{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Импортируем phout и считаем по нему разное" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# подключаем библиотеки\n", "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, integrate\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# импортируем пхаут\n", "phout_columns = [\n", " 'time', 'tag', 'interval_real',\n", " 'connect_time', 'send_time',\n", " 'latency', 'receive_time',\n", " 'interval_event', 'size_out',\n", " 'size_in', 'net_code', 'proto_code']\n", "data = pd.read_csv(\n", " \"/home/direvius/http_phout.log\",\n", " sep='\\t', names=phout_columns)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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timetaginterval_realconnect_timesend_timelatencyreceive_timeinterval_eventsize_outsize_innet_codeproto_code
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" ], "text/plain": [ " time tag interval_real connect_time send_time latency \\\n", "0 1.448983e+09 REQUEST 38149 0 0 0 \n", "1 1.448983e+09 REQUEST 7140 0 0 0 \n", "2 1.448983e+09 REQUEST 7752 0 0 0 \n", "3 1.448983e+09 REQUEST 7673 0 0 0 \n", "4 1.448983e+09 REQUEST 7567 0 0 0 \n", "5 1.448983e+09 REQUEST 7447 0 0 0 \n", "6 1.448983e+09 REQUEST 7733 0 0 0 \n", "7 1.448983e+09 REQUEST 7893 0 0 0 \n", "8 1.448983e+09 REQUEST 7394 0 0 0 \n", "9 1.448983e+09 REQUEST 7174 0 0 0 \n", "\n", " receive_time interval_event size_out size_in net_code proto_code \n", "0 0 0 0 0 0 200 \n", "1 0 0 0 0 0 200 \n", "2 0 0 0 0 0 200 \n", "3 0 0 0 0 0 200 \n", "4 0 0 0 0 0 200 \n", "5 0 0 0 0 0 200 \n", "6 0 0 0 0 0 200 \n", "7 0 0 0 0 0 200 \n", "8 0 0 0 0 0 200 \n", "9 0 0 0 0 0 200 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# вот так выглядит наш датафрейм (точнее первые 10 строк)\n", "data[:10]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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timetaginterval_realconnect_timesend_timelatencyreceive_timeinterval_eventsize_outsize_innet_codeproto_codetsrt_ms
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" ], "text/plain": [ " time tag interval_real connect_time send_time \\\n", "receive_sec \n", "1448983240 1.448983e+09 REQUEST 38149 0 0 \n", "1448983240 1.448983e+09 REQUEST 7140 0 0 \n", "1448983240 1.448983e+09 REQUEST 7752 0 0 \n", "1448983240 1.448983e+09 REQUEST 7673 0 0 \n", "1448983240 1.448983e+09 REQUEST 7567 0 0 \n", "1448983240 1.448983e+09 REQUEST 7447 0 0 \n", "1448983240 1.448983e+09 REQUEST 7733 0 0 \n", "1448983240 1.448983e+09 REQUEST 7893 0 0 \n", "1448983240 1.448983e+09 REQUEST 7394 0 0 \n", "1448983240 1.448983e+09 REQUEST 7174 0 0 \n", "\n", " latency receive_time interval_event size_out size_in \\\n", "receive_sec \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "1448983240 0 0 0 0 0 \n", "\n", " net_code proto_code ts rt_ms \n", "receive_sec \n", "1448983240 0 200 1.448983e+09 38.149 \n", "1448983240 0 200 1.448983e+09 7.140 \n", "1448983240 0 200 1.448983e+09 7.752 \n", "1448983240 0 200 1.448983e+09 7.673 \n", "1448983240 0 200 1.448983e+09 7.567 \n", "1448983240 0 200 1.448983e+09 7.447 \n", "1448983240 0 200 1.448983e+09 7.733 \n", "1448983240 0 200 1.448983e+09 7.893 \n", "1448983240 0 200 1.448983e+09 7.394 \n", "1448983240 0 200 1.448983e+09 7.174 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# хитрые манипуляции с колонками:\n", "# высчитываем время получения - будем группировать по нему (заводим новую колонку)\n", "data['ts'] = data.time + data.interval_real / 1000000\n", "# округляем до секунды\n", "data['receive_sec'] = data.ts.astype(int)\n", "# и индексируем по этой секунде\n", "data.set_index(['receive_sec'], inplace=True)\n", "# для удобства посчитаем респонс тайм в миллисекундах\n", "data['rt_ms'] = data.interval_real / 1000\n", "# обратите внимание на появившиеся новые колонки\n", "data[:10]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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H9SKshEWvXyhxPvorrvCXIU3UTdwz5Nvm3nuB3/zGv50Ll9Cncd3YlJMV1T6u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\nfZw1a+KEXl2LLl3i62O5UTf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# группируем по индексу, считаем и рисуем график\n", "data.groupby(level=0).count().time.plot(title=\"RPS\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LwO4RhmG8FVbaDMMwPgQrbRnYp80wjLfCSpthGMaHYKUtA/u0GYbxVlhpMwzD+BCstGVg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\nyz0vwNw9YjqGYuQecYOlbc337sy4l61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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# группируем по индексу, считаем разные агрегаты и рисуем график\n", "data.groupby(level=0).rt_ms.agg([np.mean, np.std, np.median]).plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GFRUVKi4u1sKFCyVJe/bs0YIFC/TOO++osLBQxcXFkqS5c+dq6dKlKV9PW1ub\nqqqqVFJSonHjxumRRx7p8Ro89dRTqqmp0YQJEzRs2DAtXbpUTz75ZMqxX/3qVzV37lwNHz5cgwYN\n0l/8xV9o7969Onz4cI/P05cIgAEAAHKwceNGbd26Vfv27dPevXu1fPlyNTY2qqamRo8//rja29s1\nf/583XTTTero6Ijtt2nTJr300ks6cuSIJGn27NkqLy9XU1OTWltbVV1dLUl67rnnVF9fr2effVaf\nfPKJrr32Wt16660J5/DCCy9ox44d2rlzpzZv3qxXX31VEyZM0GOPPaarr75aR48eVXt7e9rX4ZzT\njTfeqMmTJ6utrU2vvfaaVq1apa1bt6bdb9euXZo0aVLs/qRJk3Tw4MGMgto33nhDo0aN0ogRI2Lb\nfv7zn6ukpEQTJkzQ8uXL5Xlej8fJFgEwAABADu6++26NHj1aw4cP1+LFi7Vx40atXbtWd911l666\n6iqZmW6//XYNHjxY7777bmy/RYsWafTo0Ro8eLC2b9+utrY2NTQ06Pzzz9d5552na665RpK0Zs0a\n1dXVqaKiQgUFBaqtrVVjY6Oam5tjx6qrq1NhYaFCoZCmT5+uxsbGrF/H9u3bdejQIS1evFiDBg3S\n2LFjNW/ePG3atCntfseOHdOwYcNi94uKiuSc09GjR9Pu19LSooULF+rhhx+Obfv617+uX/ziFzp4\n8KCeeeYZ/ehHP9KDDz6Y9WvpCQEwAABADi699NLY7bKyMh04cEBNTU166KGHVFxcrOLiYo0YMUIt\nLS06cOBAyv2am5tVVlamgoLuodn+/fu1aNGi2LFGjhwpM1Nra2tsTGlpaez2kCFDdOzYsaxfR1fm\nOf6cH3jgAR08eDDtfkOHDtVnn30Wu//pp5/KzFRYWOi7zyeffKIbbrhBCxcu1J/+6Z/Gto8dO1Zl\nZWWSpMrKSi1dulRPP/101q+lJ0yCAwAAyEF8JrapqUmXXHKJQqGQlixZorq6Ot/94ienhUIhNTU1\nyfO8bkHwmDFjtGTJkm5lD5nIZgJcKBTSZZddpr1792b1HJWVldq5c6eqqqokSY2NjSotLU0oa4h3\n5MgR3XDDDZozZ45qa2t7PL5zLqvzyQQZYAAAgBw8+uijam1tVXt7u1asWKHq6mrNmzdPq1ev1vbt\n2yVJx48f14svvqjjx4+nPMaUKVM0atQo1dbW6sSJEzp58qTefvttSdL8+fO1cuVKffDBB5IiGdZM\ns6KlpaU/FaKDAAAgAElEQVRqaWlJqD32M2XKFBUWFqqhoUFffPGFwuGwdu3apffeey/tfnfccYfW\nr1+v3bt36/Dhw1q+fLnmzp2bcuzRo0d1/fXXa+rUqbFexPFefvnlWMZ5z549Wr58uebMmZPBK80O\nATAAAEAObrvtNl1//fUaP368Lr/8ci1evFhXXnml1q1bp4ULF6q4uFgVFRXasGFDbJ/kzGxBQYGe\nf/55ffjhhxozZoxCoZA2b94sSbFMaXV1tYYPH66JEyfq5Zdf9j1W/P0ZM2aosrJSF198sUpKStK+\njoKCAm3ZskWNjY0qLy9XSUmJ7rzzzoTyhlRuuOEG3XvvvZo+fbrKy8s1btw4LVu2LPb4rFmzVF9f\nL0n6yU9+oh07dujJJ59UYWGhCgsLVVRUpJaWFknSa6+9pokTJ6qwsFCzZ89WVVVV2ix6b1l/pJV9\nn8zMnc7nAwAAZz8zS/gY/ExaCKO8vFzr16/XjBkz+u18kF7y90fS9pQ1INQAAwCAs8pAWaUNwaEE\nAgAAoJf6e5W1M8WsWbNi5QpFRUWx212lDWcbSiAAAMAZze8jbkDqXQkEGWAAAADkFQJgAAAA5BUC\nYAAAAOQVAmAAAADkFQJgAAAA5BUCYAAAgDyyYMGC2DLEb7zxhkKhUMBndPoFthCGc1KetM4DAAB9\n6MGlD+pQU/+tBHfhmAv13e8NjMU2NmzYoHXr1umtt96KbVu9enXCmL7oZfzwww+roaFBn3/+uaqq\nqrR69Wqde+65OR+3vxAAAwCAs8qhpkO6a+xd/Xb8xz56rN+OnUo4HNagQYP65djOuX5frOOVV15R\nQ0ODXn/9dY0aNUpz5szRfffdp5UrV/br8+YisBII+lkDAICzXXl5uerr61VZWamRI0eqpqZGp06d\nkiRt2bJFkydP1ogRIzR16lS9//77Cfs1NDRo0qRJGjp0qDzPU0tLi26++WaVlJTooosu0j333BMb\n/8QTT+iKK67QyJEjNXPmTDU1NcUeKygo0Jo1a1RRUaHi4mItXLhQkrRnzx4tWLBA77zzjgoLC1Vc\nXCxJmjt3rpYuXZry9bS1tamqqkolJSUaN26cHnnkkR6vwVNPPaWamhpNmDBBw4YN09KlS/Xkk09m\nfzFPIwJgAACAHGzcuFFbt27Vvn37tHfvXi1fvlyNjY2qqanR448/rvb2ds2fP1833XSTOjo6Yvtt\n2rRJL730ko4cOSJJmj17tsrLy9XU1KTW1lZVV1dLkp577jnV19fr2Wef1SeffKJrr71Wt956a8I5\nvPDCC9qxY4d27typzZs369VXX9WECRP02GOP6eqrr9bRo0fV3t6e9nU453TjjTdq8uTJamtr02uv\nvaZVq1Zp69ataffbtWuXJk2aFLs/adIkHTx4UIcPH87qOp5OAQbARMAAAODsd/fdd2v06NEaPny4\nFi9erI0bN2rt2rW66667dNVVV8nMdPvtt2vw4MF69913Y/stWrRIo0eP1uDBg7V9+3a1tbWpoaFB\n559/vs477zxdc801kqQ1a9aorq5OFRUVKigoUG1trRobG9Xc3Bw7Vl1dnQoLCxUKhTR9+nQ1NjZm\n/Tq2b9+uQ4cOafHixRo0aJDGjh2refPmadOmTWn3O3bsmIYNGxa7X1RUJOecjh49mvU5nC6B1gAD\nAACc7S699NLY7bKyMh04cEBNTU3asGFDrITAOaeOjg4dOHAg5X7Nzc0qKytTQUH33OT+/fu1aNEi\nfec734kdy8zU2toa6+BQWloaGz9kyBAdO3Ys69fRlXnuKpVwzsnzPF133XVp9xs6dKg+++yz2P1P\nP/1UZqbCwsKsz+F0CSwA9pyTxCw4AABwdovPxDY1NemSSy5RKBTSkiVLVFdX57tf/OS0UCikpqYm\neZ7XLQgeM2aMlixZ0q3sIRPZTIALhUK67LLLtHfv3qyeo7KyUjt37lRVVZUkqbGxUaWlpRoxYkRW\nxzmdAiuB8MJeUE8NAADQZx599FG1traqvb1dK1asUHV1tebNm6fVq1dr+/btkqTjx4/rxRdf1PHj\nx1MeY8qUKRo1apRqa2t14sQJnTx5Um+//bYkaf78+Vq5cqU++OADSZEM69NPP53RuZWWlqqlpSWh\n9tjPlClTVFhYqIaGBn3xxRcKh8PatWuX3nvvvbT73XHHHVq/fr12796tw4cPa/ny5Zo7d25G5xeU\n4AJgjwAYAACc/W677TZdf/31Gj9+vC6//HItXrxYV155pdatW6eFCxequLhYFRUV2rBhQ2yf5Mxs\nQUGBnn/+eX344YcaM2aMQqGQNm/eLEmaM2eOamtrVV1dreHDh2vixIl6+eWXfY8Vf3/GjBmqrKzU\nxRdfrJKSkrSvo6CgQFu2bFFjY6PKy8tVUlKiO++8M6G8IZUbbrhB9957r6ZPn67y8nKNGzdOy5Yt\nS7tP0Ox0TkYzM9f1fJ8e+VzDhl9w2p4bAACcncwsYfL8mbQQRnl5udavX68ZM2b02/kgveTvj6Tt\nKWtAAqsBDvtkgD0vskAGi2QAAIBUBsoqbQhOYCUQYZ8aYOciQTAAAMCZrr9XWTtTzJo1S4WFhSoq\nKlJRUVHsdn19fdCn1iuBlUB8/PFnKi0t6jamszMSBJ/By0cDAIDTyO8jbkDqXQnEGZcBDnueb3kE\nAAAAkKszrg2a1xlWuCN8ms8GAAAA+SLADHDqIPdUR6dOnuq5Vx0AAADQG8GtBOdXAtHpqbOTDDAA\nAIgoKyvLm8lmyF5ZWVnW+wQXAHf6tUHzdOpU52k+GwAAcKb66KOPgj4FDDDBlUD4zObs7Ayrkxpg\nAAAA9JMeA2AzqzCzn5vZz6JfPzWze5LG3GZmO6P/fmpmv9PTcV26EggywAAAAOgnPZZAOOd+KWmy\nJJlZgaQWST9JGvYrSdc55z41s29IelzS76U7rufT6qyzM6zOMAEwAAAA+ke2NcB/KGmfc645fqNz\n7t24u+9KuqSnA4V9aoDDnqcOMsAAAADoJ9nWAN8i6Uc9jJkn6aWeDuSXAfY6PN8JcgAAAECuMs4A\nm9m5km6SVJtmzHRJcyVN9RuzbNkySdKvW9tV/f/835o2bVrC4+FwpzpogwYAAIAsbNu2Tdu2bcto\nrGW6traZ3STpvznnvuHz+ERJz0j6hnNun88Y1/V8P3v33/WV3xvfbczu9/frs8PH9bXrrsjovAAA\nAIBkZibnXMoG0tmUQNwqn/IHMxujSPB7u1/wm8wv8A6HPXX6dIgAAAAAcpVRCYSZDVFkAtyfx22b\nL8k559ZK+htJxZL+j0WWaulwzk1Jd8ywXw1w2FO4g0lwAAAA6B8ZBcDOuROSLkratibu9p2S7szm\nif0mwYXDjoUwAAAA0G8CWwnO+bZBC9MFAgAAAP0muKWQfTPAnjp9HgMAAAByFVgA7HmpJ8E5z1OY\nEggAAAD0kwADYJ+lkDs8hcMEwAAAAOgfZ1wG2PM8eSyEAQAAgH4SWACssF8A7BSmCxoAAAD6SXAB\nsE8JhAt78jwywAAAAOgfwXWB8FkJzgt7CneSAgYAAED/CLANWuoAuCPs+T4GAAAA5Cq4hTB8u0A4\n30UyAAAAgFwF1wUiWuabXAkR7vDkhQmAAQAA0D8CzwAnB8AdnZ7CBMAAAADoJwEGwKnrfDs7Pd9F\nMgAAAIBcBRcAu9QZYC9MBhgAAAD9J5AA2Dn/NmgdHU5eJ10gAAAA0D8CL4FIXhI5HHbq9FkK2Sdm\nBgAAADIWeACc7FRHhzzaoAEAAKCfBBYAWzTGTZ7w1tHRqc6wXwaYFDAAAAByE1ANsFM4OgkuuQSi\no7PDtw8w8S8AAAByFdgkuFgJhEsOgE/J6/DJAIsIGAAAALkJsAY48jWcVAIRPnVKnteZeh/iXwAA\nAOTonKCeONYHOKkEwus4JTEJDgAAAP0kmADYOXnRdG63DHC407cGOLleGAAAAMhWMDXAclI0mO3K\nBHfp7OyQ/JZCpgYCAAAAOQquBjj6NTmp2+ml6QLBJDgAAADkKJAA2POcXLTRQ/KiF15Hp7xw6kCX\nBDAAAAByFVgGuCua7bYinBfunhZO2gcAAADorWACYOdiK8B5SUGtc/4BMJPgAAAAkKvgMsDRet5w\nUgmEhT2JLmgAAADoJwHVAHuxaoZuE9ucyfmUOnh+3SEAAACADAW3FLJPDXCBJxlxLgAAAPpJQH2A\nv5zPllzXa56TOUu9HzXAAAAAyFFwfYCjwWxyWYM58w2AKYEAAABArgLrAtGVAk6Oac05/xII2qAB\nAAAgR4EthRwLfMPhhMfMMzmX+rSSW6YBAAAA2QooAxz7T7eWv5HyB58a4H49KQAAAOSD4LtAuKR6\nB0+SXwY4TA0wAAAAchNcFwjfSXAFks8kOAAAACBXwXWB6Apyu62DkaYLBDUQAAAAyFFwXSCi6x0n\nZ4BdmjZo3colAAAAgCwFVAPs3wZNKvBtg0YCGAAAALkKJgD2vmxp1j2rW8BCGAAAAOg3gdUAy4sE\nuS6cmNd1znyaoAEAAAC5C6wLhGIZ4ORHC3xLHcK0QQMAAECOApsE56JhbrhbBGwynxDYsRIcAAAA\nchRgGzQXyf4mB7WefwaY+BcAAAC5CqgEwsWCWddtYpt/BXD3sQAAAEB2AusCIS8SBLukfK958l0J\njgwwAAAAchVYCURXna+X1AUiXQ8IFsIAAABArgIrgfAs9VLIfj2AJcmxFjIAAAByFNxSyGFPntc9\nq2uefwBM/AsAAIBcBbQUcuSr57nuNcAu8i/1fpRAAAAAIDeBBcBdHdCSJ7ZZuhiXDDAAAAByFFAJ\nhCRP8pzrXgLhzK8JBBlgAAAA5OycwJ7ZefI81z2r69L0gSADDAAAgBwFVALh5EzyPE/JSV1zfgsh\nS6yDAQAAgFwFkwF2TuZJneHuEa1/DwhKIAAAAJC7AJdCNnmek5ec1nWS8wmDiX8BAACQqwC7QKQI\nfiOP+u7nsRYyAAAAchTYQhjmpLDn+cS7qQPddOURAAAAQCaCCYAleZLC4eRlMKR0YS6T4AAAAJCr\ngGqAJTkX6QOcxfrGTIIDAABAroIJgD1PJslL0QUi7X6UAAMAACBHgU2Ck6TOLGsaPDLAAAAAyFFg\nNcDyIpnglPPdfDK9xL8AAADIVY8BsJlVmNnPzexn0a+fmtk9Kcb9nZl9aGaNZva76Y7poisgh8Nh\n6noBAABwWvW4Epxz7peSJkuSmRVIapH0k/gxZjZT0jjn3OVm9jVJj0n6Pd9jRr+GO8MpH/frA+Gy\nrBkGAAAAkmVbAvGHkvY555qTtn9T0lOS5Jz7V0nDzKzU9yjORbpAhFPXOvitBAcAAADkKtsA+BZJ\nP0qx/RJJ8UFxa3SbDydZ9pPamAQHAACAXGUcAJvZuZJukvTjXJ/UuciENi8c7r64hUuzFAZt0AAA\nAJCjHmuA48yUtMM590mKx1olheLuXxrd1s2yZcv06eFj+uBf92no7wzSuNLLU4xKHel6NAIGAABA\nCtu2bdO2bdsyGptNAHyrUpc/SNK/SPq2pH8ys9+TdMQ593GqgcuWLdP+fR/rGe9VfWXy1/TpgfaE\nx51J5tcGzadmGAAAAPlt2rRpmjZtWuz+/fff7zs2owDYzIYoMgHuz+O2zZfknHNrnXMvmtksM/t3\nScclzU13vFgXCN+FMJgEBwAAgP6RUQDsnDsh6aKkbWuS7i/M9EkjC2C4lG3NzMk3/vWyXDkOAAAA\nSBbMUshdNzxPXja9famAAAAAQI4CWwrZSeoMd6Z5NNOtAAAAQOYCC4Dl0pU0pK6BcHSBAAAAQI6C\nC4Al35Xg/BAAAwAAIFeB1QA7OXnOyyqoJf4FAABAroLJAHue5Cz7pY09ImAAAADkJpgMsJMkp3Bn\nigDYKeVsN+ciWWMAAAAgF8FOgsumBZokRwYYAAAAOQp0Elyn87pXNVhkOWQAAACgPwQaALuwl7Ku\n1/wSvawEBwAAgBwFUwPseZEuEF44xYM++1D9AAAAgD4Q3CQ4l11TB3oAAwAAoC8EVgJhiiyE0b0E\n2L8AmC4QAAAAyFVgAbCnaBeILNLA2bYNBgAAAJIFuxSy53XL6fqFwy7LkgkAAAAgleBKILzs+vo6\nOf/oGAAAAMhQIAGwF+0CEU7VBUIi0AUAAEC/CXApZMmFnboXQWSwIwAAANBLgXaBCHueLKkMwlz0\nwSTEvgAAAOgLgQXAzkkK+7R1SBHsOufkEQUDAAAgR8EFwCaFU0yCSxvi0gYia/zNAAAAkCiYGmC5\nWBeI7iu8udSLYTiWwQAAAEDugukCEY6Ess65lCnKVIFu1/LJyA4ZYAAAgETBlUAo0gUi0/iM/C8A\nAAD6QsArwaXqA5yyACIyniAYAAAAOQouAHaRGuCM57XxWX6vcNkAAAASBZgBdnLh1DXAqdugiWgO\nAAAAOQsoAI5OgvOp7HV+NRDEv1njbwYAAIBEwXSBiNY9eGHn0/IhxSYiOQAAAPSBQGuA5TylinaN\nVG+f4e8GAACARMGuBBfuXutgPgGbF/bkWAkOAAAAOQouA+xJJq9bAjiy3oVfETCy5fFHAwAAQIJg\nAmAX+U847HV7yH/+m0/HCAAAACALwQTAnpNksu7xL/qYxx8NAAAACQIJgLtiMi/FQhh+4Rr1vwAA\nAOgL5wT2zM6lLGswKXUbNEWbRiAr1AADAAAkCq4LhCJZ3cxXQnYi/gUAAECuAlwKuWt54+StlmYl\nOLKZ2eKSAQAAJAqmBlixIuAUEVrq1eEI5Hon8xw7AABAfgiwC0T0S4rINlUCmKWQe4fLBgAAkCjQ\nLhCWxQQtjxlwvcIfDgAAAIkCXAnOyfO87h/Qp4nX+Dg/e8S/AAAAiQKeBGep5sApVRFE6glz6Al/\nNAAAACQKqASiKyjLoqzBpZ4ch/TIAAMAACQKqAtE9KsXfy/+we5RG3Fc71ADDAAAkCjQDLDv8sap\n2qCxolmveATAAAAACYKpAY6PybIJbInlskcADAAAkCC4pZBdpASie3xmKRsBO5ddrIwIMsAAAACJ\nAu0CEVn1LbMAjVpWAAAA9IVAl0LOqgbYZR4s40vUTgMAACQKbhKcc76dzSzlYsjoDTLnAAAAiQJr\ng2ZO0SA40xKIfj2lgYsLBwAAkCCwLhBO5tvVIeVmloLrFSbBAQAAJAquC4Rc6oXgfOI1Tx7JzN7g\nogEAACQItAtEyuykX/lvtGQC2fGYBAcAAJAgwJXgTCaXcUxL7NtLXDgAAIAEAdUAR1uapSqBQJ+i\nBhgAACBRYF0gYl8zjM88z2MKXG8QAAMAACQIrAuESamDM794zadnMNKjDzAAAECiALtAKBrUZhYE\n0wWtlwiAAQAAEgQ4CU5yXrbxGcFctugCAQAAkCi4NmjRuMwyjIAzHYdEXDcAAIBEAQXA0aAsi+CM\nTGbv0AUCAAAgUUAlEF03fGqA/fYhlsseATAAAECCcwJ51q4EsKxbUOu3EFzCjsgYzeMAAAASBdcF\nomsxjKT4LF24RjKzF7hoAAAACTIKgM1smJn92Mx2m9kuM/ta0uMjzewlM2s0s/fN7Fvpjue+TAEr\nPuR1zj8D7HlZt4yAqJ0GAABIlmkJxCpJLzrn/sTMzpE0JOnxhZIanXMzzexCSXvN7IfOuc60R3VZ\nxLQEcr3DHw0AAAAJeswAm1mRpGudc09KknOu0zn3WdKwX0sqjN4ulPSbtMGvc7FMr0uR8k2zGByy\nRBcIAACARJmUQJRLOmRmT5rZz8xsrZldkDTmcUmVZnZA0k5Ji9IdMFb54JPVtVRRsUQ2sze4ZgAA\nAAkyKYE4R9JXJH3bOfeemX1fUq2k++LG1Ena6ZybbmbjJG01s4nOuWPJB1u2bJn2//uvtf8Xrbrk\nwjL9Jzc+cYBP8OsybpiGeI4AGAAA5IFt27Zp27ZtGY3NJABukdTsnHsvev9pSX+dNOb3Ja2QJOfc\nPjP7D0kTJL2XNE7Lli3Tm6806q1T2/W590VGJxk9LjUQvcE1AwAAeWDatGmaNm1a7P7999/vO7bH\nEgjn3MeSms2sIrrpDyR9kDRst6Q/lCQzK5VUIelXaY9rkuQSuhSQrOx7jsmDAAAACTLtAnGPpH80\ns3MVCWznmtl8Sc45t1bSA5KeNLOdinQyu9c51+57NBffBi1+c1JLtPSrYiAT/FUBAACQIKMA2Dm3\nU9JXkzaviXv8kKQbs3pmF/cvo+EEcr1BFwgAAIBEgawE5yTJsgvMWNCht7huAAAA8YJZCjkak5kz\n38xut+4FzIHrFTLAAAAAiQLKALvY1/jwrMdYjVgua0YADAAAkCC4DLBnMi9ps/tyA90L+galIwAA\nAIkCCoCjGWCzlBlKU/f2D17Yo6FBLzjP63kQAABAHgkmAJYkOZnLvLeDi62fjGxQAwwAAJAouADY\nmeSsW1a3K/vrOTKXfYGlkAEAABIFMwnOJyjrKVgjlusNLhoAAEC8gALgyFdLWggjfuJb8iQ455yM\nYC5rZIABAAASBVoD3NUMLbbFpb4duU8GuDe4ZgAAAIkC7QKR1WJwBHK9Qhs0AACARIFlgLsyk37h\nWeruBQRz2cq8zwYAAEB+CGgluPg7/mUP8Wjn1TssKAIA+Ylfm4C/wEogTCaLtkKLbY4fEnbd9iGZ\nmT2PiwYAeSnMQkiAr8C6QHSFZfEf0Xs9vlkJ5rJGCgAA8pILEwADfgLKAKtXsSyxXPaoAQaA/BRO\n/iQVQEygbdDiyx+SJX90Tw1w79AHGADyUzgcDvoUgDNWgEshS5ZlXS+hXPbCTIIDgLzEJGjAX0Bd\nILqWgrPkB768mfTRjfNcuoQx/JABBoC81PO8GiB/BdYGzZm6lUD0tGiD8V7OGvEvAOSncCe/NAE/\ngU+CS2h9liZaI47rJSJgAMhLZIABfwHVAHcFZeYboCVPeqObQe/QBxgA8pNHGzTAV4CT4JzMScqw\nSN+co6NBL3DNACA/kQEG/AXYBk1p26B1nwTX3yczMJE5B4D8RAAM+AtsEpwkmZJrgHveB1miDQ4A\n5CWPPsCAr4CXQk7uApHur1XHfK5eYAERAMhPPXVWAvJZYF0gLNoJwu8jek98dNMXqAEGgPxECQTg\nL5AA2Fw0+jWLBMIZIJDrHa4bAOQnSiAAf8FOglMWk+Cc6GnbG1wyAMhPlEAAvgIJgD1F4zKXFJ+l\nmwRH8Nsr9AEGgPwUDvPzH/AT2CS4SOmDJQS98RO2UsW7vJWz58gAAEBeogYY8BdoCYS5xEA3Pljr\nlvF1jhKI3uCSAUBeIgAG/AUzCS4W6PrXACdjIYzeoXQEAPKTIwAGfAW4FHL0i08MnLyGuWNNs97h\nogFAXnJhAmDAT/BdIMhQ9qswqXMAyEth2qABvgLqAuG+XAwjPkVJLNz3uKYAkJfClEAAvoLpAqGu\n0ofEhTDiyx6SCx6c58TicNmjCwQA5CfaoAH+Au8CEY8q377HJDgAyD/O0QUCSCe4pZBd8ioYibzk\nleD6+ZwGKjLAAJB/PE/ymAMC+AosA+xMMlmWc+AI5rJFVh0A8o/nMQkaSCegANjJnHVfCjlhRPIG\nArneIAMMAPnHue7tRAF8KbClkCUXWQYjvglEwlLIrts+hHLZIwMMAPnH86QwCRDAV4CT4LpngBP+\nWu22EjJLIfcGn4ABQP7xPMnRBxjwFeBKcE4mk19el4/u+wYZYADIP54nhSmBAHwFEwDHB7eZxmdk\nf3uHPyQAIO9QAwykF1wXiEgFcJrHk+5TA9wrXDNkipahwMDhed3biQL4UmCT4JIXweg2pnsRcP+d\n0ADmkQFGhjo7gz4DAH0l0gaNn/+An0AC4MRE05dv0IQMVIr3Le/l7PX0hwbQpaMj6DMA0Fc8z5EA\nAdIIdCnkZC6+ZUGKaJdgrhf4AYgMEQADA0dn2JOjrgnwFWAXiKSvyQ8nb6eWqVe4ashEZMZ40GcB\noK+EPaew5/jkFPARTADsnNQ1Cc4vAE66z9+xveO4cshAZyclRsBA0hn26AIBpBHYUshdIa7/Usj8\nNu4LBDVIp+v7IxzmewUYSCLZXwJgwE8wXSD0ZT1vfKCb8As41SS4fj2rgcmRAUAaXSWCZICBgSXs\nefIogQB8BdgHOPlG5A375YDEd60jJwz0ua63HBlgYGDxPCePDDDg64zqAhEv1UIYRkeD7HHJkEZX\n0EsGGBhYIl0gJMcbG0gpoElwklxkEpzfenDdAmAiuV7hbwakQwYYGJg8F6kB5n0NpBZcANzjmFSD\neCdnjZ9+SIMaYGBgCoej9b+8sYGUAi+B8H1vJq+E3O9nMjDxsw/pEAADA1PY8+SFmT0D+AmmC4RL\nvapbYheIpAEeQXDvMAkC/miDBgxMYc9JlEAAvgJrg5aq+Ddh2cbkDLBzFPP3ApOAkQ41wMDAFPY8\n5oAAaQS4FHIkAvYLannf9g3+aEA6XQGw5xEAAwOJF/YiE+E8siBAKgEuhRy96TeEIuA+QVCDdAiA\ngYGpszMc/eQ06DMBzkwBLoWc5RDexL3iUhVbA1FdvxydIwAGBhIXDlMCB6QRWBs06+m3bYqV4NAL\n/ABEGl0ZYAJgYGAJe+FYL2AA3QW3FLJ1LYTx5W9dL/zlG5XfxX2EH35IozP6niMABgaWcKfH+xpI\nI6MA2MyGmdmPzWy3me0ys6+lGDPNzH5uZr8ws9fTHc8prglEhpPgnBPZzF7ghx/SCYcj3yDUAAMD\nixf25GgDAfg6J8NxqyS96Jz7EzM7R9KQ+AfNbJikRyVd75xrNbMLezxitAuEX6qX7gV9hD8akEbY\neZIGybkvyyEAnP3C4bA8eQmfrAL4Uo8BsJkVSbrWOfctSXLOdUr6LGnYbZKecc61RsccSnvQuODW\n963ZLQVMQ+/eyOdL5pxkKfpN40uUQAADk/PCJECANDIpgSiXdMjMnjSzn5nZWjO7IGlMhaRiM3vd\nzP4/M7s93QHjf9F64QwGKb8DuVzkcyY9j196xsIEwMCAdKqzk/c0kEYmAfA5kr4i6VHn3FcknZBU\n62hL7aAAACAASURBVDNmpqRvSPobMxvvd0CnL5dCDvt87ppcusQbuXfy+bLxkX7Pwl73GmDea8DZ\nz4U9eXxyCvjKpAa4RVKzc+696P2nJf11ijGHnHNfSPrCzN6UNEnSvycfbNmyZdq141f6za8Oa3xR\npcZ5vx17LNxDrZJLtXwyH3OnZXk8CYIAuGddf4DGZ4B5TwFnvw4vHP3Dlh+EyB/btm3Ttm3bMhrb\nYwDsnPvYzJrNrMI590tJfyDpg6Rhz0l6xMwGSRos6WuS/neq4y1btkw/fvw1/fLzfRrUeV50Ek6K\n503KXZrPZ7T8sk4vn3/0EQD3rDNFAOx5UkFwi6QD6AMu7OX3R4DIS9OmTdO0adNi9++//37fsZl2\ngbhH0j+a2bmSfiVprpnNl+Scc2udc3vM7BVJ/yYpLGmtcy45SI7zZSM0L+zbBiLpbupx/LJOz/L4\nr38C4J51vf+SA2AAZ7dwOCwnlkIG/GQUADvndkr6atLmNUljHpL0UKZP3PWe9HxnwaUanzoDDH+e\n8jc9zvdGz7oywNQAAwOL5zx5YSfHX7RASsHkTj0XmwTnhTv9hvSoN7+o8+6XOzXASMPzKYEAcHZz\nnqfOzPJLQF4KsHggkpmM/+s020/rI837swvw8i0AdnmcAe7vQG4gfC/51QADOLuFXVidnZRAAH6C\nr54Nf9mr0IuPgJNrgD2XsqDfyzJqzrtf7nlcA9zfP/gHwvdSmBpgYEByzosGwLyhgVQCCYAjv2ej\nGeBwOHWgkrTNS7HNOcnLMsoZSH8NZxKoDKTXmy0ywD3r+gOSGmBgYPE8T2FKIABfwWSA437DOs/L\nuIyh2+rILvuVzgZSdiujH255HM0QAPcs1VLIQb9Hgn5+YCDwPE/hzuzLBIF8EVAGOC4Adi5lFjc5\nsE0VbHj/P3vv0iPLlmYJrW0ecc69N7OyslGXSuoBEiUEzQipRYsRUgpGiAliwA9gACOYwrQmiCEM\nEIJJj1Aj0QMEElLPcsKshIqC6iplPZSqzLyZ93XiRLi7me29vweDb9v74Y8wf0X4SqXuiXAPd3Nz\n23svW3t965PD/U1vgbRUuBOFedwJ8G60G2FwKxHikrj0+99xx1uAKoPpngJxxx1T2DcHeFkI6rZu\nAkkL7zwX15EucZr+d9Bbv6G5YC8F+B3f/Z/eA9zkWd8qqlbI6/gZGgHgpxcfI5d+/zvueAsQ1XsK\nxB13zOByRXCJN6hqvUUjnUSILnsZWxQnmsPN4i2odhUi7WYKY+2j3wtOTaQO9Z9fIyoP8A/+G1DK\n5L70x7oT4DvueD1UCCzynjWQO+6YxeWK4OqCG+0Q3+6TWj+O+H3NAnHY6OapznM3iBD3uL2/NJu5\nIE5OgN/AysJpZ4VFwIkAz523uctpqUvtHV+yd9yxGEQUYBy8S3rHHe8FF1OAXZUCAYD3UDJFMUyG\n0MM9wPwGSEsF2ovhvV8J+K4A7warpDSV6yHAdwX4jjuWgKb0pNufp+644xS4eA6wCkYV4KHaO/H3\nB97d8htaXfdRgPUNKd6H4q4A74ZWBFik0xRjCnPndKnz8YaG6B13XAykDEDflOhzxx1L4nIEOI1J\np4CMFLj14Ua43jEpEG+BtFTYh8y/Zw/wyYvg3oCyIqoQMSX4tQrwUufjToDvuGMBqMDhboG4444p\nXCgHuPtvZhr8vr+W0mgXuMM9wER00POvGfsUwb3nTnCnJlJvwU8uqBRgBevuIri7AnzHHbcBVgGg\ng4LyO+64w3BBD3D6rzhwymrpbtfvzgGeyhCeA8W3Q4DDPhk373juO7Xd5S0owHqgB3juMdpjJ2e/\nY1rkZe64431D5GCB6I473hMukwJh+zJ2AOr2Kuaym9l9mmPMv84+dotbQdyDAL9XAbjd2OFUmCLA\nt7TmVBaIJYrg7haIO+64Hmhlgbih+eiOO86JixfBOXWjpHTQCa61Klb/lBEFOIT59xN+Owrwforb\n+zQBn4UAT2wt3hKBUxUwpxi0pAZf2gLxFqwld9xxaYgq1OloE6k77rjjUgqwah2D5jQDswwW3f7P\n3Cp4q/47tuDuIsD8hlrjxD1awQne5+RXbeufEqP51bgtAiwQFEVTBLeLAM/ddC2lAC9lpbjjjvcM\nsze9nfXujjuWxsWL4JwAkWlIGvpFcNIM5Dbx7ZPgnQR4r/7BtwHeJz3jnYppZ1GAJ87/LW05qiry\n3Mg8K4No/vjnzuliCvC9aOeOO14NVYViKC7dcccdhosTYMBBiCHStz30coBbal5F/MYUp/dEgMOO\nz3JMq+i3AlXUqQYne4+3oACrKcCVB3hXSMqcPWEpBfgtZXXfccelYAqwvIli3TvuOAUu7wGGA5OA\nWAZxLe1xS0x1pm1FYo/xAOMNEWDaJwbtnUImGqwcink/7NsgwHme1KJQgGiegM4VrN4tEHfccT2w\nEDTCu44CuuOOGVzGA9z5wQhwDLHzHBLFZtP8zMKo7KzV1vPYlmuMg191X/cNLa77eIDfawyOKcCv\n/65ni77egAWiUoBZBKsiR4zzBPg8Foi3M0bvuONiEAXuFog77pjEhSwQzYh0MFXJ+y5zLUtgu21+\nJra2jkC3kO1gD/AbygF+S59laagCKq9X+2f9sBME+JZushQKIktHUW8K8Fzx4DksELd0/u6443qh\nEPCb6n56xx1L4iIEuF3k4tRBiRHKLgEOPQKsaHuAGwtEH7sI8BKk6FrAHGcJmqoVGb5HaLvD4Csw\nrwCPX0u3ROAkJT84CtAQdhLg6vnjj90J8B13XAtUxILg7xLwHXeM4jIWiPb6pg4cBaFngfBeOwQ4\ntlMgWkVw/S3+3TnAb4cA61h6xh0AUgzaAQSYeZzsHpOIcEs5tk4YgQNcDFAKOy0QytMEeCm7jeh9\n2/aOO45Fu5BV8XbWuzvuWBoXIcBdEdaBRRA9dRZe74E8b/9NM6rrreeRRXKXB/gacoCXIq1CcUfX\nLoW+0wIIVQC042JoYeq+aL7xwwQBvqX2e8IoaAvEAFBMRXDTY4RnCPBineDuBPiOO44GkQ0eUYE6\nuVsg7rhjApexQPQJMAsoxA6hjaFLPoxU2BMosVwdSYHYRS71CsjJUos7M98V4AmoWnLIvpjKvz2m\nIOyWtvAzYuS8QUaxJsBzyrnMEeDFOsFNv8cdd9wxjxCb+UfvFog77pjEZRTgfg4wC0Lsqk7tzm+A\nLYou5aDRTA7wrrF+DYVjS5FWlXkLxLvPAT7QAqE6/G5mi74miO4tWSDApgC7GIC4WwGeJcBLXWx3\nBfiOO45GTPGYapXAr3qtu8Byx6lxybn+Qgpw+xNbERz5HgFW6ngKGVQLxNUWs4gOVKedBPgKRvRi\nhyC8k2y9505wxPtbICoFuG+FOCb269QtmJeEY0bBWzgKcJEQI6Az3TBopvBysUYYdPe233HHsQjB\nxq+qQiBH56G/ZwHljvPhknP9xYvgFA7Citjza0Yq4dnXP3NrJNJMIduuQatXUAS31Ba5Ms+2jX2/\nDuDDFeCKAPe539z5nfL63pIFwiUPsGOCEpkCPNNBT2RanV3KAiFC94X3jjuOREwEGKpwON4CcSfA\nd5wDl6RkF4pBa/2gDsQK8gRp0TUvHkHK+mfXuk1gaiwQfdWJZmKaAEtOGPzuzIN8KaKgzDvJllvk\nnW4PZmfYf2RVg/AQBXgqB3iONF8bHBGCBKgwHJsFYmyMVJi1RyymAMe31LDxjjvOCqoUYCheswKM\nWcLuuC68he/nXVsgXPIAU+ROK+QoEZ4bAtxeXNsxaP2zxzqfjRtHSMu5v4DFFELh+cgqfb+d4ET0\noMSPKQV4jtTpG2iE4UTsGhEGiBCjzkYFMk0rwEtda8S8u6X5HXfcMYpKAVZRqDueJN0V4OvHWyDA\n784C0bUwOIgKuMc8ApcdApxxow9TUqFs3e4u1nGH75NHFvdzfwFLKWVOdAcBfr+zF4sclPhRFcEN\nFOAZj/XUuT/Wc3cJOGaLyxOGMsNHno9B0+lYpamiwEMhQjvjDO+4445x1B5gp8heMSTvBPj68RZ2\nyt4dAW43tVA4SGRQLwUiSuxYID6Eso5Jq0ivjoxQ2qEA08jZvlUFWIXfsct3HqIKkf09wCEKWGTE\nAzxTBJcI9iG+4WuDE7EbMhFABD7yvE9eePIGbiniz0Qo/RuY2e84Gjd0D3l1oKqpVJqH9Mj56G6B\nuH68he/nXRFgkW5xklMHEQFR9yxE9h0F+NGXNdmrSImKDFQnkh3tgUcW91slwOB5CwTwflMgRPQg\nRdJHhojWEUL168y8hqZz37+kbsoC0VaAVRAiQXXGA8zTCvCUJ/pQCDPKcCfA7xlvYWG/FChZv6pR\neuz6du0K8DUf27nwFsbJJWNDz06Agw+dLVYjwAD18nlZCAVv6p8/+MYUSElyG/MAxx0EOI5si5/7\nIloqik2FZyO3VDHaLe89QHTeHtJHJFPTy9C7Duf8sIkI9p9ySPHdxSGUFGCGJgV4zgOsMiw8rV9q\nKQVYBb68fF73HZfDPpfSnQCNI3aK4HD0LuG1E+C3QP5ei7dwDi4pGJ2dABMxYq/KXFggJLWiBgAC\n7ZC7rPU3lVqsop2/AcwCMYexLle3mgLhRGdJh0LxBsbHUWAR6AFE1EdLD/E98+mcqlldewMLxBW0\n294XWVKAIZwsEDRL4HkmBg0LfW4NjLLwu594x5vEPlvvtpN4nuO5NVTNnqo0w2NrQa6dAN+//zsB\nfi3OT4CjdPJTnToomwWiPdhUtTNw2zFoQpW3qWmPXL/+DgV4zJ95sxaIfTzAVzyBnRKi82kGfUQy\nC0Tosdl+cWbnMR23QMgNVXDVFgi2wPxANEvgVfjkDUBEGGV5j4E4BW6BNOxDvMYKVu8wVPU0TgRw\nrwvCvGaCdc3Hdi7IG+h0PVaXdS6cnQAzc2db2akpwINFl/oKnsKlb7oiNlJFOLWwywIxpm7dagqE\nyrQfE7j9gfEaiEinecoulN4IYNmz4kxFnVXvAYwQ4AMacFwadg0JnNoOzE4CDDm5BUJYUJZ3BfgU\nuBXSsOs47wR4GrWdUBygx683164A38q1fEpc+3e0D/r213PiAgowg2VYBCe94qN/6dvf4uOm8QCr\nNIpwRaBVDs8BHitqulUF2O3xOu7WR8eRUJaDxO/NJoJJhvacucYPPGGBuKEiOHbAY5FbEZwwyhjB\nNBP9xjKwHVXQhYoZlAUh3I6Kfku4BdJ4V4Bfh4pQVClJr0mBuOblo1+w/B5x7d/RPuD3RICZBYKe\nAiwjJ0EYH9cv9Y/a2smpFlrVYaX/LgV4LOP07ArwUjFZOh1JBSQbyTLvdHNgooO25PNNQCQF9aLT\naEYNnSyCu+CAPhQqwO9//y2QcpMDRXCcIf0yrfROEePDj0ng7xaIk+AWSOM+HuCxpjV3GKrxm6lD\n5o5f4q89Bi3eUK3FqXDrBFhk3mZ4alyEAHdiltQWVJGu5xfK+Lh96TyvQh2ZNpbooDRr+r+GHOCl\nUiCwS2lUfbceYOau13wX8m0EkQwaqcyRuqkYND0gf/jSUABfbF7ML8hmgbDxOPF8lUlFaSkPsDLg\n763gToJbIcB3Bfh4VISiElqOFVyunVzdUtzkqZDi228Wdo29MwLsWiTDqYOSWgpEe7SRIra/2dZj\n3GqE0V+MSWmHKnp5AryY6Vum/ZhA9bleVwRxq1ARHDLvF7kRYOoR4Dk/7GQjjBvamhOnRn6VAU0p\nEDRsCFKBMR2DNttA4wCo3C0Qp8KtLJZ3D/DxEGY7fxWDfaM5wHHCgvaecO3f0S6ovjcFWARO2gTY\nbAlM0hmoDKBdBuNa2/nCVTHcsN1tpSZP4SqK4BYkwLtxw6PjFWCig1ohlyUhBh4kOMx9VzKVAnFD\nM7IieenFlN3AMRWqTjx/pPlMhcVygFkQ/J0AnwK3QBr3WdRFFDTjVX/PICb7niWDCSDHK8DXfMMU\nk9XjhqbbxfEWCLC+JwKsJHDtTnBwUNaBesROEbLm8BRaG4HrrQ9totOKonnenCpKVxCDtlir3JlI\nKqA6Z8u81a2BhQ8iZByjRaD1rsO5KLXq3N9yDrAAgAqciMURSkSkOLmoCMtkcxArVH39Makwwt0C\ncRLcOgGuhrSoItzQODsnRKlWgB161sIDcO3kipJYcUOpk4vj2r+jXbCdnHcUgyYscL32DCw6IHLs\nHIib7fv1F1+0XsT+XrTxYf7FX9hD/fzgwfuPkKJzt+JbzAO8xz7hrY2NpU5NpGmv6hgoEkKMQM8C\nsasrGjDiAb6hGDRGshGlroKRCSw0SYAVM81XFvIAQxTxboE4CW6FAE/NydXxswhCvGJ58oLgZIFQ\ndWmL57jXqR0UV7qIVHPEe74Orvn72QeqdsN2KVzGA9y7c1eRurlF/TwoKDSH9/LVl81jdSOMhuz+\n6Z+v7XeYzz0cK9RZKpd3XyyWArGHB1hvzAM8xa0OXbgp8kETf6QAHwJ40KVwJhJsMgf4BlhGgmlE\nTQ5w3KEAK+bUuZkucQdAWBEXlnWOOa4b+hr3xjVvaVdQBWgifrD6TkT0ngIwARazQDhNFSCvUICv\nuciq8o7229e/J9w6ASYW6LuKQRPBqkdCVZKft8VYGBk0rJrntHLQVATM9t/qb375uz9Pzxuqyf33\n3+d3p8SSRXC7SN6t5QAvRoBJD7KacIwoI0GY0d59n1NzdcoDfEPMqQ4lTBYIFgILI8YJBU5kestq\nqSI45Xp7cyk8Px/+Nzf0Ne6NW/lMceJAawLMfCfAExCtiuBszTx2H7AiV9d6zZRpjijDlR7gGXDr\nBNjSv96TBUIEWd9nKWI+4NY3KYoOAW4zPWaGDwxVgUsk52X7L+xBmk+BaPuGm/c6swVioYnbybAI\nsA1VhbuxwbEUAY5EOCQGgoQRyQhwnrfed+ZmhSc8wEulIZwDCme7ItIowMQEmlC+dWbCMnvE6y84\nZUBoWQ/wt98frjLc0Ne4N27hM4nopM+8IcByt8lMgFmSBULh4I5WcK+dAFe9A/wN5a4vjVtvhSyq\ns91WT40LFMFpTVrr33HyFbZ+rZrhIcVA1A9pY30IxEBrMY75bwAALobZO17RYaHOufMEl1IIaVeX\nH1XIbTkgJifrQwtFY5SD1G9mQpAAjtQhwHNkdjoHmG9mUlIzQKRGGArSCJrxV9oOy/hj/XF99DGp\nQmVZAvzdp3DwQn6tC/9rcAufSVQnu0NV84CIIL7jre85cFUEV9XQvLII7tw1Mvui2gEo/fu9Dq49\nqWMXhAVywZ2c81sgSJD1GgWIDNurSmXghw3ANgFmZngfO57Dx2AxECui+Rg0HZKTxTy5e0IWKpIS\n7CBo1zlvzWIxCwTL3tYWETPiMxFEugowzaVAYIIA8+0QYFYjHE4FThkCgjAhTkZMKXgqB1jmE1j2\nhXV4XJYABw44NFjiLcZsXftiaQu6TmaDVmON+J4UMoVKAa7wmhQIkettOFHVCbznNJBbt0AQMfiC\npfqXyQHufV4dSYGwrVn7N7F0TpEIEHw0NTeN9I/eCHBGYWdhWP+9zk2AdaFGCYI9+rzfmAQ83YHs\nsMWbAu9tgSACgq5BYnejVaQegMmtWKAJPRhaIOhmJiV16RJJCrBoMDvIhAdYeNrmsJSXS1ihvOz2\ntqdw8C7CW1xYr10BjtEEkV0EmIln25S/Z9QeYLFdmWOXt2qtvNZxENLFcC+Cu/RRHI8QDuvYujQu\nEoM2+L5Eh9X2FlAKwCKq2qRZWRDKUMUcAAAey0oBjjsU4KFKde4iuH7SwLEQ1dnoKb25DIjlCHDk\n+YSMNoiAgCcQMYQIZdk6nhnWNGmBuCEFWAFwUoDpwUFAYJFJ9VNVpmPQdjSh2RfmC/O7n3gAIvs7\nAcb1E2CiymYz7wEm5kHb8jsMolYkXq2NxxZCq6rNBVeqADPZ9/+ePcC3ToB9iMuFAhyBi8Sg9VmZ\n2B50d6tGGgtEjLHj67VWqT7l3Jqn96M31pLFOLvlo26oYJ09Bm2hhVUx3tmueYJi5HbjqrEUAWYW\nuD2fzwyU+FwnHLR3VudIk0y04tQRm821IglFcCKIKwcFgVUmLRC26zDtD17kc5/CAuHzgwPzQ7xy\ntngErt0CQWQ7glOFwk0MmtxUw5lzovIAuzoF4sjXEbF6gCs9z5SI71scp/vi1glwUfiLHv/ZCTB0\nSMlEUze49gMtD7ApwA1rZhHE0jzAzOYD/hhMMXIUZ4vgxqrYz32Hq3Ok9QAQMHv1q6KrnN/AQJkW\nF/Ug9Yoi7+19IwIYvvYNt49hrktN9fqD4+L93/vSUNi9JjsFZQ5QhghPj4k5BTjdkL76mGT5cHSi\n8nAF+I0trNdc0V+ByMjtVKFwtTMhapF9dwwh7TnMuaMtEJIiRelKLQaVBaZ8xwpwoNux242h8POW\n1VPjIh7g/hqpIy19RV39tBAinKLuH6dsbRCVzT+iCqzSdtjOIjg0yl39/mf+ApYK+RfMR4jY52rd\nOFz54gfMpEAIH+YB5v07wREBEAIzQ4k656l/rXSPdZwA644GJdcEhu0S5B8eER8yKBgkMvAAN8rb\nTCvvkYjBY6CCxclNjMW7t0DEeHiayrkRo425KVta9Z0wM+hugRiFpLlSX3n5soh1h7zSXsPVHPGe\n86D5hhKHxlD68N48wDqwQKhgQFacuLqIKUaC40YRVlEEn7ZIUwHdQ5rZdxbBAQMF6+we4IUUYMGO\n/Y/e/sg1d/WpMHV8gWjw2PffA37CKuqptIiDPcAMKAgiAhLtKsAz31VFjttZjBY/1Hhhr/18Aw4M\nh/LxA2gFCBikPLBA1CRfx1uNi1S7K8ukQOjCCvAxBPhavY/HQgTYFtdNFswDLKPee1UgpvoJYZ4t\nUH3PINgcJuQAuINawrchqrYrdqV3TdUOzXsugoty2wpwCHRQw6qlcX4CTALOugx4dOFsWR48Uedn\nEQHFaJFmsKK2qrnGKsYdKRA6UPXO/QX0J+5jb7BFMenHrNE61SLXrwBNxqCNKMAxAt9+O/58H/3e\n2/FERvyYrAAstE7SrF9bG5JbHRszAOH6Grx2AszpLJUfH+EfVsnioIMiuFoBToUxg9dhLKYAO1Xw\nwgRY6PAiuLemLDErNvl1TwAhmsUmjHxZIk2HONvmv+7PciloskAoK9Q5HOsC5rSTFa80bq5aR8eu\nlfcCuqHEoTGU3h99g7YELmCBqAZlC2L+hg4JbhHe6EPHA6yiiJ7qASqiyJKM7naoq+KGCrCcWYKn\nXpOBKRVzF0SteGkKJgC7zs9XuptVY+rjRBkqwMC0AB7YQw9SgBnCEcyKPDZBwIN0kvaxjijAkSSp\npKgfu2aomv83ZhnKjx8AEFiGOcDVGsM8vo1gxH8ZD7C1x1z2QpUQURwYmP/WLBBlDFhvr3sCyL2l\n+IztvKg2OzKR70VwU+CUAiHkoHBHE6Sq6c1UU5JLo8rTf88E2AqWb3cclCGcfQe+jYukQHDWfVsR\nTXJmmwA3hDgENktE9ZAoKAaIaCqGUPzwk5/Y648ovG0our7OsVzgU6OtKqri4ID++nVGyHwbfTKi\nuqwCfIrz1u86VJ0bER1sSc9VwHr2ewsfMSocLAJNVFFyEwQsM0Y6HVGAIzEg3HnsmqHJaSRZBl6t\noEpQpsG5ruOnaLzZhVXvL6MAA8Nr99WvxxHlgXd/8Y0trCSCl6Lc/cQLogwRzFwrvRWsOK6xQLAK\neOGbpLcCgaAs1eY/d7wFokqBoCslwNU1Et5xS2yRy+bovhYhxosmVZ3fAiEK6VsgRhs6pAgXBSRG\nZB0CzKAQU9W5DdTPP/6RkcnMzZJCQbeVqyrqjl7NMR732fZFO7rsNaos72qE0cpJfu17jSEu1NBj\n7jWrrmyiOqjKV53u1BZC2HtgVcRIiEAqHQWYZ7qBVae+HdEWydjwrVggFAAD4MyKThUCER6onzUB\njuMpEPb46zzA1Z9qfzdoASgxygMXSvLXufV7LIgY67zY/cQTY+6r9aWHsgziHWOsPMB1EPCb82gv\nBlasNwoneJUFotpdrfJ2rw2VBYLDZaO0LgnW/TueXiNC6XHJo79IK2ToqvfLIVFwkiVbBKznu6Ae\nxyIAxQBVqbvIhccHqAI+c7O+WIXrRFuNKcBledrR1L6jfo0CbIRl3u/c/XlZAnyKLeK+8tMmwP3H\nVIFA4yeP/Qb7jiwfCQ9VAoQAJbUU4LlCmxELRCC2Bbz12DVD4CwGbZXBAXigAAgPVJUW7xhVgJkB\n8OsU4Ppcmbn9+BcagWOCP/Dif2sEWELEury8Alx9DWNjw5cFVGW0TkKkKXjiuwd4EiqCba6AmgXi\nWIGtToG40iKzmgDHsPg8e8w8dokNI55JTLkFhLKcFSxPjYtYILRHgFUFEKDDZcSlxAazNPQ9wJSq\nB80vpgiPj7ZFptkOC4QaCe/8rvvzOj/twqc9An50ERx0dnJTRWckH2OBmJsITqEA9wfzdpuOQ8aL\nr0KYWNCLzd5bf4EIX3kPFgYLw3PzmnNjs/JXR6auAtzKyr32uUmcguEgmYM6h0fyEBX42B0Dlc2D\nSEcnLCK8Oge4etllnMRdKBO25WHjmuJhz//Vrw56+tkhMWJzBQS4uuEfu/EPRZk8rOMKcOFtsjRy\ndrvex1NCxCHPGU5Tvc1rOsERXa8CnHYJ5AQE+Jg1+RL1NTyXy34DiGXxvorgiAkOfQIMQAHfuoAy\nzmoiQVE6HmARBacZUaAIkeAfHu334XHQ6KINUe1MrqpDRWt9Ip9cXRhFy1ggBPNbxWMe4H3fa58i\nrr4iuwSmFOAxs78qQHH8u1rl270n/jJGfBVCUoAVZYsA68xnrHYO8vi5VQTHnaSRq5+bVEEOdWHq\nAweoMEKPnVRNFIg07bp0X4bZbmT3XWvHzktNgAWzY/gYKDOeN4cNND7QMvH11wc9/ewgYviwnX3O\nObaSq6Lf6mZ82xqqvixM9OhdIJUHuEjXJTNfLTG7NFSBfEMA7Kb22K+UiSyT+UqLrKrdOSG/l+N9\nnAAAIABJREFUeMb9MbuylwjL4Bhv2gMcfXkCuWN/nJ0AKyugj93fpWqm0Arfd5JB4SAsEOopwGoE\nWFLhnM9LxIcPRmTDw7wFwnUtElZZ3FOAiyNjGXagGqR9An7swGHM392PWSB82G+wzG1TVjhFp6x+\n57XaAiHjFgjy457Glc/3Xs0DET4SQZlB6N5Rz0XkVddRET7V5ylEshuzG1GANeUAVx/zkYwAxzgk\nwDFaYoqowvtuAxBLgdhdGFnfKIxwl64F4rjPMwmiIwjwYQPz2r9rIgJLvuM5p1+MqtNaXQPeN6Q4\n+hIs2smeZbbiWFWgSAq2EO+d8vLeoGoKcJZsg8f66YUZInTwODgX6nWUwuLq67EK8Lm9yErnSVE4\n1Vtw8GcPIWjjAgowD962aoThW97bFdtzNCl/TrPO8ylY3q+qIJQBwMri0MrVzmQE7imw/dV2cyIC\nXCtcrYn7NQqwArNkHxi2QvZ7klYfqrzN6efQCapvuaciVju2Y/mzZumY+K5i3LsTkk+ebKHUDKNt\nUZmL1UsDN8SnWs2iSPad3EgRHETBmbPrJFkgVBlxRF0zFU7x/Q8Ws1S07j0sSk53rgBFYc+dJcCv\ntFKMghkv2wMtEAcqjNf+XTMzmDezzzlH9FtNdtPpDaG5lmLpk7+3dRPKtktDLCjTE5XOu/V7Sz03\nVIE8t+z81yjAwmQNR65UAWZhFAUgHBdXX49Zk6tdirMi0lnGwan8zeTLxQueD8FeBNg59/vOuf/V\nOfcXzrk/d8792xPP+8fOueic+4+mXksjwelD95eicKo16QIAxytbnImhlCpa04lSsaYFkmKXQukB\nzSCq1jJ5RzZu7MW69O9ANuWpFeDlPMDta2fQkletyKn9875dc+pik5m577XxM2Ov3W/tWFXuq+ro\n4kwTHmAS7jQcnBvAVdyVJA8w9xbfKVTepRCe6u8whpg6Md2GAgyxFIgsee5NAdaBsl4rwAz88m8V\nnz93CXDlAd41Gee5ndMQhpNefePxCtVqCo4Zm/y0CnA/wu/aIFGguwjwK3d19iGKfQU4hGanJ/oS\nUIvfqiACBLIdv5D+iDFMijglrn4ctyACFDnBRrQ7eiwpM4S4ztu9NjAxfvELs0AsTYD7r7cPAbwE\nARYh0Bmq707lb+aynG1cdmrsqwD/dwD+T1X9NwD8mwD+ov8E51wG4L8B8M/nXshsC0MPsKqDL5uz\nXMWesViVY+UBtparVvmpSOkAPiDTDMRixeM7PDHUT4HoFcGdqlCkWhy0Z4E4dtAI0Pms/XHArB0S\naBaI/RaNIlSkcPo5r1WANyNrsfQV4LQVL6IDewSLQCYKlUS4c2MzN4A9tSvLu0rzrJ0mHWikHHlK\nDOAYwbgdD7ATBTsHl66UFUUoGBy6N4FVAaVwQ37bBFjSuNul3FYEeOxGrBqXKuhYno4Fc6M2yoEp\nEMyHe4ADX7cnlZWhNBx07UY8r1WA95k6K3JRNSZpK8AUPISlM0cy27klFhSlRV4Jz+e9L41bUoCh\nQL6N1gTjFSkQEMEvfnG9XmsRI8AvT6e3QBR7pAeaVWfZ49j9nnyWVtWnegtORdeXwk4C7Jz7CYB/\nR1X/CQCoKqnqy8hT/3MA/wzARHNagzBZxFkbKnCaWWFbwoqNJLMolARQG8jWK17BTMgLi0ELPinA\nyTs45w0THVog+qpVoDiqUL0WTZFPV9049gZIoJ2Lp3+RBt/dkmaRert/F0KqSJwtgnslAV6vh7/j\n1MazQpksDqKK2M8GZWvaMAZWqSd+Sy+YPo5KAVZhW1R9qwhuprCrPvWxwDaxiBgJ1Lqmrp0AQx0E\niiwRzg/MECg4dmd8EU1RVBa8HmOzKFQJEaoYrehtn79aAWYaLBb1janI8Yt2C19/Dfzwg/2bReAn\nIvPGIIKDF35/pUShQgwRSsMiuPaN6Gsjr17GVobee+XeipaqMRNCQ5wpeLAqiLoEuIwhXXeJANMr\nJs4jcPXjuA12CFLCqcIhO/o0sTA2W7rKTnAiNsd7D5Bf3gJhPKP5eR8C7AOf/TqhwJAD5rVjcTIF\nOPjzG6db2EcB/lcAfO+c+yfOuf/bOfc/Oee+bD/BOfcPAPyHqvo/AJiVbkQEWY8AKxycAKGl5mWS\n1QVqxM0CzWyLrBDhN78xr2D0AQ7OpHR1A6Wwj10pEKxSK3pLonrbYSe6417P1Ovm2AcEuHfREvP+\nHuA8FZvMHNtrJ8ZxAty1QFSkRVQHTS9YCTJBOsyG0Phw5+7MIzPgnJFvFvzo8w/1Y3M3p1VSAXNR\nxzNFbw049EYIsBMHhcKJQ6aKTATqFNpTgKMQYrROizm+w1P+UiuHlgBhN6Zj261thXG9ZRDZtdi/\nXmsF+BXtW9tojy0RrpX+fcBssWGHIC6gAJ9SQYrMAA8J8Lb1Kwqvi5T6/Hn+8R9+AIpYgtmIMGAE\nuG61HU0R4g4BVsTUnTBSqKMx7wrwOBwEUe2uximOJhhiWz6d1KJrQVkalwgByIRQ+mWvBe71JtiL\nAEc6+3xfFNbB9NQ42VukWq5LYR8C/ADgHwH471X1HwHIAfxXvef8twD+y9bPkySYIiPj3sPJy0st\n9WHFGRxMCZCQFGBULVcVm+eI738wkhMrBTgF8cfZpINuDJr9pp+WMEwcWAL1YtyqtD6WAJPVOHRS\nCvrrdb+hB8n+3bB8sZsA0ytvC0cJMNMoATbVvxeNJDz4LoG0Va9SF6ntIsCBKNlpBGDFV+un+rHK\nZz6K6txHX2/pR47mu74RAgxJBWfqmslABNyLlyOm2gIR9DNyH5sbOrEt6ikFuFL3YgQ+veSIJIhM\nHWJs71ER4Ga8vwZFbOKRlBmiQ9I9BSI9mAAvYYE4ZcF9JIbjYQpEmwBbbcXxC9LT0/zf/vADsA2J\nAIdq16QlDkQLxm/7eyMJiM3SRKXFJjHzzgLgJXFLBFglQ9SNOYBfMY4sNeQ6LBD9rzrPTRwLAXBK\ne6cb7Yu+n3cfAlzGODrfn5KfFgXXY+WUw+FUCjDxZRNGHnY/Bb8G8CtV/ZP08z9Dl+wCwL8F4H9x\nzjkAfx/Av++ci6r6v/df7H/75/8Uz3+X40N4wB/99B/ij376D6FqDkTqbb9Z9iiDlOs0Ayu2AUIg\n4CvzHMYyIOMsESRF6WeyWxWdRhhjFghTG5e/mupJVPrvf/hrrde2Ld1ebkIUtO9pvO8uRqK6NwEO\nqRBwauIXAeQIBVgVSJGzyIvu8QKAcncSCVzlfg5vSohp9Bjs5kBr9bbKsJ1CYII6l4rgVkDbVzxn\ngaiKMqmsvZM+kHmA9TYIsDMjOZyuoABWKZJQQtn5rqJEZPFLCCvYCUIUBCIAD5YPLBEOMprfWxHd\nP/kT4GmTI8QvwMJYr4Gf/KR5XmOBQKf1+bH4vvgWv//h7wH4MVQEsmLECDzsMesRy8E3eEsowN4r\nvvzy9Z99DCKC1YhlqEuAK0XmuGP45lMO4EeTj282wPO2sBSRtMtWeMYXH5LlLQQwc0ckCMSgVAtC\nMdTdP88ZoH/t47gDVYjmcGqWwGNPkyhD9ToU4KIAfvSj7s/CjMITnPDiBLjy8z6mxNZ9vO1loFQI\n2x07Iew35xyDsuD6Rp0ZyE6U63UqEq8SF49x+/nPf46f//znez1359eiqt84537lnPvXVPUXAP49\nAP+i95w/qv7tnPsnAP6PMfILAP/Bv/sf4+v/6xO+2n5ofimW3sAxdulQ8vNK5HQnq4jRyEXGBI8X\nKP99hBix4hR/pkA5a1/oeknH1A5hAZ/AAlF9z9Qj4NZ698vxP5pAjGZVbauiZm9ozmDwXYLMIij3\n9Av5FAU3dW2K6KT9YA5tUmWeyY+dx9sKsJ2blge413kuchy1u6gC4va3QAQiwDmQCFQVrkUSdMZq\nWC3AjmOTmhEjqPXY2IR4TbA1MqWnVF+MKoRClwBzxIpM5RQofBB8m30N4F+GiBFk1fFzVS0e2y3w\ntN3C008QmAZFkPVEqItYgMEsWPs1gB+bkg9GCLao7VqQAnHtDd8XSxDgvCT8FI+7n7gHRLoLYmBG\ntoMARx/tmj3yEL7+9BlzBJgI+O7Jg1lrBfiH4jv8YfaHABwk+rTr0ozryIxIls4ioUxFcnrWFIhb\nUoAdA/IQ6nF9tAWCLY2Dr6C4M8+7BDjPrXh9G3Ko8uIWCFNzbRD0Ix+nEJnTTXy3yP+UHeLKguuo\nzjZhXxpE9v/2vNleH46FyPIn52c/+xl+9rOf1T//8R//8eRz971f+C8A/M/OuT+FpUD81865/8w5\n95+OPHd2tJHyQN2p6pX6LYoBtHpdO9tqjWReQ4nY4BtLhPABq9hYIPKZlqeKrgdYVAcelId8CzlB\nEkQVMr9Za31HpQps4rByZNdNEREQqHvsPpGwdrOBbg6wotzzc5Gft0Bw8mEfisaTOU4YtEWA7Tkt\nD3BvwVOKgwSP6u8UUn/2XUVw1fWgKgAD2nqyFcFNXNKJ5GZM9bkP0RRgTarJKXYSRg/lyLexdBWF\nS5mhmSoAhXLZjdhTQYwKIg/RiCJ4PPkf6vcOHEwtHzmQvLBzURTAxucI0awrzy89S0ttgdBO58dj\nwdrKdFaGgFGWeyYVEIMOnJyXKILL/XJSS/+rEGasZPj67fPBzK/y5H3z/DT7OBHw6XOEj4QiGgFe\nx6f630rRyG1LdSRK6i8LJESzSPAyhZL74toj7tqwG9EAwBpIHft9ijAgNNsN81zIe86dorBi8k1Z\nAOC9i7v3RRl9PX584L1IbIg8Ot+f0tZUlo0CfMq1pm1TqrCEKizKZ83z7mMvYV5V/x8A/7j36/9x\n4rn/ydxrCclgcRNRZBjZUleFkEDY7mS9B8q8hBMHkRKlfgKnrcoHWllvcHUo+ubC9ktCoZ0iNB3c\nIH9Yv8xGixx752Pb5A8QETw9AX/wB20C/Ied5+7azsh9GBTBlbHJ7n14sO3U9kcTUfiJzmmDY/VV\n/Nj44xY5d/jE2CbAY55JocYCoQpEKtO/ddAKWXh8+0RETQFuEeC5OZykskDYEzuvOacAa6UANwVW\nxIzIzc6C2TZW4y+wIMoS+Oqr/Z4bAvAhbcBUY7EiwE4VmQIgK4ZapUMXUcRAYAnQVYYiBGRZs/UW\neVoBfs5LAD9CUSjy/AWBGEqE55fujkVDVk01f63CIKqgpCSqCASEz5+BL/fYbImBQAfmn0apMquP\nP+7ihASYmZFNeOYrxLh7S5K5uS76+L5VQNpHjPZeT88ET4QyJTqs4zOKWAL4AhqjFbi1jiEQg5it\n3iFaTJqontUDbOP7RPLawnACMCJUTQQIE8thf4egD/ODn6fIahf6CmyemzhRcA6AUS4ssxoB/rH9\nOzAiK3bRpcqqM/j9CQmwL61bH1BleJ/GA1EpwB9bG7aLKM5zAtMBmJuT5nD2TnCIMjDmi1jEWX+g\nKSzRgdksEGUJxNQ6L/IapFs4VYQQ8ECZqQbSVBePQoHYjiHTYdepVZFbzM7USxz5fdUeVtXaZF8t\nAIPnzrw/ADwXm+RzbXnlYrMVAgD9fh6sYkHz+xyrn7dAMDcq5yHokNsxBVi6FohINvON+bKVGDzy\nZQSi1PJa69eZa/EaxSwQVgTHaJ82leEOQf1Y+nVGsT73IUZEbhpCnKNNJbDfFl2FzvBIRXCZJAIs\nVoAm5DvESFVRBgZJADtCGQgam5sks0CMk5J1Kqh8zgv44jMiMTRGvKy7z+3kLyN7te+SWWq7kahZ\nIJ6e5sdv3awm0mDHYReq63nXDdccTkmAiRgPI0Wdbf9kJB7diWtj7rPl5fejv1cF/vIvbREtPCFE\nQklGgB8//Q4lVS2O03XUGq8sthUvIpDU+lVFgDOmQPRvvq8ZTh2glQXCTRLgXbxWRUASIXL+dIM+\n2gpwWdocJsogFFCNyyvA1CjARRnrPPo5EI8rwHl5uhuIEJtOfafs4jimAO/bU2Ae+3n5d11/x863\nZyfAwmI9ylvQ1LChb7Z3muJuKFkgVFJxloKlMK+gKGIMeKCVXXyqKHbccrXfR2Qkukmkk0PZOdYJ\nlWsfVIuxCqduWPZanofsZdd2RhGCvU5bAU7b8E1b3l4RnCjiROe0PkKVaztxHljkqK2xXQqwUtPA\nQhV1Hm2/QQVglf1jUwuJxZppywM8N4FxjBBnW4XKirx1g2YWugkCXFsgGJu8aadMnNUexlOkiYzh\nEMdO57nJWw9kqNzKDgA4drb9RBV5GUEcIUrwkaC+UoAVxGS5oyPn6iW37/ClKBDzZ4QQIJHxsukX\nNabxoVgkCs1sMy0FWAl/+7fz47ea1MvS247SAYgS6/zQayTArFYE1//8RSvxg2j3luSUHUAVIP40\nuljFaIW7zKZOeiIEsl2D3/vma+RpXmK1FIp2vnmlAJMIkAQQs2rcCfAYVBUCsyQ5BXwcP0+7CDAz\nIWoOpeE1c260M8d/+1tN4pEgIge7kApyl4GqKcDVGA5lqIuxq8fHwMKjNSnbGUvma6EstWUvnlBq\nJgJij08scdOhqhhxZQ3wsplX+I/9+s9PgEmHCnCyIWhf4YNVLpPYQGYlhNQJSIWRwSUCTHiIWZq4\nHWI+LYcpukri2MWsIvW2wuD4Z7bEd6EiQ4V8xnOxqQnwmNK0SwH2keCYO3dPPjRb0kC19dI8LqqI\nsbIUzB9rZYGIE0ScRY8ynlbvW5GmwePCHSIkXHkDqfYlNwdBo4qjqCYFWOr3mrspYo6QzEirE4HP\nWoULabt17sM4jnjeVDFohEhovfd5FumX7f5bgF0F2P7jpLFAOAWcdNuLKhQvuYcwI2NvW8LppqKM\nMY3hcbW86qy4LgrE8gXkA5QiNtsJAiwW4P9q1ako65smUYtL+sUv5v2c1U1kGcLhFgiOaWdHjybA\n5YIEuP85mRmZDg8sb90UE9POfN0ppUkVCDpOgIvC5iUiQEBWYFjmNpcT1wowcaX0dlVpEut4pRrT\n/DyeOX0qRO42Obi0IjoLcYBGVN7+Kc1jHwU4SH4VCnBFgNdr4PM6pHVYESsF+JUNXNrYbLoKsC8C\nfNqtAGZ2RbWrAFfHfEoCjJZFhfzyBWWalnkRG/ftIbeM4qzY1bkXAD5vZnb1cUMKsPKwwMVyP4dx\nZNXvhBmmADN8GaBsBAfqkjc0ImNnjRJUURb55EVqpLrVCAPDRVtFIBMNI16jAFcqglPFxm8RQqVs\nDt9r7uISAXzp4WL3YPrRZdRLIBARxBRvteuCCakopd98ogLF8eKIXeemVoB1nABDmiIcEYBTCoQr\nC/zer37ZfS8Zt0AQS0e5JZbZAiXmAHHOXksEceXqLTftfab2R64tEMxY1wRYQNSQ73MpwJ/G+kpP\noE2AnSCptkaAzbzqkKXGFxVEFC/bABXCF34DHwiabrgsRzkRkhkCnMcCUuZmryEa7HK0O0EKMnzz\nzd4faRSrpx/A1ZiAQjXgE/4GmzBsBlGhagEePVnr4PqGbff7RTHVnEV23sBOYaxF9LHo75hIEGQy\nrHnYhkYwIJadN21Tn81u5l9G54CXly4BDkT48Tdf23OZ67zvSgFu39hGEnDVLUOpsUCckZXFYK2Y\n2wXG1wqngCACcHDqMBVotIsACwui5uYDvjABLku7vl5egM+b0kiZMiJyCAI8jWfwHoOnJ9udrG4g\nvfeIEmoyOHUDXVl1KvzqV/bfXTvSrwGr1A2pXtuZdQyV9UHEhLr2OQ57NtWagwJ75fS9bN8SAe59\nXlWCiBv1lAoJlCvfsKDIC1ODneKR2Ty9kbCqc4CBEMrplpyioFZkiox4PI0gLk+Aq20aFfu39zpo\nzVxhbgFlBmS7hmPtZCDE0CXAgbu3/sIMSXeyuyaLSk2esoJwr1ClfWxzqP6EWCBxeFFrqwjNdgVS\nYZHIsIEJMcbmIhGFZlmtjhML/MyKJUK1AgxRxAdXR0PZuWrdZLRV0fRrx1SrmUQRTE3TjnN5gJ82\n06Suj3XRfAhXKcDIoM6BVys4AJmEziKvMWJTBCgYX4TcSG9SgH11M6SKsVjBigB7LqCxQAzBrCK9\nG79KydBEyH/72/nPsXMcMiH7bKkEliwRUeJpVDmsvqa8SAUlPkLQTPj7EJ4sf0HhCSzDyL59sWQx\nz+AGgyllNXefV/jm2olMk3Nf/ZyJzyaiyHRcLawIcIgMAaHwhNXmxa4XZsR0g8pqiQ/t78hHBvIt\niAhOqN59OmMMMCiEpE7bm56ysOnVEEA1AmpkeKoxVJiwRtQvo4zABVRl0FTp3CiC3VzGaEW1lvSj\n8HgGoAhEB9VBzOHpKe3mVHzCU4sAD/Po/+zP7L+sXQvE87NdJ6foKltBlMB8OgtEjJX6GxGp275+\nCQVYnIPwkH/18byd/2y3Q4AJcL1cVFWGUx2kChgRFWhMhTkQFHlp0WUAfrItbCudGCvOUn94QLzH\n00Qaz0PxAG0T4JGzrb1WnP1jOtoDnFaGDIAnRu5N7chG/Kn9piBthMiImw1WUTspEJVvt/IhPodv\n2g4IaIzgfRXgpMjQxF0lE42eu11xQdXiaJmeI3d13LVAIC2MyiOB7ESjPsDaQyxid+w6rwALt1Mg\nFOy0nky1VyTZabKS1LSMbUFXBZgYLI11ZEpBXxrPeUNidnHuTZk36k9qQmMtkQF+eLAb1J4C7ELE\nOvcQED74HCGE2gIRiIBQbREOv/8ilvAeCFJAuQTFCGUZ5EjHFgFWZDt9zbtOLXOjjjCAB/amGI1c\nt5XSUXm5KVJtzQL2Izx/7+tfokhjet+W44PjmCvgPfS1+p0TSZBpVwFWBcg3Rbi0Rwza1K6GqMJN\nqIWV//c35V+j4F/hZUMIIuCk9lLV8lzSjVTr2EMZgLJMXkeCJouJnjGaLMbQEUuumQA7BVaUYyUm\nHBGNj5Vduw0sDNYCIoqivKwE/Ll8qsnYOk/2BBEUsIXeRxpEpR2LzcaSgarrPJQeQWx+Y9HBGvfb\ndJMtymnX1VBtUpT5/uLEIVAFxEkTg3aCbYlqXiypPIkCzFlmk3PvPftY5/Pz4s14gH05dtIc1Akw\n4k8TSVty6qBg+LIEFPhRWeLR9kHAzFiRs+plVURfTBLgj9uHjqppcTpDC8RUxNcSFgiIRXpty2Dv\nP9KcIs5czJEE5Es8kACtaunoq65pdkGs6YfOwQoRmMt6YE5BBI0iMxGCLiwDhak6tjm0PcA6ogCb\nsqP1czkVH1jhYL9TYBNz1QaLQLLMroVYWSBmsqGJIM7ZNr5Yd8F6QElXAd6W7fNhZMKJoNQ1vLdW\n39AmdWIsFucUeCmbSXbX4pzHvPP52haI+PAApw6OuwQY0WNTBkAZmURosa2LL3yMcKWH0/FdAc8l\nyhIo9AVKHtF7IzG970SJkedVdnW2c1Lbx8Mo6ZoRKFZUWtEMyeD6D8GKPF5yY90xRIg0FoiinF9c\nVIGnB4VPxLm9OBxyD0RjY+JIDIpGIwO93GxmgELTk1xmCoDrY5y0QCgyDM8tYNFnIQq+83+H6P8S\nLxsCIXV006brHosVorYtEFR4SAypWFVqC8Swhf3sYb8KlCwQdbzhFVsgIMBX5Qu+DAQksWPseHcV\nMQmZBUKVke9BgE851b2EzxbFxYx1HmwXVIEST4BzCBSPJsD9+TIEgDTWa5kPAZGScCTDde+X678C\nMPQAV0KT356QAIOTRXRarHoNqpsOzz7tDjWPLaUA98ft2Pr1soMA34wCXObDT/cxRmQscH1ClYpq\nmAUODiuOKIuiFd1k/43MyQKRYsCix3o9eJv0mhi0Qu5PpFCdnBwWIcBqDRO2hWVuugMVYB8Z3ns8\nsEBDe3ve14OOCAgaOp9MmaF1FfX0cVobSJo9Do40Sj53pVfUFggRgMYJcLVwW9RaUoCJB55jUYGM\n9LrnqkW0SlI/GgW4eon2ZK0tC4QThVOpB7dqd5ego5pUFghhfIP/19pzCpnqcmYFeBsOIMChQEjX\njZOU/KCZdcNLYYorpU48lhIhL7zZI1ggZQFQUyjpQtlty906hooAf8t/ASclOEbz1/YKTYUinp4s\n3Urh9qhSn388itYkXUSxYg/SDWS7xa9/3XtutHG13RbpZwK32mBvNtOrazUnvDyuUBY2vtrjYJvv\nfw3EYpkGPKrDa09EBx5gZkBi4x8n4p1FcFOFsaYAC8ZsML97esGv87/Gljb40nu8PJdWWKaaSHfV\n8EbqNJb6GPMi5YMzBAIWK/7tF8CekpTGENLuTkOAz1iDdxCcACsOaVzbFvPYnLBLARYhEEqoKopi\nN7s9ZVzwlj/XyUGbIuBvt38GMKBi4zLw8RaIPnEOwRTgah0qfID4TW2B6K9xIZ1clm6GvIi9VihP\nQ4BFgIAN6Awe4JJKcE8BXiIFglYZ+j7Gzi5rwqYIszdYN0OAx0K1H1kA9zA6owireb8UgBLK0hZa\nWmVYiakOTNx4gNVBKExOhkZo2gR4qABHEZQ1CRv+/dEWiER0ndo2Yu4DWBRuZHaimdkkECOPwT5/\ny8cVYqy3u6wavbcAMgPRKuN3EWBKlb9hIj6M0/ZlH7uKvqrtIxGt7RhtKFO9gIoqkD6DpirwzmkR\nBY91glO1GDQ2BdhaqdrnWK/THW2Le2uyQCjsu1GnyFNhUN8zWVkdgHTtqBHgiC02WwZrUoDTbsa5\nPMBthXsXAQ5EjS9NHVwqlpREgB0cMmaEVuyNqalbqAIPqqAQ6iK4SAzng6VApM/brskL7LEtCI7W\ngEREH1N8T3eQUiR8+lQp7tlOQrNr0iNuMjJFgQfycOET1i/DNszm1YtYJ7UmRIK4hixuJzzWIg0Z\nYiUjwKoddWSd778wyZ4xhbvQn+cAgGOymrWuZxFAQlMwYYvcDgI8sfVZNTQamxe+fXnGS/yMbdzg\nkRnl5w0ipXlEFVTd6IoJHm1RgkuPGAkaCexSG+SRHuWnJGAcI5gaf7TIad/vVVCHVUrPcS1BpD/X\n7iIwzApJqRvbPbJsT3kDsqVnsAgCETZliZJzuKj40ntALWv3GFuK6jBDfVt6sFSNelJbFW9YAAAg\nAElEQVQ9QCLALNqxOQAApxfoK8DV3CAnIsCqACGvxSo+kQVCxAhwf2driWhAhhvMN2PdMD+v/ezO\n9c1YIDBiLRCXAbqC6z+mzZacU8Apg4rcJsksMz8bW4pCJi61x1Q4ipMnxEGhLQVYRgyxwbmagPZf\n5zUEmNsEmBiFjxBRuJHt+TkFOBLDx2AKcOtYYgj1HRuRLYBtv7Xafqe1Md5xNyVaeVonFGAihN5W\nqKU27PKVJWWUGEpxOGlxSwEWgasLBy0NpD1Z6QQJZ0nOaLVcVxYBpTxhZivIab+vCEOyKkbPvuAq\nGkqlKsoyxNA0iKh+X3XXWucBIgzWUG8jv1YB3vdaa+dg7loISBjbdAfgAHwIj4AY+TXrCJAJ1Srx\ny4tZXoTXaSfG7AsuLaBSerMMtdTF9bpFYETwaZ3jY/BYKVsRnEhd4Fh/VjYLBNg8yVX3oSnsOrVe\npYkIIsDxFhT+BkLD6z9GayWeb00OYopp98k+x3ZCmd1sUKe5QAW+KCHSXSg26/1tDbyQBaJfvAkY\noXG9+WugALd2YKYQJ4p6RBXZyBYxAHy3/mw7MVzigRmu2KR5SMGKmgCz2vzcLiaivABRhApDMgXr\neAzaEuv/1EfnGDrq+CUI8L72cFUkAmwpECz23ff/fhcBtjnMlPZtsfvknpIAs39BEUsEjlgXJSIT\nVBy+DAFOHDZF7ORZ7wvvh/PIxpdYFVv88u8k5fUHwG9rC0Te29GRFM/JFEcVYAoLmZN7UIXVNFC1\n8738BVnxiSAlpNfoYxELBFZ1IXaFYuRm63ljHvypMXczCvDYDMOrR6x4PPjevKa2rexUEIrcFLbV\nCisyxbeaLIUE6iyXtZhqf6OuQ5qqbbs2gtOauCxLgJsZwhMhL2x7KRvZuphTgH0kxEBYiXYiRKIP\nNWmgpK501R6CI7+XAizpb+PEcSjLgACr7vYhVZ5YJoJQHE6arUHWbrahKaDf+9YlpOM+QFv4HSCM\nMtpWFidCK9JU57bf0zzAkvywWk+motYgo24uEor63xWZqK6flzxYASV8rYS/1gPcsWrMXHfUUup3\ndR4ilqZboig++Ac4zcDJ/pCJg4PUVeJ/8zdACALIBg7ASgSQCJBVRnPp03Z0cz1+emkWoy/WT3ja\nFPgQzSccfYRlvXa//Op6qObYEHTayoQ9LBCqtT8uMgB6xoeQd7ycFUKw5hdFsjpQYIhrmq9sJ/ZX\nawKc1O+YdnXaXvjty/4L4JIKcD9eMVLyxvd+p60F2ubbvnWi+9o0Yw/LMF4Iu4nPaSeG8MgMLbZg\ndqmgWcAUsNmYHY1TGksFLowACxHUIXn1uwRYdRlC+v14I7ukADfquMjxi+6x2NdK6gR4oABxGZwC\nL/RbfCqeDifAUeBgto/tDg88cNobgh//8DUCeQSKKIocQtYI6qsQ8CBASQU2Yf8oyApFMZxX87LA\nx5fP+O57xnZrVpEs7VaKKNabXrpS4hpZKEcV4OAXiqfowWq28zpOlHZ0qzvm+6mSNzx7aIgd0rtM\nc5jVYH4pRjjEOo+pAHH8VW6GAA98vgA4s8KbbIwA10VwttUsRW5b36sVwuMHU2nqSUngBMhE8Ow/\njxIGRbfCWEWhveKq4JpItf5FI8Odt71BaQZ6jAwpC5R5YQR8RAHmGSIZiREimwLeWigoRcUwm/LZ\n31pQVmRsrUSneJkNclOPWWS0Wxtg6kDk/naq7lSAqb5ZMQV4QIC1ISdWEFNtOVrg96YI9cVebZ+2\nUZZ2HJYTrSg9mXLTattblpVFJL1ObYGw11JIk42aiE2VSEDB18dcLcDVzkUZIkQiVHxdxPhaBbhT\ndDA3v7UqjTf9Htg9RGaUrWvug39sdgqcg9MMTsRIbzoGJoXIFhDFSgBohKOIz58BKUsACmpdj9+3\nSN9Pv/8O66LAx0SAraBIIdL98n2kupFEpg7buMXzsEv46LkZ/ZwQCHGdzfvIjC9iBEeG7ymtMQKb\nlwJFIrpEBEHj/87zcWK6XjcKsKZOlaJaLw7MgD/A1zuajHIExsaiEkOQdXeNiLFqXQvCNMgB7p9n\nnlhoRawT4NhNX8mfjAAL44EZHD1EKgJsFohvvuUkaHT9vRwCiMg6kjnb6bNCuRZJ5mWKsH73O4ze\ndBFFSKS6fuQSCvC+BFhhHmDJMmuEwRGRZYQAz5NaJsKKyIqNZT8F+FQ3BatiDTy/IHBE9vw94Aso\nK74MASs4BGxQ0OFWA1svur/z+Qu+fHkGsVgiRAyA93XKz3OrHkAV0DKtFWXRiZarFOB9u68eClVA\nHdf8hXakMhxzvYag8IGtzTvFRRVgExNXAxFrrBumz31K/Bp/rZshwCsdvqXgEcBYPFryADPX3eNC\nzKFQlB8/gh4eAW0mSyE1BZgYz+FpnKgmW0XzY+MzreBdM4mPeYAHAfN7TrycFK8vQ0D2/IRQ5NNF\ncDs8wKaGrDqtkCVtzzMDZRyavpQZK05FOjTO4ssyER4R84BNqARCDOoX1MjQTtJHnY9LBOExBbip\nQmcRuOrmRCyZ49e/yzsEuB/ZVJaJdDoHFbubNLW5KoZq1KL6exMGZ5kRWlGoU/girYJJ5S1LUwsk\n+GaSqxVgOyBPAawMJ80Owms9wPVn5fkJzLUI8HYXAY6xQ3I++EegVUyYicNKtM4PJQKCCMBbOOew\nUkA1wMWIb78FxIdkO2ki4563jerxodhivXnBT7cbU5a9B6mAeguWCCc/rTXL2YT1dJ439iDAomC2\neCRRxscY8ciW1Rl9971jBD5951GmxYyJIK6xEWzLcRWnJsCJyPnSxle1A+A9wAeQ2sUIsCq0N3Yj\nMSTr7rTluQdaN7lEOujI2T/PU/YsUSPAg7hCAFJ+A+8ZomzfAQWQoLZAMEX85tvCBApqyK33Zu0i\nJjsutSYzMQraHaSYdxfg7oMQgD/90+HvzRLTpJwspTgfgr3DBAR4IAG7DE4aG2E/VtDvyKf1MeIj\nRSjzbIpOhRiXi4frX3MZRzAzZPOCLLwAwcSjH3mPjIGga2xjc4JGxa+R31XdWNufgcILHoJHJLbx\nHQmrWMWHMj6tG6VZpLEtZdGjKLjzmA9SN3PaF/vuLthypXUqyy4P8DEWldwHFCGChKFEHdW3jokL\nw0LC/nGOQUTh8DDIAS7GOtoldX1KgLwZD3C/CxwArDgbfczBTpKwtULWzFnxjQLrr76CS62Qm85h\nbBWwqliH586J6hC1XgoEet5SQdOlrB8Wbp3bur/b9+TXyok6sPcI+dZ8cyMvMLXNCNiCoEGTd1rr\nz0FMKD2b6hRjKoJpqySEFQeQyOTdW0WAVdW2cifawQqzVdl3CLAMCu8Gn6siwEzACAFWlQ55rKr4\nVQRlzvj6l8/19rIVofUGT2FEX5wDVFDGpAC3CHBIxXR1IgQzHH8BFUWmgCpZ56l09jQpwNstAIpN\nlWq6DLKqWjhYIVimri6+GmtzfQiqS22X4uSK/RVgFEVtA1IFMll1CHA1DqvPGUlQskBla+qSCJxY\nZ67f/C5AYoqIUtTX4zZtq282gC8IYfOCf/DpB6hz8BRAKgjSldqYuL4xceqwLj7VBHhsQdi1SLBa\n85SyBNglAkx2PYQeAQ4B+OG7EsFbtjhHRru1c5gwYK7XVaGIFWZFH5ICLPXr0gHexLHmMMdAW/aP\nCjHaTXPb/lFuy06ai0RG31ffP89TEY22oKFDAio4/y0Kz/hXv/4l/vDpCRJCowCrmAL8KanvIrUP\nZrMBnp8JHBnCEUAGVkXw0rlmmbs++GMxRT4oRsRANQEuoz87AT4k5usDCzRbWSKNCiLzQAGmHcok\nM+GRyIoU91CAiZbzAffPraN07tfPgOTgooCK4CtvXmev3yO2UmX6ZF91/Ngs8ahlI4wAxzUcEQre\n4uUF9tmr9CQibIqiXveYtRa2shhRFk2RtAhQeIaM3Dz81V9Nf/YY9+MUIoADQ9LnForzNrkjrtci\nxNTcJ+3YthXgpDi/vACfPk2/xtQ1YTnrD4PHi5EbbEdFspmNE+CbUYCzEQW4IsCZDhVgZYu9cbA2\nrUIlnMC2uOGAliJbqVqZMDyRKZi1n7B6TSPNVAuLplq2q8KFmkHRj4qREdK174VVBVYrHL75dQAH\nCxkfU4Bnc4B9MAuBc8mzap+PA6FMSRA+UjrODkOFk2gtLid8frUCDCsAYhn/cH/z16akte8F9rFA\ncFpsbRszDiJPtKUgmRJoWawqgs2G8fnbl3rgmU95qABbR0GXiuAIIt3q7afyU5r47G8eQ4nH8qvU\nklshIEh9waC2QDyvbRu2TDcnmnKAkSZiH61ieiWWomGnfBkFuPKTTaLlMys2M8ZZAOrL5rjSJVKN\nS3UOGVZQl4GCvfkv138FLwTlrVmMWOEkQCLhN58+gUlAKpCWAlylaHz7LaBMoPUWPy5zI8Ax+WS5\nS0KJrfDODs1hs/5UL/rty6o69F2Z0yKKKGxjAYqPRPhAto3NvssmYgSePpXgYMdGZH9TzQPFRFeO\ntgdYoaDgocwIycJUFGab2Re6w8e3L2SEADNxnXddodyUiK0qlLF874EFYkIBViigwMvL8Ht5LDfw\nQfB7+Ro/CQHMAa6VAsEUsfUFFBmIuR7XIsDnl2AJMKkjqLIi+NgZ+yK7t/T3wZSyyxzBUWr7XB6L\nqybAtQJsd/CWhd67DOOOG+VAER/JyE/YQwH2QU6mAK+SEo2ygHBhyQsKPBIhEwevnzu7Wn21fMqe\nIQK8+KZ9d4yAhjUcRWzpBd89eTCTFTeLtTgvfBMjaSJNuu4ootzG+jyLAPk2op9fD0x7zQFMNi7p\nw465ZQHl+XbQxwyPIgSUMSIyQSJ3mm1U4tjLCyb7Lsy9rxXlrkChu4b7cuQiimaBMHFuZE66FQIM\nXQ0PIhHgQROpRD7aEnnkaGu2c0khlpZPT1IFrFVhs0g9SdUDUxVMgqenNMGqwvUIsFOpCYz5OpvH\nxrbd971baxf9vHzykGhFcG7kCpkzmJMPVsnuGgN5XhKI0t0aGwG2gdHcVIgaAWbmwetXn8H8sQqG\n3VDQhAL8vB5aIPrf1RhqC0Q0VbZveHeqdfMCYjF7gh0MVBgvTzmCT8VXIzcjL7ltl1qagdh5oKaJ\nBrHg2T91LBAffIEVfUhk0BquiK9ySY1IPT/DkhNibHy9mmLQVPCvf/01fDSfWKauKaJcyAO8ywKB\n0BDgcgcBRlk0JMcBcFltMVJYEY24DJR2P9bhBYEJrAVWKlilTN0YBJ/KH+z82u1DvXWdp9QNEcAJ\ngbZbi+ByDjGUiCJg7hatEBHy4MES4cRhvf5U+8Halp0QjFju8qCJWEFlHq1w9osY8YEZworYq8z2\nXvH0Q4GYikRN0dZaDS0ntjGfthvkpUX3qQhi6S0uKxHmPEddgLkPFiPAMrQyEBPQU4DzvAC3dAch\nQVmO3xzXP0/tCqliJQ6b9fDxP/j8BB8YX/kc5cePiBzhtLGOMEcUVFjEZYsB2IJn6pMww6kdf/Dc\niXljtizYQzA2niYVYI4g4tqeVZLf2Up4aUzZ1oZQs4A5l8a1II5YIKobsynSysT4QASBgHj3dbkp\ny8UI8EAB5lQ4ywx23mqBADwyA24Fh+7ObJ8Ah9Dk9XaO2efIKa9Jmg8MjQUcM3J6xqeXAiSEAKT5\ngBGI63WLk80KMAXYl815FgGKPIBGojpfyu3kfL4r/aaCfdxm11WJTqIAlyGm7G0B+TYBtvddrzGI\nlWwjxvGDElVAV4PHfT60m2WhBKXapbExejsEGEMCvCKbgV1fHXapsK2yAyjAEqFianDGGVRdrYm/\nPNuWf6YMKcsUY2R/Wt2VKWzL7dffvdQ/DxVgV3uAfW9QS4ruaWOfC0sVrY5vDk48JPmYspE2vXNt\nDSkEa/sM15D/0nIyfTQCXIYI7eWA2s0DpwiznjqUfiwKu7DZmVVk7O4VgEUSSTdlYp8Q/boIThjg\nMNjuYNWGJItAYYkVkQWfv3rA5mmDGChtOw8V4OdNab93GRRqHuBI9aK99pu6o031mR9iieZGwbZx\nq4xbiJG6z5+B3Cd1r66CS/7gxxW+CAG6XpsvURviu0sR34X9FeCGoPnter5Q0xfNNazWdjgTh4/F\ng40rzYAsq4vgInHahQn4vdIjA7CiEhQFT94IcEhEpmJLRdrKFwHYKSjPbbdCM0SOYBWQdFcpZkYZ\nAzg1EynLJ3y3/Q5AdycmRlvgdlUhK8zLb4keGR5irBVg6inAm9Lju5ffIKaOX8y2w1Jdi2OLJwD8\nzfr/w//P3ZttS3ZcR4Lm50TcezNBEhqqW720qv//ob6i36rWknq1ulUqUiwSBEAAmXmniDiDD3vq\nh+1niiEzAVASuv2BRN4h7hndzW3bNhur7MFgoFLQnZZ40hgBoc/vAv9LAWCfb87eLXGt+3oDH8cR\nFFZMqpjraze/t/3sW04vU/Ni313el//84R2EChSK8f4eEQJjzBI2loxIESF4hW7CDN6QS0D20IyA\nBmIKKnLRBHfLsebWuNZgmblcBbYiLsOYgbnqJ7X2f+nxlN5/3g8awM0OboMGKNQrIecMcPaG3msG\nJ6q+XtxVCQR9BgMcS/43A8ANcQXADLMMST2CBuxUoaHB37+8bDZE5wA4Rka5cqKHdPBqVH2kh8QI\nFAFVJDpgyNE3P7UfQMjn/zFPTc5L2mSoEogJAJsBaShXZXDHdLw5n3+uBMI1wDqvMSZ81YFlGj9l\nKUqlYMwFoUSIysZpgitJ5JuLj33G9Xnam2Z3FwCYrtynIHmu6HuV5qdV4c/HfwADfEUCoVUDfNYE\nh4r22wqAAwAxcoACYE93zhjW2bLr3OeyMcV+6LFOPNuAWDZ8U2sQWpO/NjuYVbNDjnHzoOpKFziN\nz92tTb6nZgGNJBjnCqgvP+Bj7AIXqsxJMy8UYyKoMFLxyNHMfAEORRRNlRicM5PTP1OqIQAI3jRz\nAwBzzT3fMMCiF+b7F783lWuIYcJIZ4J3UZ3F/L7guS6UTFB2AVp6cHa/YzW9APldTDBSaAgI6hsD\n0iUukoTBtTIwEQYt0caFxIBZAqHm53U4GGJOMHEf2+kHzYAf/tN/wp0I2tOra4B18ZG+pv/6MWNx\nqvj4c7Z+hiT1H38mU5qlKO4r5eD3LtfNqQZIaEEVdJJ4+XkngjeloOzvsOPsJeHXH7w8DYPW65Hz\nAkZUAQuKlOPsM0zkljZq6UxCI4iUwVrZQTngw/gBgKe0TWNMhGO3SFHWY/OuioFQNeUW8EUp+HJ0\n30wu20n20Cd08jWUy7zQKWy5BjcahhInDMn9vA2GoSOcTjo/P84A/0dJILbXh0WgoTljgEdQWGlp\nWZDOYm/PFxu9sXJ7NSTg0F0y3r//3/8zgmSMb+6R7u+RG0UQZ9A0AMIFkSJgAcQ8v9d+6xggbyxs\n1PsETGVTMSwkP9py8HC4/Nofu3/BQP1K4zn9P/l8OEm41GYv7X+v8T5+91k/ZwbwbodQfYANCuZL\nCQSXjHG8nFeYXaOqXCsmphD99HM55PRvpgFuhaDV81+RobkHLLilXmjxv3TdzAATXcpF+m7YkBFz\nxZMzRBbpxhgZoOSyEXpBZAd+uVoisgmosqL+OTX8CN6olxPjNNT1S4EcC/gKG3FMh49IAz5PrmAG\nINiyBopXvccrGnwAs2zjx4xEhEgZu+4EUsXQr9aZspAcH3sVrrk6AHV913AFAG/nDxH3tV5rgG8R\neD92/CIA8PytcwBc/R6bCQBrgMKBnYWAfdljHQjkXesBjRraoa9Mjn9vvkHmC+P3h2f/p7nV1gYA\n6xJlW9J2V/tTAbDrmRfm8FX/O6w4E3YNNNJHgjCkFEAMCIuFSMzudJCIkJmQyT97vUi4hs4Xxo9J\nICgXcHCZAt/QAKuKWwNtAMyN+uH69+ofEmFALyUQGhYjflUFzO+hX3NFSf/iO/DEUGzvhRlwGiNU\nHcADVqUhspFViCpSdl0vEQDz5kmob8KcAS7zZ4oono4RZeycVczLFl8V4LbBHTOsP8FMEdDMTLj9\nzBVhzQB/LgDWPHxUCxZKxLaKEfBm3GNHrTPAGqBtOyd+FXYN3B0zHkpBvLvHnhOYCQ/P790gHQoJ\nAJHO6XvTcUswRBV893d/B6sMsKpix+PmOFkEiTLEGI0FKL/gmI71GJbnKhbGyyldZYDXl9tq9zur\nogGgbYu/6eu8cCaBOHQRoidItfoRdX+V6T7eakqVPOA0lFrOU5xeM5h1bmbrBrlgYj86fuaGaRqu\nsdfLr9XKyDRijJA1A6w2M//TuFhsbjDvHoQBHLvxogLx/m//Bo0SaNci3t+D1IMM1KoLhGYMxSUQ\nyjrv/LQCXuXJH7ipcpO1/43rwc/t2z42RK6XbVUNI434rmLN6f9VFUw8Pw+iiv6GLvzfatANS8pr\ng5u6mTUAEEiOFxIIKsU16mePZ87Af/2vQEzumrJuCv/YGFcWkT935DPWcGqCExYoCKABjXkYlobW\nrfXqiXzzzSUDPHT9JihiOk7f1CxR0UMiNJSdPBofEdnXEw6eWCayZYCVZbasDszII6MfFwCcRrq6\nvpfHr29eq8Kfl2rnzcI697dM0eIvp+to9Jq/7qdGLAWxFDSnE4oonj4sByaVFBDB1p//bFyL3E7J\n56NGm7rhXb5Xzhx3VIG2blQmCUSh/48C4EZv/8lwcThegtzVCbexBhqczQnSoJVmwwCqaJVxGvZj\nvwkwmCUQ5mW3cnye/w2RzQtjujLQj+MnJRCfu1tb2J0GjWQEdiBwrWrBH9HzcCH3L0Yzs7wxe5k/\nF/Yy3opFmX8PngynqhfuDtMD5MbXVBuA9KKRZhpFE4Tz1gVC9NMSiIkZFHd4ODdjF8U8UbEoLDiL\nryoQEO5O/wyZO1N1swiWApxi8ia6pgHgPsBu+1UB2dijOR7x/onwhz94M4LAPGgFS1PhBFytBqf0\nfASPnvK1lqeoAtI03i1d6j3Txf3BfmZX/9Lw9/HnTGuzIABIiRcTxHqEsiTV1a+glQZ7aqpusIE0\nLcbsCIFFIGK4E8FeDenuHjvOUCt4OL6CRL1pXw0566YjX9U3NaMKJAS37jOGmGJftkBdhREpQ8GA\nNRB5nf2Y1+eTi+A4xKtd/3kF3pwxcB1wo86KAfUZPGNlh2OHoKWmOXmVRENYfF9vgL5Q+poA6HUo\nZpcnTY0xMclHG1rPx3k63k8dqksVaxoOYsJm/hpygq4BcLGLqsw5AL61GVD16sdxiBtGyKsAAaYR\nge+Q23vXecs0ZxvMCvo8Agjuazq7xQBm3gDlLhONz33KgNrM9BX+cQzwMGBeTNdD1DXjX33l//7+\n++nr3gA0B2HkjPEvZFn3ueOz+wnMIM3OpcAW8CaOCIcThmEr+2AqGMfLeaUU4Hd/6pFitay70ah9\nPk5jugmCfuw4r+406n63rgMXBBk95a7ZORPMjFCB03ffbdn9nA2pHzbWotN/slZbxFkCQQjs5sC7\nfELk0dfLMG2CPMxlZoBFQNOaIYIhFvQ1Ne9YnjEOA7ZbNR/t459vzueJtu5ItyQRS/O/27UxFCUz\nDl25GuB1MxzsI6Owh4q1fQ9WxevT8sFWPy9zQSnXJUUAkK8wwH3vx91KOxNps3Y6pw2gFQEaWQCw\nGTZuFMCnG6Jvjf8AAHxpgzaPM3bYu4oVTZ2wgzbufKOGnXh6ldlCchJT1TQGtNmB0AUDDAOroalt\niwZ3GtiwAYI5YKGkbVlnao5Zj1uJOtsGMfikvRqhFJgorvU2fEzQLlQZYLTzz8TsPpmJCJm8c/Pc\n39gnDy/Pl7OS7kZrmouHAIhC7fqkm3iASNkspiKX0orzMduRiTfBnbMatmIbJlZN6kLJFvG3pxcU\nYj/fMw1wSlUCYVpt0AxDLshlid21ccTd8yO+ex8Roz8XZlqjtgNsEuJMN10cDI1ygo7RXUmmiUQr\nA7xrsBNv1PGnr5kB989lgCcm9ZMSCJNl8Sn5wuVjM7gsjiRVAxwM2FELrRpgbloMpavHUBng+pml\nAmCzgqjijSPmuvHJV3NiyR0AM7IpgD0QGggXqBh2tAXAoopSRgT1+7EXmt0k1iAsFUHiLQM8ne6Y\n15sTrbG5/nlUAXChMjP804jdCUELzDzOVEVrQENdZG5VZMqAnCNU1BtHzZulJk/uwnJzE3ltrBtl\nzXBzDvjUsCsA2EShYbf5zJEiDIubi/IqJbCOc6b9Fki3ygB3Y9qwjTZJejXh7fAblP0bsBGgvhn3\nQMtcrfMa9zivx6jq/2NilUkLUPGGnEyGH36o74boRXjQORhbn/cUgHD+TokpYulnQmS6FKLi4SiV\nrQgpYfyEj+5fenz+RirAmqbOacDb3EOY8PXXW70vc5pDgdYjZyDaKwyEVhVmgvAZlGQf8892vZmP\nIZ49gxWAijD+uu8BLYAFaNjDQou9CJraGHc8Ah8+LDf71BfEYUTm7SYaqM92SkhZ53MAe7LlfRoR\neagA2ANYmASayrzmM8uqgqI40Dc4nPw+vct/Qj++znhhffva/nRbAyxbBjjnjwNgVcWf/gSwuhHA\nmPOFBEQVn+XlfD6KEA6PPZC8Ce31dbkvlBcAnPNtJ4h0RSvf937cQYOHeZgz96qAli0AVgVapQ0A\nPt+Up58oHftFAeBzCUSwWpLbfVF/F5jsrRrewdBWJrT6lrLf9QDXmLLIzBwtLhC+OOwPblyn4jTA\nemKYmmfMnI73mNT6vSvOA8RyMdkCZ+XYlQRieHiDcnfnna3i6UznQ67Y1kxjzQBP9ZdYGCaCNMSZ\nAX4zXjYZAQ2M5UKXOJcWmL3JDtU26SMMsFW2bP4MuWxKOx+TFEFFYERg3QJ9scUGTVSBINUWxsCI\n+CJncClIhSHYapCHUdHFBOWqATZvXMuRYBOQET+n7x9HxOgLQjCt3dIBDYJXEVYMMKsg0issZwfX\n84YnIGeDNA0QgvtBqjgAnjtzf94iOYGPT0kgbAWAjcpHHRKMaDkHq9p7g8eRIzTWvi4AACAASURB\nVDj72rZI6o2i7gChuGeGWUDe32HPGWaEx7d797qsYC1F3xTshn4+bjVDEkGQO1iVh4go7s4BsCho\n6LBTRTBn1WMaNtcBcDY4UtowwNO7MpmopwQHdqJVAtHMAJg5I5w915w7NEoIWj2NVWEI3gxn/i5c\ne7RDHiB5qI2XBq0AmMl16lIK6BO6+PUoK7ao6356c4dq1cluviYA2s0GPrOn+C2aV0U8A3bnmym5\nxQCboUGDzJcA2I3cEwwtyv4eGvy911q2bZXQUz/boGHW2sLlDqJgNXhSnJ+bms/rr69+jOebmnNf\n2jUrGGOt3py9Jg8f3oH7p3k9mH7fwc/KTjHGmQX89xrhRzB4ErxCGiwAJpBSamLh6meYLhwHpoYm\nwggxvwhB7LP+9ikmHPJH/LCujFvLBeWtXiO3vtarCv4qRoS6GZKwg8EJiKaivpdTwli9t19fga5L\nSOOWAZ42yqKK0J8QS4Eq0I0Rpt5A/pBH9GXwZy342mHim9tpfqVCSxqpKpI94fFlYocZYzrO69SU\nMGgGaCk3md3CtAHApVyv/nHNR0hJ8fjooHDonQQbxjP5k2KT/vm5o0jB1//z5El4UHw4PS1zRb3G\nnwLA+SMAuNHGJYvqXsJEgFE6WxdQq3M8A2BZVYgA9+X+KePfPwjDPsIAX5FAmCoEX8zfVzQIZrVc\n3bpuU13vVCT6PAsA6o4EUyllcYFwicOUnOVsgm0m7CABooKXAyNl1wBPDLGXVc8Y4Bts7bl36ax/\nbXbYmfmiqgq9simYEqyuDSVCkCqBqAtmygw1gaSInEdkInwxnDYaYDWXQIjIHPSwOT4Ffhi/AbMH\nOhAr2M4aaSZbORmhzBvJg13RHV6c1wToWKDEKELb6wRvOJmO1yoD7IDSy9KcvdnPGbLl73VjQT/0\n3ilc1byuYWKYcTU5d630OHQYRq1MT2WAUVOyDLMN2lRuyeUZhRhFbb6PVmUJ3DbgtoXUxkNDWJiQ\nT5iTX71Gq0V5zQDfMht/fUV1y7D6s7yRApwPFd4yjWgq7x1gaGcJRBafsZkZlgt2EwO826NRRtAM\nVsWYxO9TwLzItqP/bmGBWYARI8gdEFpAvWnsjtPmXVIV5PHJrY3MLY40PvtGdCWBSIXdh3V1oab3\nOxWfJPve33Opkd6GAGqd4daSLt5hyQc8lARFdTdhgQWXu0xA7Vq3fCgRSuO8+WNlkBiUvAzJdL0J\n5tagZvEuf339eQD4XBLQUHHSYDUpuMZ/YYBZFClvn9lzBviWs4mZ1ejdrd5U1a31TDIsNCi7e5gR\nvMlZIQ3w5ThiKD7Jmov+/W+JWyOaqacshsYj0s2v95gYT0+ouuuzhlrZNj8/Pi7/nRLmbvL1ud4d\nX5DzCYfBJ9/pPVITT6Or800QQbr2QPyFx0YilNNH55Lpe6aANS1adgDcKsOIqpRs1TNT56b1Zcu5\nvsNgsPXuty+K5jMARp9GdOUj2eVXxq3iSDkDTWnXzgywNa79DRq8ooEGrQiaVBng1GGsqXD/5b8A\nh8OIlNJmIzcxuDoOUCJk9orNMA7eVG+GhxIx0jB7/3vzuMJyXCpDojMDTGaAFZz6CoCVEVMHgeGr\nrzCH+qgCxhkxX1/jCxXEvJ3broZ4qCIoUDLj6ckr232fkUrBy5E2v+8M8I8HiayEIBGafc58tN/O\nWKgk/xtZMlIWnHq6mlZI8QYAZqkhTHUzPMn8KF8wwEE9or1UEDxtQF4Ofh9v2VR+avwH2KB9ZJyD\nY3Mp2J729Qte2nG6qQGsrWDXAXCWCKtMnhpDmJETbSZCQ3UamJqcRKrdV/2+AVB/4L/+9oBMLuyf\nAfCVJLhyAwCvH1pRnSUQwQLelAKplmTXoIqK3QTAQgWuTFhpgIt7Z2pOoKFHYcbbccAajzqr7Sll\nfAaApwfwJT9WyydzcfrZuU7BFQUJKou21q+NXvz85bFXcDslwQlvrxMW3bEzVVInbuf5pW1REtUX\nYWvDduwzythBSP05AZDG0Rf0CmBEnCm3csIQBU9PDvtCdUNwi7oAnW3Q/H5nekZi8cCH6XtmSFnd\n3aBta3gCYGgXCcRPAMDrdXVyH1AF/vEfr//8u3f+A1PjJqtg7G7v9kUZYQ1ibLIhrFaEFsDtDkXr\nQ59Gv1/B7Qe53aExQysJbFYZYJcGlexgal8ZYC+7tWgFaOSubkwMhRn3RC7VgbNzqoIxfotWfXG7\nY0ZbXpEStuVLEmSmTWPOBLxz1ZP1PeboWiGGBWeA834PLWXDmAOA0hFvS4E2vjEV9SoCV+bXRNH1\nl892oBFSRpfjBAcOwgquKYdMZa4GfM5YA+DD4acna+kVPX5DBMPWB1hVNhIII0aqLivzMdXFPiX/\nvZvx6OYa4MxbACyqaLkFrMwbLA0yO6yoGf6675FkhIXG7cZWDHBQAeoGY6r6TY1FXYp4evIF8dyq\nbmrOmcbLywK4JgaYZDt3Z1VoGfH70/8NADjlrp6bem+ELMCHf0wyxU8cRAtgVfo4AF7mDVsxwHAZ\nWQ14UV3WQnc82W6yUpqCXciBCYCgn8cA48NvbzZN3xq3NnjnADjudy7hEYU0EwnWQJs9Ahq89ZcN\nANClHrFWg5+fgZfn6Azwaq2anQmGHpQ96pkZKCW6b68a3uToLhE15GeKlJ6SLwGfa6c1mILr1SdZ\nH6sglyMMim++WRoqCwmCsJMz8XITQIU2VZibANjU+6LU8O3TK4oYXrsRPA748/fLL3x49Pd7kglM\nZNe1cf514gSzhFAyVAzFFulGqlrnRBnHfMAfuv+O/+d/XDaGllwuzrHr/B0KEtAozYYFEwN8rgE2\nMIz9Ppktm/J3z+N8DD9l/KIA8LkPsAEwMdzlXf1KA22m/w5AlQCEGq5BkryAHQI0aI3PTRvP16AG\nFZv97FTcGH+yHSPyuVdU8ec/vyBVb8OpfHHNBYLqruR8XGiH6w8ZgDdEYHPzfA3XGeCuv9Ft7Sa4\ngDWzF2YavazL2RmpIoRGzxb5iQEmmcsX8/cqM8DiKVZm5i/7GVM2TxyUoHVXNh+zbs3prx67TJ6F\nikYFUsaNPYun8K2a4GCVAVa0qogPD0ipJtNg66DRxwIeO3ARWE1B4jTWNDitnacejNHwEcexx+Oj\ns6fBqjwnBLS6aD4NvlO9P/6ArAI2m0G8WUAhgzYN8t2dg2s4Mz+BnlBf2B8zjqsggclyTcRwiuPM\nIqzHu3dVqjFNyjCM3W3kZCZzGduPbQHAHlTTQNuFAUaOMGaXegCA7SsAJjAMqdhkf4xx9EV2PzoA\nLlyA0KBlQaN3ABqYClIx3BMh1vP753/2CTHxMxr153TPjIaONW6YFz1/ca35Osp1WiQKrRngKnkh\ngoYWtNuh3N1BKXt1aF2mpwPuiSCNVa2nN1hybb4yMRyubCqaPMKKSyBcrkog8qAZZiCX8UcxwKUN\n8zt7Ov08BvhcetEyIZxJIMym4/Z/CysKbZtoJuAw2zutqgfnFpGufx/Qjcs3RAyttAiaYKFBIwGu\nmA7I2f/+r3IGIyFYwMuzYGo9EAHE3C6Szbza56JhAMChj+h7b8yjMz/1NfHx9dfYNOqkBPSl9875\n1WUqpig5zUEup3Sq51xB5ORjLgyK1wHwz7T+vvisGQxUwHpr9D3mCpY1DVoJswSCS0Gyk28SpxaG\nam94jQFuZHQ3nBAAMTSfoQH+u++/Qug+EcJz5fyujXMJBO1aZGWwuT+3M8CAwmPc70uZL9Qpdxh5\n8MpRAZ5fM0opvhGuj/7ctzOOYBKMVbOfyzhXFt/miELebKnwNQusCKUsUee0xGMzvFmLdGGASbtZ\nqvPHr/0asviuIxZC118GlEjJmzj7WxIIEfc6EiR8/fIDWA2nfoT0A374sPzCd+8dA03AfKoEXBvT\nJmq+L2WAaUYQQmGFVOvKGJd5oEhBN75DooKn4/adSMmT3cZx+zdfXwEmcQvcWhGMlHx9o0sNsEGq\nS9AEgP3Dng5+wJSvUM+fMX5hAPjs3/BS145rTCsCtGn9Ba8MsNoKACvX4l6ABoayzAB4Mub3DTHP\nqUEqDoh/4H/xzyA462eGx9dX5ErHv38dvISul01wJNf1gRtgp263Np2ntC0ItQR45VoYK46n6yU2\no+IlRTRLOau4lk9LgpbRWWmRTR+ciNYmJL7QAE8MMDODyJWIrHIRhTwFV7RcoLrVCLtR+ScA8CSB\nEPFY5hI39izeeCSV0ZsmGS9Lt6pId3cLAFYv5k6Tw2nMkDz6S1I3FRQjcilQ0frSMoQYLXX4ML7H\n4+OiAZ4m/EYXqYYpwGr4q+MzsohrlKf7CJtLpPHhwZ8DAAjNAsxlywB/zuJ47FdWM1Tq81tQrLsq\ng/jwwUvM06TAZhj627GYojprnAPW8eQBqAuKhAbF6syckm9umsb197pDgypRCO7DrRXSDIMD4MkG\nrEj1WC4KgzeswLxst1OdPR9jBJgUwbIzwOYm93uK+PBcQCljHP1CFhYQ68Yzl7la+ImXKV9PXmFR\nUYCK+w/v90h3dy5PsDPdfzl6ehaq1ZK41SIzV+2fbuyFpmeu4QymwX2tYVBjMKv7xhIQy+tPBsDX\nLKo+d6hcVmNaZphtfYD9fVxYZxNFKltZEs0AuG7GVmz8mgT102zQcI9Dt1wrNfNyvGZYaNFofddg\nGAff5O7q+22hQclcNZ4OFlhHuDe7oeV9nYP9+x9ePZI4x3LhbJOJ5+amr7/2ezbpFHMGXvJ7kMhm\nni6m4JRQpNrY1UZQVUDKygVCFZyuz89/SQC8Jm/wCQbYpSD+3xramQFuTKGFkfC6AcAijNf0vDne\nITLGxGg5uiNOCL7Z+Az9aMOE/evzjz6/a4POGmAEQDHzDW2Y3HoaaNgBaNzmsH7YMB4QeagNzsDx\nlECFa5Otf95UeVIhcBFkIhAZiEawMwG4owI29mdtljcpdNVkbLJUIQXAXRlmAGxcwBhg5omZr/3k\naMMI4k4Shz4jpe110EKbBsshXpe0iSp+FQsIA3o+IAnjNAywvscwLr//+JIRk8yY5xYAnoAtsPQ8\nIfWAZQT162MoKOSuWaa+xmQpGNJ7ZKZ54ziNP/zBAzPOAfB3T8fqAtEgwCtu3wy/w4cPDqzX3uMO\ngB1bUA37oIoZjs8Hxy1lAcA/hnD6hQHgSwnEuV8pNbv68Ad3hVDMEgit8ZrStBC4l+c4uCXUa14E\nYCaejANULaoIvpV/ADABYO9OHoYjiPwmf/98xPv3mPVAm8aBGwzwuiNddNuVzc0eDKtOBpe3wUTR\nna4zDCoME09dmu62lYRgCivOSLG6lZAfb/1MldpE4nZpm8+sZZG3H753RtsAoqW8M43p9xoiEBYP\nQr+WlwD4/LroDCwdAFuOG6NsNQNl9qAKM4QQUGpJuqkAuO+5li4NIjbrjp4PGS0NntRWNb2SR8Sc\noMa145lRiNBSh2M64OWUnP80uBSgekvKpDmtrPivT0cMxS1vponWLLjDRAj44W//1tnl4JWJuewt\nZQNar2mkzsfrCjxwIfzwA3A4ZrC+XGUCTidDY0vICMEQR77ZRClqizetOXgGqgRCGwANLLSwyeA9\neYmf2xZAwK7ape1EII3vzv36GYbBGSWtZfUiBQENWlFv9jR3csmJ8PLll8h9P7txUBHsONVoZr8P\ndyL48JLApeDQ+wkRu481r8pemVxPV6pO79hnmMAjw3OBhh3GhwfE+3sYM4q596fIVPnoYI0fG4k/\nb5MGeIpbXzPA00IamEHUQaxWK4J7Z08x7GN5XUJH8OnJWZoGqcpIrnXof/ZQvWhe27HCkzjXi4sC\nWCLjVWTWQ87nWt/ZbpgW9uWbk5uCf5ZL0xruceyXeyOq2EmLnWQoWuzL4lE7jOLg5u4Od0SABQTj\nubJ1yieft9QgUDS8Q/Xcg8Hw/Ny51CEyytnck4kxJJpZTealEe5D/AEDuSd0XgNgGHIhZHEE0NOp\nkgMGZZo3FUkFmq/Pzz8lcODW2DDAcntTCzgA9qnPENQrpcECggpyJMQKgLsKjpQIL/lxE0TQx4JD\nPCLwybXXABr9PAYYn1EBPB83AfB5j0oTUKqHu1YJRKMBFvYAAsp+PxNMNhzQ8+sM4rreNarMCwCe\n1jEhAhUCsSIWApfkml4VtOZhPVLrelJ7XALRbMNFonMQlwTDHeeZaW1SD7UepoY/dv+MLBUA5+I9\nBYVwGjOGyBji+p3KMyMNeNX1WpqaqOJ/PZ6gVpBxRGZCd+xBuSCtbK2+e3l1qd4KAF+bh9bv8gyA\nywjTBBiBmdGYYSixAmBfYwonjPSIwoQUtyXKlxeAauDK+tn9qvstxiReDTKX70Ue8f69B4OtnbVE\nAA0CY3Hiy2yWcObxVJuNl4bqH5NG+MsGwAiIq25Gg+sPl59t/KQrgHTQ4SyxBQe2KUZk4hkAm3kn\n6QSARRTMjCj+wBBVmQQMw3hELs7AvX95wQ8/YHaBWAORWxrguMq0diA6McABZg/gEFzXdOU2qAq6\nw/WAbRNvIAkWZhNu5Yyg5podGqGcZ//B6WEWM1hooHyZ7T4xwG9en9yXz7wULGcSiLQCwKYCXjUn\nmWhtXFv9/Fl5Z8otVxUEI4SStwywGUpxmzM1L0NTbVRszZDv7tAPXF8Eb/yadq1dLAjSI+XiLV1q\ngESPwp0YYPGdcJAEohEDHv1nbYrACGjVFgbY/LkSGFJRTzxbzdrjKEAIOP7612BoLZ81y2aHGV9/\njdXPX72lm3Ea1gDYu7e//z5B5XAVEL0MHQKaWQJBMAwxXW3aAgBGWKWE2fa9s6b6azazBV7I0ZmX\npoEGYE8uJ9iJVBji910BDKNvDlUIMXpHc1CgZTj7W+NZc2G8fPklTqXghx+qHpMFv0o9tPEUv2CG\nO2achgzKBcd6XUgEJLpx2BiyOw8Qu2dxllzt7wRKxbWlTYPX3/wGwgUMzADYN1sjpG09/pjFvXwD\nFjmEYAPqpkm2MQbxODfaJTvhkB/ntMHI3cbm8NaCD/izZjC8HGTVpHX75z82zHTz7ooAjTKAdrMR\n9wCVZUOvah79umaA67twmoDTimmNEXPHuadTBgQecBiWF19Y0bKHxYTQ4CHt8bb4OzoMXj1L9/e4\nJ/JmRTvBakMniaBBi2AGYcVOdjMJAQDH55Nf51guwhqIBWOiWUv9x+63eD76cX3T/6v3gojOLDEA\nEBQEAdeGvL50OB5R53ya3/0iBiuXekdgm1r4U8f0fK0Z4E/1E3z4YA5mzQD1vhnX9QtOh4KEVwxl\nRFebkowNmSL6FXvWR8IpdzA5zBUxJ5k+45zUm0d/zLj1fPM5A9wEpGSuuQ2h6oC9CQ7WYHjzxtcj\nBnbpiMFecDoBAsJpGJHJI4unj52b4ERQqCBnQib2vhY4sdSoAprmNX96XsA0N8FR9aMG/Pnf8yKB\n2MUeYiMUhsgRScbaGMvITUAqhGOf0Y0Fp1W1dxwIMY5LOFXOF97cQN1Ysssgkh1QTDH0HaQQaMW0\nfP/6jJg/zQD7fF2bymYGeASM5ia0N7VvI8YFAHPsUOSAVAhl3DZBerDWJQB+4T/jtRvRiPeEqAhY\nDc8HBtUk22moohILimNXyYWKGcrosh6hYZG3/Ag58C8LAF/cFEPXLW98mDTAVkMzzPWEU5TyrmRn\njZvWmyzYkGJEYcHu/Z/qJ4bqvVv1uORJTV/0L3NHrIMeRR47MDESZ7x+eO+hCWKb5BjgspFiGmll\nQ+ZNcFOdMUDtAWy+27Ert8HE4xvnf68/31dsb9aaiDx2/TNRAsqIUDK44prpXXAmqpllDusxNUOY\n0swAMxPsrEVvkkA0Qu46sXqqRas/5+oBPAdhswaYBUELUPLG81E0IOXku/EJ0LFLIJoJAI8ugTAx\nMC8OHkUyAneLj2kICBKRKEFNZg1woYJWItQy3uOfvNFjwwCjGu/7hRdR5LZBSi6BmEMkNOB05Flu\nwSqABCA0CwsktLFf+hQDzIxN+UvYmzi744gk3+Nd/+Hid74r/wNmzQzaBcAQh5t/S81WSCws1oQG\nlxNZ8I1SBcB//fwIVAa47O+wI19wNASP4oQ6Y2eGJ/pzrXyIm+wrYydAI1rfS1+4qBDS3R0KMd69\n84mXSPEmR1hwFroxw9/0PWIpkFxmACopoj0eoKtnOJFLJAoLCikSu7enirt2aHDW+vTFFzBmEGxm\nBUsBgmaU/X6+j5OjBnGZGeBJAgAsEoggAhPXhrqeNoGYwFqZ8JIwCbOm+3tr1MIFfngnN31qP3dM\nQRjz5ld8Q2hot84tdZM5+aKqOFO0AcD1ZLvR9Xe6+mY3MF66WD/Ly9LQiDGtnmFhtNLioRQoGtyn\nHb4oBa0ahtGgwcBtizelAGiQccQ07bjVU5WmmKHhfb03Hnsfuw5fj/+CGAlyFh9fWDBEcps0AoY8\n4rUu0CzuES22BcDFDNIYhGpzDWccDoCY69AnAJxZL/oopnEr+nUa6w3xNM4ByXTfclm87MH5owzw\nu6dcCYoqZcJEFAkOveCAP+GUT+iHOimLW8cl9n8zA6kUnFIP4+NsShpqr8onR2WAfwwAua0BPrPp\nDAHMiiHVjXjberU37BAsoH/zBiaCnIG7fEJBh+dngDCgGztkVpAoYvKLOUsgakWQU5XilQJG8ARa\nM/xq8OYynzKd8DHm2XNaSWZXFQnAThmkfuxtGtCYs8eFGb28OGDMBaltkAqhixl9LBhWa/0QGWXo\nZ4cSKhk5XtKaop46GtQAfgIpYxwGMBHSuHiSvT88IpXFo/9jADjWZ3rDAFuG1Wb0+1LA7POKqdu1\naRogekIeE3LaknYp+flOTafTPefygjEntNpAIe6nrIqXU0QhRcnb6h6qD/PzK4PZG/QBIKcKgEuc\nP//HNA7/sgDwGQNshnlyBSoD3OyAgMoQtRAxBPHT+HV/cNakad2TUwUpjiAWvHl+X/+G25hxRdui\nCmHG3z+/m30jXV9ryDmCCyOWAfH4DqfBmVE9axwgWRbM9cjDQvfxCgA72LqHWONNcBcR0M7EDKsy\nxhpwmzgAbmyx25JSrcukQGlwoX4VVc8AWBwAC8vsqbe+1iLOMpTiARdSgfDmnCoA3jFBVapBfD3m\nWiJaH+sFA7zaeb/86h5CBXmd/S2GkiJy9gjJEILHnKqgVUW+u8MwFtdlqoFXDHCRgoYHX3ytbnYs\nI5MHWEwa4MIFphl36RXv8H8tDLCFWn73EliM/iyoKsa7nTfsqC0evzCcjoyGdl7KUUaourtUF8Eg\ntCnnfAoA5wykdXNXSchFcOoSnvQfcUqXTSbJTgho510xwzCm4Sbb7NKAaVVdGGBvmHGWFtrOur9f\nn16gKs6yNA321CLd3yM9PACmMwBWANGeMOYMrRpbEkarzkJZlVY0FiDiADhnl3iM3LscqbEKkv1d\nfWAGdy+QUnAaKwDOGW+e3kFXD9pYErrRN01jUmTJoAIEURCze0+E4DZoTCD4uz41SgUTb5BrGggv\nciUhql7h2ADg+U+LAsK1Cc51wyQMCl4lUqGNHdl57v00JiY62AKAfw4DrOKOJVNPkggA8wbNtSxK\nVYEQUKbEO1GIlbkpGMBcbhxrN/caAL/0Aw4Hf6jNDAiecll0tallxY52eFsKYA3u464G1QQMo3iC\nXtviTb1PQRb3GWZ2OYx6hWlHrYdRmIsglF/wnN8jJlpkS36qIBYce8LxiBrPzTjW94fVy+ksimEF\n1k0V3Ai0AuDMBY/PLsnImed7KcygG53nH0thBIB/+qfLr51XBkqpcwEtekjf1Nz+3MeX7JaPMFjt\niwF889kx4YhvIaqIXfXoJoFwQaqleSKAlNCXHg2fEFRrME64OMBrlQy12nj+mQnR0z26NvisR0WC\nW93l5MckTePHBXetKXd3UPXekfvSQeEba8KIMfcoRbyqWsH/zAAzgQtBUsKYCLs41GfTCZcvh1ew\nhtkFwp2OeAZg3v9TATC8b2GSOuzSUC38DKSMQV6rHKcgtg1ydDa+Hwljv+CcPjEo9rXPxW3RypVd\nBYsiqLpsqHjVqe+PSFyQxoV1GfpH9DHj9fgpBthmADzEpfoHzeDg7Pc9M0h8fhIrSFkhuYdohzwm\n0BRcVKbPBDh7P8RaXhFoQC6MRnztUXGS67WPyKKbCsAU4KEsOJwYMes8J5Xs+E6rp7w3Qn9+FeIX\nBoAvv/bSrzUlAda0c2oXtIGJzgzwb/rasNA0kOB2WjmO7tM7I9bgQRB112YsMCr46+51XoTcBcUg\nxQFwHl6gwzN+e/w/a6OXnNkEyUVjHADkFQKxmixlBrTSQMMd1EIFwFcYYDXk6ms4dbPOo+pfg6+9\nPji5BEIYDSXPM4eDuncHZz3UKgvH3jH9vOpXyLmWQZXn6EK+ZoM2uSOoe7/yCvC6LZltGIBh3D6M\nOqVIqeL0xQOUaWOUrQGgNCD2w3xNuWoyGzOkuzsMqXhZuzYwTpKBLBGNRAyrDnRYBvEIY0OXYvVy\nZCgKvhifoGC31LGFBfZgiNqdG7zsFu/2dRJdaSsN6E6M/+3Pf40vujsI3NYlaMBYzykwbUqMn5JA\niACleuiaAYUIQ0kY+gRo3gCTabASYA2oTuoUgFSGjZvE9h7UTVT9G7MGGLUhzhoEtHgzHXfVPjrr\n22BHDeL9vetpK8OByRwkuPRAKwOsafRqzRTdHdpaASnId3cgKnj/Hog8eAUhhNqI6J3eGgJoGMCl\noJsAcMlAGhFWJe/EBcfB0+FSUpBmFFYEFg8oMQe/1jQw8RCVSQLRx4K9MOL9PRBC1b47Myo1RtvU\nAcY05mc+GAK7PZbVayj1eWUGlPKmyfVWQAnR1H/Q4M/v3FheVD+bzTgHJCa+KZkAsDdI1g2OrSwW\n6w53YoBN1eUra1nSVBYt3oCyjoU+xh6Hl+qUIOKbFy2zhnb6+pvhDg9EQGWAp/CYY9/PAPihSiAC\nlt4GdCevyJiBBdiXFsJWnzuB8jNY2H3QV++Gy2EU75+8XEvkoOeUT/j6xfbFGwAAIABJREFUa2DX\nd3NJew2AJxA3AWCihG8fDzABhoGWnhQG+EYi3nmM7/l4fr7c2JzfP2bfLGfiubnVbJuQdz6XJM7I\nhd0LPywA2AJwCH/CQ8m+QawAOGhtjuMFABcpCC9PMOnQ1CY4T1zVGl7gn3ltHsutry2fywCrXoas\nTOM89U5CQJaCmF0DLG0LaECjLQwOiAm+Fu3zK/ZlxPv3S6BHEYMQo+8md5qJiGGXtqSEVAhtGqG1\nt0aaBl/2J7AYJjtMZUFQBmeqVRqXSwJwjboZsvr1bOLo17A2dg/6gn5kCAnyvgXFEYkyPjwTxtOy\nRqQsoLEHMdcNekJZP6P1Hnx4VDQI2IsgcA8WQkwdkjA0vy7EFD1hSAXffe9VzVsAuBtpvh/TXBtK\nhFl2PkTcXrSwk0Nq0X8uDzAkxNjP/ueTg1VKQBzLTDYAwLFPaEpCKgWtNN5wT97FfIoRjICycgHJ\nRLDgcthuYJRi0EnDXTwQSXKcE/PKj4iT/2UB4HMm1IDQv199oYHUBdQNvh1AhgqA73iRQFjwBq2c\n3TB/Kpe656XWTk/UMjrjbRoWHzqtbSKsoEyIwzP2ZUCXBi+nni1M7mF3CYDLqv4v1UEAAFpuoNhD\nLTjbdO02qEKKzzJTmXa+TlXFHiy4E4L5Qtug6ptF0JQMYO874dr6XIpCQ1NB6xYAT/nhJuy+uQFu\nh3Z2XtPkzlPHvK4AcNVmjnGZ1LpYqi4Ws5+qn55CGmfjyooBVgV07FDGOLPbrgH2Jrh8dwcWj7I1\nBUiAp8HPr+cj7pgxZpr1vGoMkwhlw2t89QlPGGaEh3TAHXONDZ3YhKZaqGntIjZfNPa7udFpThSq\nAPgh3uEh7V2mQQ4QE3tJJghjWAHg0w1ru2mYARz7+b+JCWNJGE4RO5FZe7YebAQNDfJYQxvMMOaI\nl+4WBWxzstnEfk/nA23gDPAO99nPwcTZ/vH+3pvfKgMcHx5qWV1rMqFCkJBJEMwBsGvIGjRz2t7U\nmU7I+z0yCd73jxi5hxnh9Te/gQY/hmAGaxpw7KCloKtlQi3ZAypWL2FhxmEYwSIzAwwztKS19Lcw\nwMYENuDb79yD+tT32KuCdjtYCMjZXR9abmr6lwJieDmVBVBO+7jgARNSm8ksBJAKxBRE5o2Rq81x\nuhGpvFSfAr599M14z9c139eemQsApc5YrQFwY1aTlzwARnXR5E8bKxMFY4l69fJi3WASe5Ph6hz6\nMuD1sW6w1V0cGtXZRQHwue8+3uFNKTAE3Oed32MLOKUeGgDIPd6MLRBatC6G9g1ETrgjQYBXXvbU\nOCDxBxcqLyhc3O99BTzH0eeNx2fCOBpOuUNhRpd7/OEPwMPri/cQqGFYbcDFFFBCkAwz4L5/wdcf\nXnA8Gfq4uEAIy03P22kzcUvvfThsQ22m/ovN/WO3QyzMsxRMzJt+mYH37y+ra6R+3+oqM39d2xaC\njC9H16rHvjL2oiBaGGAHDwVffvtHqPbY6QTtGkAF//APix3ouqQ9//0mgMw+mwFWXSz2zkdesetm\nDuIzZUSOkAqAW/V+iwAPIoqk+PAkMPqAL1I3A2C2oVp4KcZ6AtM6RuzNXZISxlKwixESGsAM/du3\n+CLnOq+HWh0xJ0d6roQZzwwwh4DWDCTTPFXwNmcYnJiK/IrT6A29qW3BKSJzxrsPhLiqFo9JUFIP\nLrne7zK7HgDA73/v1+TbbwiGBg+1OY1NwDogsaApLxjHOjfQM4acMdbm8lsA+DTm2eZvapRsSoJp\n9g0GC2i/B7FgiO4yNeQMywlQwphOEHK978vJH4IxCnIseBqffS0x4PDSoS0JOWYnOtAAqrjrTmBL\n0MY255vZAfDhoIi9S9t4krCU4v0WZfRNL2HzXn5KufOLAsAXQ4E3w7vVFyZ2AGjZmTYRQVMlENJ4\nMIQ0rUcXkoBKquJ2v6FBnV2dGGB3gWBI2yAV9ixwdSYELCBm5HTCXRkQpfdO089kgMtKA+yRx7ph\ngKENchSg7tbXi50YoLUR4xwAu1ZB0WioWl2A2S1y2BQErqb3ewgYpw9PAIAxARZcAzz0jH70P1gK\ncEqjl2eFkZM3xoiKH8hq5KnM3noKnaxiGyd5wJpR+e5dmSd4LwnXxWFuQpRNeUfFoOOA1I8z60vs\ngCIASHd3EGQYMSAGFp6tikgJrQhyLlXXGgAQTEcYCw7pxUvDwtBAaCThVynNsclTHLJv2icmw033\n0/0eqGlrk62VIWA4EYCA+7gDw7PN99SC4PZMQRjjuKx2x3H8aCOU6gKAVYExOmuRc8ZO9ToDbARg\nh5y4ls4VkQpe+ltNlH7dJpugSQMcqrNKqFroNzlWGUitBISwYYDHh4caT64I7LJNRqkMsDljlCMM\nrqv2z63Nm0qY4qN/X/4PjNJDTdC/fetd3hMD3DTg6M4esZq4as7IVpndOgoxTmMEiSBnQ2Z3RQnq\niWhWAbCFABUCBcM//e6ErgP63tmuCSBn8qa+HbceFyvqDBDKbKM1NykhOAOsOn8+s7gMpWSolI3k\nIN9gB0upjbUKdOzszYmfb0om1iPny0VN1GVDc2oTS3UECKDibF5KgJogrI7LN1A8x/yWgtn3msXt\n59Zl6z4POL6c6ubZAfBObQZVgFfZdtzgjj0mvNGpeSlgoA5iAQ3/Cnv252PPgmC1mZIID+QbflXM\nAB5TYxI/42++/xOGvmw0wF0vKCx4eiEMiXHMrzj1jEgZxyPwcHydJRBrtx5nzgVNbQR827/ieXwB\nsWKIcXb0ULILi8hpTJucmw1eDHz77fLvCRisB5GTEpl5dhywel/7fhvqAVQJjUWPAq9Sl/l7wfX0\nf1UBcBqnDbZ7G2dN898kLeBSsGffcLs1oBNNv/vXJTBqYtvWQ82QbPG1/RT4MMNmrZjOA8AMcNaf\nQyqgMGJ8eADvdtiJ1V4gZ4CfO8Mf379Hwx1+PRxd04pXCLwPSFhmWWGpjVyvnUdca0oYUsYuR5ck\nqqB/88YJEgOM3NlHyf3rx8EdOcR0ymxxP+2mAbOv+0UEf9v3VZooCBzRxQQhBjeApBGZMx5fCmK/\n7BqGmMB5gJTq01zKpmfn++99g/f6VIAQcMfizkXKMO1cnsGv6Dpfk3fcY8wFR3xdscL1DVcfC6Ra\n+/W1L6clglmBNI03x+52IBZ0MaNR9+VFymgA5HyCFk+DO/S+gfzd8N/AifB193uw+LN7PHTYSUEp\niykAEWE/9GAboAHgnOZN4iSBeH0RpNMBuegSqEVUq21prvSU1YP5qWrELxoAC4C3a1H1Kq2rFZ9I\nXQJRm5B2ewBeutDgu2XJEUQMmxdLd2OY+n5U3feT9nskIowlewnJFEH8e5x7mPbIOsy61w0AzkvD\n1npQ2pYBa0+V+xrbzrvhs3rJBWc6X8WGAR7SapI2rWX7ABOXHLASGnMHgBIMbckIuoOB0X3vm4hh\nZEwaYBKeG0JyBvo8uhVMG5BJZtH/+cRc6jlRCF6CrAywqvu4shr6lWD/X/9wBoB5Mgl33pvMzlJ/\nDJp7PL1PKMkXwokBthC8AQLOAKu6N2NXagnWFNK2YMrYl9YfFzAazjA2jMN7KLN3EoMRxCd5rQyw\nx2t7aXawH7y8Y16eoaaFGblryEoCwepSE9+MKBp2jSyUUUjQqCAPC9U+5PGjZW0zQOIigci5oDv2\ngGa0IldL6CoZ2rTII6OvvqqZC15PN2JJq645Z8yAdDof9wRu0GqDOy7oe1RbqloiD/7u5Z0D4GAA\nh1w7pQGz5GmBQdH3BksjJueHpckwIFTwUFhwkie80jtg/hvOADfqjXeSR18Ehm6udpBSdTCoz6Uw\nTv2pRvkqimaUcEJTN7HBFgYYlZV9HY84HoG+72cAjBAQRwJgaKmtTigelCK2OGtMUaXqBqTVBaJe\nXi011CND2eNzp5LxLQY4FUEu3tSS7AlEQMcviGfNqld/N10HwGZLs24hmSUupbh1YEpLaWaWNpnP\nj1OTEBEgtSmThBGTQlaijkQFr6/e3GN1o9EYkGRhtNyftwKpWuWLd2+AEJDzAWqK8eFNBTRur2fQ\nWbcLwDdD4veBp02BKaARbw+P6I8CXgHg197lMEXIG+HSK7pTgXRHvB4EbUruh868aTo1UcAYrbre\n+e1wxEt6QsYJRUZ3CFFA+TYAnjYTtwCwGfDNN9t/n2thmd0PvIxx/p7WatQw1I791fmqAlG+nqtp\nawCsO3fR+M04OqCqD2MjdW6r5BCze7o+tQF3RO7LDADWeDVVlojamORiI29QJCyg41PyHVVsAh+A\nhdUuq+feCwLmGzCMiPf3kKbBTqptYwiQpkVqIn54fcU9Eb4cfU3o8QMUCWweaNNXAMwpoRTg0LsL\nlJSMmCKEyQFwZYDvuPYwlOBNruIMcBycAf7qK639H14N4t0OwtVRSt01YWKAm0LoYsL33xGoaZD7\nEVkyjgNhXFXrYhzAOUHZq7nEZe7vGIYpRQ2gwoAF7MWro6zqbjbCgAzoOq9O3zEj5oIO33ulifUC\nr4wj8HJIc5NKN0n4qKA1T98jEQfAIjgOCY2yxyunVHurupkBPvQemNGXHiUzEhUHzh3QHXvsmJDr\nxjNoADFjNw4wOUEbt8H76it/zjMRgjU4vApG+gpDKi6ZgEsqhQUihFMvFwzwp6oRv2gADFO0my6s\npuqbHESG6ugwMcDp/h5NLcNJ42UqSj045wUAm7+oVXvtTgd1Z5MLY8ipRm0CTdX+cMlopEc2ZxKt\nMsCzoXgpGwZ4YtY4LQ+1Ms/2PQ3XlB4FSpJZr7UFwAatALiQIpZl8vEOVc8BN6sLYF2kKXhueigZ\nwXYADON7Z4AzMSy0EGGoEV6qUL4UYCgjCise3z74jjio26acMVBTcAG1DaAAi8cB5wyMo0si1pPa\nsTsHwH4SZOYTMAy0ngQ1wNKIp/cJeUwzA8zm2i8AUBQ/aFMoGJn9mFQNvN8DmqrXqDMfrXmS19h/\ncJmGuQNFI8kBcHDmCVYXaAuAEY6jh4tItftiRGeAdQWArcPkpKCqaNl9cgNq2ZkZPD7Np9fn+EkA\nbHmY/zsXxtB1MEseHFElEOudrVR/1ZTcWF3V07yONwBwqKXvqft97QPcqJ9/IwH3lHHqXPM2pxiG\ngFYCLOww3t8jaEBGhyD+XLbU1+fM8NgdYTSFH0zqTv/8CQDnRCAbkSXBhFxDWzXArfqGRtPo1nyx\nq1GZGUUXX0vAvYHH7uh67aRIEpHthJYncLEwwKwCMWCUDi8HwTD0sKapNm8B/ejP1p5aKBGo+IvW\ncD8D4D56xUVDAK+aUXeqeDgd3EWGM2RKOZoaNW/c/ExS3QNaZH3yTS8fkT7D1PIcAKsCqOX96c8R\ni292NKAUB1HHwZ+VEMLcIGOmgCryGgDPm1a/tqo6O5tkLjievLnHRDyAwQxZVw3ALD5vo8FUms93\nbwAL4HwAo0G8e8BeDFYXdKvexH0pM5jzOc59zP1g1cNYxoRc4sbd4tAnb04GYYiMd4cD7vIJejzg\nXf8eKux6TyIMq5fJxDcAEwP8Jo54zh9882sJol7iN9bZJeV8lKlKdsvhQLbWiKpY5pQ6xpxdlpYz\nqDb1KAyiNifajatmWRGg0//pZIIBWDXBaS3Nvy0u1SlxmV+krksTMygl4rXZ4Z49qMY3hS0UXlWZ\n1qDDOFwywDAU6NyTkfKn5V63ADArbZ/nEDz9ERnjmzdoa98GrIEhQEOL3CQ8dR0eiPCbwQHwgEeo\nJZdEKmOoDCfXhFcJAiZy54Q4upzBAigEpPt77MwABRp2ByhTQTBFHBzUffOtoJ1YVTO3h8zRNzWY\nvNPdnWbHBV1M+NNXBdQEdIeERBlihLFf7kksEUKDy/UKgynPTV/PB/LkQ1Fw8iqahQatKtTY52ou\ngPTOAJvhjgjHIfsGpbjH7jkAFgGe3vUQInz/PTBExxutMBpVaNuCa9AYseCx+4CghsQZlgoaAEEJ\nSRnHjuvc4hUisCd+sipeDoz+0GFXtdcAaiVfASa0NICbifX240oVAB+PjCjfYowZPKfQKTgXKBH6\nQf7/xQA7AF5uVDDUhreAdkqHE0WjEwB+qAC5Abfu58llBKW0NP3Axf8Iy+SuIuC2rQxwml0g1PzB\nL8poJeLvv/umNokYYmZ8ePS3lfOqOQKYmwXWcY6qzo4SAY0FNOpl3pIXF4gNADbAaiklFUbitAJO\nOjN3ojW7Xb3EyaZIbUBDBbA9YIby6kDICruTBjPECKdUPz8ZxhJB5Gleqoxgnpi2YZUEkKrNkibU\nHHKXPOQMjINAbCuBICWfOCZN3ySBMEXL3ji2vk5m3nn68hgxDKPv7kvdlFS7MTGCUYHWSNVFI+eS\nCagzwM5oup7Qk5tOc3kaxg6AVRcGeGJDa9SmW+YYjBVBDYwEMVmCDQygCoBD7RRu2BlSmAd4BBHQ\nSgLR5/Hmwjidv8b1ZJjRH0+AZuxqCRo4T+AqsLBDihnHPtcQE0LXXwfApgZWra4Ktcsb8P+u8amt\nNB5CcTw5+1YfBK1Rto0Gl0BYC0IHYwMkYE/R2UQzvPt/qXuzH1uy68zvt3fEOZk3bxWLFMWW2moY\nkNqAnwz40f94wy8GDNgvAjyo2y1KpESy5jvkzeFMEbGntZYf1o44mcUq6pUdAFGsukOeIWLvb3/r\nG46PXh7QXfx0DXAksnbdzkkoeJVwVGdfAkMH430Dycl12+ni555SqCav8mhLraTLEc2ZJSlNKxaM\nqObJJasJLgTUuplRT9w/T8649Axgi5HLUjGaSyCk8vTkI8ahA2AzuOTUWZ/eadaf/7vsBk1Ro0hB\ntVHlBRO7/DglkYuQSsN0oNgTU04UTa/MaD91rZFpq87enzOPZVtBUumH36iBZfEx9eGcN9b64XkF\nlcbQrgxwKVcAXKUxJ6EF4bvvfD3ItTLNz/01aDdNBXK73qBbfXAYNqOzxJ0XFsmRMvjUYVQ2Bpie\nLrM0xcLgh7a16luk68g9J7ql4lF07SUAXqi50EhMqTLrgdt0pB5PPNf3mAixM34lLduky3oL4aAO\ngIdamMvka2tIrNFy1pT2IiLy5Tq5mnp/6jk/2DccDi+MlD9iBptK4jS5+3/VQzoA9onb4WBMr/YX\naO0TORd8l3uxtfeWyzcrAF6JGfWiF1FlTs0Ba5qRquyqy8mmN296cohPNNaXeZqXq258/ex6UsL7\ns/t25nzNLf4x05xLvF7nZG4AWNomN1qnKz6588i8UXy/izr0yeBApfJ4PrOrlV1LKELm6CP83vCY\n+gvR6rnhLUiPmmyUNG+a+PPtDWUc+fDLX3rphkT/PcXNpEtKHE6VUhqxRZcAdQD8V4+fOrj2AzwY\nf/X9NwytckmJ0+wTM80Lz2cHpnmZuyYfSp2xknzaWButFmqfUnx8nHn3dOCcZi+M6lr6fWuelLT5\nOxLzfGWAv/k+83cfP7KU+kpXvt0iBg8fHpBa+fu/9zKm1mBYW+1CoEnzVCYRvjz8PRq64SxnD95T\npZrwfFk4Tr4+ZpsIKuj5SBPl4+HM5XQmqmwHRU8FWn0XEy1IP/hd1xiPQjTUziwpbT4coZcVVeHp\n7PfkyzKW4/SnEfCfNwAG0v5m+//BAmPpmb8rAFbZGKy02wOdlRk8zqjWTHrBALuKwrW489xPwCpY\njCylMk/nXlThbERoRjVhlMr/8NXvUWmoNJZSuL/3UbXkvIXOm10BcG6vdXBiVxNU7AxwyrKNoF82\nCJmC9FrBVB0Ab94rUeLK1qlLIFYArBiCa3ewkaiGLD0kujRnx0UoOm2jvzkJqWbXMge3MgXz0fFL\nDbAIaDfE1BiIErcYoZTgPAui9mqkWNXZ8ZUBXkfpTY2x3VDNtofb37cSysLj8R2nU3JWbp57goVX\n8Vro5eji73Zl34aUuG2NIIVd6WN0c/7IaJAXpDZKMLDKIA4qbdMAx21EGzoAdi2iYhoQSy64X9lQ\noOlpY06la4AB9h2sBhVI1ySTS/63NMCG5Wv6x1IWTtMDQQt3pbCkHwHAkrAwsKTsC485+Jp/0Mqz\nXkGdrZuzL8TXGDT6YdIB7ijC/fFA3u22Hd6Cs7hRA3W368BfQI3TM9zW4vpRi3yaHkizZ7u+1ACb\nsYn9TtPs36H1z4roxhZzBrjFAcvZgfRy9gaiUmgmHI7Xha4eL2g5EtJMykosCdQYGiypvIpBE/U0\ngyaP3B8uLNOylWBoCFySh9+7CU54evQHb6gOgE8nmDsAbiEgGr3aGzBGrJe05JYxba9iE8tPzORS\naaQ54RKle47phJm5xu7fuF4ywNs/1U0/7yaftbdSKbsdsTPAOcPjMW2bxcPTdUIWVUmr7KG+1gAv\n6arvPh59Ayzt3CUQfTwXAuN8vfdWwCrDcNWb98hB5ETAIx2j+J8fRRnM/GBdfDoX+sEd6EbQQFQH\nwFGyg5w+XZpnuH9c0GUh25F5aSQO3JSJsZw5tHuaKsMyI7VRuwHa/3I/zDpDZQytsMgMFhDKFvMl\nPRVgZZhekhctXyUFP3Y963fAiwmiKq8bTyEtieOUfG/Z9Nm2sfqPx8IP27Le5At5KW4efWGCC8G/\n0zfZUyDqui+pH27MzBvzaiOmhDVj1yVqH//iL1wCgZHlygBPOW+ymVVn7vpx49P8qU+vrizu4+H1\nfbzqUOfputbBFbCINn7zm/57pcvfsmtegW7Qu5pqh/IGDQPP04m222FmzHxC8cO40VAxUo/L0ppd\nOhgLlEQrlZzmvg7Bxy8+3/KGTcUnfCLMsychmCaOZ+GR3zK04BXwAeo48sXl6KRUdABswOeHJ4Za\nuKTEeXaSgpbcRIZQ0rRJCVUmkEQr0k24dXsG759nvjl+QyqCaaGNHt24F2GQ6u2cIgSU43JG+zNy\nuBT+u6cnluwA+IcHrlwr8+V7kgjnPPHwXLqH5YUWW5ShRpoIeTqhOCsfst9PLtFrHOfZ36NCYQIa\nw+mZJsLH5zOX09HJu04GBAvuxVIhyESLhtRCKeba9nlhVDfdB2ssy0Jdp1KmfkBvjefzTK7y6lk6\nTq8PWD+8/qwBcDR4+Pkvtn8P5i1Uqw4R6PWHnRkcRsCNOhqcbWy1knPa8sKCAV0usCy+ODfzMfiS\nCnk6s8agqQWQQCpC3e/x2C/XBOZa+fTgT750PSqw1W6qQnnRVOXRSNLdkT5GjtZBb98ULi/zKM1g\nzaIsfsMuq1nDfAMIa55qMg+J7wuQYZAKwUaiKS244SkUN0dIz/pc2aUlCblVcl7lCplgXev6osZK\nxBcOgBYi0QZnD7IzwM+XGe3/vl6zHjwqZgXA/XtoKLHeIFw3DH9vgVgXTvI9l9Psi1BenHmPkV0Z\nPNmh1p49e23126fZZTBSfaMNriMdDNCG5USrPQLPhNgBsHbWyroG1jpwnrMvntoq0YIzwCKbCQ4D\n0eftuzBHQIAzgaeLM8BhedG0lOc/aQ5pKtCZHb/PCvPlGbWFv3l64g9f+gb8EgDH1iUQS+Y0eXGD\nSKXUn2CATT3MvGbsB6/FJRDRn68QePfugcvd3XZw8YQGtvzGFdC0DMss7ERYSiESOdYHlsmjr5z5\nc+AciARbAfC0MVODrMCmj8lvbtA4emyfNjSd+PDBsJppKjxfrg1m7XBCywlyImXj80/3fkgkkMtC\n6HKFQcZtGtPkicfzhWWaacPgGcHDwCVNRFMGHXj3feVyMoI6AzzP8NW7iTnPvmmH6OYXtS6fGVD1\n7ODUck9l4QUA/nFGItduBjUY2tLbuITlJ7JmX14/BoC1s/bP2fXnrVbq6AA4dxOcG1X8RPJ06ONI\n82emLl1+VaB1EN5UWJbupp97coVUqD5O1r4WB4384skLWzwhx79XDcP2fIytmy01uadBIeAZ1D2H\nhGmeqLVRh51PcTYGuG2/b98ag/SDRmeAlwW+/NcDkjPFnplzJfFMkMxYzpzbAzm4w11FkPTiUNrX\n0UGEXIXvfvlzTKe+trpcYJoFld582B/tlwC4/BsM8KzPCHUDwE3+WJPZpguHqWvfa9vYfVXlkhJP\nx7JNg8C/97fpQu0Exet2R9/o3/RIvy2/2AKtlc4Au3wqlgzNNvnD5e7OvzuzVxrg45Q2AP7w2Bl+\neg5wT8DJadl+/8PhNRDxPdIok5NI63p2fHYDaLPr9FHEfLJQ85YT5QdxMPO75fbyBdEC8+WJ89u3\nyDhy5r1/FiGANcSEXJ1IspJJyaihQM0+VeoA2PRqaNMYXRLTPAViukifIi0suXHkawYZeD55GoSE\nuPlipBe8EAKhJW6TH2qSJCdMNGPameq68M03fYojC6gzwCKC1LzJBb79OPG+/pZ5Vo76B+roiSq7\n1oha+WJZ0J4K8c30O2eARSic+Swl0jRTXhyq1msqM5fyX0it8ZQ/UMQZYItXb0RV4Vcffs6SBSvd\nrCZKKHP3F/TCjzxzmv2wVJmQoOxOzzRRDpcD83QkWkDTFQA3ERAlakaD0krmmE6IQDg+owxOWqkw\npasEopkhVQiiHOYLpcqr3PXTT9Wh9uvPGwCr59auV7DQzU2BYa05e4H2NfoCazHSxoHWvA65lPJK\nAxwNjIHTnGmlkmJAhoFlXijL2cewBX8KLPJ4UNJ+7yfJ5jdlaYX7Tx0A57qxkCn1VAZRyou6YVWl\nmfF8TlemrYerrw/1yzgeBKxrW3Ppp/QOFH3cGjqT5333aj6mN/PWKkol6OjGuKE7c6tiDN3cppvT\ne8lCyYmcMxKgmteUtiq8LIJzBrjrbYMRNKKtbRKIy3T6IwZ4ssfNBV8r2Dq6UCPKrYO1l5E3akRp\nJD5xOl/c0JicqdLgEUpmBWpxJUiQ63i+Fb79679maPmaOAAM0hmAWpAqtAjBKqNUxq4zDda31A7U\nRpFNw9aqONMZsicKXHdLzu1fNwZYXegI+Ljx070zBqF/Zq7bu45bf+zyCLurpjnXwjIfMJ35y9OJ\nXe88X59rVYhasDBwPhcul6lH+xWa/HgKhIMJB1f24sUE65OJ/k+xYdEYAAAgAElEQVSNka9+/4mn\nL764/r7OwKwSpDWvtxajkRnwrnsjMrUzl7OnQGzaXwOIxA6oL0vi82Xx8Z04iPQ2Ojjf3XlcYGte\nsZoXfvf9E9aKZwZzdaWXy8KQnol5ISXl7viMa7ojNc3OMsTIftljKkgzRJ44LhfmS+7G2UCLkWm5\nuGZZA9OlebWtQavv+e4743ffP1CnA6ezRxgadCZ1IOjgTVHqUWwmzjavAKn+FAAuQlkyQX0zy7Uy\n5oVS07/ppr/MdZNAXIGwR9OVvu7lXGmDM/a5GE9P8Hx2pjuEwKFnTzsDLJuBt1a2zWY1wZnZFoM1\nXo4OLsRNsF6lPfL27Ievx2NCxLNpNY6b3Obusnewb4aF3vYWBv+egn9vp6cDtTXa4Ayw9mlUk+YS\nsi6ByGMgaPZ4NJyEWE5H8pwodqC0RuZE0AztmaQLOboGTpogL6YyHvvohQapCHnnld9Y4G3yFiwf\nYfvzuQLgl876tcXspyY9iz1z5t2LtIRrtfMKmk+PE8dpIs+u/0wJL4MQ5cPzicOpeLKBrH8H3KWJ\nmkuXh1wBsEWPFBxEsJyorYNkXTXAypIr332cCGnBmm2TMY0RieOmAV7X9sMlbwD42/tuQg4uQ1sL\nHFpOW4nH4fG6Fq17gRvy/ANcWeTT44NXT+sLANzBuLRGUGUscWvfXKd3bRiBiLZnXzdi5Mz31w/d\n3LvTaqZWw2phTuqsvlS0FVJa3MhsXc6xFudY8/VfjNN88YOuLjydP6HmLYdPh0poYOwIvZBDAw6A\nDdDK3TIz5YRYJtZAC5ldW2gs5Lrw7p1/j0EWoiSX69VGa3U7hN4/zyz2QDlOZPtEHV1K5GY95Ytp\n8tdkxjmfej1z48T3fJYzZZn58C5dy5z6st5U+fz0LUWV53rvVfLZAfx6J4k29umW5/vEv3/8Dg2B\nUpWgmZvWeFMrpQrLdOSSrgywBGN3PjhzfPjYJ5PDVooVusnSgwdmWjRKKjylJ0Qgno5oGBH8fS05\nbaU3DaMUP3wcl4lS9dWedv5vmQEOsBmfADC6uemqAdZurgF6nq4bmWQYkK51SSWDXCUQqyHjsngW\nXY49R3BeyPMFM2VY+t/fR6bz7S01+unOzJA8ce7h1VqvDPCyrLFksrXFACBu5Fqb7aIEghi52jY2\nf2XGwLCepVmWRBPlu3cdADv15KeoVrksxQEwzkb589bYNd8kWnQAHJqBRZoK+5JZ+s9bsiAlUUvx\nPy+LA+Afk0BsI1kDRqQpSylME8zTCTV99T6Wdu/h+T+QQKgZGkbMbGv9+Yd/ANTZB6Rwng7+/afF\nNVMxsk8Dhuu2V8f6Wk28q5k6DIytbEBrUGVUI/bFXlqlDV50sRPxsc1u1zVGqx62pwEkAdQf1F7H\nqqpbS44ZiPri7zIc3c5jgUiaK9qUtvi47fvvYa4/zQCLuMEgdAZYzZv9cjli6t/JZ9PDJt9ZX8Mg\nvkA/HTPT8USogaGlzY38R5ca2txV/RoAh40BjuLRQh+P/5kPf/mXW272qlcfZB1lR96USi0Nlcxg\n5gdORnIr5LpqpGFr2+O6OU9pBcBKVNcurqzy+e1bNI7kVHl6FGJe+O3776FWZ5uCboChzplxORJy\nIhX1z8QCEkdaTg76Cdwue8ClOqoXzsuJy5Q2gxwh9Jgo1+kXO1KKNwvGduZ3Hz/y9cMDMp94917d\nIGTuEHfw5yNTNfoYUBBR3r9fnds/xQA30uLxfTfN8193aUHSn54YAK4XLlcGWMSlRGreqKQKJVfq\nOLp2exEeH+F4nr2cB1jsKlkYzLZ2xjmXzVUtosxJkKAbAP784SNvZk+QkbIygTvUPCz/NOWtFVE7\nwAV4e95vrJFLrsKW/wwRDZHj49lj18a9S7f666i19ex3Pyx8+uKNT3jkSkIM9Ug6Jhb7iOCV7lWf\nGNuClkIJARNBpHUA7Pd3ENvkPykLMgT++4cHokV+Oc2Yqq+3Tbxg4rTmyV4bMVfj4k8xwEkeeOJ3\n2yG2iVK62XidFPzuNwvLMpHmglbP1LZugvvuQyLZhdquMXe1KW/TQmuuAV73FH9TkcHMpSRp6dm1\nuKyj1Z4bXnn3MDGUDNK9E/1qcecAWBfm3vR1fAGAv3vojsh+KPCcdWgp+/dXYT6fNo3rZrhToy1O\nCKwHifnw7NXTKtt935rXzYs0RjP22fO618x2AB3Gnop0pI4jMgyc+J7/+OFDf2lCU0Ok8XRoPD80\nUlLfS7qn5Ob+A15r4dPAlQH2dcnN0Mdlgjgw1jPL+UgIgV2N3B8uID3eL7g0RqN7GIJE0MJdmkky\no2RiHcjhxFgXChOleXqCqk8fgnSypksgtN8Yc53Z5QfOs7PHddhhIfpepspetU/TPDGoNd/nZnvP\nXc7keeG3Xx43OdHLKcTnKXnSRrlQLfP7L5UW43YQYlGijDzeF371/BEL5pnX6tKUv/v4kYawzEcO\nZ5fbmDVKWAhpptVGOdxT69nvvf6cBHO/lokQNKPBKLnynB57bXIBBpRKMCOV1wxwzo0gymmZ/FD4\nYsGczj+RhNSvP2sAjIUfMMB/LIHwTMj1t0ecaHJA21rzMUuttBfGJd/LB85L5lwSYq41PB0XpExg\nMKYIGjAG1Arz7S158CxAMaWUC7lrNaUsWwrEFsZcG/XFfLmJYM049ry/QZyhzFX955jn/23vVXCm\nSyAvCVXjX37fF1ZWpixgKsypIuauWO1lDVblys4NPrIMzYABFSVKY3jydIKUhZYWSi1IcABsuMOS\nFwtpbddZri+gERWXPJzPUMrJTSIv5oFZPnaN2+sc4IaiYefRZbVyPsOvf+3f+QD8bMlUPTgz17xO\nVkPgJo3+wIlgGtAg/PXvXCwWS9eIadsY4GjGoMqgfsqttSLRwc5OfHEo47gxwA6EYXrzhqU0MKhV\nHBibeYXzwRf1YK5F2xjg7YNxZmJZqn/+onz9Nfz+6+QVvT/RBna5eBxW7IcMVfMQcDlh6t9JMGcH\nVwCsuhoVIudzIZ0vhAZjW+CFBOfl5YoQl478ML86imt8B+3jv/KusyD9fcVVg7+OsyNvcqW2ivTJ\nQc3ZpTZtoZmf9oO5znMFwatuP2vm88WZl0FhM+LhGmPPi3WWf7fMfP3pW7RVN5iEaypGWi7cpDMh\nLT5Jac7ut2GklcXBvY3sqv99ogaaUTkwz8Xb59rAUCMlX42NR/s976cvCSj7Vniw3/A0P1GnA+8/\n9M2ys5Me7xax5rrf51PBaDQ13r+HhwePX/qxK1dx5tACexFybezSjOTpT04MwNMA3AfwQgKhfhgb\njk9ME5RU0W6C+3//8UBKMJ3ODtxDIHN09kldAiFdAjHlvKUuiCnHk2uA59l/1n6e2JXEUr2l0LXW\nIw3jP/0nY1oKl8kPEBLj9r3v89B13l3JqT6VowMPC5Hp+ewM2DDS4uhGS0Br3YQS+9aosUA9bwfh\nnB0AL5eCWWbiI786HhE9+jNfM6XH4VURrOTtPlJhWwNSFlqM/C//8i/sq8suRJTzxdMglMCHZ2fO\nc2vXacSqmf4RAKwKvzx+4Dv+3iOesq9LLhWiH7o9QjOlM2kunts++TBOVHn3MXss2wsAXKrwWUpI\nqZ3Fv67biq+Dy80NVko3c3UGWF0zejomPj1fiLkQxdBhoOx2/j4Glw3Nety0o4dp2QDw+6fj9nPM\npEcUenxebX5IbenC5XKtH/eJt99nqnA8+9+bjl7gUPQKZHJyAKzNEwm8SOWa6gL0aUJgbDNtHGnj\nyMRH/qdvvulG6NaLmipPh0ZbCpfk+lvt08G39+95/7Of9XvxygD7/uxJOKlekBDZ5xNLckdssMjH\nw4nQHC8E676cYF7YIZFglbfLTNFM4+xaWi1I/Z5qF6pkzhf3JkUXKfsEu3mJ18oAz3ViKAemXMHy\nxgDvmrOjdRwdAJthl7OvmyLcZU9Uymnm6fS8SSCOZ7/vpOvuRQRbzgiF//V/PyDj6JrnEAhVgcjp\nkBikuGy0FrCCDAM/n2cU4en+RGoOgEdVSsxoTUgt2OURkeSsb1llV5FmvnAZPhHPpXApF5ZS3Iwf\nBtTy9mtr5KGYUVMjqHFZzpQqm+kWfBL0p64/bwCMh3ivl0sgXqdA8GJzWFkEC8HzQ8UTFlopm9nD\nWPVRA3PKTOIWao0jh+MJLRNoYLfEvvGMKIm83zPtb7tbUahl2QBwLudt/DZN/YRbG/kFALa+O50O\nJ3yTjwT1WtFozhzP05WxU4OhdWCZfBOae093w7ZRtLXGeXEAHtbRjSqm2Zk8M8rg4MpNJs5iSwjE\ns9tsU3EGOJXi4cuS+shJeJn0U5tuWmq/Bm/eyp4Xm/MZxbbsUtczTa9McGuGrutoB8yUshQ+fIBP\nn2CejBYjny+Fpkc0RHdzqzPAN3kkmDeTmZgDq1X31gFfZJUidA1wZxYLXtyxmhtGEY8WG8eNmQyK\ns7+3t1sKxLJUUB8jro1fpfgb9JSSzmyuGX39vefZawU1+ibwr18mhOLxcj9ynU69rW8N+TajWWWU\nhunC9OYNWKNI/SMGOFqgWiFdJmKLjC2/qgp+ea0lA63KK8cs5ikrUR0IyzDwppSug+sAod93t/O4\n6Xpvi4/8rVcZ13wBBv7u3e9oenJTW4+aW/OAY196zBb++nh084mtDLBLUeo4ouzAGoZAq5wOv3cw\nhzeWbaUD6czdskBJnNIFRBgUZ0iyy45CT17xSCQjaoF2ZFn8ft+VPbfLSCvnfniKgJJKAjNuauVr\n/k/mkjndX/jwwV+v4jFoQXFXuirWlOmwuAZfhC8/PjgA/olcnlKFMrs2cNcaw+M9N2lGyr/NAC9t\nISXbGDbXAPu04vbwyPFSSEvrmngHuwAluY7ZgNQBsN8fsiWzuN6uM7i18v07jyi7vzyw1MwuzW4c\nXDKldEOv7ShifP/8wHK+cJ5XE+KVAV7/uTKNmwSiT18gcDlMVBF3+I/j5tBXFyf2OEzfMEWekB5d\n5gzwRLksRDMe+Rf+48ePfhBujV1LJMMBcBMs52u+tnYiYRhY5owyMpjx8zl50ZIo0/nsB0Iz7g+9\nhOcVAP5pBtgM/v3jJ5TK6dL6wcXIi//mrZSjJVo5kieX73mrl9Ga8Xx8JHOi5XoFwNL4LCVqyUS7\nGluBDSguNzd+eNQ+ETSfbu6nM8fTzOl49Ald80PI4xdf+EcSd+7VaI/b5/Q0nZj6a/7YC2osOH+q\nrTgAro1S/Dtp2WO5WnPw25qz2Zp9+vN86rrp+cDhgCcS9Ruy5eaAVzyN5Sb1xJYQXV61rStw0xp1\nHLvhs/F5SrwpBXCTlZhyPCaCVt4fnlnF1aKetpB3g08WecEAd3OHiFJ1IlpgV87kJRG6BOPhdPa1\nhRFQUjJa8OKmoJFBhV0tLvuws0s4LbJriVCfaSpcZkHEJ6Ch9xg08eKm1vf+Q/3EqF72ZDLThtEl\nECKMncxp5rnAt0+PtCYMrfF2lTTNC3M+bPvw4bBWQ2vP2hY0XzCU9+kPtHFk3/zz197IJnpiJx4c\nkErxauhh6DGSldPTQhaPIdyJkMMC1ds7w+WISiOE6GVWrCY4b5Yzq0Q15tLcl1TdAOiH6plgRqkZ\n6Q9XBUp2+ce8nCgvDRdA+m+aAQ4+ht3+dWWAuWqctC9Y6697ja2zCR5qHanSaKylDmFzyZ5PmaUV\nDJAw8nR4IlTX28bitbhYBJko48j59s7HZqbUOlN6SkOrE9987SObee5sTq1XsxT4eE6NS892ieoj\nVgke8fHuHeQXzXEe+dY4nbqmbJq4NB81yQuzlYfsL73ZLnrElQDqN2tUow3O2IQOBKWb/kIH3CkL\nrWRyLgwlMmjzuskmryQQTZWwMsBO1aDN3drHkyBlQsTILW8b8SBtc0ynWtD+Paj5qLGJ67G+/974\nh+P/Rlq6W9wCppWx7JguXkygIXTmSPzh6QC09tFo6A917GzjapQZVNFhRM2D79swIDFuEojaJRCb\nmY3QU0EKEEi5Es1/f1NPyqi1i0BeMsDhquUjBFJqDoCiP5OPpwWhvpbG9EvED0+1CIc3t/2/CRoa\ngwjowvGzz0DTFobv9z8M4qkLQqbME4MEBkk/CYDNDKm6xctt99yLGLQoAQnRAXBw+QewjRzfzPvt\nswpEjMagbiKrywmNI2+XI6ibPq1LG4JeWWCAfT7x14fDC5nJygA7AHZW0OOPaJWQ3nnVpwktJEpz\nvZ3IxE1asFY555MDYDHauMNa7YarwTOMu5TFrBLaRGsTapF93nGbdoQ2+8amgUGEJl6tvRMhSiFP\nR/Lhwrv3LjtqDLQiPZVl8M+9GfmyYFbJHPnu8g3n809LIFrJpCUTe6RROB34/PiE/IRp8iUrPJeF\nS68c3zTA5tFs43TmtCzMl7p9B0s49p956QPfKwNs5okdNaeuWb8aZmIuPBwSgvFp+sQxHYk5oUE5\nTplafRpn7NAID+V70mVhuuTOAL+e5mFdDNOjx9Z6ZMXBzfffu2nVEyR2TiLgGx4MPvpV37h3tdGa\ncH+PA7P2yDItvCmFs37NZyk5ADZjXzM5xE0CoSVtJjTTLi2L0QFw8P0GC1gcPGbyPHlcGmHLUs+t\nXQ2Zf0ICoQp3/R44zZlp9jF16q2cS/+zWhNjeSYvCWmyHXhzEbR+5MCX6Dy9YIArdzlTa/ojBngd\nYef9vsdA6lV+ocrbwxOX48ywPPYxtLP1881tjwQdEDOaPNCaj/d/8c0/8uXXvt4+9LhFw8tKyP55\ner5u14dnL2ZwTTksHQxq8mz1+6de4LGceXwWqhgfFk8wqaUDMPVyjrFeE1ssrJIqP4j/3cePXrG+\n32/f+V2qPvURpZpy/3SP6YX/6x89nlKDkM0To7QfHiysk4jAoD4RkGYMNRNlYF/OpOxJM4HA0+nQ\np6I7DGNODaI3Zg46EFUJmMtvOPcir8hNrcT6jEjl/vLJ2Vs1WhxotXE5VW+u7D6Zmp8hBEoR/ubx\nPRoHLHYT3MoAN5/q3D1+dCnUMHDTb8bptJDlsB1qj08Hbx081Y3gsTzhpSbPtNEzoY2BUBsaIlkf\nNvP4UrtfqKfotFCxslC1UKpsE5piQiuV4XLuHpqIrrJUAlJ72RXC2AK5dQDcquvUGah28fIs6WsN\nXlNQUyWKUZcTS6noC5IhTz8hA+zXnzUA9in7awbYmd8X+qbOwAGdZVgZ4p53OwyUzgBv2IQBY+B4\n9iBqd3yOHC7PhFrcGKKwRmOh7hKf9neuTRKllUTrcTJVJh4eM8/PvaJweUZKpb7YpTziQ5mfDs60\nSewRUj4efHpi0xQDbgbTyn/5x0LNmThPnKuDZ+GqozRVpmWm9UVOzTe/PHZmEh/FLAv9tOvxcBYg\ndsCdl0JtmdO5MpboZokYfaT44j3UpttY3YDAiIoxpeyi9+aZhpYvG+MbegxUE+WYnelbAXDQQGuu\ndf7td4+84//x03jfCAczdnnHdGkOWmJkn0fP7hVnpwdVlrgaD53OGvXKMA2CM4HjztlmqWg/rbo0\nQqmD54xi10Y4jZE5eU5uStUrjsVZhLWlKpjrJdcNp+dv+PcdB/JSwRrStaopX1DqBthfXt9+67dy\nSomnDoBVPMh/UAVNHD/7DDNfpI+XqxQlqr8+odKmC7GFjQH+4fh809UJaCobsF2/1NgBajR37X++\nLL4R9He2xsS9mVfW3LWYao3PluwLd54wIrs6s++L3Xow3cyGHXjvqjOIu+JA+apD7gxwGAjmmb60\nws+ng6d+mFKDy0lyhiCT5waLsrQTaGNUo8UdQ79nh5UBxiu7AzC0C4qXxtzkkX0aCOrGvUGCs9PF\nQcVdKfyP798zPD94renkgK8RPPLOAtEGGoAYrd37YZLCxT50mdCPy1K0FvJcMAKDQKqZWNtPAuCX\nfRpL9axbT1zo37F6hbe24s/npXisowayPTPzyCV/3VMgIHPuIDD481IS3367xr050Akl8ZH/SguV\nS8pu9IsBjYHznKn9EBB0oA7KN8s/sMyJ5eIucYm7K1mxreGRmzx08sIZ4DaMmEWmKVPEWeU67jYD\nbVmKr2P9GdYYeZsrzRofPnhGba5fMk8Hfj5N3NTC25wZVIkhsGuZZYxuUCyKtdcMMB0Ap5S3SQj4\ngdAaLNOMda3wpTiIaq1tMoprXNsff29mMKwJKHOPOmuNnJwYWJN+tGV2+cicFqRPfCS4HEDbPQf7\nHZISz6fCP/0T1Fw4vX1L64AkvHysgx8uZBiYc+sA2N+nmHJ3PHA+L9ykR4/8ak5CSBw2KVlTQ8Ul\nEIcD/Oz0LR8+1B77+bBNEsyMmP3ekNJcCliNVib+6Z+uDHCuPTs/u5zkd1/1KV7OfHr0ieZD9hSH\nkouP4cVzbscWNwbY1wxfVz5Lhb88n3n+2c+Yb2/52TxjwJviEyTtNfbPp2cW+Y6FJwdAphQUaX09\ntICaT7s8ejN0U7hyWwtRIvu6kNPS2/Ii5+nYD/cD6eaGpbPW6eaGQfw+DabspgmxC0NPQXEAfKSZ\n8u30r4gaQ68Ub1X4+MGLLUT8gBDTQgRKafz88uxkTi/CGJvrvGNn8GNa/AAyuEkO4HJMiB6QThad\nT0eenuCUHFyKCOQZQylcKOPIbXVDvUnFgKoP7ESc5CnlypaHgFoFzdwtz+SifJYSGmC6GZBaaCV5\ngYxF2JIoBickxBta99UnYqeLR7Zp88N7tYsTI61sJrhqRsrF5WftTGkNe7HG1vnHo0DX688bAPfY\nq+t/YFtAr//JXv36+r9BYncQ37jOy15iOWekjqe85clpGLlcnoj1WuuK+tgUTT4Wv3mDiSIqlJoo\nqyShTRwnP0ldJuWYD840vtRhqbtL08FPy55iEWhWCBapTcnlRbZVB3e//cNETRkrmbx88p8HVwmE\nCqksiHl1o2ceGqe7vd9k+Al3ngF15kRVkBAYlgtmbpApWjmdC0OOhK63ra2+2nw9Fu1aKIK6oW4u\nhef63jWVarCcEfHDwK55LFcT5ZiOqPWa5ZUBboa2hd+9+0RjAVw3RRg6s7OnpEow7WPqwV+fyhbh\nNYfA11/7Z7Grw1Z+EYjczjfczXek/Y3rZ/N1XAN9BBuu5ixnPHzTq8tEMGMumWjRFxFxNrIUX+z/\nYpoIXS9qIbDiSQ2RnCrBBIkOmFs5OUj9gT28NXwTq0bNmRr7dEMUCT2nWAtlt/PYHDU+XR77fQVv\n00ywyCO/RVJiENeRhhdRQus1z+DRbg0teZM2ABuT7XIBX/y/mGf2ac/6xtbP7XbZ9U3WQXCwxttc\nqOMOrRMWRsaa2FfXJ2Mvmd/QuXnYt0re7/n3H9+xGliHrgEuux0WRoIJGpTQKv/h4SMalEGFGrxO\nM2dAJ2d5TCl2wpoQxTWpvm68qE8PxqbtkRnVGbORsXn826jOoAQN/HyeGc6eW3lXCn/78SNvnt1Y\n5XdKhBBZlm480oG8GwhNKe399nfNPDgA/olcX62JXFzjNopR1A99Vucf1QCn1A8k5uPv58virFtb\nWWDd9PVLrlxmP2C4BOKZzAmtMxb8PQiug7V+D+S88P750DXA/lkNOZHsiapei9tESf1wdF4SrRo/\nf3rTAXDAlgN5Ti7tMpA4spEXfS33ZJfBU0cYwNbv3bNW6aU/Goft9JYWn3i0YfQpISNvckVb47vv\nYM6NfWuU/MxOhL+YJm5LIaqPhnc1+6bcy5IolT982Z8DgTWz+HxKRI29zSuiYSAl5fAwdU18QM++\nJtd0jSWrf0ID3MSlPoMqT9OR02VCWqMUZ0rnXN35rpmbcqYsM9bZZQVKFqQ9sK+FViuPp4lvv4VW\nMx9/+UtayWyFPts1MBavD/74rAi9BMdCJ2Yq85R4szz5Z2yR1tMffF0IiAkmJ0pp/PrXRiyPaPGY\ns5jee0EMAUUJnQEWcQY4FW/9+v++/y256JZ4IiJYKZQiPB3XUOTGw+O5S/n8Hs/1KoEI5vncPpUK\n3fi+ThSuhq3z3R1vc2a5vSWYTw2ruK74cLl4nFb9jVeg43myBTevRqf8N1C3liTVJl4RLYMnHpTE\nZ8kPrbo8EMRxx/Gzz7ikTARngGXdk5T9fCGY+n9TB8BBXDu7LBeaOAOs447WhNNJSEujyeK5vGnp\nCSWZXatY8PtSYmRsLv0IzQ89UuvGAO9WBvi4EMun7Zm+TCfe3xdSyf7ZqWJl4d89vXMAvNv1adjo\nkZ5Esj173nCMpFq4EcHMYyQJASzzV4/fk7LwphSPFL3doaUy4y2LEoctTcnLuTyeNJgQZWAujfNc\nKV0DbHGk2UQALM9oB8BiymXJTpq0szdY9jVWBOpy/tH1dr3+rAGw4ozfem0Gmhcbgr4AxZu+DL8R\nXTw9Ulr1L6jHh1k3apzOHgnjDS47yvyISO1g2U/IQQNRaq+P9ROzitBaovWUBpPK+fxArXCcJ+aS\n+fChIPICAPcNuc0n1krYQSHzRDBnL8sLAOzra+BSJkrJqBihN7c1bNsUTY1cPSVhvrntRR/G+e7W\n32sISGj84fA7PyxYpKlXQe/qTCmQU6FJ4XSpDG0AtEsgGpvWAmeAw3ZqM4IN1KRUKTzUb/G6UCXm\nSwfAxk0fYYgq53JC+mt3hjsgaphUPs0f+/dZeySVa+/2ecS0In0kNUgvSOiSEguBHNZUBOMmjRsj\n4KkOPsJLN7dgPva2ELz6erdzw8F677wYzddxRLrGeykXsOhjH3EGuBT/GX9xXvWigUH8swOow0hO\nvVAkNC6Tgri54Ich5KW4Jm4u2Wsv+1Op6kpX6VE0bRgw89zOx+Vxi7762/sPuPa4QS4b4xD1GpO0\nXtPktq0m+uqk7M/NVaLgQHHgZ/PMz5/erl85K4BZwST4yDpqYydKGffQJjQMHD6/47ZWNHpE0fo5\nW2eNwTV7ab/ns9PRGcpVA9w/Q2ME8/swSuW2FGpsXm5iiZZ8jLzPZ58emFLt5K1CfRIQzdnntcFO\nvVbMX4/MnrZi4/bra+yVZxbDfjqzJtL85fnMzemJ0/CRRm9S5pEAACAASURBVAYiQmBaCmOL1HFP\nC34bqDx5nBSQ2rf8+uNvtliyH15aM7UVvAjCqLW6R6DkP8qIBZhS7d+nb8xP5wlRl8ZsGmAzrBXm\nXJkuMwT/zrIdaTa7Zr7LorxlULoxLVBr4v38Df/0TzPShGmCWDJj+uBmLFyHl4aABJcdzLlws4wE\ncxPSLs3kJTP3TagN4w/Wav/frgyMbcDCgBEoY79fNGHWa5SNLTovL9mZ9jj06cSOnRq1Nf7zvzwy\nTZlda4z5E6M4aLnpI+Kb1rgtC4YxDc4qWincf1pz0OjTj8DjQ/Kyn6HHs8XIv/6rMB1nl5e0gX3P\nsS1z6RFM0PpoN9c//q6bKG234y5n7qdPTMcjUoVLOtOap26IADKxLxdam1F1AGwBlqVS7MRtrTx8\nbHw6Tp48VDLz7W1PgXgtgbhZbsFG2jBwOlckGKc5ExgQ81znZU4Mbe77lBMA2hngtWF01yqSM//8\nzT03ZSblT4g4GJ4m871HlKEXbkjxKt9UK1UKj/J1byJzw6eKYjVTi1I0d8+I8HD4RAt1mzyUVDq7\nKF0C8YIB3jxCqya4P08x8jZnznd3nQjyPGpR4TSdGVXJ7Ss+S4l1dne62/c90lfxlQEe+jpXSuWm\nNgYd2JdKLYnPkx8sSQ+gfsiWcWRKfuCyEAgSXQJh5gAYGKrLsW5agwBmwtvnbylZunF9pNXaWxsr\n0jKnE+yqA+A5L9s6JV0GEcW18kFBzTW2rQltHLnrsoDp4ia6VUM7XSY+PibqPFF3Oy/RyIkvLs+o\nHKi7HXUYQEei9AZGrW64i3t0PnfPxg6LnjpllrkpF1JRbkthAOoQkVbIgxGrN5duGmDcTO+2mkrU\ngfMijPlMmycWFWocqXbxaWiZkFX6Zo255K4OuFByQteClkk27fRPXX/eADhG9vm1buz1yZZtlLr9\nOjDWgaF5bIpZ8G7oPnb3w5130l+mTBVPDmhxz1BnD8wxZx2C+uY59FNnVD+FqhrSMro16jSWyyOl\nGKd8Yc6Z/+P//oS9AMDV3Ow2lOOGKaMZh/ANQSNfnX9LqS/0Kmp8+vkvmOpEKl7lPHZndnsBRMyU\ntpyvjAQeK5RvbvzB6DqpT9ODm4z6YqYhMLaFWiHnRmmVy9II0k/WMXpL0AsNcG1yjZPrYLokoWjm\nIk8YHhQfy0xrxmV2DZBLIITSI3dWhspP7YZk4UKPqzFB4ki6ecNNraCDN40F207j0Vy7tgLgFIOD\nQYx9GtAQt9Fd1LUVKRBMCL3asQ0Dzz/7GTr4/RUVXhY21HGk6QEIlOo5sntxV27D23z8jBL6yDHw\nZr7bFmAZBkoqYILFwNPljMkZNL9yqULPLW0LU1moJVPDlQEmuB4vWg9VVx8ZXuSxFyDYVgvq7Ehm\naA7ioskfMcDeRBg9meOHetQXz1fUgISB1tvDDGXszMt6RV2b82LXl3vsGDpjDF5kMQyUcefP3AsJ\nxDoC34mQ93uitE1fvG7eDm4GvyeC68n3ItRYQT3XtKTM8zTxq/OZYD36yy6ISjcDgadQhE135wch\n7d9bYjQIKwCWwH94fOz6eX92Qk5EpTeSwe10IMdMtic/TOM6+KFF8q7HeyluZlOvIt3nA98+PJHz\nTwDg5odQDEbzgglTIdTM80FfHWRU2fJYTyc/mB4mZ4BPpw6ARV3qpJU5NWeA+3dgKEXeE6SiAcwc\nLJStYS1gtXlkXz5jonz1FcScuVnuIUAjY+czKToImaeJXJofosRNpjfLRMmJNE+btGG9NuNSCOzr\n0Fk9f/7qbu+HJMtbRJoz+asJzk2phNCTCnZefqTK18t/pZ7P/O39PWN+Yie+BsVuYrQQ+OX5gOHp\nLNIUpG6AYJVAyDDw/DT7czAMGJGy2yNVHZSaMtY9tyfXAJ8OldpzeVdtY/oRACyqlN2Of3c88rQ8\nkk/PlNyYizN8eXZW9Vl/zU2+oLqgVfhu+gNKoOSGmTPa779v3D9P3WTmSUXSJRAvAfBQd2AeDabq\nE6m5JGeAxcgBlpR8bREjipu3HADT9dnqBEBOHPIzt6XwmP6ZKsK+JY6TJ6kY5oYnUSc+aiNX917M\ncuQyOwCW4ukWWislC4lDj+8TnuQfqSFx++xTrlIzBE88il0C0bosxV6aa7nmA8sw8CZnLm/e4BFa\n6j/PlFOaGFTZdXOYGQRrbjJGt0PaxgCvkqxauam9gpmBUhJvl+xTq3TwQ3Pf86dUNoPnoFcMczOd\nCWbsqmOQu5x7WpPwq6evmS5CVKjjjZsV54ZYJVM4HmFfF/etLJdt70k3N04p6EgZR7wxbcDEi0/y\nfs8Xy0Le7VjOF/ZlepGYsvBwnKjLQtnt3HiohWiNoTxtiRrBRoL5M7LrPhoNe+LliHBD0HFjgNUW\n9mUmF3H5hHnWeK6VPARia/5drcEEFpDmPQlBm/9dCJ/NTzzcJ76qAzrs/HmIkVh8rSsFlEKaZwID\nsU2U7KU44K2CVn4ii7Bff9YAeB15r1fgNfvrv+mlCc5v1NtlZJDYG7yis7oMiGxFt5gNzEumaW/Z\nCQODKqVvjn0KQtSw6Y6iBmr1SCbVRjPPMAwqyHThnBYe00e+eZf55vDNq5YtVfUNthxevHZAhRDg\nUqatJS255JDT27d8U/6h66WUu242qNhVAmGGLWd/HQQQXyja6ONG36DxOl0LhB6D5q1YecvZCzVh\nVIL43qLBMyJfSkxqrZsOz3/4QMlG0ksP1vYEiqGPwOZFuWnNQaOqO7p7SLj1ogEf87YNACuCDANp\nf9tZm0iNnrnpJhkvtlBtGyOp5gAhmEfkuNvcfy2q/znXJoo7/3EA3Iahf07rdGFlKB0AZ733Ma3O\nrIkaoSk5HJnmDJibNA3GGhnzftPZaNhRsjPAMgw8TieQM3/74ZutqWY1CpYCU52Y8kJpFVkX8X4/\n2DAQerKJmWdOT/rU26CdWYjmEVNBOwDuDPD3L7LgAZ5OHt2jotiPJBK8fJbquOP42WdE8Y3NzSfX\nJcM32ch8e7elYWgcUFswrq/Zv+d4lYr0e3K9tdJ+Dyqs0X4vr2gRDYIFcyd1a7Qo7OqenRitNA7z\nhS96iKaYkTiRhoFRrH+vrxlg89gAXwss94PYyKCRQaM3ZsXhCoC7NKH0e2VfJ6IZyR78fZoXeoyy\nNkdBEAf3o/gY8LZWZjmzpCsoeilt0JqdvQuBQYyiXX9fMh8+6ivNr8jVLOUAWDhMzgBvAFi97S5I\nZTrPzGmhr6DclYK0j10jbliIvE3JR/jmmnntjZdazqgK33wDY0l8vlxoQRE9YctEGl0esExnb5Y0\nnJ0dRz4/Him5IH3dkh9JgYBIbEM/XPma5aA2UvSZZJ+2e3Kd1pg1Aq4XzrsdikdBqTXq5deUy+z+\ngTozdABs0KcRkV9czliAaVL++Z+btzt2uVdoXZoRI+dzIuqwMcDT7RsMkLpgYox1z/5y8pzbkzPA\npXhjHvw4AG6i1N2O//mrr5hypkwncmrMOVGKkSevZd7VxZlqnVGpPKSPWICUKwFvdVMpPJzmXkJS\ne8xZ+hGiKBK6ZtpMUAJL9drt0IwSAq1mgmaXDmlkvr3d/p5gEcXjtNqSWWryg2g9Upuv8cfl4gBb\nXHYjqt7gWD2xoJix2In3HyslFUrxEhJtbpaa7b6XiQhn/QoLgc/v3wHehArODgc8grH16EpjPRyB\nvQTAKwP89i2hM8BN3Ai3LOftvgjBSSNMme/uOqB+rQFepxW5NfZN8H11RysLb7MbpfdpIYoXBFkI\nzNkZYMcQPql4/6tfEUviizkzSMTCjs+XxdfuEAjtwnR2kN/inlwbx/mI13U0zme4KW7sa2lywGmQ\n9jddqxyRsOvr6Mi7n935OjAM7ES43N1R89zvnX6PpsTD8UKtnhPupUMNTBjLEYmRP/zN3xB1IKoz\nwPvWuP/FL9xQnBYs3DLIsE0qF+7Z15llydxWjwK1ECilUcfIYNKngLrdnyouKotiBNuhQbnNE0+P\nmZo9YeeuVP8ZNaNNOEwLFoy2zCgDu1aQnLbGyNOc+SMG6AfXnzUAhmvg/nr9UAJh2yhtZZfCBoDn\nuZuDasMs9qiyAF1rVm2iScFw09sA1ODjkNDdoGsu5tj6Rt7jhawJKq7XuikZnWYuaeFT+Y7L44mn\n8j2xt9V5/q07xvfleVXBeQZmH703Eayzk5cLeK7+wEWfqLmgrfH26Ca4Hh8NuJaW5YJ01nqfPVrM\nVl1r8INE/Pila5u0SyBiYGgOgA/pnl1LPWg6IHgNrrXGy6KEWlziAH3hsch374y/fPdbmvpYWtQY\ns7vzp1k7A+xOZ8kJxRMU1ti20IFa4gDmxRZpv6eMe25LIUikRemLlIOoUV38rsqmW3KdmEsgdBi2\nRcsPCr7BjtqIXbayJkGsBwmvQr6O9dswUPShMw+uAfYF3jCZSdO1XjfgpjFnNlct4Q01V4K6W/Y4\nT5gc+SzNWwuPqoOZUqDMj0xlodVCjT2IfXWm99GSMmLmBpNJn7bGQcz47HjD3XIDJgSLDGJEE37z\nm9fP09PZCzVUxSuoXzxLL5+toDC9uePw+efO9AZnLV4zwP5ZPf3s5z0s3o1zZi4N8OE6/bO5MjXG\nNb7IQqCMO6JU2A4u6+tx0FoH//mj+iaswRjrLbsmtFo4nZ/7ZmPd7FpJobP6BhrHFwzw+vqVEELP\niTZvTewM8Fpf6nKJgEnZDkXgso19a5zsS+jZ0Zc0MTR/nxaMoccZDX3sftMahTOiLwwaL/BRawWV\n0keaO6/7VYFa+HAvr6p2W7sC4MNRKU14ns+vGWDrGkqtpONMlWUjCO5KQep7d0Ka16O/zW4oDP25\nRoQ4XTA5UZPx1YcDQ83c5fz/c/cmzbIkx5XmZ2buHnHvmxKZmASkFEW6WSIt0v9/1YvuZW9KpItd\nRRYIgACRyOkNd4jB3W3UXqiae9yXSUotwXYIgPfuEC/C3cxU9ejRcwitMqd/ZM2ZGDwigXg9E5MN\nYFXdWz87P1NSREwpoYZhW2+7dJXSYTRx0H1bwoDgucififWRbdjSzh5nQ58IxHFCnHKGa1v55Yff\ncT1r23MyGabJEKtDUXUb35RS46QRl0orOixYChsFqIVAazO+OubjkeVwZD7eUdtCY0GaIqsuZ7Um\nX2dSSqZIYiYDP4kAC2kYeLOuxGWhLVfmJSLLrPSAZaYUeL2cuU8J1xZaVWOU6iBGvcfHlEAya1UE\nuObIejhsVvW3Q3DKTVAKRJWV6nTIUgjQIDlHrYnkM6vtuXU6bueBr6pwM5VCnjUBDlX1ykvVBPga\nZzVaiU6Rx1IoWXnZaVlICKSZb3/IlJh0WKlVWk2kVCjtk0oBikraecDZGo+brGbVAq24DQHeHD9t\njfQEuDkdWtbB4YAg1hGuyOkTU61M1eYrnJ7b1c7ZrgONc+YSqq+5LjqQrFSLQMma4AmOQ7Q1UfV3\nl3VlzKYB3BQ8+eYXv0Bq4e212szIyKsYebU2mx9Zmedi59bAkjIPy59J7kJyWgRPeWVsjZhWTq9f\nK1AxTnYue6qbtBvXBubRU3NVNR3v9fxqM8eUqEUVpmJOPD6fdO2GSTuzVc0tugJQ8x63JcBK2/ju\n5z/Ht4Bbr1QmQvFKlQCcVMZ0YV7j5lAnzobJDVzUDo/YzxsH2FmRK4MpKq08PUec6IDxl+cLJQR8\nVpvo7z5dECCtZwTb3+u8AYmna8TnzxHTl9dfdQLch3J+/PX9a7cIZd8MQ9GhisuclF9iZPFS7eY7\nj8MT4z8ZXK7BbqzqGYSIJqD27zu0slPVgmr6rA1nlo+/en6EuLCmQnj4C4f1E4kz1jHgPCcz7HBM\n8XQTBLSd70CH8Uyg/Dyrm08Jg7Y/rmrzNKZdB7jnpcWBi7NOVgJDGgiVzd7XxnTgufNEPVWUTjDU\nSM7ww/o/8CVCU3vhLlfUankhk1VypB/pWiR4zpeV1+cHQlZKQKmCz5oAL6sejqUWWikMp0caQkqi\nA4bi8NkshFGEBilW0Q7WuvRU37RVa2ibr6LDGyLgPE2ES7qACHfXEdp4k9gpNywU5TmKRJX5sQS4\n/1gvnhT90e/VpvzeQy06sBcGqI2xKWcObCjMXkQkbEHatwmk4KTSvFf3qPrEIe+22T0BjhHK9QNz\nWnTwkF0oHmsrOSAPd0hLyBop5ZHVCpKeZA6lUV1RJNhc8M6XlyTgj8+dtlNZ5sTt7uqouf6vYz7c\nbQgwGwJ8kwB32+TmCZbYNh82DWrx3lBWrHjZA1XnfzbvKX4ie1urLwpe3ZcPb+6VAtGatRWFIU2M\nFUrMLM/PZlWuxemhFJZhLzCrH61zYK/vHL6qRWjvKCDBpAktuEpXaXEqvyZqzAG6dt4uC8/yR1O3\ncFzjrOY8sr9vbyojAFPOfJT/xnpjT32bH7WaKKLoXhkmC9aCy4n3718iwLk0onGJf3g6kUvlOj/S\nRFRrtWoXq9ZGlcrX/3LVdW9nzV1K1PKekKu9Xc8vTielMIhyvymV4emBJldKq/zDx//CuC6beUzI\nT8xVh2mdeMp61kTFEK/qPa8vJ9K6MqSr3bdxX2/bWvOG6nlDhfQn4nQgDcNn97RndWmLC3kYqG6k\nOq+4XF6ZT0oVC6L0oLEUyqAzBevhoJ2cCip6Lto1SIqkeg0QOBGSPOObSlmd716RxonCTBM1Txrz\nqOYIK5zmCzWpru+/mwDXuhlMvPn4HXVWdL7NV9aUKdcrpQhvlqvq19ZFdedrUQqEoaHHnBFJFBTE\niFn1b1uOG31nvzyIInQVLYBnU10JWYjBQV0pvvDxqCj8Ot7Tpep81X1/KIUcC2tRFNIVVR455kzM\niTyO+NVrcZ2LIcCZFFeyc/yv//ovfPwUuZyjftZSdaA8Jmr5pMNyTmx+Ybe03bomlkiFjZfNtp6M\nuGVrCKU1miMc2AxFrioPWC7cx8hg+rbigtLp0ILcscs+lhAsB3C8/z6xHI6IeJobkbjQh2APaTXZ\nRO0C5fnCGI9WVAedWXCOJA1XTUFHNM6+XlRrvcqVeVaqpJOg+cT8kcxMcvD7539izDNjKSwt8/5n\nP9vOV+08OZo7IF6AQeO8IcA1GD+4XDjkTGmV3/0O1pI5XS7knGgo7QIbvu4a8AC+DjgDbqZS+P6r\nrwgt4NYZ4aC0FKOIgYIE54eFIedNqWVZMtpLtGLFnq8XR06NjKo2IQNQaC3xdEp4M6f5xelMc0FN\nOFrhH3+n6jJpvSBu0M8Vr5sj5HmJts//7euvOgHGWqY/+urt19pt29a+JnqgXq4aiEstVrGZU5Hp\nYf79n/8rd3GmqwDcl0J0WGUiWwLu0Ra3qw7p4tQI2JDRF9cLY1lYUmY6PbG07/j7b/+wVeHnRVE7\nxHN59er20zFWXRC5FMQknc6rUiua8zRJxDUTzSoQTAXCllpDcOu8IapTDARha9uJU03bWJ4NhVM3\nI+UAJ3IW3LoQWsK1aHwvo518hgCXXIx/bIWHeHJbmGLEp4hzOtRWaJSiFIipFHJV/tX09ECVRkyC\ntKYDR0VoOnarB19VVYCG55gyTjzZ9zJHg6E3DquIuRRZAuyr593THbSRW8UBQTmGo8msfPFwRw56\nOO4GDTsFojq/yaQBjLVpJ8GN2vqslWWO28Fzu159X4t1BKl8/cuvqCGoPXS96BCXPcfaGqWookS8\nfEudr6y14c0pqQuad73LHO64Hh0lRu7XM+c4b0UdouoBOTQd4jGrifP1ZQvo4bQaFaZxviri92Jv\n3bbl/cB8PFowFTWh+YwC4cSpekJr29rxUoGwoQedKtHvs+A3AXnB0dyEGsuFzeFRX1/3+jrpv9/R\n5zEF+9lGTiv1clbpoVGdBe9jZA3OhuB2+S2/qUDoM//Z9YpDtWQhbBSJfMNVTeNRg6bT4azvv/qK\nOE0camWKT4ZkO+Y0a5FseyO0Zjxs/d1jzvzNp48vjEdeoLo5UYu2U9N0IFNxlmS8//jjBFgdj+Dj\n9RE3X8j1iZILD8+JmDM5iUpWvT5yPSVCPm3Awf26QlsIuWydld88PpLMiQ4CUhvT4xOtXXHS+Dh/\nghh5N89qSJMSsejv1zDi85mYsp0xJjNYC2mNTFkHxarr7oEvKRCCs8GmsO1DwVPGka9Oi9I2LhOu\nI8A1bQhy8QMwUMPAVCpDXSir6bMPKpnoME6rc1zv7nQgqYKv0CQqsppVucZbEuxFVK/VEmBnaGPh\nSpJH7RyUkdXBZS5cYyTnwrI2VZaArUi5vUouer45x9/+8CfWS2S5zrS4Mq8reVWHtbuUVEGlrYgl\nkuLUBcuJ8DcPD5R2oqHya13NKNdd73m7xEHTBKiw6OuUrGu+QAyOU/uG5JImaOJJw3E7Q0MfBi1F\nVVfWK++//BJXFAE+pkSJieJGfNIBTLWdr9RSiYvO1ry5njk9nDmdE7FogSZUYsq0+qD6+bAZFPVO\n2cdPphbQKuLC1qV5oSXdO0u34JhXNYscFBVtqxr/SNPiop80zQfU16+/1o5ONgYGk9ec4yOfvvhS\nuw0MuGQ0BBxTTbBRrDxpvjKmSRVtmjewxnG9G2m+31ulcrxalbLoW+Pj+ZPq2DdPSpkpPhiFp3FN\nSl8Ymg6eL8ejfX6dYWo+0JhA1NeguUbO2v3Iw0AeBkK5MNRKjIVvvlH96NPlRCoJGClVcFV4eHPg\naAjwGAOuqfoSYp3yccRXT4hXqjtuCHD/nIeUOD2vNn2joMG8ZKrX5F5fZUsm1ErcG0DRzE6eRCxJ\nDa+adpDicGCsOkD52z+sjKWS45UaRgXbonZMQK3oXf33U9y/8gRYtTs/v/ztIr/t4doffdMbGaMi\nBdIqQuD5uZq9oR4Qf/vwwOtl1VZtc/z+P/2nzbxCrH3a26BD8dvw1bo2nRJtos4jrRFKJKWEX85c\n5GsOecFlfZ+XJVGNAvHw7t2WdIhzBBOtVg5a5Twn89c2Q4i6kGIhsh8IFbbWPSK4uFjVo9VmaDYw\nZQlGdZ7Wlg0ZrFJo3jHUwpoLPs64ppa7tN18pNWXOsAlJwptk4jzTV9XpBLSajSTSnaQa2W5ZF3m\nTQ9Et3TnvKbIskBIgms63TtawhCnI+ICh1IRcYhviNNWbU/iCwrR1zDQaFzy2QbZDOG3zy5W8AyW\nAHtp3F8nQpk2ofNbXqJOe+86wUpvUMWKxgRVGGtlXdQdbOeIgXJN9U0MZURa5utf/YLqPZdVEfa7\nGwS4VG1fX9dMuv5AeHokG9qcszoPHXPehh1CcfiWKFm4X3XoqKPETjRRL87kuJyKr1+uL5Onp+er\ntdsal8VQdLs+59f75oiTHuLSxLQr9+/3QrR/XSyEdDSmWtvNdVTNEPZehE4xMOQD1U1mT+13h0c0\n0dVhvEpxynF8ePuWoQwahMJIjFkLh8OBy92dJsApsQa/OWJVNyh1Jt88q+a144BnqKKBten318Od\nfg4LJPOkiVkaR87391sy9fPzGWxNxnzV9y6AU/eoow1diXPcpcR//v77FwXlbQLcSkLMXWWdjjoB\nL5oAf5ofXjzDVKq2xKtqjk+nR2o7kVPhdI2692Kj1MIy6eCkr9ctYbjLGd8aUyqoKZDj9brqLICA\niNfh1xRxZaa1lSqZ8zTw5emkkksiG0pd/ciQnzcLYF+9opytktfIwT5o9WFbHRsFog8oFo/IS5UI\nJ8LPrjok9Ob5TgMwpnttz7FbzcZp4pAKY0m4tnK5uyMPw+ZY9fjmDXkYuNzd6ZoXwaVKloua9KST\nypYZ59U3dezy1bNuCTBc5QNVFhoNmmPxnqdLZEmJnDJrbBu/Mt0YG23POavKTRxHRBLrNbJeFnKt\nrJczZVlYSyYUtbYdWqU17Z4BLKsmwD8/n7nKt4Qyc8qPNw6b+cWZZjsZL4EcAlXM5j5XS5SF6D0i\nOsRWpNnaH6xg1efpDE0vsZDzmec3b/BZgR0HyOkJkTtaExUIrJWWMy1l1nWliXC/zDwu3/LwoNbp\nUgrNNVLKDHkml0py8DrqYNlscpAfP6V+4GwxoDqlJN7KHHZN8n51BLiESZPNUhHXCE2TSNi1xnsv\nUOjUHAU9XJ04JuUez/KtxUbl7w7pSvWDFnBVZTp0xiEgsyoH6ZlilELnWA6BFFShyRm//C4JcVJj\noU/XT3qmNE9KhSE/KxJLI6fEq3VVBYaatDCzrnfxd8zHO8QNBswo7SMmRYDzOCpFpcwMrfHxU1Fn\nypKJ7aTSfW3gcqk4aaShd2QDry4TrgUrJk0lB6U6DWUhD6MWJX5U6dLWwHuup0UtmQ2NX6JSTqqf\nrNC21dk0V2tOCA2dxyrQyDqQZ528x7dvKcPRdN0bD88LxxU14PIjUynUNG+GOeclwk/kj7fXX3UC\n3PVIf/T1F/wmXqAKHUEIVdFT17xVBAMfPxhCwc2Ai6j0Tm99do5rbwR3R6xbCsS6iCLAogL48/EI\nkknLQlguOnFsAyEAl3k1AwivVdv23g0BFmhRjQvOc9QEUYTmB11gsbAgKjrfoNF0IAwrAOKqHObe\nkhZFMB0OnCLJ6/GorZWmSXwDrUhPMyGtVnFry7+hCLC09pICkTIFbGjQ6CntQnaeIa6aXNdCcYpS\nzbN6uNfSlIaSIgVhiWWjl4xZX+vvPnxgsORgtSlw38SGqgriNMHUy6vMUzWEV4Q5X7fgKRZUlY/p\nNmQxNKULjDEgMigFwvuboMvmguTargfb5aPgAA2jQOhgVHM3nHQJWxI+pqAbGHQCtkSgKP/KWjSt\nVHJRHcNw/QTXM7loApxK3XzcQd9TqIqqlVx5tVxJpepgh9fW8ViFEnSKuTntXDx8qvz2t/b2BJbz\ns65uEa5reZEAb5w6u47LSBoGfNPizzf3IkF9iQDLhpKp5qW1Aocbwwx7DRE1xnh9PuDqgDCSB/3a\nLQI8pcEUKCC6mThN/PE3v8G3ieZ0+C7GTL7O/PlXv+LbX3xFq40pZ3Kws6Apkt27Qgp4+q2Iduhz\n7sYXrsH57hVdZL/5gWSFUpM7SgjWoXD88vlZW67iXuoewgAAIABJREFUKKIUiC0gN+VMinOs00QQ\n4ddPTwxpl+W5TYBrLnpOOeVflqbOSK5kHvj9i5/NRQsnTYCfGa4XqE+sc+IhfqLUSoyNXBvQdDDS\nlEyUQ9/0v6UgVe9Bc44UEz2JqGBmMwtNKkNZuB4nrq9f07zfEbpiFJNy2XTMdcDHUYIjx7St4X5v\ndK/ZOnPGtzbkudNwnCglTcQrKiRsa1UTYLibR0rQ4JuGidfRjAzawsPbtxrwq1KQ1sOB86tXypP1\nHoWdMkWuNIFULnz4IMa/1MHn5C745o1ew2aios6ECmgsPvCHP0XWopq3W7cPyMuPE+BqxgRxmshB\nWOZEnGdiLZTrhbLOpJRJ06TniM1QvHr4gABLSdZlgCgfGPLMU/pA7MYAtF25oO9qczQtw0Bl1WE6\nK/58dSrbV/Q+1aaJXKjduMZpAowptqyZmi/kYWBKq7q0hYCczlQ/UKqqFFWTOyul2mS+EEphrt/w\n3/97UnS4CUIlpcLrGFmzUiBerStvH97x/XSkVnh6tqmXpgNooDHOd/5v74a6lwlwNjOPEiZVhYqa\n3IVaqUaJ0VmQQZFho5sJnjGNfPFwJJQR32CobeP/YkX163Xehs1D0+nxULULVparfr06PQudnmNp\n8KThYBQrpXIUPxKHUWVR11UBnBbIMdPawrtFZfum777l7bLo3qqF5XCw5wvV3bFOR1W5QRVVcI2c\n60Z/SONICvo5vvlGHf1Krkh7ouQEMnI+NaMpVNUoloG7eVS+r2hsCa1xfxlxTQ1B8jARmt8oTsec\nWQ8H5suKb01VVNrIsmYdrnfdRTRs73+NmeodQzUgJAnimhqFWbdYLA4PLSFS8fmRMQ+0PFPcyJQz\nLS5bMTgvamX+711/1Qkw/M9wgPcN0CkLumkdIiqnoNqtYaskpVMrnANUNeDuavy+TZqDDRkWG6Ly\nzesU6doUhRWIuXG9v8e1TJoXatGHfswNmvI7r6ezoQKe5bAnwOIcb9aIw/Hu+6+hVk7LSkpqtpDD\nwJQTtWWKNJZxMAvetk3ji4ArEV91kSCObEGhDxnF8bBVmF4cpWnbPE4Tl+eZyd6zNEVRmw/87R+/\nwMlLhLCWtPGPtwnhciYHR0g6+V9aJXtHLpXLfCGPI6XpBC5J7VrPi1qJjlm5V2Xw/O9ff21t9I7g\neuqgRgiZWbVb6Yog3qbcTXmgiTrGdJkkvwfSzjftidtYClMKW5HQVQr6uur/6QlzQ5EEFeofoAi+\nNdZ1wQsvrLr3lQhTCtQ+rihCYaWgQxN9SryUSk6Fy7ry+vmJlDOtFUW0skquTVUddyTsNI41ZV6t\nF5UXam1DWYeqtsu+D4QAf2n/tw4dNlgWqItO5HsThr+lQHSEsF/315HOZ3VVi4rb/dhNM3S4zHai\n6B2XFwhwfw5W0DpD3puiIM1N1KD0ilD21x+jFqo4R3M6HPnNL3+JiCK017t7TudKWVe++/nPWY5H\npGr7GisAOwIMaqPupMvK9QFIHRjUFp/+/PX+1YZQKh1IW39353fkYTDkZeTvPnywYKW6uFuC7QKh\nsXHfnt684T4lnl+/Nrk4vW6TWimZWrVoTsOEoMN+rhQe+QO3gh25VMqqclnXNONS5Dg/sMbCWb5T\nNHFtinjRkBYZ6nV7ts2pqcuUiyU62uXKMdHlAEVQsfkWDS1eON9PfPsL7WgEUSpYqEYNkpViVIde\nxJRhIMZlo1Tdntt9rYm4rcnUEfiOPKrblN8Ki160dLrNu8e7DQFO48TQBPGOLJqYZOMkelQq6np3\ntyfAAr7AIp8ozhHLlX/856g0GdFeRmHBNWfPe0etp6KW7q7BEga+/SGxpEzNhcuiuvK1QllujI3s\nKrXQvOf7r74iBeESC+t1JrVKvMy0ZSHNV+a7O+VAtwalEK6q9BNT2oaKnDR8fuJSnsjW9q20rQOx\nX0pLKSHQmnKEY1Z6ma8W56oidWJyhJsluvHinajsYJwLtT6RQ+BQInE17nFRpaVWVYgzlsIlalGX\nUtLhZw+rvCc1nXUouWuqJ+5iJMVMxvHV+YyTgI828CnPdkbvca8PqG80COsmyE1KU0OgEchhUjUP\n2w9Da6RhwIlZB/twQ3/Azg1FeaakA/OhO7ShiVhzI2+XZdO2FqtKnCVqNarKhq9uizV9fiKNOwVi\nOR7JYbIkEtY1Gm3Mk3LBSeZVVMUh//RkQ8COKmWb8wnVk8NIHkY1gmqqDUwVUtYENA0D5/t7yqi0\noGU1xZKaubv+QMkZZNCYIA6kqgpTNTMy8fiq5+DYGm+f7ggtEEohB42P8+EeX9XcYzkcWC4zmx10\nPrKslryHw3au92eZY6F6t8eUrB1ekQS1bYWFr04RYBHG9EiogxbpbtBiMS1bp3y5XJD2Hz0Brj9O\ngG+D8OeowpYAN4erCS8eaQVxA99/fLSf00oiDQMiWsG9umg1pTZ9vbLsSZG6RE1xoJXGeVmUO4dj\nXSvz8Q4kc35cuI6GjgwTTlSmaL5clRflh01KCZQT9+sns+pbrlAy1zWSr7PKE3lt09aqbfPrYTR3\nIdkTYBpSM0MRfNVkr4SBKQ50SS9HH0CyBMQQimWauJ4jvmUGEaReNu7xVx9eaVLT6tZ+LTFSnLEi\nDAF2ZVbnsqL2pLlUcnCk3Lgsz8RpUi/vXJCifLvzfFFEoCploHglzQcRGwq0RN0PmtBzolJ3VEM8\nTdSSGtGJ91Lr1hnoCLDqGYetgMH40L7qwVT9PkzR10+/QtkpEOt0YChBkS7THl7WBbdRIPrvd8ZT\nR4BX+hDbRb7DS9EDzG5oq5oAzzHSSuHBN7LJEK1RXc36eywhMJhLWcyNV+tCKmo12rsKQ22UoOir\n4HDOkeVZDVqe4eE50eLJDmLP2b1/QXHpa75fx3ncEpLOj31xjyxI7hSIbiWte6yGoE5Chqr1wxrZ\naUi+6R4sw0DjJQLcD/M+TNeTlzTcb2jP+TkRUzLkRtRBUcQkn/bACGwUCJ1qhsd373RwpYmh3PoZ\nr8cbCoTvz9Tj2kQaR5NtGzgUVZfpqEgvOnshNFhxUoaBVzHy/ssvuVWlfJEAVzWtsNUPJleVaVz5\nwL98vSdTKTfq5axdlrQiOXGMmXXNnPmG0iprhFYzjgptJZRle3bVawI85oovinqL9+So6h0qe4VJ\nDVbl1uaZ5uCPv/mNFoQi1Frx2VHChBBpTRHPTTc1BEpabBDplvbQ75HdV1t1+8Cb7sWxI/Ol01b0\ne11eytkZMa1miGHc/SjvFdEeR6WZtaYB+XAgjqNSy5owVUeTFRBqTbw/PWmXo4m9nlKf1mkCO5O+\nPF855hUdcHXk5pljVN51TjxfIw49M38qAW5ZlSj+/OtfUwa4lEK6zgoSXGdSWsnLwvXuTvnKolxu\nXRtCLJn7rEiabw2XH1nKmdwHBGu5rWFtcanmbB4GpqiJWCrZWvZBtdsrqnwhja7K4QQDDuxJibAu\nhdqe1eikJHLUAcOaTWu/NSrqNHmtQslqGCFA9oHcHsioDm1cNCFdU9YB9JhI3vGL0wnBEaKjFEg8\ncFwGVEFg1wrvKjR9vdwaY/iqqi1qgqNnpxQdehSnA60BLdKaD1bAs+3fvv+nOOicCM7a+Yqmixt4\nsywUU5gpIUDtlMmgBjsYem4IcKdBNDdqh7M65sOBEkbEqdZtO58N6QzktJtpiBNKNDk456h9EkiU\n2pWDntVjVFnC6gOuOlKqFOuAPL9+rbz4WmlkldEshVfX99SqdsdJnq140uHRngA78VtsdqLzIKF4\nptYoYcJXx/uffYWvekav00Sr89YxC/nAGk1VwllcuXl2MSZK0BjqRIczcc6K0KZ0S+/Nm0HnI/L8\n/+DaAZyN+nuPpIXSHQTPFx1M/3euv+oEuCOWP7pexOyXqIJqoVoyI3HjADcG/vXpn28qecd8OIIE\nmgvcXwwB3rTpgL7Jmi7y+8tEaZXLolaYIoG0Fm3DtczjQ2IdVW1gHZWg/vGh6JCDNNW5vJmir0Ed\nj5yAZNV/ndeVellUIk/gf/nhB1rL1Fa5TpoAd7eafiucZEK1KXfbgFO0gROnAS5IR+iceW5rQvHw\nccG3oqj18nJYxaMGBx19aiW/RICbgzKTg8fXjDCoULx3rKlyXZ9Yp4lcmk5G28F9MQtmAN+EHGQb\nGOqJOqIDblux49wNH9yULEzXuSJ75QqboL6T7iamQVTY1TF8U4Sy3rbDt+BrfFvjR8ZpYsxe74tJ\nr63rau31fXJdE0+9QvVEpzIt4hxL+2bjnTWT9SmlknPhskYuU2Ctep98daSsrnNdrSKNI6FoUrDm\nzJt1MZpE5Xp3pwdhFVPU0Da6AFUu5Axf/3Dl0/OCrCfA4xssPGxDe/CymNRns1fkXrhJ8Oz7lrAM\nRYfa0jBu3/fNbYMXuhe9JctuC1beEGAn6srXudr76ztenw74MoAIcdAitfrJfh+ez+qShN1nKZq8\nqKi9vymKd66yKqDA05s3hkaHjf7QVRB6IGw+2D3S97ocejfFClnn8UbXCVaAuma0KpFt4r8ZEnI7\nk3HL65VarVA32oZrNBoxOJokfvfn0/Y7uVS4XMmlsaZEaZljqaxz4sL3SoFYVdsWQNrKUPP2bLrC\nylgFV3YEuKw6BNd5hDV3mTRhKlr0988Rmg4xaSE5qD61KVw40eIlTxOUZVOV2QdTb7sNe4DqqKND\nz/ChVpv6NsTWDo3QqTpWoBzWrnmurd/Uvt3oNy0EVX+Ypq2A6l2fqdSNxiQlc0pPONmHiFVdxZ6p\nxYy/eXxUvrpUlferjr8s/4zElZgrf/rLCqK8+2rDeLdXLYoAz3d3LFPgLM+kddVnljIxR/Iys0zK\nafei7oZiZ0Y2tFQRYCHkJ9zlg6oMAb7thjL9clZwCoFDVtcwdznZ/vb2fJWfWVCt18EK1V6QSldS\naCvUiyWXTSXMQqCkjMdTmqZmqeh8Sa6NaJbrcQhAJsuJnCtrrEAlJbMNvixk57jLWe95dMRUWeWk\n1uvSFQTYujW351GXVwR4+3TUZ1gVKfbFI2LAQwjEcdQkKgSKV5kwPav7Ga6vr7KimmeEKkYtUM3q\nY87bwKxSIWxWxHlcXaCfZ2JotCXBoTpzDnWKAA/anU1hwl3O+vvNk0pkvr9nPRwAoVjFrAYdbXu2\nQ+k8Z+08uqZ70oknFdWd/vjFF3puGTBSZdVu8iq8Wp+pOeJk5MIPgMcXpd+F6mzo2Aa8Re9f6Lbx\npmqisTng6qTx8XBA2kIJgXWamOJIbGYb7RQU6c/KNfUiqFZcIODtbKwyQxOT4lNXvtAKrjXC8jWu\nTbqemxnWpIXaCv/0T5DnGeQ/MAL8U/QH+GwIzvktBfZtb3s6cVAL7x7ubEAsMPzxvwFsG2c53OFE\nKRBDsUO6aDKm3FexNq0GhOM6UVJmjYvqbLpAjIXiJ1zLPDyeqcEb7++Ia/Dh+cL1dFVJIj+82LDd\naUbb+FldeS4XslEgHHrgSk20KiyHUSXEbGJVPz9U1xi6xJNx+KakQbzZ51VFA0sAmtovrtPED99F\nQIfQ3i3Lhs71YoKbBLimTMF4yKJT+qEmDSg141yglUYn31/LM3EY+e67xvlZNU0rEK9PN0gP5KCD\nZbYdtqQlD+MWMHvLvH9okaYDGE05wKXtCfCGRFog64iGEvD9drBVQ1ZvKRD2rjZlA9BBiTEFxAdL\nzANpXTV4cssB7qiWIRBy0e81T6h7D7vZDa1F5YLmFJVnOjdKqxsFojZFgNuWAOtwTsyq0Zhi1N83\n0fog2MHo+f6rn2vAkispwTcfn1UBYj1b0YQWY58Nwb2kRNwkhbBpYW/70BLLadUgEcfDdg87p75Y\nAty/3rmFfXjQVZW6Wg+Hrd29vb447q4jQxoYK1Q3bVq9zSvd53IuLMuNuUSD+e6OMgzbMGQ/RwZD\ns5RP3VUlNGnyRgVwbUcqOwIcqiGAVRPg9aDOR3EcDUWzoqn2RMk0Sp0je02ASwish8NmcgIvEWBX\nVBNvv1daiq+DJnDvn5S6sq6Qc6FdL6RSuayRZSwcc+GyzCw8kkvleX3eHMkKq/H5bH8YAqyBzm2o\neHcR6xrNtfaZCa86p7bQa9CBmFYLwRytqhecrLZ7FIl6fv2aIV9sD/KiuOqJbqco9T2ztaHtzGre\nkhj2vVVvCtwyDBziYIWNp/qJQ7yAjJueM2hA7pxJTW4dQ6n4pqheiAun/Kgcyo7oieCa37XoNUMy\nPqei0DR4vPwL5JmSMx8eIohpnafrj3T4q2kRA1zujlzdA3WZaa0Sc2FeE4/vZ3IYme/ucEBuFUpG\ngFQyR0uigwiuPDOdP260Kp2t/yxuihZ5Y/JMyX739LQVplThkIqqJtjg6GFR+shekCplYOajGmLY\nM41RDRRKKSobWE0mtFSWXFStJGekNS53B3xrFDnTUiWtGsfyqvMUX3+T2VWrPD555pjJnDkug3XC\ndD9p8Xy7V+2zWGF0N4+mrGCFtgRF7W2Nzccj3rltCK65njvASwRY15DDMXYKBA4xbmk1+lnvdOlZ\nE3A10uOIEz1zxM5bfe9uo9cogOb0s133BDjnSLLktXmvPF2sYDN9r8M6mASZIcAp4PCb+k6M2oXq\n6KkTTcSf3J9ICVyEQ874+QrNVo/Au6fX6oBbvVIV2QvBfR5Fu3PbHhWHbweac0T/Ba3NWvQbTamh\nlvMNi+s3dJYcCzXo+9O7bTQkWXCVTV5OO5GNII3X6wpVE2DfnPLmDQH+h3+Ay8PlJqb/9PXXnQD/\nBP0BXraq5Qa16j/fkx/XMnfLqBOpBHj8np5gYQmwyLChUQB3q+NoMjZibS9k2DZcLoXUFtXoFIy7\nohP/qX7UwwW4HlVH8ePpwuVZJ42bH4ym0N+8Iw0HQ4DNtnm5akvXSMhqB60qDxVYk/Fyb4JJ9c0q\nSm9IGxsFoisE9ARYEW39/ThNPHya8aLDXq/WZJ96T0KRtifAJVFptD7w1DRIJe/VVYqg1qIO5rWy\npmfycCCmxqeHjNRE9VCvT3QbRN9QUw6TjZLOzzMekypXaALcn5EQFI0y1E2cEKPK9+ht7XJLeqiI\ntdb3BBgOUQ+FjgjrutkWFaF6frbs7lm9fe5pLNORNV22RG5bl4Qt+PjmqHImlAFfVfC8t4LlhgJx\nuRSWFInOES46We/Eb/zeruGYxnFDGGMybcXzmVa7hWfvfKjcXjMb7L/77ndcr/DD8zOfTgsuX7bP\n1DUvf2pf9dfzN8XB8JkKROePHqJ2NtKkKIRYctsR4Fub6U6ZaMad9S1A0zYZuBcc4D7lHdrAFIU8\nTKYMoe1uLw6RzOlkSKf3Ru+xTkAvhKxV2hN2VfjoiYxJ3nX0cUtA7TW8Z4xKMfE1kIajDWkG5uOR\nLt3la9sHBJshks5Zl4cNCfm3EuDW5IZHrQlWHAfWwetQ3/KdFhkRaszUZVXjgBaZx8yUC+frFUG5\n3c/xaUuAm0tMNxShGoJpIO/DTnkYKGu3S9Z1LLVoaxHHoexvtppCSrUWqW9qHOFv+M0HS4CnfNUh\nRPZzWf/Mluj2PdOR3k6BGmx2Y6NGbAj2vpaqBV8MpSth5C5lDpfXltw4REZyGIzKAMvxqI5TeO6S\nyYallXN61ATKEiNNxm3fW3cN5xTFl2IUMEdbL/iqxehjfg9mWuCz2hvfmmdWG4wEKOOobolpVdvb\nrLHlT3+4kIeJxSxuqzTUQkjIZqTSEeDX60JYn6m1xyy0OLy9bA+MKXAsOjQ7XCwBxvP6wx2HpF3B\n6jWO3hn9aZslMQR4cZ/4xemkpgrOsa5Rz6iiHYbaVLN9WQtLSaSq1BABvvvqK768XGD+J7VIjorA\np0Vtg//0r4la7Yx0HleFmAtCYcieNE18/OJn29ngt33qtgKoxzjXHNl3bW91eEQKg+mAX+9UVaRT\nIMR5hrzPmHQQpVO2BMcxl60gFJsrqD5sZ50zd9PjcsBV5Qf3/VWD0nSGYhQ8624vh4MCPU2HSWtc\nEa9nXKpalDy9eaO0jRS1U+YcYpv5bh4Zst+4yJNRIJpT6bKnkwVvgcOqw9/Ney7yDRd5D1E5u61E\nfB2s6By2+Bg6BxgFHDqAMBQFldI4brmCb+CKIsDknyOybvQ8J0DNhBo2utk+GwDVJNc6SNhBzsJJ\neb/VpD1b7xCJUTRUhcN3rn5elFqYoVznHxeDn11/3Qnwv4EAv7jcZxwy9oqwCze71hA3EGWx19Xv\nL9MBGDY+IgJTDnrOth0N0zYtgFNx76Z2sqE6ndR0Aw/v7jmFB8Spnt/p/i3gOF1XTucnVXVwA188\n3O1vHUU5QcXTpTrqdWbJVRNsusxPoxVBaCyxUwV6MigUD854rfTgkfXvXRLH31IgzLZ4PRyQqrau\nJQTwAdkSBuz3dHgKVDOwYQYNtkiHJhSvnEUkULMdgEtjzU+k4UBOlctcNn0+ma+bTbTDb4nhVMqG\nPvvqiNMRL47R3GS2BNgFU6hoJqAvLLFasIZbPVFNQMKGZHTkcVrDDQf4JQLs0Hb5XUpbgdUPMhHH\nfLxnzReciCafNwjw9mybaob6MkCbeGv6qQCSk6LotfLdN5X3nyK1jtTSqLUSmlNnO5ug3SkQHmHY\nEuBqjj5K5enDf2JtbOU8+/zM+dL4y/szH59WhnyxNYGhgDeXvPzry4SwUwj2z9iRscOqRWT2ehj2\nYmUTX/8sUA3Fb0myovPG4ZSXCHB//VAGDgnSMG7ruiPvTRKyJXqq073tDUuUlNu7f57mTfoMRSGa\n3wvcfg70BK36wLTe0Z0Pp3hA6Q/eqCcAKgu2U0T0fpQwkMNunlFCYB1vNIZfJMAQqk4kaXtQeP/u\nDWkI3OXMPP/jZpudYySeFnKpDOlMcYmA4/FZEdhcK3N9Ng4wZJe2wTFQapHy2wPehhvTMFBStIRU\nn0EtGcSzTkeq25e3OOVDlty2xLAMA6HucOcUVYIq+6ZIOb3AfLnXdBLc2/Pez3JEv9rcsCHDPSg2\nv+/ZzsHUgs5T/MCrpW0IcAsBZGRMYTtn/uVv/gaH35KajgCv6wd9L+I2Uf9gg3n6//q+xHu1YxZU\nT3i9qK18LXyf/weIKFXNEuDrjRhEzC/33FQKJalRUi6N2gr/+u33VB+2hD21xjz2om7ngfrWeLMs\nhHjZlGXUjvazQtbO/aF4DlmHqPxy3QCSaR42xL0a7/mwaiLSi25B78fKE1+ez6RxVKQvRj69e8cH\nZw5qomYT/+f/lVmWbPbDGjeWaeRn88zh+gM1V6I5oEUbBP/0GKE6ilcOqwBLyjjTxc3juBVT4YYC\nsRflWvT3fVgNWVVlj4BIYTCIeT4eCS1QLPltzjOmaT+r3E576a9/yMU6BJ6GzvN0NSZNBPX8ePN8\npPrCOh0Zkq6fEoKdu57DulOCluNR5cOaUq+kJOs6OYokWggq7+gVEZ6PR+XRojHysA6E4lXqURxT\nGkD8RoH4dJ5tPxpwgBaFoVX+wP/BELG5lIRvwYbstKvei8sx2xpw/b6G7RxeTYu4z4eMWc/yxj2V\nVZNSO3sbGS+jDRzrPu73oeaCuEr103bPxTky1w00ERsOFOc2re7+mZxol4ccKU33ny/zj+hAn19/\n3Qnwv4EA3163GX74DAEeqq5ca4BSQnmxqPMwGUdkR+1Csb/fJgOyB/GaM7VelaIgjnVNNBOdLuUR\nXyetascDrjnm5xPn8xPV0IxXl2l7WSeKFCOQUc3bvMwspdAEqwo9FeU2AszLjxHg5hXNCK3rDjob\n5uhtiy5N5WwgyVQghglpV22vDMPG/e33qCPA66oBupSESON0FtWmbWpkUZw6oDkZNoRjXiuxnal+\nJKbKvFRqrTQBlnnrvHedVIBDrVtwC9Xzl1/9miEHfnZZNJmrPWhqwl1Nm7a5RpnXmyG4PVhls8zs\nsncd8Z3i8OMEuMdvS9I2iZveHhdtYaVxIskZBzy8fbcnhbJvJy8OqZFQB1wbebfsw0CtJFVkqJX5\nWng8R4oblAdaMq56nQY2CkT1nuwHS/YnUlUd15TUE127CIaG6ael0aW7Vj6cn/j6+5nTvDLmebtH\nvzyduOWkf15wuu1gg85ne8kBVqQoVE8K42Yq0nmssBuy3AaSwRDgPsQyFuVq8pkOcH/eQw5M2SsC\n3AfjnLb01voeJG/FHjeJntx0e265p72FDp0vFzZU5iVP1UEbcU3VMEApGWp36pSjaZ8hNNn2m2/B\ntKSHnSNohUy56Ri84ACLaGfGaQErrpF8oHmzvV1+oDX9nZIK6/NCzJX//M3vqE45k8/Pi7aY50Vd\n5YxTXF15IfeXx3GTflNai34tmw6wqkBosQ/KeXx8/ZZbzXVxjniRm4FSVWHo1xS11boej1zuX233\n/rbL4tDx3L7/gyG5/Xn1wTZF7/Z7Va1LpD+zGyKAytZ5KwC7EgQyapfCrovxw8V5xmLmCmnBX5/0\nPMJRnOmeWkHUW7zivMkkKl1FMhzSGSeZXAqX+oTQqBXcTyTAud0kwE0T4JyTIsClINJY67eqcT1N\nlGGg1MY8eIYUEDJ9mCqI8HZZGPKFvFS++uEVTQ78+OqggmfM2mVrydwanbduZrB2tttoRrcIMNKp\nAFqopTCwHg6q3+o9JZu9rzRqE2Z5T0EVb0qpmzbrm2VhKqoKlGIlThMpJk1kWkKis6J/QJoiwM7W\nRk8ygf2c2DoKzvi7fita6k1rXmXHFLRy2EAtA4dVO7DaaR0N5MDmXHbUX5xTW1/b+8UrQt/cDQJs\n5+UUB9ZRAadORewFgxPHYbWCsOkgeg19TsLhW9y6Ho288YYbjpwSj4YGi9PiZIphP5cFG4IL9r48\nz2dFr+5m686hyO5YiiaXNTA0BeBCdbydl63r0dHt3qXp0aEjw765bf6kr5kxBSojrg40NGF/dTZq\nXMmqJtT03LlNgEtbqCSlgfQzwGneMjSdKeid+p6IO6zTGvS5ffPzX+BqpEkllkwo/8ER4M8r2Z+8\nbhCpTi/oFUeQntgKIp48vBzG0InOsL2GkuUSxb7LAAAgAElEQVR7AixbIFQNPKt+atGWgXF51hg1\nAUaYYkLkuKEVDsfy+MhlfqKhGpPaoujvHR7fvgVg9Q6pENeZrIrsDFnRURHH8xMgsiXAeyKiepuu\n+ZvNviczzcGYPENt22aVJohTzqa0WdGpYdCCwO5pR86cCOvKZrfZgPcfxDars8GugeJBJFBrxreB\n83VR203x6gp3LebeJsi6bvrCvQUNfejlZTt0KJ676/2NoxhogBaa7Ajwu+++ZuiJj9sT1l4Jd2Sy\nc4APUYfjig/7lPmGAGvFmS0B7geMHob6c8nNODEB8/4kRBHFfg1NGEog1IHXNwmw5MyyqCvUZc7k\ntlKcutthaEiKSREho0Ac166dOJJXHYJJc6LkQrcZbl55ertUjz6/by9/Ybk+MZ+emfJiqIVjyu1F\nnXeb3PbP09vL8FMIsOf1SQNuHsYtKamd92vPSwcy9+6MItlWlOAIOVC8fu2lE5z+ecr6ucswauut\n7kN0F74lyqPJDzkdmLhZB1vyexMoEdUtDiXg7aDvFIitlSd6+uhAWC+SNOH3VRP4y/29HdZuQz87\nalZ8oLpg7ku6lmoIL5LIlHYUWNkPe7Luiwa54jXwjutlQ4DTupsn3M8PTLXgcayXmbFW0rxyv1xA\nbOiESPH7s6t+MimtsA3kpGEgx7TdH4+pSNyclTePHoDTJ0XEVHLywLt5Vz2YoqJj4j2nVz0BvumQ\ndDTVFEtuv6+Sk5hmqJ3Z6FqGG/64sHUY9FkFqlOUsHpFurQ1PVlioFcex204tms1DykSlhmsIzVl\ndZbqvO5eBLOdV3bWVjjGCyJZNVdtvqJWkPJMKTDPmlDlrPztbX1LYKqV2hRYyLWBVGL9lmIIcAmB\nIo3qGsd5BJMxa6Zu8XpdGfKVFJvK/NWbjtR2r3WvhOpsTsAhWa2xm+uWtPq51XJ8Lzo6qCQy0Ps4\nSiEKXO7vWWPC54B7sgIHfa8nvqaRSVVR4GaOlWNrtDBQayOlRpwm4pLBBYSCJL9p8yKqEBFqxVc1\nD9m6UVu3d+8YdPpKj4MdWdVzSM/wwQrlEgJpOvLqrKYMXfu3J5x9gFYLID2nvMUFnKeESWUXbc92\nTnQfHK5OCyRVUFAlkZ64HZedEtSH1BWYskE9MURYsnZWiuewHEgtcTIlB/E62B2q385lBbosryFA\n85yi7slff/NG97G5NE6lkFlUllECTTKhet7O64aaVr/r2msXYOcz6zyK43o4WmxUXffX5wNjfMdQ\nAkJiPRx4c+oosCpN+OatQLa93SC1Z4vP+tmDYXzHlBhL01zIZNAEtbkvo1JHihUQr5++xIl2U57T\nJ8Z85UeH1mfXX3UC/D93/dsI8C1/EQbmzpU0JKJLZPWfC80RqlZntyCra314zdFqYUpZOXtVExVx\nA80Lx9hw7aib0DbO8vyRtVzU+rfe8oz0UC+DugxFr0llSols09eheoq1CNerWuQ+n0sPF9vrqK6l\n6WVaG3dHz50R2f2W/ImJuOXhQG1nShgsAR6399UPe0SH4EqBlDTxf3js/F0N/M0FC7ADrRTGeOAy\nz1RW5ebEhXk14XxnPDi7udWbIYV9jo4Ab8m83f92wwFuKOKsDnwqf5Vj3A08Ot+Ul+1S6QeVGELl\nB2Dkf/uHX23rwl6AwZIWTYb1kAvFbdPH2a10VPAFGn+zMqfSCGVgyIH7GLfhF0mJ0zWTa+M6V3w+\n7aoWWc0I1hTJWcjWOvvNn99pa1wGSo6shwN//H0iJ+UM93a9MxOK3rLywMPygM+fiJcTY17sOfdB\njtuk5HME2Fq/WtJtAx39UiMTved5HLZ9l4PuqTEpfyyYFFBH6W4PbH3dQVEReckB7vvZS6D4O5X6\nMU5fR/VdKzRZNk4vTbYWfj+we0Lbn20zl7wxjWhCE7b90vdtRyGaDyDKMxMc94YAgybAnct3i36G\nosikivAPfPnhXtEik2br1xILf/yjrZtmHRo0IIYaqB3pEcHVTK2WRMXCco3MS+XdsjDlTPWB15cP\n/PL5mThH3swXnFTGNFCl2jCi/lvVqYqDSjFZi3YYzGbXgn9zFKnbWeAayE2FVIeBdVEe7FA8rh34\n8nqbAKsm69AaaeyFNXshQkcWdwRY1xwb/7R5j3B7XlpgNpUObZPuiZDgzBlyoIRBEx0/QhtUzxU4\nWPLRvHJYFQH2+BwZlyuCnkljDGrjajx0X/euhhgy1ROXY5xxkrQbSFEaQAXyhTVW5hm+/lqR4HhD\nO3LiDXEutKbfK84xpGeaVwS4ukGtuEUTYNcS3Rp9ykqFGspMTU3XTT7+mALRAaHqqV7VZErNSgPZ\n5iWCJXGWyHVTpW6I0b8voioA1REPB9bLzN06qSKIrR1xjQvfUV0ltUKVAtUBYnMBE61UalYzh5i1\ni/pe/qt2v2weoIkjLSvHnPXfsxmDvsf6fu1nfbdC7l+rRm3SIsbbnIyqGADE8ciry2FLGp2ZSHSu\nq+YQbEPI1YZ0RdS+fZkO9CH8ajHYN43BzdQ0xqwdljhNhqL77cy8zU/27lHCNe1IubqSRqV9vboc\nSbVwvr9XulLYbePVpXZ/6nr+KQJcjPapMyyAGzm9eqWyc8z4asoZrZj0p3Fz5WXs7OoMzmKo3lfP\ncry3taXUD5WXnbTL1xLLNO3zM6Xg6oBvqlL1Uh1Ghzy78lPXS3+VEqHarI+/tbJ3PHzxhRpweAVf\n3jwfcaLyoc/5I0O+vOhw/tT1/4ME+JYzqH/uDjF+o0DoQartMLYkRiywbwuxOUK9pUD0BaqtUkF1\nHKccbWjFMS9JE6+q1eWQh72qE0e6PCAtUVtT2ZCbFu8WEASSc0j1xBSVLiGiWrJeg7Qeto5Pz0kD\n4g0CrC0RXTj+s+R/Nxw4aKvvJpBVN7DUP1H9RA7hBYqnwcnjeIkAC40YRfUVrVJDBkOhA9TCtB6Y\n5xlnLcTH9T21FioqoZalbWhO9dp66xypzgHunFu9Td60O3cEGNTRJpi+b0zrDcq4I+H6XPe10osA\n1xyNgDBs8mq3yd0U1TlHk+FgQdAOmgZC3YPvtk72gAwwlUooypcaTdIMgJJ5vqhj1PWaCemk2Xmt\nuKg0nZwzKbcNFfzq/Ss7qEdyisyHA8s1kaK2qR2mP2nr3eG24blTesanB/LliSlHa8t700j89xLg\nPRC+pEPY3bxBa7NJoDmxirw5htwlqvpduu0s9IRCn8XbJw3cLxHgXrgEqjva+t2LO+WfYslIb421\n7T3ucni7nKI+Iw1EmhR5Q4BvhhmllzY2eCGdV6nty64xerm/386RrhiCJQ3NaYuvhpHDuhfft9c1\nrvz+97INSTXtUeJEk0pxOtDkAd8ypcAaG3lNSIv89p8rb69XlTUKI75EvjqfKdeVsUR8q4Q8bUFr\nD2ZhQ4C9IX0lBFJOdr8M6Wmmid4wFGy/8jAgbcZ13nY7bAENzA3OOJm368vx+d93BLg/c+Wf2pCi\nu+2YWQFsPNd+TvW9LiZPVcKoCLC34Miwdd5++d1r/bftM02mECQt46JKV4mtjTSOtt97EtWl1vrq\ncPgq3KWEa5UlqUNVdlcelyfuliv/8s2F6xU+fVL74VR2nQPQ7k5rlSaN07kR0dmDOE6meX1Q505p\nDClsCLA4x99//73qHQ+eulQbCp34/Op7TdVTAof5wBzsnvESAe7OWR2ACLUX+WEbfOsyWCUE1vOs\nHZ1aLc6IbYNMYSWXooZFtpTO9/cml5bJWV1U15yofuAq30IrJvsFiPD0/UmjdHUb8t/XV/9sHY13\n9uz6e69m0KC0wLAhwF35Z52OHJeBIfsNRHI34EGPEzorZIOeVvw2F1ine1ynW4SAuLABUM1ZAmwI\ncBxHQg3cbqKtwyyOIWny7ZoiwKE6fGkUrwnw68sdhcL51autm9RpIN2C/TZZ7Z2cSk+A9TPH4cjl\n7k47D6js4eX4Ws+KngyjMbVTNnTrdWScrRsbijflH81N7q7dlVGLrFBUnz30BF0E3wbG2JH8m66g\nDbvXLY/Rj6KzM7p36wsKxP4cu1rUIQ6mjNL4Lv2W6zD/qBvy+fUfPgF+cXjWlwfp1gq1RLeGl5WX\nKkAMN8M2HlqX5blhvUifPlSZl0MpNNGhrMtF9W+9KJdmikbEt1bqen1mqIVibia3CfDGRwai0RhS\nLeoAg2r6lTARx0lbuw0+Pl+5dWfrC3NvJ2h11NvHHSmr3L0MFpYIlPKe6g4vKBCd9ybGKF1Xbemt\nOSOiQZh+f6VLlunUqaMw5IHrunCfM14ca16IPHIdBwTVtdx02y1QlUGR4GYJX6hOW376xF7IlXUr\nUyfVEgVHNd3F/b7uifztJu4cYIcigXKrE7ihU/occ9D7MeQ+pLNzRJ3buUj71dtPek1Z3f8O68B6\nPG78TymZ0xyppfC0PDDms+YYtUAuyveKkZg0Mxpz2AKxMNJiUgWCFolr2p51dzTqFJZqeqORZ3z+\nSJ1PNO8ow2jv86Uu9QuLcTrC73/y0O73Y1+HuzRVtenrofjt3mnCcfs6e/ACx5vnwxZwtn/fXr+6\nESc7x27TJm7OikHl9vW1c5sQ/agYonMFlasHbkOKbj/jvta0lWgK1ZvW9unVa1uTuk9C219/VxzR\n+zsUvyl1tJu9O6fIn7575C9/MQQYRZM0ye8IZi/OCznD03ymRk2A//DbRPUTn969U3vRtvLFPBOv\nCWgEEcY0gAsbR1HfxAB+R4l8cxQfyEUpD32gpYiier53hG7qoxwGal23QDjU4cXa79zozZLdnvTn\na0lpRfvvjUkLxq6x3dxtiLJn0pNiAyn2zo3Z0IbJEhLlaooEHQ4Cfv7D6+3fFjxjVam11io+70Ov\nUwxmcW+FVqdAOPeCTz0UpW7RMkucVTu8Oc7xAq3yX/7f33E+w+UinOYT6Yb47ZrJMFKRVnk6qRvW\nfc50JDaNB2pVBQhFxtLmKjbVyvPr10gIJOPg1jD8KOj356kI8MD9PDGPPc4Fa1sFk1ycbn4HSx4B\n0aTLi6iJRNUOWbxcGYo6pDpRKcaQFSkuzkycatGhZ+c4v3qlFJXaWPKsPOIUlaoGuKr83L5nP319\nAht+AjjONgRncXTbty/QSVs/twWz9O6oxpLjMiCmIa2mRYoS6wwQbLxpu6cKMFgXzPZDDgdoCpJs\nCbB9r/q23XMnigDre76J/zczJ5O5rdESTrQgD63QUBOm4/VIk0L6/9h7l1jNliU96IvMtdb/773r\ndc69t9vtNk13y0btAVggWZ4AEoIBQ8ZIDJAwDJA8hQlighgDAyTMwCNGBokJMEFCSEa2kAVuS5du\n2r7063bfc+55VNV+/I+1VmYyiIzMyPX6/71rV9U+VSuOjqpq7/XMlRkZ8cUXEXWNLiaVJgS4MwMd\nF981GPQ4xHkan6O+4GfxHiY2mPjqR78CEwJHOFP+iEkAQlp78R4CIiWDWfbrQxXnRR3LpHXp3nwM\nYFzFIKHWA+CEziqWPUw1niPn/Nhs85GCAEeOv3Uc5aHAydgmBPS9x617naoSLckP3gAm9QqlAWxg\no7PtycL2Fl1EDurO4sWbLayLHVl8DiUAEelQRbclO50C4F2PTccGsHWEmxtOJjChYrJ2a7P3GAyO\n/S0q79F3Lrbx0wawIK1AT4ALBseeuWQhBFSdxS9+9CsczvMtjDP47s1NPDePgTMmc+Ui2pUTxih6\npNu0sXPYhr1dToZpuFe4reOFZcPjTNy7vYsIcIeAgF17SKiplGzh8JiNCADh7rjHb3/9NcgDfd9j\nj2+wb2p4j4hwx28TlXkfy8SIArG9wUU0gANlp4L/TUDgBcyLEAj+kNAiUfhpPJKSpAIJC7CquYb2\noPk72iO3xM0GcOYeynMMeY1eGZS1C+n+b54/R7A8nu2ux83uiK5zuO7fwLZv+KYu1oKFQXtscYj1\n54S/KAqn71vOHvavcXtoFd87FlsPooR5k2r9a6B/i7C/xtvnz7kDYnQKtX4Yhk5l8xd0RX4mUiSp\nhjw+4pGzEswouTaAZFzEsBR6hX6CVISfqkybSAgwpY0uZQOToAr52sw5Lr8TQhWzvnnuOmOKd3l+\nvUnf2IMbdYRYbYbLfpkU1tdUoTwO0fiLHOSqM9jHjH5Z/z/9KXDoDvjqmz/Dz34G+JA3mM2hYgqE\niQgwcfH3rgPeHK7Rtz1649B3R+w2V9hdXCCEGtQf8eruDv3hgN4QuDlHE3lyed6bYCPtyCS011PN\nxllAil45+LSxcne4/PF7W8N7Tpipeh5L3Racxz87tDJWWm/lGtNqzXQ2fWvWDRkBlr97RXvQji6I\neYXHepM4wI5qADYhwHWkQnA0hWLeAYeATddKnAJ1a9HaTXoX4QKHuMblPeqOjWLjHfbtAU3fwwSD\nru/x9mKLX3z3j/DdmyN++XqHdneHo0KAQ8hGNqOwHs7EuqxxTR/rDToPziHpDYw/chUA4i5iv/+b\nvwkQoW/7uObHna/ECeTwfUxarZB0KvNATSxZmNercbkGciAez23bom24HndvLQ77O65C4Hy8T8B2\nt01ftHc9N/Lomf1+e3mJ3lZwrse+vWWUuz/Cm5rNcW9xfXUV91qPn/8hVymS55AqShJZ0s4wgKIm\nrcxtfkcDG5FKTzZ2luNow+ZQAYYN0KoTWpgCO+Ie7aUtd3KqDUykR0q9eXmmiKGl8T9GKoB2EtN6\n9IS6lUQ4D4T4Ds6j6qto4BoAbFBKN1mhgXDyuwJ6QgQguiqivEj61fgY2fAcQSVvcHP1PNJaDOBz\nMmEwZY18SSp20fG3PaFyct1sFEueRx0j8MIXFiqD1FXWOrnyDGQYqcRDBOtcnC+xko6R/A/WLfwe\n0UGJTqsJAf0xoHN9BEcGe9pAfvgGsFKo2pjhKgj8dx9DnEKBAKTNKoeCZfOrOwtPFXIWuwyeqjXp\nHJrew8Ww691tCyIDctwx6mJXpwQdBO5LXzuugDCkQGQEmLixRjDo+447PSGgaS1ev/iCERrsYD3h\n+7ev40Yvz8YbrU/oNpI3xL/mBdxVuZ89YkcVE7OQ4WOR8aoGxPsCIFzSN3tO5mhdD4+Am8MuGSeH\nZgPjLVxVwXobjS+DY7fjLOpA6PoOe3yH/aaGD6GgQATi79Jby8hUfMaLuzqNlTM5LMfnWBBCQYEI\nIVMghFZCSgHJWDgxBCJCOAx984jyhrfZcyk7aZOd6yxTTJ4ZoqMoENXauTSer1+8QAAv4jffHnF3\naNEdHZzfI3Rfc1kb77ghQgD2xxaHWPhcxqHqOVzvug63Fxe49n+I/a5Pyt/ZCtIGWlAJAHDuNZeS\n629xe3nJ9XLBCHCJsJWSQ6A50lIiwGrskFsiS/IEh8FKIzmhgQkBjglFwuVT10/cfCc8UzZcpCSV\n8QTBsRiJFTTRZEdPKeUsnFHMXZ4slxBSRtiz69zQg8Oa8S7RuJXGDPIeAQaGMsqZOs4Zvm7V2zQv\nhDbyR38E3B6OePPmz/FP/ym4imA0vi7vGpAXriHxPCKPY+txfbjltqGmB3yLzj6LQ9vAuBYv9nu0\nuwOcjWiVZ2dXGpIAALwk5IkBDATU6J1LziN5gkOkWqX1og3gBsbt0/jWnS2MLxl/XSdbf38AiU6k\noWWhf1Dgup6OdIRGHL0qjbUYJwAhxJa/h2abDGBvNgiwbPgGpEiKnNPGaEjwjOKKwWOdVNTJkRDj\nCRTfieR7+kg7cgGH7oCLtsWmdTBff4XWGhx9h+vuNf74z3dwdzt0vSr9ActZ9CScdQdPnPhTdaxb\nOruBjzV+OdTcoa1qeGPw9tmz1OSgb13kq04ZwLwv8FqW9uaq5F50HLuqKhxB60yarwEMUFx0HQ4R\nzXTW4rjbMZ8zlqnkPXDLqDgRnOvQO4/gAkCE2+0lessc4F3sHNj5I/O6wTrjzbNnbGgFQtfu2FWX\nijCxYdWLt7G+rERektNfxRJpQxoHN78hbxEC1xOXbmbbfRUrw7ABnJyyZFiLfrUpH4QjWhWMYxoZ\nVwaJ81qF6WX8Q4wESRk3OU5+n+v35o6u1rPzzIneTPuT55Dvo9eN3r8oELa7DedHKOBGqmkYH1B5\nD+M40ilzHqnT3RgBZiQ81leP/4muG0bQjCfUvY/fLBrFgR0RQY21TmYaUXZYAKaV/eGv/3qhiwWw\nSAZw/LbJ0QFwbB1636fOkUtylgFMRC+J6O8S0e8R0U+J6G8Mfv9vE9Hvxv//HhH98+dc9zFkzsLX\nPBJHsVuKLZWDcdIkIRrALSM7t5dXSUECAGQTBZd5MSEg9A42GOx2HULgBLDKA8+vt9jsLyGFur0/\nwjqPw9EViV3y7Mm7BBvUnevR9VyUvGpzqajeH0He4vX+nwxC78z/zeF/9twF8ZByLlIrjyQs6Xkj\nuDpyC0Q2QrmdY/JwYyjkzf4Gx9ahdVyd4np3mxTj9y9eghxx4pPjclAUDLzfw8bOVr3r4fo32G9r\neB/gfEBQCO2x5vubfhM3NYpebVQ8Jnf/AZQx5kNUKgZwO6Q+8clzj0ZVCjXlRhjEJnSh8DUCTIH5\ndBQy6iA1TykQrmLh7iEFQhuUNt6HPHB3eQkQj/3dTYe7wwHHziOEI5qWeZwUfKyVTNi/3uEYw6UJ\nge45Ycv3HW6urgB/wGHfpXcQSofwwJ1h5+D57i0q52C7m8h14zEccoCHYoIK/SqDL/1eKT2NMuhS\ndkMjuUADk/EjRm35LDkxzUwgwJkDnD19SWwk2GQAIxkvSTwnVHAySolcynvlZ6FkCGkKRvEeyLVz\n04YbESNBgAHEBD4+7/YW+P6X13D9L/HVVwDUpntxV8d5w3VsK+fgjcH+2GN/8z12xz08OW6+YJ7F\npJsG1nPN1ON+H7PHBckyKTGR349D7wEmbToeNbrYLlnoXoEiqhcNZUchlTvqTRUbA8SMcCd6KI+h\nVHgZOaLI/x6iwoAgRsC3r14NohKyEQ75n9E4RNwYqw1XNyCCbS9AwUa0X88bXqvHZhM3ehcbXCBF\nPqQGrhgkrKcprqG8N3gikPc49NEA7gN816GruEHETfcaf/6Lt+iPLXqXEWDyBrsN80vJB06eM4ic\nbxONlQbeMwWCx6bH7ZajOHcXF4nn7/o+Ob7D8ZRxNs5wFy4PBA76J6CGq2eYAkTiKgNxrvsKPlR4\ndjgwx1MQ6vaI59dbLnMWAOMD6s7iy1j7rfOOexo6fgPravQmIsBuhy+/uUQIfTRcPZoWuIkIMEKA\npz5GeLRBmgEeeQehWIkRnwyiIDQOaXlPgGtgnUml8bb7GlLnu+5ikmR0nnUOxKHeoDlWWT8EA+uY\nUleW06Rib5Cf2whg6DWC9K0ZXHFxb0YADFhHmVipxQ/01DianO9vPGGzbxBCn/e4+D7Hqo4OkQMF\noYmIoyPor1QRynr/bnsR9Vp+h2FiNH8TPr6KPEfR3capNY9SH1y0LYyLOUgxeifn54gr6xluLy+G\nvIGmkjhr0R87uL4d3WNKzkWA/0sA/3MI4a8C+GsAfm/w+/8PwL8aQvhrAP4zAP/tmdd9Z5njeJiY\n+QnEdqa9QO/qXFcDweDZNXuTVawxytcMEIVrQjaSvePuNc9/uYXpLVx7iAayRdWLIVKnzZqCQeMC\nXl+3hTGQn1+UegA5oO86dD3zqWTy84Jgb+2u/4MisSQI/zeOg/Gxi48YLKDRps0GCiuEy7YFQg0E\nG4v2K6oBYlvnm2v8b//HXUyCA24PdxEVA47NhrlGVpHXg4EPe/YwPRC6I17ud9g3DXwAuuCSQqdo\nKDhrYbu6QFRlvLyiNvC/I1cyxJJawcC6FlA0EK18clkshQCn7zpBgYifv7dlH3HtSW/7PqHB+fzy\n2wayCHGcmYMZ4IzBwR7x9tsbtPsePVpcdB0rYO9AsZPZ8ftrHFvFoQJvSI4sfNfiWNcwrsXd8ViM\nE4XcelgU5pd3d3h2PHJdRBL0koBgEYZdo4oXgFoPoqwVgufKcyUZA3Hu276s66vHSNBcMYDFIdMi\n4VipLymbWspQ95Ig5rMjqRHgiAwIapNfizudMSoYW1wP3nuILIlDTIEpVHp+kacUgWHjSRwBDs2l\n7+coOX43N4Bvr0H9W+zDGzgfgGiwZ04fb4hVrAe9O7Zwr7/BXX8NB4fOv0ZHl1xyiGpQ32G/3WLf\nXscNOUZkPM/lTKXh+Si1lNlYrbkygCAwnuAIyZniJCI2RHgjr5njHq9vAjuUxXemnDDG33M0wwqE\nLc0jMcrNcHMVSoxGmjPi5WP2exsr63gyaA6XCEF4xdEQ8YTtvuZqBMbG6zl0NkchxHmTBB/RIxTK\nqhUAAUSoHNC7PS7aFggGfdviaA3I9bjpX6Pvr9F1Et2TMeI9yTimpzlw0lAfO2Aax+W2qPe5pb0D\njvUztHUd2+ha/OInPwHFVsRpbQ+E561BqmlPMs/5nD7mO4wRYAlXGxjfYNOzsSpjeXQtnl1v4L3P\nc8UbvNixrvGes/LhuOlF1XKksXMOXbjD5lDBB65i8uJwQOVMctKBAEd9ev5k6A7fTUUt27pJ4Xjj\ns8Osk9sArswjjmnd2VRhwPbClc/Ipui/ttqmtc+6qwK5KoENeV9hcEEDKkCuf66/CcDor9CmepPB\nAAoMyklJupEBPEzc1Top8DvrkqncEChydEPgyFKQig55PnsIAlw2idpdXMZ1lfdF22UHV78Xg1iy\n3mLrZD+I9GkwJRDI1fEZGXzLBnDe940XAzg2xNB5OSA4MmgPHV7dfM9I+QkQ+KQBTEQvAPwrIYS/\nAwAhhD6EcK2PCSH8gxDC2/jPfwDg109d97FkCQEWhexNlT1ZfUzMkH4ea5nqjU0SieRayVCN5YNS\npzh/QNyGYbygrhtI6ZVtxx/pZndXJA3Js8vEDeCi8s736PseJnjUrY2FtCkqSu4KxTeRPwTdjdf0\nnFCU75E3aXmHXiHANgSYvooJQTkJh4VDxe76W/z0D3YIvgMo4PZwl7ligXlFkIQDMb7CMVEgrnZv\n0bRcNcGFwIlAysCoO0akql7zKrMy5vqf6aUAACAASURBVJqQCgEm5lwaj9iSkTvYkM9GiGyKMibx\nS0bDIH/XEgEux0xC6Gm+xMVWdVKeyUxtNelvjgwHi3zkMxo29A9Vi7ff36I9elzt3+DlbocARk8Q\nUfPj99fYtx02+yoZkbKp+76DNwZXXYfb4136PXO2ZAxjqIwIX9ze4re//hq23ymlwMbCUqFwMQQo\nHY9iDdHgXDHcZA4Jd7IcnYx6cOF8StSCoSLVpcm4nJqEBjPP13ikLmcE4cJT4oppgzS/l40c4DgG\nVBrABZoifyI/H5fSysgIhzj1euC3lHrLmkMeAvDtt8BXXwGmvwH1b/BL/BTeSwhfGRyBqU0mBDhr\nsW9bmLevsd+/hcMBd/6P4WnL/FuqYEKPr778Eq1/G5OBKkZoA4HcJjmCucZ1bBLjCB4Vuki/yZEi\nbVyIsSbIqMFGnMAY5QjQDmM24OcQ4DzWox8r7mE5ewDA6byPtMZjEmgEHRAdcetqEGxGO+P7X97W\naKsmIdQmhNQ0R+acVY4WgFSJQKPagQgh5j/4cGRAARXuXI+usghdj11/De+v0becEMYnIlcr6raR\ncsItg/uqUq3tCeiZC8pzKAChRlvz/9Ji27peOStT4xkjESFWaxmMn/AstT5s2tyG2ngDck2qrJHA\nCHAOgo+UQBM4wrDpezAFokfvQ6wCwUaR7S36zsFRG8e5hbMWr+7uOKkszosAwKNPSF4Oj5citayZ\nMlIXDnL6fl6amPC6qNsS/BDjSjjAnrLxj7j2PVQ968COtI0UiM2hzk6zJxi9J6t1F0zpvAFcccjE\nUpHO1NEpAQDLoFzcd7pqAMjotvFKZyUeLajoACkUCB8parVzMN5ylSOxb0BM8xGqT9qnMyBEKnF8\nCgGWKErSkT4bqkZF+vS35MoSjao1zzaPHqdgSgRY1pBROsSRRX/s8ZM33xZ7/ZycgwD/FoBviejv\nENH/RUR/m4jGNX2y/HsA/pczrvs4MvOCUvyaD8k1SvXxl7sGRoV80gaejGB9Lfl7wH6zBbxHCITg\nd8rYFiXFm5IJhKb1XMc01twrnjHkxREoKnHXwYceCJywcXEnaDLXBr08chJEMj6IEieHr0mDbnMR\nofG5xFSg3ByirypsD01MFIoLQAzNwIog3LzGz8PfB4UOgYDD4S4nN0V0SJLtTJANaJ/KU23aXWw9\nC/jg0EGy3pG83N5a2L4uDA1tADNnW5BOipQBE3lcNRACbJcTI+Ta0GM88NSlvJEeq/g3iNevFxBn\n91vmO9IGFEyqK5rGWh3vYptWeZ624tJqHVrcvr7FoXWo2mu8vLuL3y8iJSBg9wZ//nWH59ebgjce\njEWIBvBF22K/z3xsRnRy2bHeGNgQ8PxwQO0cbN/GrHP+fYgOzpyIg8EbQmkQDkWQzuRwhVh4fyLq\nwWMZkcei7N0AAVaKUjbjRCdIG1yIjhbf18USb8ZLkteYAyxJbVXHhstQh2SEZ+gU8d+lTSyQDUQZ\nn7T5BKQWy7LuZWP++c+5rCD110B/jR2+gXOx1H7SPVKiLZanMgb73QF0c412z0XjX/vfh6Mt6tbE\najYBX/34x+hwzZxfb1OUglxW2dbxeuPISqSHUM08TjHgQ3YgUliSpPB+5Ph1LhkDfHyJAAeUYdsh\nws8/m5weavzzOUHKHGJ8Tb5/pTZEgvUxiSeUEaS6tdgeavTSyjawcdbXuZRf5r8qw9llwyA/lJQb\nvIAPB7zY7YBgcOOZxobWwdx+i969Qd+2yQAW44ypajXIh9gqNqT2zmLYBe9g+jpv+K7C22fPkgHs\niQDXpTyVSQM4RC56yFxwQbcRDNdLRokqXt00SG2oHTFlkChVeeFvEtuQpzXICalNdI6cd/DwjGLH\nkHrdWvTeweMQI0V7eKqw7TrIHiq625EYwDxXpucQpYRKSYyS/zn0zrYAlyY0ibOuo1Np/4pOtW7K\nk/ejXM+a9/wq6bxf+/mLdLzxAHw5zsDYWKRoxDVHacbEVTqk2pAzVWo5bHx0jAYIfR4DrasEKc9g\nhIyT6CAbOP/HRJ1aUCoRecA6AqPmlVeRHtHHxfeIayi1rXaZQ58R9ZLC0RvLFSJiwlxQe05qgR51\n1bHmmvH5vaCi2xWo7/Dj6+8jtW0e4AGAavG3+Zh/CcB/GEL4h0T0XwD4jwH8p6MXJ/rXAPy7AP7l\nuYv9r3/0P6a///ar38Fvv/qdMx5hXmYR4JCzi43PnVc0anV12+DqJp9TtxbehpTskTZgfY/gsdte\ncNiVDFr/HSiwMSQ1FG3bsGcYDLZtQN/U6MO+vI48ezS0AljJuL5FqPvY65pwsWvgqw7WBxhncXU8\nopcOVIidfKApEOMxESMsdTxzFYiYZ9dVFba7Si0mNbEiB9gd7nDYfoOXIaIX198lCoQomEBC1wiM\nvPTcYtkEQtUdQcQpPiEEeO8QfF5YkkFOXVUstBzar9AclNIlCWVxgoDpLe6urvDqVnXYKd5d/sEd\nugoEuKgCkf+kgfHLz8OJGXVr0RO3un75WvmCg+O9saBOPQ9xRyDT9Wj3d+iOrwDf4dg0HOJ0AfDc\nfKBq36LrjrGLjkKVjYV3HW8YfY/d/lZ1suNvK3+XskUX0m4sGlNVkMjBsodMgWIve6S1NH+84gsH\nMQTHFAgR2ZwEJWV+2PSVq86mcKx2Bowj9hmk3bJHRICZby8JoLYnhJrUeZYpRwGRAzt8E1LrSW8A\n/PetNoDjfE2JWSGjHU51WmMH1gDO4auvgG/x+9j2NzD9DXb4jhFgUhEFz5xATz52xrI4HA/ojgc4\nKfAeOnhsUbcBARaV87i5ukJ1uEFXXQBeo7N1ej/rCP2WO6HJOHZk4VyrNk9GyQ24IQFnW1tsezEY\nEcujZafHmeF2YlLZQRmr0TyYQYCBKeN4bBTrsHOx8Qckrq8kx8q3bI5cFULoVxR4U3WUgRKu2KPC\ntXGcPEVdpQCI/WaD0NXwocXL3Q5vnjU49D0nNLUeF2+/w/duh2P3KnGAxXGqWxs5xAEBLcjFZCOZ\nLwGMADuOVhpUqHqLX/z4x3i227ExQgBFrqeOfBXjHI0PbCtQ6CK6JtEKAuIeolG5i7tcRqppLVDb\nSCPLCHCIrZ19yLo2OIPjZoOqD3DeoY8RP+Fr1p0FKo8+MAJs+o5D83UNG7QOD/DkUs6KODdT7ybv\n3FYNNjtK75KMLh/3MmIHruosqipPMLkHTNT9VDrv4qTLXAshwFOdaF/bXW63TdGhzLOW0j431Id1\ny4CKNwG9J7hKoeumLqpOdHWNurU4XvCYlwn12dEmTyAT5y6UAS/RnAAY5zlqGtgAzpqHy6AJClw6\nooISLyPAcg9dmpXzgwhefSs9vs5amFjxIhnAJusnvrFJTg6Qo7ca/fbG4k9+8TN8+ye/i+//9BWe\nX/8xluQcA/jnAP40hPAP47//ewD/0fAgIvoXAPxtAP9mCOH13MX+jd/8t8645fmyDHHzB5CJMvQe\nh+hU1Rl05AAjnWFodF4AsLu4wPNraerwPUz4tcQrBIBNLPRMAdi0Hm8vuI7vSBKKBd6sHXOmAvo0\nHS92NXbPObnMeIuqbdFeXeWNkigiujIeNHkP7vIiE6qBM1w3sq0qbN/wQvaW+aeaAuHJAf0dfP8d\nELu1VPvvELzwbXP4Wrg7jDbsUzWNuj8AxscNvodDrRDg2D/c2sybGoRIKNjYUUcWYCzfFWuY1l0F\nV1WA36RnkmtTMSYUQ4D5+nqT1WhS+tjqs5mYqFC3Fv1FAxOIW2nmqxciHCp9j0PTwLYO2B5xODqQ\nb3EXi8Ob4EHOAwQYdwPb73B1synuARBC38NRg8o59IdbWJdrmxqfaSQSrr1oW+YLxmobG7mOmuOT\nEuJmFfLbzTqcPhszGnmZQ4Cls5Z07Utc9wmRLl7GUe6kKBucC/ju1aukBDlDOsSKLrz5WE/MQ4xS\nxVbMBOKGLsMvFwZzYPDezUGjO/G+Vd78NFddJ/JxG8+Av/+Pv8FX+F38Vv8W8Ae8eP0H8OHXEGBS\n4i4hIrTEvHGPCofDAce+Q7/fJfpS8A3qjhOgTKDYUrpFb5/HtRQrUig+u+0NWqlbGrhcpEeF4Nr8\nroFR4gqUUG0fW6AGCnGJ8loVI3t3eYXnagxNoJh4PD93yOeNdShlMiIgET3NJc5IfP4W4pRYJ8jg\n0ADOPHmhj7VNw6W44rk6YqYRYKlsIXPGk8V+s0HTV6Cwj00sLrjbJQDTOVxev0VrbnHb/xZcNICb\nlnm+3DKWYIJH8Ds8u7lCF1u7ckdBAMHD9DLn2GBxlkuoVb1FZx0QXDaYZ8ZS85olkVpC5cYH/NrP\nXxTjrY3N5mjRNlwv15EqjxVLc0ldfBOA4A1ut1tYGByODq0PXDc+fs/maHGsWjjicm+V44ZJ+80G\nF8HEphAsjlyu3e6ndYRRnFmhrQm9bXOQCi/87UKsCFW3Bl2jDEiYpMMkcVx3lg2k96M8d6qO50LR\nwCdwUunQUfviu0vcvDwWz/4s6nbrCBQTOFMNcqrQRMef6R0XuNjVOG653fbIQJfueIEQRAerUmCa\nXkAg1D1HmjkyIPoujxVQUiBI6SYRqQKhRQCku+1l0gNVb+BUdIzPzePT1g2q3saGHXyXkKJqpviz\njS2xdQOrREmCxW/85Cf465u/gp/+5b+Mf+ZPfgf/++//T5iTkxSIEMLXAP6UiP65+KN/HcD/U7ww\n0W8A+B8A/DshhJ+duuZjytyGzBKTPnTR7AWDmTnAmQqQszTVQYGzQUOsd9v76xgetMkz2uy5uDaj\npDa2Hp1+9vzhCKY38Ojh0ULKhHGiDndcs47L7zhTKrqgyeoDBSGIgLRfBICqr2AkOauuORzk+JiA\nvNBlMbiwQ9UfENCBAGz23xfKQZA/8hTrAhPqvkt0g6rv0Ffc3hLBcWvPggJhYx3gmIQoX08KfceG\nCrkmpdR8tfHdDGxfp2L3QwNW/t3ZmhNBohivjf1yM01jpzZn5pGbTIEQNCN9iNIhc9LWWc1RLoge\nAHeH46ED/BF3FxeQLmbBx9rB/R1c/zWaSKXJz0jwvkfTVfDWoj6+zRxhhQAjxPrQxqDpOrx+/jwZ\nwLIhiHE0Jybk5DNRFXPHa0745lglQ7AogzY4XpLgKCCVNluSqs9lBAmM3tsA7LZb6LCbN1bVzszj\nJsJG3LxO0FGDMvoz/plstsKPM2IQBqYapRrjnUkGyu/v/h4OeAP0b2FCwI/ffg0XUddkDAaLEBFV\nZywQatztj9wu13Uwrsam60GhiZnpAGLVBeEMC+plfZm5LRSIIBxg0V/SOTMhTg1kFcg6SW1NA/O3\nE+IfCHfbqzwucQyk9Xga64HMcVb5XkN6ytiQ1k6rzLmUtCbVPwYUCKnqwmF2jn4dNxumWERnLzlv\nChU1jnLb9mQAGxw2GzjTwEQ6jqcKvXNsNPUezXGPI96g6/qEAIsRzrVhpf1rh+bAjY/EYDKeAOdh\ne9GfeQ2w7pY57hIQMbUnii7VNZZl3MQR3u7rVCd5KEIpYh6qqqqSCrqH6JzyuN1eXsLDou08R1RD\nSMb35lDBSY6IJ1QuxPnDzZqubqUMYayMEWtwU5ieQzl/IAIeMbJn4jvJtw9CgehZhxcIqnKghE+c\n0FpxigqqWUmBGPJxPYbNdYRGUj7/5a0kHzLfu7N12ucccSUXaXXswwU2hypRHIv8FeWwpXyfgERD\nBDJFjSM4FtY5ADwH5at7ww4ZhQFdMGQ9OZUoqUXu993LL5QNRUCcZ1MI8DHaIdJoBKBUnUeuL3vE\nGAHOc96ZCiEw/ajofjkj53CAAeBvAfjviOgfgatA/OdE9B8Q0b8ff/+fAPgSwH9NRP83Ef2fZ173\nnWVx0wzZgAKmF4+WlH2NvLEBpVEp4SLjA0AE612E7A0QwzebI5PsWblUCwZwNoKrvkLwQN23OOJt\neg6hNFCkQGz7njd8FZLW2ddjmgUv7lp51U0sCcRtBCtIeGe7k/JLedJ6MnA4xHJpAYEI28NrxY/K\nvB7jGR0wnuvk/uwv/SVc3jawzqG3NevK4LnmsUKAm9Yi+BqeqqSIADXxe8NE/YQ6yEbEz1C3FS6v\nr5IxWnqtGYHtbZURRJRoXf62agxHCDAbgrwRbtIGVp6fr+eNFAzPx3z36hW3WfWv0XYd9nWNX37x\nRVI6vYSu+huE/rvJKgoheGwObMw2x+vyW/SZAiEIsLeWC4pXVa6FHYQCMb8mxHGSUZefTYlWRlyQ\nfFwGbXi81Io9dW0Rnbkt882ErOhMpECk8nYzBnCuq4nEiSvfOx+f/xw8X1DHeortpfXcowIBbo5S\nco/wNf4x9vgepr+BATc+CN7HiEE83ysnN1QIVGN3d8TdsQf1HuQtmo47If7kq2eJo+uMYQcLBhTL\n3FFAomcBvFlLGbQQN5IQLLwYwB5AsDhWDdhRymuolko5HgDF34lBYHLYVxxPlzjn099Xb6xDKZKS\noWk4CqVUukpq/CYDRjLEfY4gALmGLKIBXHUmJpJlQ0vWttaH1hmutU2546M3nITWmxomcFc44wmH\ng2NaUxdg2yMcOXR9Dxf7XgsFo+pN5FQSyB0BcGk28pGC4BFLiNm090iHTKYExcRr+AxELOyJ1jGq\nJ6hqitZ4ft/cunzwnTwb+wl903xXAMEHVJ3BsW5gHeGbl6/Q1hvmo5NjCkT8HptDDfgj/sKbN3z/\naBjtttxa/NlNk/Qc10ZW9KIpJyo5PcjGajSCt3s5l0P7LtZ+1/kEaU7J+T4brEDW6GKYyn4XYBMF\nYqjnTDCFUSxzS5eZA1RDjzhP+6rJCHCkQIhdYntuq/4s0uL03qANeonYcIQrV4FIpSQBHDZbdkAg\nVBu+583lFYRjr6tA8DiUiKyMhfHDd8/7tEbNQ3Sc5Hm0A9JVdUx0zlTMRIFQDihAMVlV2QNqThyr\nDYz3+OWXX3I5PSzLORQIhBB+F8BfH/z4v1G//5sA/uY513psWQrhyiY3aps4dy0oRJZKQzBfNNbO\n9IG5P33PGaYmZ4YL4buvPBxVCLSB8e34foKggA2XEDwa53DAW7A/kb05GwDjLJq+xz52D9LvOWs8\nRHSmQIDbXP6oTeE2g8s79qx0aAEgOGrxF1+/xvWrVwARgt8XBo/wlIw3qZVh4z3+/OVL/Pr/ewH3\nkpPuuEmBh/ceCLm4e9VZED0HohGTOcDZcxVyvLwTK/BoAHemCMvQYAHKwu1tVYzDOMSKNObybPq3\nFEO+rMjreH6JAGtxpsJGNlJPCCbg25cv8Rf/uId3b3E4doC1uLto8Lw1MdTNirJyHarejRHUACCE\nZADXx1vA5XGpXC4FB7ARfKxr/PxXfgU/evMmZRIHosgDP+Ehp3DcCQNYKbrmmNuVzhrAPs/9JY6o\nlkpdTxwbbpfLCUJVl40E6wxoECIUkSL+5XNAHat+FtTPBscA2YmScS2vldF/qR/K3EsPhyNMfwdj\nA7Zdh9b4AqXVKJtHDeMtdrc79HCR/mDQ9G10Dk2kP0RU0cdEylhVwgSkTQ3ICDBS9RresAsDM3D3\nKs0VlbETjiFTNvgegsDmN+ex661FM4isaNHrcygCIugxGV6n4ChGXSfGtyDAGUyY+M6e6VVHYxLn\nV86XZhSZAkFwG6tyEPhNj00TE14DqsirfPttz0mDfUBHDhsH9H0H7x0bmscKgQKaQ4UAF8eYzz3W\nDar4LPw+AQhcQQRk8OLNNoIaNj0jxc6kiOM+J9IVURKEdPMGqbQyJTz/DXbbLc8XFQEEwJ1Le4Pr\nZ5d49obXoacKHg6OOsBT2ie2+womAJeHI46BsG84gtPWDRCAq5tNfI0AR13R5XRK/+iE1YTiSsUY\nlYDKCbI5KlXU0VWOAH9VRWtI+5Ep7iNRLI5yDoxAX9Iifv2PX6bn0CK8YT7HwsOqdW9Twp4cW7fM\nFx5Wsag7O9CNMceBJw0ApGZCYoy62ByHkwv5JW8un+H5W35n3fJ7DgHmSMlgXSnDtHhfKtdjiQA3\nuCyOzUlwQ8cDsXOsUTaEXLOtt9jsW9xcXKhyevNyLgL8ZGV508wfHpBJvnw9CYkGtXkNlTCXAWGU\n5fJ4jNw+ExsLIJ1jPOH66jkQamy6sfaX8B8bkRUQApqOvV4dbtVJNNb7AtkCgKVkJkEwdGgroTiB\n0FUcTrm8q5PiyROYR7CnDn/1z/4sIklAwKFEHSNHycRQq2z03FqTcGg2EFoJBY/eeRiXa/xtDhWC\nv8oKKC20HD4u0HkADqr5hyfMhrvVImMEeJg4MINKQQze4W9NyoQnXyq+YThXKBAE5r3ZzgBEqHrA\nuA5t68A1WjnsxAqaS1E1fY/nu35kHPAYBXzx7SVutq9wcdwXyRkaIeVnYNTm+tkzdHWdu/sEqZM7\nev1JkfGdpUBoI7zLkZc5CoR14uzkMT6NAKt5nyIOFZ69eZ7RqyBK2cDOUiDYqAPyxle+K6bD9urd\nCbH3fDSApbzREDGWtSS1PmX8/sovfgHbc5erTdcBCNCdBUnXEUUN8hb7ux260MbGMxu8vNsXTTba\nesOIkQu5EH8wyGWR8jv1VtZPLPflKaFA7PhZdPWG2yWo9xBHVBDnhJb58VhRIEW5GUen5LnnNikd\nreFrjvVxLj2FhEyLs2IlwhPyGBX3BkARAeZ2xiY9N6OzjF5nBMqkTqGp42OIziQMdz+Lxx/uYuPo\nnvDVy2fY9D1u7xxcH8tbHhk9fPlmy9UzAreKBbj5RYqseUKI9BY2Km1cV0wJE2qYoLJzFAgRCSNn\nBBjRKGUEbg4BNp6rDe03G0AZfHKnAObdB0nKjk6TiVHDhACnfSzAOi5lKciv/H8VEWAKgAvHvLb8\ntBOlv6h8Lxk7/fx97MyoqXXpTLUXyx6k9zjRK/LvPN7RURnsI8P8h8u7MW0BQAILgDyPZL0Eqorr\nVJ1JSXOyB4lUbf63pkAQDZxX0beUaxIbT4CRkrE2vR+8yoNSe5te59aPKRBGnaPnk0cZoSg5wHVx\n3d5UCgEeR+uk7wDfJ/+8rTcwIUSaxOk95RMwgOdfMCQO8DQCMHe99N8UAhxD4OxFERvAYoCFUnmQ\nJ9xePodxFi/v9tP3SsZmhcp5VG1MYlKIm3D5qp69Nl2GiRX2gqcTFWLhLaqmAlL+5ovvLpm7qRAP\nUQTOxEQH1KBg0JlQGDzCteJ6t3ztxDHzsZuRIOQhcKg1JiWJcd5VTTLKE2IT8sKV7lD5nZq8sYUS\niS3RPrWoBghwyrQeSDK0AmYM0Kn2ugAGx3rKSQTN0Spv32LTeri2ZTqH5Y2jq6QjEXDRdfjRbZkw\nAUQuW1Qsv/ziV3DR5k5wZVm3iCJEBBjgBLwvvruIv8uNIs6SSWcwi44a5MYdSwhwVsYyxicN4L50\nMCXEHsDfdXOsUhkvaVmcjvf6OnmTMVNOkEL+NQJSGF6B8OU3l2kNZ7qUPj6HiDn0nNuz/4t/+IcQ\nJumm6+J6yKivGAsAuEW4tzjc3qKnDtZxs4cvdvuc2OqJw899rD3NpgCQDNj8euQZnZPvrzscAtFp\nDhQduDjn4++qLvPaBXEeUo3kGowUZh7vZAmrMFw1WVIN9HRNHZlC8feE/Pn8PMZJpGs6Aigl0qrO\nRgPYppFjnUlJf/I3ZAOU/aNyzhpPqF3IG7njtsbkPO6aCoYIX3/T43jNXNjmyPzR7T52s0KcGyFT\nINKcUzrexyYUkhTMXfhMMvy0MTAnGQEWY4krIl3s62KNDc8JFBFgtWZSiaogFMJ8TfKE5/s28VB1\nqUPrQ+rguNtcqO/GSKeEux0OuZyWn0hYVXJxVxcUiALs8AQERphTRFgjmcoAlzHUeS4EGux5+TpC\nb9AyzH/Y7vI7aGkOebw91B4Xr6GNdOsMmoj6VyqpHSgR4FTKEJTGA1BlKsF7k438bQq5g2mKgACw\n3ba0M5DXQXrGiURnbZhuD5kWFVCi7Pq8rqoLKkVXcZ1rHYEx0pKezy6iF6JjjtUGxqkF8HkjwFMU\niOVNNnWzwsAQTPcTI4NRgIuuU4pn0GpZPMXeYNv1k8+e0KZgmUPWcR913aDAOKYWGMctTdmrypvV\nUhhRb8IiGcXhiQaUk1FPYOsMHByHI0KFzW6Lw3Y74gD/1h98CeEMM/0jc5u4d32VntEBMNEAfvX6\nAttDhbaqiw1s+Ly63AqBYsF0xUM7AwF2xhZc6DkEeHvIPNrRAgomVSMYG8floYIAyzuINxzIYNM7\ndO0RAWykOjLMk47PdX11BY8GQ2F0XTYkC1A2MgsjJj7LoWm4bTKAw2YTOdkESJbvmQZwNj6mf19Q\nYvqMsMxdPxtd2shcfoYSvedNrbfslNWdRXPQ3eJKeof+VlbPJWW85mtPGViDhwlCdVKoEQYopzKa\nGfVi3bJtW1y2Le62sQOl54gIb3iZmpG56EyBOO52sRW7RVttsVE6hQKhrZq8yQlCG9iw0s9lkgEs\nFR4kNJnHNwRJjmNdlxDgLuuOPpXDosy91ePoKXEwJ8dQxnfmu7Ojrod8/C20ASpGY0bwsjPEx5Tb\nnXXMg+cOXdlQzmFhSvqVjzexMkfmAOsxrbzH6xcveHzdMRqtAS4mJd6+PqC9ZidJEOD07IGRewqG\nazjHZ2DdHaJ+Yw4yhRzFM9EY1ob6qT0uGcAhU0ZOGgqe3/nQNBDaW/wo8c+cbCX7Hq/Dig2tkDnZ\nAEA+oIo0Qol80GC9UAAcjvCSxDhDzxC52NcRHGK9/kqVqDSBsN03bNjJ3qXGqUBNUyk9mTcoEOG0\nr0ti4YSTLzpIRBK0R90z1ZwMxjA/uriG1lsMFtWtTV0dRSSBn98lO5uk3kP0sewdhQGZGh1lJ8C4\nKkWO9TotOMBuQn8qXaEjz4GyQ52umU4aJ6TfXlzhYleWbyyBv6wP5O/e1LCBr6eBjDn5BAzghVe8\nZxIcIHxSqIUwQC5IPC0ppYREwh8qWADRQxe+3fD5sncJimXUvMXmWBrqJiLAFNiIaY62eBftAY2F\nRmMkitNEA6I4eoAA151F8C4iZQQQ8wAAIABJREFUBjUu77bYN43aVCICfJD2y7xBHjab9H5t3aRu\nbgSCVxQPvmdekFOcTA73qJJdASBfFwiwprMXHEGlQLg6QIkUDz1yAClzGBgb4xQpENqQLkQdr5MI\njDOx6D1HJpouoGsPMNKsxcTKFvE7f//yJcKMAeziMcPi6HoDkT8DEb760Y8AxLnTxtCRjwjwYkhR\nv9eE0ho8l/z+HM59gfYrlHVJRvQVTykpR3iV5AWVmHZugKgPkjKfQAaVQVAaw4PnV+8wSsgI2UgH\noJ6H8OXtLQKAvtrAWxsTp1xBH0nrIAAI3NSiO+5AwcI4C29qQHGGTYy0iHFvvUmNLvTzyTt51Klk\nVGpKop1IRN76ALXRPMJkqA3eNT1ToIhwzs+dJee9GiTByRwcZu/LtSUJTr5JClGrb1Dem/V41UvX\nK9VJMigKnELlpdJPRsz4d9tdjco5/Omv/iof7w6snwI3AGrrDfrul3DtDYxnSlSiEQQe58qjMEAo\nvU/8OYCeGEgQR0SQTqnjeh4CjFTLON3npNEcI6oxNyatLRKdlveOHP0gkK9x2DAFzqiomQmMAidj\nS80jIO6bIcCjx8VeSoWdNlck0mI8FeF3inOREeDxu6ZnVghw8Tuo+RPnx5D3W1xvwiEElnWiJ+5Q\nqI8tHPeYECe6bvbeau7qUpepZFlgcEYQYNlTACBZHgEAbEJwCwqENsqnKBCyJvZ1SVtTFK+RBBTG\nMgXg5fcv8M/+7Mv0s5989ax4x6ICjAItK8e1oy92ZSm6KfkEDOD53x0b5rSWnvap6+Xs3ylUJwhq\nGD1XT9mYnEoguLyrYWcM4ITeJhSYDcjnd6xoRKzLXa32m00ZGgnL7zW1MWXCv5koXk+FQcVtfz2u\nnz1DCDWaY4O2aUqja7C5kkd6TgBoqxoh5C5LAX2qd1qcN7iWFt2thseLkT85V/cnn0OA9TdN/574\nZmKo8v3GY8ebzjhUSCpMBIBbE8dnrnqj6BeETefhumOBalGgiGwTvn35qngnEW46kj351taq/A3K\nMYry/YsXAGJC0tEmZCsMsnyXRNp8z3buGiRFnryeLmEjY3DCGNfOimywbcWZ8rY3KTwvDtOUQwrE\nzVUpz5EBXCBDSMcN51Wq0KKcRu2A6I0oIyUGX97eoq1rrk+cDGCf6mXK8bkZQsXj73ZArNHpUaUk\nEXlOMYC9tdFYiyhiCOW89+C246S6Mw0Q4PxOVIQhq97g8o7pSp2N7V/DzDhGQ08nsQxlGQHWIU9A\ndKjeVHUr5BRBUln8Gkkf3l9yN2xEgEnVNicFgEgEjcAUL/0sss6++O4SlQv45osv+H27PShYbtSC\ngGP9DOb4DXp/gFCo9L7Ehgp3AxTwRb4NAnGSYiAg6oRKIcC5Nbt8i+nxLMYcpdFwShikMPji28v0\n/AASlULGR68DCoTeXMQqLSY5WjJuxgeV40LFGrOOa2IbZxIKeAoBlmOGelgkVWKYRGzVmh3spzJH\nU4Qgrqu5Jj98vRmgYOEdAlFCioHxvm0jdavubOIUz91bl/LUVEIZX2eqRMeSb6vfVX6WvhcysKFR\n2dwuOovc+9nNplirYcHRMt4MONn8LZ5d5/fUFJoCqFPPIHubM6ynPgMKxMKE6n4FwP0QYIA9kVlk\nwlQZAY7ZwOL1Tk3uZ9ebGAqZ40Lqhc/c2au7qkBjjMsIMGfMDhGr+YklXu34nqJ47fj4hGbFMCQM\nG1GhgvEVe4lyzeH14/mHJpdz6aoa5DeRukDgTkTDBBe1gU18U83bBCjWu82GH1B6j3nsymcrEaVp\nY60MrYx/x5m58+eJ6ILxlUKwudWkRfCHRC1AQmPYUdhtnqGtN6N7GG8QTJUcm76qMx9Pjd0wvCQi\nmd5ijJ1rAOduc9PHa0rMXOJb+R7j6537LHIsBU4clOQ/MRqqmCA0l9Guaw4nI0OLNsrVPC+eP5XY\nKo2/5ICgdD6lXiYF4Mc3N+iqCnXPTonxHpUPBZ/Oeo3OxqiT33M3JeLqCzp6Q9F5rnqDQ7OJ+ivS\nXFDSQRiBrFId3/z8gwopcY6keRJ4E/3iO+Y+OyOty6fXrVzDqLkx/o7z390MakPLNxmWMgSQeKkZ\nPc0lv/I3G1MgEBiJDUMKhIqcaUNEKnXIM+R5BBjvU6td6g8xQhjgg8flXYPmeMPIp5P66JmHi8AI\ncAj5fZIuVpHCXBqSUuSRaTMKwTuxjsgj5nssr+mhBBj8xs++QHOs0tpK+8cAHZRnP9ZX6R0FOALA\n9AeyiX5B+s/4fggckRUk92wEeO594j3mdH5+hnIuczL4GDyZagMsMmdrLL8DFfN1qL8StawzzHee\nu4rSaQEq2qXWO+uQEI/nCCSQ1yOPRfmsAuBI7eK595SfXd00Rc6N2DBT0hzHgBJCmfchP+PnVIb9\niL7JdtnSGKXjTx7x1GXBwh+GTuaKfA+l6uyspyb9qNmAY0+DN9Hpyc09x+1oMolQUnAAwKgNKye9\nGZnUsrOzV4NkkzMoEANkLW9M08amDi2w4Wnw9tkzOGpgnE2buxwzRIABvakC3tpIWQAIFuT7VEhe\nn5fqF068S1GyJoCvp55T1zmdRYAHiO6c06KeanJsjKf5uVQ8e+l9C5dMMqVDaIvzmH/ORnNvttht\nrjAU6wi6wUZXVUW1kvRdZtBULsclKBNhyA+fE10CaEq0AbgUGhTRHnv62QlvvThfRT5SUlCci2xs\nLpd408bNqJC7QiU1oj5PgVBoxABZTg01HBtYASYZwFUf0FUVupqR1KJEn/BXe6H/WBi3ByfEsn5q\nq0G4NK7XY7MBt+2NtciHGzoIzcGqUl7CrytL+slmkhDR+K6SQyDtlcXoGs45maMpmWhirg3DzeXv\nBsZZ/HuRyKq+Yx3rRGtAQs+BOQoEf28bqWrjb1kYPsEmwwzp7eO7xoggr/UOBMsUiAA8v95i0ztU\nPiTdkRFgRFPZAMhZ+Nqx0KAFv0tJgfADBG9JKBA2+2nK2LJwEtbVTZNyZVLpvoSW5+dgqlWddB6j\nutGJ8QFvnz0v3lVTj6w3ABE2R20AnzbU7eCbl+8dj5miQOhxnpjHU2O6pOdmEeAlEG4w35+/LQEQ\nzV1eNIDVdTSKm3+H2HQqGsCBcttitZcMee4ybzWvf7KKks/rtETJ5+dmM9xPZyIZCQLTERqdlOd5\nHXljztqHfvAG8Dneqxzz/O12clCHIlmUU+IF1Yt9qZ21kIz2+Uk/jwBbhVo4I5y9qjCYTaJAcDvE\nIeKqQ99DmUJYSCnTkQE02MwpEMhJAfQqZRxnxV8u6szlUhy6ABgXF2yQ7NNyPNIGO4MAD7m6xlUJ\nPZ1Cr9J5hQE8DG0te+RTCLC8Uz1BgRiS7rVC12XcfExAC6HNoSewYpauUMZb7DYXGIrxnH0v3323\n2Ra/W0J1uOKGUUjZ+eiP5itOSY4aTNND5mTYVe1cyQYXv4uNtXAFCVziAANQHOCpJLjyPvEuxfOl\n8LqskSGiHTjxRf5tvHQyJDw7HPDm+XMYGPRU49g0jAwqhS1OrXWxzq8zgNtFBJgRYSlhODz+WDfJ\neEV0+oabOteh1VxaNgL1e3OEKF9Hzxc2ymVNI6HvWsSYsA9EgPX6iVcEMKBAqDAuwOFZGYsyajRN\ngUjIqZPOnRh9y2GUQif3aCDAxwhe1RvULnD7YgR4w5HATdfDOp/OLctz8tpngyXqdEHhUzUZnZBH\nyQhmY1xRIGaigXpcNT92iqs6d55xhKvbBgQuV5YM73hPXSmBfNZ70nAlr4eAb19+AZ1EOoy6BhC2\nbebyDhH8KTFLCHDauebmYXyWocM4c72lveMhFAh5DpGr24EBrBtrzNC7gKir0v3N5Lt4YxNv3HhK\ngFTVGvz46ysw53vaANbjNzWWej6V++Q4cTy/29AemLYDNAKcdNFgjw+xhvBZlJmTRzxxuQ9q9Ox6\nHFKek3lPLXqxEQmQWrdzhhsARi7mlLygWNFLbus6JlqY4nzhfVZ9NZrQc7QBPndC8QdSRvtg4ikl\nm/4MBseqicrMpoQHuX+xuapQlk4Isn1uqZtqQ+r7RiNiGc2WYwHrVdZrIAz5iyIaNRiFtsJ8mDy9\nywy/aXIzH3i42ikSCgQF3tC4W9kBUEZ81RuEYBLyF2Y4wF2smEGB8PNf/Qv5d2rsjBp7kc3Bpu+r\nw2HnyCjre/ju8TrSBe5cGUcPzpQgRmkMP8d5KNw8Ng6WnBs1d0YG8MQzDd5bKAqCDmnakEh9zBQY\n6xh1E6Pz21evEEIFCpuYJDQ2HrMxz813bL9HoAqemBfZKQRY5pZNFAh2mqVRxVAHVF02+OR9dBnH\nbJiy7kpZ5gpFK9pST8ylRA9R+QJDWUaAh7+La0kZwMOOZJvYcGS4FoGxAWUikMH3ijxrYKz/tIPv\nmXKQnDyl76S5iu0NKgfYnulMHtwlzXqgcj53rAzl9ftY4UES4cSh0x20EgXCMcfx5esLVL0tylid\nwwEujIYlVHIwfgRKIfAffXOlnKjyXUT3cbUKIFWric8WyJQ1Z8P4Obj0J+6NAC+DQXO/o8H/6r0X\nAKY5mRvTRZ2EZX18DgUk3UchwEPQh0JZoYgdXZPukZ5jUNVqEvSZeg/17gUHeMHcHIEQmB7zFDks\noiEDJzdIZP5zQIBPeLtaWGGf6+1OHxfEG4+Ks63rgnMz94w5eaIUzQGmQDjWG3CNu+GnyR6a3mSl\nrfHSvafe5WJXT6I2OgyTz6vRVVsm6AcqeGZD5DtvPmrjA6MUPKFtrBE8NDo0R2n2ddI9CxpIKDlE\nc977UAGeQkDFwBree1ZGx+b7CUJJgbuqBRjUXQ9vGJE1TpIMeAO3MyF8psNkDrAeR+2EyblaaYkH\nX/AKz6VAnECARXIFjfPEDL7juZKOHcxX2dzNCQRYJ0YtI8D5zzECrIw8n+e6PEvTZmeg6gwu9ly6\nzxOxAUwWIWy4TnMYblSRzhGrLphgQO4ABAtnKlzsanz/4mXxPkJP4JKJjLohAFMtr7mBgo4yETaH\nprh/midgyo9wIYFcmnB0fDGO+XvwWE98iAnDp/id1hOhHGMAePFmm+6V7ivG4uCdR5xKnVTjbdow\nh85MEUL28d27bPxzW2OJ4MnY+kh9AwJxtQNvuAHEkD4l4yR1lbUzwY5w5mAnozwmhwntI2/lpwGE\nYfeu+0aBZFy/+PYyvfOw0obop9xmN1cbATgK1lubnIepqCuj6WU3t1MiVSCmZEiB0zJyekbjcw/n\nHBP7anq+5f1jSQeeE9IfSl9VY5AhGremz2tHG8D8M2D4zufeX797qSPuYQDPgTMKeJM1OMkBNqe7\nnAKfgAF8H5njl95HZDMxccNiLt+JZKKQOTaTz6Q8zLau4amKyA2LNsSqvjR4uSj2ghEcMGnkXNzV\nk00AtOcl53my6G2DuhVlnPuLD8NWErY0gXK2aMhJIyHE5MERBSIjwOcoZH1M3dqCmD8bUh1c+9R9\npubKsrOBwVjk+1W9Td85xEz+xnkEsrl0VaS6CBo89XzG5WYjYvSk36l/y7m6XFvZUYcKg+aU5CS4\n5eMmkxkW5D7fY+o8jeCKEWZjVvAiEq3m+AgpCHoNyDVKwyJxM4Og0GMjenPIm0+mQ3Dr3GPTcKKr\n36CrqhmnkAqKlPU9AJOqebx+/iIfqxBgQMLJwrmcQID7sQGsnRd5p0AEkvJLfa5qIiWZtDyMArGM\nAA859UORZ9abvAYViucZcYDVuIRxsl42jss5WnWZy0oBqVQUd9eLY+sDbM8VXQLxPOttVXCAy+cF\nnJF3ybpXEq4zFzhu+j1hG/Wr7bmFOl/r9JoWBzHff/Hw4jwtF/s6UdtSRR6fx0X2F0axqSiDFoyB\noyp9pykHypPh0nAz958Sud+ULM213EGzNIRPnTf7HA+gQGhgaUrugwCLOFPhSu+Nnu9zsdvCdpv0\nM0lm1M0/lhDbJRmOXZIlA3g4LtGOGIoGPqZqK4vO+mwoEPeVcwZl8XwpTxP5fJ1tMMmlHci8AWwK\nJRDIwlM9kRwUN9KjLRaC7cs2wUOZQzm5Zup0BnwyDiDeOpccy8+YN6ZRH/CQKR2y8AiZC0awEQEd\nGwxLSXDDZ9TPXQ+aUsydbwYb6jn3GYV1lxDjietnA1i+UeZV1h0XyC+ywkOVkL9pBDiP79CA1Qa+\nbKB6s80oh0m0gXNlqnj85BjcEyl5lyQ4oKRcCBq7VJ4onx/PmTAOh1ED+VMfpbunEcaVL2xE6IZ6\ngQI3J4lHwbiaDWAatzOXxFr51tw5y8CrSjT6WEGAmduek+A8jVGxqjMFJcD4YdMKNl4DuDRTjuJE\npK83owztqbWSdSVGz5DG9WzdNT+3ho0+dMWB/PPxvMjf3oLOoUC4QQJsyCF6QUOlG1/Vc3OjAEaA\nD80WxoVRDXGZR9zkojTejSN4SOnCkgIhiUMc5TkvQgOMnZ9zKRBT64qNfEC+TeKmSgQjGb2SYBb3\nFMRyfbJfTEQjw2DenosAn0LAp2QY3tcNKc5PEswyZwAv6scZo+/dhPBSNQSRPYojC4rTG8rETNal\nDzMPZ+fgIgI8/t30WKl9/yhGe2kPISbBrQjwhJzDC1kSRvJyVq6jaOQtIYOBUjvH8fNQQk0FeQqo\nyo+nEKnLu7rYuCQcN7dIpzZ4/VyTJWEGE89TlcKKEP6QcL4G50sdPgSkTFUp1WMdZQR4kGGaFH9M\n9liSU1ypczfUkwjwRDjxfsowUwxydjor9mPdoPJcgFyaC2i0p2j8oWRImSlRSW2w8e9EseuMeI0q\nnivnGJUPkamEs/PO42O5BXf+mdBH7nPfaQrEAAUcUiB8aUBe7Mq6nNtdNTnGFBgBBri1uO0tvvrR\nj0blCAEkPZP4+gDgmQJBgVCNEjwpFbtPjrWHQoKzVL0tjPbUmlpdT6I7Mp6VMvw0DSA/7/D5UXyP\nSU7fCQS4nB/nh2CHzYKA6fBzeueQjcIhz78M6Q4ACJcT4pyxibYRYsMcjphxjefddltwgNMzRKqJ\nNAsS/jffLyL6A5RUv0vVmZxMe86m7wYc4DPX3VQIfIgA6xbJKRqTntkk1C4Qd79MVCwVydHije4E\ndiYCvLDfzSPA5Td5+TonF5/ab+ae477ykPucEmmbnO4R8r4foB258vtJdOshMot+L1xvmgIxPk4D\nEs2EAVx1HCFzxkyu99F9Tx7xick5g7IkgjhJjUpHvFCWJwvBzSHAEq5VyCf5cRvXqxveNC92TZkN\n2ktocs7rmldwxo8X6pTR5yGbCUVjPr/LqLSQCh/qFr1Vb7J3Jpnlg+eUDfcsZPYBXjn5wbXPuc/w\nGqeM8wESlR2FbHQ6Y/Hm+Ut4slweqC8RH9mgJhFgVcFhiTdlPKWuQQB30cncRu1snCcPVYan5L6I\ncZL47TaHKlM7goTcz1B8C8iSnoPDcLjIsM6w7uAk1wDGBolGgL1h+tT1s2fJeBo+oy5XaEOIBkE0\nKIpqCJQQYEHbZL1KQ4zi+XsqMsnHkRwkHSfRGm24DcPoU2OUjfKMtg/lJA9fjckwajQnxqmkvcHP\nR9dPDQNy0kz+dvG8ItpkCv3LSDr/29mM4jvDHRp7WyEYdnD3my1AE9SMpBeqNB6aApHzTqAM4CHq\nZdO1TgmhRLHPXdtT5cOyE1g6C+KASFUGCjyPxWjpqhqk6ktPUSA4gTADR2clwfnlaOgcuDKs6z40\nts9BE9/leACJOviYMszJ4IhVRkrzvUtjMoFyD5BZDvbCmIx1ybReyPqAJikQdWfR2So2tlkN4JE8\naGIqaVS7VYDgSXg0y0p8CQGWP9OGMeHFPr9mQ3u7r0qPJyIxi9zUOXQ4TPBkJo2+XMSfgKJ73Gji\nKg6Y5tBJWJJgigzUdB1lvJ1GZu+HFqbzBojcyfs8QAnoDbto3RuNkKIdZUxmkwQ5IPMSq5MUiDFv\nTjiX8m5Nm7PVa1XbWpeq+6GKPHvdlW2pFwvha1lAgPX1h2W29Dl6HeoOTsVxCwiwM3UyugKNSwQJ\nEphoECFw84n47FOdk6SBQFqvIVcRKJ5j4l7D58xJw9GoUUaTdKVavsZ4nEaySIEoHeVz56vo0iEf\nfTLMqtbdqBQTxvpomDyoEXJnbDIInWUDuK03vBkHrts8R4VjR0OqIqjncgQk+pnaLzR9RaFl5zq1\n9+XqA9NRoDwHywRC4b/bNA/ZgG1iC19nBe3OBv/4+1KBAJ9TBg2YjjQAWEwyO9Uj4L6Ay7m0kpE8\nMgVi1DI57j22Lzm+NDKAlxP7l2SODrp0vcko3ORYqKhqP06CqzrDDaTovOf//Azgx0CAFQXCgzez\nRQM0eveTz1Ogckj8nKVrjTjAC0l4S6EMCjRdT3ACibIue+q9KZGgyfcJqglAUKiFH4Re5LxRw4p5\neWh4hgYK8Jz73JvTqjfLidqGTaofSthvrkCBuDpAfBbjY7vLdpoCoSktUmdz6nmNZ5QnJwlNHPuD\nNoD5z6qzZQOJM5X2EKmfu3524sbnn6NLRt8wIsDcqKJK1/A05i7mJDL+5q6qiooOYwoCpTrd2aFG\nMqAWn3NoqHvEyET+WV0YwNPO2fCap6pxLFMghmv0zG/rx4g1MI0g6rU0GzrXiVi9GelnuW5vbaKl\n9KaC9QaHuoYzUjNekh0n7qF0mubys8OseLTCAe6H3+s88EDk3KZQWqb2ijQWqi09IJEZKeGXn030\nXx/bxCfDfg4BpvshwMACArkwf07RK+5NgXiA8fg+QImRjgiZ1hSmEGCZVxMRxnNlvgTc+QgwZugg\nKbl4BsCoO8sAw5nP//kZwO/IARaESQZXDODFiRvmk+BSK0+1YS21WORnUKgIlsPZi0kmUxSIMFYU\n/L45XOXsPAI8lQEqP6tiqM5TNXqme5XleSAFwvhyUZ02gO9/jzkEWO5ftZIMCOy2nJzw6ruLUcJN\n1c3X09XtX0etItMxjEpKJQ4aHKszzX+IkozA3pTh3AegREsI8DAhVMs5vOhxEhy3Ca87XgfaYRxt\nAV5Cx4zgctvkbDAOv70gxmJ4ZlTtvISQ4t4YI6J6nKfpDPdHgDkBat5BL9brme8wy0FcMICHuqF4\nDo1Cg0aOrUZ9xYAQCoS3FboqUxumuN6AjEM2CEmBBxoZThSIYf325ECfN0an9phzZa5BzmZf5ahf\nQPHsgN63cuRz6tlLCsQ7IsB4ODL7QSgQ59D/7inDMROQrepLIErmcFGx5YHPcmrfmnzOifk8NxY6\nQXEoVWfQ2TrWn14N4JG8KwIMIFdPCABB6iAuHB+AEKY/mg59J+/shJE+tfHOo7xLzzVRBm3K6/JQ\noSwqSrQNJ1mxoStEA8j8VYRq9Fyl4Tz/zEvPedY5YfDvR76Hvv5UlnzTZuQjRApE2TGM/2xai6qd\nngc6ajC3kVGICPCuSud8igiwdWVI+myUqHCETiPAU3IW33JEnQAOmw1sZxBQYYlzJ5Em6WrXVVWB\nDl4O2qGmNRT5u6KjmAN8/29d9aYIG58Km0+i5J4Wv8kS5384JucaB3NI35LRvgQiDGVoVFiF4g8p\nEAict5GqH9CMbldo6CRVKxmR8+td/3lKHsy9H8hcfXBG6WIuQ6SyFMdEOt1SFQipYS1ydnRn4d0e\namB+CAP4fSDAU7Se7JTqsR0awA/nI8+9w9L1piJlU9/KeMLmYGftOGnkwXXLVwN4JI9BMtfGauJV\nLlEgQJAuQ8vXxFle11L/7am7L93zlLENiKFs0mZlBgj01HMUKIagFhHJ8lSNN3u9qZyBzD5cwagf\nnEGBuP898jlTWfK6gxRnf1NRxUPGtj7aonyNFo1azRUnZwqEgfUmdSQbNS74QRvA56N89zl/+Pt3\nHaOpLnPHpom0pZxANUW30UlwxhvsttsCAZYmEMNnJqhKH0BM8Lr/e2Seb5yTp3iSEwiw0DIWz5sz\nWAf0iPfhsOkqLecahaOSd3FdeZOdMUc2JmQBX357mXTPXEMkcRZEtw3LugliOje/56g671tmEeB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# percentile(n) делает функцию, которая считает персентиль n-го уровня.\n", "# Эту функцию можно передать в аггрегатор, как выше мы передавали np.mean, np.std и np.median\n", "def percentile(n):\n", " def percentile_(x):\n", " return np.percentile(x, n)\n", " percentile_.__name__ = 'percentile_%s' % n\n", " return percentile_\n", "percentiles = [percentile(n) for n in [1, .75, .5, .25, 0]]\n", "# группируем по индексу, считаем процентили и строим\n", "data.groupby(level=0).rt_ms.agg(percentiles).plot(\n", " title='Percentiles by second', kind='area', stacked=False, ylim=[6, 7.5],figsize=(12, 10), linewidth=0)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u9oebtItfZXRYtwdCGQeJPQhCZtBGxK8g5AvB2IMUvKWXhx9+mEmTJjFu3DhW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bk9bNP8Wk2SOwfA+nWUMQd5GPdYjzd2NAYf7rz3r3zlK/jKV74S/v8Xf/EXi7831e3hbwP4VSHE\nn4LcHv4XIcT/KIT4W/7n/60Q4i0hxDdAzhD//cTrjocfuFbwEahIjs2Y+Y0X79jtYRf4jYPBL8+z\nMfPyAnTmOrfswdFhykEMAlfzYm1dDKo1mrBLpkxu7S3ANsCWZLH+OhpLrWfLAN8WY8wv+6cqNJBY\nobYWD1iH5QyUomMR59IjnVaqxJLLePDLYCSXPZT0Y+wiEh+r8nHo4P793xvfF7nIRWzfMkeEjcBI\nwttCU6KHUj0o25X01im9lfll8PuqpU1HHf1uDFx4s+mQHlXxxB9bybHjAkfM/Fr0VnFxkQvu1//2\n3/bX3qX5baXCwlq84TPAq6jIBfs+O1g8eUJH2vFix1XeSC/YjX4Wt/NqRWy7hcLDI2UPfBvkxDH9\n73ZFvCg97/rzVm2Hmt94Qd83OqXxQOuwYeFwRiVgBSiDX+4btbXQVg/Abz0CfkvML+sx41BYowEd\nH4zJHvJQ2BDg8cwv94fzZH57QJRYne3h9qAUUJuosIhfT2/S7Swwv1Gnypnf3Cs6/GyH5rfBizBG\nr9o+T4HjgVIwGfPL19xsenY3xgxNQxutmEAZK8ABDJnftdw+CK0FlBlnfvO+GSf3To2uAzZ4hnfx\ntfC9C63xUCnEJY57ze8GbZtOWlKOr0NOayKJIrcHJvXyZD6WvRi/AZ0rJoFf59w3nXN/1Tn3V5xz\n/41z7tI59787537Z//x/dc79J865X3DO/bVIInFwCEedWjDzm8seWMu0B/PLL+LZs36h4UnSuf7I\nmDuyg0PrE9PmSniLs1FbXB40iXInsc4EFqKXPbTQ6IL7ALs9CNOEim/b7s/BEGC8QeaXwe8KdPYY\nT2yUDEP3lg/qTumB7IGZXwc36vaQa34ra5OJCyhLH4wjuxZT195X2TO/kY5pjpjE/EJDylT2sC1Y\nIjIqe6gqVFbjSjHj3jPquc8vfDJKHJzwVkeyByDV7QsTg9+e+Y1lD7wJ+eij6N53Mb+KbMfe6Doo\nNBCe+WXZA2dFv3hBY3ARAyyf3X2J92Egd2rSATp9SJnffvE6RPbg3H6FGHYFt5eDw7Pu4/B9bYZu\nD8eURu0UnRrlFSKdlgPwW3J7WHmKvfZgrWn1CPOb3mRJ81t6b8z8AtPBLycmM/Mbyq6fIfhN5jcn\nDnJ72HQqkRfUZwJ+7cHMr9rK/K7xmApoWGCt/IY9ev6Fnw9Wq15WotEFiRlXa2WZjLW9JVocpeqi\n8X30Xzts1PbdfexjPvhZQfOr1Hjeylh0HT1bvA4+UJTXoCPwy8yvgw2bh/hzrR2R60WaX+foMwL4\nzf6glSa0+7WD35sJSnwRfjNRZbKHwPzm4HeLzy/3aWt7MLPZ9CwL628Z/EpchZc/h+5JKlp4OTq8\nPuj4jDsJLzKxi4SKmN+Fz5qWEhC2BZyaJnswZvYKZWOft435XYEsNx5Gg6GyFlLRveWJip1WyfG8\nCeC38ZNFujMNsocC8xtrfoHy5BE0137TFTS/VQU7sjM/JLYxv9YCC60Cs7PZjGe/xyF3ML+mrlEZ\nhdZ58BtJJHKfXyAu8uCv75nfi8jtAUilD1XE/Cqs+yIXmewhj52aX6VQB+a3Hcge+P6cG8oeFsZA\no8UVPg6yh1LEDOnjx6nV2SZyejxE9rDv3+0KfoYGL7DR/Y0bawc+v8dUh5JaE0C1af+zWg3Abs78\nOgCvvZiPNyBNZ4qa3yHzO+zvZfC7nfktfY/Jj3Nnfpkd5RDo82b2kT00XQoy2T3ppsHvLub3gdZh\nbCd/O8L88gZz5cEvOz0ASD6HNw5XV337xswvg98f/hD47nfjXJU0g36b7jepGCflzlPm2M1m8LOC\n7EGpPnlzarDLTxwXWuNhVEwk1vwCwFWXPjPJSuyg/Tcb4MUzGZhfBiX83G32B+xpfCPM702EcLTI\nCu/0IKwYuD1cFNweplZ4Y4AbL2I58xtPsnMwv13WqTu8Po759UUrUua31/zy8SEzv9ucEoD+OjfJ\n/Mam4cz8xrv62rnA/Mbg1zlAGrI6izW/DzzzO6juhhGrs4LmFxiCX2t7hw2WPZyK+Y2Pw0s/W5pU\n9pB7UZZCap0A2jx0XaOyBi0KzG9mdQbnBkwEJyU9lCnrFye9xYk1DV4EL+GS7IFjbGObfLYh6zLq\nN47GgWd+K7/T5YWuxPxe4gPvUyxHPyueN549o8WI3R54QQQOkz0Ap2F+13iSmOOz7CFmfo8Bv7zp\ngO0y5jclKQAMqv3J5RKbh6Tn42IWbQZ+a0sVPUuyh7y9cvmG8cemn2XmN9H8Zj6/JbcHa4ebrKZT\nCfg7B9kDaz7jcZozvwCK7O8Y+JXSn/bicXivfGKzzMC/gUoqhPJGguba1wEM/tN/2pNq8ekPMJ35\nbSeC320l5ecAv103An4j5jfW/AJAY9aDDXyHq8Ec+K/+FaA6Yn6tELBevjkme2gD+B137jgkzhv8\nRsyvcOmEOcb8cpEL7txxxJ2CAVbMHObMLy/8wDwJb52khJDw/7g8kPmla7C2bpjwRm4PC2Ogguxh\nOvO71Ho2789tUWJ+P+jdiHDlmd94UqusDcA8Lk6iNWAcMb9B9iBE0PyWJp+S1RkXxtgle7C211mb\nuqbNhpdckI7pephfY1woNMGyhymbqlbtdnuorQ4TYB0x6joDLhcm9fp1cHiNDwEQax+zfjHzW1sd\n2nCD58UiFznzu8aTnZrfThF79cjPlFx5j0uiAz0z0+JVynRZi5egKhdTNL9AanUmnIP2WnXgPJjf\nGPxq288BmotcmHlkD9LnGYgst8Ca3bIHuVyGkz2WrjVdKnsACJjkbg9TZA/8PvYFv7eF+c1lDwLk\nkLRN9gAMN2dNVnHvXGQPcQlyIPP59V8/LNzkNvALEPOrtT/CH2F+e9lDyvxS4aQ2bMauroB/8k/o\n71TG/DJAvsLHyclQfC8AzcsyWztKOGZbSfm8bx4iexhjfh94zS8l6yPUEAC8rCgrqBP7IgOErf7o\nj6gSa+72wOt6m71Hrl56B2UPnLkqknTFUc1vdFSaD+zYr3CM+Y09+2KGwTXHF8yW2gTXAr7+2CS6\nzXqTGWQuVzya8GYtpNHYdAq11aR9nJLwlh2FniqUtqPg10ChAb2kWPNbjTC/UtIiWGXML2sQc50g\nULY66zW/6fPnXonG9FITU1Vh4mXZA2aUjWzT/Gpjw4YvYSMmML9LY7YmvFVWB0u+mFF3kRcvkFbe\nAoix583GQymT9o2Z3zr6uxYvA8C2nj0vvYcrfDIqabK2PwHghDcAgfnlctdAz8x0BeaXwe9U2QPQ\nZ6PzAs3lyw9lfk8Dfh8nGkhjqLyxnon5lYqkVoPcAr074a1bLtF4bz6WPeTML0B9JszLHhWUEt7y\n98ZgpMPVKJgrOkZkzC9f99zcHnLZQ8L8jsgegBL4zZjfAmt83cGa3/i+9mF+rR3OnQzaOlySu8tl\nJHuINb9+4xBvLmLZQwx+gd6/d4z5vcT7+Bh/PLgXjlZJqOxm87mG2NYx2UNZ83sY85tWx7jQ2ku7\naIPfyx4412Gd3KuUblAO+nd/l96nsLHmN5U9dJmHMdu63S3ZQ1TgguUPHGNuDyx7AIYD+1X7MjB6\nMfjV6GChsVqlWZu88L/Ztlhs9kyXLITUGl+6ugoT+jbwu43dimUP2xLeFtZCO4VW0q55SsLbdcoe\nNmoz6MwMftd4HN5VzvyWwC/roERW5ILLYea7WCACvzuKXACU1JR7QVv0CW/sRsGyhzl9frcxv1Ib\nz/zqsBOfAn6VIaCyPeEtkz1kEiOOpdZJAYFLvBf+Jtf8yoT5pePtDlc0gVobNrhqsSjKHlb4tOiF\n+eIF8Ku/ipCYUluLNyLmNy5vDNBEbaEhsQ6aXy6ZzovgtoS3IfglqQWDX64mdijzOyfY4GdY40k4\nIQAi5jcDv4c6TUhDG+68BLkzaiB7yMGvXC7RevDLsodGDsEvMb/0fr4Qju3coBDDGPMLODR4cTDz\nextkD8Hn1/Ve5zng56/z+ZdPTTj2YX7ndCiJo8T85qd1wDj4BYbjkMAvub5IrPDqVQ9Y48/hvhhf\ny/iEN8IOzUCGA4yD31d4D4/xzWRei++tKcge8tOYmPn98uvX+Bt/+If4C8+ehc/ppBn8/iEJb2PM\nLz9fnPAGEHMen6Q3UkKjS56PE5eFM5Hm15/G8VqddTY+6b47zK8jUBHLHpIfe83voMhFxPzmDdUq\nGTpqDH4VNuHFpeCXfvfHr65gRiqq7BOcDf1FT6+0W2QP2yyHeGfIsofYRcJAQpg1KkdaR+MUVi0t\nzMJNYX4JTJlrSHjbyBab1oZJ09q+sh5LHgCERCLAm65H4Fep3lLFQiXlrnmDBOfCRiaOYsKbB0g5\n6HKurxTF9+pg4ED9LlQeqmu4qpqVGtqq+WWACRV29xJXOxdnXuRsVUEUThl65pfGQO4MEevvl8bg\nCXpz1Fce/AY2PE54i5PlOLHJH0VX0eqp63pU9lCq9NN1wA9+APzKr9AYqI0JzG/lXLBZi2UP9Gyu\nT6RaLhOwlcse4ok9H5/WA27eULHu9xC3h33/ble0Lc0PDV4k+ljDDiWR7EHrw32GpdbFTbYzeiBz\nKMoeMuZXqiH4Xdg+afinIjqrkemCOWDLomPoqeDXwYb+nzO/5wZ+jYlkD0KQ7MFbnVXOUfKq7G86\nr27G0arDNb9zAZN841JKeCsxvyW7MwZmg1PgrpcidHiNy8vtsge61m7ml2Ms4e0S70Nhg2f4Tv+7\n0W13ehr4tVD48uvX+K+++U18cb3GX3/rLfy8t5xg14r496+u9luSrppmkCfDml+gB79xwpsqgt82\nafvwLFYF5hcZ85tXr+s1v3cE/IpM9lC5MvPrRjS/QHlg825mtfJ2HmvqmAqbAfPLrNeXrq5m8W3l\nyfxL3p9L4ip41uaxjfnlTsKyh/gIHqDsf6DP1F01nV+Uprs9XIfsQRoN7frB8fJlv6hwshuwPeEN\noHdJE4JO6AeyyiNN6lTmN0yqltowZoBj8MvMb+WrEMZ/Pyfz6/PJAJT9X7WxgfllLDBJ9mAIqBAg\nHE4DvJHkfhUnvAFInFeWxuA1PkSLSzi4wPzyYpRofjOnCAMZwK/ITnEqawfvrcVLKDSD8cF96MUL\nb4tkLR5KKvUaNL9ezw3QRM3X5n4gLy4y8Jsyv+w1nHvIOjgIK1E5d5Ts4VTMb9vS/TjYhPl1hjTK\nMfO7L/j95JP+XqVWXvbQM7/OAbBD2YPKZQ8XF2gvLmjz6ect44aa35iV++kI/OYL5jjzOw5+B0lz\neB7Gf8z8WpgBO3XTQcwvtYEAEtkDQH08ZsdHZQ9KDryVp4LfYzyi41hnCkMCv2pU8+t84tQhzC/Q\ng9+S20NtDGKtL//Lml+1B/O7wbPwGbH0IW7bTqmBs1QuRWLm96+8+25I2gaAz/sX0Ji0AVup4Nx0\n6YPWwNoOf/lBxvzmCW8Sq9AHrCX5mYmY3/W6n+OE631+rWFHLQbBmXNQkD3cuYS3EdmDELQrzaoG\nbZM9SK2TxfT58575VdhsZX7tSDnBfUL5Y8Ev+e2Pg8XGlEV2W2UPgfk1A+YX6F0MmEFZt172sIP5\nZfnEdRW5UIpspfhZ47ZfRczvw0z2ECe8AT0DbKBSXbifIC+y985RYn55MyUc/ewS74efvftu/7fG\nALCSgG60kHNiFe9mj438fQ2SGXSv+WU5+STZg2fpnBCozFD6YCI2G0BwYuDoMvALODzFt7DB0zDx\nP5rA/MbabhEhe5Y9ENNL37deu63RFpnfcO+ehRWgjVMie4iYX97chuIJGfMba37Xayp7C/gKTtEm\nxEKFazCLfIjs4Uq9CuN4LuaXfUfXeOzvVYdMf2ElaucSzW8pCXVbXF4Cb7/tAYpj2UPP/BpDyS1T\nEt6cEOEdkKdqgfmN5qUfXa8D4OmyDj+m+QXGwe/L7lmy2eWkTTiXML8K69EKWzcVQfYQndBwhTfA\ny0WiRKptsofcYeM8wO848wtg1OuXgVmp+hgzvy0uPfgduj1wgRAg1fyuVsy2twARqV0AACAASURB\nVIMETKCc8BavJa/wbrie9V64WgPKycF7GvRlv9ZdZIsBn3RJtwnrhDHAa0dE0lTwW0p2A3qrM3oe\nIgu1cSjJHhigx7KHmMEWEfM70PxmY+tOyh50XYcjWVFgfgE/CJgZCxXe/GKWH3VoNQJ+GyisE+bX\nUhcHAPz4ajUL+O2UTphfAFjp4XE8ML4AOdd7DsfMbwx+GdQxuNh0MjAyu5hf2M5XfboG8GtMAjBi\nl43YLirR/DoXgDkPNE5UtFAJgArgV6nyYN7C/DL4fYbvhp99+mnfp54+BeA0XMb86qoiAO00fu/3\njgcxWvviBPguXuD7g0XIWBvspXrmd4LswSeFOSGCrj4OkkPQ4HujI+u8eJOQgF//YU/wVpA8AAgs\nwajm1x8pBuY3+nwVZA8q6C7pHboi+I3/PzbEf6Prev/lSPagsA5SmCB7KDC/mw31pw8/JKD36lW0\n6fIAN7Zh4oWTpVRKTddCtqoLJx5zgd/Y6YHvVUrevHl3imis7wt+u47KAfMGvDYmKUGulC9JnoEV\nJ0TI0gd6GU374EGQw9gd4PeB1viCp8U6vR38xszv2OZwoza4Ql8E5LXXsX9hvU6YX4nVICnnpoMB\nIsuTRFTkAvBlyJ0K/bHE/CoFGJeC331kD6cCv+ymMsb8AjTvbgO/P/xh+v0S8xtKsg9kH7nmV1LJ\ne48StjG/DFCJfomODuHCBpnvhwFjzPyWSgQz27rMJnl2t4m9fsnLmOaUqbrfkt6XnyWWPVibJlnG\nsge+x1j2EBekqrzm1woRksP5uaVRyZx59xLeBm4P6c8ZsFB2fl92tXIOzpvnD3Z7WicZjDnzu9mQ\nZyfAPqUOn2sasmuaQ/bgy3X+aNMEy7ONLifSjS1AMcuban77AcsDjnft2klvQbRb8yusRGXttRS5\nUNokQOb5c5ok/gy/Gp6xsjbZ4cbMbwx+Q8JbdH0TMb9Ft4eC1Rn3K+fo/eQ79A8+oHb66leJ0YqL\nMgA98yusxr/8l8Av/RLwa78G/IN/cNjiYAzwffw23sL/hSt8UmR+K+cgbIfNhvpEKeM3v6Z1EfNb\nAL8AAov+7/pdSdxOnJkP9IvFFT7Gp/iT8P2dsgdrE9lDPOOx7AEgOyKgn5A1mp3ML4PRN6QMzxEn\nvMXML8s/5GKRgS2HdUsN+aEnAd97r3+PL33p83hhjhfONZ6Q+8REnKSMxmtQRshcp+rcTtzGNgK/\nwpE7yjGyh7Yl5pdKPFMSZWW1L+jjj2ztsMgFkNreyQj8MvPLVf/iCM4czuGBUn3+xB6aX67QNXgW\npRJ2jpnfL11dwdpNYH4lVgOwfdPBbgQC8OCXqqLaiPllvXdyzB6NGykB41LZw8IMSyOPRQ5aD438\nmL+U8FZkfgs36WBgYfDd76bfzzW/V01LJw3GJLkHtbWwjgYEa1s1iGigJLah77SFCQluX37NmvGU\n+QVSP/A4b0Vn4HdQplsN3S+AnvmN53+lONHVTGZ+u65P9o/bobYWC+sL43hwH+uCZeT2wOA3lj3E\n4FdYIo6cEMHaipnf3JmEmfAS8/vpp4drzc8W/GKX7CGyXeJjW2YTKkOtMbQ6GzK/rPkNFZ/838R6\nXwBw5vidPsseAODL/robUwa/UpaTKmKD61724BLN7zJaiC0UNIjNrZyF0uMeako51NYXx7g25reX\nPTx75vAWfi2ZFB6qFNDWnvl1DsmRdMn4O5Y95NXdhOsTnXKrM8APTlhs8DSZCN59F/i93/O+v/7o\nJpE9cAarZ47Xa+DP/xz43vcOY/O07ifpEgOjjYFwLpQKJg9GE8BHKXijwOBXWFFMesvB7xjzG+vO\nYuaMFyM7JnvwC+sY88ssPveHHvzukj3IIEN4JGU4yI6tzgy64Le5sOQNbbzOObmuocm7DH7ZD3jI\n/AL7Sx+U0bjy4Hcu5pfHSL9YqeCWISz1nVj2YMx+zG/bUn966y3qn6yx5oVster1fXmsfTljoGd+\nmwcPCHxYWZQ9cPteaA2B3vEh1wluY37zxTX8jlaBndNoA7P/xdUKSy2xabVnftdQM/p4l2LfhDoC\niB05pATZQ6r5tQXwG48jqgmTDqzzkT1sZ37NCPML0Pv+5JMUfBHz63ECXvdMbWHd47k1Z37576mI\nUsyA9g3x5ctLwDk0eBlOsMJzZuA3sKWuPzkpMb9jsoc3O77PXnNPv0vFXaa+n1evyk4PHI+UiuaT\n/rktFC5XvcZ6m+wBkeaXmV/GHPlmq4s0vyzZ4njnHeDv/t1UMjk1zhb8isztYZDwFjG/dZSwY+o6\nlE3dV/MbR6z3BahK0bEhVQ9+WfqwsZfFY1FjyuxPSOyiu4JUdpAduoyYX6psJEP53dwSKA6WZVTZ\nUeipQmmTHGV8+rzBK7yb/E4+obHbQ9P0g2AK85tHUiqzoBOG01jjKSzSPvPtbwP/+l/T16Igewg+\nv274mYd0oZTpH/qZamtRWfJWBfqjvJwJK12TNfPCDWVFAIJGlhOL4naKE94WI32lJHvImV9yIJCA\nc4OEtzqAX2Z+2XO1HYCbXPbA4+xR1wUQH8segP44sDYGuq4T1w6ALA5J+tBb9MTgd4PnaPAy0fzG\npZL3TXrrtAqbh7llD/0GKmJ+/SlP7vawL/gFSA/N2sjaWnS+BPlqRfq+nKkDgFUEfqXvT3yiIGxX\nlD1w+7K14BeD7GF7wluswRwHvxqXeN8XafkIvGH+8asrLIzBuu2ujfm9LKvhRoMT3kSQPfTljQEv\ne/CgInEXyGQPsCn4vQnZw2aTSoWman65qmkeDNBi9jeXPZQkDxyVod+LNb9c4IIjqQYbYYkvrNdU\nibbgy8snWgDCpsSAqnXyPF8Cv02nAGcHzO+F1kFKFjO/FhobPJvMkL7//nbw+yACv3FhFQB4tW7D\n53JVxTHmlzW/whmfIFdmflUkewDS9uDT+n/+z6c9WxxnC34BKnMayhvnVmeR5jdO2FGLRdipDcCv\nUejwOiTQPHniQaZ3e4ijy5hfWLW18MSUkB6AAsDnWt41NkUdrtblBTAFvySl4IWGI0140wH8Mms6\nFsoYn7BiryfhzegAZJQCXqyGs2duX8P3FrMD05hfCrZHCsluIi2eEmt+e9DVr0QvXkQgNmN+eTAT\noCxMwgc0aWpjVwC/hjYrC0vHeyGJY8tqxdfkIhdUDWoIfgWAn3z1KkyybgT85tozjpLsIdf8chvn\nCXUqkj3kzK/aU/bA9x2XNwb6/rLwmuA8ye//5+7NeiXLzuywdYaIO+RUlTWzSuwim2wJbRkWDAgC\nbKMf7CfDBgwY/l+CXm1ATwJsodFwv8i2yG5BUKNEdnPqFimy2MwiqyorK6c7xb0RcYY9+WHvb59v\nD+eciJs3u7PqAxJ5b9yIE2fYw9prr299r223UOjw2WdDXzw9teOGPY8N1ngyyvzS+e7D/G5xCon2\nxmUPNNFzzW9h5I3IHgBy2bDuOzHzm9P8Annm17cr3WZlD3R/aWF1b7u1YJuB0Xjs1JABUBkDv520\npVs3eOb1vjDGA5hW2rLNPdZJFa6bjss9beW97MG170TzO8L8xrIHqHDV8Pfh9tC2IVFgc1rmmV/A\nLljjGAO/NFb2uPI7AzGgBOB3kjnza8zweSAGv8Pk9Np2myVfgLzsgeQ+k+C3F1mGGrDjnYrAr3Lm\narv264cPp8Hv4QjzCwBX29af9y6aXwMADvyS5pc70gCh7AEIxyda5F6HLHhlwW/M/ObcHuh/rlnk\nzG+ilVG22hdlZ/qtAWyT7ExqzK8RymJbEdcNwVamNHhrl7QWh5R55tcmdg0f6IRMrFGooRawZY3J\ngL/SGv0OzG/1d6T57eWQ8HZ6CgiTjp4x81saAyHHwK8M2MMc8/vdx48BY7I2ZwADeFp4ZjDnEQwM\n27mKLcT8MTLM73XBL0lacpOQUtpKOLzExbEZE8+ZFgqV07oWJt1ZASzv9QGr67yL7IFHzu2BV4er\ntfbsB5U29tfNZA8NzgIGfk72ECe80TOl6n1x1EpZ8MtkEYUxuLvdQqLDb34Tvv/jjwddnwW/fVbz\nS2PIPuAXMLjCly+d+dUaPuEtBr9TzG+sxwzvOwO/bkF+dWX7SU7zS+BX0G4JOPM7yB64LRrdX2J+\nS2Nwb7MJwO+U5AGwDFJ2V00NDi+k973XNLZgkEvOpeO9bPC7L/NL7GgBBLIHuq+7an4LHSKtvw/Z\nQ9eFY+WuzC8waGyDvzmA9umnob8xjZUG2i/Ccwv5QjPNrxncDeaY31Jr3GH5PcCQgGvft/GMM5c9\naIhJ2UPT96OA+rjrMszv7uBXSuDh4za4NgDBNRxMgN9N11kWd0b2wN0eCqOtfNNJLsc0vyoDfqnN\nXYcseKXBryxLPymPuT3omPmtKnTqETRk1u0BSFc1OdlDixVKrYd64TM2YbsE1/x6PSTyx90V/Aqp\n/ERDEXRg3UKh87KHPpO4R5mwHvwa83dS5ELqIeHt9DT1RgSQJDGUWkMZFUzC5PagEKbW0yRwwO7H\nW5eXeH2zGZLdRhiEwigPfuMyjz6MCMCcZ4DLEkXG6uw64Jc7eYzKHpx+2Sa77c78kttDYfKaX1OW\nXu8LRK4YVeVByZTswRuZs6ASx7VSXu9LpY0pBJM92MnpOSs1O6/5DZhfGiuY1RmPWilIl7hIfyeH\nC4Uen3wSvp97gm7w1PsKG4TMES2adpU9EPi6xKMb1fxKdH4BZaDRdnayKYn5Nbszv8+ehb+HchMJ\nAydNIiB5pRKPaAoCv3w3gApdlGqQPbQ8udI9Hz4Z31+vA81vrHOOCw5Y9jvVmtExLvCpB78kq7Dg\ncQC/ykw757xoXE/20A3FaExkdSalB0VBOd1I82si2UNlDAqjk6phuXhZzK+9tt2Y3ynwKyXwr/+1\n3SJ/8iRkbqmoUm4sqx37rdA7ZpUS36bB792mQWlMyJr2vd/1BcJiODnZgxCZYl29GN1tO+66RPO7\nj+zh0SMrxYwjvoZcwhsACNMGld9ysoceGzTmyeD2AG3bHhSOIuZaKUCZAStpqET2AHzNmF/Abkf7\nIhfRnBW6PTDGqK4BtcUJfp0Kxd2AHIMZSnjj0eESR33vNaRzNmG7hJAqYX6NS1qLYy/w6zxb721T\nn8JS9x4MEGsax/e+Bzx4YDVvnvn9O9L8kuzh7CwcjCgSza+xyX18chiKXIQV3uAkCL7jGoNbbYtv\nnJ9nbc4AlvBmhGclR5lfp1si0KsYyLpZze8480uyB+/s4ZnfcfDbdaHsASOaX1VVuMtotHjCIfZ3\nSvaQ2+4m3a/tCxaExAApZmkv8YUHnDJT5CIoPR1pfg1j5CuTgp6c7OG46zzgyTGhNF6Q7KFSCsJZ\nLVJQIsx+zK9NGrxJ2YOM+lXbC6f5dW4PnFGbSXibBb9FgYKNM5drB7D3Bb+697KHuKAKEC5oj/s+\nSECj8/8Mf4FP8P2MD6vJLg6JYTrFrz2wue/oqoWUAfObW4jeZOwLfoV0/vak+XVSJgK/VAUynlfm\nmF/A9tO4gl4uXqbs4SaYX8BWgfzoI9uOJRoPdslXPreLRcV4JDqfBwCE/YqDXxobaNc4lgyE4NfO\nMWPgN8v8ij4rzwBsX4iZX5I97KLlf/gwP9/F12AX1DphfhU6loNj71nXmcC14iE+sglvTPNLuMaC\n32HMpIXPcPw+K3v42jG/AGZ9fnVk0k+VqZ7iP2XA7zjzK9EGBucdViHwugHZQ8+Y38MdmN/cpJnI\nHqREJy2Qed+xdByMFLrz2e+lTpPjADto/cmfACdn0mt+/y5kD1IPCW+jzG9G86uhAv1Q01CZxbQH\nqLL0Hfe4t6b+3zg/94NeDH5pUO3NhQdbOc9DAJ759bKHl8D8zmt+rTVPRduaBH4nEnKaBh6wabfA\nzNmdxRNMfK8IqOQG4kq7sssTFlcFhgSmyrHQ/Lu5Z/Mp81veRfZAxz0UYlb2sMjIHm558JtHrrxt\n9LhCrTX6xSJhjlqsdgK/xthtPwA3LnuIF5XbjsBvyPwqZZmbqUny+fPw9zjRsISVjFAhnvMrq8kN\n2hL5slcVmuUykNDIqrKsv7ZClxj8+oQ3NtstpAxkCENC4nM8xEf4Df6f9L5EPr2WYaIdlqGTEfNb\nM+ZXYGOTeV7iELmv5peuJ2Z+qc8Se8llD9J5F1P0PZKEN/rslIyK4mXKHnRkwZbz+QVsglkVPZjx\nPtz4xT2B1zHmlxLHb3edq5RodeQ0RuWY39fcDeELtQMhcGeE+SWv+jnw2/ap0wMFMb+x7EGhw2Wb\n2n3GYcFv2vjihDfAONwUnpxEG/juAwbbrveShx4bPMKPPNlh26r2DPVRBrzrAPx2X3/ZAw2QxYjs\nwRQFDMjtIa3ydoYHuGqH3siLQ3Awo0ETnPGNlmQQx2wGKm5C88vA71JKD+Ry7bgTeZ1VjvmVTpP2\nvtNn8oZaqM6vmscS3prG/nv8dD/N74MH+5VvjYMzv2PgN054q7QOmF8Na3u2WgHQXbLFrhn4veMG\nuncuLvxxY9mD1x7qIRO3xzpYGFGQ5pe2b7jm9ybB76D5Tf02ldbeto2Y32rG1aNpooQ3k2rqAQT+\nxUA64RAoyYFfn+w2wfwCwzZ2LHtQZRmwtNwFhAZYHmMJbwW7jjjhjZ9r7PZwq+sCti8OvlO0wkPU\njvmN70WHy536CJe3zPk07xO2Ilkk6SLm18hA8yslZrdHLy7Cex0zv4UxKADP/J5vtr7ICAVfaG2O\njgLmFwCa5dJpbNtE9pBjfpdSBm4PBN7Jyi43mcfg1y4y05v+BpM9SHQe9LxqzG8r7UMJfH6jIhdc\n9kDFGfjzEyLP/NbReJJbHBnjSj+/YFI4kJM9GBS6DZx8EtmDa1+lMUOSOv0tA37tFrrwJYEpcrtY\nVOhCOeaXjinQeBb3El/4RHrqb/cyzO+BlHvJHrz/L7uvl5u0wAWFZX5lBB5d8qk5mR2LdgG/vNBF\nfG8lukD2AADbvvOLuYf4j3aR7BZpMfN76Jhfv0CLmN/Y6/frmfCGEPTmNIkEPHLMr4HCZ80vhtfZ\n4MbBL58Y6GeyKApYR/3ig51UoXXPgbCrvBwoamU+45u0rb5Mq7Sr8oVSeHe1Qq1UsHVTagGJdkh4\niy5CqaHhkMau3FHz+8knwL/6V9e3ZYo1v/H2LJBPeOPML2lGLy4A6C7dDmPglwadWmu/UBhjfo0Z\nvtdAZwcEOKNuAH7b3B/zpWh+010C7/ZA2dxocNT3ie8pj7aNNb/5hLeYtY0XFt0E+M3ZnFH0kdcv\n4J7rhOwhWPChScDvmNUZv46c5rfUGgdSep/flPkdZguu8eMJspd4iFprK3vIgN9d+kf8nLtux7Jw\nM5GTPTR9xPwG4Pd0NuGN44U44Q1ugdFLO65dtVubQ8CeLScyNkdH3umBYor5zWl+l0pBmsGNZ7u1\nY+SoVh8p+KXtYR5Hfe8nemoLlDyX24W5yViv9wOSnXM4KoyFYAXsjo6OZA/cUqvHOgBWVvaQNtZ4\nMf3ll8lbArD2IkFFYXg36lVa0CE3zlNw6UM1sntDuyF3osaeG8to4aMgmJeudTIgaYPA1ueI0NhA\nzG8ie2DfSeXbp8AvEI5v6+0088sXZrxdzy1syfp1P/BrHUaI7ODML933hoFf2sEj5peckULZgwhk\nD2PML98h+Foxv172EDHAPLTTdMaaX2rAj7pfDa+z7WOuaeETA4FfMqc/YiN7eROyByECNutQCF+i\nOI6taCaZXwKFQirLKDtg/e7FRbAqrLVGj42XPcRa3pi52Yf5Xa/tSvF735t9azas1ZntGOS3zGMp\nRMC+A7bTcOaX2J3Vyg7cMSOgM+AXAN53tR5z7weQaENzE2npdEuA3XajrTfr85vev+trfgfZQ475\nLd0zI+b3qO9nZQ/kiGC3nfIJbxz8GqTgt53Q/Hqnh5zsYRfml7k9xCHRBolZSkUawagalGRylFj2\nQP1IRczvsWN++cRJRS2AkPkV2KJSKit76LDaifnlzxkwO2ksd4mc7IHAb+lkFtoBGymBBqeJkTyP\nq6tQZ8cvVxthua+igFDSToLGMb/ePzu0rcwxv7osbYn1DPMbuz0AA6tJL52f2+uIC9vw6FUfeMmG\n998G33UiADSA3/6lgt+u229XjcotFyaf8OYXxw788mvxW9L94GzAo2Kyh6bJl8m9KfDbdU4CxO5t\nL0XSr8aYX2AAv995/BhvrNdZ8Evz/r0I/OZkD7ai2QaA8cyvRAeJ1ubZuIZ0AZs5LrD1bjFAKNE5\niDS/BKIHtwcBZfrkflJbUMrKlkatzkZkD4AliqbA71O32bkv87uQEu+4CTnW/AJAq1pfXY6O7a0t\nnezB4hrlxmODJ8+EP/+Y+aV7wRfhWu8/v76y4NfLHnRe9gCMM7+k+Wn1xg/OfHCzxvT2Dxxw9T6D\n24LfAHiZfGLaXpckw9Fsjvmd0vwe9tbQXCgJoZQH/B+cngar10pboxNKeIuZX973CfzaJJj5lkTs\n29On0+8bC+m2Nv3qjT2LP/jyS/yvf/VXyQq3cszvoOuz4NfapKhUpzoCfgnkjDG/MUjKJr2NML83\nLXsYEt7yPr9c9iDQ4KjrstpuC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4JfznQpdB78vr7ZYJoXGhJ1aEXZYz3IHkaY3FHwmwF1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dexu70AgT3ug5iqoovFyN2NzOmV8tyBucljoxrtMOl4ZNFNaoW4/gzyj4DZPY8rr7u6vwFn//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\noFXwm2GqVYzQKz5sSvklJlHQ9vxybYpduIP/5nl7G83Ke9z3Mm0PI1R+j27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0X3YIfWkz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\nLkBx3dh8BeS4bASl1DNKqXeWf99B0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# сгруппируем по пять секунд, для этого сделаем новую колонку\n", "data['group'] = data.index // 5\n", "# и опять построим процентили\n", "data.groupby('group').rt_ms.agg(percentiles).plot(\n", " title='Percentiles by 5 second', kind='area', stacked=False, ylim=[6, 6.5],figsize=(12, 10), linewidth=0)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.0" } }, "nbformat": 4, "nbformat_minor": 0 }