{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 占比" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
manufacturermodeldisplyearcyltransdrvctyhwyflclass
0audia41.819994auto(l5)f1829pcompact
1audia41.819994manual(m5)f2129pcompact
2audia42.020084manual(m6)f2031pcompact
3audia42.020084auto(av)f2130pcompact
4audia42.819996auto(l5)f1626pcompact
\n", "
" ], "text/plain": [ " manufacturer model displ year cyl trans drv cty hwy fl class\n", "0 audi a4 1.8 1999 4 auto(l5) f 18 29 p compact\n", "1 audi a4 1.8 1999 4 manual(m5) f 21 29 p compact\n", "2 audi a4 2.0 2008 4 manual(m6) f 20 31 p compact\n", "3 audi a4 2.0 2008 4 auto(av) f 21 30 p compact\n", "4 audi a4 2.8 1999 6 auto(l5) f 16 26 p compact" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpg = pd.read_csv(\"data/mpg.csv\")\n", "mpg.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Pie Chart\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1cb07b94", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ScaleProportion
0>300,000 tons per year0.2623
1100,000~300,000 tons per year0.2459
2<100,000 tons per year0.4918
\n", "
" ], "text/plain": [ " Scale Proportion\n", "0 >300,000 tons per year 0.2623\n", "1 100,000~300,000 tons per year 0.2459\n", "2 <100,000 tons per year 0.4918" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = {\n", " \"Scale\": [\n", " \">300,000 tons per year\",\n", " \"100,000~300,000 tons per year\",\n", " \"<100,000 tons per year\",\n", " ],\n", " \"Proportion\": [\"0.2623\", \"0.2459\", \"0.4918\"],\n", "}\n", "\n", "df = pd.DataFrame(data) # noqa: PD901\n", "df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "c55c7b73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAHSCAYAAAADqNcHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABZ/klEQVR4nO3deXhMZ/8G8Hsmy2Qyk0w22WQTkohICGptKUUURWkVlVIt9asWLW11pa0uilLavlVaLfVWN+1raS217/sSpAiJyB5JZF9mOb8/IqdGgpDlzHJ/risXmTlznu9EnHvO85zzPDJBEAQQEREBkEtdABERmQ6GAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCKGAhERiRgKREQkYigQEZGIoUBERCJbqQsgkpJgMMCgrYCg0wEyGeR29pDb2UldFpFkGApk9ir0pSjV5qNUW4BSXWHl33UFUJzJgWFvPHRFBdAWFkBXUgxBWwGDVnc9CLQQ9PrqO5TJILe1g8zODnI7u8qgsFfAzskZdhoX2DlpKv90doGdRgM7ZxcoPDyh9PaFvYtb4/8AiOoRQ4HMRnHFNVwrS0VeaSryStNwrSwN+eWZ0Bsqaty+aa4S8v27774hQYBBWwFoK3BjZJTW4qU2Dko4ePnAwdsXSu+mlX/6NIW6WQs4ePlCJpPdfT1EjYihQCZHqy9DXlka8kpTca00Tfx7hb74rvZjUNo2+qCZvqwUxZcvofjypWrP2TiqoG7WAurgEKibhVz/swVsHJSNXCXRrckEQRCkLoKsl85QgcyiC8gquoi862cBRRW5AOr+a+l5VQPFvK11L7IhyWRQBTSDJqItXFq3gaZ1NJRePlJXRVaMoUCNLq80DWmF8UgrOIvMogvQC9oGacet0AWqD/5ukH03JEUTL2gi2sCldVu4RLaDOqi51CWRFWEoUIMr1xUjvfAfpBaeRVpBPEq0eY3SrnO5MzQztzVKWw1J4ekN9w5d4d6xK9yiO7K7iRoUQ4HqnSAIyC5JRFpBPNIKz+JqcRIEGBq9DqVeBY83dzZ6uw1JbmcPl6h2cO/YDe4d74ejr5/UJZGFYShQvTAIBqQWnMGl3ENIK4y/60HhhmAr2MPn9X1Sl9Gg1MEh8OzeB549+jAgqF4wFKhOCsqzkJCzHxdzD6BEe03qcm4ig/9bRwFd45+lSMEpNBxePfvB68G+ULh5SF0OmSmGAt01naECSXnHkJC7D5lFCaiPK4Uaiv+nCUDWNanLaFQyuQ1co++DT99H0KRbT96hTXeFoUC1ll2ciISc/UjMOwytoUzqcmol4PsMCPEpUpchGTsXN/jGPALf/kOh9PaVuhwyAwwFuq0yXREu5h5EQs5+XCtLlbqcuxawthDCvnNSlyE9uRxu7Tqh6YBh8Oh0P2Q2NlJXRCaKoUA1yiq+hLNZW3El/xQMgk7qcu5ZwE49hL+OS12GSVE08YLfoOFoOmAobFVqqcshE8NQICNZxZdwMn0D0grPSl1KvfA7ZgvZzwekLsMk2arUaDpwGPwfHQl7V3epyyETwVAgAJYXBlWanneE/NtdUpdh0uT2Cvj0GYiAx0dD6cPLWq0dQ8HKWWoYVPFOcYLd59ulLsMsyOQ2aNL9ITR7cjxUAUFSl0MSYShYKUsPgypNcjRwmGvik+KZGJncBt59BqDZ6PFw8PSWuhxqZAwFK2MtYVDFtUgD9WyGwr2Q2yvQdOAwBI18GnbOLlKXQ42EoWAlsosTcSJ9vdWEQRVLmRRPSjaOKgQ8HouAoaM4GZ8VYChYuHJdMY6krUFCzn6Y8p3HDUWpd4THmxxorg/2bh5o8eyL8H6ov9SlUANiKFiwS7mHcDj1V5TpCqUuRTK2gh18Xt8vdRkWxSUyGqGTXoW6WQupS6EGwFCwQAXl2Thw5UekF8ZLXYpJ8H/7OKDV33lDqjWZjQ38Bg1Hs9gJvAHOwjAULIjeoMOZrL9xKuPPBlvNzBz5f3YRSG+chX2sjb2bO1o8O5ldShaEoWAhMosScODKj7hWliZ1KSYnYGUWhDPJUpdh0VzbdUL4S2/xElYLwFAwc+W6EhxL+wPnc/bAGgeSayNgXTGEvexKa2g2jiqEPPcSfPsNlroUqgOGghlLzDuCwym/olSXL3UpJs1/lx74k5PiNRb3+7qi5dQ3ofDwlLoUugcMBTNUpivC3ssrkFIQJ3UpZsHvuB1kP/EKpMZkq3ZCyMRp8OkzQOpS6C4xFMxMVvEl7ExchhItB05ry/eCI2y+4b0KUmjS7UG0fOlt2Dk5S10K1ZJc6gKo9s5mbcOmCwsYCHfJ4MgFZaSSvXcHDk+KRcE/Z6QuhWqJoWAGtPoy7ExchsOpv5j1gjdS0Sv5ay6lssw0HJ32LJLX/FfqUqgW+L/FxF0rTceGc3OQdO2o1KWYLZ1C6gpI0OmQsGQBTs2aDm1hgdTl0G0wFEzYpdxD2HB+DvLLM6Quxazp7ThsZiqu7t+Jw5NGszvJhDEUTJDeoMOBK6ux+/Jy6AzlUpdj9rQ27HIzJWWZ6Tg2fQLS//5T6lKoBrZSF0DGiipysTNxKa6WJEldisWokFdIXQLdxKCtQPzcmShJvoTgpydBJpNJXRJdx1AwISkFZ7A7aTkq9MVSl2JR9DIdoLADyjkflKm5/NP3KL5yGRGvvce1GkwEu49MxD/ZO7H14hcMhIbizuvkTdXVfTtw9KVnUJbFsTNTwFAwAacyNuJgympw7qKGI3Pj9M6mrOjSBRyZPAb58bxLX2oMBYkdSV2D4+n/k7oMy+eikroCuoOKvFwcf+15XD20V+pSrBpDQSKCIGBf8iqcydoidSlWQdA4SF0C1YKhvAxxs6YhfcsGqUuxWgwFCegNOuxK+gYXcvZIXYrVEJx5B5u5EPR6xM9/l3dAS4Sh0Mh0hgpsT/yKdyg3MoPKTuoS6G4IAhKWLMClFUukrsTqMBQaUYW+DFsSFiO1gHdzNjaDI6++NkdJq5bh/H/mg5M5Nx7+T2kkpdpC/H3xc+SWcllIKeiVMvBcwTyl/LEaMBgQOukVqUuxCgyFRlBckYctCYs4h5GEdPZSV0B1kbL2Z8hsbRHy3EtSl2LxGAoNrKA8C5sTFqG4IkfqUqyazs4gdQlUR1fW/BdyO3s0HzdJ6lIsGscUGlBxxTVsvvAZA8EEcFI8y3D5p+9waeXXUpdh0RgKDaRcV4y/Ly5GsTZX6lIIgFbOeY8sRdIPS5G0ernUZVgshkID0BkqsO3Sf3CtLE3qUug6vUwHOHBgwVJcWv4lrvyxWuoyLBJDoZ4ZBAN2Jn6DrOKLUpdCN5F5cFI8S3JhyQJk7dkmdRkWh6FQz/ZfWYWUglNSl0E1ceX8RxbFYMDZOe8g/8xJqSuxKAyFenQ8fR0ScvZJXQbdCifFsziGinKcmjUNJSmXpS7FYjAU6snF3IM4lcHlBU2Z4MJFXCyRtiAfJ96agoprvKijPjAU6kFmUQL2Jf8gdRl0B4Kak+JZqrL0VJx8+yXoy8qkLsXsMRTqqKA8G9sTl8Ag8Dp4U2dQc6ILS1Z4/izOzpsldRlmj6FQB+W6Emy9+AXKdUVSl0K1oHe0kboEamDZu7fi8s8rpC7DrDEU7pFBMGBn0lIUlGdKXQrVkt5BJnUJ1AguLf8SuccOSl2G2WIo3KOTGRuQXviP1GXQXdDz3jWrIBj0OPPRmyjNTJe6FLPEULgHmUUJiMvYKHUZdJd09pwUz1poC/Jx+r1Xoa8ol7oUs8NQuEvluhLsTloOATzAmBtOimddChP+wblFH0ldhtlhKNylA1f+y0nuzJRWxknxrE3Glg1I27RW6jLMCkPhLlzI2cu1lc2YXqYDHDmwYG0u/Gc+StJSpC7DbDAUaim/LBOHUn6RugyqI5m7RuoSqJHpS0twds7bMOjZfVgbDIVa0Bt02H15OXQGDlqZPXe11BWQBAr+OY2kH5ZKXYZZYCjUwvH0tcgp4YRbFkHDSfGsVdLq73At7rjUZZg8hsIdpBX+gzNZf0tdBtUTQcP5j6yWwYCzc2dCV8wZCG6HoXAbZboi7Ln8PQBB6lKonghODAVrVpaZjvP/mSd1GSaNoXAbey+vRKn2mtRlUD0yqDgpnrXL2LKB02DcBkPhFi7k7OUKahaIk+IRAJxb9DH05ZxmuyYMhRqU60pwLO1/UpdBDYCT4hEAlKanIHElr0aqCUOhBiczNqBMVyh1GdQAOCkeVbmyZhUKL56TugyTw1C4ybWyDJy7ukvqMqiBaO04ZxVVEvR6/LPgAwh6vdSlmBSGwk0Op/zCVdQsGCfFoxsVXojHlf/9JHUZJoWhcIMr+aeQVnhW6jKoAWnlFVKXQCYmceXXqLiWJ3UZJoOhcJ3eoMPh1N+kLoMamAF6QOUgdRlkQvQlxUhcsUTqMkwGQ+G6s9nbUFieJXUZ1AhkTZylLoFMTNpff6AoKUHqMkwCQwFAifYaTmX8JXUZ1FhcOSkeGRMMeiR8/ZnUZZgEhgKAY2n/g87AG1mshouj1BWQCco9egBXD+2VugzJ2UpdgNSyixNxMZe3vFsTwdn0xxT+eykde7LykFxcBoVcjlYuakwI9YP/TeMhl4tKsfRCCk7lFcEgCAhSK/F2VDC8lDXP8bQhJRub03KQVFQKAAh1dsQzIU3RUvPv2dPaK1lYeyUbmaWVU8UHqpWIDfZFpyb/rkXxc1IGfkrKAACMbOaNxwK9xefirxXhs/hkfNE5HDYy87pZMOHrhXBr3wlyG+s9NFrvOwcgCAIOpfwMTnhnXQQnBUz9UHUqrxCD/D3RUqOCXhDwzYVUvHr0PL7tGgGlbeVUHWklZZhy+B883NQDY5o3hcrWBsnFpbCX37oD4GRuIXp5uyHCRQ17Gxl+SszAq0cv4JuuEWjiUHlnn4fCHuNDmsLXsTKANqddxTsnErCkSysEqZW4VFiC7xLS8EF0CwgA3jx+Ae3dNGjmpITOYMDC+Mt4qVWQ2QUCAJRcSUL6xrVoOmCo1KVIxqpD4WLuQVwtSZK6DGpkepWtyf/if9w+1Oj7V1sHYdiOk7hQUIIoNycAwDcJqejkocFzof7idr6Ot58F9o2oYKPvX44Iwq7M4zieW4C+vh4AgK6eLkbbPBPih3VXsnH2WhGC1EokF5ch2EmJaPfKAftgtSOSi0vRzEmJn5IyEenqhJZmvG5F0url8On7COR21jl5otWOKQiCgLjMjVKXQRIwKE09Eqor1lXedetkV1m7QRBwMDsffo4OeO3oeQzbfgKTDsRjT9bdXW9frjdAJwjifm+mFwRsS89Fmd6AVi6VXUzN1EqkFJchs7QcmaXlSCkpQ5BaidSSMmxKu4pxLZrW4Z1KrzwrA+mb1kpdhmTM739HPbmSfwoF5ZlSl0ES0Jv+kIIRQRDwn3NX0NpFjWZOSgDAtQodSvUGrE7MwNMhvhgf4ofDOfmYdeIi5ncIQ5vrZxN3svRCCjwU9mjvZnyZ7qXCErx46B9UGAxQ2tjg3bbNEaSubDtQrcQzIU3x6tHzAIBnQ5oiUK3EK0fOYUKoHw5fzceKi2mwlcswKSxAPLMxJ0k/fQefmEFWebZgtaFwOmuz1CWQRHRmts7Oon+ScamwFJ91bCk+ZhAqx8G6erqIg7wtnB1x5loR1qVk1yoUViemY3t6LubfFwZ7G+NOA3+VA77u0gpFWj12Z+VhzukkfHpfmBgMj/h74hF/T3H7jalXobS1QSuNGmP3nsaXncKRXV6B2XGX8MMDkbcd5zBFVWcLTQcOk7qURmeVoZBZlIDs4ktSl3FH6789hqPbEpGedA12Chu0aOON4ZM7wyfIpcbtv5u9EzvWxGPktK6IeTLqlvvdvfYffDNrR7XHv97/LOwVlb8SpcUVWPPlYRzbnoiCvFIEhnlg1CvdEBzx74HgrxUn8NeKkwCAAWPbImZ0G/G5i3GZWPHRbsxcORRyG9M6IOhszWcCtMXxydifdQ0L7mspDgQDgMbeFjYyGQLVxqc9ASolTl+78wy/Pydl4L+JGZjbPhTNnapfomsnl6Pp9YHmMI0K5/KLsSY5Ey+3Cqq2bX6FFj9cSsOC+1rin/xi+Dkq4KdygJ/KATqDgJTiMgTX0Iaps9azBasMhTNZW6QuoVb+OZqOXsMjEBzhCb3egN8+P4R5z6/Hh789AYXS+Bf16PZEXDydBZcmtfvPp1Tb46M1I4weqwoEAFj+3k6kXMzFhPd7waWJCvv+PI+5/7ceH/46HK6ealy5kIPfvzqCqQsfBgQBC6b+hYjO/vBr4QadVo/vP9yFsW/1MLlAAMxjUjxBELD4n2TsybqGTzuEweemAWQ7uRxhzo64Umx8f01KSRm8HG5/KvRTYgZWJabj43YhCKvlgLAAQGuo+Sq9L85dwbBALzRxsMe5/GLohX+30wsCbvEyk2etZwum9z+2gV0ry8CV/Dipy6iV6V8MwAODWqJpczcEhHrgmXd7IiejCElns422y8sqwg9z9mDiBw/Bxrb2/6QuHo5GX1UqynQ4su0Shk/pjLD2vvAK0ODRiffBw9cJ236pnDAwPTEPfi3c0KpjU7Tq5Af/EHekJVYOcv614iTC2vkYnVWYkgqZ6U+Ktyg+GX+n5+LNyGA42togt1yL3HItyvX/Tv39RJA3dmTkYUNKNlJLyvBHchb2Z1/DIP8m4jYfxyVi2YUU8fvVielYnpCK6RFB8FYqxP2W6v49e1p2IQWn8gqRUVqOS4Ul+OZCCk7mFuIhH7dqdR7JyUdqcTkGX+9KCtOokFxchoPZ+Vifkg25TFbt3gpzcvnnFVY3tbbVnSlUniWY50eX0sLKg5lK8+9/MoNBwNdvbcPDT7VB0+bV/9PeSnmpFtP6/wCDQUBAqDuGPt8RgS0rL0nU6w0w6AXY2xsvXWmvsMX5E+kAAL8W7shMzkdOeiEEAci4fA1+zd2QmZyPPevOYdYq0/10JcgMgLMjUFAidSm3tDalMvhfPmK8CMwrEUHo17Ty3+l+L1dMbRWIHxPT8fk/yfBXOWBWm+aIdP13PCGrrBw33i6w9ko2tIKAd09eNNrvU8E+GHP9qqG8Ch0+jktEbrkWKlsbBDsp8VH7EHRw1xi9plxvwOL4ZLwd1Rzy6400cbDHCy0DMPdMIuzkcrzWOggKEzxbrK2yzDRk790Oz+69pS6l0cgEQTDPI+Q9KNHm47czb5nlegmCIOCzlzaipKAcb3w7RHx8/bfHEH8kDdO/GACZTIZpA35A31FRtx1TSDiViawr+fALcUNpkRZbfozDqb3JeG/1Y/AOcAEAzB77O2zs5Jj4YW9o3JQ4sDEBS9/ZBq8ADT7+fSQAYNuvZ7B5VeU61n2fjEKvxyLwycR1eOiJ1jDoDfhjyRHY2Mrx5PRuCGvv22A/m3sR8NUVCEm8+ozuzDk8Eh0Wfit1GY3Gqs4U4rO3m2UgAMDKj/fgyoUcvHlDICSdzcbmH+Pw7n8fg+wu7h5tEeWFFlFe4vchbb0xc9Sv+Hv1aYx+9X4AwIT3e+Gbd3fgpZiVkNvIENjSA537heDyP1fF1/V6LAK9HosQv9+99h84qOzQIsoLMx5djZk/DEVeZjH+8/rfmLv+SdjddOYhKTcVkCR1EWQOCuLjkH/mJDQRbe68sQWwmlCo0Jfh/NXdUpdxT1bO2YMTu5Lw+rLBcPP6d46ac8fTUZhbimn9fxAfM+gFrF6wH5v/ewrzN4yu1f7lchmaRTRBZnK++JinvwavLxuM8lItSosq4NJEhS9f2wKPpjVf6liYV4q1S4/i9WWDcel0FrwDNfAOcIF3gAv0OgMyLl+Df4j7Pf4EGgAnxaO7cOV/PzEULM2FnL2o0JtuH3JNBEHAD3P24Oj2RMxYOghNmhrfYNRtQCgiOvkZPTZv0np0HRCKBwa1RG0JgoAr53Lg16L6mIRCaQeF0g7FBeWI238FT0zpXOM+/jtvH/o+GQU3LzUSz2RDr/t3QFSvN8BgYpegCBql1CWQGcnesw3lOdlQuDe588ZmzipCQW/Q4WzWVqnLuGsrP96N/X8lYMqCfnBwtMe1q5Wh5qi2h72DLdQuDlC7GF/ZYWMrh8bd0ehehq/f3gZXTxUef7ETAOCPJUfQPNILXgEalBZX4O8f45B8PgexM+4XXxO37woEQYBPkAsyr+Tjp4UH4BPkgvsHhVWr8/SBK8i8ko/x7/cCAAS3boL0pGs4tTcZuRlFkNvI4RPoUu11UhLUpj8pHpkOQa9H6vrfEDxmotSlNDirCIXL146hRGt+a7BWXf758XjjeViemfXgXZ0J5GQUQnbDBSAlheX4bvZO5OeUQKm2R2CYB15fOgjBrf8dZygtKscvnx9CXmYRVBoHdOjVDMMmdYStnfG4QEWZDj/M2YP/+7gP5PLKw6yrpxqjX70fy2Zth52dDZ59tyfsHUzrV80cJsUj05K28X9oNno8ZDYmNDbWAKzi6qMtCYuRVnhW6jLIhHhlOsN+wTapyyAzE/XeAnh0uv/OG5ox872AuJZKtYVILzx35w3JqugdLP5XnxpA+pb1UpfQ4Cz+f8bla8cgwLruSKQ709lb/AkyNYCrB3ZBW5B/5w3NmMWHQmLeYalLIBOkteMHBbp7glaLzO2bpC6jQVl0KBRX5CHLDGZDpcank5vnTYwkvfTN66QuoUFZdChUniWwm4Cqq5BrpS6BzFRhwj8oSkyQuowGY+GhcETqEshECdBXTopHdA8ytv4pdQkNxmJDIb8sA7mlV6Qug0yZh/OdtyGqQfbeHVKX0GAsNhR4lkB3InNV33kjohqUpl2x2C4khgJZL1d2H9G9y967XeoSGoRFhsLVkssoKOdc+XR7gpP5rghG0svew1AwGzxLoNoQnOylLoHMWFHiBZSmp9x5QzNjcaEgCAKS8o5KXQaZAb0jp8SjurHEswWLC4Xc0hSznBGVGp/e0bJnu6SGl71/p9Ql1DuLC4XMogtSl0BmQq+QugIydwX/nIaupFjqMuqVxYVCVvFFqUsgM6FjKFAdCXo9rp06JnUZ9criQoFnClRbOhtOikd1l3fCsibdtKhQuFaWgTJdodRlkJnQ2nD+I6q73OOHpC6hXllUKPAsge6GVq6FwIWaqY6Kky6iIi9H6jLqjYWFgmXedk4NQ4ABMhdOdUF1l3vCcu6NsrBQ4JkC3R2Zm5PUJZAFsKRxBYsJhcLyq7w/ge6eG88UqO7yz5yUuoR6YzGhwLMEuicapdQVkAUoSbkMXXGR1GXUC4sJhQyGAt0DwZmT4lE9EAQUXIiXuop6YTGhwDMFuhcGTopH9aTw3FmpS6gXFhEKxRXXUFRxVeoyyAwZVJwUj+pHwbkzUpdQLywiFLKKeSkq3Ru9kpPiUf0oOM8zBZORV5oqdQlkpvQK3r1G9aM8OxPluebfY2ERoVBQniV1CWSmdPYGqUsgC1KYcE7qEurMIkKhsDxb6hLITOlsGQpUf0quJEldQp1ZRCgUMBToHlXIOSke1R+Gggko0eZDZyiTugwyUzpZBQQ5xxWofhRfuSx1CXVm9qHAriOqC0EmQObC+Y+ofvBMwQQUlGdKXQKZOZk75z+i+qHNz4O2IF/qMurEAkKBZwpUR64qqSsgC2LuZwtmHwrsPqI6c3GUugKyIMUp5j2uYPahwHsUqK4EZ4XUJZAFKcvKkLqEOjH7UOCZAtWVQc1QoPpTftW8P6iadSiUaK9BZyiXugwycwZHTopH9afCzKe6MOtQKCgz70Qm06BXmvV/AzIxPFOQUGEFu46o7jgpHtWn8hyeKUimVFsodQlkATgpHtUnbcE1GLTmO32KWYeCzlAhdQlkAbS2eqlLIEsiCGY9hbaZhwLnPKK609qY76c6Mk0VeTlSl3DPzDoUtLzyiOqBFlpOikf1Sl9cLHUJ98ysQ0GnZyhQPZAJkLtxUjyqP7pShoIkOKZA9YahQPVIX1oidQn3zKxDgd1HVG/cOCke1R99CUNBErybmeqNhpPiUf3RlbD7SBIcU6D6Ijg7SF0CWRA9xxSkwe4jqi8GlZ3UJZAF0bH7SBocaKb6oldxUjyqPwat+R6bzDwUeKZA9YOT4lG9Mpjv1Clm+z9Bb9DBIOikLoMshJ5LKlA9EgTzDQWzPWfmWQLVlUFQQjCoYBAccQ0alLW+X+qSyEI4uvtLXcI9M9tQMJhxEtO9EQQZBEFdeSA3KKEXHKE3OECvd4DOoIBWbw+t3g4VOjtU6GxQobNBuU6Ocp0MpVqgTAuUVggo0RpQWqGHXripAe+WkrwvsjwDvLzRWeoi7pHZhoKNnFeLmAODYA9BUEEwOMJgcITeoITeoIROr4DOYA+trupAbosKvW3lQVwrR5kWKNPJUKoVUFphQKm28uvu6K9/ETUuWzOeS8tsQ8GWodAgKj+NO0IQVDAYHGEQHKHXK6A3OECrd4DOYGd8INfJUa6zQZlWhjKdDGVa4fqBXECJVg9ttY/jt2O4/kVk3mwYCo1PLrOBDDYQ+EkQgsEWAio/jesNKhgE5fUuFQfo9PbG3Sr6ym6VMq0M5brKT+Sl1w/kJRUGlGn1MNzNcZwHcqJqGAoSsZXbQWswz1AQBAcYDNcP5IJjZR+53gFag6LyQF71aVxv+2/fuFZ+/dM4xIN4idaACt3dHJQFALxqi6ghMRQkYiO3g7aRFtqp7FZRVXar6KsO5A7X+8YV0OoV0OrtoDX6NF45yFmmrewbL9MKKL7eP66/q4/j/DROZE5sZAwFSdjI7W/7vCDYQTCoYRBuHOSsvFJFp1eIn8a11z+Nl+lsUC4eyP/9NF6qNaBMa8Bd9apwkJPIavFMQSIJ6Q8j7ZrB6NP4vQ9ysluFiOqHWmG+h1bzrRzAhUwHnErLl7oMIiIjHmrzvUXebKe5AABnB7PONCKyUB6q23dtmzIzDwXeq0BEpsdDxTMFSTjxTIGITFATNc8UJMHuIyIyNbZyGTRK8+3FMPNQMN8fPBFZJneVPWRmfJ+CWYeCOacxEVkmc77yCDDzUGiqUUpdAhGREXO+8ggw81AIdHOUugQiIiPmfOURYOahoFHasQuJiEyKuxlfeQSYeSgAQKArzxaIyHSw+0hiAW4cVyAi08GBZokF8EyBiEwIzxQkxsFmIjIlPs4OUpdQJ2YfCjxTICJT4eWkgIsjzxQk5e+qhBmvZ0FEFqSll5PUJdSZ2YeCwtYG3mZ+ukZEliGMoWAa2IVERKYgnKFgGjjYTESmgN1HJoJnCkQkNXeVvdnfowBYSCjwTIGIpGYJXUeAhYRChI8zbMx4/nIiMn+WMMgMWEgoqBW2CPVUS10GEVkxSxhPACwkFACgnb+L1CUQkRVjKJiY9gGuUpdARFbK1dHOYu6XsphQiPZz4bgCEUkizNMyzhIACwoFtcIWoV4cVyCixmcpXUeABYUCALT3ZxcSETW+qKYaqUuoNxYWCi5Sl0BEVkZhK8d9FjSmaVGh0JbjCkTUyDoEuMLBzkbqMuqNRYUCxxWIqLE90NxD6hLqlUWFAgB04LgCETWi+5u7S11CvbK4UGgf4CJ1CURkJUI91fBysoz7E6pYXChwXIGIGsv9FtZ1BFhgKKjsbdHK23KuGSYi09WdoWAeerf0lLoEIrJwbo72FvkB1CJDoW9LL8jZg0REDej+5u6QWWBXtUWGgodagQ4WdDMJEZme+4Mtr+sIsNBQAIB+rbylLoGILJS9jRydg9ykLqNBWGwo9AxpAoWtxb49IpJQO38XKO0t5y7mG1nsUVOtsLW4Ow2JyDRY8rHFYkMBAPqFe0ldAhFZGDsbGfpa8BWOFh0KXYPd4exgK3UZRGRBeoV6wsXRXuoyGoxFh4KdjRwPhVpuohNR4xvWtqnUJTQoiw4FAOjXil1IRFQ/gj1UiPZzkbqMBmXxoRDt5wJvZ4XUZRCRBRjaxlfqEhqcxYeCTCZD35Y8WyCiunGwk2NAhI/UZTQ4iw8FAHiYN7IRUR31bekFtcLyL1yxilBo0USNtha0sDYRNb6hbSx7gLmKVYQCAIzpFCh1CURkpsK9nBDh4yx1GY3CakKhW7A7WniopC6DiMzQUAu/DPVGVhMKMpkMsR15tkBEd0etsEWMFV2sYjWhAAB9wz3hq7Gs9VSJqGE93MrLYie/q4lVhYKtXI4nOwRIXQYRmRFrGWCuYlWhAACDIn3g6mgndRlEZAa6NnNHiyZqqctoVFYXCg52Nhge7Sd1GURk4mQAnn8gWOoyGp3VhQIADG/nB0c76+kjJKK791CYJ8K8nKQuo9FZZSg4O9hhiBXMYUJE98ZGJsNz9zeTugxJWGUoAMCTHQJgZyOTugwiMkH9I7wR5Gad9zVZbSh4Oik4JxIRVWNnI8OEbtZ5lgBYcSgAQGzHAMh5skBENxjapim8na33fiarDoUgNxUGR3JsgYgqKe1s8HTnIKnLkJRVhwIAPN+9OTRcx5mIADzRzg/uKstdf7k2rD4UXJR2eO5+67sWmYiMOSls8VRHznhg9aEAVPYhhnpa112LRGQstmMAnBw42wFDAYCNXIZXHgqVugwikoiboz1GtPOXugyTwFC4rq2fC/qFW8/0uET0r2e6BFnVTKi3w1C4wZQHW0DFXwwiqxLp44zHoq1rJtTbYSjcwEOtwDNdgqQug4gaiZ2NDG/1C4dcxhuWqjAUbjKyvT8C3RylLoOIGsEzXYIQzGV6jTAUbmJrI8f0XiFSl0FEDSzUU40xnbhE780YCjXo3MwdD7bwkLoMImogNnIZ3ukXDls5D4E340/kFqb2DIHClj8eIksUe1+AVa6VUBs86t1CUxelVa66RGTpgtwcMb6r9c6Ceiec9Oc2Rrb3x8GkPOxLzJG6FKpB+rb/InXjN/C8fygCBk0CAGgLc5Hy51IUnD8KfVkR1M2iEDD4BTg0ufUSrKUZSUjd/B1KUs+jIi8T/o88D68HhhltI+j1SNvyPXKOb4W2MBd2zu7waN8XPg+Nhux6F0TGzp+RsfMnAID3gyPh3f0x8fVFyfFI/v0zhL/4BWRyXvYsFbkMeKtfOOzZC3BL/Mnchkwmw6z+4VY/QZYpKr7yD7IPboDS59+zOUEQkPD9OyjPTUeLse+h1ZQlsHf1xPmlr0BfUXrLfRm0ZVC4+cDv4Wdh5+RW4zbpO1Yj+8A6BAx5Ea2nL4df//HI2Pkzsvb9DgAoSb+EtM3fIXjUWwge+SZSN36D0ozEyv3rdbi8ZiECh05lIEjs8Wg/tGmqkboMk8ZQuANXR3u8278VeBWz6dCXl+LSjx8i6LGXYaP8t1+4/GoKipPjEfjoVKj8W8LB0x+Bj06BvqIUuce33XJ/Kv+W8B/4HNza9oLMtua5b4ovn4FLRFe4hHeGws0bblE94BzaAcUp5wEAZVnJUPoEw7lFNJxD2sHRJxilWckAgMydP8GpWSRU/i3r8adAd8tX44BJDzSXugyTx1CohU5BbniKl66ZjOQ/PoOmZWc4h7Q3etyg0wIAZHb/ntnJ5DaQ29ihKOl0ndpUN4tEQcJxlGVfAQCUpF1EUVIcNGGdAABK72Yoy05BeV4myvMyUXY1BUqvIJRdTcXVI5vQNGZcndqnunujb0tOZVELHFOopYn3N8PR5DycTi+QuhSrlntiG0pSExD+4pfVnnPwDIC9qxdS/1qGwKEvQW7vgMzdv0JbmAttYW6d2vV+cAT0ZcU4Pe9pyGRyCIIBTWPGwT26FwBA6RWIpv2ewfmlrwIAmvZ7FkqvQJz7+hX49Z+A/POHkbZlBWQ2tggYNAlOwVF1qofuztA2vugUVHPXIBljKNSSrVyO2QMjMHrFYRSV66QuxypVXMtC8tovEPrsJ5DbVR/nkdvYonnsLCT9Mg8nZg0B5HI4t2gP57COdW477+R25Bz7G8Ej34CDVxBK0y4ied0XlQPOHWIAAJ5dHoFnl0fE11w9shE2CiXUga1weu5YhL/4JSrys3Fp1WxEvv4D5LYcq2oMrX2cMa0XZ0GuLYbCXWjqosTrfcPw5rozUpdilYpTzkNXdA1nF03890GDAUWJp5C17w+0/3AjVH6hiHjpa+hKiyDodbBTuyB+8SQ4+tXtoHBlw9fw6TkCbm0rzwwcfYJRfi0TGdt/FEPhRtrifKT9/QNaTlyA4uR/oGjiB4frX4JBh7LsFDj68JLnhubmaI85gyN5tdFdYCjcpb4tvXAwKRdr49KlLsXqOLdoh4iXlxk9lvjzXDh4+sPnwRFGV/bYKisXTSrLTkFxynn4xjxdp7YN2jJAZnxgqepGqsmVtV/A64FhsHdpguKUcxD0evE5waAHbvE6qj+2chnmDG4NTyeF1KWYFYbCPXjloVCcSs1HUm6J1KVYFRsHRyi9jW86kts7wNbRWXw899RO2Ko0ULh4oiQjEVfWfgGXiG7QhHYQX5O4+mPYaTzg9/CzACoHqMuyLgMABJ0OFflXUZKWALm9Eg4elVMqu4R3Qfq2VbB38YTSKwglaQnI3P0rPO7rV63O/PNHUH41Fc2emAEAUPmHoSwrGfn/HETFtWzIZHI4NOGCLg1tWq8QtPVzkboMs8NQuAcOdjb44JEIPP3DUVTo+YnPlGgLcnBl3X+gK8qDnZMb3K/fYHaj8mtZwA1TJWsLcnB24XPi95m7fkbmrp+hDm6DlhM/BQAEDH4RqZuXI/n3z6AtugZ7Z3c06TQQPr1jjfZt0JYj+Y/FaD76bfGmNntNEwQMfgGJP8+F3NYOQU+8BrkdP702pMGRPngs+tY3LNKtyQRBEKQuwlz9ejwFc/4+L3UZRHSD1j7OWDKiHccR7hF/anXwWLQfRnVgNwCRqXBX2eOTIRxYrgv+5Opo6oMt0Kelp9RlEFk9W7kMcwa1RhM1u+bqgqFQRzKZDO/2b4X2/i5Sl0Jk1aY/FIo2HFiuM4ZCPbCzkWPeo1FozmX9iCQxOMoHw9o2lboMi8BQqCdqhS0+e6wNr4kmamSRvs54rXeY1GVYDIZCPfJycsBnw9rAScErfYkaQwsPFRYMbQM7Gx7K6gt/kvWsRRM15j4aCXv+khI1KH8XJRY/3hYaZc3TndO94ZGrAbT3d8Ws/uFcg4GogXg5KfDF8Lbw4JVG9Y6h0ED6tPTC1J4hUpdBZHHcHO3w+fC28NEopS7FIjEUGtCoDv68uY2oHjkpbLH48bYIcuOVfg2FodDApj7YAo+09pG6DCKzVxUIoZ5Od96Y7hnnPmoEgiBg7tbz+OV4qtSlEJklJ4UtPh/eFq28naUuxeIxFBrR4p0JWHEoWeoyiMyKs4MtPn+8LcIZCI2CodDIlu5LxNd7E6Uug8gsaBxs8cXwaIR5scuosTAUJPDD4WR8tiNB6jKITBoDQRoMBYn8fjIVc7ach54/fqJqfDUOWDC0DYI5n1ijYyhIaGdCNt5cdwblOq7eRlSlbVMN5g6JhIujvdSlWCWGgsROpuZj2pqTyC/TSV0KkeT6t/LGW/1aci4jCTEUTEBSTjEm/3oS6QVlUpdCJAkZgP97IBhPdw6SuhSrx1AwEdlF5Zjy60lcyC6SuhSiRqWwleO9/q3QK4wrGJoChoIJKSrXYfbGeGw9ny11KUSNwkNlj/lDo3hTmglhKJig1Uev4LMdCdAZ+E9DlivMU435Q6Pg5eQgdSl0A4aCiTqdlo831p3hOANZpB4tPPD+gAgo7W2kLoVuwlAwYfmlWsz68yz2XMqRuhSiehN7XwBe6NEcchlXHDFFDAUTJwgCVhxKxn92X+KNbmTW1ApbvNo7FA+38pa6FLoNhoKZOHYlD2+tP4PsogqpSyG6ax0CXDDz4Vbwdub4galjKJiR3OIKvL3hDA5dzpO6FKJaUdjK8fwDzTGyvR9k7C4yCwwFM2MQBCzbl4hv9ieBFyeRKWvp5YR3+7fi/EVmhqFgpg4m5eKdDWeRW8LuJDItNjIZxnYOxLNdgmDL6SrMDkPBjBWWafHFrkv4/VQqzxrIJAS4KvFu/1Zo7auRuhS6RwwFC3A6LR8fbTmH81mcIoOk81jbppjyYAs42PHeA3PGULAQeoOAn45dwZI9iSjR6qUuh6xIE7U93ukXjs7N3KUuheoBQ8HCZBaWYf7WC9h+gfMnUcOykcnwSKQPXuzRHM4OdlKXQ/WEoWCh9ly8irlbzyMtn9NkUP3r0swNk3u0QIsmaqlLoXrGULBgZVo9lu1PwqrDyZxcj+pFSBM1Jvdozq4iC8ZQsAKXrhbj4y3ncDzlmtSlkJnyUNlj4v3BeCTSh3MWWTiGghXZHJ+JZfuTkJhTLHUpZCaUdjYYfZ8/Yu8L5IymVoKhYGUMgoBt57Px7f4krvJGtySXAQNb+2Di/cFoolZIXQ41IoaClRIEATsTruKb/Un4J7NQ6nLIhHQKdMWUB0MQ4slBZGvEUCDsvlgZDmfSC6QuhSTUKdAVsR0D0SnITepSSEIMBRLtS8zBN/uScCotX+pSqJEobOV4uJU3Rrb358R1BIChQDU4dDkXy/Yl8WolC+apVuCx6KZ4tE1TuCh54xn9i6FAt3TsSh5+PHIFey7l8D4HCxHh44yR7f3wUJgnbOWcwZSqYyjQHeWVVOCvs5lYfzqdVyyZIRu5DL1Cm2BEO39ENeXspXR7DAW6K+cyC7HudDo2xmciv1QrdTl0GxoHWwyO8sXwdn7wcuIymFQ7DAW6J1q9AbsTrmLdmXTsT8yFnt1LJsFJYYvuLTzQK9QTnYPcYG/LLiK6OwwFqrOrReX462wm1p1O593SEtAo7fBgCw/0CvNExwBXrnZGdcJQoHp1Jr0AG+MzcDApF4k5JVKXY7HcHO3wYEgT9Ar1RPsAFw4aU71hKFCDySwsw8GkXBy6nIdDl3ORV8IxiLpoorZHzxBP9Aprgmg/F05MRw2CoUCNQhAEnM8qwsGkXBxIysXJ1HxU6A1Sl2XSVPY2iPBxRqSvBl2C3BDVVAMZg4AaGEOBJFGm1eNEyjUcuH4mwUtdgQBXR0T6OiPKV4NIXw2aN1HxbIAaHUOBTEJOcQXi0vJx8WoRLl0txsWrxUjOK4FWb5m/nko7G0T4OCHyegBE+jjDxdFe6rKIGApkunQGA5JzS3EppxiXrhbh4tViXLpajCt5pdCbya+t0s4G3s4O8NU4wMfZAcEeKkT5atCiiRo2cp4FkOlhKJDZqdAZcDm3pPKsIqcYafllyC/VIr9Mi/xSLQrKdCgu16ExfrFV9jbwcXaAj0YJX41DZQA4O8BbU/knP/2TuWEokEXSGwQUlFUGRUGp7vqfWuSX/fv34godAEAuk13/uuHvcsDB1gYOdnIo7WzgYGcD5fUvBzsbeKjs4aNxgLMDJ5Mjy8JQICIiEe94ISIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAUiIhIxFIiISMRQICIiEUOBiIhEDAWie/Dggw9i6tSpUpdBVO8YCmSRsrKy8NxzzyEgIAAKhQLe3t6IiYnB/v37pS6NyKTZSl0AUUMYNmwYtFotvv/+ewQHByMzMxNbt25Fbm6u1KURmTSeKZDFuXbtGvbs2YM5c+agZ8+eCAwMRMeOHfH6669jwIAB4jYTJkyAl5cXHBwc0Lp1a6xfvx4AkJOTg5EjR8LPzw+Ojo6IjIzEjz/+eNs2Kyoq8Oqrr6Jp06ZQqVTo1KkTduzY0dBvlaje8UyBLI5arYZarcYff/yBzp07Q6FQGD1vMBjw8MMPo7CwED/88AOaN2+Os2fPwsbGBgBQVlaG9u3b47XXXoOzszM2bNiA2NhYBAcHo1OnTjW2+fTTTyMpKQmrV6+Gr68vfv/9d/Tr1w9xcXEICQlp8PdMVF9kgiAIUhdBVN9+++03jB8/HqWlpWjXrh169OiBESNGICoqCps3b8bDDz+M+Ph4hIaG1mp/AwYMQHh4OObNmwegcqC5bdu2WLhwIS5evIiQkBCkpKTA19dXfE3v3r3RsWNHfPjhhw3yHokaAs8UyCINGzYMAwYMwO7du7F//35s3LgRn3zyCZYtW4asrCz4+fndMhD0ej0+/vhj/PTTT0hNTUV5eTnKy8uhUqlq3P7YsWMQBKHa/srLy+Hu7l7v742oITEUyGI5ODigT58+6NOnD9555x08++yzmDlzJqZPn37b182fPx8LFizAwoULERkZCZVKhalTp6KioqLG7Q0GA2xsbHD06FGxC6qKWq2ut/dD1BgYCmQ1WrVqhT/++ANRUVFISUnB+fPnazxb2L17NwYPHozRo0cDqDzoX7hwAeHh4TXuNzo6Gnq9HllZWXjggQca9D0QNTRefUQWJycnB7169cIPP/yAU6dOITExEb/88gs++eQTDB48GD169ED37t0xbNgwbNmyBYmJifjrr7+wceNGAECLFi2wZcsW7Nu3D/Hx8XjuueeQkZFxy/ZCQ0Px5JNP4qmnnsKaNWuQmJiIw4cPY86cOfjzzz8b620T1QueKZDFUavV6NSpExYsWICLFy9Cq9XC398f48ePxxtvvAGgciB6+vTpGDlyJIqLi9GiRQt8/PHHAIC3334biYmJiImJgaOjIyZMmIAhQ4YgPz//lm0uX74cs2fPxrRp05Camgp3d3d06dIF/fv3b5T3TFRfePURERGJ2H1EREQihgIREYkYCkREJGIoEBGRiKFAREQihgIREYkYCkREJGIoEBGRiKFAREQihgIREYk499ENtsXc16jt9dp0uEH3P2jQIJw4cQJZWVlwdXVF7969MWfOHKOFYJKTkzFp0iRs27YNSqUSo0aNwrx582Bvby9uExcXhxdeeAGHDh2Cm5sbnnvuObz99tuQyWS3bDsvLw+TJ0/G2rVrxVoWL14MFxeXBm07KSkJzZo1w/Hjx9G2bdt7/MkRWS+GghlJS0uDp6cnbG1r98/Ws2dPvPHGG/Dx8UFqaiqmT5+Oxx57DPv27QNQuZjMgAED0KRJE+zZswc5OTkYM2YMBEHA4sWLAQAFBQXo06cPevbsicOHD+P8+fMYO3YsVCoVpk2bdsu2R40ahZSUFHHm0QkTJiA2Nhbr1q1r8LYtmVarhZ2dndRliEytHqo7dh+ZkaVLl8LPzw/Tpk1DXFzcHbd/6aWX0LlzZwQGBqJr166YMWMGDhw4AK1WCwDYvHkzzp49ix9++AHR0dHo3bs35s+fj6VLl6KgoAAAsGrVKpSVleG7775D69atMXToULzxxhv49NNPcau5FOPj47Fx40YsW7YMXbp0QZcuXbB06VKsX78e586da9C2mzVrBqByjQOZTIYHH3wQQOWaCO+99x78/PygUCjQtm1bMbCAyjMMmUyGNWvWoGfPnnB0dESbNm2wf/9+cZvLly/jkUcegaurK1QqFSIiIm47NXZQUBDef/99jBo1Cmq1Gr6+vmLgVcnPz8eECRPg6ekJZ2dn9OrVCydPnhSfnzVrFtq2bYtvv/0WwcHBUCgU1d57cXExnJ2d8euvvxo9vm7dOqhUKhQWFgIAUlNT8cQTT8DV1RXu7u4YPHgwkpKSxO0PHz6MPn36wMPDAxqNBj169MCxY8eM9imTyfDVV19h8ODBUKlUmD179i3fP5knhoIZee2117Bo0SKcO3cO7dq1Q7t27fDZZ58hOzv7jq/Nzc3FqlWr0LVrV/GT3f79+9G6dWuj7qSYmBiUl5fj6NGj4jY9evSAQqEw2iYtLc3ogHKj/fv3Q6PRGC1y37lzZ2g0GvEspaHaPnToEADg77//Rnp6OtasWQMA+OyzzzB//nzMmzcPp06dQkxMDAYNGoQLFy4Yvf7NN9/E9OnTceLECYSGhmLkyJHQ6XQAgEmTJqG8vBy7du1CXFwc5syZc8eV1ebOnYuoqCgcO3YMr7/+Ol566SVs2bIFACAIAgYMGICMjAz8+eefOHr0KNq1a4eHHnoIubm54j4SEhLw888/47fffsOJEyeqtaFSqTBixAgsX77c6PHly5fjscceg5OTE0pKStCzZ0+o1Wrs2rULe/bsgVqtRr9+/cQV5QoLCzFmzBjs3r0bBw4cQEhICPr37y+GSpWZM2di8ODBiIuLw7hx4277/sn8MBTMiIODA4YPH47169cjNTUVTz31FL7//ns0bdoUQ4YMwe+//y4ewKq89tprUKlUcHd3R3JyMv73v/+Jz2VkZMDLy8toe1dXV9jb24uLytS0TdX3t1p4JiMjA56entUe9/T0vO1+66PtJk2aAADc3d3h7e0NNzc3AMC8efPw2muvYcSIEQgLC8OcOXPQtm1bLFy40Oj106dPx4ABAxAaGop3330Xly9fRkJCAoDKMZBu3bohMjISwcHBGDhwILp3715jHVW6deuGGTNmIDQ0FC+++CIee+wxLFiwAACwfft2xMXF4ZdffkGHDh0QEhKCefPmwcXFxehTf0VFBVauXIno6GhERUXVOJ7y7LPPYtOmTUhLSwMAXL16FevXrxcP2qtXr4ZcLseyZcsQGRmJ8PBwLF++HMnJydixYwcAoFevXhg9ejTCw8MRHh6OJUuWoKSkBDt37jRqa9SoURg3bhyCg4MRGBh42/dP5oehYKY8PT0xdepUHDt2DP/73/+wf/9+DB06FKdPnzba7pVXXsHx48exefNm2NjY4KmnnjLqfqjpACMIgtHjN29T9frbDTTfy37rq+2bFRQUIC0tDd26dTN6vFu3boiPjzd6LCoqSvy7j48PACArKwsAMHnyZMyePRvdunXDzJkzcerUqTu23aVLl2rfV7V59OhRFBUVwd3dHWq1WvxKTEzExYsXxdcEBgaKYXcrHTt2REREBFasWAEAWLlyJQICAsTQOnr0KBISEuDk5CS24+bmhrKyMrGtrKwsTJw4EaGhodBoNNBoNCgqKkJycrJRWx06dLjj+ybzxYFmM1VYWIhff/0VK1euxK5du9CjRw+MGTMGrVq1MtrOw8MDHh4eCA0NRXh4OPz9/XHgwAF06dIF3t7eOHjwoNH2eXl50Gq14idyb2/vap/Kqw6SN3+Kr+Lt7Y3MzMxqj2dnZxvttyHavp2aAubmx24cNK16zmAwAKj8NB4TE4MNGzZg8+bN+OijjzB//ny8+OKL91SHwWCAj4+P+En9RjdepaVSqWq132effRaff/45ZsyYgeXLl+Ppp582aqt9+/ZYtWpVtddVBc7YsWORnZ2NhQsXIjAwEAqFAl26dBG7l+62HjJPPFMwI3q9Hn/99RdGjRoFLy8vfPTRR+jVqxcuXbqErVu34qmnnjK6nPNmVZ+yy8vLAVR+aj19+jTS09PFbTZv3gyFQoH27duL2+zatcvowLB582b4+voiKCioxna6dOmC/Px8sX8fAA4ePIj8/Hx07dq1Qduuev96vV58zNnZGb6+vtizZ4/Rtvv27UN4eHiN+7kVf39/TJw4EWvWrMG0adOwdOnS225/4MCBat+3bNkSANCuXTtkZGTA1tYWLVq0MPry8PC4q7oAYPTo0UhOTsaiRYtw5swZjBkzRnyuXbt2uHDhAjw9Pau1pdFoAAC7d+/G5MmT0b9/f0REREChUODq1at3XQeZN4aCGfnwww8xcuRIqNVq/P333zh//jzeeustBAQEVNv20KFD+Pzzz3HixAlcvnwZ27dvx6hRo9C8eXOxS6Nv375o1aoVYmNjcfz4cWzduhXTp0/H+PHj4ezsDKCy/1ihUGDs2LE4ffo0fv/9d3z44Yd4+eWXb9mFEx4ejn79+mH8+PE4cOAADhw4gPHjx2PgwIEICwtr0LY9PT2hVCqxceNGZGZmiusqv/LKK5gzZw5++uknnDt3DjNmzMCJEycwZcqUWv/8p06dik2bNiExMRHHjh3Dtm3b7hgqe/fuxSeffILz58/jiy++wC+//CK22bt3b3Tp0gVDhgzBpk2bkJSUhH379uGtt97CkSNHal1XFVdXVwwdOhSvvPIK+vbtCz8/P/G5J598Eh4eHhg8eDB2796NxMRE7Ny5E1OmTEFKSgoAoEWLFli5ciXi4+Nx8OBBPPnkk1AqlXddB5k3hoIZiY2NRUZGBr7++mvxE/etKJVKrFmzBg899BDCwsIwbtw4tG7dGjt37hSv5rGxscGGDRvg4OCAbt26Yfjw4RgyZAjmzZsn7kej0WDLli1ISUlBhw4d8Pzzz+Pll1/Gyy+/LG5TdTnnjd0gq1atQmRkJPr27Yu+ffsiKioKK1euFJ+vr7ZvZmtri0WLFmHJkiXw9fXF4MGDAVSOB0ybNg3Tpk1DZGQkNm7ciLVr1yIkJKR2P3xUnn1MmjRJDL2wsDB8+eWXt33NtGnTcPToUURHR+P999/H/PnzERMTA6CyG+nPP/9E9+7dMW7cOISGhmLEiBFISkq6p+4xAHjmmWdQUVFR7aogR0dH7Nq1CwEBARg6dCjCw8Mxbtw4lJaWiiH87bffIi8vD9HR0YiNjcXkyZNrvGCALJtMuNUF30S1tGPHDjz66KO4dOkSXF1dpS7HZAQFBWHq1KmYOnVqo7W5atUqTJkyBWlpabftSiS6FQ40U51t3LgRb7zxBgNBQiUlJUhMTMRHH32E5557joFA94yhQHX28ccfS12C1fvkk0/wwQcfoHv37nj99delLofMGLuPiIhIxIFmIiISMRSIiEjEUCAiIhFDgYiIRAwFIiISMRSIiEjEUCAiIhFD4QbfH/+/Rv26W7t27cIjjzwCX19fyGQy/PHHH9W2EQQBs2bNgq+vL5RKJR588EGcOXPGaJvy8nK8+OKL8PDwgEqlwqBBg8RJ0W7nyy+/RLNmzeDg4ID27dtj9+7djdb2rezZswfdunWDu7s7lEolWrZsKS5ic6PffvsNrVq1gkKhQKtWrfD777/f9furyc6dO9G+fXs4ODggODgYX331VaO0XbVMJ1F9YyiYkeLiYrRp0waff/75Lbf55JNP8Omnn+Lzzz/H4cOH4e3tjT59+hgtqTh16lT8/vvvWL16Nfbs2YOioiIMHDjQaLrpm/3000+YOnUq3nzzTRw/fhwPPPAAHn74YaMFWBqq7dtRqVR44YUXsGvXLsTHx+Ott97CW2+9ha+//lrcZv/+/XjiiScQGxuLkydPIjY2FsOHDzdaz6E27+9miYmJ6N+/Px544AEcP34cb7zxBiZPnozffvutwdu2dDev4SAlvV4vrqlhFQQSfXdsYqN+1QUA4ffffzd6zGAwCN7e3sLHH38sPlZWViZoNBrhq6++EgRBEK5duybY2dkJq1evFrdJTU0V5HK5sHHjxlu217FjR2HiROOaW7ZsKcyYMaPB275bjz76qDB69Gjx++HDhwv9+vUz2iYmJkYYMWJErd9fTV599VWhZcuWRo8999xzQufOnRu07eXLlwsAjL6WL18uCIIgXL58WRg0aJCgUqkEJycn4fHHHxcyMjLE186cOVNo06aNsGLFCiEwMFBwdnYWnnjiCaGgoEDc5pdffhFat24tODg4CG5ubsJDDz0kFBUV1VjL9u3bBQDC+vXrhaioKEGhUAgdO3YUTp06ZbTd3r17hQceeEBwcHAQ/Pz8hBdffNFon4GBgcL7778vjBkzRnB2dhaeeuqpam19//33gpubm1BWVmb0+NChQ4XY2Fjx+7Vr1wrt2rUTFAqF0KxZM2HWrFmCVqsVn58/f77QunVrwdHRUfDz8xP+7//+TygsLDT6+Wo0GmHdunVCeHi4YGNjI1y6dKnG92+JeKZgQRITE5GRkYG+ffuKjykUCvTo0QP79u0DULkso1arNdrG19cXrVu3Fre5WUVFBY4ePWr0GqByTYSq1zRU2zW53ae248ePY9++fejRo4f42P79+6vVHhMTI7ZZm/dXk1vt98iRI9BqtQ3W9hNPPIFp06YhIiIC6enpSE9PxxNPPAFBEDBkyBDk5uZi586d2LJlCy5evIgnnnjC6PUXL17EH3/8gfXr12P9+vXYuXOnOH9Veno6Ro4ciXHjxiE+Ph47duzA0KFDjZZwrckrr7yCefPm4fDhw/D09MSgQYPEn0FcXBxiYmIwdOhQnDp1Cj/99BP27NmDF154wWgfc+fORevWrXH06FG8/fbb1dp4/PHHodfrsXbtWvGxqrWon376aQDApk2bMHr0aEyePBlnz57FkiVL8N133+GDDz4QXyOXy7Fo0SKcPn0a33//PbZt24ZXX33VqK2SkhJ89NFHWLZsGc6cOWNVU4gzFCxI1dKVNS12X/VcRkYG7O3tq81oeuM2N7t69Sr0ev0d91tfbR8/fhyPPvoomjZtijZt2mD27NlITEwEUDmG8NRTT1Wr0c/PDwqFAh06dMCkSZPw7LPPGv1cbldXbd5fTW61X51OJ65Y1hBtK5VKqNVq2NrawtvbG97e3lAqlfj7779x6tQp/Pe//0X79u3RqVMnrFy5Ejt37sThw4fF1xsMBnz33Xdo3bo1HnjgAcTGxmLr1q0AKkNBp9Nh6NChCAoKQmRkJJ5//nmo1epb/hwAYObMmejTpw8iIyPx/fffIzMzUxw7mTt3LkaNGoWpU6ciJCQEXbt2xaJFi7BixQqUlZWJ++jVqxemT58urghX0/seNWoUli9fLj62atUq+Pn54cEHHwQAfPDBB5gxYwbGjBmD4OBg9OnTB++//z6WLFkivmbq1Kno2bMnmjVrhl69euH999/Hzz//bNSWVqvFl19+ia5duyIsLMyqliBlKFig2qxFfLPabFOb/dZH2xMnTkS/fv2wceNGvP766zh48CDCwsJgZ2eHMWPGYNiwYdX2sXv3bhw5cgRfffUVFi5ciB9//LFRaq/pNTc/3lBt3yw+Ph7+/v7w9/cXH2vVqhVcXFwQHx8vPhYUFAQnJyfxex8fH3Ht6zZt2uChhx5CZGQkHn/8cSxduhR5eXl3bLtqNT8AcHNzQ1hYmNjm0aNH8d1330GtVotfMTExMBgMYtgDQIcOHe7Yzvjx47F582akpqYCAJYvX46xY8eKP6ujR4/ivffeM2pr/PjxSE9PR0lJCQBg+/bt6NOnD5o2bQonJyc89dRTyMnJQXFxsdiOvb09oqKi7liPJeLU2RbE29sbQOWnUx8fH/HxrKws8ZOot7c3KioqkJeXZ/SJPSsr65aruXl4eMDGxqbaJ9eb91tfbW/atElcuD4yMhIjRoxASUkJSkpKbrl2cbNmzcTtMzMzMWvWLIwcOVJs93a11+b91eRW+7W1tYW7u3uDtl2TWwXJzY/b2dkZPS+TycQuORsbG2zZsgX79u3D5s2bsXjxYrz55ps4ePCg+DOurao2DQYDnnvuOUyePLnaNjcuJVubT+PR0dFo06YNVqxYgZiYGMTFxWHdunXi8waDAe+++y6GDh1a7bUODg64fPky+vfvj4kTJ+L999+Hm5sb9uzZg2eeeUbs7gIqz0ruNpQtBc8ULEizZs3g7e2NLVu2iI9VVFRg586d4kG3ffv2sLOzM9omPT0dp0+fvmUo2Nvbo3379kavAYAtW7aIr6nPtqsC4UaOjo61XsxeEASUl5eL33fp0qVa7Zs3bxbbrM37q8mt9tuhQwfxwNtQbdvb21e7YqtVq1ZITk7GlStXxMfOnj2L/Pz8O64lfSOZTIZu3brh3XffxfHjx2Fvb1/jZbQ3OnDggPj3vLw8nD9/Hi1btgQAtGvXDmfOnBG7hW78upfFgJ599lksX74c3377LXr37m10ZtSuXTucO3euxrbkcjmOHDkCnU6H+fPno3PnzggNDUVaWtpd12DJeKZgRoqKipCQkCB+n5iYiBMnTsDNzQ0BAQGQyWSYOnUqPvzwQ4SEhCAkJAQffvghHB0dMWrUKACV6x4/88wzmDZtGtzd3eHm5obp06cjMjISvXv3vmXbL7/8MmJjY9GhQwd06dIFX3/9NZKTkzFx4kQAaNC2b+eLL75AQECAeADas2cP5s2bhxdffFHcZsqUKejevTvmzJmDwYMH43//+x/+/vtv7Nmzp9bvryYTJ07E559/jpdffhnjx4/H/v378c033xh1XTVU20FBQeK/v5+fH5ycnNC7d29ERUXhySefxMKFC6HT6fD888+jR48eteqaAYCDBw9i69at6Nu3Lzw9PXHw4EFkZ2ffMVTee+89uLu7w8vLC2+++SY8PDwwZMgQAMBrr72Gzp07Y9KkSRg/fjxUKhXi4+OxZcsWLF68uFZ13ejJJ5/E9OnTsXTpUqxYscLouXfeeQcDBw6Ev78/Hn/8ccjlcpw6dQpxcXGYPXs2mjdvDp1Oh8WLF+ORRx7B3r17a7y3xKpJcMWTyTL1S1KrLv+7+WvMmDHiNgaDQZg5c6bg7e0tKBQKoXv37kJcXJzRfkpLS4UXXnhBcHNzE5RKpTBw4EAhOTnZaJsePXoY7VcQBOGLL74QAgMDBXt7e6Fdu3bCzp07jZ6vr7bvxqJFi4SIiAjB0dFRcHZ2FqKjo4Uvv/xS0Ov1Rtv98ssvQlhYmGBnZye0bNlS+O2336rt607vb+bMmUJgYKDRYzt27BCio6MFe3t7ISgoSPjPf/5Tbb/10fbNysrKhGHDhgkuLi73dEnqjRYsWCC+r7NnzwoxMTFCkyZNBIVCIYSGhgqLFy++ZR1Vv5Pr1q0TIiIiBHt7e+G+++4TTpw4YbTdoUOHhD59+ghqtVpQqVRCVFSU8MEHH4jPBwYGCgsWLLjte75RbGxsjZenCoIgbNy4UejataugVCoFZ2dnoWPHjsLXX38tPv/pp58KPj4+glKpFGJiYoQVK1YIAIS8vDxBEP69JNVaceU1qlFQUBBmzZqFsWPHSl2Kyaj6WXz33XeS1mFKduzYgZ49eyIvL6/Gbr+G0qdPH4SHh2PRokWN1qa1YPcRVfPPP/+IV2XQv3bu3Ildu3ZJXYZVy83NxebNm7Ft27bb3tlP946hQNW0bNkScXFxUpdhcm68fJKk0a5dO+Tl5WHOnDkICwuTuhyLxO4jIiIS8ZJUIiISMRSIiEjEUCAiIhFDgYiIRAwFIiISMRSIiEjEULBgH3zwAbp27QpHR8db3m2anJyMRx55BCqVCh4eHpg8eXK1pRDj4uLQo0cPKJVKNG3aFO+9994dF13Jy8tDbGwsNBoNNBoNYmNjce3atQZvOykpCTKZDCdOnLhtfURUM968doP75m5r1PYOv9KrXveXl5cHOzs7cUGUiooKPP744+jSpQu++eabatvr9XoMGDAATZo0wZ49e5CTk4MxY8ZAEARxorKCggL06dMHPXv2xOHDh3H+/HmMHTsWKpUK06ZNu2Uto0aNQkpKCjZu3AgAmDBhAmJjY8VpjhuybUum1WqrTX0tJVOrh+qOZwpmTqfTYcOGDRg+fDh8fHxw8eJF8bl3330XL730EiIjI2t87ebNm3H27Fn88MMPiI6ORu/evTF//nwsXboUBQUFACpXtiorKxNX6ho6dCjeeOMNfPrpp7f8xB4fH4+NGzdi2bJl6NKlC7p06YKlS5di/fr1OHfuXIO2XTXnf3R0NGQymbgil8FgwHvvvSeu0Na2bVsxsIB/zzDWrFmDnj17wtHREW3atMH+/fvFbS5fvoxHHnkErq6uUKlUiIiIwJ9//nnLf5ugoCC8//77GDVqFNRqNXx9favNCpqfn48JEybA09MTzs7O6NWrF06ePCk+P2vWLLRt2xbffvstgoODoVAoqr334uJiODs749dffzV6fN26dVCpVCgsLAQApKam4oknnoCrqyvc3d0xePBgJCUlidsfPnwYffr0gYeHBzQaDXr06IFjx44Z7VMmk+Grr77C4MGDoVKpMHv27Fu+fzJPDAUzFRcXh+nTp8PPzw9PPfUU3N3dsX37drRp06bW+9i/fz9at24NX19f8bGYmBiUl5fj6NGj4jY9evSAQqEw2iYtLc3ogHLzfjUaDTp16iQ+1rlzZ2g0GnHd4YZq+9ChQwCAv//+G+np6VizZg0A4LPPPsP8+fMxb948nDp1CjExMRg0aBAuXLhg9Po333wT06dPx4kTJxAaGoqRI0dCp9MBACZNmoTy8nLs2rULcXFxmDNnzh2XqZw7dy6ioqJw7NgxvP7663jppZfEtRMEQcCAAQOQkZGBP//8E0ePHkW7du3w0EMPITc3V9xHQkICfv75Z/z22281doupVCqMGDHCaJlKoHJVssceewxOTk4oKSlBz549oVarsWvXLuzZswdqtRr9+vUTu+wKCwsxZswY7N69GwcOHEBISAj69+8vhkqVmTNnYvDgwYiLi8O4ceNu+/7J/LD7yIzk5ORg1apV+O6773DmzBk8/PDD+PLLLzFw4MB7WqykpvWDXV1dYW9vb7SuclBQkNE2Va/JyMiocTWujIyMGhc69/T0NNpvQ7TdpEkTAIC7u7u4GhwAzJs3D6+99hpGjBgBAJgzZw62b9+OhQsX4osvvhC3mz59OgYMGACg8kwrIiICCQkJaNmyJZKTkzFs2DDxzCs4OLha+zfr1q0bZsyYAQAIDQ3F3r17sWDBAvTp0wfbt29HXFwcsrKyxOCbN28e/vjjD/z666+YMGECgMpuwJUrV4rvrSbPPvssunbtirS0NPj6+ooL2lcF0OrVqyGXy7Fs2TJxRbHly5fDxcUFO3bsQN++fdGrl3F35pIlS+Dq6oqdO3di4MCB4uOjRo1iGFgwnimYkcWLF2PKlClQq9VISEjAH3/8gaFDh95TIFSpzfKNtVmHuD72W19t36ygoABpaWno1q2b0ePdunUzWrsYgNG6vFXLilatXzx58mTMnj0b3bp1w8yZM3Hq1Kk7tn3j2sVV39+4dnFRURHc3d2N1hROTEw06gYMDAy8bSAAQMeOHRERESEuOrNy5UoEBASge/fuYlsJCQlwcnIS23Fzc0NZWZnYVlZWFiZOnIjQ0FDxAoGioiIkJycbtVXbBXvIPPFMwYxMmDABdnZ2+P7779GqVSsMGzYMsbGx6NmzJ+Tyu893b29vHDx40OixvLw8aLVao3WVa1o/GMAt1xD29vZGZmZmtcezs7ON9tsQbd9OTQFz82M3DpreuMYwUPlpPCYmBhs2bMDmzZvx0UcfYf78+UarvN1NHQaDAT4+PtixY0e1bW68Wqw2axdX1ff5559jxowZWL58OZ5++mmjttq3b49Vq1ZVe11V4IwdOxbZ2dlYuHAhAgMDoVAo0KVLl2pXhNW2HjJPPFMwI76+vnjzzTdx/vx5bNq0CQqFAsOGDUNgYCBmzJiBM2fO3NX+unTpgtOnTyM9PV18bPPmzVAoFGjfvr24za5du4wODJs3b4avr2+1rp0b95ufny/27wOVyzzm5+eL6w43VNtVZ003rl/s7OwMX19foyUwAWDfvn13tXYxAPj7+2PixIlYs2YNpk2bhqVLl952+xvXLq76/sa1izMyMmBra1ttPeHarkd9o9GjRyM5ORmLFi3CmTNnMGbMGPG5du3a4cKFC/D09KzWlkajAQDs3r0bkydPRv/+/REREQGFQoGrV6/edR1k3hgKZqpr165YsmQJMjIyMHfuXJw8eRJt2rQxWgchOTkZJ06cQHJyMvR6PU6cOIETJ06gqKgIANC3b1+0atUKsbGxOH78OLZu3Yrp06dj/PjxcHZ2BlDZf6xQKDB27FicPn0av//+Oz788EO8/PLLt+zCCQ8PR79+/TB+/HgcOHAABw4cwPjx4zFw4EBxDvyGatvT0xNKpRIbN25EZmYm8vPzAQCvvPIK5syZg59++gnnzp3DjBkzcOLECUyZMqXWP/OpU6di06ZNSExMxLFjx7Bt27Y7hsrevXvxySef4Pz58/jiiy/wyy+/iG327t0bXbp0wZAhQ7Bp0yYkJSVh3759eOutt3DkyJFa11XF1dUVQ4cOxSuvvIK+ffvCz89PfO7JJ5+Eh4cHBg8ejN27dyMxMRE7d+7ElClTkJKSAgBo0aIFVq5cifj4eBw8eBBPPvkklErlXddB5o2hYOYcHBwwYsQI/PXXX0hOTkZgYKD43DvvvIPo6GjMnDkTRUVFiI6ORnR0tHjAsbGxwYYNG+Dg4IBu3bph+PDhGDJkCObNmyfuQ6PRYMuWLUhJSUGHDh3w/PPP4+WXX8bLL78sblN1OeeN3SCrVq1CZGQk+vbti759+yIqKgorV64Un6+vtm9ma2uLRYsWYcmSJfD19cXgwYMBVI4HTJs2DdOmTUNkZCQ2btyItWvXIiQkpNY/a71ej0mTJomhFxYWhi+//PK2r5k2bRqOHj2K6OhovP/++5g/fz5iYmIAVHYj/fnnn+jevTvGjRuH0NBQjBgxAklJSffUPQYAzzzzDCoqKqoNBDs6OmLXrl0ICAjA0KFDER4ejnHjxqG0tFQM4W+//RZ5eXmIjo5GbGwsJk+eXOMFA2TZuMgO1dmOHTvw6KOP4tKlS3B1dZW6HJMRFBSEqVOnYurUqY3W5qpVqzBlyhSkpaXV6QIEsl4caKY627hxI9544w0GgoRKSkqQmJiIjz76CM899xwDge4ZQ4Hq7OOPP5a6BKv3ySef4IMPPkD37t3x+uuvS10OmTF2HxERkYgDzUREJGIoEBGRiKFAREQihgIREYkYCkREJGIoEBGRiKFAREQihgIREYkYCkREJGIoEBGRiKFAREQihgIREYkYCkREJGIoEBGRiKFARESi/wcSyUoWC2r2OQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pie(df.Proportion, colors=[\"#bd4634\", \"#7fbd34bd\", \"#348ABD\"], autopct=\"%.2f%%\")\n", "\n", "plt.legend(\n", " df.Scale, title=\"Scale\", bbox_to_anchor=(0.5, -0.45, 0.4, 0.5), frameon=False\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "dd75e348", "metadata": {}, "source": [ "## Pie Chart with Convex\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mpg_group = mpg.groupby(\"class\").size().reset_index(name=\"counts\")\n", "\n", "_, ax = plt.subplots(figsize=(12, 7), subplot_kw={\"aspect\": \"equal\"})\n", "\n", "data = mpg_group[\"counts\"]\n", "categories = mpg_group[\"class\"]\n", "explode = [0, 0, 0, 0, 0, 0.1, 0]\n", "\n", "\n", "def func(pct, allvals) -> str:\n", " absolute = int(pct / 100.0 * np.sum(allvals))\n", " return f\"{pct:.1f}% ({absolute})\"\n", "\n", "\n", "wedges, texts, autotexts = ax.pie(\n", " data,\n", " autopct=lambda pct: func(pct, data),\n", " textprops={\"color\": \"w\"},\n", " colors=plt.cm.Dark2.colors,\n", " startangle=140,\n", " explode=explode,\n", ")\n", "\n", "ax.legend(\n", " wedges,\n", " categories,\n", " title=\"Vehicle Class\",\n", " loc=\"center left\",\n", " bbox_to_anchor=(1, 0, 0.5, 1),\n", ")\n", "plt.setp(autotexts, size=10, weight=700)\n", "ax.set(title=\"Class of Vehicles: Pie Chart\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "63425dcc", "metadata": {}, "source": [ "## Pie Chart with Wedges\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f19959f1", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAH2CAYAAADXvDATAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAADXuElEQVR4nOzdd3hTdRfA8W9G994tFLppWWXvvQREWaIgoCAoKgoOXMhUfFHcggoyxQk4GKJsZG+QvVeBQgctZXSlSe77R2ja0gIF2qZpz+d5eMwdufektsnJb5yfSlEUBSGEEEIIUWLUlg5ACCGEEKK8kQRMCCGEEKKESQImhBBCCFHCJAETQgghhChhkoAJIYQQQpQwScCEEEIIIUqYJGBCCCGEECVMEjAhhBBCiBImCZgQQgghRAmTBEyUSfv37+eZZ54hJCQEe3t7nJ2dqVu3Lh9//DHJycnm81q3bk3r1q0tF+gDSk5Opk+fPvj6+qJSqejevXu+cxITE7G1taVPnz63vc61a9dwdHSka9euhb73+PHjUalUXL58+a7nBgcHM3DgwEJfO5tKpWL8+PH3/Lyitm7dOlQqlfmfRqPBz8+Pxx9/nCNHjpjPy/6ZFLXTp0/z8ssvU6VKFRwcHHB0dKR69eqMHj2a2NhY83mtW7emRo0aRX7/gqSlpTF+/HjWrVtXIvcToqzRWjoAIYrajBkzGDp0KJGRkbz55ptUq1aNrKwsdu3axbRp09i6dSsLFy60dJhFYsKECSxcuJDZs2cTFhaGp6dnvnN8fHzo2rUrixYt4sqVK3h4eOQ7Z968eaSnpzN48OBiiXPhwoW4uroWy7VL0sSJE2nTpg06nY5du3bx/vvvs2bNGg4cOEDFihV59tln6dSpU5Hec+nSpfTp0wdvb29efvll6tSpg0ql4sCBA8yePZu///6b//77r0jvWRhpaWm89957AFb9JUYIS5EETJQpW7du5cUXX6RDhw4sWrQIOzs787EOHTowYsQIli9fbsEIi9bBgwcJCwujX79+dzxv8ODB/PHHH/z888+8/PLL+Y7Pnj0bPz8/unTpUixx1qlTp1iuW9IiIiJo3LgxAC1btsTd3Z3Bgwfz/fffM2rUKAIDAwkMDCyy+505c4Y+ffpQpUoV/v33X9zc3MzH2rZty/Dhw0v8y4SiKGRkZJToPYUoi6QLUpQpEydORKVSMX369DzJVzZbW9u7drO99957NGrUCE9PT1xdXalbty6zZs3i1nXr165dS+vWrfHy8sLBwYHKlSvz2GOPkZaWZj5n6tSp1KpVC2dnZ1xcXIiKiuLdd9+96+tITk5m6NChVKxYEVtbW0JDQxk1ahSZmZkAnD17FpVKxerVqzly5Ii5a+x23UEdO3YkMDCQOXPm5Dt25MgRtm/fztNPP41Wa/pOtnr1atq1a4erqyuOjo40a9aMNWvWFHjt+Ph4nnzySdzc3PDz82PQoEFcvXo1zzkFdUGmpKQwYsQIQkNDsbOzw9fXl4cffpijR4/e8WcTFxfH888/T2BgILa2toSEhPDee++h1+vznHe/P/t7kZ2MxcTEALfvgpw/fz5NmjTByckJZ2dnOnbsWKhWq88//5zU1FS+/fbbPMlXNpVKRc+ePfPt37lzJy1atMDR0ZHQ0FA++ugjjEaj+XhGRgYjRoygdu3auLm54enpSZMmTVi8eHGB93j55ZeZNm0aVatWxc7Ojrlz5+Lj4wOY/l6yf//up5tZiPJKWsBEmWEwGFi7di316tWjUqVK932ds2fP8vzzz1O5cmUAtm3bxrBhw4iNjWXs2LHmc7p06UKLFi2YPXs27u7uxMbGsnz5cnQ6HY6OjsybN4+hQ4cybNgwPv30U9RqNSdPnuTw4cN3vH9GRgZt2rTh1KlTvPfee0RHR7Nx40Y+/PBD9u7dy99//01AQABbt25l6NChXL16lZ9//hmAatWqFXhNtVrNwIED+eCDD9i3bx+1atUyH8tOygYNGgTATz/9xNNPP023bt2YO3cuNjY2fPfdd3Ts2JEVK1bQrl27PNd+7LHH6N27N4MHD+bAgQOMHDkSMLWq3c7169dp3rw5Z8+e5e2336ZRo0bcuHGDDRs2cOnSJaKiogp8XlxcHA0bNkStVjN27FjCwsLYunUrH3zwAWfPnjW/lsL+7IODgwHT/8/7cfLkSQBzMlKQiRMnMnr0aJ555hlGjx6NTqfjk08+oUWLFuzYseO2/88AVq5ciZ+fnznRK4y4uDj69evHiBEjGDduHAsXLmTkyJFUqFCBp59+GoDMzEySk5N54403qFixIjqdjtWrV9OzZ0/mzJljPi/bokWL2LhxI2PHjsXf3x9PT0+WL19Op06dGDx4MM8+++xdfw5CiFsoQpQRcXFxCqD06dOn0M9p1aqV0qpVq9seNxgMSlZWlvL+++8rXl5eitFoVBRFUX7//XcFUPbu3Xvb57788suKu7t7oWPJNm3aNAVQFixYkGf/pEmTFEBZuXJlnvirV69eqOuePn1aUalUyvDhw837srKyFH9/f6VZs2aKoihKamqq4unpqTz66KN5nmswGJRatWopDRs2NO8bN26cAigff/xxnnOHDh2q2Nvbm39WiqIoQUFByoABA8zb77//vgIoq1atumPMgDJu3Djz9vPPP684OzsrMTExec779NNPFUA5dOiQoiiF/9mHhYUpYWFhdz3v33//VQBl/vz5SlZWlpKWlqZs2LBBCQ8PVzQajbJv3z5FUXJ+JtnOnTunaLVaZdiwYXmud/36dcXf31954okn7nhfe3t7pXHjxneNL1urVq0UQNm+fXue/dWqVVM6dux42+fp9XolKytLGTx4sFKnTp08xwDFzc1NSU5OzrM/MTEx3/8fIUThSRekELdYu3Yt7du3x83NDY1Gg42NDWPHjiUpKYmEhAQAateuja2tLUOGDGHu3LmcPn0633UaNmxISkoKTz75JIsXLy7UbMHs+zs5OdGrV688+7O7d27XFXg3ISEhtGnThp9//hmdTgfAsmXLiIuLM7d+bdmyheTkZAYMGIBerzf/MxqNdOrUiZ07d5Kamprnurd26UZHR5ORkWH+WRVk2bJlVKlShfbt29/Ta1i6dClt2rShQoUKeeLr3LkzAOvXrwcK/7M/efKkuRWrMHr37o2NjQ2Ojo60bNkSg8HA77//TnR0dIHnr1ixAr1ez9NPP50nXnt7e1q1alUsMwj9/f1p2LBhnn3R0dHmbtJsv/32G82aNcPZ2RmtVouNjQ2zZs3KM6szW9u2bQucvCGEuH+SgIkyw9vbG0dHR86cOXPf19ixYwcPPfQQYJpNuXnzZnbu3MmoUaMASE9PByAsLIzVq1fj6+vLSy+9RFhYGGFhYXz11Vfmaz311FPMnj2bmJgYHnvsMXx9fWnUqBGrVq26YwxJSUn4+/vnG0vk6+uLVqslKSnpvl/f4MGDSUpKYsmSJYCp+9HZ2ZknnngCMI3nAujVqxc2NjZ5/k2aNAlFUfKU8QDw8vLKs5099i77Z1WQxMTE+xqsHh8fz19//ZUvturVqwOYE637/dnfzaRJk9i5cyd79uzh3LlznD59usDSH7njBWjQoEG+mOfPn3/XpLxy5cr3/Pt86/8PMP0/yf3/488//+SJJ56gYsWK/PTTT2zdupWdO3cyaNCgAgfYBwQE3FMMQoi7kzFgoszQaDS0a9eOZcuWceHChfv6gJ83bx42NjYsXboUe3t78/5FixblO7dFixa0aNECg8HArl27mDJlCq+++ip+fn7mmlvPPPMMzzzzDKmpqWzYsIFx48bxyCOPcPz4cYKCggqMwcvLi+3bt6MoSp4kLCEhAb1ej7e39z2/rmw9e/bEw8OD2bNn06pVK5YuXcrTTz+Ns7MzgPnaU6ZMue24Iz8/v/u+fzYfHx8uXLhwz8/z9vYmOjqa//3vfwUer1Chgvnx/fzs7yY0NJT69evfU7wAv//++33ds2PHjkyZMoVt27bd0ziwu/npp58ICQlh/vz5eX7Hsid53Ko4apsJUd5JC5goU0aOHImiKDz33HPmbrbcsrKy+Ouvv277fJVKhVarRaPRmPelp6fz448/3vY5Go2GRo0a8c033wCwZ8+efOc4OTnRuXNnRo0ahU6n49ChQ7e9Xrt27bhx40a+pO+HH34wH79f9vb29O3bl5UrVzJp0iSysrLM3Y8AzZo1w93dncOHD1O/fv0C/9na2t73/bN17tyZ48ePs3bt2nt63iOPPGIuvVFQbLkTsGz38rMvah07dkSr1XLq1Knb/jzv5LXXXsPJyck82eJWiqLcVxkKlUqFra1tnsQqLi6uwFmQt1OYlk4hxO1JC5goU5o0acLUqVMZOnQo9erV48UXX6R69epkZWXx33//MX36dGrUqMGjjz5a4PO7dOnC559/Tt++fRkyZAhJSUl8+umn+UpaTJs2jbVr19KlSxcqV65MRkaGedZf9rim5557DgcHB5o1a0ZAQABxcXF8+OGHuLm50aBBg9u+hqeffppvvvmGAQMGcPbsWWrWrMmmTZuYOHEiDz/88D2Pm7rV4MGD+eabb/j888+JioqiadOm5mPOzs5MmTKFAQMGkJycTK9evfD19SUxMZF9+/aRmJjI1KlTH+j+AK+++irz58+nW7duvPPOOzRs2JD09HTWr1/PI488Qps2bQp83vvvv8+qVato2rQpw4cPJzIykoyMDM6ePcs///zDtGnTCAwMLPTPPjw8HOCexoHdi+DgYN5//31GjRrF6dOn6dSpEx4eHsTHx7Njxw6cnJzMxUwLEhISwrx58+jduze1a9c2F2IFOHz4MLNnz0ZRFHr06HFPcT3yyCP8+eefDB06lF69enH+/HkmTJhAQEAAJ06cKNQ1XFxcCAoKYvHixbRr1w5PT0+8vb3NM0uFEHdh0SkAQhSTvXv3KgMGDFAqV66s2NraKk5OTkqdOnWUsWPHKgkJCebzCpoFOXv2bCUyMlKxs7NTQkNDlQ8//FCZNWuWAihnzpxRFEVRtm7dqvTo0UMJCgpS7OzsFC8vL6VVq1bKkiVLzNeZO3eu0qZNG8XPz0+xtbVVKlSooDzxxBPK/v377xp/UlKS8sILLygBAQGKVqtVgoKClJEjRyoZGRl5zruXWZC51alTp8AZjNnWr1+vdOnSRfH09FRsbGyUihUrKl26dFF+++038znZM/4SExPzPHfOnDl5flaKkn8WpKIoypUrV5RXXnlFqVy5smJjY6P4+voqXbp0UY4ePWo+hwJm2SUmJirDhw9XQkJCFBsbG8XT01OpV6+eMmrUKOXGjRuKohT+Zx8UFKQEBQXd9eeVPQsy9+svyK2zILMtWrRIadOmjeLq6qrY2dkpQUFBSq9evZTVq1ff9d6KoiinTp1Shg4dqoSHhyt2dnaKg4ODUq1aNeX111/P83O+3e/DgAED8r3Ojz76SAkODlbs7OyUqlWrKjNmzCgwfkB56aWXCoxr9erVSp06dRQ7OzsFyPf/WAhxeypFuaW6pBBCCCGEKFYyBkwIIYQQooRJAiaEEEIIUcIkARNCCCGEKGGSgAkhhBBClDBJwIQQQgghSpgkYEIIIYQQJUwSMCGEEEKIEiYJmBBCCCFECZMETAghhBCihEkCJoQQQghRwiQBE0IIIYQoYZKACSGEEEKUMEnAhBBCCCFKmCRgQgghhBAlTBIwIYQQQogSJgmYEEIIIUQJkwRMCCGEEKKESQJ2k0qlYtGiRZYOQwghhBDlgCRgQgghhBAl7J4TMKPRyKRJkwgPD8fOzo7KlSvzv//9D4ADBw7Qtm1bHBwc8PLyYsiQIdy4ccP83IEDB9K9e3cmTpyIn58f7u7uvPfee+j1et588008PT0JDAxk9uzZ5uecPXsWlUrFvHnzaNq0Kfb29lSvXp1169aZzzEYDAwePJiQkBAcHByIjIzkq6++yhf77NmzqV69OnZ2dgQEBPDyyy8DEBwcDECPHj1QqVTmbSGEEEKI4nDPCdjIkSOZNGkSY8aM4fDhw/zyyy/4+fmRlpZGp06d8PDwYOfOnfz222+sXr3anORkW7t2LRcvXmTDhg18/vnnjB8/nkceeQQPDw+2b9/OCy+8wAsvvMD58+fzPO/NN99kxIgR/PfffzRt2pSuXbuSlJQEmJLCwMBAFixYwOHDhxk7dizvvvsuCxYsMD9/6tSpvPTSSwwZMoQDBw6wZMkSwsPDAdi5cycAc+bM4dKlS+ZtIYQQQojioFIURSnsydevX8fHx4evv/6aZ599Ns+xGTNm8Pbbb3P+/HmcnJwA+Oeff3j00Ue5ePEifn5+DBw4kHXr1nH69GnUalPuFxUVha+vLxs2bABMrVlubm7MnDmTPn36cPbsWUJCQvjoo494++23AdDr9YSEhDBs2DDeeuutAmN96aWXiI+P5/fffwegYsWKPPPMM3zwwQcF/yBUKhYuXEj37t3v+nMwGo3cw49NiGKh0WgsHYIQQoj7pL2Xk48cOUJmZibt2rUr8FitWrXMyRdAs2bNMBqNHDt2DD8/PwCqV69uTr4A/Pz8qFGjhnlbo9Hg5eVFQkJCnus3adIkJ2itlvr163PkyBHzvmnTpjFz5kxiYmJIT09Hp9NRu3ZtABISErh48WKBcd+rCxcuULVq1Txdq0JYwltvvcWkSZMsHYYQQoj7cE8JmIODw22PKYqCSqUq8Fju/TY2NvmOFbTPaDTeNZ7s6y5YsIDXXnuNzz77jCZNmuDi4sInn3zC9u3b7xr3vQoICGDu3LlcvXq1yK4pxL367bff+PPPPyUBE0IIK3VPCVhERAQODg6sWbMmXxdktWrVmDt3LqmpqeZWsM2bN6NWq6lSpcoDB7pt2zZatmwJmLogd+/ebR5ftnHjRpo2bcrQoUPN5586dcr82MXFheDgYNasWUObNm0KvL6NjQ0Gg+GucWg0Gnr27PkgL0WIB+bs7MwTTzzBxYsXqVChgqXDEUIIcY/uaRC+vb09b7/9Nm+99RY//PADp06dYtu2bcyaNYt+/fphb2/PgAEDOHjwIP/++y/Dhg3jqaeeMnc/PohvvvmGhQsXcvToUV566SWuXLnCoEGDAAgPD2fXrl2sWLGC48ePM2bMmHwD6cePH89nn33G5MmTOXHiBHv27GHKlCnm49kJWlxcHFeuXHngeIUoTtlfRtavX2/hSIQQQtyPe54FOWbMGEaMGMHYsWOpWrUqvXv3JiEhAUdHR1asWEFycjINGjSgV69etGvXjq+//rpIAv3oo4+YNGkStWrVYuPGjSxevBhvb28AXnjhBXr27Env3r1p1KgRSUlJeVrDAAYMGMCXX37Jt99+S/Xq1XnkkUc4ceKE+fhnn33GqlWrqFSpEnXq1CmSmIUoLn5+fkRFRUkCJoQQVuqeZkFaQvYsyP/++888qF4IYfrisX79+jyTUYQQQlgHqYQvhJVq1aoVR48eJT4+3tKhCCGEuEeSgAlhpVq1agVgrqEnhBDCepT6BCw4OBhFUaT7UYhbVKhQgfDwcBkHJoQQVqjUJ2BCiNtr1apVnnVRhRBCWAdJwISwYq1bt+bQoUNcvnzZ0qEIIYS4B5KACWHFZByYEKIofPjhhzRo0AAXFxd8fX3p3r07x44dK9EYBg4cWKj1mMsKScCEsGKVKlUiJCRExoEJIR7I+vXreemll9i2bRurVq1Cr9fz0EMPkZqaaunQ7plOp7N0CIUiCZgQVq5Vq1aSgAkhHsjy5csZOHAg1atXp1atWsyZM4dz586xe/du8znffvstERER2Nvb4+fnR69evczHFEXh448/JjQ0FAcHB2rVqsXvv/9uPm4wGBg8eDAhISE4ODgQGRnJV199ZT4+fvx45s6dy+LFi1GpVKhUKvP41tjYWHr37o2HhwdeXl5069aNs2fPmp+b3XL24YcfUqFChSJZ/rAk3NNakEKI0qdVq1bMnTuXK1eu4OHhYelwhBBlwNWrVwHw9PQEYNeuXQwfPpwff/yRpk2bkpyczMaNG83njx49mj///JOpU6cSERHBhg0b6N+/Pz4+PrRq1Qqj0UhgYCALFizA29ubLVu2MGTIEAICAnjiiSd44403OHLkCNeuXWPOnDnme6elpdGmTRtatGjBhg0b0Gq1fPDBB3Tq1In9+/dja2sLwJo1a3B1dWXVqlWU8vryZqW+Er4Q4s7OnDlDaGgoixcvpmvXrpYORwhh5RRFoVu3bly5csWcZP35558888wzXLhwARcXlzznp6am4u3tzdq1a2nSpIl5/7PPPktaWhq//PJLgfd56aWXiI+PN7eUDRw4kJSUFBYtWmQ+Z/bs2Xz88cccOXIElUoFmLoY3d3dWbRoEQ899BADBw5k+fLlnDt3zpyQWQNpARPCygUHB1OpUiXWr18vCZh4IIqi8Prrr/Pff/9ZOhRRhFxcXJgzZ455/eS7efnll9m/fz+bNm0y7+vQoQNBQUGEhobSqVMnOnXqRI8ePXB0dOTw4cNkZGTQoUOHPNfR6XR51laeNm0aM2fOJCYmhvT0dHQ63V1rfO7evZuTJ0/mS/oyMjI4deqUebtmzZpWlXyBJGBCWD2VSiXjwESR+Oeff/jyyy/NH6yibHBxcUGrLdzH/bBhw1iyZAkbNmwgMDAwzzX27NnDunXrWLlyJWPHjmX8+PHs3LkTo9EIwN9//03FihXzXM/Ozg6ABQsW8Nprr/HZZ5/RpEkTXFxc+OSTT9i+ffsd4zEajdSrV4+ff/453zEfHx/zYycnp0K9vtJEEjAhyoBWrVrxyy+/cPXqVdzc3CwdjrBCiqIwYcIEmjZtyh9//GHu7hHlg6IoDBs2jIULF7Ju3TpCQkLynaPVamnfvj3t27dn3LhxuLu7s3btWjp06ICdnR3nzp0zl8a51caNG2natClDhw4178vdggVga2uLwWDIs69u3brMnz8fX19fXF1di+CVlh4yC1KIMiB7kOvmzZstHYqwUqtWrWL79u2MHTtWkq9y6KWXXuKnn37il19+wcXFhbi4OOLi4khPTwdg6dKlTJ48mb179xITE8MPP/yA0WgkMjISFxcX3njjDV577TXmzp3LqVOn+O+///jmm2+YO3cuAOHh4ezatYsVK1Zw/PhxxowZw86dO/PEEBwczP79+zl27BiXL18mKyuLfv364e3tTbdu3di4cSNnzpxh/fr1vPLKK1y4cKHEf05FShFCWD2j0ahUqFBBeeuttywdirBCRqNRadasmdKwYUPFaDRaOhxhAUCB/+bMmaMoiqJs3LhRadWqleLh4aE4ODgo0dHRyvz5883PNxqNyldffaVERkYqNjY2io+Pj9KxY0dl/fr1iqIoSkZGhjJw4EDFzc1NcXd3V1588UXlnXfeUWrVqmW+RkJCgtKhQwfF2dlZAZR///1XURRFuXTpkvL0008r3t7eip2dnRIaGqo899xzytWrVxVFUZQBAwYo3bp1K4kfU5GSWZBClBF9+/bl1KlTdx1TIcSt/v33X9q2bcvSpUvp0qWLpcMRolyQBEyIMuK7777jpZde4sqVK/lmDAlxJ23atOHatWvs2rVLuh+FKCEyBkyIMqJVq1YYDAa2bNli6VCEFdmwYQPr1q1jzJgxknwJUYIkAROijIiMjMTPz0/KUYh7MmHCBKKjo6WGnBAlTMpQCFFGqFQqWrZsKQmYKLStW7eyevVqFixYgFot38eFKEnyFydEGdKqVSt27txJWlqapUMRVmDChAlUq1aNxx57zNKhCFHuSAImRBnSqlUrsrKy2Lp1q6VDEaXczp07WbZsGaNHj5bWLyEsQP7qhChDqlWrhpeXl3RDirv64IMPqFKlCk888YSlQxGiXJIxYEKUIWq1utSOA8vIyCAjIwNFUcz/jEbjHbez96nVajw8PHB2dpaZekXgv//+Y8mSJcydOxeNRmPpcIQol6QOmBBlzFdffcXbb79NSkoK9vb2xXaf9PR0EhMTzf8SEhLu+PjGjRsPfE8bGxu8vLzy/fP09Cxwv5eXF97e3pJk3OKxxx5j7969HDt2rNCLNAshipb85QlRxrRu3ZrMzEy2b99+24VxCys5OZnDhw/n+Xfq1CkSEhKKJKG6V1lZWeY16grLzs6OiIgIIiMjiYqKIjIy0vyvPC5cfuDAAf78809mzZolyZcQFiQtYEKUMUajEW9vb1555RXGjRt31/MVRSExMTFfonX48GHi4+MfOB5PJzU+zmq8XTQ42qpQASoVqFXcfKy6ZTv7eM65BqNCcpqR5FQjSTdM/03PevC3Ln9//3yJWVRUFEFBQWW21axPnz5s27aNEydOYGNjY+lwhCi3JAETogzq1q0bmZmZLF++PM9+g8HAgQMH2Lx5M/v37zcnWsnJyYW+tqu9Cn83Dd7OGnxd1Hg7a/BxUePjrMHbRY2Pi8aUcDlr8HZWo9UUz5itdJ3RlJTdMJKUejM5SzWQbH5sJOmGgTOX9ZxK1JNlKPy17ezsiIyMpGnTpjRv3pzmzZsTFBRULK+jJB05coTq1aszdepUnn/+eUuHI0S5JgmYEGXQvn37uHDhAq1bt2b79u1s2rSJzZs3s3XrVq5fv16oa/i6qInyt6FqgOlf9mNfF7XVDYTXGxRikvQci9dzPD6L4/FZHIvXcyI+i4TrxkJdo1KlSuZkrHnz5lSvXt3qWsn69+/P+vXrOXnyJHZ2dpYOR4hyTRIwIcqQtLQ0Nm3axNq1a1m7di179uzBYLhz009Fd405uYr015qTLW9n60ou7teVNGNOUhZnSsqOxWdxIkGP4Q65mZubG02bNqVFixY0b96cBg0aFOukhwd14sQJoqKimDx5Mi+99JKlwxGi3JMETAgrlpWVxY4dO1izZg1r165l69at6HS6254f4KahaZgdTUJtqR9sR9UAG9wcpBxgQW5kGNl+VseWkxlsOZXJ9jM60nS3f7u0tbWlfv36tGjRgi5dutC0adNS1UL2zDPPsGLFCk6fPl2qE0UhygtJwISwMunp6SxbtozffvuNpUuX3nE2YtUAG5qF2dEkzI6mYXYEe2msrvuwtMgyKOw7r2PLqUzzvzt1X/r5+dG9e3d69uxJ69atsbW1LcFo8zp9+jRVqlTh008/5dVXX7VYHEKIHJKACWEF0tLS8iRdqampBZ4X6qOlTaQ9ravY0SrSHl+X0tMCU9YoisKpRD2bTuYkZCcT9AWe6+7uzqOPPkrPnj156KGHcHR0LNFYhwwZwuLFizlz5kyJ31sIUTBJwIQopdLS0vjnn3/47bff+PvvvwtMujyd1HSoZk+bSNO/IC+p62RJ8dcMrD6SwZK9aaw8nFFgqQxHR0c6d+5Mz5496dKlS7HXIouJiSEiIoKJEyfyxhtvFOu9hBCFJwmYEKVIampqnqQrLS0t3zmeTmq61nLgsbqOtI60x6aYyjyIB5OaaWTl4QwW7U1j2YF0rmXkf6u1sbGhffv29OzZk27duuHj41PkcQwdOpQFCxZw9uxZnJ2di/z6Qoj7IwmYEBam0+lYsmQJCxYsuG3S5eWkpmttB3rWkaTLGmVmKaw7bkrG/tqXzuUb+ceOqdVqHn74YZ577jkefvjhIqlSHxsbS2hoKOPHj2fkyJEPfD0hRNGRBEwIC7l48SLfffcd3333XYEV572c1HSr7UDPuo60qiJJV1mhNyhsOZXJ4r1pLNqbTmxK/jIhFSpU4JlnnmHw4MGEhITc971eeeUVfvzxR86ePYurq+uDhC2EKGKSgAlRghRFYfPmzXz99df88ccf6PV5B217O9/sXqznRKsIu2KrIi9KB0VR2B2jY9HedH7dkZovGVOpVAQFBdG9e3c++OADnJycCn3tS5cuERoaysiRIxk7dmxRhy6EeECSgAlRAtLS0vj111/5+uuv2bt3b55jGjV0q+XAoObOtK5iL0lXOWUwKqw8lMHszTf452B6viKwNjY2jBkzhiFDhuDn53fX640YMYKZM2cSExODu7t78QQthLhvkoAJUYxOnz7N1KlTmTVrFleuXMlzzMdZzaDmzjzXwplAD5m9KHJcTNHz47ZUJq+5TlJq3kzMxsaGJ554gmHDhtGwYcMC67olJCQQEhLCiBEjeP/990sqbCHEPZAETIgiZjQaWb16NV9//TVLly7l1j+xBsG2vNjKhcfqOmJnI61domAZWQph78aaEzAVcOubdcOGDRk5ciRdu3ZFrc5Z0eCdd97hm2++ISYmBk9Pz5ILWghRaJKACVFEsrKy+P777/n00085fvx4nmO2Wni8nhMvtHKmQbAsgizu7uftqQyemwRAkL09q+rUY0ZsLLMvxZKUlZXn3OrVqzNy5Eh69+6NVqulYsWKPP3003z44YeWCF0IUQiSgAnxgAwGA7/88gvjx4/n9OnTeY5VdNcwpKUzg5o54yNV6cU9aP1JHNvOmNb1/CoikhcCKwGQbjDwW0I8Uy6cY/8ty1CFhITw9ttv07BhQ2rUqIGNjU2Jxy2EKBxJwIS4T4qi8OeffzJ27FgOHz6c51jLCDuGtnbhkWgHGVQv7tn+CzoaTowDwE6lIqVlmzxdjGD6/VuenMSks2fYeu1qnmOBgYG8++67DBo0CDs7aXEVojSSBEyIe6QoCsuXL2f06NHs2bMnz7E2kXaM7+pOoxD50BP37+Vfkpm5ydS61cvXl5+rR9/2XEVR2HQ1hUkxZ1mVnJTnWKVKlRg9ejQDBw606GLgQoj8JAET4h6sW7eO0aNHs3nz5jz7G4fYMr6rO60j7S0UmSgrrqUbCXk3ltRM01vz6SbNqWhfuN+r3deuMTHmNEsvX86zPygoiDFjxjBgwIAiqbAvhHhwkoAJUQjbt29n9OjRrF69Os/+2pVsGP+oOx2r2xdYDkCIe/Xd+uu8Mt9UsiTK0ZF9jZre8zV2X7vGhLOnWZaUNxGrUaMGn332GQ899FCRxCqEuH+SgAlxB/v27WPMmDH89ddfefZH+WsZ+4g73Ws7oFZL4iWKhqIo1P9fHIcummY5/ly9Br18/e/7ejuvXeX9M6dZeUvXZOfOnfn000+pVq3aA8UrhLh/koAJUYDLly/z5ptv8v333+fZH+KtZXQXN/o0cEQjiZcoYptPZtDu8wQAnDUaklq2KZrrpqTw1snj7Lp+zbxPpVIRFRXFH3/8QdWqVYvkPkKIwlPf/RQhyg9FUZgzZw5RUVF5kq+K7hqmPOnB/nEB9GvkJMmXKBbTN+aUlejjd/8tX7dq5u7OxnoNmFutBpVuzopUFIUjR45QrVo13nvvvXzrkgohipe0gAlx09GjR3nhhRdYv369eZ+bg4p3H3bj+ZYu2EvVelGMEq8bCBsVi05vqnof17wl7jZFP3Mx3WAgevtWzmVm5Nlfo0YNpkyZQuvWrYv8nkKI/KQFTJR7GRkZjB07lujo6DzJ1+P1Hdk3tgKvtHOV5EsUu7lbU9HdbISq6+JaLMkXmAboZydfKnJ+rw8ePEibNm3o168fiYmJxXJvIUQOaQET5drq1at58cUXOXnypHlfsJeGKU960qGagwUjE+WJ0ahQbdxFziYZAPinVh3aeXoVy71Ct2wkNjMTgLaVWlHHtxa/HV/Iuevnzed4e3szefJk+vTpI7N7hSgm0gImyqWEhAT69+9Phw4dzMmXVg1vdnRlz5gASb5EiVp1JMOcfHlqtcWWfE05f86cfDnbONM5pAMhbkG8UX84faMex1Fr+r2/fPkyffv2pWvXrly4cKFYYhGivJMETJQrRqORmTNnEhUVxc8//2ze3yTMjh3v+jOhmzuOtvJnIUrW9A05g+8HVahYLPfQGY2MPp3T0ts1rDMONxMutUpN0wqNGd34ber45FTdX7p0KdWqVeO7777DaDQWS1xClFfSBSnKjUOHDvH888/nqWLv4ajmfz3cGdjESep5CYuISdJTdexFjApogOSWrbHXFH21+mcOH+SXeNP6koHOFXirwWuoVQV/2dibsJ8Fx//kmu66eV/r1q2ZMWMG4eHhRR6bEOWRfNUXZZ6iKHz99dfUrVs3T/L1ZENH9o0LYFAzZ0m+hMXM2nQD482vwc3dPYol+YpJT+fXm8kXQK+I7rdNvgBq+0YzutFbNA5oYN63bt06atasyRdffCGtYUIUAWkBE2XalStXGDx4MAsXLjTvC/fVMrmPJ22jZN1GYVk6vUL4qFgSrpsSmm31G1LHxbXI79N453b+u2FqzarrW4tBNZ4u9HOPJB9j3tHfScpINu/r2LEjc+fOxc/Pr8hjFaK8kBYwUWZt2bKF2rVr50m+hrV1YdeoAEm+RKmweG+aOfmqYGtXLMnX8qTL5uTLRq2le9gj9/T8qp6RvNvwDVoHtjDvW7FiBdHR0axYsaJIYxWiPJEETJQ5RqORjz76iJYtW3Lu3DkAPJ3U/PGCN5/08pCaXqLUyF35flhg5WK5x7NHDpkft6/cBk8Hz3u+hp3Wjl5VuvNSrSG42LoAppnEnTp14s0330Sn0xVZvEKUF9IFKcqU+Ph4nnrqKVatWmXe1zTMjrnPeFHJs+jH1ghxv45cyqLOhEsA2KhUXGvZBrW6aL8T/+/Mad4/exoAdzs3xjR+GzuN3QNd87ruOj8ensfh5KPmffXq1ePXX38lIiLiga4tRHkiLWCizFi9ejW1atUyJ18qFbzT2ZWVr/pK8iVKnRkbc2YYdvLyKvLkK02v58OYM+btbmGPPHDyBeBi68ILtQbTM7wrGpUGgN27d1OnTh1++OGHB76+EOWFJGDC6un1ekaNGsVDDz1EfHw8AP6uav4Z7sv4R93RaqTLUZQuqZlGftqWat7+OLxKkd9jwJFDZN3s4Ah1C6a+X50iu7ZapaZt5Va8UX84vo4+AKSmpjJgwACeeeYZMjIy7nIFIYQkYMKqnTt3jtatWzNx4kSye9M7VLNnx6gA2kTKQHtROs3flca1DNPva5iDA6EOjkV6/aOpN1hyOWc9x8ciuhfLkkKVXAJ5u/5recpVfP/997Rq1YqLFy8W+f2EKEskARNW6++//6Z27drm2l5aNfyvuzuLh/rg66KxcHRCFExRFGZsyOl+HBkUXOT36H1wv/lx44AGBLlWKvJ7ZLPT2tG/ah8GVOuLjdoGgB07dlCvXj22bt1abPcVwtpJAias0tdff03Xrl25cuUKAJU9NawZ4ceIh1ylqKoo1XbF6PjvfBYAjmo1TwUU7dJDvyfEcTQtDQA7jR1dQx8u0uvfTgP/erxe72U87DwAiIuLo3Xr1syaNatE7i+EtZEETFgVg8HA66+/zrBhw8zVuLvVcmD7uwE0CnnwAcZCFLfc6z4+5lO0hUyNRiNDj+XMTuwU3B5Xu6KvLXY7lVwCeavBq0S4hwGg0+l49tlnefnll8nKyiqxOISwBpKACauRlpbG448/zhdffGHe92ZHV359zhsPR/lVFqVfcqqB33anmbcnhhdt2YZ3T5/kql4PgLeDF60rtSzS6xeGi60zL9d+nlaBzc37vvnmGzp06EBiYuIdnilE+SKfWsIqJCQk0KZNG3NVe40avunryYRu7tLlKKzGT9tSycgyDb6PdnbG19a2yK6drNMx+cJ583bP8K7YqC1TfkWj1vB4lR70i+qN9mapivXr11O/fn0OHz5skZiEKG0kAROl3tGjR2ncuDE7duwAwMVexaKhPgxu7mzhyIQoPEVRmJGr8v34kLAivX6/wwcx3JwJHOkRQU3v6kV6/fvRpEJDXqn7Eq62pm7Qc+fO0bx5c/PEGSHKM0nARKm2YcMGmjZtypkzpoKSFd01rHndjw7VHCwcmWVp6gzF5rEl2A4+hO3A3Wg7TUflHpr/vPqvYvv0DmyfO4ZN13moPO7c5aXyiEDbcRq2/TZh92IMmuhB+c5RR3TH9qmt2D6zD02Td/MedAnE5sl/wUaS41v9eyyTEwmm7kE3rZYu3j5Fdu3d166y9oppsWwVKh6L6FYsZSfuR4hbEG81eJVKLoEAXLlyhfbt27N48WILRyaEZUkCJkqtn3/+mQ4dOphnOkYH2rDhLT+iA4uu28ZaqSs0wnDwB7L+7E7WX/1BpcXmkR9Bm5OYamq/gKbWs+g3jiXrj0dR0hKxefRnsHG6/YW1DijXzqHfPgklNSH/cXsPtK0nod/yP7KWPoUm8jHUlduaD9u0/B+GbZMg60b+55ZzuSvfP+0fUKTX7nfogPlxi4pNqeBctNd/UO52brxS50WiPEwFZzMyMujZsyczZsywcGRCWI4kYKLUURSFDz74gP79+5sX+X2omj1rXvejorssKQSQ9fcAjMd+R7lyAiXpCPp/30DlEojKp6b5HE30YAy7v8Z4ZjlK8nH0a0eA1h51RLfbXldJ3I9h60SMJ/8CQ2a+4yrXyqC7hvHUUpTE/Rhjt6LyNLWqqSO6oRh0GM8sL/oXbOUupuhZsi8dML3pFmX34+yLsZy5WXneUevAw6Edi+zaRclea88LtQbTwK8uYJqxOWTIEN5//31kSWJRHkkCJkqVrKwsnn32WcaMGWPeN7i5M3++6IOLvfy63pati+m/mSmm/7pUQuXki/HCxpxzjDqMF7ej9q9337dRUs6A1gGVd3Wwc0PtWwtj0hGwc0Pb4HX0G8fe/2sow+ZsScVgqppCY1c3nLVF80VCbzTyxolj5u0uoZ1wvlMLp4Vp1VqeqvYk7Sq3Nu8bN24cL774IgaDwXKBCWEB0pwgSo3MzEx69uzJP//8Y973v+7uvN7BpdSMZymttM3GYLy0AyX5OAAqR18AlLRbpv2nX0bl/ACFP3XX0K8dgbbt56i09hiO/YFyfgPa1p9gOPA9KtdKaDvPAo0Ww84vMZ7+5+7XLOP0BoXZm3K6ZD8swtITw48fJfVmPbwAJ3+aV2hSZNcuLmqVmh7hj+Jq68rCk0sA+O6774iLi2PevHnY28sSYqJ8kARMlAo6nY5evXqZky87Lcwa4EWveqX323xpoW0xAbVnFLpFvQpxtgp4sO4e45kVGM+syLlihcaovCLRbxqDbd8NZK0aBumJ2PRcjO7SdkhPeqD7Wbt/DqQTm2Jq3fG1saWxm3uRXDcuM4M5l3LWW+wZ0RWN2nqW4GpXuRVuti78eGQeBsXA4sWL6d69O4sWLZIkTJQL0qcjLC4rK4snnniCpUuXAuBoq+Kvl30l+SoEbfP3UAe3R7fkSUiNM+9X0kwD6FWOt8y0c/BCSb9cdAGobdG2+AD9+ndRuQaDWoNyaTtKymmUq2dQ+9YuuntZqem5Sk+8UDGwyK7b5+ABbvZqUtO7OlU9I4vs2iWlvn9dhtZ6FjuNaRWLFStW0K1bN9LT0y0cmRDFTxIwYVFZWVk8+eST5inpDjYqFg71oWUV+QZ8N9rm76MO6UTWkifh+vm8B6+fR0lNQJ2rGjlqG9QVGmGM211kMWjqD8d4bh3K5YOg1oAqV6O6Wgsq62mRKQ6nErJYfcQ0QF6rUvF2ES28vf5KMluvXQVAo9LQM7xrkVzXEiI9qzC01nPmJGzlypWShIlyQRIwYTF6vZ7+/fvzxx9/AGBvo+KPF31oJcnXXWlbfIC6SneyVg9H0aWCg4/pnyZnPUzD/llo6r6EOqQjKs8qaNt+BvoMjCdy6i9p236OptFbORdW26DyqobKqxpobMHJ3/TYNShfDCqPCNRhj2DY+RkAypWToBhRR/VGXbktKvcwjIn7iu+HYAVm5hr71c7DE626aN5yBxw+aH7cplJLfBy9i+S6lhLmHpInCVu1apUkYaLMUyky/1dYgMFg4KmnnuLXX38FTGO+fn/Bp9wXWC0suxdjCtyftXYExmO/m7c19V9FU60f2LmiJOxFv3GMeaA+gE3XeSjXL6D/9w3TDpdA7Prnr1JujN1K1pI+efbZdP8Dw3/fYIxZa96nDmqLtsUE0Nii3/EZxiPzHuRlWrWMLIWwd2NJSjV1FO5r2JgopwcvUPvluRjePnUCABdbF8Y2fgcHbdn40nL66hm+3TuDjJslULILtjo6Olo4MiGKniRgosQZDAaeeeYZfvzxRwBstbBgiA+dakjyJayLps5Q1KGdULmHgSEDY9xuDNs+Qkk5zc/bUxk81zQBIcjenuNNbnYHe3qiefF51FUioGJFjAsXYfhmap7rqurVRTt8GHh4YNy8GcNnX4BeT4ZBT8S+vWzcsZ327dvT0qkJTSo0KumXXaxOXz3Lt3unm5Owdu3asWTJEknCRJkjXZCiRBmNRp599llz8mWjgV+f9ZbkS1ilO61IMGNDTuX71yvl6sK1sYGUqxh++gXl1On8F1Wp0L77Doa/lqIf/grqqCjUXR4GYMjRI7z30YdMmzYNUhQaBTQo7pdY4kLdghlaewj2N7sj16xZQ9euXcm4WWxWiLJCEjBRYoxGI88//zzff/89AFo1/DzYmy7R8s1WWKfbrUhwmqpsO2NaxcFOpWJIhVy11+LjMXzzLcZVqyE1Nf9F3dxQeXhgXLwE5WwMxi1bUQUFcSY9jQvhYdSvX5+vvvqKXhHdUavK5lt4QUlYv379pFirKFPK5l+vKHUURWHo0KHMnDkTAI0afhzsTdfaknyJMuTmigTzNsaadz3q44P6Xgbfp6SgXE5C1aA+2Nqiiq6Bcvo0/Y4d4dupU3nhhReo41OLMPeQoo6+VAl1C+al2s9jqzGt/frnn3/y8ssvy7JFosyQBEwUO0VRGD58ON999x0AahXMfcaLHnUk+RJli7bZGLIu7OCzBbvM+z4Oq3LP19G/PwFN/37YzJmJcuIUf/30Ew+//DJr1qxBn6ln4cqF9P1+IDW71S7C6EufELcgnq0xwNzSN23aNCZMmGDhqIQoGlIJXxS7SZMm8fXXXwOm5Gv2QKlwL8qe7BUJ5r7TmdRMUytNlKMjFe+jqrty8BD6oS8Dpq77jzLT+empp6hTpw57t+3l2NLDnNt5lj4zB3DxwAWSThdhcd1SpppXFP2r9uGHw78AprUj/f39GTJkiIUjE+LBSAuYKFbz589n5MiR5u3vnvKkTwNJvkTZYl6RYHEfPluUU+ZjTEjoA1/7g7NnmPTNN4wYMQIvB0/Ca4RzasMJ0lPSubj/AhWii666fmnV0L8ePcIfNW+/+OKLLFq0yHIBCVEEJAETxWbLli0MGDDAvD3+UTeeavzgdZCEKE1yr0iwae9JDl/KAsBZo6GXr/8DXfuGXk9ih3YkJSXx119/8WhEZwDUWrX5vyp1+Viovl3l1rSr3BowtQr26dOHDRs2WDYoIR6AJGCiWJw6dYpu3bqRmWmq5TOgiRNvd3K1cFRCFK1bVySYf8gJPz8/7O3tedLPlHxpnh2E5p238jxPFRaGKiwMHBxMsx7DwiCocr7rv5wQx8hRoxg+fDhhbiFE2VchOSaJWj3r4lctgMA6lYk7dKlEXmtp0C2sCw386gGQmZlJ165dOXjw4F2eJUTpJIVYRZE7duwYzZo1IynJVISyTaQdS172xUZTPr6pi/LjdisSPDNwIJNOncHdxhbNW2+i8vdD//ob5uO2a1fle44SF0dW36fM24du3ODoa8PZvHkz337zLW81eJVKLoH4RvrT7u2OOHo4su/P/9j147aif2GlmMFo4Lv9szmcfBSA4OBgdu7cibe3dS/HJMofScBEkbpx4waBgYFcvWpaKLiKn5YNb/rj7iiNraJs+2TFVcYsNv3e13NxZUv9hg90vZrbtnA8PQ2ApgGN6Fv1iQeOsazI1Gfy5X/fcv76BQDatGnDihUrsLGxsXBkQhSefCqKItWvXz9z8gUQk6Tn4EWdBSMSovgZjEqehbc/CA1/oOvNj79kTr7sNXY8Etb5ga5X1thp7RhS8xlcbtZd+/fffxkxYoSFoxLi3kgCJorM1KlTWbJkSZ59mXro8EUC03MtyyJEWbPqcAYxSaYq7V42NrT19LzvaxmNRl4+dtS83SmkA643Ew2Rw8PenedqDkCr0gAwZcoUZs2aZeGohCg8ScBEkVi3bh3Dhw83b7//fFUiKpvKTSgKDJ93hZd/SbZUeEIUq9xfMAYHVHiga7116gTXbi654+PgTevAFg90vbIs1C2E3pGPmbdffPFFtmzZYsGIhCg8ScDEAztz5gy9evVCr9cD8OqTYbw9sAobZ7SkTf2cgbEzN92g9Sdx6PVGS4UqRJGLSdKz7JBpoWgNMCr4/pcIStLp+PbCefN2z4huaNVSL/tOmlRoRKvA5gBkZWXRs2dPLly4YOGohLg7ScDEA8nIyKB79+7mGY8PNfZl4kvVAfBwteWvL5rwXI9g8/nbzuioMuYiCdf0lghXiCI3a9MNsqcytXD3wF5z/wlT30MHyF5uuqpnJDW8qj54gOVAz/CuVHE3jbuLj4+ne/fupKenWzgqIe5MEjDxQN588032798PQERlJ358vz6aXOUmbLRqprwZzWev1SB7PeKLV41EjrnI7phMS4QsRJHR6RW+35Iz+P7j8Htf9zHb9qtXWZdyBQC1Sk3PiK6oVFK6pTA0ag2Daj6Nl71p7N3u3bt58cUXLRyVEHcmCZi4b4sXLzav8Whvq2b+xIa4u+SfBq5SqXj5iTAWftoYF0dT60B6FrT4OJ6ft6eWaMxCFKXFe9NIuG7qUq9oa0ctl/sfLP/U4QPmxy0rNiPA6cGq6Jc3zjZODIkehK3GFoC5c+cyd+5cC0clxO1JAibuy4ULFxg0aJB5+5NXalA97M6V7js18WPDjBYEV3AEwKjA4LlJvP3HlWKNVYjiMn1jTuvXsEr5K9kX1ncXzhOTYRpH5mTjyMMhDz1wbOVRRecAnox83Lw9dOhQjh49eodnCGE5koCJe2YwGOjfvz/JyaZZjd1bB+QZ53Un1UJd2TSzJc1q5UzT/2rNdTp/FY/RKIPzhfU4cimLjSdM3eg2KhWvBFa6r+vojUbeOXXCvP1ISGccbRyLJMbyqIF/XZoEmIrgpqWl8cQTT8h4MFEqSQIm7tmHH37I+vXrAajk58DUd2rf01gVHw87lk1uylMP53xg/Xssk6ixl0hJkyRMWIcZG3NKT3T28katvr+305eOHSXt5pePCk4BNK3QqEjiK88er9LD3IV74MABXn/9dQtHJER+koCJe7J582bGjx8PgFoN34+vh6eb7T1fx85Ww4zRdfjf0Gpk527nkg2EjYrlQKxUzhelW2qmkZ+25Yxf/Dg84r6uE5uRwQ9xF83bj0V0Q6PWPHB85Z2txpZBNZ7CRm0akzpt2jQWL15s4aiEyEsSMFFoV65coW/fvhhuFokcPSiK5rW97vt6KpWKN56KYP6HDXG0N33opGYqNP4wjj/3yOB8UXrN35XGtQxT7YlwBwdCHO6vy7DPof1kt/nW8qlJpOf9JXIivwAnf3pFdDdvDxo0iNjYWMsFJMQtJAEThaIoCs899xznzp0DoEVtL94ZeP9T7nPr1iqAdd+1INDXHgCDEfrOTGL8EhmcL0ofRVGYkavy/TtBwfd1nTXJSey4dg0ArUpDj/BHiyI8kUvTCo2o5VMTgOTkZAYMGCBjTUWpIQmYKJSZM2fyxx9/AODhYsOc8fXy1Pt6ULWquLFpVisaVHM37/to+XV6fpsgb5iiVNkVo+O/81kAOKrVPBVQ8b6u88yRQ+bHbSu3xtvh/luTRcFUKhV9o57A3c4NgDVr1jB58mQLRyWEiSRg4q6OHDnCK6+8Yt7+blQdKvk5FPl9ArztWfVNcx5vn/OB9s/BDGq9H8eNDEnCROkwfUNO6YnHfPzu6xqfxpwhXmca6+hq68pDQW2LJDaRn5ONI09X62veHjVqFKdPn7ZgREKYSAIm7shoNPLcc8+Zp3E/3zOYbq0Ciu1+DvYafny/HqMHR5r3nUjQEzYqlhPxMjhfWFZyqoHfdqeZtyfex+D7DIOe98/kJABdwx7GXmtfJPGJglXxCKdlxWaAqTTFc889h5K9fpQQFiIJmLijmTNnsnnzZgDCKzkxaViNYr+nSqVizLNR/Ph+PextTb+iV9MV6kyIY/lBqecjLOenbalkZJk+uKOdnfG1vfcZwIOOHCbz5od/kEslGvrXK9IYRcG6hj2Mh50HAGvXrmXmzJkWjkiUd5KAiduKi4vj7bffNm9//VYtHOxLbor8Ex0CWfVtM/w87QDQG6H7t4l8vOJqicUgRDZFUZiRq/L9+JCwe77GibRU/kxMMG8/VqU7apW8DZcEe609faNyquSPGDGCCxcuWDAiUd7JX764rddee42UlBQA+neuRJv6PiUeQ8Pqnmye3YroiJxljsYuvkr/mYklHoso3/49lsmJBD0AblotXbzv/e+hz8H9ZHd8NfCrR6hbcNEFKO6qqlckjQMaAHD9+nVeeOEF6YoUFiMJmCjQ8uXLmTdvHgBebrZMGl7dYrFU8nPg32kteLRlzuLEv+9Jp94Hl8jQyeB8UTJyV75/2v/ex0H+lZjAwVRTfTtbtS3dwrsUWWyi8HqGd8XV1rRo+t9//80vv/xi4YhEeSUJmMgnLS2NF1980bz90bDqeLvbWTAicHbUsuDDhozoH27ed+hiFqGjLhKTpLdgZKI8uJiiZ8k+0/hDNffe/Wg0Ghly9LB5+6GgtubSCKJkOdo40jvyMfP28OHDiY+Pt2BEorySBEzk895773H27FkAWtX1zrNmoyWp1SomvlSdGaPrYKM11SBLTjVSc/xF1h6Vwfmi+MzZkorhZmNrY1c3nLXae3r++LOnSdabvih42nvQtnLrIo5Q3ItaPjWp61sLMBVolbUihSVIAiby2L9/P5999hkAtjZqprwVfU8LbZeEp7tUZvmUZnjdXINSZ4AukxP5+t9rFo5MlEV6g8LsTTmD7z+8x9IT1/R6PjsXY97uEf4othqbIotP3J/Hq/TAUWtaQuqXX34xz/YWoqRIAibMDAYDQ4YMMa/1+M6AKkQGuVg4qoI1r+3FplktqRpiik8B3vgthSE/Jlk2MFHm/HMgndgU09+Er40tjd3c7+n5/Q8dQH9zoHe4exi1faKLOkRxH1xsXXg0tLN5e/jw4eb3PiFKgiRgwmzatGls374dgMggZ954Kvwuz7Cs0IpOrJ/egoca+5r3/bA1lWaTLqHTy+B8UTSm5yo98ULFwHt67v7r11mRbPpSoEJFr4hupa5FuTxrVrExFZ1NEyr27NnDnDlzLByRKE8kAROAqebXyJEjzdvfvF0LO9uSq/l1v9ycbVj4SSNeeiLUvG93TBYRoy5yKUUG54sHcyohi9VHMgDQqlS8fY8Lb/c9dMD8uGmFRgS63N+6kaJ4qFVqekX0MG+/++675tI7QhQ3ScAEABMmTOD6ddM0+4GPVKZFHW8LR1R4Wq2az1+ryZQ3o80LhMdfN1J17EW2nsqwcHTCmuUuvNrOwxOtuvBvmT9dusiJdNOyRQ5aex7J1d0lSo8IjzDq3ByQn5iYyIQJEywckSgvVIpUoSv3Tp48SdWqVdHr9Tg5aDjye3v8PK1zbbo1OxLoO3oXKdezAFCr4Ou+HgxqVjrHsonSK11nJGzURZJTTd3Z+xo2JsrJuVDPNRqN+G5az/WbY4p6hnelbeVWxRareDDJ6clM2D6JLKMerVbLgQMHiIqKsnRYooyTFjDBmDFj0N+cIv/qk+FWm3wBtGvoy4YZLQgLdALAqMDQn6/w6rxkC0cmrM0fe9LMyVeQvX2hky+A108eNydffo4+tAxsViwxiqLh6eBJ+8ptAdDr9bz22mtSIV8UO0nAyrk9e/aYK957u9vyat97X9+utIkMcmHjzJa0qpvTjTptww3afR6HXgbni0LK3f04olJQoZ+XqNMxPTZnjcGeEd3Qqu+tbpgoeR2C2uBh5w6YVgL5559/LBuQKPMkASvncg+8f2dgFVydykZ9Ii83W5Z+2YRBXXM+ODef1BE59hKXb8jgfHFn+87r2H5GB4CdSs1zFQo/eP7Jg/vJLmZQ3asq1b2qFkOEoqjZamzpEf6oeXvUqFEYjfKFTRQfScDKsTVr1rBy5UoAggIcGdIj2LIBFTFbGzXfvlOLj4fXIHvmf2yKgSqjL/HfuUzLBidKtdylJ7r6+KAu5OD7bVdT2Hg1BTDNsOsZ3rU4whPFpI5vLSq7mFb+2LdvH3/88YeFIxJlmSRg5ZSiKLzzzjvm7fFDoqyi7MS9UqlUvPJkGH9+0ghnR9PrS9MpNJsUz7wdqRaOTpRG19KNzNuZ87vxcVjhK9/3z1V2olVgc/ycfO9wtihtVCoVj4R2Mm+PGzdOirOKYiMJWDn1+++/s2vXLgBqhrvS56F7KzBpbR5u5s/671oS5O8AmAbnD/w+iXf/vGLhyERp88uOVFIzTQOwqzo6UcG+cJNSvr1wjvOZppZVZxsnOgc/VGwxiuJT1TOSULdgAI4cOcKvv/5q2YBEmSUJWDmUlZXFqFGjzNsTXqyGWl32q3PXCHdl06xWNK7hYd73+errdJkcL2M9BGBqGZ6+Iaf7cWxI6B3OzqEzGnn31Enz9iOhnXG0cSjy+ETxM7WC5dRse++998jKyrJgRKKskgSsHJo9ezYnTpwAoEVtLzo1KT/dJL6edqz4uhl9O+W0+K05mkn18XFcS5ckrLzbfCqTw5dMH7YuGg09ff0K9byhR4+QfjOJr+hcgaYVGhVbjKL4VfEIp4qHaSm2kydP8sMPP1g4IlEWSQJWzqSlpfHee++Zt//3UrVytzadvZ2G2WPr8v7zObPTzlzWEzYqliOXdBaMTFha7tavPn7+hXrO+YwMfoq/ZN7uFdEdtUreWq1d7rFg77//PpmZMnFHFC15lyhn5s6dy6VLpg+Lri39aVTD08IRWYZKpeLtgVWYN7EBDnamwfnXMxTq/y+OxXtlcH55lHDdwML/TEsHqYAPQgtXE6/3wf1kl+ys4xNNhIf119ITEOoWQjUvUzX8c+fOMWvWLAtHJMoaScDKEYPBwOeff27eHjUo0oLRlA492lTg3++aU8HbNNDaYITe05P44O8UywYmStzcLTfIujnhrZ6LK+42tnd9zqqkJHZfvwaAVq2le646UsL6PRKS0wo2ceJEdDppIRdFRxKwcuSvv/7i5EnTQOHW9bypHelu2YBKiTqR7mye3ZK6UW7mfR/8fY3HpyXI4PxywmBUmLkpp/vxg7DwQj1v0JGD5sftK7fGy6F8tiiXVZVdK1HTuzoAsbGxLFiwwMIRibJEErBy5LPPPjM/frVv4T5gyosKPg6smdqcnm0qmPf9tT+DOhPiSNNJElbWrTqcQUySqfnLy8aGNh53T6Q+OnuGhJuz49zt3OgQ1LZYYxSW0a5ya/Pjzz77TNaIFEVGErByYseOHWzatAmAqGBnOjYuPzMfC8vRXsvPH9Rn5MAq5n3H4vWEjozlVKJMQy/Lpm+4bn48OKDCHc40SdPr+d/Z0+btrmFdsNPYFUtswrLC3EIIulkdf+/evaxdu9bCEYmyQhKwciJ369crT4aXi7pf90OtVjH++ap8P74udramP4+UdIXa719i1eF0C0cnikNMkp5lhzIA0ACjgkPu+pxnjh5Cd7MlJNg1iPp+dYozRGFBKpWKtpVbmbdzv5cK8SAkASsHzp49y++//w6Ar4cdfTuW7ar3ReHJjpVY+XUzfD1MrRpZBuj6dSKfr7pm4chEUZu16QbZvUot3D2w12jveP7x1FQWJyaat3tVkbITZV1tn2g87U0FnJctW8bhw4ctHJEoC+Rdoxz46quvzIPJX+wVgr1d2VvzsTg0runJplktqRHmCoACvLswhQGzL1s2MFFkdHqF77fkDL7/OLzKHc426X0op+xEI//6BLtWLqboRGmhUWtoU6mleTv3bHIh7pckYGVcSkoKM2fOBMDBTsOQnsGWDcjKBAU4su675jzcLKci+vxdaTSceIkMGZxv9RbvTSPh+s0K9rZ21HJxueP5CxMSOJxqqhNnp7Gja1iXYo9RlA5NAhrioDWVq/nxxx+Ji4uzcETC2kkCVsZNnz6dGzdM3/D7P1wJb3cZKHyvXJxs+H1SI17LNXN0/4Uswkdf5Hyy3oKRiQc1fWNO69ewSnduyTIajbxwLKfr6aGgdrjZuRZbbKJ0sdfa06xCYwB0Oh3ffPONhSMS1k4SsDJMp9MxefJkAFQqGN5HKnTfL41GxUfDqjNtZG20GtMEhss3jFQff5ENxzMsHJ24H0cuZbHxhGl5GRuVilcCK93x/DFnTpGiNyXcXvaetM3VJSXKh1aBLczj/b777jspzCoeiCRgZdgff/xBbGwsAI+08KdKZWcLR2T9nukaxLLJTfF0tQFAp4eOXyYwdZ0Mzrc2MzbmlJ7o7OWNWn37t8OULB1fnj9n3u4Z0RUbjU2xxidKHw97d2r71AQgMTGRpUuXWjgiYc0kASvDvv/+e/PjYb2l9auotKzrzcaZLYkMMiW0CvDaghRe/DnJsoGJQkvNNPLTtpw1Pz8Oj7jj+f0PHUR/c6pkFY9wor1rFGt8ovRqEtDI/Dh7fK0Q90MSsDIqNjaW1atXAxBcwZGWdbwsHFHZEl7JmQ0zWtKuoY9535zNqbT8OA69Xgbnl3bzd6VxLcOUUIU7OBDi4Hjbc/+7fo1VV5IBUKHisYjuqFRSR6+8ivSMMJekWLFiBefPn7dwRMJaSQJWRv3000/m0hP9O1eSD4xi4O5iw5LPGvN8rpmlO87qCB99kbirMji/tFIUhRm5Kt+/ExR8x/P7Hjxgfty8YhMqOgcUV2jCCqhVahoHNABMEzNy9zQIcS8kASuDFEXhhx9+MG/363znwcXi/mm1aia/WYsvR9REc3Nwftw1I1FjL7LjdKaFoxMF2RWj47/zpqWlHNVqngqoeNtz516K5XSGaQUEB60DXUI6lkiMonRrHNAQFaa/99mzZ5u/7ApxLyQBK4N2795trtTcvLYXoRWdLBxR2fdir1AWf9YYVydTFfWMLGj9WTxzt964yzNFSZu+Ief/yWM+frc9z2A08tqJ4+btLiEdcbaViSwCPO09iPI0Fe09e/asrA8p7oskYGXQ3LlzzY+l9avkdGjky4aZLQmpaBpPZFTg+R+TGbEg2cKRiWzJqQZ+251m3p54h8H3r544RqrBAIC/ox8tKjYt9viE9WhaQQbjiwcjCVgZo9Pp+PXXXwGwt1XzWNsKFo6ofKka7MKmmS1pUTtn0sM3627Q4Yt46aYoBX7alkpGlmnwfbSzM762tgWeF5eZwcyLsebtnhFd0ahlCS+Ro6Z3dZxtTL0LCxcuJClJZkGLeyMJWBnzzz//mN8IurUKwM1ZahWVNG93O/6Z3JQBXXIqq288kUnkmEsk3zBYMLLyzWhU8lS+Hx9y+9IsTx46SHa6XMOrGtW8ooo5OmFttGotDf3rA6Yvvr/99puFIxLWRhKwMiZ392P/h2WRYEuxtVHz3ajaTHypGtkTUM9fMRAx+iL7z0v1bEv493gmJxNMs1PdtVq6ePsUeN6mK1fYcjUFAI1KQ4+IriUVorAyDfzrmh///vvvFoxEWCNJwMqQy5cv8/fffwMQ4G1HuwYFf8CIkqFSqRjRP4LfJjXEycHUfZWqU2jyURy/7069y7NFUctdeuJp/9t3zT99+KD5cetKLfBzlL8jUbBA54p425uGG/z7778kJiZaOCJhTSQBK0PmzZtHVpZpev2THSuZyyIIy3q0RQDrvmtBJT8HAAwK9J+VxNjFVywcWfkRm6Lnr/2mchJq4L2Q0ALPm3L+HLE6U/kQFxtnOgW3L6kQhRVSqVTU8Y0GTDXBFi1aZNmAhFWRBKwM+emnn8yP+8vsx1IlOsKNTbNa0qiGh3nfxyuu0+2bBBmcXwLmbE7FcPPH3NjNHUetNt85OqOR0adPmrcfDXsYB61DSYUorFRt31rmxzIOTNwLScDKiPj4eLZv3w5AjTBXqoe5WjgicSt/L3tWft2M3h1yCn+uOJRBzffiuJ4uSVhx0RsU5mzOGXz/UVjBpSeGHD1Mxs1kONC5ornauRB3UtklEC97TwDWrl0rsyFFoUkCVkYsW7bM/LhL89sXlxSWZW+nYe579Rj3XM6sulOJesJGxXI8XgbnF4e/D6QTm2Kafepna0sjN7d858SkpzMvPs683atKd9QqeXsUd6dSqah9sxvSYDBIN6QoNHmHKSOyB98DdG7qb8FIxN2oVCreHRTJzxPqY29r+hO8lqFQd0IcS/en3eXZ4l7lrnz/QsXAAs954uB+lJuP6/rWJty94DFiQhSkTq5uSJkNKQpLErAyQKfTsXLlSgC83GxpWN3jLs8QpUGv9hVZM7U5Ad52AOiN0GvaZT7856qFIys7TiZkseZoBgBalYq3KgfnO2d50mX23jDNkLRRa+ke/khJhijKgCCXSnjYmd53V69eTXKyrH4h7k4SsDJg06ZNXLt2DYCHGvvK7EcrUr+aB5tmtaJ2lZxusfeWXuXJ6YkyOL8IzMxVeLWdhydadf63vGePHDI/bl+5LZ728gVG3JvcsyH1en2eHgkhbkcSsDIgb/ejjP+yNoG+Dqyd1pxurQLM+xbuTafeB3Gk6SQJu1/pOiM/bMupt/ZxAes+TjhzmsSbpVvc7dzoENSmxOITZUtN7+rmx6tWrbJgJMJaSAJWBmQnYBqNig6NfC0cjbgfTg5a5k1swFtP5yQJR+L0hL17kTOX9RaMzHr9sSeN5FRTAhtkb0+Uk3Oe4zf0eibFnDFvdw97BFtNwWtDCnE3IW5B5t+flStXoijKXZ4hyjtJwKzcyZMnOXbsGABNanri6SYfINZKrVYx4cVqzBpTB1sb05/mlTQj0e9dZM2RdAtHZ31m5Op+HFEpKN/xAUcOknXzQzLULZh6fnVKLDZR9mjVWqq4hwOmskAHDhywcET35vfff6dmzZo4ODjg5eVF+/btSU1NpXXr1rz66qt5zu3evTsDBw4EYOTIkTRu3Djf9aKjoxk3blwJRG69JAGzctL9WPb0f7gyy6c0xdvdlExnGeCRKYl8teaahSOzHvvO69h+xlTWw06l5rkKFfMcP5p6g6WXLwOgQkWviO6oVDJ2UjyYKM8q5sfZE6OswaVLl3jyyScZNGgQR44cYd26dfTs2bNQrXj9+vVj+/btnDp1yrzv0KFDHDhwgH79+hVn2FZPEjArJwlY2dSslhebZrWkWqgLAArw9h8pDJp72bKBWYnpuVq/uvr4oL5l8H3vg/vNjxsHNKCyq6wcIR5cVc9I82NrS8D0ej09e/YkODiYmjVrMnToUJydne/63Bo1ahAdHc0vv/xi3vfzzz/ToEEDqlSpcodnCknArNiNGzdYv349AJX9Hcwf1qJsCKngxPrpLeiUK7H+ZXsaTT68hE4vg/Nv51q6kXk7cw2+v6Xy/W/xcRxNM9Vbs9fY8Who5xKNT5Rdvo4+5nIUGzZsID3dskMHLl++zN9//81XX33F9evXb3terVq1aNeuHTVr1uTxxx9nxowZXLlS+LVq+/Xrx88//wyAoij8+uuv0vpVCJKAWbE1a9ag05m6WTo39ZMulDLI1cmGPz9uxLDeOYVB/zufRdioi1xMkcH5BfllRyqpmaauk6qOTlSwtzcfMxqNvHTsiHm7Y3B7XO1k2S5RNFQqFVVvdkNmZmaycePGErt3VlYWu3bt4ptvvuGpp54iIiICHx8fHnnkET7++GMuX75967lGo2HVqlUsW7aMatWqMWXKFCIjIzlz5gxqtTpfV2TWzZnD2fr27cvx48fZs2cPW7Zs4fz58/Tp06dYXmdZkn9FWmE1cv9xd2gssx/LKo1Gxaev1iQq2IVXPt2P3qCQeN1I1bEX+Xu4L83D7e9+kXJCUZQ8le/HhuStaD/y1EmuGkzLEnk7eNG6UssSjU+UfVFekWy5ZFqXd+XKlTz00EPFcp8LFy6wbds287/du3eTkZGBjY0NderU4eGHH6Zx48Y0btyY4ODgu35BV6lUNGvWjGbNmjF27FiCgoJYuHAhPj4+XLp0yXyewWDg4MGDtGmTU7IlMDCQli1b8vPPP5Oenk779u3x85MhMXcjCZgV27p1q/lx4xqeFoxElIRnuwcTFujEk+/u5Mr1LDL10OGLBCb39uC5ltL9DLD5VCaHL5m+nbtoNPT0zfkQSNbpmHLhnHm7Z3hXbNTyFiiKVqRHBCpUKChFNg4sLS2N3bt3m5Ot7du3ExsbC0BQUBCNGzemV69eNG7cmNq1a2Nvf29fyrZv386aNWt46KGH8PX1Zfv27SQmJlK1alWcnJx4/fXX+fvvvwkLC+OLL74gJSUl3zX69evH+PHj0el0fPHFF0Xxsss8efexUjqdjt27dwMQFuiEj4edhSMSJaFNfR82zGxJzze3ceJcKooCw+ZdYf+FLKb0lSQ8d+tXH7+8a6L2O3wQw83HUR5V8hTOFKKoONk4EuhSkfPXL3Dw4EFSUlJwd3cv9PMVReHEiRPmRGvbtm3s27cPg8GAo6MjDRs2pH///jRu3JhGjRoREBBw94vehaurKxs2bODLL7/k2rVrBAUF8dlnn9G5c2eysrLYt28fTz/9NFqtltdeey1P61e2xx9/nGHDhqHRaOjevfsDx1QeqBSpFmeVdu7cScOGDQHo2ymQOePqWTgiUZKuXNPR592drNudM66jcagtq1/1Rastn0M7E64bCHs3liwDqIC45i1xtzGV8th97SpNd+8EQK1SM7LBCAKcZdF6UTx+O76Q9Rc2AbB8+XI6dux423NTUlLYsWNHntat7LUko6KizN2IjRs3pnr16mi10m5SVsj/SSuVu/tRFt8ufzxcbVn6ZRNe/ewAMxedBWDbaR1Vxlxk20h/fF3L35/23C03yLrZxFXPxdWcfAH0PZRTFLN5xSaSfIliFeIWbE7AtmzZYk7A9Ho9hw4dyjN26+jRowB4eHjQuHFjhg8fTuPGjWnYsCEeHvLeXpaVv3fpMmLbtm3mx41rStdTeWSjVfP1W9FEBTvz1uSDGI1w8aqRyDEXWf26H/WCyk+3tMGoMHNTTvfjB2Hh5sezYmM5m5EBgKPWkS4hnUo8PlG+hLoFmx9v2bKFkydPMmTIEHbs2EFqaioajYbo6GjatGljriQfEREhM9nLGUnArFR2C5iDnYYaYTKNvrxSqVQM6x1GRGVn+o/exfU0PelZ0OLjeGY87UW/Rk6WDrFErDqcQUySqfnLy8aGNh6mLyV6o5E3Tx4zn9cltCNONo4WiVGUH572HrjbuZGSeZVt27ah0+kIDAykc+fONGrUiHr16uHkVD7+NsXtWWywyLp161CpVAXOpsj2/fffF3rw4r2ca+3i4uI4e/YsAPWqumNTTsf8iBydmvixYUYLggJMyYVRgcFzk3j7j8IXU7Rm0zfkFJkcHFDB/Hj48aOkGk1FawOc/GleoUmJxybKp2BX0/qjN26YWmZ/+OEH3nzzTVq2bCnJlwAsmIA1bdqUS5cu4ebmViTX6927N8ePHy+Sa5V227dvNz9uVEPGCAiTaqGubJ7Vkma1crqkv1pznc5fxWM0lt3K+TFJepYdMnUxaoBRwSEAXMzIYM6li+bzekV0Q6PWWCJEUQ4F5VreaseOHRaMRJRWFkvAbG1t8ff3L7I+bwcHB3x9y0cx0twD8BvJAHyRi4+HHcsmN+Wph3Pe/P89lknVsZdISSubSdisTTfInsvdwt0De41pZMWThw6Q/YqjvasT6Snr0omSE+Ra2fx4586dFoxElFZFloC1bt2aYcOG8eqrr+Lh4YGfnx/Tp08nNTWVZ555BhcXF8LCwli2bBlQcBfk999/T+XKlXF0dKRHjx4kJSXluce+ffto06YNLi4uuLq6Uq9ePXbt2mV+bu4uyOzKv7f+yxYbG0vv3r3x8PDAy8uLbt26mbv1SrvcA/AbSgFWcQs7Ww0zRtfhf0Orkf0rH5NsIHxULAdjdZYNrojp9Arfb8kZfP9xuCnJWn8lmW3XrgKgVWnoEd7VIvGJ8quSSyAqTH+A0gImClKkg/Dnzp3LW2+9xY4dO5g/fz4vvvgiixYtokePHrz77rt88cUXPPXUU5w7dy7fc7dv386gQYOYOHEiPXv2ZPny5YwbNy7POf369aNOnTpMnToVjUbD3r17sbGxKTCWnTt3Yri55IjBYKBXr17mc9PS0mjTpg0tWrRgw4YNaLVaPvjgAzp16sT+/fuxtbUt8JqlgV6vN3+bCvJ3IMBblqER+alUKt54KoKIys4MHL+btAwDNzIVGn0Yx4+DvOhZt2yMQVm8N42E66Z2roq2dtRyMa0IMODwQfM5bSq1xMfR2yLxlVd1n2xAaPMIPCp7os/UE3f4IlunbyTlQt4xiR6VPWnyXAsqRAeiUqtIPpvEiglLuZFQ8MLRUR2r0e6t/LNYp3X6CsPNGiRV2kXR+NkW2NjbcGTZQbZM32A+z8XPla4fP8aCF38mK614v4w4aO3xdfQhPi2B/fv3o9frpYaXyKNIfxtq1arF6NGjARg5ciQfffQR3t7ePPfccwCMHTuWqVOnsn///nzP/eqrr+jYsSPvvPMOAFWqVGHLli0sX77cfM65c+d48803iYqKAiAiIuK2sfj4+Jgfv/LKK1y6dMmcuMybNw+1Ws3MmTPNrWJz5szB3d2ddevWFdvaXUXh6NGjpKWlAdBAuh/FXXRrFcC/05rz2FvbuZCQgcEIfWcm8U4nHeO7Wv/vz/SNOa1fwyuZuny+OBfDpZuL1LvautAxuL1FYivPKkRX4uCSvSQcjUelUdF4cHO6fvwYvwz6Hn2GaRF51wA3en7Vm8PLDrJj7hZ0qTo8Knti0N15kfnMG5n8MnBOnn3ZyZe9qz1tRjzEmo+Xc+3SVbr8rwex+84Ts/0MAK1ebcfWGRuLPfnKVsHJn/i0BHQ6HWfOnLnjZ5Yof4p0DFh0dLT5sUajwcvLi5o1a5r3ZS/OmZCQkO+5R44coUmTvDOUbt1+/fXXefbZZ2nfvj0fffQRp06dumtM06dPZ9asWSxevNiclO3evZuTJ0/i4uKCs7Mzzs7OeHp6kpGRcddrpqSk8OabbzJp0iQWLlzIoUOHyLhZY6gkHD582Py4ZriUnxB3VzvSnU2zWlG/qrt530fLr9NzaoJVD84/cimLjScyAbBVqRgeWIkMg55xp3P+hruGPYy9VlqJS9rSkX9ydMVhkmOSSDp9mTUfr8DFzxWfiJy1ORsPbkbM9jNsnb6RyycTuXbpKjHbz5Cekn6XqyukXUnL8y+ba4A7utRMTq47TsKxeGL3nsczyAuAiLZRGLMMnN50sjhecoH8nXJeb+73biGgiFvAbu0OVKlUefZltzYV9KZfmBWRxo8fT9++ffn7779ZtmwZ48aNY968efTo0aPA89etW8ewYcP49ddfqVWrlnm/0WikXr16/Pzzz/mek7vlrCAZGRls27aN/fv3c+3aNfPrCgoKokqVKnn+RUZGUqlSJTSaopt5deTIEfPjqGBZgFkUToC3Pau/bc6zH+zh9zWmmYH/HMig1vtxbH3HH2d76ytlMmNjTjdVJy9v1Go1zx46RKZien+p7FKJhv71LRWeyMXOyVQUOPP6zS+rKghqFMp/83fy6Ec98Q735XrcVXb/uoMzm+/8JdjGwZanf3kWlVrF5VOJbJ+zmcsnEwG4GnsFrZ0W73AfrsdfxzfSjyPLD2LnYk+jgU1ZNGJBsb7OW+VOwA4dOkS3bt1K9P6idCs1HdLVqlXLM7gcyLcNmJOb1157jSeffJI5c+YUmICdPHmSxx57jHfffZeePXvmOVa3bl3mz5+Pr68vrq731ork7+/Pxo0bURSFxMREjh8/nuffv//+y/Tp09Hd7AKxs7MjPDw8X3JWpUoVfHx87nkWaO4ELFISMHEPHOw1/DShPlHBx/hglqk46YkEPWGjYtn0lh8RfqV37OOtbmQY+Wlbqnn7k/AITqWl8XtCvHlfryrdUKusL7Esi5q92IqLBy6QfNY0scrR3RFbR1vq9mnI9jmb2TpjI5UbBNN5fFcWjfiNi/svFHidK+eusObjFSSdTsTWyY7onnXo+VUf5g/5kauxKWTeyGT1pBW0f7szWjstx1Yd4fyuGNq+8RD7F/2Hi78bD0/ojlqrZucPWzm14USxvm5/p5wlr6QFTNyq1CRgw4cPp2nTpnz88cd0796dlStX5hn/lZ6ezptvvkmvXr0ICQnhwoUL7Ny5k8ceeyzftdLT03n00UepXbs2Q4YMIS4uznzM39+ffv368cknn9CtWzfef/99AgMDOXfuHH/++SdvvvkmgYGBd41XpVLh6+uLr68vzZs3z3PMYDBw7ty5fMnZ/PnziYmJMbf2ubm5FZiYRURE4OJScHKVnYBpNSrCA8vGQGpRclQqFWOejSIyyJlnP/iPTJ2Rq+kKdSbE8fsLPnSq4WDpEAtl/q40rmWY/o4iHBwJdnCkwc5tZLej1/erQ6hbiOUCFGYth7fFK9SbP1+Zn7NTbfrieWbLKfb9sQeAy6cS8a9egeqPRt82AYs/con4I5fM25cOxtJ7Wn+iu9dh4zf/mq65+SRnNud0M1aoFYhniDcbpqyl/w+DWPm/f0hLTqXXN325uP9CIbo875+vow8qVCgokoCJfEpNAta4cWNmzpzJuHHjGD9+PO3bt2f06NFMmDABMI0pS0pK4umnnyY+Ph5vb2969uzJe++9l+9a8fHxHD16lKNHj1KhQoU8xxRFwdHRkQ0bNvD222/Ts2dPrl+/TsWKFWnXrt09t4gVRKPREBISQkhIiHkR1mzZ48xyJ2bHjh1j5cqVJCYmms8LCAjIk5Q1aNCA5s2bc+yYqeUivJKTVMAX9+2JDoEEV3Ck11s7iE/ORG+E7t8m8n43N97qWDTFkYuLoih5uh/fCQpm6eUE9t+sOG6rtqVb2COWCk/k0uLlNgQ3CWPha/NJvZwzYSLjajoGvYHkmLylhq6cSyagRoVbL3N7CsQfi8ct0L3Aw2obDa1eaceqD5fhVtEdlUZtTu5SLlzBr2oAZ7eevufXVVg2ai0+jt4kpCVy5MgRDAZDkQ5JEdatyBKwdevW5dtXUF2t3GO9bh33NWjQIAYNGpRn34gRIwBT4dZff/31tvcfOHAgAwcOBEw1wO42pszf35+5c+fe8ZziYG9vT/Xq1alevXq+Y1euXOHEiRN5krNdu3bxyy+/oNfr2bZtG5mZpkHHMv5LPKiG1T3ZNKslj721nf0nTOMZxy6+yv7zOn569s5jIS1p51kde89nAeCoVtPXz5+Km3NKDXQIaouHvbuFohPZWgxrS2jzcBa9voDrcdfyHDPqjSQci8ejUt6ZuO6BHlyPL7gExe14h/mQfOZygcca9G/EuR1nuHwiAe9wH9SanC+tGq0albr4F7/2d/QjIS2RjIwMYmJiCA0NLfZ7CutQalrABHh4eNCwYUMaNmyYZ7+iKGRmZrJ+/XrzvohKziUdniiDKvs78u+0FgwYv5ulG01d9b/vSefoB5fY9JYf9ralr5U1d+mJXr5+TDh7hmS9qXSBh50H7Sq3tlBkIlvL4W2p0i6Kf8YsIStNh6OHaY3SzFSduczEf/N30XFMFy7ujyV273kqNwgmuEkoi17PGSjf7u1OpF6+wbZZmwBo8FRj4o5c4mpsCraOtkT3qIN3uA8bJq/NF4NnkBfhrSOZ//yPgGn8mKIoVO1cg7TkVNwre5JwLD7f84qav5Mf+y+b6tIdPnxYEjBhJgmYFVCpVNjb23PyZM64htBiHv+lcqmGpkIPVE5hqGw9yTr2IcqVnDUobRsvKvB5+pjvMV4q+Jjapy3asOH59uu2Pw6KqUVD7dUSTeWnQWOHMWE1hnO5WintfLGJGkfWwTfAUHzjNsobZ0ctCz5syJhph/nsJ9Pv2MGLWYSNusjWkf5U9iw9bxPJqQZ+320qO6ACRgWFUGNHztJcPcIfwVZTcHFmUXJqdqsNQI8vnsizf83Hyzm6wjQW6szmk6z/cjV1n2xIi5fbkHI+meXj/+LSwZz1O118XfL0Ztg629Hm9Q44ejiSmarj8skEFr62gIRjcdyq9evt2TR1nbnumEGnZ83Hy2k1vB0aGw0bpqzN0y1aXAJuKUXxyCPSPS5MSs87q7ir3DXKQis6Fu/NNPYoqWcwJKzBJvKdfId1uwfm2Va710UT+jLG5K35zs1N0aeSte+lW3aaki+0LmjCXsJwajJKRjzaqNEYrx1ESdltOhzyPPpzP0ryVQw0GhUTX6pOVLALQz/aS5ZeISnVSI1xF1n8sg9tIkvH4Pwft6WSkWX6QI52dubVk8fJuvkBHeYWSh3fWnd6uigh37T7vFDnHVl+iCPLD932+KIRv+XZ3jx1PZunrr/N2XnlGfR/U8y2M/ywbWahnl9UvB1yVmEoaBUYUX6Vvv4FcVt5E7DibQFTUvZguPALypX8pUAAyErJ80/t0Qjl2kHILEST/i3Pzaay8wd9GsakzSipJzFeO4jKwbSotNqrJRj1t49HFImnu1Rm+ZRmeLmZSlLoDPDwV4l88++1uzyz+BmNCjNydT8ODKjIsiTT2B8VKnpV6XbPZV2EKG65xyOeP3/ecoGIUkcSMCuSnYDZ2qip6FM6WiQAsHFD5V4PY8Lqu5+rscemznRs6sxEGzkKlWNOqQAl4yKo7Uz7NM6oncJR0s6CxhlNpSfRn51RfK9BmDWv7cWmWS2JCjaNM1SAEb+lMOTHpDs/sZj9ezyTkwmm7iR3rZapF3I+zJpUaEQll7uXjxGipLnaupjr0V24UHB5DVE+SQJmJRRF4fRp03Tp4ABHNJrS801f7d0WjOl3735Mv4Dh1GT0xyaiP/k5GLPQVv8I7ANMJxhS0Z/6Ck34q9jU/ATj5XUoV/eiCRqIIe5vVHa+aGt+jjb6K1SeTe54L/FgQis6sWFGSzo08jXv+2FrKs0mXUKnt8zyRTM25MyOi3Z25ni6aSyYvcaeR0PzL9AsRGmgVqlxtTXNWpcWMJGbJGBW4sqVK6Snm8Y+VQ4oRa1fgMa3HcbLG3LGct2GcuM4xsvrUdLOolw/jP7EJygZF9H4dck558p29PtfIWvvixguzEPlWgOVYxDGhJVoI97AcHYW+uOT0Ia+DNrSXa/K2rk527Do00YMfTynlXJ3TBYRoy9yKeXOCyYXtdgUPX/tN/3+q4A913OSsc4hHXCxlbIsovTysHMHIDExsUTXDhalmyRgVuLy5Zw6N74edhaMJC+VSzVUDoEYE1bdx7MVlBsnUDkE3ObiWrTBz2M4PRWVfQCo1CjXD0HGRZSMi6icqzxQ7OLutFo1X7wezeQ3o82trvHXjFQde5Gtp0rug2TO5lQMNxveHNVqbhgMAPg4eNMqsPkdnimE5bnnGgcWGxtruUBEqSIJmJXInYBlD5AuDdS+7THeOGkaq3UfVE4hKLorBR7TVHwCY8oelLTTgBpUuSpIq7Qg6/yVmOd7hrDk88a4OZsmTmfood3nCczefG9FM++H3qAwZ3PO4PtUY04X6GMR3dCqZTK3KN2yW8BAxoGJHPIJZiVyJ2De7iWQgKntUTmGmAfJq+x8TY9tc6ZUo3FA7dn0tq1fmrBX0FTqn3PJir1RudUGOz9UjiFoQl9G5RiCMX5FvueqHCqh9mqO4cIvACjpsaAoqH3ao3Kvh8qhIsqN4l1IV+TVvqEvG2a0NM/ANSow9OcrvDovuVjv+/eBdGJTDPn2V/OMorpX1WK9txBFwd0uZ7iEjAMT2eSro5XIvU6kl1vxd0GqnMOxqfaBeVsbPBgAQ+JaDKcmA6D2agGoMCZtLPgadj4o5BRRVGmd0IQOBRsPMKSipJ5Bf3gUSmr+REoTOhR9zGwwmpZeQtGhPzUZbcgQUNlgODMdsor3g1/kFxXswqZZLXny3Z2s32P6UjBtww0OXNSxYrgv2mJYn3T6hvzFMtUqNT0jukrZCWEVcpeikBYwkU0SMCtR0i1gyrWD6LZ1v+M5xoSVGBNW3va4/vDoPNuGmNkYYmYX6v76QyPzx5Syi6z/dhXq+aL4eLnZsvTLJrzy6X5mL4kBYPNJHVFjL7HtXT+8nYvubeVkQhZrjuYfa9ayYjP8c1UYF6I0c8vVAnbx4sU7nCnKE+mCtBKldQyYKJ9sbdR8+04tJg2vTnYj1IUUA1VGX2LveV2R3WfmxvytX042jjwc8lCR3UOI4uaozZm5fvXqVQtGIkoTScCsRO4EzMdDEjBheSqVilefDOePjxvh7GiaIJGmU2j6URzzdqY+8PXTdUZ+2Jb/Oo+EdsbRppiX4hKiCNlr7c2PJQET2SQBsxJ5W8BKTxkKIbo092f9dy0J8jd9yzcqMHBOEu8uLHh2a2H9sSeN5NS8RV8rOgfQrELjB7quECXNQRIwUQBJwKxE7gTM09XGgpEIkV+NcFc2zWpF4xoe5n2fr7rOI1PiMRrvr3L+jAK6Hx+L6G5e1kUIa2GrtjX/3koCJrLJO5mVyJ4F6eFiUywzzYR4UL6edqz4uhlPdsxZk3H1kUyqj4/jWvq9JWH7zuvYfibvWLJaPjWp4hFeJLEKUZJUKhX2GlMrmCRgIpt8kluJ7BYwr5KoASbEfbK30zBnXF3efz6nPteZy3rCRsVy5FLhB+dPv6X1S6vW0iP80SKLU4iSlt0NKQmYyCYJmBXIysoy/9HKDEhR2qlUKt4eWIV5ExvgYGcanH89Q6H+/+JYvPfug/OvpRvzDeJvW6kV3g5exRKvECUhdwKmKMpdzhblgSRgViAzM9P82NFec4czhSg9erSpwNppzangbfrgMRih9/QkPvg75Y7P+2VHKqmZOR9QrraudAxqV5yhClHs7G+WotDr9aSnp1s4GlEaSAJmBXIPYlarpfK3sB51o9zZNKsldaNyClF+8Pc1Hp+WUODgfEVR+G593vUlu4d1wU4rM3+FdZOZkOJWkoBZAYMhZx08jSRgwspU9HVgzdTm9GgTYN731/4M6kyII02XNwnbfCqTI3F683aQa2Xq+9ctsViFKC426pzZ67l7NUT5JQmYFZAWMGHtHO21/PJBA94ZWMW871i8ntB3YzmVmGXeN2Vt3tavXlJ2QpQRudctlTFgAiQBswrSAibKArVaxXvPV2XOuLrY2pjeelLSFGq/f4lVh9NJuG7gr305Y2Ma+tcjxC3IUuEKUaTU5Lx3329tPFG2yGLcViBvC5gFAxGiCPTtVInQik48/vYOEq5kkmWAR79OpHqAFuPNhgFbjS1dw7pYNlAhipQkYCIv+Ti3ArlbwNQqaQET1q9xTU82zWpJjTBX875Dl3LGfnUMaoe7nVtBTxXCKkkXpLiVJGBWIPe3JemCFGVFUIAjP7xXDyf7vG9DWpWGJhUaWSgqIYqHSlrAxC0kAbMCeVrA5P+YKAP+2nCJWk+uoW7/f0nNyPthpFcMfLrrK06mnLZQdEIUvdydF5KACZAxYFZBWsBEWaDTGXlvxhFmLo4h5XrWHc9NzrjCV3u+pWNwOzoHP4RGLQWIhXXL3QImXZACJAGzCnlbwCQBE9blxPkbjPj8AKt3JGIwFuKDR6UGxYiCwvKzqzmSfJyB1frh4+hd/MEKUUxUucqpSAuYAOmCtArSAias0e9rYqnRezU1nljDim0Jt02+bDWVcLVvb9726foWTlEtzdsx187x4c7P2Hpxu7QciDJBfo8FSAJmFeSPVViLtAw9b351AJ/2f9Nv9C5OnLvz4ttOtvUJ8ZmFjcbfvE+lUlH55R8IeOoz0Jga6XUGHT8fXcCsgz+QmpVWrK9BiOKQZdCZHzs6OlowElFaSBekFXB2djY/vp6mv8OZQljG0bPXee3z/azbfZlbe1fsnWyJbh7G/k2nyEjN+RDycOxOgNubqFRaVOSM8VKMpi5390aP4Vy1JTFf9UEXfwqAvYn7OXsthqeqPkmkZ0TxvzAhikhmrgTMycnJgpGI0kISMCvg5pZTD+nqjTsPXhaiJP30zzn+N/sYp2Pzt0r5BXnQons0/sFefPfOErIys788qPF3fQVPp97m2kgqVa63ImPOmEetqw9hY9YQv+hDkldPBxRSMq/y9d7vaFe5FV1CO2OjlrcxUfplGnLWf8z9pVqUX/LOZQWcnZ1Rq9UYjUaupUoCJizrRpqeUd8c5qdl57iRbshzTKWC6k1CaNEjmip1K7F79TG+eX2huRtdrXIk0ON/uNg3veWqOW9FitHArfy6j8S17qOc+7o/xrQUFBRWn1vH0eTjDKzeH38nvyJ/nUIUpUzpghS3kATMCqhUKlxdXUlJSeHqDemCFJax/+RVRnxxgE3/JXHreHpHFzsada5G82418QowtdgumrqRdb/tNZ9jowmgsufn2NuE5rt27hawghIwAIfKNYiYuIvYWS9y48AqAC7cuMiknZ/TM7wbzSs2yVNtXIjSRHczAXNwcECjkbIqQhIwq+Hm5kZKSoq0gIkSZTQa+f6vc3z0/XFi4tLzHQ8I9aJl92jqtY/E1t7G/Jxpby3h+J7z5vMcbaOp5PExWo1Hgfe5XRfkrdRaLZWen8HV3Uu59OPrKHodWUY984//waGkI/Sr+gQuti73+WqFKD7ZXZAy/ktkkwTMSri7uxMTEyMtYKJEXLuh450ph/h1ZSxpGbd0M6pVRDcPpUWPWoRFV8jT6pR2I4NPh8wjOe66eZ+bw8NUcB+JWmV72/up7tIFeSu3eo/gFNmcc5P7kHnxKAAHkw4zcfun9K/Wh+peVQv9WoUoCdktYDL+S2STBMxKZA/E12UZycg0YG8nTdii6O06coU3vzzI1gPJ3Fr9xMnVnsZdqtO8a008/PK3Ml06ncSXw34jMz2nldbXZSjezk/ftWuwsC1guWmd3Ql9dzmJ/3zJ5WVfgaJwPesGU/fNpFVgc7qFPYKtxqZQ1xKiuGWPAZMWMJFNEjArkWcmZGqWJGCiyBiNRqb9cZZPfzpBbEJGvuOB4T606BFNnbZVsLUr+C1j34aTzH1/Ocabg8NUKnsC3d/D1aF1IaO4txaw3HwefhWX2p05N7kvhhtJAKy/sInjV04ysHo/KjpXuKfrCVHUjIoRnVFawERekoBZibylKPT4eVowGFEmJF/V8dbkg/y2JpaMzLzFu9QaNbVahtGiRzQh1QPu2IL1z5xtrPxxp3lbq/ahstdnONhEFjoWtSpXS9U9JmAA9hUiCZ+4k4vfD+f6nqUAXEqN45OdX9It/BFaBTZHrZK608Iy0vU5X2xcXV0tGIkoTSQBsxK5E7BrUgtMPIAt+5J4e8pBdh5OydfN6OzhQNNHatDs0Rq4ed/5m7rRaGTW2H84tOWMeZ+9TVUqe36Cjcbn3oIqxCzIu1Gr1QQO+prr9bsTO+cllKxM9IqBP04s5tDlI/Sv1gd3O7e7X0iIInYt85r5cUBAgAUjEaWJJGBWQoqxigdhNBqZPP80X/5ykkuXM/MdrxzlR8se0dRuFYHW9u7d2xlpOj5/cT4J51PM+1zt21PRfQxqtf09x5d7EP79tIDl5hLdnvCJuzg/pR8Z5/YDcPTKcT7c8Sl9o56glk/NB7q+EPfqqk4SMJGfJGBWIk8LWKrMhBSFk5CcwZtfHWLhvxfJzMrbzajRqqnTOoIWPaIJqup/myvkl3j+Cp8NXZBnWSEf58H4uDyL6j67+dTkdEHebwtYbloHF0LeWkLSqmkkLPkYFCOpWWnMOPA9zSo0pmdEV+w0dg98HyEKQ1rAREEkAbMSXl5e5sfxyflbMITIbf2eRN6efIi9x65y61Lurl5ONOtag6ZdauDieW8VuQ9vO8PMMf9gNJiSORW2VHQfjZtjxwcL+AHHgN2OV4cXcI7uyLnJvdFfTQBg88VtnEg5xcBq/ajsWqnI7iXE7UgLmCiIJGBWIjg42Pz47MX86+4JYTQa+eTHk3w9/xQJV3T5jodUD6BFj2iiW4Shtbn3WbSrf9nF0plbzdtatSeVPD/B0bbGA8UNoC6CMWC3Y+cXQtiEbcT9/BZXt/8OQEJaIp/unswjIZ1oH9RGBuiLYnVNl1MXTxIwkU0SMCsREhJifhxzSRIwkeNiYjojvjjAXxvjyNLnbe/S2mio27YKLXpEU6mK733fY+77y/hv3Unztr02gkqen2KrLXzX5Z0VTwtYNrVaTYWnPsW1XlcuzHweRZeOUTGy5PQ/HE4+xoBqT+JhX3CVfiEe1FXpghQFkATMSlSqVMm8IPfZS6mWDkeUAiu3JTDq20PsP3Et3zF3H2eadatJk4er4+zucN/30On0fPHiAi6dSTLvc7FvQUX399Goi25BYZWqaMeA3Y5ztZZU+Wg356Y8RfqZ3QCcTDnFxB2f8WRkL+r61S62e4vy65p0QYoCSAJmJWxsbKhUqRIxMTHSBVmO6fVGPpx7nKm/nSHpav5uxrBaFWnZI5oazULRaB6sW+1K/HU+fX4eqddyahh5OfXHz3UoKlXRFgK+16WIHoTa1pHgEX+QvG4O8X9+AEYD6fp0Zh/6kUNJR+hVpQcO2nufySnE7WS3gLm4uEglfGEmCZgVCQkJISYmhuRrWVxLzcLVSZZZKS/Ox6fx+ucHWLYlPl83o42dlvrtI2nRPZoKYd5Fcr/jey7w3cjFGLKyB9trCXB/Bw/HR4vk+rdSFdMg/DvxbP0MzjXbE/NlH/RXYgHYHreLUylneLp6X0LdgkskDlG2KYpiHoQvrV8iN0nArMitA/GjI6SoZFm3dOMlxkw9wuEz1/Md8/R3pXm3mjTqXA0n16Jrsdnw5z7+/GYD2dMnNWo3KnlMwsmuTpHd41bqEuqCvJWtVyXC399E3PwxpGz6CYDLGUl8uecbOgW3p2NQezRqWfZL3L9ruuvmhbhDQ0MtHI0oTSQBsyK5B+KfkQSszNLpjEyYdZQZC89y5Xr+ortV6gbSskctqjUORv2A3Yy3+vXj1WxffsS8bacNprLnZ9hqA4v0PvmVfAtYNpVKRUCfD3Ct9ygXpg3CmJmKUTHyz5mVHEk6xoDq/fB28Lr7hYQoQEJaovlxZGThl+cSZZ8kYFYkdwIm48DKnlMXbvD65wdYtSMRgyFvN6OtvQ0NHoqiRfdo/IOLfiFQvU7P5Ff/4NzRBPM+J7tGVPKYiEZd/IsHq1W25scl2QKWm1NEIyI+3M35aYNIO74FgDPXYvhox2c8XqUnDf3r3XFNTCEKEp+W8zdVpUoVC0YiShtJwKxInlIUcZKAlRUL/41l7HdHOR5zI98x7wpuNO8eTcNOVXF0Lp7K7deSU/nkuXlcv5LzO+Xp9Dj+rq+iUpXMW0TeMWCWW+lBbWtP0PBfuLL5V+LmjwGjngxDJj8e+ZVDSUfoE/kYjjZFN/tTlH25W8AkARO5SQJmRaQFrOzIyNAzfsZRZi+J4eqN/AlHVMPKtOxei6iGQajVxdfqcvbQJb4esRC9LrvVSUOA2+t4OvUqtnsWRJVnKSLjHc4sGR7NnsS5eltivnyCrMsxAOxJ2MuZq2d5ulpfIjzCLByhsBbSBSluRxIwKxIQEICtrS06nY6zF6UWmDU6HnOd1z4/wL+7LmMw5u1mtHO0oVGnajTvVhPfSsVfFHTr34dY8PlalJthqFXOVPKYiLN9o2K/d35Ftxh3UbFx9yN8/Hri/3if5H9nA3AlM4XJ/02lQ1BbHg55CK1a3kLFnSWkmxIwBwcHKlasaOFoRGki7x5WRK1WExQUxIkTJzhzMQ2jUSnW1hFRdH5dcZ4JM49y6kL+lkvfyh606B5Ng4eisHe0LeDZRe/3yevZtGi/edtWE0hlz8+wswkukfvfSq3OmUxgqTFgt+P32Fhc6j3K+W8GYEy/hoLCypg1HE0+zoDq/fBz9LF0iKKUMhgNXE43FTGuUqVKnt9zISQBszLVqlXjxIkTpGUYOHkhlSqVi3+AtLg/aRl6Rn17mB//Ps/1tLzdjCoVVGscQsse0VSpV6nEBnfr9UamvrGQU/svmvc52talkudHaNWlY1ZtaUvAAByD6xDx4S4uTB9C6uF1AJy7fp5JOz7nsYhuNK3QSAboi3wuZyRjVExd6jL+S9xKEjArU69ePRYvXgzAf0dTJAErhQ6eusrrnx9k497L3DqcycHZjkadq9K8WzTeFUo24bmRksanz88nJTFnsL+7YzcC3N7MU4fL4kphAgag1tpSeej3pOxYyKWf3wJDFjqjjl+P/cahpCP0jXocZ1v5exQ5EnLNgJTxX+JWkoBZmXr16pkf7zmaQu+Hirs+kyisOX+d5cM5JwpcLN0/2JMWPWpRv30kdg4ln+xcOJnI5OG/o8vIbolT4ec6HC+nJ0tdy01pbAHLzb1hD5yrtiTmq97o4kwLlO+/fJCzO87xVLU+VPWUD1phcvFGnPmxJGDiVpKAWZncCdje41ctGIkAuHZDx8hvDvPL8gukZeRNHFRqFTWbhtCiRy3Ca1e0WKKze81xfvpwJcrNQf9qlSOBHhNwsW9ukXjuqpQnYABaFy/CRq8mYcnHJK2cCihc013jm73TaVupFY+GPYyNDNAv9y5cv2B+XLduXQtGIkojeYewMn5+flSoUIGLFy/y37EUFEUpdS0Y5cF/R68w4suDbNmfbJ5FmM3R1Z4mD1ejWdeaePq7WibAm5ZM38zaeXvM2zYafyp7foq9TYQFo7odFaCU+haw3Hy7voVLnUc4/3U/DKlXAFh7fj3HrhxnYLX+BDj7WzhCYUnnb5jWGHVwcJAWMJGPJGBWqF69ely8eJGrN/ScupBKeCUZd1ISjEYjMxbG8MmPJzgfn57veMVwb1r0qEXdtlWwtbPsn5bRaGT6yL84uvOceZ+DTU0qe05Cqynly+oo1pOAAThUqkb4/3Zycc5LXN+3AoDYG5f4eNcXdA9/lJYVm8mXpHIoLSvdPAOydu3aaDSypqjISxIwK1SvXj3++usvAP47dlUSsGKWck3HW1MOsmBVLOmZeUfVq9UqoluE0bJnLUJqBJSKD9qMGzo+ef5Xki5dM+9zc+hEBfd3UauKp5p+0bjZAmawrgQMQK3VEvjcd1z77x8uzn0VRa8jy6jnt+MLOZx0lH5Ve+Nq62LpMEUJunCz9QugTp3iW8heWC9JwKzQrQPxH28vxf2Kw7YDSbz11SF2HL6Sr5vR2d2BJl2q06xrTdx9Sk8CHB+TzOcvLSAzLWcRb1+XF/B2HlgqksNCsaIuyFu51nkYxyrNODe5D5mxpkXNDyUdYeL2T+lftTc1vKtZOEJRUmKu5bQ+537PFiKbJGBW6NYETBQdo9HI1wvO8PnPJ7l0OSPf8UqRvrToEU2d1hHY2JauP5/9G0/x/fvLMN5cyFulsqOi+zjcHNpZOLLCMiWI1jQGrCBaJzdCRy4jcfkULv/9OSgKN7JuMG3/LFpWbEb38Eex1ZSish+iWJzNlYA1amSJ1SVEaVe6PkFEoQQEBODv709cXBx7j1+VgfhF4HJKJm98eZA//71Ipi5vN6NGq6Z2q3Ba9KhFUFW/UvmzXj53O8vn7jBva9U+VPb8BAfbqhaM6l7d/LlaeQKWzafTMFxqdebc5D4Yrl8GYEPsZo5fOcnA6v0IdJGW67IsuwXMxcWFqKgoC0cjSiNJwKxUvXr1+Pvvv0m5nsWZi2mEVnSydEhWaeN/l3l7yiH2HEnhll5GXD0dafpoDZo+WgNXz9L58zUajcwet4yDm0+b99nbRFHZ8xNsNL4WjOx+lI0WsNzsA8IJ/98OLs19lWu7lwAQlxbPJ7u+omvYw7Sp1BK1SpanKWtSMq+SkmkqE1S/fn0ZgC8KJAmYlcpOwMBUEV8SsMIzGo18/vNJJs87TXxyZr7jwdX8adGjFrVahqG1Kb1vnLoMHZ++sICEc1fM+1zt21DRfTxqtb0FI7s/KlQolK0EDEzrXFZ8ZjKuDboTO2soSlYGBsXAwpN/cTjpKE9VexJ3u9KxDJQoGmeuxpgfS/ejuB1JwKxUgwYNzI837k3isXbSnXE3cUkZjPjiAEs2XEKXlbe9S2Ojpm6bKrToEU3lSD8LRVh4ibEpfP7iAtJv5CSQ3s7P4OsyBJXVtqhkd0Hq73yalXKp0ZYqH+4iZko/MmL2AXDsygkmbv+UvlGPU9s32sIRiqJy4spJ8+PmzUtpwWNhcZKAWamWLVui0WgwGAys2ZFo6XBKtTU7Exg55RD7TlzLd8zN24lmXWvSpEt1XDwcLRDdvTuyM4aZo5Zi0JvGqqmwoYL7KNwdO1s4sgekUoECyq0LaJYhantnQt5cTNKaGSQs+hAUI2n6NGYenEuTgIb0iuiOnbY0lwoRhXH8ZgKm0Who2bKlhaMRpZUkYFbK1dWVxo0bs3nzZo6fu8G5uDQq+1tHAlES9Hojk344zre/neFyii7f8dCaFWjZI5qazUPRaEtvN+Ot1s7fw5LvNpu3NWoPKnt+gqNtTQtGVVRutoBZWSHW++HV7jlcoh8i5sve6K+a1gvcemkHJ1NOM7B6P4JcK1s4QnG/UjKvEpcWD0DDhg1xcZH6b6JgkoBZsYceeojNm00fxmt2JPJM1yALR2R5sQlpvP7FQf7eFEeWPm83o42thnrtI2nRI5qKYT4WivD+/ThxJbtXHzNv22nDqOz5GbbaAAtGVXSyx4ChKChGIyq1tXalFo6tTxBhE7YQ98s7XN22AIDE9Mt8tnsKXUI60iGorQzQt0K5ux/btm1rwUhEaScJmBXr0KED48aNA2D1joRynYAt2xzHqG8Pc+j09XzHPPxcaN6tJo07V8PJzcEC0T0YvU7PFy/9Ruypy+Z9znbNCPSYgEZdliZf5CrvoRiAsp98qNVqKvT/GLcGXTn/3RAUXRpGxchfp5dxOOkYA6o9iaeDp6XDFPfgeK4ErF07a6nBJyxBpSi31vgW1kKv1+Pt7c3Vq1fxdLXhwj+d0WhKX42q4qLTGfnfnGNM//MMydey8h2PqBNIix7R1GgSglpjnR/mKYk3+GTIr6RezSkK6+XUFz/Xl1GprKfrtDCOXGqHUbkBQOTnR1HbWt9Mzgdh1KVx7puBpJ/KqefmoLWnd5XHqO9f14KRicJSFIVxW/9HcsYV7P7f3n3HVVm+Dxz/nMEeAqK4EEQwt+XM3FtTc2R+XbmaapaVLTN/mblSc6Vllrvh3ubAcpYD90BIFAFl73044/cHeoRcqMDDuN6vF6987vM851wQ4zr3fT3XbWVFQkIC1tal6/tY5J3MgBVjWq2W9u3bs3nzZuKSsjgbmECjWs5Kh1Xgrt9M5YO5F9h7LAq9Iff7B0trLY071aRV7/pUrFbEN51+hKvnwvjh423os+7URGmoVOYTnO16KRpXwcmRJJeCOrD/Ulva4vn+OuIOrSJyw2QwGkjXZ7Di8i9cir1C/2f6YKMtfjO4pUlsRhxxGdltYVq0aCHJl3goScCKuc6dO7N582Yguw6sJCdgWw/c4osf/Am4kXLPY2UrOtKyd32ada2FrUPx/6V3ZOt5Niw4yJ3usBqVI+4uM7CzKrl7yqlyLEGaDCWzFUVeuLQein3dDoTM/x9ZsWEAnIw8xbXE6wytPYjqTtUUjlA8SEDcv+Z/y/KjeBRJwIq5Tp06mf+9/2Q0Hw+roWA0+S8jQ8+UnwNYuuUGiSn3LjM+07gqrfvUp1ZTj2K7zPhfv8/Zz7Gdl83HlloPqrrMwUrrrmBUhUClNiecJbkVRV5YulTGe/IRwtd+QcLh1UD27Mq804vo4tmRbp6d0KhL1hJ0SRAQfzcBkwJ88SiSgBVz1atXp1q1aly/fp2j52JJTddjZ1P8/7f+G5rCh99ewPdENAZj7mVGKxsLmnapRcve9XGrWnJm/PR6Iwvf28gN/wjzmJ1lU9xdpqJROyoYWeFQ3VOELyr+bwqOjV8i7PsRGDNSMGFid/A+rsQFMKz2YMrZuiodorhNb9TjH3cFgDJlytCoUcmdrRb5o2RMGZRynTt3BiBLb+Lw2ViFo3k66/eFUbe/L3X772fPsahcyVe5Kk70fac1k9eN5OV325So5Cs5Po2vBi7PlXw5276MR9m5pSL5ynb315HJIAnYHXbVm+Az4zS2z9ztqB6cFMKMk99yLPwEch9V0RAYf5V0ffbNMj169MDCwkLhiERRV/ynSgSdOnViyZIlAPgej6Jr86K/lU5OaRl6Jn3vz8qdISSl5q79UamgVjNPWvWpzzONqqJWl7y7PG9cieS7cRvJ0t1JOtRUKPMBZe1eUTSuwle6i/AfRq21xGPsGhL+WUf4bxPAqCfTkMka/7Vcir3CgGf6YWchjZiVdC76ovnfffr0UTASUVxIG4oSID4+HldXV4xGI16V7bi8vgMqVdFPVC5fS+KDuRc4eDqG/5b8WNtZ0qxbbVr2qke5yk6KxFcYTuz257dZvtz5KVSr7HB3noa99fPKBqaAgMhe6A3ZM4DVvzyMpWsJr3l7QvqkKILn/Y+sqOvmMSerMgytPYgazt4KRlZ6GU1GJh79iiRdMtbW1sTExGBnV5J69ImCIDNgJYCzszPt2rVj//79XLuZyin/BBrXLrrLc6t3hjB1WQDXb6Xd81gFDxda9alP407PYGVjqUB0hWfzokMc3HjOfGyhqUxVl9lYW3gpGJVyVDIDlidax/J4T/qLyE1TifvzJ8BEQmYiC8/8QIeqbenh1RWtWn61F6bgpBsk6bKbQHfu3FmSL5En8lNaQgwcOJD9+/cDsHbfzSKXgKWk6Zmw6BJr/gglNT33H1eVWkWd5p607tMAn+eqFIvZu6dhNBpZPH4LV8/eNI/ZWj6Lu/NMtBon5QJTmCpXDVjpbUORV259P8exUQ9CFg3FmJaICRO+IX8REP8vw2oPooJd8SpFKM7O51h+7N27t3KBiGJFliBLiPj4eNzc3MjKyqKSqzVXt3QuEl3xzwUm8uG8Cxw9G8t/bmbE1sGK51+sQ4te9ShboXQUmqcmZTD7rd+Jj7y7ZZKTTXcqOn2KWlWyZ/we5d/IV9AZQgDw+nwvVhVLVkuVgmLU67m59C1SLu03j1moLejr8xItKzUv8W9olGYymfjq2Ayi02NQq9VERkbi6ip3p4pHkxmwEsLZ2ZmuXbuyfft2bsVkcPRcLK0bKvNLwGg0smxbCDNXBhISkX7P45W8ytKqTwMadaiBpXXpuVPoZlA088duRJdxp5+ZCjfHMZS1GyJ/JCG7D9htMgOWd2qtFvdRP5Pot41bqz8EQxZZxizWBmzkUqw/g2v+DwdLe6XDLLHCUyOITs/ep7V169aSfIk8kwSsBBk4cCDbt28HspchCzsBS0jS8el3l1i77yZpGbmXGdVqFfVaVqd1n/p41a9U6hKOMwcCWfX1Xky3pwHVKhsqO03G0aaNwpEVHbmWIE2luxHrkyjT+CXsarYkZP4AMsMDAbgYc5npJ2YzpNYAapetqXCEJZPc/SielCxBliCpqamUL1+etLQ0ypax5MaOLlhoC77V28nL8Xw07wLHLsbz3+8muzLWvNCjLi/0rItzeYcCj6Uo2vnTP+z71c98bKFxw91lNjYWssSW09WowWTqrwLg+dFWbDwaKBxR8RW141ti9ywk5w9k2yqt6FW9Oxaa0jPrXNBMJhNTjs8kKi0agBs3blC1alWFoxLFhcyAlSB2dnb07NmTtWvXEpuow/dENN1eKJhCXKPRyPcbrjNnzVVuRmfc87h7jfK06lOf59r5YGFZOr/NjEYjSyfswP/EDfOYjUUd3F1mYaEp3huFF4y7W+vIEuTTKd/jAxyf60bIwsEYUuIAOBB2mID4fxleZwiV7SsqHGHJcD3phjn5atu2rSRf4rGUzr+MJdjAgQNZu3YtkN1VPr8TsJiETD5ecImN+2+Socu9TKTWqGnQujqt+zbAs3aFUrfMmFNGmo7Zb/1OzM1E81gZm85Ucvoctar4bxZeEFSqnG0oZAnyaVlXroX3ND9uLX+H5DO7gOx6pVl+8+hVvTttqrRErZLNUJ7G8fC7M9vDhw9XLhBRLEkCVsJ07doVJycnEhIS2HoonPQMAzbWT79p75FzsXwy/yKnriTcs8zo4GzLCz3r8EKPupRxlWLfyNB45o5aR0aazjxWzuENytm/VqqT0kdRyQxYvlOr1VR5bTFJ5/Zwa/m7mPSZ6I16Nv67lcuxVxhSawBlrErHHcj5TWfI4nTUGSB79eHll19WOCJR3MjbnxLGysqKvn37ApCSZuCPvyOf+LmMRiNzf7mKR4/ddHj7CH7+uZMvj1puDJnQmf/7bTjdhj8vyRdw8eh1Zo78xZx8qbCiivNUyju8LsnXI8kMWEFxbNAF72knsKpSxzzmHxfA9BOzc/WwEnl3Ieaiee/Hfv36YW8vv//E45EZsBJowIABLFu2DIC1+8Lo277SY10fFZfB+HkX2XIgnMys3H8INRZqnmvrQ+s+DahaUxo95rR3zUl2LTtmPtaqy+LuMgtbyzoPuUrcITNgBUtrWwavT3cSs3cx0dtng8lISlYqP15YTsvKzenr/RKWmtLdi+5xyPKjeFqSgJVA7dq1o3z58kRFRbHraCTR8ZmUc7Z65HV/+UXz6XeXOBuQeM9jZcra0eKlejTvXgcHF9n097+Wf7mLc4eCzMfW2hpULTsbC40kqXmmyrFULjNgBca182gcGnThxvwBGJKyC8iP3PyHf+OvMrzOENwdqigcYdGXkJmIf1wAAB4eHrRu3VrhiERxJAlYCaTVahk6dCizZ89Gl2Vk5Y4Qxr/qc99z9Xojs9dc5bt1QUTH6+553KteRVr1aUD9ll5otE9fS3Y/jat2okX1npwJPcChq5vue06nmoOpXbHZPeOxqeGsOTEdgKrOz9C2xivYWjoQFH2e/QG/Y7y9p6ClxpoBjcez+ewikjPj8y12XYaOuaPXEx4cZx5zsG5DFafJqNU2+fY6pUGuPmBG2QuyIFm5Vcf76+OEr/6QpJObAYhMi2a23wJ6eHWlQ9W2UqD/ECcjTmEiux5j2LBhqNXytRKPT/qAlVBBQUF4e3sD4FnJlsvrOubamuhmVBofzrvIjsMRZOlzfwtoLTQ07FCD1n0aUMWnXIHG6eZQlW51RqAzZBAW/+8DEzBLjTXaHP2L1CoNg5p8wrmwQxwP/gNQ8UaLr/EL8eVGrD/d647k3M3DnL95GID2NfoTnx7NmdC/8i322Igk5rz1O2nJmeYxV/uhlHcYlfuOPpEnwTHjSNX9A0DlN37AsUFXhSMqHZIvHeDmT6MwZd3dtaKGkzev1h6As3XR2lO2KDCZTEw9PouItOz62qtXr1K9enWFoxLFkfyVKKGqV69Oly5dAAi+lcbe41EA7P4ngkZD/sKr1z42/xWeK/lyKm9Pj9eb8+W6EQz6uGOBJ18WGku61B7K/oDfyMxKe+i5OkMGabpk80d5B3estTZcDs+uubKxsMPW0oHzNw8TlxbBtZiLuNhWAKBimWqUd6jK2dAD+RZ7wOkQpg1dbU6+VGip7DQJN8cxknw9IVXOJUijLEEWFoc6bakx/SQ2ns+ZxwITrjL9xBxOR51TMLKiKTD+X3Py1bp1a0m+xBOTJcgSbPTo0ezZsweAj+Zd4LWvThObeO8yo/ezlWnVuz51W3ih0RRe8tDW5xWCYy8RGh9IU48uj3VtnYrNCYkPNC8npmelkJKZSFXnmoTEB1DJqTr+EcdRqzS0r9GffVd+NS8ZPK0DG86w5fsj3Hk6jdoJd+eZ2Fk9my/PX1pJEb5y1Nb2eI7fTOyfPxO1eSqYjKTp01l2cRWXKjThlRq9sdZK/zqAv8IOm//9zjvvKBiJKO4kASvBunfvjrOzM/Hx8fwbmprrMQsrLY07PUOr3vWp5FX4m8fWKN+Q8g7u/H5q9mNfa2vpiKdLLXZfXpVr/I9Ly2nt3Yc2Pi8THHuZy+HHaOzRmdD4QPSGLF5pOA4bCzvOhh0yL00+rl9m7OPk3ivmYyutF1Vd5mCpfbw7TcV9SBG+4sq2fw2H+p25Mb8/+vhwAI5HnCQo4RrD6gymWhkPhSNUVnRaDJdi/AFwd3eXvR/FU5EErATTaDQ899xz/Pnnn+axshUdadmrHs261cbWQZl3tPZWTrTx6cvms4sxGB9/pqN2hWZk6tMJijmfa/xW4jV+PzXHfOxkU45abo351e8b+j33HmdCD3Ajzp8hTT/jVkIQMam38vyaep2e+e9uIDQwOsfn0Zwqzl+jUUv/n/wgM2BFg6WrO9UnHyVi7eckHv0NgJiMWOae/o5unp3p7NEejbpgbsgp6g6GHTHPpI8ZMwatVv6Eiicn3z0l3Pz586lXrx4AFpYaxi8ZgI39o1tSFKTyDu7YWjoysPFH5jG1WkNlp+o0qNyK7w5+8NDlwjoVm3El8qT5DscH6fDMAA5d3YIKNeUd3LkafRa9MYubCVep7OSd5wQsMSaFWW/+TkrC3SJlF7sBVHAci0olP0L5JdfXUmbAFKVWq6k0cDplGr1E2JLXMWamYjQZ2Xl9N/5xVxhaexCuNqVrP9N0fQbHwk8AYGNjwxtvvKFwRKK4k2rhEq5u3boMGDAAgCydIdfymVJC4wNZc2I6v/p9Y/6ITLrBlchT/Or3zUOTr8pO3jjZludS+LEHngPZNWIZWalcj71o7kCvvr3EpVZp8lwof+3CLaYMWZUj+dJQscwnVCzzviRf+SxXGwqZASsS7Go0x2f6KWy977aAuZYYzIwTczgRcUrByArf8fCTZBiyb7p59dVXcXFxUTgiUdxJAlYKTJgwwfzvQ5vOYTQoO7uQZcgkNjU810eWQUdGViqxqdl1Jy949aRzrSH3XFunYnPCE4PN592PjYU9TT06c+DfjQBk6tOJTY3gOfe2VHD0xN25BuGJ1x4Z59FtF1g4biN6XfZMm1rlgEfZBbjY9X2ST1s8gkp1t80Ij5jdFIVHbWmNx7i1uA2YCreXHjMMmay6/CvLL60hLUf7ipLKaDJyIEfx/bvvvqtgNKKkkASsFKhXrx4dO3YEIOZWIpePBSsbUB7YWTriYJW7B5Glxhrvcg24FP7PQ69t4/Myp0L/JFV3t6P/Pv811CjfkJfqv8Wp0D+JTA556HOsn3eA9fMOmPe+tNS441VuGfZWjZ/sExJ5kKMGTNpQFDkuLQdTffIRLMpWNY+dijzD9BNzuJrw6Dc0xdmlWH9i0mMB6NixI3XqyPZi4ulJI9ZSYufOnfTo0QPIbjvxzrcyi3M/er2RRe9v4vqluzNsdpaNqeIyDa26jIKRlXzhiXOIS10HgNvLX+DS7jWFIxIPErH+S+IPrjAfq1DRyaM93at1KZEF+vNPL+bfhOytxrZv327+XSrE05AZsFKiW7duPPPMMwBcPXszV4IhsqUkpDFl0IpcXxtn2954lJ0vyVehkBmw4qLCK1/i8cFG1NYOAJgwsffGfr49tZCotOhHXF28XE24Zk6+fHx8ePHFFxWOSJQUkoCVEmq1mvHjx5uP/1j+8CL20iYkIJLJA1eSGHOnX5qaCo7jqFjmUym2LyQq7taAmZ6gPYkoXLZejfCZcQq7Wnc3or6RHMqMk9/y963jlJTFlT+u7zX/e+LEibLvo8g38p1UigwbNsy8bUbg6TD+PROmcERFg9++K8wdvZ6szOw/+mqVLVVdZlPWfqD5DkpR8GQrouJHrbWk6phVVHx1Dmiy36joDDp+vbKOny6uJCUr9RHPULQFJVwjIP5fALy9vRk0aJDCEYmSRBKwUsTCwoIvv/zSfLxr+bES8y71SW39/jBrpu8zfx0sNBWp5voTDtYtFI6s9FHlaEsoM2DFi1Ozl/GZcgxLt7v7Ip6LvsD047MJiAtUMLKnsyvH7Nfnn38ujVdFvpIErJQZOHAgtWrVAuD6xXCunHz43YAlldFoZPH4Lfy1/qx5zNayPl6uy7G2kM11lZBrqdcobSiKG62jK9W/2I9Lp7eB7JnjRF0SC88uYdO/28gqZkl1UMJ18+xX9erVGTLk3rY4QjwNScBKGY1Gw1dffWU+3rWs9M2CpaVk8PWQVQSeDjWPlbF5EY+yi9BqnB9ypShQqpwzYLIEWVy59foUz4+3o7Z1Mo/9GXqQ2X7zCU+NUC6wx/SHzH6JAiYJWCnUt29fnn32WQBCA6O4cKRk9/DJKfxaLJP/t4K4iGTzWHmH0VR2moRaZalgZEJNzhqw4jVbInKzqVoXn2l+2NfrZB67mXKLb07O5VDY0SL/pu9aYjBX4rOXTqtVqyazX6JASAJWCqnVaqZMmWI+3rX8mOLd8QvDuUNXmfXmb2SmZwGgUlnj7jyTcg7DpNi+SMh5F2TJ/34s6dRaLe5vLaXSiO9QabPf3GQZ9awL3MQP538mWZf8iGdQzn/vfLSwsHjI2UI8GUnASqnu3bvz/PPPAxARHMeZA1cVjqhg7Vp+jOVf/oHRmP3OW6suRzXXH3G0aatsYMIsdw2YzICVFGUa9cD76xNYVappHrsU68+047O5FOOvYGT3FxD3L/5xAUD27Nerr76qcESipJIErJRSqVR8/fXX5uPdK49jKIGzYEajkaUTd7B39UnzmLVFLbzKLcfG4hkFIxP/lfsuyJL3vViaae2d8JqwG9cXx8Ht2ebkrBS+P/8T6wI3oTNkKRvgbUaTkU1Xt5mP/+///k9mv0SBkQSsFGvfvj1t27YFIDosAb+9V5QNKJ9lpOmYMeIXLv193TzmaN2RamV/wEJTTsHIxP3k3Ixb2lCUTOVeHEe1CXvQ2Jc1jx0KO8o3fnMJS76lYGTZjoef5GZKdhwNGzaU2S9RoCQBK8VUKlWuWrDdq06gzyoZt/9Hh8YzecByokITzGPl7F+jivMU1Gpr5QITDyRtKEoH64o18J52EoeGPc1jEamRzPabx58hBzGalJn9zNRnsv3aH+bjuXPnStd7UaDku6uUa9myJV27dgUgPjKZw1vOKxzR07t87DrTR/5KeooOABWWVHH6ivKOb6JSybd8UZV7CVISsJJMrVZTZeRCqrz5EyoLKwD0JgObrm5j8dmlJGQmFnpM+0L+JOn2jQF9+/aldevWj7hCiKcjf40EU6dONd8FuHvlcRJji+/2Ift/8+PHCTvMd3Vq1S54ui6mjG0XhSMTj5JzL0iZASsdHOp3xHuaH9ZV65vHrsQHMv3EbM5FXyi0OOIz4tkfcgDI3jFk5syZhfbaovSSBEzQsGFD3njjDQAy07LYvuSowhE9mZVTdrN96T/mY2utD9Vcl2NrWU/BqESeSSPWUklr40C1j7dRvtencHuGOjUrjaUXVvDrlfVkGjILPIZtQX+YO/WPHTsWb2/vAn9NISQBE0D2LJiLiwsAfr4BBJ2/qXBEeafT6Zn5+q+c+etf85iDdSs8XX/EUltBwcjE48jVCFeK8Eudsp3exmvifrRlypvH/r51jJkn53IjKfQhVz6dG0khnIw8lR1D2bJMnDixwF5LiJwkARMAuLq6MnXqVPPxhgUHi0VbivjIZCb3X074tVjzWFm7Ibg7z0SjtlUwMvG4VDIDVupZuVWj+pRjlGnWzzwWlRbNnFML2BO8P98L9I0mI+sDt5iPv/zyS5ydZTsyUTgkARNmb7zxBg0bNgSyt+w5srXwajCeROCZML4euorUpAwgu4i7ktNEKpQZi0qlecTVoqjJXQMmM2CllVqtptKrs3EfsxqVpQ2QnShtv7aLBWe+Jy4jPt9e6/DNvwlOugFAzZo1eeutt/LtuYV4FEnAhJlGo2HRokXm413L/iEhOkXBiB7s0KZzLB6/GUNW9jtijboMHmW/w9m25yOuFEVV7j5gUoRf2tnXakWNGaew8WpsHruacI3pJ2ZzKvLMUz9/fEYC24N2mY+XLFkiTVdFoZIETJjt3LmTyMhIXn/9dSC7IH/Td4cUjupev33jmx3X7f18rbSeeLkuw87qOWUDE09FEjDxX2pLWzw/2IDbK1+COntWO12fwfJLa1h1+TfS9RlP9Lwmk4l1gZvIuF3g/8Ybb0jbCVHoJAETBAcH89JLL9GjRw/+/PNPZs6cSfny2YWw5w8HceHoNYUjzKbX6fl29FqO7767f5ydVTOquf6MpbaKgpGJ/CBtKMSDuLQZTvX/O4DWubJ57ESEHzNOzOFa4vWHXHl/Z6MvcCHmEgAVKlTgm2++ybdYhcgrScBKMZ1Ox4wZM6hduzZnzpxh48aNzJs3DxcXF+bNm2c+b+OCg2Sk6ZQLFEiKS2XywJWEXIkyj7nYvYKHy7do1PYKRibyS+4ETIrwRW6WZd3x/uoITi2HmMdiM+KYe2oRO6/twZDHpD0tK531gZvNxwsWLMDJySm/wxXikSQBK6UOHjzIs88+y8SJExk1ahSXL1+mb9++5oasAwYMoEuX7OalCdEp7Fp2TLFYgy+F89WglSTHp90e0VCxzEdULDM+9/Y1olhTqXPeBSlF+OJeKpWKigO+pup7a1Fb2QFgwsQfwXuZd3oRMemxj3gG2Bq0kyRdEgA9evSgX79+j7hCiIIhCVgpExUVxbBhw2jbti1OTk6cPn2aOXPm4ODgkOs8lUrF999/j41N9l1IhzefI/hyRKHH+8+uS8x/dwN6Xfa7W7XKHg+XubjYyS/NkkaNlfnf0oZCPIydTzN8pp/CtsYL5rHrSTeYfmIOx8P9MJlM970uKOEaR29lN2u2t7dn8eLF5jedQhQ2ScBKCaPRyJIlS6hZsyY7duxg6dKlHDlyhPr16z/wmmrVqjF58mQATCZYM21voS5Fblx4kLWz/+TO71JLTRW8XH/G3rpZocUgClPOzbhlBkw8nNrSGo93f6XCwOlwe/Y005DJav/fWH5pNWlZabnO1xl0/Hplnfl46tSpuLu7F2rMQuQkCVgpcPbsWV544QXefvttevfuzZUrV3j99ddRqx/9v//999+nadOmAMTcSmTjwoMFHS4Gg5GF4zZyePPdjcFtLRtSrdwyrCw8C/z1hTLUatmMWzw+5xYD8f7qKBblPM1jp6POMe3EbALjr5rHtgTtIDItGoCmTZsyZsyYwg5ViFwkASvBkpOTef/992nUqBEpKSkcOnSIZcuWUa5cuTw/h1ar5ddffzUvUZ7cc4VT+wMLKmRSEtOZMmglQedvmcecbHvhUXYBWnWZAntdUcRIAiYeg4WTG97/dwCXdq+ZxxIyE1l45ge2Bu3kQswlDoVl73FrbW3NypUr0WikWbNQliRgJZDJZGL9+vXUrFmTH3/8kenTp3PmzBlatWr1RM9XvXp1Fi9ebD5eP+8vYsMT8ytcs7Cr0Xw1cEWO5q8q3Bzfo1KZz1CrpEFiaSIzYOJJuL38BZ7jt6C2cQSyC/T33fiTJeeXmc+ZNWsWNWvWVCpEIcwkASthrl69Srdu3ejfvz9NmjTh8uXLfPzxx0/d4XnIkCEMHjwYgIxUHaun7s3XvSJP7Q9kzttr0WVk1/6oVbZUdZmNq/0gKZItjSQBE0/IxvNZfKafwq52u3sea9iwoSw9iiJDErASIjMzk6+++oq6dety5coVtm3bxpYtW/Dw8Mi311i8eDHVqlUDIPhyBHtWnciX593241FWT92DyZhdbW+hqUA11x9xsG6ZL88vih+ZARNPQ621oOro5ZRp3t88plKpWLJkibyhE0WGJGAlgK+vL/Xq1WPKlCmMGzeOS5cu0bNn/u+J6OjoyK+//mqundj3ix9B524+8fMZjUZ++GQrf/5+2jxmY1EPL9dlWFv4PHW8oji6/cdR2lCIp5QZ/i9JftvMx+PHj6dx48YPuUKIwlXoCdiBAwdQqVQkJCTk+Zrhw4fTu3fvAoupuAoPD2fgwIF06tSJihUrcvbsWWbMmIGdnV2Bvebzzz9/tzWF0cTq6XtJS378/dgyUnRMfXU1V06GmMfK2HTF03URWk3ZfItXFE/SiFU8DWNWBjeXj8WUlf27afTo0bLdkChyVKYHdawrIDqdjri4ONzc3PI8FZyYmIjJZJLtIm4zGAx8//33fP7551haWjJ79myGDh1aaFPrBoOBDh06cPBgdkuKBq29Gf5/XfP8+pE34vh2zDoy07LMY+Ud3sbVfrgsD5Ryl241B4xonSvjM+Wo0uGIYipi7RfEH14NQN26dTlx4oS5qbQQRUWhz4BZWlpSoUKFx/pDW6ZMGUm+bjt58iTNmjVj7NixDBgwgICAAIYNG1aoiYtGo2H16tU4OzsDcO7QVY7tupyna88fCWLm67+aky+VyooqztMo5zBCki9xl8yAiSeUcGy9Ofmytrbm999/l+RLFElPnYC1bduWsWPHMm7cOJydnXFzc+PHH38kNTWVESNG4ODgQPXq1fnjjz+Ae5cgV6xYgZOTE3v27KFWrVrY29vTtWtXwsPDza+RcwlyyZIlVK5cGeN/akReeuklhg0bBkBQUBC9evXCzc0Ne3t7mjRpgq+vb67zPT09mTZtGiNHjsTBwYGqVavy448/Pu2Xo8AkJCQwZswYmjVrhl6v5++//2bJkiW4uLgoEo+7uzs//fST+XjzokNE3Ih76DW7Vx1n2aRdGA3Zk65adTmqlV1CGZsOBRqrKE6yk3ApwhdPIv3GOSJ+/9x8vHDhQurUqaNgREI8WL7MgK1cuRJXV1dOnDjB2LFjGTVqFK+88govvPACp0+fpkuXLrz66qukpaXd9/q0tDRmz57N6tWrOXToECEhIYwfP/6+577yyivExMTw119/mcfi4+PZs2ePuU1CSkoKL774Ir6+vpw5c4YuXbrQs2dPQkJCcj3XnDlzaNy4MWfOnGH06NGMGjWKK1eu5MeXJN+YTCZ++eUXatasyapVq5gzZw5+fn40b95c6dDo27cvb775JgC6DD0/f7HzvvVgRqORnyftZPeKu3dNWls8g1e5ZdhY1iq0eEUxIgmYeEz6pGjClr6FSZ+9XdqoUaN4/fXXFY5KiAfLlwSsQYMGTJw4ER8fHz777DNsbGxwdXXljTfewMfHh0mTJhEbG8v58+fve31WVhY//PADjRs3pmHDhrzzzjvs37//vue6uLjQtWtXfv31V/PY+vXrcXFxoUOHDuZ43nrrLerVq4ePjw9ff/01Xl5ebNu2Lddzvfjii4wePRpvb28++eQTXF1dOXDgQH58SfLFlStX6NixI0OGDKFVq1b4+/vz/vvvo9VqH31xIZk7d655P8nosARWfb0HY47+YLoMHTNf+5ULR66Zxxyt21Gt7I9YaMoXeryiqJMZMPH4THodYT+PRp8QAUDLli2ZN2+eskEJ8Qj58pc854bOGo2GsmXLUq9ePfOYm5sbAFFRUTg6Ot5zva2tLdWrVzcfV6xYkaioqAe+3uDBg3nzzTdZvHgxVlZW/PLLLwwYMMDcHiE1NZXJkyezY8cObt26hV6vJz09/Z4ZsJxxq1QqKlSo8NDXhbtLgUlJSQ8972kZDAZ8fX1xd3dn165ddOvWrUBf70nZ2tqydetWmjRpQkxMDFdOhrD9x7/pNaolMbcSmDNqHenJmebzXe1HUN7hTVQq6YAi7qVChQnAJG0oRN5FbpxCetBJACpXrsz69euxtLRUOCohHi5fErD/dllXqVS5xu4UV/+3buth1z/s5syePXtiNBrZuXMnTZo04fDhw3z77bfmxz/66CP27NnD7Nmz8fb2xsbGhn79+qHT6R75ug+KMSeNRpOnjayfhlqt5osvvmD8+PFFvoDU09OTDRs20LFjR/R6PX+tP4PBaOTo1gsY9NlfTxUWVHL6HCfboplIiqLi9gyYQYrwRd4k/L3WXHRvZWXFpk2bqFChgsJRCfFoRWct6zHY2NjQt29ffvnlF65evUqNGjVo1KiR+fHDhw8zfPhw+vTpA2TXhAUHB+fLazs5ObFq1ap8ea6SpE2bNixcuJBRo0YBcGjjOfNjGrUzVV1mYWtZ70GXC3Hb7Tthi8kMWKOKVox8zpE65S0pb6dl7K4o9l9PNz8+tX1Z+tSyz3XNuYhMBm6MeOjzdvKy5d1mZXAvY0FoYhbzjiXket4eNex4/3knbC1UbPRPYfbfCebHKjlo+OklN15ZF05qVqF2GSp06ddPE7HuC/Px999/T9OmTRWMSIi8K5YJGGQvQ/bs2ZNLly4xZMiQXI95e3uzadMmevbsiUql4osvvsjTzJZ4Om+//TZ//PFHrlo7K60XVV3mYKmtpGBkothQqcBUfGbAbC1UBMRmsflKCgu63b+m8fCNdD7/M8Z8nPWI8rYGbpbM6eLKwuMJ+F5Lo6OXLd92KcermyM4H6nDyVrNV+1cmLA/lrAkPd93L8+Jm5kcupGdoP1fm7J8+098iU++shKjCFv6trno/p133mHEiBEKRyVE3hXbQpz27dvj4uJCQEAAgwYNyvXY3LlzcXZ25oUXXqBnz5506dKFhg0bKhRp6fLLL79QpkyZXGMa9b11f0Lc390ZsELuEf1EDodksOB4Ar7X0h94js5gIibNaP5IzHz4m8GhDRz5JzSDpaeTuJ6gZ+npJI6FZfBq/eyfI3dHLSk6E7uvpnExSseJmxl4u2SXU3T3sSXLaHpoPCWBISOFsB9eQ5+UXbPbunXrXGUoQhQHhd4JX5R8gYGBvPDCC8TGxgJgZ9UMD5dvUamK7YTrY2vUzIERoypQu54d5StY8u7IQP7ck3DfcyfN9KT/kPLM+L8brPkp8oHPWb2GDe+Mr0zt+nZUdre67/nd+5Tl/QlVsLHRsOn3aOZ8HWp+rFIVS378rSb/63aR1JSiOSPsH94Ooym7XU3N+VdRaYrP98zlMR73XYLs4GVLlsFEss7IyZsZzD+eQFz6g7/++4dWZuW5JFadSzaPDW3gwNAGjnRcdRNHKzW+QyszbHMEt5INrHulAl8djONilI61r1Rg+JZIIlJK7l2kJr2O0O9HkhpwBMjuSejn50f58nJXtSheiu0MmCi6atSowT///GNuEpuaeZzwxFnFYkYjv9jYqgm4nMa0iTceel77Lk7Uf86OyHDdQ88DsLFRExaSybxpoURH3nu+k7OWybOqMXtKKG8NDuClV1xp3eHubOQX0z2ZNy20yCZf2e7+SioJrSgOh6Tz8b4YRmyN5Juj8dRzs2J5LzcsHvKb19VWQ2xa7s89Ns2Aq232Xd5JmUY+841hekdX1r5SgW0BqRwNzeCjFs6sOZ9MZQctG/tXZOuAinSubluQn16hMxmN3Fo93px8OTs7s3v3bkm+RLFUfN5eimLFx8eHzZs307FjR7KysohP24JW7UJ5x7eUDq1QHPkrkSN/JT70nPIVLJgw1ZO3BgWweFWNRz7nxXOpXDyXCsC4Ce73PF7Fw4qUZD27t2XvSHDy7ySq+9hwaH8iL/YuS1aWCd8/4p/gsylMObajKgEJ2O6rd5tPX43L4mKUjv1DK9PG0+ahy4T/fauSfWf43eP919NzzbQ1qWSFj4sFXx+KY/eQSozfG0NMmoG1/SridyvjoTNuxYXJZCJq89ckncquMbWxsWHHjh3Url1b4ciEeDIyAyYKTOvWrVm+fLn5ODplGTEpvygYUdGhUsH0BdVZ8X04QYH5U68Tcj0DaxsNNevY4uikoU4DOwL803F00vDO+MqPnI0rClQ5ErCSMAP2XzFpBm4l6/EoY/HQc+7Mdt3hYqMmNv3+Xw8LNUxq48KXB+KoWkaLRqXC71YmwQl6ghOyqO9mla+fg1LifJcQ99cyILsV0Nq1a3nhhRcUjkqIJycJmChQgwcPZv78+ebjyKQFxKduVTCiouG1MRUx6E2s+fnBNV+PKynRwOfjrjFtvhe/76jD9g2x/H0wkY++qMqvyyOp7G7F+j112Ly/Lp26O+fb6+arnA16i0krisdRxkpNBXst0WkPTi7PRmTygnvu3n8t3G04E5553/NHNXHicEgG/jE6NCrQ5vgSWmhUaErAHvcJxzYQtXWG+fjHH3+kZ8+eCkYkxNOTJUhR4N59910SExOZNGkSALcSp6NW21HGpqPCkSmjdj1bhrzmxitdL+X7c+/fHc/+3XeXGZs0d8Cnpg1TP7/BrqP1+XhMEDHRWfy2ozanjiUTF1vU2j3kqAErBq0obC1UVC1z99doZUctNV0tSMzIvttxTJMy7A1KIzrNQGUHLeOedyI+w4DvtbtLk9M7lCUq1cDcYwkArD6fzKo+brz2nCN/Xk+jfTVbnq9izaub7+0d5u1iQTdvW/quDQfgWrweown61rInJs1ANScLLkQ9ur6wKEu++Cfhv35iPp46dSojR45UMCIh8ockYKJQTJw4kYSEhNu3ipsIi5+EWmWDg3ULpUMrdA2bOeDiasG+E8+ax7RaFR9Nqsqrr1egy/PnHnzxY7CwVDFxmiefjg2iajUrNFoVfsey76y7cS2Deg3tObgvIV9eK7/kXILEVPSXIOuUs2Rln7td1z9tmX3jyWb/FL46GIdPWUteesYeRys10WkGjodl8OHeGNJy9Oiq6KDFmKO+62xEJuP3xvBuMyfebeZESKKeD/dGc/4+N1582daFGUfiSddnP0GmwcSE/bF80cYFS42Krw/FEZVa9L+OD5J+/TQ3fx5trgccO3Ysn332mcJRCZE/JAEThUKlUjF79mwSExP5+eefAQOhcZ/hUXY+dlbPKR1eodq+MZZjh3PvJbrkl2fYvjGGLetiHnDV43t7XCUO/5WA/8U0ataxRZtjLUproUJTJAsQcs6AFf3E4eStTGovenBt3ZvbH763LMDwLfcuQ+8NSmNvUNp9zs5tyKZ7rz14I52Dq24+8tqiLv3GOUIWD8eUlQFA//79mTdvnnlrOyGKO0nARKFRqVQsWbKEpKQk1q9fj4lMQuI+wLPsYmwsaykdXr6ysVVTtZq1+bhyVSueqWNLYryeiFs6EuNzL6/p9SZiorMIDsowj02b70VUuI55M8KA7KSpeo3s2iALCxVuFSx5po4taakGQoNz1wdVr2FD15fK0q/TRQCuB6VjNJnoO8CVmOgsqlW3Md9RWbTkrAEr+gmYKBjp108TsmgYxozsGdsOHTqwatWqAt+DV4jCJAmYKFQajYY1a9aQnJzM7t27MZrSuBH3Hh4uC7CxrKl0ePmmbgM7lm+4m1R+8qUHAFvWRTPx/et5eo6KlSwx5libKu9mwca9dc3HI0ZVZMSoipz8O4kRr1zJde2X33jyzZchpN9uP5CZYWLi+9f5fKoHlpYqpk28QVRE1hN/fgVFpSpeM2Ai/6UF+RH6/XCMGSkAtG3blq1bt2JlVTLu5hTiDumELxSRlpZG165dOXz4MABqlR0eZedha1lf4ciEkgIj+5JlyF4+8/riT6zcvBSOSBSmtKvHCVk8ApMue/m1Q4cObNu2DVvbktVQVgiQNhRCIba2tuzYsYOWLVsCYDSlciP2XVIy/RSOTChJRcluQyEeLDXwn+yar9vJV+fOndm+fbskX6LEkgRMKMbR0ZHdu3fTqVMnAIymdEJi3yc544jCkQnlFK82FCJ/pF45Quj3IzDpspsSv/jii2zduhUbG5tHXClE8SUJmFCUnZ0d27Zt46WXXgLAhI6QuI9JTN+vcGRCESopwi9tUi4fJHTJa+a7HXv27MmmTZuwtrZ+xJVCFG+SgAnFWVtbs2HDBv73v//dHjEQFj+RhLSdisYlCp+qmLWhEE8n+YIvYT++gSkr+y7ePn36sGHDBim4F6WCJGCiSLCwsOCXX37J0eHayM2Er4hL3aBoXKKwyQxYaRF3aDVhP76JSZ/dYLZfv36sXbsWS0tLhSMTonBIAiaKDI1Gw9KlSxk7dqx5LDxxFlHJPyE365YOKu5uQi0zYCWTyWgkcst0Itd9Yb7RYvDgwfz2229YWDx4k3IhShpJwESRolarmT9/Pp9++ql5LDp5KTcTvsRoKt572ok8UN1NwGQGrOQxZmVwc8VY4nyXmMc+/fRTVq1ahVYrbSlF6SIJmChyVCoV06dPZ9asWeZtRxLTd3Mj9h30hgRlgxMFSmrASi59Sjwh371K8uns2k61Ws0PP/zA9OnTpcO9KJXku14UWePHj2fDhg3mW9HTdOe4HvMamfoH770nirscCZhRErCSQhcTwo1vXyY96CRw9+7nt956S+HIhFCOJGCiSOvbty8HDx6kQoUKAOgMYVyPfp3UzFMKRyYKgkqWIEuc9OCzBM/ugy7qGgAVKlTg4MGDdO/eXeHIhFCWJGCiyGvSpAnHjx+nXr16ABhMSdyIfZf4tB0KRybymxThlyxJZ3dzY/4ADCmxANSqVYt//vmHRo0aKRyZEMqTBEwUC1WrVuXIkSN069YNABN6biVMITJpMSbZsqYEkRmwksBk0BO1ZTo3f3rb3GC1TZs2HD16FE9PT2WDE6KIkARMFBuOjo5s27aNMWPGmMdiUlZyI24cekO8gpGJ/KJSSRF+cadPiibkuyHE5rjTcfDgwezZswdnZ2cFIxOiaJEETBQrWq2W7777jgULFpjvnErNPE5Q9Kuk6c4rHJ14ejlaEcgMWLGTFuTH9RndSfv3GJD98zpv3jxWr14t3e2F+A9JwESxNHbsWPbt20f58uUB0BujuR7zNjEpv0nT1mJM2lAUTyaTibi/lnFj/gD0SVEAVKpUiQMHDvDee++Z28kIIe6SBEwUW+3bt+fMmTO0atXq9oiByKR5hMZ/isGYomhs4snIXZDFjzEzlVvLxxK58Ssw6gFo27Ytp0+fpkWLFgpHJ0TRJQmYKNYqVarEn3/+ySeffGIeS844wLXoYaRnBSoYmXgyd5cgpQ9Y0ZcZcZXrs3qRdPruHckff/wx+/btw83NTcHIhCj6JAETxZ5Wq2XGjBls27YNJycn4E6/sNeIS90iS5LFSM4ZMEnAii6TyUTC32sJntULXcRVABwcHNi0aRMzZ86UbYWEyANJwESJ0bNnT06fPk3jxo0BMKEjPHE6ofGfojfEKRydyAtVziJ8ScCKJH1SFGFLXif8108wZqYCULduXfz8/OjTp4/C0QlRfEgCJkqUatWqceTIEUaPHm0eS844wNXogSSl/6lgZCIvcs2ASRF+kZN0ZhfXpnYh5eJ+89jIkSM5duwYNWrUUDAyIYofScBEiWNlZcWiRYvYsGEDrq6uABiMCYTGf0ZY/CT0xkSFIxQPopJGrEWSIS2Rmyve4+bPozGkZvfcc3NzY9u2bfz888/Y2dkpHKEQxY8kYKLEevnll7l06RK9e/c2jyWm7yEoahDJGUeUC0w8mCpHEb7MgBUJKZcPcm1qZ5L8tprHXn75ZS5evEjPnj0VjEyI4k0SMFGilS9fnk2bNrF69Wpzgb7eGENI3IfcTPha2lUUMTIDVnQYM9MIXzuR0MXD0CdGAuDk5MSaNWtYv369eXZZCPFkJAETJZ5KpWLIkCFcvHiRrl27mscT0rYTFD2YlIxjCkYncspZhG8y6BWMpHRLuXyQa9O7kXB4jXmsU6dOXLhwgcGDB0tjVSHygSRgotSoXLkyu3btYunSpdjb2wOQZYjgRtx7hMZ9ik4foXCEQqXKuRWRbLJe2LLibhK29G1CFw8jK+YGALa2tixevJg9e/ZQpUoVhSMUouSQBEyUKiqVitdff50LFy7Qrl0783hSxl9cjf4f0ckrMJp0CkZY2kkjViWY9Dpi9i4m6OuOJJ/bbR5v1aoV586dY9SoUTLrJUQ+kwRMlEqenp74+vqyYsUK836SJlMGUcnfExQly5JKyTkDJglY4Ui9coRr07sSve0bTLp0ILt2ctWqVRw8eBBvb2+FIxSiZJIETJRaarWaYcOGERAQwNixY1Grs38cdIYQWZZUSK4lSEnAClRWfDhhP48h5Lsh6CKvAdk/E++++y4BAQG8+uqrMuslRAGSBEyUek5OTixYsIBTp07l2jxYliULn0qWIAucSa8j1ncJQVM6kHxmp3m8efPmnDp1ivnz55vvGBZCFBxJwIS47dlnn+XQoUP3XZa8GtWP+LRtmExyZ15BkhmwgmMyGkk8uZWgKR2I2jIdky4NAFdXV5YtW8aRI0d49tlnlQ1SiFJEEjAhcnjQsmSWIZJbCVO5Gj2YxPT9ssF3gck5AybJbn4wmUykXD7I9W96cGvle2TFhgLZN6SMGjWKwMBARowYYf5eF0IUDvmJE+I+7ixLnjlzhhdffNE8rtMHExY/gWsxw0nJOCaJWD5TqyzuHhilDcXTSr9+mpCFgwldPIzMsMvm8Q4dOuDn58fixYtxdnZWMEIhSi9JwIR4iPr167Nz504OHTpEy5YtzeMZWVe4EfceN2LHkKa7oGCEJYzcBZkv0kMuEPL9CILn9CUt8G/zeMOGDdm7dy++vr40bNhQwQiFEJKACZEHrVq14tChQ+zcuZMGDRqYx1N1p7ge8zohcR+RnhWgYIQlQ84ifKkBe3wZN68QtvQtgr/pSeqlv8zjXl5e/Pbbb5w8eZJOnTopGKEQ4g5JwITII5VKxYsvvsjp06f57bffcvVHSs44xLXoodyIfY/UzFOyNPmE1NxdgpQZsLwxmUykBhwlZPFwrk/vSvK5PebHqlatytKlS9m8eTPp6elS5yVEESI/jUI8JrVazYABA7h8+TJLliyhUqVK5sdSMo8RHDua6zGvkZR+AJNsKP14ctWAydfuYUyGLBJPbuH6zO6ELBxM6uUD5scqVqzIokWLCAwM5PXXX8ff35+RI0dy9uxZxeIVQuSmMslbdSGeSnp6OitWrGDWrFlcv34912OWmiq42A/A2aYHarWNQhEWH6mZpwiOHQ2AY+NeVB4+X+GIih5DehIJR38n7sBy9AnhuR7z9PTk/fff54033sDG5u73m16vp3bt2vj4+LBz587/PqUQQgGSgAmRT/R6PevXr2fGjBmcP38+12MalSPOdn1wseuHhaa8QhEWfamZ5wiOfRMAh4bdqTJykcIRFR1ZcTeJO7CchL9/x5iRkuuxJk2a8NFHH9GnTx+0Wu19r1+7di0DBgzg8OHDuW4oEUIoQxIwIfJZSkoKBw4cYN68eezfv/8/j6pxsGqBk91LOFi9kLvxqCBNd5nrMSMAcHi2G1Ve/17hiJRlMhpJDThKwj+/k3x2d65lWZVKxUsvvcSHH35Iy5YtH7ltkNFopFGjRjg4OHDw4EHZZkgIhUkNmBD5yGAw0LRpU/z9/fH19eXMmTMMHToUC4s7tU1GkjMPExr3EYGRvYhM+h6d/qaiMRclqlxF+KW3EasuJpTond9y9f9aEbroVZJP7zQnX9bW1rz11lv4+/uzZcsWWrVqladkSq1WM3XqVA4fPsyePXseeb4QomDJDJgQ+Wj9+vX0798fPz8/GjVqZB6/desWS5YsYdmyZYSFhd1znZ1lE5zteuFg3Qa1yrIwQy5SMrKCCYr+HwD2dTvg/vbPCkdUeIy6DJLP7Sbhn3W5enfdUa5cOcaMGcPo0aMpV67cE72GyWSiVatWpKWl4efnJ3dFCqEgScCEyCcmk4lmzZrh4OBwn6XHbAaDgT179rB06VK2b9+OwZD7Tj+NugxlbLpRxqYzNha1S90ykU5/k3+j+gJgV7stVUevUDagAmYymcgIOU/CP+tIOrUNY3pyrsfVajXdunVj5MiR9OjRA0vLp0/ODx8+TOvWrVm/fj39+vV76ucTQjwZScCEyCcHDx6kbdu2/PHHH3Tt2vWR50dERLBixQp++ukngoKC7nncQlMBR+v2ONq0x8aiDipVyZ+t0Omj+DeqJwB2NVtR9Z3VCkeU/0wmExlhl0g+t4fks3+gi7h6zzk+Pj6MHDmSoUOH5mpzkl+6devG9evXuXjx4gOL9oUQBUsSMCHySffu3QkNDeXcuXOPNXNlNBo5ePAgP/30Exs3biQzM/Oec7Tq8jjatKeMdXtsLOuV2GRMb0ggILILALY1XsDj3V8Vjih/mIwG0oJOknxuDynn95IVd2/dn52dHf3792fkyJG0aNGiQGc/T58+TaNGjVi2bBkjRowosNcRQjyYJGBC5INLly5Rt25dVq5cydChQ5/4eeLi4ti8eTMbNmzA19cXvf7eQnStuhyONu1wtG6DjWWD3BtYF3N6YwoBER0AsPVuise4dQpH9OSMWRmkBvydnXRd2IchJe6+57Vo0YIRI0bQv39/HBwcCi2+/v37c/z4cQIDA7Gysiq01xVCZJMETIh8MGLECHx9fQkKCsqXOh3ITsa2bdvG+vXr2bdvH1lZWfeco1JZY2f5HHZWzbC3aoqV1qtY140ZjTr8I1oBYOPVGM8PNigcUd6ZTCayYm6Q+u8xUq8cJvXSAYyZqfecp9Vqad++PX369KFXr15UrFhRgWjhypUr1KlTh7lz5/Luu+8qEoMQpZkkYEI8pZs3b1KtWjWmT5/Ohx9+WCCvkZCQwLZt29iwYQN79uxBp9Pd9zyt2hU7qybYWzXFzqopFhrXAomnoBiNRvwjmgNg7fks1cZvUTagR9DFhpIW+A9p/x4jNfCfezrT32Fra0u3bt3o06cP3bt3x8nJqXADfYCRI0eyc+dOgoKCsLe3VzocIUoVScCEeEoff/wxS5YsITQ0FEdHxwJ/vcTERHbu3Mnu3bvx9fUlPPz+f/QBrLTVsbNqiI1FHWws62CpqVLk68cu3WoGgHXV+lT7eJvC0eSWFX/LnGyl/fsPWbH3thS5w8XFhZ49e9KnTx86d+6ca2ugouLGjRvUqFGDSZMm8fnnnysdjhCliiRgQjyFpKQk3N3defvtt5k5c2ahv77JZOLSpUvs27ePffv2cfDgQdLS0h54vlrlgI1lrdsJWW1sLOpgoSlbiBE/2p0EzKpKbbw+3aVIDCaTCX1COBmhl8gIu/0Rehl9/IOb5trY2NCiRQvatWtHu3btaNKkSbG4w/C9995j5cqVXLt2DRcXF6XDEaLUkARMiKcwe/ZsJkyYQHBwcIG0C3hcmZmZ/PPPP+aEzM/Pj0f9iFtoKmBjURtrixpYaqtipfXAUuuOWqVMYbY5AatUE68Juwv89UxGI7roYDLDLpERepGMsMtkhF16YNH8HVZWVjRv3tyccDVt2rRYFrNHRkZSvXp1xo4dy/Tp05UOR4hSQxIwIZ6QTqfDy8uLzp07s2zZMqXDua+EhAROnjzJiRMnOHHiBMePHycyMjIPV6qw0FS8nYx5YHX7w1LrgVZdtkAL/e8kYJYVfKg+cV++PKcxK4Os2DCyYkPRxYSSFRty+98h6KJvYNI9eNbwDnt7exo2bEibNm1o164dzZs3x9raOl/iU9rEiRP59ttvCQoKUuymACFKG0nAhHhCK1euZPjw4Vy6dInatWsrHU6emEwmwsLCzAnZiRMn8PPzIyUlJc/PocIKraYsWrUrFpqyaDWuaNWuucfUrmjUTk9Ub2ZOwMp7UX3Snw/+XIxGjOlJGNISMKTGY0hNuP2R/e+suDB0sWFkxYagT4h4rBjKlSvHc889x3PPPUfDhg157rnnqF69eonduichIQEvLy8GDRrEd999p3Q4QpQKkoAJ8QRMJhP16tWjWrVqbN++XelwnorBYCAgIIDLly8TEBDAlStXzP9NTk5+9BM8hEplhVplg1pljVpljUplc/v4zrgNKvPelybARHzaVgDUVnbY122PSZ+FyZCFSa/DmJFyN8lKT4Sn/PWl1Wrx8PCgfv365oTrueeeo1KlSsW6nceTmDlzJl988QUBAQFUq1ZN6XCEKPEkARPiCezatYvu3btz8OBBWrdurXQ4BcJkMhEeHk5AQECuxCw0NJTw8HDi4h5eI1VUlC9fnmrVquHl5WX+uHNcpUoVNBqN0iEWCampqXh7e9O5c2dWrlypdDhClHiSgAnxBNq1a0daWhrHjh0rdTMld2RmZhIREUF4ePh9P+Li4khNTb3n42l/5Tg5OeHi4kLZsmUf+t8qVapQrVo16W/1GBYtWsTYsWO5cOECderUUTocIUo0ScCEeEwnT56kadOmrF+/nn79+ikdTrFiMpnIzMzMlZClp6ejUqnMH1evXkWj0WBjY0PNmjWxtLTE0tISCwsLbG1ti0Vrh+JKp9PxzDPP0LBhQzZu3Kh0OEKUaJKACfGY+vfvz+nTpwkICJDlK1HirFq1imHDhnHixAmaNGmidDhClFiSgAnxGK5du4aPjw/fffcdo0aNUjocIfKdwWCgfv36VK5cmb179yodjhAlVsm8p1qIAvLtt9/i4uLC8OHDlQ5FiAKh0Wj4+uuv2bdvH3/99ZfS4QhRYkkCJkQexcTEsGzZMt55550iua+fEPmld+/eNG7cmAkTJjz1TROi5PP09GTevHlKh1HsSAImRB4tWrQIgDFjxigciRAFS6VSMW3aNI4dO8aOHTuUDkeIIuvAgQOoVCoSEhIe+1pJwITIg7S0NL777jtGjhyJq6ur0uEIUeA6duxIu3bt+PzzzzEajUqHI0SJIwmYEHmwcuVK4uLi+OCDD5QORYhCoVKpmDp1KhcuXOD3339XOhxRwDZs2EC9evWwsbGhbNmydOzYkdTUVNq2bcu4ceNyndu7d+976mCTk5MZNGgQ9vb2VKpUiYULF+Z6PCEhgTfffBM3Nzesra2pW7durtnVjRs3UqdOHaysrPD09GTOnDm5rvf09OTrr79m6NCh2Nvb4+HhwdatW4mOjqZXr17Y29tTr149/Pz8zNesWLECJycntmzZQo0aNbC2tqZTp06EhoaazwkKCqJXr164ublhb29PkyZN8PX1zfXamZmZfPzxx7i7u2NlZYWPjw8///wzwcHBtGvXDgBnZ2dUKtVj1QdLAibEIxgMBubMmUO/fv3w8vJSOhwhCk3z5s3p2bMnkyZNIisrS+lwRAEJDw9n4MCBjBw5En9/fw4cOEDfvn0fq/5v1qxZ1K9fn9OnT/PZZ5/x/vvvs2/fPgCMRiPdunXj77//Zs2aNVy+fJkZM2aY2/icOnWK/v37M2DAAC5cuMCXX37JF198wYoVK3K9xty5c2nRogVnzpyhe/fuvPrqqwwdOpQhQ4Zw+vRpvL29GTp0aK6409LSmDp1KitXruTo0aMkJSUxYMAA8+MpKSm8+OKL+Pr6cubMGbp06ULPnj0JCQkxnzN06FB+//13FixYgL+/Pz/88AP29va4u7ub++UFBAQQHh7O/Pnz8/w1KzJtKDw9PRk3btw9mfb9rFixgnHjxj3RmqsQj2vDhg288sornDx5ksaNGysdjhCF6vz58zz77LN88MEHNG3aVOlwxBNwcHCgS5cuD9xM/vTp0zRq1Ijg4GA8PDxyPda2bVueffbZXEX2vXv3xsnJyZwgeXp6UqtWLf744w/zOQMGDCApKYldu3axd+9eunXrhr+/PzVq1Ljn9QcPHkx0dHSuticff/wxO3fu5NKlS+bXaNWqFatXrwYgIiKCihUr8sUXX/DVV18BcOzYMZo3b054eDgVKlRgxYoVjBgxgmPHjtGsWTMArly5Qq1atTh+/PgDv5/r1KnDqFGjeOeddwgMDOSZZ55h3759dOzY8Z5zDxw4QLt27YiPj8fJyem+z/cgRaal9MmTJ7Gzs1M6DCFyMZlMzJo1i7Zt20ryJUql+vXr8/bbb9+zJCSKDysrKy5fvvzAGfwGDRrQoUMH6tWrR5cuXejcuTP9+vXD2dk5z6/RvHnze47vJG1nz56lSpUq902+APz9/enVq1eusRYtWjBv3jwMBoN5pqx+/frmx93c3ACoV6/ePWNRUVFUqFABAK1Wm+t3d82aNXFycsLf35+mTZuSmprK5MmT2bFjB7du3UKv15Oenm6eATt79iwajYY2bdrk+WuRV0UmAStXrpzSIQhxj8OHD3PixAl27typdChCKGbRokXMmDFD6TDEE7KwsHho6xyNRsO+ffv4+++/2bt3LwsXLuTzzz/n+PHjqNXqe5Yi87ocfWef3Ee17TGZTPfsqXu/xTkLC4t7nvt+Y/+9aeR++/XeGfvoo4/Ys2cPs2fPxtvbGxsbG/r164dOp8tT7E+j0BKwtm3bUrduXQDWrFmDRqNh1KhRTJkyBZVKdc8SZEJCAh9//DFbt24lMTERb29vZsyYQY8ePe557tjYWLp160aFChVYt24dXbt2zdOU6WuvvYa/vz/btm3D0dGRzz77jLFjxxb0l0IUI9988w1169alW7duSocihGJUKhWOjo5KhyEKkEqlokWLFrRo0YJJkybh4eHB5s2bKVeuHOHh4ebzDAYDFy9eNBef33Hs2LF7jmvWrAlkz1yFhYURGBh431mw2rVrc+TIkVxjf//9NzVq1Hjq7d70ej1+fn7m5caAgAASEhLMsR0+fJjhw4fTp08fILsmLDg42Hx9vXr1MBqNHDx48L5LkJaWlkD21+VxFWoR/sqVK9FqtRw/fpwFCxYwd+5cfvrpp3vOe1TBXk5hYWG0atWKmjVrsmnTJqytrfMcz8OKBoW4fPkyO3fuZPz48fd9ByWEECXB8ePHmTZtGn5+foSEhLBp0yaio6OpVasW7du3Z+fOnezcuZMrV64wevTo+9ZfHz16lG+++YbAwEAWLVrE+vXree+99wBo06YNrVu35uWXX2bfvn1cv36dP/74g927dwPw4Ycfsn//fqZMmUJgYCArV67ku+++Y/z48U/9uVlYWDB27FiOHz/O6dOnGTFiBM8//7w5IfP29mbTpk2cPXuWc+fOMWjQoFwzaJ6engwbNoyRI0eyZcsWrl+/zoEDB1i3bh0AHh4eqFQqduzYQXR0NCkpKXmOrVCXIN3d3Zk7dy4qlYpnnnmGCxcuMHfuXN54441c5/n6+nLixIlcBXv3W7sODAykU6dO9OrVi/nz5z/2H8kWLVrw6aefAlCjRg2OHj3K3Llz6dSp00OvS0pKIiMj47FeSxQ/M2bMoHLlygwcOFDpUIQQosA4Ojpy6NAh5s2bR1JSEh4eHsyZM4du3bqRlZXFuXPnGDp0KFqtlvfff/+e2S/ITqJOnTrF5MmTcXBwYM6cOXTp0sX8+MaNGxk/fjwDBw4kNTXVvKoF0LBhQ9atW8ekSZOYMmUKFStW5KuvvsqXLd9sbW355JNPGDRoEGFhYbRs2ZJly5aZH587dy4jR47khRdewNXVlU8++YSkpKRcz/H9998zYcIERo8eTWxsLFWrVmXChAkAVK5cmcmTJ/Ppp58yYsQIhg4des/dmw9kKiRt2rQxjRgxItfYli1bTFqt1qTX600eHh6muXPnmkwmk2nmzJmmqlWrPvC5li9fbrK0tDSVK1fO9O677973td57771cY7169TINGzbMfOzh4WGaPHlyrnPmzZtn8vT0fOjnERwcbLKwsDAB8lEKPmbNmvXQ7wchhBBF0/Lly01lypRROowHKjJF+DnlpejNysqKjh07snPnTj766COqVKlifiw/igYfpGrVquzbt++eDFmUPFqt9r5r/kIIIcTTKtQE7H5Fej4+PvfUdj2qYA+yk6zVq1czaNAg2rdvz4EDB6hUqRJAvhQNPohKpSqQ21GFEEIIUXoUahF+aGgoH3zwAQEBAfz2228sXLjQXKSX06MK9u7QaDT88ssvNGjQgPbt2xMREQGQL0WDQgghhCi+hg8fXqQbthfqDNjQoUNJT0+nadOmaDQaxo4dy5tvvnnfcx9WsJeTVqvlt99+43//+595JmzkyJH5UjQohBBCCFEQCm0rovttZ6Ckx9n6SAghhBAiP8lm3EIIIYQQhUwSMCGEEEKIQlZoS5BCCCGEECKbzIAJIYQQQhQyScCEEEIIIQqZJGBCCCGEEIVMEjAhhBBCiEImCZgQQgghRCGTBEwIIYQQopBJAiaEEEIIUcgkARNCCCGEKGSSgAkhhBBCFDJJwIQQQgghCpkkYEIIIYQQhUwSMCGEEEKIQiYJmBBCCCFEIZMETAghhBCikEkCJoQQQghRyCQBE0IIIYQoZJKACSGEEEIUMknAhBBCCCEKmSRgQgghhBCFTBIwIYQQQohCJgmYEEIIIUQhkwRMCCGEEKKQSQImhBBCCFHIJAETQgghhChkkoAJIYQQQhQyScCEEEIIIQqZJGBCCCGEEIVMEjAhhBBCiEImCZgQQgghRCGTBEwIIYQQopBJAiaEEEIIUcj+H0ppqt9XnjQgAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = [\"#f94144\", \"#f8961e\", \"#f9c74f\", \"#90be6d\", \"#2b1ac9\", \"#2994e0\", \"#94428d\"]\n", "wedgeprops = {\n", " \"edgecolor\": \"k\",\n", " \"linewidth\": 2,\n", " \"linestyle\": \"solid\",\n", " \"antialiased\": True,\n", "}\n", "\n", "categories = mpg_group[\"class\"]\n", "data = mpg_group[\"counts\"]\n", "\n", "_, ax = plt.subplots(figsize=(6, 6), subplot_kw={\"aspect\": \"equal\"})\n", "\n", "wedges, texts, autotexts = ax.pie(\n", " data,\n", " colors=colors,\n", " autopct=\"%1.1f%%\",\n", " startangle=60,\n", " pctdistance=0.75,\n", " wedgeprops=wedgeprops,\n", " textprops={\"fontsize\": 10, \"color\": \"white\"},\n", ")\n", "\n", "ax.set(title=\"Class of Vehicles: Pie Chart\")\n", "bbox_props = {\"boxstyle\": \"square, pad=0.3\", \"fc\": \"w\", \"ec\": \"w\", \"lw\": 0.5}\n", "\n", "kw = {\n", " \"arrowprops\": {\"arrowstyle\": \"-\"},\n", " \"bbox\": bbox_props,\n", " \"zorder\": 0,\n", " \"va\": \"center\",\n", "}\n", "\n", "for k, p in enumerate(wedges):\n", " ang = (p.theta2 - p.theta1) / 2.0 + p.theta1\n", " y = np.sin(np.deg2rad(ang))\n", " x = np.cos(np.deg2rad(ang))\n", " horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n", " connectionstyle = f\"angle, angleA=0, angleB={ang}\"\n", " kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n", " ax.annotate(\n", " categories[k],\n", " xy=(x, y),\n", " xytext=(1.2 * np.sign(x), 1.2 * y),\n", " horizontalalignment=horizontalalignment,\n", " **kw,\n", " )\n", "\n", "plt.show()" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "main_language": "python", "notebook_metadata_filter": "-all" }, "kernelspec": { "display_name": "dox", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }