkuWZcrLyykrK2Pu3LkuDv1dbX05922dJf56oL29nZycHPz8/EhLSxveWLfaWoSaGuSxY1168by9vV1u/o2NjVRXV6tRe+Hh4dTV1SEIwrCL194QRZG8vDza29tZsGBBl1vb0sKFSHPmoMvORoqKgu96ANHrEa++umsLmx7w9/dnwoQJTJgwAbvdTn19PbW1tS5T2cp2e3db7bIsU1xcTE1NDWlpaeqW5WDYzPSGTqcjLCyMsLAwpk6dypEjR7DZbDQ1NXH8+HG8vLzUcwoLCxuWz7TWA6gxEtAEoMaIR0myMBqNpKSkqEbD4Jmkjp7obAStVGeULcXwblIx+vrekiQhz56N7T//Qb9pE0JmJnJEBNKaNUjdGA4rEWB1dXVd9hyqqQrfWXkolT/lZ30Vfw0NDeTm5jJmzJheJ5oHlZYWvP74R/TvvYdgtSL7+2O/4Qbsv/51l/m4vr6+NDQ0EBkZSXx8PPX19RiNRtVjTtnqDAkJGfZKkDM2m42cnBxkWSYtLa37tBQvL6yPPorXxo3ovv0WWluRo6IQr78e8dJLB7QGg8HQrUefstWuVAeV66f8+2xsbCQtLc1FZHvchLofKMMk8fHxiKKoVgePHj1KR0cHoaGhqiD0pN9edyjXwB0BOJhtLho/XDQBqDGiMZvNZGdnI8syS5YsOauC01McnCfQ6/Xq+yupGna7vcu19Oe9VXE5ZQriQw/1+hqLxaJej8WLF3dZkVFuoM5+boA6qdkXTp8+TWFhIdOnT2e80xTycOB9zz3oP/wQ2ccH2dcX2tvxeu45kGXsv/2ty3ObmprIzs52Ea3BwcFMmjRJ9ZgzmUxkZ2cjCII6FRsRETGs1U3lc+7r68u8efN6FwdjxmDbsAHh9GloaUEeP/6svr+B0tmjT5nCra2tVa9feHg47e3tSJJEWlpajz2wnrKZcRfnSrheryc8PJzw8HCmTZtGe3s79fX11NXVcezYMby9vV2qg4PhH6icpzsCsDc7Jw2N/qAJQI0RS0dHB/v27SMqKopZs2Z1+QdzqLaAm5ubycrKIjQ0lNTUVI+IBXeTQFpaWsjMzCQ0NJS5c+d2ewNRbnZ2ux2DweBW1U8ZPqioqHCJdRsuhOJidJ99huzndyb9xMcHuakJw3/+g/2OO9Rhld5sXpw95pQ+sdraWo4ePUpeXp7bgxCeQjEODw8PZ+bMmW6JHrkPdkOeovMUbn19PYWFhVitViRJ4vDhw2p1cCA2MwMxoe6KnqaA/f398ff3V03JlYi6kpISrFbrWdVBT6D8m9e2gDWGG00AaoxY/Pz8mDdvHhEREd3eTIZiC7itrY0DBw4wefJkj3oNuiMAjUYjhw8fdhn26I0TJ04QGxvb5+0j51i3tLS04W08b2tDd/Ag+g8+QGhtRe681e7nh9DejnDiBHJoqNs2L859YkolyHkQwt/fX60OhoSEDNoUqVKxHDt27IBzq4cSURQ5duwY/v7+LF68GLvdrg7iKJU0dzwb+1oddPYb7OvvpK82MM6T5rIs097erlY8y8rK8PPzU8VgaGhovz8Toii6VY1vb2/XBKDGoKAJQI0RiyAIakJEdzhv0XoaWZapra2lpaWF5OTkvvnHuUFfBKCzwXTnYY+uUPqrZs+eTU1NDQcPHsTb21tN2+huqrO/sW6DQl0dho0b0R0+DI2NYLMh1NYih4Wd2ea0WpG9vJBjYiguLqaqquqMXYrFgm7vXnQ5OaDTIaWlIS1d6vDW64bOgxDKjT83NxdZllVhEBkZ2X1vnpvU1tZy+PDh3o2pRxgWi4WsrCyX7WqDweAS76fYzBQXF2OxWAgLC1Ov30BtZnoyoe6K/vgACoJAQEAAAQEB6mdCqQ4WFhZis9lUA+rw8HC32kEUC5i+CkBtClhjsNAEoMaoxmAwYOvKK2+AKNYnzc3NBAUFeVz8Qe/VS1EUOXLkCPX19SxcuJDg4OBun9t52GPMmDHExcWpWbvOU51KZUsRMy0tLeTk5BAWFjagWDdPod++HV12NvK0aY6Iu+pqhOpqhMZGZG9vsFoRzGZsV1xBrtFIS0vLGZuXjg68HnkE3d69Dn9FWUb/7ruIl13mGBrpw7abwWAgJiaGmJgYl0SN8vJyjhw5QkhIiCqo+zs0UFVVRUFBAbNmzRpV/V0dHR1kZWURHBzM7Nmzu/ysdFVJ66q6GhkZ2adKmjsm1F1tFXsiC9hgMLhEFra1tVFXV4fRaFTPSakO9lYxdmcCGDQBqDF4aAJQY1Sj1+sxm80efU+lJ8vPz48ZM2Zw4sQJj76/Qk8VQKXKArBo0aIeky46J3s4by85Z+0mJCTQ0tKCyWRS48H8/f1pb2/vU3bxkGC3o9u3D8LCVKNjccUK9J99hmA0IphMyAEB2JYv59u1a7FbLC4VS/2nn6Lbs8fRG6dsmzU1of/wQ6QlS5CWLXNrOYIguCRqdHR0qFudR48excfHRxXTffHMA8fW/NGjR0dEj6U7KP8uIiMjSUhI6NNnxbmSNnHiRJfqal5enmrTowjCvhip91Qd7GqQxNNJIM4+lMo5KYMkR44cQRRFtToYERFx1jm5IwAVAa1tAWsMBpoA1BjRCILQ6xawJ3sATSYTubm5qiCqq6sbtB5D1QZGll1upsrASVhYGHPmzOnxZtGjuXMnOmftHj16lPLycgICAqioqKCurk4Vi8NmkSJJZ5JRamoQmpvBzw/xssvQZWYiXnABbZdeyiGLhcCgIBI7XR/dV185fPCcb5ghIVBVhe7gQbcFYGf8/PwYP34848ePRxRFVczk5+cjiiIRERGqIOy8jS7LMmVlZZw6dWpUpZLAmQGkgfYqdq6utrS0UFtby6lTpygsLCQoKEgVg86JLt3RW3XQZrNhs9nUxwfDZqYr65y6ujqqqqpU6yFFDAYHB7tdkWxtbdVsYDQGBU0AaoxqPGUD42ysPHv2bOK+m64czCET5SbgLACrq6vJy8vr08CJO+LPGSVHWTHtDQkJUSszJpNJzRFWxGBfsmI9hrc38vTp6P/1L7BaHYJQEMDXF2nGDBqvuopDJlP33oSi2LURsiA4fuZB9Hq9y41fqa5WVFRQUFBAcHCwy1RxYWEhDQ0NLkbJowElfWfSpEnEx8d77H07fyHpKtFFEdTh4eF96r10rg7a7Xby8/MxGAwEBQUNiQm1s3WOYj2kVAfz8vKQZRl/f3/sdjtWq7VPvbbaFrDGYKEJQI1RjScEmjL9Wl9ff5axsrtWLe7g7NcnCALHjh3j2LFjzJs3j5iYmB5f299kj+5i3ZwrM4pFislkorS0FLPZTHh4uCpmetqO9gRCYyO0tanCD5sNobERe0MDBysrmTJzZrdDE9KiRej37UM2mx2vBcd76fVIKSmDt2YnMaNk05pMJnUqFhyf1RkzZgz69fMkdXV15ObmMm3atEH3g+yc6KL0Xh47doy8vDxCQ0PV6mBvcW6KWbrZbGb+/PkYDIZhMaH28vI6q+JZXl5OW1sbX3/9NYGBgS7Vwc7npPQbagJQYzDQBKDGqGagArCjo4Ps7Gx0Oh1Lliw5q19nMCuAys3GZrNRUFBAQ0OD28MegxHr5myRMn36dNra2jCZTFRVVVFUVKRu00VHR/fJ780tGhvR5eYiT5/uqP41NYG3N2ZvbyzNzSTpdIT1MDErXnIJur170R86hGwwON5DlpHOOw/p3HM9t85e8PHxYdy4cURHR5OdnY0kSQQHB1NWVkZBQYHLVnFf+t6Gg5qaGvLy8oZlUKWzTU/n3suebGZEUVS/5KSmprpUDofahNoZ5UtCWFgYAAkJCdTV1VFXV0dlZaVqrK0IQi8vL8xmM5IkDaoAfO6553jiiSeorq4mMTGRZ555hgULFgza8TRGDpoA1BjR9CYuBmID09DQQHZ2NtHR0d1OvyoCsHOfnidQ3i87Oxu9Xs/ixYt7FAPOFQzl9UMR66Y08U+aNEndplMGSby8vHq1mHEHobUVLBbkkBAIDobvqiYdHR1Ems34GQz0WI8NCsL22GNIO3ei++YbMBiQli5FvOgidahkqFC+XAQEBKi9nM7xap373qKioggKChr+QRzOJMHMnTt3UCbg3aVz76WyrVpUVITValUHScLCwigpKcFut5OSktLttrEnbWbcRRkC6WysrfRDnjx5ksLCQt555x11YnqwjMnfeust7rnnHv75z3+ycOFCNm7cyMqVKykuLh4Rv3eNwUWQe+qw19AYZux2e48VuKamJjIzM7ngggvcet+KigqKioqYPn06EyZM6Pama7Va2bVrFxdddJHHY6GamprYv38/UVFRJCUl9XnYw92bkWI54ulYN8XvzWQyYTKZsNvtPQ5B9AmrFe9bb0WoqECaMIGm5maH55okYZBlrC+/jDwKPPNaW1vVidmZCQkI3fy+nAV1XV0dBoNBFYN9MVAeDBRT7cTExBE/paxskSrXsLGxEZ1Op1Zf+2Pi3XmQxHm63hNbxceOHcNisTBz5sxun2OxWHjttdd499132b9/P5GRkaxatYpLL72UlStX9rhL4A4LFy4kLS2NZ599FnCc+/jx47nzzjt54IEHPHIMjZGLVgHUGNW4u0UrSRJFRUWqcXBvNzjnPj1P3oyVYQ+dTsfUqVM9Nunb+XWDGevm7PfmbDFz8uRJCgoKXPzy+jz04O2NuG4d+ieeoCM/H11QEFE6HYLVirh27agQf42NjWRnZTGzqopx27ejq6pCnjgRcdUqpCVLXIZUOve9dTZQVipbUVFRg947qJiOnzhxYtRMKSuWLL6+vphMJkJDQxk3bhx1dXUcPnwYSZKIiIhQP6d9+VLirs2M8r/7Sl/+lvj4+HDbbbexdOlSLrroIt5880127NjBI488QlhYGCtWrOjz8brDarWSmZnJgw8+qD6m0+lYsWIF+/fvH/D7a4x8NAGoMaLpyxZwX7dorVYr2dnZ2O12Fi9e3KdtFeeeIU+giLLjx4+TmJjIkSNHerS56a/4U0ykm5ubhyTWrfMQhNlsViuDZWVl+Pv7q5XB0NDQHs+j5fzzqSgtZdxXXxHW1gbBwdgvvxzxmmsG9Rw8gclkIi8vj+SjR4l9/31kSYKgIITMTLzy87H9/OdIF1/c5WuVqdeIiAimT59Oe3s7JpOJ6upq1U5EEdR9sUhxB1mWKS0tpaqqivnz548q2xGbzaa2USiV9DFjxiDLMs3NzdTW1lJRUcGRI0cIDg52a7u9N5uZ/gySiKLY5zSZ1tZWAgMDWb58Oeeffz4bNmzo8e+FO9TW1iKK4lkDZzExMRQVFXnkGBojG00AaoxqlEEGURR7tCpRvPVCQkJITU3ts62J8gfdE4MgoiiSl5dHY2MjixYtIigoiKKioi7fW9l66s+krxLrJgjCsMW6+fr6qj1bzhYzubm5AOpNOCIiwuV3oWTjjrn0Uvx/8QusbW3g5wceil8bTE6dOkVxcTFzxo8n5pVXkL29kZUt99hYOH4cw+bNWJctOzOh3A3OBsqKnYgyBJGVlYVOp1OrWp2vobvIskxhYSF1dXWkpaUNWr/ZYGCz2cjKysLb21uNpVMQBIGQkBBCQkLUyezONjPuXsPO1UHn/+vrIIkoin2u5ra1tZ1VPR8JPaIa3w80AagxqlH+4PckAN3x1uvuGAMVgGazWb1xOw97dGUz03nYwx3xp8S6hYaGMmvWrGHpIetMZ/PfxsZGtTKYl5enWswIgkBJSQlTpkxh4sSJjhd7qNdpMFE8JMvLyx1b7RUVCPX1SMo5KM+LjkZnNCKcOoU8ZYpbx/Dy8nIZGGhsbFQnYvPy8ggLC1Org+7k0ip2KS0tLaSlpY0qixqr1eqSSdxb5c3Hx4exY8cyduzYbq+hc15xX6qDzmIQ6FN10J12EkUADoboi4yMRK/XYzQaXR43Go29Zo5rfD/QBKDGiKYvf4QFQei2ilZaWsrJkydJTEzs91TbQCuATU1NZGVlERERwZw5c1xuVJ0FYOdYN3d6i0wmE/n5+UycOJH4+PgRWSkQBKFLi5kTJ07Q0dGBn58fdrtdzWAeiefgjCzLFBcXYzQaz2yd1tY6KpYWCzhXX61WZC8vR0VzAOh0OsLDwwkPD3fZKnbO2lW223saglDsUiwWC2lpacNSKe4vSv+aMmHt7lBGV9dQqQ6WlZXh4+OjisGwsLBeBVvnXsCeqoOK72df6KoC6Cm8vb1JTU3l888/JyMjA3Cs+/PPP2f9+vWDckyNkYUmADVGPQaD4SyBZrfbyc3Npa2tjUWLFg2oB06v1/e7B7Cqqor8/HymTp3KpEmTzvrD7ywuBzLsUVFRQVlZGbNmzRpV3979/f2xWq3Y7XaSk5OxWq2qIDQYDC5pJJ72ZRsoSvWsubnZxVRbnjoVafp0dNnZSNOmOUSgxYLu1CnE885D9rCnnr+/PxMnTmTixIlq8oTzdrsyma14y4Hj30dOTg6yLJ/llTfSsVgsZGZmEhQUxOzZsz3yufD392fChAlMmDBBtZmpra2lsLAQq9XqMkjSlyppd4MkbW1ttLS0EBcXh9Vq7bV3sLW1dVBTY+655x5uuukm5s+fz4IFC9i4cSNtbW3ccsstg3ZMjZGDJgA1Rj2dvQCV0HpfX18WL1484Jtbf7aAldzX8vLyHquPirh0rvz1N9YtJSWF0NBQt9Y5nHQeVFFudMpErCJkCgsLsdlsA7eY8SDKFwybzXZ2n6VOh/1nP8Pwt7+hO3oUZBl0OqS5cxF/8pMzU8BtbegOHECoqkKOiEBauBC+MwnuL52TJ5REl+PHj5Ofn09oaChhYWEYjUZ8fX1JTEwcEW0CfcVsNpOZmUlISAizZ88elAqxXq9Xv3g4+zYqRugBAQGqGOyLzYzyc7PZzOHDhxk3bhyRkZEAvfYODnYKyLXXXovJZOLhhx+murqapKQkduzY0WsSkcb3A80HUGNEI8syVqu1x+d8+eWXzJw5k8jISLXyMW7cOKZPn+6R6sA333zDxIkT+5yGoAx7NDU1kZKS0uNEZWZmJpGRkWpfkruxbnl5eVgsFpKSktzq/RpubDabWoFKSkrqUdApN+GamhpMJhOtra39s5jxEErvmZeXF4mJid0PD7S1oTt4EKG+Hjk6Gik1Vd3+FU6dwvCXv6ArLnaklQDyhAnYfv1r5B784QZCR0cHVVVVlJeXI4oifn5+6jUMDQ0dcRXWznR0dJCZmUl4eDgzZ84clvYAm81GXV2dul0sy7LLIEl3n+O2tjYyMzMZM2YMU6dOVdfe2WbG+Xas0+n4y1/+wqlTp3j99deH5Pw0flhoFUCNUY9SATx+/DhlZWXMnj2buLg4j75/XyuAyrCHkuzRm7ARBIGGhgbCw8Px8/Pr801NSZnw9fXtOtZNFNF9+y26gwfBYkGaMwfpnHNgoPYeLS0IZWUIkoQ0eXK/Klbt7e1qQsbcuXN7rUAJgkBQUBBBQUEuFjNKA7+vr68qZPpj/Ovu2pVp8l63HwMCkJYvP/txWUb/r3+hO3LkzBax3Y6urAzDCy9ge/JJGMBUb3fIsszp06eJiYlh2rRp6jBOXl5ev/zyhpL29nYyMzOJiopixowZw9Yb6uXlRWxsLLGxsWqFtba2lhMnTpxlM6PEJCprj42NdRF/0LPNjCRJfPzxxwOa8NbQ6Antk6Ux6tHpdJSXl9PR0cGCBQs8bmDb1aRuVzQ2NpKdnU1kZGSv4kD51h8XF8eJEyfYt28fgYGBREVF9Zqx29jYSE5ODrGxsV1XOSUJ/SuvoP/wQ7DbQa9Hv2cP4ldfYf/1r6Gf28S6b79F//bbCEYjyDJyZCTimjVIbqSwNDU1kZOTQ0xMTL9v5J0tZjr3vHVnMTNQWlpayMrKGtDaAaiuRpeTgzRmzJkhEYMBacIEdEePIhQVIc+Z47F1g6OXTBEhShRgdHQ00RERCAcPYsnKosVqpWLCBAqCgwkJCVGv42BNofYVpXoWExPjdozhYCIIAqGhoYSGhjJ16lTMZjO1tbXU1dVRXl6OwWAgNDSU+vp6VXT3dbJYkiTuv/9+amtrteqfxqChCUCNEU1vfzDNZjOtra14eXmxZMmSHrN0+4ter0e028FqdVRmuhB2vQ17OONs86LcZJ0jwcrLy/H29iY6Ovqs7bm+xLoJBQXod+5EjoiA8HDHMS0W9NnZyJ9/jrh2rdvXQDh5Ev1//gMdHUjTp4NOh3DqFPq33kKOjUWeNavX91CqTS42LwPEYDA4hEx0tEvPm2LtoVjMDDRJo76+ntzcXCZNmtTr77c3BKsVQRQdE8HOeHmB3Y5gseDJvhzFW3H8+PGuNkhmM15//jO63bvxtloJkmXiQkPpuPVWTickYDKZOHbsGN7e3mrv5VAP4yjCNS4u7qzq2UjD19eXcePGMW7cOCRJwmg0UlhYiCAInDp1ivb2dvWLSU9tC5Ik8dBDD/Huu++yZ88epk2bNoRnofFDQhOAGqOWhoYGsrOz8fLyYty4cYMi/gCCi4qI2LMHg8kEwcFIl1yClJ4OPj7qsMeJEydISkoiKiqqx/fqbtLXORJMmUJUBJPSZyRJErW1tSQmJqpN5F2hKyhA6OhAjo8/86CPD3JgILoDB/olAHU5OQi1tUjz5p05l/Hj0R05gu7QIcReBGBFRQWlpaXMnj170BrMnSsy06ZNUzNijUYjxcXFaoW1rykQCkajkfz8fBISEhg7duyA1ynHxSGPHYtw/Diy05a8UF2NHBmJ5KZHYE8ownXy5MlniW79e++h++QT5JgYh9+iLCOcPo3fv/7F+PnzGZec7DIRW1BQoOY9K1vFg/VvDhwV18zMTMaNG8eUKVNGtPjrjMVi4ejRo4wZM4aEhAQ6OjrUL3glJSX4+fm52MwoolqWZR599FHefPNNdu/erYk/jUFFE4AaIx5BEM6KP6qsrKSwsJDp06fT1NTksai2s4594ABxL72Eoa0Nxo6Fqir0zz+PUFGB5Re/IO87G5C+WM04+4L1NOzReQqxoaGBwsJCOjo6AIeYslgsREVFdd2rJQiOydPOyLJLDq1bNDcjd7GdKvv6ItTXd/syRSCfOnVqyKeUlSSNiRMnYrVa1TSSzhYzPfm8KcJ13rx5vYr7PuPlhf3aazFs3IiuqAg5OBhaWxEMBuxXXtnvLfrOKF8gZsyY0aVw1X/6qaPqqJhtCwJyXBxCcTG6ffsQv8uoVq5TQkICra2tmEwmTp06RWFhIUFBQWp10JO+jUpyz4QJE5g8ebJH3nOoUCaVw8PDSUhIQBAEF5sZpW2htraWI0eOYLfbee+995g0aRINDQ289tpr7Nq1i5mDNAykoaGgCUCNUYUkSRQVFVFVVUVKSgoREREUFhZ6JKrtLGQZ3euv411VhRgUhNDaihwdjWyxIH/2GXnjxmGdNKlPwx5K5Q/cS/awWq2UlZXh5eXF/PnzsdlsLjfgrqZhpdmzkQMDHYbESqXQbEZob0dctKh/lyIuDkGSkO32MwMKkoTQ3o7kXGl0ojubl+HA29vbJUmjoaGhR4sZWZY5duwYJ0+eHBThKp13HvbAQHQff4zu6FHkhATsF1+MtGyZR96/urqaI0eOMGfOnO4rrm1tZ0fsCQKCICCYzWc93XkYZ/LkyS7RakrPm9LSEB4e3m97GcU4PT4+nkmTJvXrPYYLZ/HX3aRy57aF1tZW9uzZw2uvvUZZWRkzZszg7bffpq2tjbS0tFFl06MxutAEoMaowWq1kpOTg9VqZfHixWpmqV6vx2azef6AJSXodu7E0NSEvrkZoboaysuxTp1KR1UVEY2NjEtL69OwR3+SPVpbW8nOznaJdfPx8SEwMJD4+HgsFgsmk4mamhrKysrUBIjouDjCL70U/QcfINTUIOt0CLKMmJaGeOGF/boUUmoq8p496AoKHD1/Oh266mrk8eMRFy486/mKzYskScOWR9wdOp2OiIgIIiIimDFjhlrVqqiooKCggJCQECRJoqOj40y6xyAgpaY6rGE8TGVlJSUlJb22CkhpaRjefBNZks70tba1IXt5IfWh+tQ5Wk0R1UVFRVitVrX/sq/myXBmkKqrLeuRjmJQHRoa2mebGkEQCAwMVC2sdu7cSU1NDR9++CGXXnop27dvZ8mSJUOweo0fIpoPoMaIx2azqTeG4OBg5s6d6zLdefToUdra2pjn1J/mCfR/+xu6J5/E7uWF6OeHj48PUmMjFklCFxeH7m9/g3PP7fb1yrCHKIpuVf0AamtrycvLU7fAenut3W6nrq6Ompoaamtr0QETa2uJqawk0GBAnjkTafFiGEgVrqoK/UcfoTt82DEFnJCAeOmlyJ2qNB0dHWRlZfXZ5mUk0d7ezuHDh2lvb0eSJBevvMG2mPEE5eXlHD9+nKSkJMJ6segRysvxuvdedCdPOrah7XYEsxlx2TJsf/7z2dXBPiLLshrxV1tbS1NTkypyoqKiCA4O7vLzrPT0Tps2rdsBp5GKIv6Cg4PdMqiWZZmXX36ZP/zhD3z88ccsXrxY/ZndbncxhdbQ8DSaANQY8Zw8eZLDhw8THx/fZTN4eXk59fX1pKSkeO6gbW0YfvIThGPHkE6dwubri+Dtjd1sxq+lBRYswP7OO90Kqv7GuoHjfEtLS5k1a1afzaedca7G1NTUYLfb1ZtvZGTkwGO/Wlsd5sVK75gTnrB5GS46m1Pr9Xq1b9BkMgGDZzEzUGRZ5ujRo1RWVpKSkkJwF7+brhCOH0e/eTO6b74Bf3/Eiy5yDAl5cLveuf+yrq4OnU7nslVsMBior68nJyeH6dOnM27cOI8deyiwWq0cOnSIoKAg5syZ45b4e+2113jggQfYvn07yzy0/a+h0Vc0AagxopFlmaysLKKiorrtZaqsrKSqqoq0tDTPHbipCcNPfwqyjK2sDNloRCfLGAwGdLKM/fe/R/rpT7t8aV+HPbp6XUlJiRrJ5Im+M1mWaWlpUcVgW1sbYWFhqsXMQKxROuNs8zJhwoRRJf4sFosaHzhv3ryzqpbOFjMmk4n29naXLc7hTGGRZdklDrBP0WFtbWCxOAZOhrDCJEmSakBdW1tLR0cHgYGBtLa2qhZKowmr1UpmZiYBAQHMmTOnz9U6WZZ54403uPfee3n//fc5//zzB3mlGhpnowlAjRGP3W7vccijqqqKEydOsKifAw5dIsvo//hH2LOH02FheDU1Eenjg66tDcLCsL/wAnSqznUe9hC+a6jvC3a7ncOHD2M2m0lOTh40QdHR0aFGqjU2NhIYGKiKwZ7Mp3tjKGxeBgslOzosLIxZs2b16Sbe3t6uikHlOipisLstzsFAkiQKCgpobGwkNTW1989Nc7PD/mX/fgSrFWn8eKTVqwelF7EvVFRUUFxcjL+/P+3t7WrOrrLlPpK/RAxE/L3zzjusX7+eLVu2sHLlykFeqYZG12gCUGPE05sArKmpoaSkhHPOOcejx20+cADbQw8R0NiIzceHcD8/R4P8DTcgrVvn8tzOwx7uiD/nWLe5c+cOfIu2jzibT9fW1uLj4+N2NqyzzUtiYmKvfWcjDcUkeezYsf02GrbZbOp1rKurQ6/Xe2QatjckSSIvL4+2tjZSU1N79+Sz2zE8+aRjuzcy0mHhYzRCQAC2X/wCOSlpUNbZHTU1NeTl5amTyp1zdgGXnN2h+nfRF2w2G5mZmfj5+TF37ly3+vS2bdvGbbfdxltvvcXq1asHcZUaGj2jCUCNEU9vArC+vp68vDzOO+88jx3z1KlTFBQUMMvPj7Bvv6XlwAHiEhORzjsPeckSFz+9gQx7NDY2kpubq8ZcDVfDt2L4q1QHwXHzjY6OJiIioksRI0kS+d/5ICYnJw+rzUt/qKurIzc316PJJM79lyaTCavVqoqYbn0b+4EoiuTk5GC320lOTu7T+wp5eXg9/jhyXJxLj59QWIiUlob9V7/qv0+kmyjm2nPnziU6Ovqsn3e15R4WFqZey+H8rCniT2kXcOff7Pbt27nlllt4/fXXueKKKwZxlRoavTNyupg1NPqJXq/3mA+gLMuUlJRQUVFBcnIykZGRNMyeTWFKCjHLl3f5/P4Oe1RXV1NQUMDUqVOZMGGCR9bfXzqbTzc1NamVVYvFovrkKSJmJNu89AUlUq+/gzbd0Z3FjGJcHhwc7OLb2N+KY3Z2NjqdjtTU1D4PowinT4PNdtaAhxwejnD8uCM3egiqbFVVVRQWFvZort051aWjo0OtVJeWlqrT2ZGRkX2uVnsCm81GVlYWPj4+bou/HTt2cMstt/DKK69o4k9jRKAJQI0RT283SU8JQLvdTm5uLm1tbS7JHko4e2f6O+zhbDI8d+5czyVMeIiuItWcRUxQUBBms5nAwEBSUlI8t8XZ0oJu/350ZWXIgYEO78FZszxelTp58iRlZWW9+uQNlK6Mk5WK1rFjx/q15a70nXU3rNIjwcGOa2mzuQg9oa0Nefz4Mwbfg8jp06cpKioiMTGRiIiIPr/Oz8/vrCQNZehIkiT1C0pERMSgfRmx2+1kZ2fj7e1NYmKiW+Jv165d3Hjjjbz44otcffXVg7I+DQ130QSgxqjHYDCo/Xf9bRpvb29Xv9kvWrTI5SbSWWAOJNlDFEW1aX8wTYY9hWJUq5hP19bWcvjwYby8vGhoaODAgQPqEMmAhh9qa/H629/QHTmCLAiO1JGPP0Zctw4xPd0j5+Lcr5iamkpISIhH3rev+Pj4MG7cOMaNG4coiqo1iiJinC1muup3U1ImFK85d6te0rx5yBMnIpSWIk+ZAt7eYDKBxYK4fPmgb/8qBtVJSUmEh4f3+306J2k0NzerEX9HjhxR03GUrWJPDJLY7XaysrIwGAxuV/727t3Lj370I5555hmuv/76ET3YovHDQhOAGqMepQoiimK/vNkUA9rY2FgSEhLO+uOuCEClXVbZ8lUGPdyJdcvJyQFgwYIFvTftjzAUsaKkNIiiqA4/ZGVluWwjh4eHu3WT1H/0EUJeHtL06eDtjQwIp06h37IFaf585C6ybN1BkiQKCwupr68f9lg6cHymnEWM0u92/Phx8vPzCQsLU6+ln5+fOqkcERHR55SJswgIwH7bbRj+7//ObPmGhiKmpyNdcIHnT9KJiooKysrKSE5O9uigkCAIhISEEBISwtSpUzGbzepn8ujRo/j4+KjCOiwsrF9bxUrlT6/Xk5iY6FbVdf/+/VxzzTU88cQT3HzzzZr40xhRaAJQY8TTly1g6J8AVLY1Z8yY0W0fnvP7A6r460+sW0hICLNnzx5V6RjguE7FxcXMnj2b2NhYwFGJiY2NJTY21mX4oaCgAFEUXfJ1XSpaFgu63bvRf/stsk6HtGABuq++cnjSOVVe5bg4dIWFCHl5AxKAoiiqFjtpaWke9T70BJ233Nvb21URU1JSgp+fH2azmZiYGBISEgYkIuRp07D94Q8IRUUIZjPy+PGOoZBB5MSJExw7dozk5GSPZyp3xtfX16XKqmwVHzlyBLvdflbmc28owzY6nU41B+8rBw8eZO3atTz22GPcfvvtmvjTGHFoAlBj1KNswbrTB6iY5546dYqUlJQe+5EUoWez2dDr9YMe6zaScN42TUlJ6bZ603n4oaWlhZqaGsrLyzly5MgZ8+mgIIIeewz97t3IkoQA8N57yDjESRcLGND6lYEJQRCYP3/+iLIS6Q5/f3+13622tpbc3Fz8/f0xmUx8+eWXLlXWfn2R8PFBTkxkKOwfjh8/zokTJ0hNTe1zOomn6DzY1NLSQm1trZr5HBwcrFYHu/LAFEWR7OxsALfFX3Z2NhkZGTz00EOsX79+VP2b1/jhoAlAje8FBoMBu93ep+cqwx7t7e0sWrSo1+1AJY+zpKSE2NhYwsPD+/wHvaKigpKSEo9Pmw4FkiRx5MgRmpqa+rZt2t6OLj8fOjoIiY8neOpUpk6dqpomG41Gml59lVkffYQcHY13WBh6g8Ex/FFaCseOIY8Zow4jCDU1yCEhyDNn9mv9ZrOZrKws/P39R10mMThsag4fPsz06dMZP368S4pGUVERVqvVpaI10loKjh49SkVFBampqcPe6yoIAsHBwQQHB6sDOUqVtby8HC8vL9ViRulPVGIBk5OT3frs5OXlsWbNGu677z7uueceTfxpjFg0H0CNEY8sy1it1h6f88UXX/TJiNh52CMpKanHipDzsEdTUxPV1dWYTCZEUSQqKqpXjzxPx7oNJTabjdzcXERRJCkpqVdxIeTnY3jhBYQTJxBEETkkBHHFCsSbbnKZONXdey/CZ5/RFhuL1WpFp9Ph7eNDwIkT6EJDITQU2dfXManq7Y141VWI117r9oBCa2srWVlZREZG9r9nbhhRTJJnzpxJXBdbtLIsq9PZJpOJ5uZmj1jMeAIll1gZtulTNN0wIooiDQ0NqiC0Wq3o9XoMBoPb/pYFBQWsWrWKO+64g9///vej7nOn8cNCE4AaI56+CMAvv/ySmTNn9mjrUV9fT3Z2NmPGjOly2KPzMRWLFziT7KFMHdbU1FBTU4PZbFa3kaKiovDy8nKJdUtKSsLf379/Jz5MKMkkfn5+fbMaaWrC+777oLLSMV3q5QW1tQh1dYg//znipZeqT/W69150e/YgT56MLMvYrFYsViuG48epTUpCXLKECKMRv5gYWLzYEVHmZuN+Y2Mj2dnZo3LLHRxWKYWFhd2aJHeFc0Wrrq6uXxYznkCWZUpLS6mqqmL+/PnDPmzjLqIokpWVRUdHBz4+PrS0tPQ55q+4uJhVq1Zx66238thjj426z53GDw9tC1jje4Fer+9xC7gvwx4KnWPdnG+enacO29raqKmp4eTJkxQUFBASEkJHRwf+/v6kpaWNip4zZ5qbm8nOziY6OrrPAwe6zEyEykqkadPOeMlFRTm2dj/7DHHVKrWCJy1ejP6LL5DNZgRfX7x9fPAWRXSBgVivuIKK5GSO1dQ4zKe9vIiqqnIrQaP26FFKDh1i6vz5jJ8ypb+XYdhQMpWTkpLc8snz8fFh7NixjB071mX4oa8WM55AMVE3Go2jUvxJksThw4eRJInFixfj5eWlxiXW1tZy8uRJdDqdKgadq/9Hjx5l9erVXH/99Tz66KOa+NMYFWgVQI1RgcVi6fHn3377rXoDdMZ52KMvN9WBJHvU1NSQn5+PXq/HZrMRHByseuSNhpthZ5uXvp67/v330b/44lm9ekJ1NRgMWP/v/85U8Vpb8brvPvQHDiDrdCDLCIB4zjnY/vIX8PV12d6sqamhpaWFkJAQ9Vp2WVFtaqLt6aeRP/2UIC8vvMaORbz6asTLLx+yeLOBIMsy5eXllJeXe3Ra1tknz2Qy0dbWdpbFjKeOU1RURG1tLfPnz/fY+w4Vivgzm82kpqZ2KZKdezBNJhNlZWX8+9//ZunSpbzzzjukp6fz9NNPD1uco4aGu2gCUGNU0JsAzMzMJCoqyqW6p/SxdXR0kJKS0qsI81Ss2/jx47HZbKqAqaurw9/fX/V9CwoKGnEVgq5sXvqKLjMTwyOPuGbMyjK6wkLE+fORLrkE2c8Pee5cR4WwtRX9xx+j+/prEASkc89FvOQS6Gar3Gw2qzfd+vp6AgICVAETHBwMskz7XXfh9cUX+MTF4RUcjFBfD7KM/d57XbagRyLKpPXp06dJSUkZ1IEJJVLNZDLR0NBw1rXsz+dSlmUKCgpoaGggNTV1VIq/vLw8Ojo6uhV/nZFlmRMnTvDCCy/w4YcfcuLECWbPns3q1au5/PLLWbRokcf+je/du5cnnniCzMxMqqqq2LZtGxkZGS5r+f3vf8/LL79MY2MjS5cu5YUXXmCa01R9fX09d955Jx988AE6nY61a9fy9NNPj/j+TI3BRROAGqMCq9VKTx/VnJwcQkJCiI+PBxzDHpmZmfj5+ZGYmNinYY/+xrodP36c8vLybmPd7HY7tbW11NTUUFtbi5eXlyoGQ0NDh1UMKuKjsrKSpKSk/pn02mwY/vxn9Pv2IUdGInt7I9TUIDQ2IrS3g9kMej3y5MlY//hH5OTkfq/XZrNRV1enCmu9Xk9oRQXTnn4a/7g4vJwqvMLx48iTJmF96aUhiTnrD7IsU1hYSF1dXZ++pHgS5VoqGbvK9qY7FjOyLKuT4qmpqSPOY7E3FPHX3t5OamqqWzFyVVVVXHLJJZx77rn89a9/5bPPPmP79u0cPXqU/fv3e2yNH3/8MV9//TWpqalceeWVZwnADRs28Pjjj/Paa68RHx/PQw89RF5eHgUFBervY9WqVVRVVfHiiy9is9m45ZZbSEtLY9OmTR5bp8boQxOAGqOC3gRgfn4+Pj4+TJs2jbq6OnJycoiLi2PGjBn9GvboC86xbklJSX2q3EiSpN50a2pqANStzYiIiCHdPlJsXhobGwcuPpqa0G/ejP7LL8FqdVQADx1ybOmGh4Pd7rB1iYvDsnmzo0dwgNjtdnJycvDdtYsZb7xBy7hx+Pj64uvri4+PD7qmJgSzGctrr8EgZv72F+X6Nzc3k5KSMqyVs87bmxaLpVeLGUmSyM/Pp7W1ldTU1BFnQ9Mbyvrb2trcFn9Go5FLL72U1NRUXnvttSGzGBIEwUUAyrJMXFwc9957L7/61a8AaGpqIiYmhldffZV169ZRWFjIrFmzOHjwIPPnzwdgx44dXHrppVRWVnY5Za7xw2Bkfi3W0HATJa6toqKCoqIiEhISGD9+fI+v6WnYozesViu5ublIkuRWrJtzlWXmzJk0NjZSU1NDUVERNpuNyMhIoqOjiYyM7FesXV9xtnnxSCxdSAjiT36C+KMfgcWC9113Oap+MTGOn3t5IY8b54h327ED8YYbBnQ4ZdLabreTsGQJAR99hFdAABYcFjCNjY0ENTaij4jAZjAw0upSzukk8+fPH3bxpNPpCA8PJzw8nOnTp6s9mKdOnaKwsPAsixlZltXK2fz5890STyMBpXLZ2trq9vpra2u5/PLLmTdvHq+++uqw+kseP36c6upqVqxYoT4WEhLCwoUL2b9/P+vWrWP//v2Ehoaq4g9gxYoV6HQ6Dhw4wBVXXDEcS9cYAWgCUGNUoFiwdIdOp1NvWKmpqb2GzQ+k36+1tZWcnByCg4MHFOsmCAJhYWGEhYUxffp0NT3j2LFjHDlyhPDwcLU66MkbrLPNi7smt73i7w/+/gjl5dB5O1CvB0FAqKoa0CGsVivZ2dkYDAbmz5+PQZaRZszAJz8f7/HjCQoPR6yrQ7LZOJmSQvGhQwQFBbkM5AzntrtSuZQkaUSmkwiCQGBgIIGBgcTHx7tYzBw7dkz9LCrpKqNV/LW0tLhd+auvr2fNmjVMmzaN119/fVC/pPWF6upqAGKUL1rfERMTo/6surr6LDshg8FAeHi4+hyNHyaaANQY9dhsNoxGI1arlSVLlvTqu+dc+XNX/CnpDOPHj2fKlCkeExLOSQWKvYxzBUaZgo2Ojh7QVqGzzUtv2+MDQZ46FeGrr1wftNtBlpHHj0c4dQohLw8AKTER+piS0tHRQVZWFkFBQcyZM0ddv/3BBzE88QS6oiKwWDAEByNeey3j77iDGJ1O7cE8duwYPj4+qhgc6h5MZ/Gampo6KtJJnC1mrFYrWVlZmM1mBEFg//79aoLGWZnPIxBlYKWpqcntymtTUxMZGRmMGzeO//73vyP+XDU0ekMTgBqjmra2NrKyshAEgdDQ0F7Fn9Lv15/KnxLr1l06gycJCAggICCASZMmqVOwNTU1lJaWEhgYqIpBd6pZtbW1HD582G2bl/5gv+46vA8eRDh9+kwPYF0d8sSJ0NaG1/r1CA0NIAjI4eGIN9yAmJ7eo2VLS0sLWVlZxMTEMGPGDJf1y5MmYfvHPxDy8hCam5EnTUL+biLcG4iLiyMuLg5RFNUezNzcXAB1a7O7VBdPYbFYyMzMJCAggLlz5446uxBRFMnLy0On07F06VIMBoNqMeOc+az0DY40A3RF/DU2Nrrds9jS0sIVV1xBREQEmzdvHvYtewVlYt9oNLpETRqNRpKSktTnKP3GCna7nfr6ercn/jW+X2gCUGNU0JVYUYY9xo4dS0BAQI/bGZ2HPdyd9C0pKaGqqoqUlJT+TcoOAF9fX8aPH+9iL2MymTh+/Di+vr6qGOzJxmMgNi/9QbrwQmwPPYTh+ecRTCbQ6ZBSUxHXrsXwyivg7Y08YwYAwunT6P/1L6QpUxxWMV1QX19Pbm4ukyZNYtKkSV2fp16PnJRET1Nter1evV6yLKs9mCUlJergg9KD6elt98zMTEJDQ5k1a9aoE3/KtrUsy6SkpKhbn86m6M4WMyUlJarFTGRkJCEhIcM+7V5YWEhDQwPz5893a1q5ra2Nq666Cn9/f7Zt2zaiJp3j4+OJjY3l888/VwVfc3MzBw4c4Gc/+xkAixcvprGxkczMTFJTUwHYtWsXkiSxcOHC4Vq6xghAmwLWGBXY7XZEUVT/++TJkxQXFzNz5kzGjRtHVVUVJ06cYNGiRWe9diDDHna7XfUIG2mxbko1q6amBpPJhF6vVzOKw8LC0Ol0ai5rRUVF/21eBkJHB0JJCfj5IU+diuGpp9Bv346ckODyNKGwEHHdOuz/8z9nvYXRaOTIkSPMmDHjLKPvPiHLCBUV0NHhqAp2sYWumE8r17JP5tN9RMklVrbdR5oHZG/Y7Xays7PR6XQkJSX1qUralcWMcxrJUG59KybVdXV1bou/9vZ2rr76akRR5KOPPhoW37zW1lbKysoASE5O5sknn+T8888nPDycCRMmsGHDBv7yl7+42MAcPnz4LBsYo9HIP//5T9UGZv78+ZoNzA8crQKoMaqQJImioiKqqqpchj0MBkOXUXD99fcDR9UmJycHb2/vERnr5lzNkiSJhoYGNY1Eif8ym810dHSQlpY2PKavfn7IiYnqfwoNDY6s4M7o9dDUdNbDlZWVlJSUMGfOnD7n4jojVFRgeOEFx9awzYYcHY24bp1LPB24Dj5MnjzZxXy6tLRUrWa5a+Td3NxMVlYW48aN82jP6FBhs9nIysrCy8uLxMTEPgs3Ly8vYmNjiY2NdbGYUSqt4eHh6tb7YG6nKklASkKJO+LPbDbzox/9CLPZzM6dO4fNNPnQoUOcf/756n/fc889ANx00028+uqr3HfffbS1tXHbbbfR2NjIOeecw44dO1zO9Y033mD9+vVceOGFqhH0P/7xjyE/F42RhVYB1BgViKKoCjKLxUJKSopLVaa+vp68vDzOO+889bGBTPo2NTWRk5NDVFQUCQkJo2rLTpZl6urqKCgowGq1IgiCWn2JiooaViGrf+MNDC+95Nj+VcSE3Y5QWor9F79AvPJK9RyOHTvGyZMn+1+5bGvD+957EQoLkceMge8MqhEEbL/5DdK55/bpbZzNp2trazEYDGplUKm0dkVDQwM5OTnEx8czadIk99c/zCgDHz4+PiQmJnrk34BzzJ/JZKK5uZmgoCD1sxkYGOgxkay0btTU1LgdT2exWPjxj39MTU0Nn3zyydBXzjU0hgCtAqgxKmhtbeXbb78lICCARYsWnWW/oPgAKgxk2EPZcpwyZQoTJkwYdVUbs9lMSUmJOilrsVioqanh5MmTFBQUEBYWpgqYoe5nElesQP/ZZwhFRciRkY7t2bo65JkzEZcvB85s2ZlMpgFVLnUHDiCUlCBPmQLf9fPJkyYhlJSg/+CDPgvAztWs+vp6TCYTR44cQRRFVVw7ezcqAzfTp09n3Lhx/Vr/cGK1WsnMzMTf39+jAyudLWasVqu6TXz8+HG8vb1VMdiTuO4NWZYpLS3FaDS6Lf5sNhs333wzp06d4vPPP9fEn8b3Fq0CqDEqOHHiBE1NTUyfPr1LQdba2sr+/ftZsWKFWvkD95I9+hLrNtLpzealo6ODmpoaampqaGpqIjg42MUfbygQTpxA//bb6L791pEFvHgx4rXXIn83paukSww0HUP/5ptnqo3Ox6+uRvb2xvrWWz1OHfeGLMvqFGxNTQ3t7e2Eh4fj4+NDVVUVc+bMGZVTlsq0cmBgoIvVzmAjiqIqrmtraxFF0SWNpK+VayXesKqqivnz57vVv2m327n11lspKipi9+7do/JvgIZGX9EEoMaoQBTFLnv8FMxmM1988QUXXnih+pg74k+SJAoKCqivryc5OblPsW4jDaXqpGw5CqKILjsbobISOSwMacECh1Hzd1itVnXooa6urt99bv3GbHYIsO96wJR0EkmSSEpKGvAUru6zz/B67DHk+Hi1AggglJYiJSVh+/vfB/T+nWlvb6esrAyj0QhwlrgeDZVks9lMZmYmISEhwzqtrIhrxYC6tbWV0NBQtTrYnahThp5OnTrF/Pnz3fpSI4oit99+Ozk5OezatWtUincNDXfQtoA1RgW93TyVG1VtbS2RkZH9jnVbuHDhiPH4cgfF5mXWrFkOP7C6OrweewxdVhbYbKDTIU+ejO23v0WePh0Ab29vxo0bx7hx47Db7apZ8qFDh/Dy8lIHTAbNLNlp+9lisaj9Zp5KJ5EWLUKeMgWhtBR53LgzPYB6PeJllw34/TujCOnU1FQCAwPVPrdjx47h6+uriuvhtkTpDsWqJiwsjFmzZg3rGgVBUC1mpkyZQkdHhyoGS0tL8ff3V8Wg8/U8duxYv8XfnXfeyaFDh9i9e7cm/jR+EGgVQI1RgSRJ2Gy2Ln8myzJ2u53S0lKqq6uRZVkVL+Hh4T2Kwba2NrKzs9V+udGQzOCMs81LYmLimanoDRvQb9vmsD0JCACrFeHYMeQ5c7A+/3zXk7jfoWzFKdVBQRBczJI9XRVSfgeD4ZEnHDuG4Zln0BUXg82GHBGBePXVjmETDw4bHDt2jIqKCpKTkwkJCXH5ubP5tMlkAlDFYHh4+Ij4zHV0dHDo0CEiIyNJSEgYkQJVwW63u1jMKENOyud2/vz5bvWNSpLE3Xffzeeff84XX3zBhO8MxDU0vu9oAlBjVNCdAOw87AGodig1NTWIoqjebDv7jw1WrNtQoWxbNzQ0kJycfOam19CAzw03OAyRnXuYOjoQqquxPvUUcnJyn47hbJZcU1ODzWYjMjJSNUseaBaqYpMSFxfHtGnTBud3IEkIZWUOH8D4eAgO9thbK5Om1dXVauWv56VINDU1qeLaYrG4DJEMR65ue3s7mZmZREVFjTqfQuV6lpWV0djYiCAILn2DvQ05SZLE/fffz/bt29m9ezeTJ08eopVraAw/mgDUGBXIsozVanX5796GPWRZVm+2NTU1WK1WIiMjiYmJwWKxUFpaOiSxboOB0i9nt9tJTk522bYWKivxvvVW5OBgcO5llCSE0lJsjz+O5GSX01dkWaalpUW9nh0dHYSHh6t9bu6Kl7q6OnJzc5k8efKotEmRJElNl+hsS9QXnM2na2pqXPrcBpr53Ffa2trIzMwkNjZ28AT4IHP8+HFOnDhBSkoKer1erbQ2NTX1aDEjSRK/+93v2Lx5M7t372batGnDeBYaGkOPJgA1RgXOArBzskdfhj0U8WI0GqmsrMRutxMaGsq4ceNGRYi9Mx0dHWRnZ+Pn58fcuXPPrsJZrXj/9KcIJ044Kl4KJhOCJGF9+WXk/iRqdMI5OaO5uZnQ0FBVDPYmXqqrqzly5MiZnsWhxmRC/8EH6MrLkceMQUxPR3bji4AkSeTl5dHW1kZKSopH7HScM58bGhoGfSintbWVzMxMxo4dOyor4ADl5eWUl5eTmpp61uCW1WpV+wbr6urw8vIiMDCQ8vJyLrnkEv7617/y2muv8cUXX5DQKZlGQ+OHgCYANUYFigAciLmzEuvW3t7OjBkzaG5uVisv4eHhxMTE9KuSNZS0tLSQlZXVq0G17uOP8fr738FqRQ4NRWhrA4sF8dprsd95p8fX1Vm8BAYGqn2YnSdgT548SVlZGfPmzSMyMtLja+kNIS8P7//5H3RVVeqXCCIjsT79NNKSJb2+XhRFcnNzsdlsJCcnD8rnxWazqeKltrYWLy8vj/jjKbS0tJCZmcn48eOZPHnyqBR/J06c4NixY6SmphLcy7a+KIo0NDTw9ddfc+edd9Le3o4gCPzud7/j9ttvV3tnBxNRFPnDH/7A66+/TnV1NXFxcdx888387ne/U6+/LMv8/ve/5+WXX6axsZGlS5fywgsvaNVJjUFBE4Aaowaz2dxv8Wc2m8nOzsbb25t58+a5VPza29vVbTilkqWIwZEU/H6WzUtP5y/L6HbtQr95M7rKSuTQUMTVqx3DD4Nc7bTZbKoYrKurw9fXV60M1tTUcPr06S6HJYYEWcZ77VrHdHRsrCONRJKguhp50iQsO3e6WMZ0xmazkZOTgyAIJCUlDbgHsi84m0+bTCbVfFrpa3V3DUrf5cSJE4l3rhCPIk6ePMnRo0dJSUlx63MkyzJPPvkkr732GitWrODbb7/l8OHDLFu2jE8++WRQf59//vOf1WPPnj2bQ4cOccstt/DYY4/xi1/8AoANGzbw+OOPu+T65uXlueT6amh4Ck0AaowKvvnmGw4dOsRll11GVFSUWxUQd2LdzGYzNTU1GI1G1Sg5JiZmyHqyuuPUqVMUFRW5v2Uqy9DR4fDaG4ZpU2UC1mg0YjQakWWZ2NhY4uLiPFLJchehpASf9HTH9XC2CbFYoKkJ67//jbR4cZevdY5Gmzdv3rBM73ZnPq0I7N4sjJqamsjKymLy5MlMnDhxiFbtWSoqKigrK+uX+Hv22WfZsGEDO3fuJC0tTX2/b775hquvvnqwlgzA6tWriYmJ4V//+pf62Nq1a/Hz8+P1119HlmXi4uK49957+dWvfgU4fl8xMTG8+uqrrFu3blDXp/HDQ/MB1BgVNDQ08Nprr3H33XezZMkSMjIyWLNmDbGxsT1WwtyNdfP19WXChAlMmDABi8WCyWTCaDRSWlpKYGCgKgaHKjXD2eYlOTnZ/a0qQXAxfx5q9Ho9ERERnDp1Cn9/f+Lj42lsbCQ/Px9Jkrqd0B40zGZHxa/zsZRKoNnczcscBsmKXdCgCde6Ogz/+hf6jz4CUUS65BJsP/mJo1qJqz/e1KlT1VzdqqoqioqKCA4OVreKO2+9NzY2kp2drf5bGI1UVlZSVlbmdgVZlmVeeuklHn/8cT7++GNV/AGMHz+e8ePHD8ZyXViyZAkvvfQSJSUlTJ8+ndzcXL766iuefPJJwDHMUl1dzYoVK9TXhISEsHDhQvbv368JQA2Po1UANUYNsixz4sQJtmzZwtatWzlw4AALFy4kPT2d9PR0xo0bp97wJElSpwPnzJlDdHT0gI6tbGsajUY1NUPpcfNkgL0z3dq8jCKULVOApKQkdeu984S2Yoei2MsM2lCOxYLPRRchnDoFMTFnvABNJggKwvzZZ9Ap+7WtrY2srCwiIiKYOXPm4PXLNTfjc/XV6PLzkb8TqIIoIk2dimXLFuilX1LJ1a2pqaG+vt7FfFrpWxyt2cTgqIIXFxeTnJzsVj6vLMu8+uqrPPjgg2zfvp1ly5YN4iq7R5IkfvOb3/DXv/5VzS5/7LHHePDBBwHYt28fS5cu5fTp0y5V/muuuQZBEHjrrbeGZd0a31+0CqDGqEEQBCZNmsS9997LPffcw6lTp9i6dStbtmzhN7/5DSkpKWRkZHDJJZfw8MMPExkZyYYNGzwS6+bl5UVcXBxxcXFqaobRaKS8vFztcYuOjiY4ONgjAsFms3H48GFsNhsLFiwYlekkZrOZrKws/P39mTt3rkuFTxAEQkNDCQ0NZdq0aepE8YkTJzhy5AhhYWHqNfXoufv4YL/nHrx+8xuoqnJsBVut4OWF/ec/P0v8KUM3Y8aMGXSbFMM776A7cgQ5NFTt05TtdnRHj2L4z3+w3313j6/39vZm7NixjB07Vt16r6mpISsrC1EUCQ0NxcfHB1EUR4T5tDucPn263+LvjTfe4IEHHuD9998fNvEH8Pbbb/PGG2+wadMmZs+eTU5ODnfddRdxcXHcdNNNw7YujR8uWgVQY9QjyzLV1dW8++67vPnmmxw8eJCoqCjWrVvHddddN6g3bucet9raWgwGA9HR0cTExPQ78ksZWFF6zYZi0MDTtLa2kp2dTURERK99l53p6OhQK4NKH6YiBt312usO3d69GF5/HaG4GHniROzXXYe0cqVLOoiyZaoMSwz2pKz3Lbeg37kTuVO1WqitRUxLw7ptm9vvWVtbS25uLhMnTkQURUwmE1arVTVLjoqKclRbW1vRv/8+ut27EUQR8ZxzENPTISKi5wPIMkJODvrduxE6OpDmzUO88EKPth2cPn2aoqIikpKS3GqBkGWZd955h/Xr17NlyxZWrlzpsTX1h/Hjx/PAAw9wxx13qI89+uijvP766xQVFXHs2DGmTJlCdnY2SUlJ6nPOO+88kpKSePrpp4dh1RrfZ0bfnUVDoxOCIDBmzBguuOAC/v73v7NixQpWrVrFBx98wMKFC5k+fTpr1qzhiiuu8PgWnl6vV8WJJElq1UWZFFXEYGhoaJ9EUEtLC9nZ2Wok11APSXiCxsZGcnJyGDduXL/85fz8/Jg4cSITJ07EarWqYrCsrEz1xouJiRnQ1ru0bBnWHqpB9fX15OTkMHXq1KHrl/Pz6zqeTpYdP3OTmpoa8vLymD17tpptO336dFpbWzGZTJw8eZKCggLC/fyY/b//S1BuLoK3N+h0eOXkoN+7F+uTT0IPosvw8ssYXn4Z2toA0P/3v+hTU7E+9dRZ1dT+oPQ2Oscc9pV3332X9evX89Zbbw27+AOH20Dnf896vR5JkgCIj48nNjaWzz//XBWAzc3NHDhwgJ/97GdDvVyNHwBaBVDje8NFF11EWloajz76KDqdTo0xe//999m6dSuffPIJEyZMID09nSuuuIK5c+cOmsCSJMklkk6WZZeBh66O65bNywjFZDKRl5c3KMJJ2XqvqalRvfEU8R0aGuqx61VTU0N+fj4JCQlDmhKj/+ADvH/+c2Rf3zMTyh0dCO3tWDdsQLzuuj6/l9FoJD8/n7lz5/bY/2o2m2l/6y3CnniC1pAQhIAAfHx88AG8Tp/G/stfIt54Y5evFYqK8LnxRkfkYGSkQ7yazQhVVdh//nPs69f3/eS7oLq6moKCAhITE4norRLZie3bt3PLLbfwxhtvkJGRMaB1eIqbb76Zzz77jBdffJHZs2eTnZ3Nbbfdxq233sqGDRsAhw3MX/7yFxcbmMOHD2s2MBqDgiYANb43mM3mHv9INjc3s337drZu3cqOHTuIjo5WxWBKSsqgicHOebp2u12NpFOmX/tt8zKCOH36NIWFhS4Vp8FCFEXq6+vVJBJBEFSBHR4e3u/fZVVVFQUFBb0Kp0FBFPH61a8wbN0KdrvjMb0e8ZJLsD77bI/+hM4oKSvz5s0jyjkLuhsMjz2GfutWpClTsFitWC0WrFYr/jU1WBMT6Xj66S4tewwvv4xh40bkiRNdKpdCVRVyXByW7dv7fu6dUARsYmKi22bhO3bs4MYbb+SVV14ZdGsXd2hpaeGhhx5i27Zt1NTUEBcXx49+9CMefvhh1UxcMYJ+6aWXaGxs5JxzzuH5559n+vTpw7x6je8jmgDU+EHS1tbGxx9/zJYtW/jwww8JCwtjzZo1pKens3DhwkFrkld83BSvQYvFgp+fHx0dHX2+YY80lOns48ePM2/ePLerNQNFkiQaGxvVCVibzeYyUdzXHsqKigpKS0v7VXHyGJKE7osv0O/aBZKEeN55SCtW9NnDUemXcydlxfDEExjefBPJWWTIMlJpKY3z5pF5yy1IknSW+bTh+ecxPPcccqccZ8FoRA4Lw/Lpp309axcU8deffw+7du1i3bp1vPjii1x33XWjsoquoTFUaAJQ4wdPR0cHn3zyCVu2bGH79u34+vqyZs0aMjIyWLJkyaANYYiiyOHDh2loaMDb2xuLxeISSTca8ollWaakpITq6mqSk5N7jeQaivW0tLSo1daOjg4Xo+TuYtuOHz9OeXk5ycnJhIaGDu2iPYRik+KugNV9/TVev/41clDQmb69lhZ0JhO23/4W+5o16pcWk8lEe3s7ERERjK+oYOzDD0NQECi/d1FEOHEC8brrsD30kNvnoPQt9kf87d27l6uvvppnnnmGm266SRN/Ghq9oAlADQ0nrFYrn332GVu2bOH9999HEARWr17NFVdcwbJlyzwmypxtXpKSkvD19VWtUIxGo5pPrPS4jcR8YkmSOHLkCE1NTaSkpHhsQteTKNe0pqaGlpYWQkNDVTHo5+eHLMuUlZVx6tQpUlNTPWIZNBwo1Ut3bVIAkCQMTz6Jfts2hI4Ox2Pe3ogrVjhEXCcbHsV82mQ0Mvbpp4k7eBC9Xo/exwed1Yo8aRLWf/7TsTXsBiaTicOHD/dr+33fvn1ceeWVPPHEE9x2222a+NPQ6AOaANTQ6AabzcaePXvYvHkz7777Ljabjcsuu4yMjAzOP//8fvvT9cXmRbFCMRqNaj6xIgZHQjO43W7n8OHDWK1WkpOTR4VPodlsVreJGxoa1Clis9lMamrqqDTahjO5uAOqXkoSukOH0B044EggSU5GWroUeql+W1paMG/ahH7HDqTGRlrmzMF2zTWEzp3rlg2SIv7mzJlDTEyMW0s/ePAg6enpPProo9xxxx2a+NPQ6COaANTQ6AOiKPLll1+yZcsWtm3bRmtrK6tWrSIjI4MVK1b0OSe4PzYvinAxGo00NjaqvngxMTHDkk9stVrJzs7GYDCQmJg4Kn0KLRYLubm5tLa2IsvyoJh5DwXl5eUcP37c7VzcwcBut1NXV4fJZKK2tlYdzImKiiI8PLzbvlpl+n3WrFluDw9lZ2ezevVqHnroIe6+++5R83vT0BgJaAJQQ8NNRFHkm2++UcVgbW0tK1euJCMjg4svvrjbSlJdXR2HDx9m0qRJ/bZ5cfbFq6+vJzAw0CWSbrDp6OggKytr8DNxBxGl99JsNpOSkoLBYKC2ttaxrWkyqd6OUVFRXU6/jhSOHTvGyZMnSUlJGfbey850NZgTERFxVtRfXV0dubm5zJw50+3p97y8PC699FJ+/etfc//992viT0PDTTQBqKExACRJIjMzk82bN7Nt2zYqKyu56KKLSE9P59JLL1VvzMpwyezZsz1m86LkE9fU1FBXV4efn59aGRyMfGIlFi0mJoYZM2aMyhuu3W4nJycHSZJITk4+q6ezs3+jJEku/o0jIUJNlmWOHTtGRUXFqOhblGWZ1tZWdYiktbWVsLAwAgICOHXqVL+sjwoKCli1ahXr16/n4YcfHpWfRQ2N4UYTgBoaHkKSJA4fPqyKwaNHj3LBBRfg6+vLJ598wqeffkpiYuKgHLuzSbK3t7cqBj2xpdnQ0EBOTs6QxaINBjabjezsbPR6fZ+2rmVZpqmpSRWDFovFxV5mOKa0laGV06dPj9q+xY6ODk6cOEFFRQUAQUFBqsjuyxeX4uJiVq1axU9+8hMeffTRUflZ1NAYCWgCUENjEJBlmcOHD3PzzTdTXFysZuJmZGSwevVqIiMjBz2fWKm4KFuaSiSdu8dVkjGmT5/OuHHjBmXNg43FYiErKws/Pz/mzp3rdiWvqypWeHi4KlyGYghGsdwxGo2kpqYSoKSFjDIaGhrIzs5mxowZREdHq9vvSrqLck27ik8sKytj1apV/OhHP+Kvf/3riN2e19AYDWgCUENjEGhubuaqq67CZDKxfft22tvb2bx5M1u3biUnJ4elS5eSkZHBmjVriImJGTQxKEmSmphRU1OjNubHxMT0qb+tsrKSkpIS5syZM/TJGB6io6ODzMxMQkNDmTVrlkdEQ0dbGy2ffUZ7YSH1fn7YFywgeswYoqOjB8UOR5ZliouLMZlMpKamjkjLnb7Q2NhIVlZWl18mRFFUt99NJpO6/V5bW0tSUhKNjY1ccsklZGRksHHjxiETf6dOneL+++/n448/pr29nalTp/LKK68wf/584Ex6x8svv0xjYyNLly7lhRdeYNq0aUOyPg2N/qIJQA2NQaCuro7f/e53/PWvf3Xp0ZJlmfLycrZs2cLWrVv59ttvWbRoEenp6aSnpzN27NhBFYPOkXSd+9ucb6iyLHP8+HFOnDhBUlKS+95yI4S2tjYyMzOJjo72XN+i0Yj3L36BLjsbrFYwGOiYMoWCu+6iysuLgIAAl8GcgR5TlmUKCwupr68nNTV1WCa/PUFjYyPZ2dlMnTqV8ePH9/hcZfvdZDJx6623kpeXR1RUFFOnTuXNN98csozmhoYGkpOTOf/88/nZz35GVFQUpaWlTJkyhSlTpgCO/N7HH3/cJb83Ly9Py+/VGPFoAlBDY5iQZZnKykq2bt3K1q1b+frrr0lNTSUjI4P09HQmTpw4aGLQub/NaDRis9lcxGBZWRlGo5GUlJQRP2TQHc3NzWRlZTFu3DimTJnisWvpffvt6HbudKRm+PqCxYJQX4+4cCFt//kPtU5WKN7e3o7rGhREWH09Qmgoshvb6LIsU1BQQGNjI6mpqaNWUDQ1NZGVldUn8deZqqoqrrrqKtW4++DBgyxYsIBHHnmEFStWDNKKHTzwwAN8/fXXfPnll13+XJZl4uLiuPfee/nVr34FOM41JiaGV199lXXr1g3q+jQ0BoImADU0RgCyLFNdXc22bdvYsmULe/fuZe7cuaSnp5ORkcHUqVMHVQwq8WlGo5H29nb0ej1Tpkxh7Nixo9LnTxlaiY+PZ1KnrNqBIJw8ic8llziyeZ2FcXs7mM1YNm9GnjMHcGxp1tfVIb/0EhFvvIFXSws6gwHb4sWwYQPChAk9HktJWmlpaSElJWXUi78pU6YwoZdz7ozRaGTVqlWkpaXx6quvotfrqa6u5oMPPiA1NZWUlJRBWrWDWbNmsXLlSiorK9mzZw9jx47l5z//OT/96U8BhxXPlClTyM7OJikpSX3deeedR1JSEk8//fSgrk9DYyBoAlBDY4QhyzK1tbW89957bNmyhV27djFjxgw1n3jmzJmDIgbtdjvZ2dnYbDYiIyOpq6ujra1N9W/rKUt3JKEYCw/G0IouKwvva6+FkBBwvhZ2O0JtLZb/+z+k5cvVh/Vvvon3gw8iyzKivz+SxYLQ1kbLpEkcfeEFosaOJSIi4iyRLUkS+fn5tLW1kZKSMiqSVrqiubmZzMxMJk+ezEQ3o+Fqa2u59NJLmT17Nm+88cawfBFRRPc999zD1VdfzcGDB/nlL3/JP//5T2666Sb27dvH0qVLOX36tIuVzTXXXIMgCLz11ltDvmYNjb6iCUANjRGMLMs0Njby/vvvs2XLFj799FMmTpxIeno6V1xxhcfMmC0WC9nZ2Xh7e7vE07W3t2M0GtUs3bCwMLW/bSSKEqPRSH5+fr+85fpEQwO+F1wAHR0QHn7m8aYmEAQsO3cijx3reEyS8FmxAl1ZGXJU1JnnWizQ1MSJP/6RowkJdHR0qLnPUVFRGAwGF6Pq0SC6u6KlpYXMzEzV+Nwd6uvrWb16NfHx8bz99tvDYrkD4O3tzfz589m3b5/62C9+8QsOHjzI/v37NQGoMaoZfXs7Gho/IARBICwsjJtuuombbrqJ5uZmtm/fzpYtW7jwwguJjY1Vt4lTUlL6JQbb29vJysrqckrW39+f+Ph44uPj1Xzi6upqiouLCQkJUcXgSBhMOHXqFMXFxcybN48oZ8HlScLCsF93HYYXXoDaWvD3d4hBqxXx+uvPiD+A9naEU6eQO18bHx8QBMa2txOzZAltbW3U1NRQWVlJYWEhBoMBnU5HcnLyqBd/EydOdFv8NTY2kp6ezrhx43jrrbeGTfwBjBkzhlmzZrk8NnPmTLZs2QKgRtcZjUYXAWg0Gl22hDU0RiKaANTQGEUEBwdz3XXXcd1119Ha2srHH3/Mli1bWL16NWFhYeo28YIFC/rkddfc3Ex2djaxsbFMnz69x61lPz8/Jk6cyMSJE7FYLOo0cWlpKUFBQarX4HBYlJw4cYKjR4+SlJREuHNlbhCw3303+Pmhf/11hKYmCArCfu212H/xC9cn+vk5BkWqq8HZsNluR5Bl5O8EQ0BAAPHx8UyYMIGsrCzMZjO+vr4cOHBgyKP+PEFrayuZmZlMmDCB+Ph4t17b3NzMlVdeSWRkJJs3bx52Abx06VKKi4tdHispKVG3s+Pj44mNjeXzzz9XBV9zczMHDhzgZz/72VAvV0PDLbQtYA2N7wEdHR3s3LmTrVu38sEHH+Dv78+aNWtIT09nyZIlXfZPKdnEAx2UsFqtLpF0ig1KTEwMAQEBg5rU4ByLlpycTEhIyKAd6yw6OhBMJuSICOjGlNnw7LN4bdiA7OvrEIE2GzQ2wrhxmD/7TBWGoiiSnZ2NLMskJydjMBiwWq1quktdXR2+vr6qGPREustgoIg/ZfLa3ddeeeWVeHt78+GHH46IqvLBgwdZsmQJf/zjH7nmmmv49ttv+elPf8pLL73E9ddfDzhsYP7yl7+42MAcPnx4QDYwsiyPyN+vxvcLTQBqaHzPMJvNfP7552zdupX33nsPvV7P6tWrueKKKzj33HPx8vLi3//+N76+vpxzzjke9VSz2WwukXS+vr7ExMQQHR1NUFCQR29qSjJGdXX1yI1Fs9nw+uMf0b/9NkJ7OxgMSPHxWDduRP4uFlAZvhEEgeTk5C4rt6IoulxXJd2lu8SM4aCtrY1Dhw4xduxYpk6d6tZr29vbueqqq5BlmQ8//HBE/S63b9/Ogw8+SGlpKfHx8dxzzz3qFDCcMYJ+6aWXaGxs0HmU2gAAK9NJREFU5JxzzuH5559n+vTpbh9r9+7dnH/++Z5cvoZGt2gCUGNU8Nxzz/HEE09QXV1NYmIizzzzDAsWLBjuZY14bDYbe/bsYfPmzbz77rvYbDZSUlL46quvePnll7nyyisH7djOosVkMuHl5aWKwZCQkAGJQcUfTzFHHunJGMLJk+jy85FDQpAWLoTvKrLO+cRJSUl92raXJImGhgaMRiMmkwlZltWM4oiICLdj7jyBIv7i4uLctiwym81ce+21tLW1sWPHDoKDgwdxpSOXqqoqJk2axMqVK3n//fcBrRKoMbhoAlBjxPPWW29x44038s9//pOFCxeyceNG3nnnHYqLi0dtPNlwYLPZ+MlPfsI777zDlClTqKys5NJLLyUjI4MLL7xwULfcRFF0iaQbSAVLsUhpbW0d1f54NpuNrKwsdfK6P8LN2dC7pqYGi8WiisHIyMghGaBob2/n0KFDjBkzxm3xZ7FYuP7666mtreWTTz4hNDR08BY6wpFlmc8++4ybb76Z+fPn895776mPayJQYzDQBKDGiGfhwoWkpaXx7LPPAg4BMH78eO68804eeOCBYV7d6ECWZW6//XZ27NjBzp07mT59Ot98841aGaytreWSSy4hPT2dlStXEtBNT5sn6KqCpYjB8PDwHsWgKIrk5uZitVpHtUWK1WolKysLX19f5s2b55EtXFmWaW1tVcVgW1sb4eHhasLLYNj2KOIvJiam1yGizthsNm688UZOnjzJ559/PujDO6OFPXv28KMf/YjExEQ+/vhjQBOBGoODJgA1RjRWqxV/f382b95MRkaG+vhNN91EY2Oj+i1Zo3eef/551qxZc5Y5siRJHDp0iM2bN7Nt2zZOnz7NRRddRHp6OqtWrRrULTnF51DxGhRF0SWSzrkqZrPZyMnJASApKWlY7UEGgtVqJTMzk4CAAI/5OHZFe3u7OpzT1NREcHCwKrQ9sWXe0dHBoUOHiI6Odlv82e12br31VoqLi9m1a9fg2faMQiRJYt++fVx77bXMmjWLTz75BEEQNBGo4XE0Aagxojl9+jRjx45l3759LF68WH38vvvuY8+ePRw4cGAYV/f9Q5IkcnNz2bJlC1u3buXYsWOsWLGCNWvWcNlllxEaGjqokXTNzc2qGLRarep2ZkhICLm5uXh7e5OYmDgsfW6ewGKxkJmZSVBQELNnzx6y4Q2LxaKKwfr6enVSW7GXcfd3qoi/qKgoZsyY4dbrRVHk9ttvJycnh927dxMTE+Pu6XyvEEURvV6PcitWruU333zD1VdfzZQpU/jss88wGAyaCNTwKJoA1BjRaAJw+FAGLTZv3szWrVspLCxk+fLlZGRksHr1aiIiIgZVDLa2tmI0GqmurqajowMfHx+mTJlCdHT0qKz+mc1mMjMzCQkJYfbs2cN2I3ee1K6rq8Pb21utuvZF4JvNZg4dOkRERAQJCQlui78777yTffv28cUXX3h0An00ooi/48eP889//pPc3FyWL1/O/PnzWbFiBYcOHWLdunXExMSwa9cufHx8NBGo4TE0AagxotG2gEcGsixTWlqqisHc3FzOOeccMjIyuPzyy4mJiRmUm1J7e7taMQsODqampobW1lY1Oi06OnpU9AF2dHSQmZlJeHj4oGU59wfn4RyTyYQgCKoY7KofUxF//TkPSZK466672L17N7t372bChAmePp1RhSLkTpw4wYIFC7j44ouJi4vj2LFj7Nmzhw8//JC0tDQyMzO58cYbkSSJzMzMET/xrjF60ASgxohn4cKFLFiwgGeeeQZw3EgmTJjA+vXrtSGQYUCWZY4fP86WLVvYtm0b3377LYsXLyY9PZ01a9YwduxYjwiclpYWsrKyzkopaW9vVwcdmpubCQ0NJSYmhqioqBE5EayI2MjISLcrZkOJJEk0NjaqYtBut7vYy4iiyKFDh9TIQHfF33333ceHH37IF1984XZCyPcVq9XK9ddfT0hICP/7v/8LwLx584iPj+eNN95Q/RCzs7O5/vrref3110lJSRnOJWt8j9AEoMaI56233uKmm27ixRdfZMGCBWzcuJG3336boqKiH3z/0HAjyzIVFRVs3bqVbdu28fXXXzN//nzS09NJT09n4sSJ/RI8TU1NZGVlMXHiROLj47t9D7PZrIrBxsZGgoODVa/BkZAk0dbWRmZmZr+mZIcTpR9T6Rtsb29Hp9MRGBhIYmKiWxPFkiTxu9/9js2bN7N7926mTZs2iCsfXVitVi688ELuvfdeMjIyOPfccxEEgQ8++ICQkBC+/PJLIiMjmTlzJm1tbYM6na/xw0MTgBqjgmeffVY1gk5KSuIf//gHCxcuHO5laTghyzJVVVVs27aNrVu3snfvXubNm6eKwb56xNXX15OTk8PUqVPd2ia0Wq2qGKyvrycwMFAVg8Nx41Ri0fpjjjySsFqtfPvttxgMBgRBoKWlhdDQUHULvqeqqyzLPPLII/z73/9m9+7dJCQkDOHKRybK1q8kSbS3t7Nu3Tpuv/12XnzxRerr69m+fTvh4eHU1tbyyCOPsGjRIn70ox+N2s+PxshFE4AaGhoeR5Zlamtreffdd9myZQu7du0iISGB9PR0MjIyut0KNZlM5OXlkZCQMKABAZvNhslkwmg0Ul9fj5+fnyoG+zP16i4tLS0umbij9eatWNYEBgYyZ84cBEFQq64mk4mGhgaCgoKIjo4mKirKJcJNlmX+8pe/8OKLL7Jr1y7mzJkzjGcyvMiyjCRJXU6v//rXv+bvf/87s2bN4sCBA+qXlddff52HHnqITZs2uQzAaWh4Ck0AamhoDCqyLNPQ0MD777/Pli1b+PTTT4mPjyc9PZ0rrrhCtUPZtGkTgYGBLFy40KNb+3a7ndraWoxGI7W1tfj4+KhiMDg42OPirLm5maysLCZMmMDkyZM9+t5DSV/8Cq1W61kTxR988AGXXnopmZmZbNy4kV27dpH4Xe7xcPCXv/yFBx98kF/+8pds3LgRcLQO3Hvvvfz3v//FYrGwcuVKnn/+eY+3lLS2trqIYrPZzPPPP49eryckJISbb74ZgNtuu41NmzbxwgsvIMsy9fX1PPDAA7z00kvceOONHl2ThoaCJgA1NLrh8ccfZ+vWrRQVFeHn58eSJUvYsGEDM2bMUJ8zVDeS7xNNTU1s376drVu3smPHDsaMGcOcOXPYuXMnr7/+OqtWrRq0Y4uiSF1dnSoGDQaDSyTdQMWg0rsYHx/PpEmTPLPoYcBms5GZmYmfnx9z587tk1+h3W7n+PHj3H///Xz55ZfY7XYyMjK4/fbbWbZsGYbv8o+HkoMHD3LNNdcQHBzM+eefrwrAn/3sZ3z44Ye8+uqrhISEsH79enQ6HV9//bXHjm0ymbj11ltJT0/n//2//wfA1KlT8ff3x2az0djYyMSJE9m6dSuhoaHcd999fPLJJ1itVhISErjhhhu4/vrrPbYeDY3OaAJQQ6MbLrnkEtatW0daWhp2u53f/OY35OfnU1BQoG7TDMWN5PtMa2srt99+O++88w4TJ07EZrOxZs0aMjIySEtLG1TDZ0mSqKurc7FAUcRgWFiY2ybNjY2NZGdnM3nyZCZOnDhIqx58+iP+FGRZ5qWXXuJPf/oTDz30EMXFxbz33ntYrVY+/vhjFixYMIgrd0XJin7++ed59NFHSUpKYuPGjTQ1NREVFcWmTZu46qqrACgqKmLmzJns37+fRYsWeeT4R44c4f7776elpYVbbrkFQRB47733eOutt2hpaaGyslKtAGZlZQFw8uRJtUUhLCzMI+vQ0OgOTQBqaPQRk8lEdHQ0e/bsYdmyZUN2I/m+Issyv/3tb/nf//1fdu7cyYwZM/jkk0/YsmUL27dvJyAggMsvv5yMjAwWL148qBUkxQJFSSGRZdklkq43EdTQ0EB2djbTpk1j/Pjxg7bOwcZms5GVlYWPj4/bGcWyLPPqq6/y4IMP8uGHH3LuuecCjmv7zTffMG/ePJft0MHmpptuIjw8nKeeeorly5erAnDXrl1ceOGFNDQ0EBoaqj5/4sSJ3HXXXdx9990eW0N+fj4bNmygpqYGu93O0qVLeeSRR9Sfl5eXc+GFF7Jq1SqeffZZdUBEM3vWGAqGviavoTFKaWpqAlBD6zMzM7HZbKxYsUJ9TkJCAhMmTNAEYB+RZZm9e/eq06EZGRlkZGRgNpv5/PPP2bJlC9dffz0Gg4HVq1dzxRVXcM4553g8CUSn0xEeHk54eDgJCQk0NTVhNBopKipS/fBiYmLOyieGM1PL06dPPytneTRht9vJzs7G29u7X+Lv9ddf54EHHuCDDz5QxR84ru2SJUsGY8nd8t///pesrCwOHjx41s+qq6vx9vZ2EX8AMTExVFdXe3Qdc+bM4YEHHuCvf/0r7777LrGxserPJEli0qRJrFy5kuPHjwNnYuA08acxFGgCUEOjDygpBkuXLlWnGYfyRvJ9RBAEHn/88S5/5uvry2WXXcZll12GzWbjiy++YPPmzdx6662Iosjq1avJyMhg+fLlHk8CEQSB0NBQQkNDmT59Os3NzdTU1FBaWkpeXp4qBiMjI2lqaiI3N3fAU8vDjd1uJysrC4PB0C/x9/bbb3PvvfeydetWli9fPngL7QMVFRX88pe/5NNPPx0WY/DO1bvZs2fzu9/9Dp1Ox6effspTTz3F3XffrV7j6OhoCgoKaG1tJSAgQBN/GkOGJgA1NPrAHXfcQX5+Pl999dVwL+UHh5eXFxdddBEXXXQRzz33HF999RXvvPMOd9xxB21tbVx22WWkp6ezYsUKj9/wBUEgJCSEkJAQpk6dSmtrKzU1NRw/fpz8/HxkWWbs2LFERUV59LhDiVL50+v1JCYmut13uW3bNu68807eeustLr744kFaZd/JzMykpqbGJTFDFEX27t3Ls88+y86dO7FarTQ2Nrp8eTMajS4Vuv6gZPuCoyfU19cXg8HAtGnT+M1vfoNer+fVV1/l9OnTrF27lurqav72t7/x+9//fki3xzU0QOsB1NDolfXr1/Pee++xd+9elwiroewl0jgbURTZv3+/GklXX1/PJZdcQnp6OhdffPGgmj/X1NRw+PBhYmJiaGtro7W1lbCwMDWSzp2kjOFEFEWysrLQ6XQkJSW5Lf62b9/OLbfcwhtvvOGS1T2ctLS0cOLECZfHbrnlFhISErj//vsZP348UVFRvPnmm6xduxaA4uJiEhISBtS64Sz+1q9fz+HDh5EkifPOO4977rmHiIgIysrKeOKJJ/jPf/5DSEgIGRkZzJw5k1/84hcDO2kNjX6gCUANjW6QZZk777yTbdu28cUXX5wVYaUMgXj6RqLhPpIkcfDgQVUMnj59mosvvpj09HRWrVpFUFCQx45lNBrJz89n7ty5REdHA9DR0UFNTQ1Go5Hm5mZCQkJUr8GRmE8MDsGSnZ0NQHJystvib8eOHdx444288sorXH311YOxRI/hPAQCjun9jz76iFdffZXg4GDuvPNOAPbt2zfgY6Wnp3Ps2DF++9vfcvz4cV599VVmzpzJ888/T1xcHBUVFTz22GN89dVXPPPMM5x//vkDPqaGRn/QBKCGRjf8/Oc/Z9OmTbz33nsu3n8hISFqzuxg3kg0+ockSeTm5rJ582a2bt2qTlqmp6dz2WWXERIS0u8+q6qqKgoLC5k7d263275ms1lNIVHyiRV7GX9//4GcmscQRZGcnBwkSSIlJcVt8bdr1y7WrVvHSy+9NCpiyjoLQMW/880333Tx7xzoFvATTzzB5s2b+eijj4iIiOBPf/oTf/vb35g0aRIxMTG88sorjB07lqNHj3LkyBHWrFnjgbPT0OgfmgDU0OiG7m5qr7zyiurfNVg3Eg3PIMsyR44cYfPmzWzbto2ioiKWL19ORkYGq1evJjw8vM/i5fTp0xQVFZGYmEhERESfXmO1Wl0i6QIDA1UxOFw9X6IokpubiyiKJCcnu22vs3fvXq6++mqeeeYZbrrpphEv/oaS//znP1RUVPCb3/yGJ554gqeeeopNmzZRUlLC3XffzZIlS3j++efP2k3Q0BgONAGooaHxg0CWZUpKStiyZQtbt24lNzeXc889l4yMDC6//HKio6O7FTOVlZWUlJSQlJSk2gC5i81mUyPp6urq8PPzIzo6mpiYmCHJJwZHdTQnJwe73U5KSorb4m/fvn1ceeWV/O1vf+OnP/2pJv66oKmpiYaGBq644goeeOABrr32Wk6cOMHKlSsBx67BL3/5y2FepYaGJgA1NDR+gMiyzPHjx1UxeOjQIRYvXkx6ejpr1qwhLi5OFTeZmZk0NzeTlJTksXQGu93uEknn7e2tisHByCeGM1vjNputX+Lv22+/JSMjg0cffZQ77rhDE3+cbfmi8OWXX3LllVeya9cu5s6dy8GDB3nyySe58847h9wTUUOjOzQBqKExShnOkPvvE7IsU1FRwdatW9m6dSv79u0jLS2NNWvWUFVVxaZNm/j2228HbVtfySdWIun0er1LJJ0nhJYkSRw+fBiLxUJKSorbRtpZWVlcfvnlPPzww9x1110/aPG3c+dOWlpayMjIwGAwdCkCi4uLufHGG5k8eTLp6ek8/PDDXHzxxTz77LPDtGoNjbPRBKCGxihkOEPuv8/IskxVVRXbtm3jySefpLKykrS0NFauXEl6ejpTpkwZVPEjSRL19fXU1NRQU1ODIAhERUURExPTr3xi5T3z8vLo6OggNTXVbfF3+PBhLrvsMu677z7uu+++H6z4k2UZURRZtmwZLS0t/OlPf+Kyyy7Dy8vrLBEoiiLPP/88b731FjU1NSxdupRXXnllGFevoXE2mgDU0BhlDHfI/Q+BRx55hGeeeYa33nqLsrIytmzZwu7du0lISCAjI4P09HQSEhIGVQzJskxDQ4MqBkVRVMVgeHh4nyZ3Byr+CgoKWLVqFXfeeScPPfTQD1b8OdPW1sbVV1+N0WjkgQceYM2aNfj4+JyV49vS0oLZbEaSJK0CrzEicf/rpIaGxrByxx13cNlll7lkEEPv2cQafaOsrIx//etf7N69mwsuuIDbbruNHTt2UF1dzd133012djZLly4lLS2NP/3pT+Tn5yNJksfXIQiCmk187rnnkpycjLe3N0VFRezZs4fDhw9jNBoRRbHL10uSRH5+Pu3t7f3a9i0uLmb16tXcdtttmvj7DrvdTkBAAO+++y4xMTE89thjbNu2DbPZ7JLjW1payo9//GPy8/M18acxYtGi4DQ0RhEjJeT++8zUqVMpKSlxSfNQxNgtt9zCLbfcQlNTEx988AFbt27l/PPPJy4uTq0MJiUl9Wurtiec84mnTZtGS0sLNTU1lJWVkZ+fT2RkJNHR0URGRqpbkkeOHKGtrY3U1FS385LLyspYvXo1N9xwA3/6059+kOJPqeTV1dWptj8GgwFRFPH29uaDDz7gyiuv5M9//jOiKLJ27Vp8fX0pLy/nqquuQqfTaSbPGiMaTQBqaIwShjvk/odEb1FuISEh/PjHP+bHP/4xra2tfPTRR2zZsoVVq1YRGRnJmjVryMjIIC0tbVDEYHBwMMHBwS75xOXl5Rw5coTw8HDsdjs2m420tDS3xV95eTmrV69m7dq1bNiwwePrHy0IgkBeXh6XXXaZyxCQXq9XY9/ee+891q5dy+OPPw5AWloa119/Pf7+/lrVXWPEo/UAamiMEt59912uuOIKl94vURQRBAGdTsfOnTtZsWKFlk08jLS3t7Nz5062bNnChx9+SGBgIJdffjkZGRksXrzY7cQNd2lrayMvL4+2tjZkWSYsLEydKO5LPnFFRQWXXHKJOj3+QxV/Cvv27ePaa6/l8OHDZ1kAOWf/rlu3jpycHJqamhg7diyHDh0ajuVqaLiFJgA1NEYJwxVyr9E/zGYzn332GVu3buW9997Dy8uLyy+/nCuuuIKlS5e63ZPXG7IsU1BQQGNjI/Pnz0eWZTWfuKmpiZCQEFUMKlGGzlRVVbFy5UrOO+88XnrppUEXq6MBq9XKtGnT+Pvf/64OVjnjLAKvuuoqqqur+eqrr4Z6mRoa/UITgBoao5ihDLnX6D82m43du3ezZcsW3n33XURRZPXq1WRkZLB8+XK3t2k7I8syhYWF1NfXM3/+/LNaBCwWizpN3NDQQFBQkJp8MmnSJIxGI6tWrWLBggW88sorQyr+Hn/8cbZu3UpRURF+fn4sWbKEDRs2uORvD4W/pSRJLhVPSZKw2Wycd955rF27ll//+tddvs5ZBGpojCZ+2PV9DY3vGU899ZTav7Vs2TJiY2PZunXrcC/rB4+XlxcXX3wxL774IqdOneKdd94hICCAO+64g/j4eG677Ta2b9+O2Wx2+71lWaaoqKhb8QeOnsbx48eTmprKsmXLGDduHLW1tSxatIjZs2dzySWXMGnSJP71r38NuZjZs2cPd9xxB9988w2ffvopNpuNiy++mLa2NvU5d999Nx988AHvvPMOe/bs4fTp01x55ZUeXYdOp6OsrIx33nmHyspKWlpa8PHx4corryQrKwugy4lrvV4/KFPgGhqDjVYB1NDQ0BgmRFFk3759bNmyhW3bttHY2Mgll1xCeno6F198Mf7+/j2+XpZliouLMZlMzJ8/v8ut3Z44evQo//M//0NlZSUmk4nx48ezdu1abrnlFqZNmzaQU+s3JpOJ6Oho9uzZw7Jly4bE31KWZdrb21mzZg1ZWVlERUXR1NTE4sWLycnJwc/Pj8zMTPz9/bWKn8b3Bq0CqKGhoTFM6PV6zj33XDZu3Mjx48f55JNPmDBhAg8//DCTJk3i+uuv55133qGlpeWs18qyTElJSb/FX2NjIzfffDPh4eGUlpZiMpn485//THl5OSUlJZ46RbdpamoCIDw8HBgaf0tBEAgICODtt9/GZDKxefNmHn/8cc455xxmzpyJIAjccssttLS0qFPAGhqjHa0CqKGhoTHCkCSJnJwcNm/ezLZt2ygvL2fFihWkp6dz6aWXEhQUxAMPPEBycjIZGRm9Vgo709zcTEZGBqGhobz77rsjxlZIkiTWrFlDY2OjOkyxadMmbrnlFiwWi8tzFyxYwPnnn8+GDRs8evzOk88Wi4UtW7awceNGxo4dy2uvvUZwcHCXz9XQGE1on14NDY0Bc+rUKX784x8TERGBn58fc+fOdbHCkGWZhx9+mDFjxuDn58eKFSsoLS0dxhWPbHQ6HSkpKfz5z3+moKCAgwcPkpqayj/+8Q8mTZrE8uXL+e9//0t8fLzblb/W1lauuuoqAgIC2LZt24gRf+BIucnPz+e///3vsBxfEXRKXUSSJHx8fLjqqqu48847qa2t5dJLL6WpqUkTfxqjHu0TrKGhMSAaGhpUW5OPP/6YgoIC/v73v7v4pv31r3/lH//4B//85z85cOAAAQEBrFy5sl9DDz80BEFgzpw5/OEPfyAnJ4dbbrmF0tJSpk6dyiWXXMKaNWv43//9X4xGI71t6LS3t3PNNdeoJsbuisfBZP369Wzfvp3du3czbtw49fHY2FisViuNjY0uzzcajao5s6dRkk90Oh2yLOPt7c11113HzTffTExMjDb0ofG9QNsC1tDQGBAPPPAAX3/9NV9++WWXP5dlmbi4OO69915+9atfAY4+r5iYGF599VXWrVs3lMsd1Tz88MO89NJL7Nmzh+nTp3Ps2DG2bNnC1q1byczMZPHixaSnp5Oens6YMWNcItzMZjPXXnstbW1t7Nixg+Dg4GE8kzPIssydd97Jtm3b+OKLL84aPlGGQIbT31KJhZMkCYvFMqKEs4ZGf9EEoIaGxoCYNWsWK1eupLKykj179jB27Fh+/vOf89Of/hSAY8eOMWXKFLKzs0lKSlJfd95555GUlMTTTz89TCsffbzyyissXLiQWbNmuTwuyzIVFRXqNPH+/ftJS0tTI+liYmK4/vrrqa2t5ZNPPjkrL3o4+fnPf86mTZt47733XLz/QkJCVKE1EvwtFRGoofF9QROAGhojDOWf5Gi52Sg9ZPfccw9XX301Bw8e5Je//CX//Oc/uemmm9i3bx9Lly7l9OnTjBkzRn3dNddcgyAIvPXWW8O19O8lsixz+vRptm3bxtatW9m7d69q/Lx//351unak0N3n/JVXXuHmm28GzhhBv/nmmy5G0IO1Bayh8UNAE4AaGiOItrY2AgIChnsZbuHt7c38+fNdqjG/+MUvOHjwIPv379cE4DAiyzImk4n777+fe++9lzlz5gz3kjQ0NEYI2hCIhsYI4ic/+Qn/7//9PxfLC6XhfKR+VxszZsxZW5IzZ87k5MmTAGqVxmg0ujxnMJv4NRwIgkB0dDSvvPKKJv40NDRc0ASghsYI4o477uDtt99Wp2NlWUan01FdXT1it4SXLl1KcXGxy2MlJSVMnDgRgPj4eGJjY/n888/Vnzc3N3PgwAEWL148pGvV0NDQ0HCgCUANjRHE2LFjGT9+PB999BHg8Gx7+umnmTx5Mi+88EK3rxvO6uDdd9/NN998w5///GfKysrYtGkTL730EnfccQfgqELdddddPProo7z//vvk5eVx4403EhcXR0ZGxrCtW0NDQ+OHjGG4F6ChoeFAkiQmT55MaGgoBQUFNDU1ccMNN1BaWsrf/vY3fvaznwFdTyMOZ3UwLS2Nbdu28eCDD/LII48QHx/Pxo0buf7669Xn3HfffbS1tXHbbbfR2NjIOeecw44dO0aUCbGGhobGDwltCERDY4SxadMmHn30UVpaWpgwYQLPPfecap/iHD+lhNLv3LmTkpISbrjhhhFl76GhoaGhMXLRtoA1NEYAyqBHVVUVR44coaioiOXLl7N9+3YX7zzn+Cnlf7/zzjv85z//obKyckjXrKGhoaExetEEoIbGMCOKIjqdjvLyctasWUNWVhbg2FoNCwvDZrN1+TpBEGhpaaGkpITzzjvvrEncHzKiKPLQQw+pWblTpkzhT3/6k0uvpJZPrKGh8UNGE4AaGsOMXq9n7969LFu2jNDQUF555RVuvfVWPvvsM0RRxMvL66zXKBXDPXv20Nrayrx589Tc0q6QZRm73T5irWQ8zYYNG3jhhRd49tlnKSwsZMOGDfz1r3/lmWeeUZ+j5RNraGj8kNEEoIbGMGK327n99tv58Y9/zKWXXspHH31EbGwsa9euZe/evbS1tfX4+k8//ZSoqChSUlJcHleEXnNzMyaTCUEQMBgMXQ6LbN++nY8//thzJzUC2LdvH+np6Vx22WVMmjSJq666iosvvphvv/0WcFyfjRs38rvf/Y709HTmzZvHv//9b06fPs277747vIvX0NDQGAI0AaihMYwIgsDcuXN56qmneP755/Hy8kKWZWbMmEFsbKxqB9MZnU5He3s72dnZJCQkqBmqnQXe22+/TXp6OjNnzuTBBx/k1KlTgGOLFKCuro5///vf/OY3vxnEsxx6lixZwueff05JSQkAubm5fPXVV6xatQqA48ePU11dzYoVK9TXhISEsHDhQvbv3z8sa9bQ0NAYSjQbGA2NYUSv17N+/fqzHp88eTLh4eHs2bOHdevWuVi/KJPAe/fupbW1laSkJAwGg8tzlP8/YcIENm7cSEFBAa+//jr/8z//w7///W/CwsIAKC4uprKyUrVsMZvNeHt7uwybjEYeeOABmpubSUhIQK/XI4oijz32mHqe1dXVAMTExLi8LiYmRv2ZhoaGxveZ0f1XXkPje4gi3h555BH0er3LY858+umnREREkJqaCnRtBr1kyRLS0tK4+eab+e9//0tOzv9v735DsjobOI7/jsY9c1ZOYtkts4SytGKOdk8avVgitA3MXBA22cxKZCO2ZmuMmDkyrOgPN+ValhveULYx0iJjsf5H/zOTtuX+W2OocyVq6SjTay/E8zxibc96qrvb8/2885yruI4v5Ms557pOjfbv32+fr6mp0fXr1zVt2jRJUkhISMDHn9Rz53P79u0qKytTdXW1fD6f1q5dK5/P5++pDVgfffSRRo8erZCQECUmJtqP2wE8mgL/Lz0wQCUnJ6uoqKjf8aCgIN28eVNnz57VmDFjNGHCBPt4r46ODi1ZskSpqamKjY1VamqqysvL5fF4dOHCBUk9j38vXryo9vZ2VVZWKi4uTtnZ2bp8+fId5xNIC0iWLFmi999/X+np6Zo0aZJee+01vfPOO1q5cqUkvk98v33++efKzc1Vfn6+qqur9fTTT2v69Olqamry99QA3AUBCASgX375RVeuXFFJSYlyc3N14MABtba22udLS0v18ccfKy0tTV6vV+PGjdOqVau0a9cuPffcc5Kkn3/+WYcPH5YkhYWFyev1qqamRh9++KGk/sHXexeyq6ur37k//vjjQV3qPeno6Oh3JzM4ONhePc33ie+v9evXKzs7W1lZWYqPj9fmzZsVGhqqTz/91N9TA3A3BkBA6uzsNNu2bTMvvPCCcblcZujQoWbp0qWmvr7e5OTkGI/H02f8qlWrTHh4uGlvbzfGGFNcXGyeeOIJc/r0aXuMz+czTz31lDl58qR9rKWlxezbt88cOnTojvOor683lmXd9bw/ZGZmmqioKFNZWWnq6upMeXm5GT58uHnvvffsMb2/j927d5uLFy+a1NRUExMTY/78808/zjzw3Lx50wQHB5uKioo+x19//XUzY8YM/0wKwD9iEQgQoAYNGqSMjAxlZGTIGKMdO3bohx9+0ODBgzV58mQdPHhQBw4cUFxcnHbu3Cmv16spU6YoNDRUzc3Nqqqq0tixY5WYmGj/nykpKVqwYIG9Svirr75SQUGBuru7dfnyZXV2dqqgoEALFiyw30/cv3+/IiIiHqmNqDdu3Ki8vDy9+eabampqktvtVk5OjpYtW2aP4fvE98fVq1fV1dV1xwU13333nZ9mBeCfEIDAAGBZll599VX75xkzZqiqqkppaWnyeDwKCwvT77//rrlz50rqeYR89OhRJSUlSZJu3boll8ulb775RpZlafTo0Wpra1NWVpY++OADzZ8/Xy6XSzt27FBhYaGef/55TZo0SZK0fft2JSUl9QsAfxoyZIi8Xq+8Xu9dx1iWpeXLl2v58uUPb2IA8IjgHUBgABoxYoSKi4t1/fp1bdq0SXl5eRo1apSmT58uSaqqqlJbW5uuXbumrq4uuVwuST0rORMTExUVFaWysjI1NDRo69at2rhxo+rr6zVnzhxFR0fb7w5eu3ZNx44d0+zZs/12rfCv4cOHKzg4mAU1QIAhAIEBbvz48fJ4PKqrq9OwYcPU0dGhX3/9VS6XS5ZlaefOnbpy5Ypyc3O1d+9eLV68WJZlqaSkRLNnz1ZmZqbKy8s1fvx4xcfHq7q6WrW1tZKkvXv36rHHHtPUqVP9fJXwF5fLZb9y0Ku7u1sHDx5kQQ3wCCMAAYcJDQ1VYWGhjh8/ruzsbOXk5CghIUFHjx5VYWGhUlNT1d3dreDgYMXFxentt9/WiRMn9O2332rRokV65plnNGvWLEn/efzLnZ67O3bsmFJSUuR2u2VZVr9PzRljtGzZMo0cOVKDBw9WcnKyfvzxxz5jmpublZGRoaFDhyo8PFzz58/XjRs3HuJV/L3c3Fxt3bpVPp9PtbW1euONN9Te3q6srCx/Tw3AXVjGBNDmXgAeiEuXLunxxx/XqFGjJPVESUFBgT755BOdPHlSUVFR/f5Na2ur3G63SkpKNGfOnIc95YDx5Zdf6sSJE5o8ebJeeeUVVVRUaObMmfb51atXa+XKlfL5fIqJiVFeXp6+/vprXbp0yV6Q8tJLL6mhoUHFxcXq7OxUVlaWPB6PysrK/HRV/RUVFWnNmjVqbGxUQkKCNmzY0GeBEYBHCwEI4I4aGhqUk5Oj9vZ2zZs3T7GxsWptbdXEiRMVGRmpL774QvPmzdP3338vt9vt7+kGBMuy+gSgMUZut1uLFy/Wu+++K6knrEeMGKHS0lKlp6ertrZW8fHxOnfunJ599llJ0r59+/Tyyy/rt99+43cP4J7wCBhAP8YYjRw5UkVFRUpISFB+fr7mzp2ryspKtbS0SJI+++wzJSUlESD/h7q6OjU2Nio5Odk+NmzYMCUmJurUqVOSpFOnTik8PNyOP6nnKzFBQUE6c+bMQ58zgIGBbWAA9NP71Y/o6GitW7dO69atU319vW7dumVvEVNRUaEtW7b4eaaBrbGxUZLuuIde77nGxkY9+eSTfc4PGjRIERER9hgA+LcIQAD/k/++0+dyueT1epWSkuLHGQEA7hWPgAH8ayEhIXrrrbceqc2fA1Hv6um/20MvMjJSTU1Nfc7fvn1bzc3NrL4GcM8IQADwk5iYGEVGRvbZQ6+trU1nzpyx99CbMmWKWlpadP78eXvMoUOH1N3dzSpbAPeMR8AA8ADduHFDP/30k/1zXV2dampqFBERoejoaC1atEgrVqzQ2LFj7W1g3G63vVI4Li5OL774orKzs7V582Z1dnZq4cKFSk9PZwEOgHvGNjAA8AAdOXJE06ZN63c8MzNTpaWlMsYoPz9fW7ZsUUtLi6ZOnapNmzYpNjbWHtvc3KyFCxdqz549CgoK0qxZs7RhwwaFhYU9zEsBMIAQgAAAAA7DO4AAAAAOQwACAAA4DAEIAADgMAQgAACAwxCAAAAADkMAAgAAOAwBCAAA4DAEIAAAgMMQgAAAAA5DAAIAADgMAQgAAOAwBCAAAIDDEIAAAAAOQwACAAA4DAEIAADgMAQgAACAwxCAAAAADkMAAgAAOAwBCAAA4DAEIAAAgMMQgAAAAA5DAAIAADgMAQgAAOAwBCAAAIDDEIAAAAAOQwACAAA4DAEIAADgMAQgAACAwxCAAAAADkMAAgAAOAwBCAAA4DAEIAAAgMMQgAAAAA5DAAIAADgMAQgAAOAwBCAAAIDDEIAAAAAOQwACAAA4DAEIAADgMAQgAACAwxCAAAAADkMAAgAAOAwBCAAA4DAEIAAAgMMQgAAAAA7zFzmGqHP2l9O4AAAAAElFTkSuQmCC",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Generating random data\n",
|
|
"np.random.seed(42)\n",
|
|
"x = np.random.randint(0, 100, size=100)\n",
|
|
"y = np.random.randint(0, 100, size=100)\n",
|
|
"z = np.random.randint(0, 100, size=100)\n",
|
|
"\n",
|
|
"# Creating a 3D scatter plot\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111, projection='3d')\n",
|
|
"ax.scatter(x, y, z, c='r', marker='o')\n",
|
|
"\n",
|
|
"ax.set_xlabel('X Label')\n",
|
|
"ax.set_ylabel('Y Label')\n",
|
|
"ax.set_zlabel('Z Label')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "base",
|
|
"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": "3.9.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|