interpolate_data-checkpoint.ipynb 460 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 242,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
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    "from scipy.interpolate import interp1d\n",
    "from numpy import arange\n",
    "from matplotlib.pyplot import figure,show"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 243,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "def plot(originalX, originalY, interpolatedX, interpolatedY, label):\n",
    "    figure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\n",
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    "    fig = figure(1)\n",
    "    ax = fig.add_subplot(212)\n",
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    "    ax.plot(originalX, originalY, \"\" ,label=\"Original\")\n",
    "    ax.plot(interpolatedX, interpolatedY, \"\" ,label=\"Interpolated\")\n",
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    "    ax.grid(True)\n",
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    "    l = ax.set_xlabel(label)\n",
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    "    l.set_color('g')\n",
    "    l.set_fontsize('large')\n",
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    "    ax.set_xlim((originalX[0], originalX[0]+1000))\n",
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    "    ax.legend()\n",
    "    show()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 244,
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   "metadata": {},
   "outputs": [],
   "source": [
    "inputFile = 'data/accData-02-24_klibo.txt'\n",
    "outputFile = \"data/accData-02-24_klibo_P20_.txt\"\n",
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    "#Period in milliseconds\n",
    "period = 20"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 245,
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   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['user','activity','timestamp', 'x-axis', 'y-axis', 'z-axis']\n",
    "df = pd.read_csv(inputFile, header = None, names = columns)\n",
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    "df = df.dropna()\n",
    "\n",
    "dataPartsDF = pd.DataFrame(\n",
    "    {'starttime': startList,\n",
    "    'endtime': endList,\n",
    "    })"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 246,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1 Limping\n",
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      "------------------------\n",
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      "2 Limping\n",
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      "------------------------\n",
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      "3 Limping\n",
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      "------------------------\n",
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      "4 Limping\n",
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      "------------------------\n",
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      "Done\n"
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     ]
    }
   ],
   "source": [
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    "counter, totalcounter, partsCounter  = 0, 0 , 0\n",
    "startList, endList = [], []\n",
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    "for x in range (1,len(df.index)):\n",
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    "    totalcounter += 1\n",
    "    counter += 1\n",
    "    if (df['timestamp'].iloc[x]-df['timestamp'].iloc[x-1]>100 or x == len(df.index)-1):\n",
    "        partsCounter += 1\n",
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    "        startList.append(totalcounter - counter)\n",
    "        endList.append(totalcounter)\n",
    "        counter = 0\n",
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    "        print(partsCounter , df['activity'].iloc[x-1])\n",
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    "        print(\"------------------------\")\n",
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    "print(\"Done\")"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 247,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1 4 Limping 0 1468\n"
     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 4 Limping 1468 22121\n"
     ]
    },
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EEKLNUVWVFTuyKV7xDNc4l+GnsVEXko5+8j/wjR/q0dgCQyMJDJ0IQyce+53qdlNSkEXjtkV03/cSn2keZSFX8Y+sC1hzsPxYOb1WoVuoHymRJnpG+XPVoFgCfbw88TZEC/tpe6Y2vESV+B8//Vv9ka21JKEWQgghhBBtyt78SjZ99BwX171LmGLG7BuPc+IT+KdOhrO8p+yZUjQaouJTIP4xGHoJfHIr15cv5NqEg+SNfJa9tjAOldZxqNTCoTILn+0u5rPdxVTVN/HIhb08Hb5oARqNBqPRSFFREREREej17WfIv9vtxuVyeTqMVqWqKlVVVej1ejR/YA0ESaiFEEIIIUSbUFFnY+VH8xme929makqw6INpGD2XgME3gLb9JCdE9YFb1sG6J9F8/zJdPxpP1/OfgPNvPnZBoL7JyYQXvuOLPSU8PLEnGk3bvFAgTk98fDzl5eUcPXq0XfVUW61WvL29PR1Gq9Pr9b/awut0SUIthBBCCCE8yu50s3LFx8Rv/xfXKYexar2p6H8vYefdA4Z2uh+03gjnPwnJE2DZbbDiPji0Aqb8G/yj8TPouKhPNK98k8O2vBoGdQ32dMQtqrCmkcNlFuJDfEkI8UXbSS4YaDQaIiMjiYiIQFXVdpNUr169mnHjxnk6jFalKMof6pn+iSTUQgghhBDCI1RVZcuW73F9/RhTXD/gVLTkdb+auKl/xdsU4enwWkbCMLhtI6x6GHa+C68MgUnzIO0yLvwxof58d3G7T6iLaq1szqliU24Vm3OrKKyxHnvOqNeQEtE8Z7xH5E/3/gT4tKNRB6dJUZQ/NC/XE9rb3tlthSTUQgghhBCi1R3JPUze0kcZUf8lWkUlO2wcsZf9g/iIZE+H1vKM/jDlZegxCT67E5beBAeX03PSPLqH+bJyXwl/vagXOm37Wf27xGxlU05z8rw5t5ri6jqCqCdIsTAwwMHtySrd/ZpoMpdjNVfgrqrCt6yWIMVCsGJBh4UjmnAOmQZjjhmNX/IwenQJ7VS92aJjkIRaCCGEEEK0GnNNFXsWP8aAkg/oqtjJ9k0naMo/SEzx7MrdrSJlAszaDJ/Pgf0fo+R9z+z4P3P39jA251YzPCnU0xGemNtF5ZE95O/dgKVwH4215eibakhQLPTDwqMaC37Gxp/L24D8X1ejGn1o8grCogmj0B1PWGMuF9R9BJkfYdnvzQZ3b95U+lEcOpzILgk/92ZH+RPg3XF7s0X7Jgm1EEIIIYQ461xulW9WfEDGtgcYQR15unicYx4jcejFbXbl7rPCNxSmLYTdH8DKB7h4/xwadGP5cmdo20ioVRVq86nN3kzFoU1oS3YQ1XCIUGz8MjqnTo/DEIzOFIrerwf4hPzPLfhXPyt6b4yAEQgDcLtxFO+hZvfnaLNXc0HNNiawFapfY19lAut2pvMvVzq71ERSogK5aXhXJveNln28RZsiCbUQQnRSTU4XVfV2ogKM7W6elxCifcmvbGDtmw9xXeO7NCjebE9/kowLb0ej66SnoooC6Vc1z69eNotrjq4hL3M/jqNvo08Y3LqxNFTSkPsDNVmbUIt3EFSzFz+XmUAgELCo3mRqE6kL7oN3wkC69h5MRFQcOi9fdH/0u0OjQR+TTnhMOvAXaKiCnLWQtYpeWavpbVvGnbplNGj8WVedxldL03nty4FcPCyNqwfFd+g52KL96KR/xYQQovOyO918uK2Af6/LpsRsIyrAyNDuoQxLDGFYYigR/kZPhyiE6EA2Zx6h4cOZzOAHyn0S8btuEf2jOuA86TMRGAfXfcbG955kQPaL6N6eAMPvhlEPgc6rxQ/ntNZRenAz5pwf0JbsIMS8nzBnKb6AL9Ck6jigxpOjH4o9MoPgpMGk9ulP/+BWWmndNwT6XA59LkfjdkHRdsj6Ct/Dq7iwdCMXem3E5dCwa213FqzNwJg6gYnjxhMb4ts68QlxApJQCyFEJ+Fwufl4RyEvrsmmqNZKiK8Xl/WPYWd+DUt3FLJ0RyEAieF+jOrqx9jwOlJT+xIQ2L5XnhVCeIaqqnz81VrSv5/NYKWYsrhJRFwzH7wk+TmORkPcpPuYNDeC/wa8Qdz6eZD1NVzyOoT3PPnrVBXs9WCrg6Y6aLL8+NgMtjoaLTVUVVdSV1tNU10lIfWHiXHmE6OoxABuVSGHaHYZxmIOTkMbM4CwxAxSuoSRbjK02ts/KY0WYgc138Y8AnUlkL0a5fBX9MleQ39nFhz4kLLMQL4PGErEiBl0H3B+55o+INoESaiFEKKDc7lVPt1VxAtrssiraiTQR8+DF/TguiHx+Bp04LBRlbuDgn0bsRfsIMi8n667CtApbuxfadnllUZl9BgC0y+id+++GPWyrYYQ4rfZHC4Wv/Myl+Y/hbdip2LYY0SMu0uSnZOIDfbBFNubC0v/ygtRXzOy9F3U/4xkX/A4dKoTg6sBo7u++d5Zj5erAS9XAxrcJ63T58fbT0oIZbvPcOpD++AVN5CIlHNI6BJJUntZWdw/Cvpdi6bftWicdtT8TRRt/QyyvmZo3QpYvoLCVXE09L6GpPNuQeMrF4NF65CEWgghOii3W+WLvSU8v/owuRUNmIw67h+bwIzEBnwrv4Evd0LJLig/QIjbSciPr1P9u9AQcj5HlBiU0j30bNyJIW8X5D1L9rIuHDQNxd79fLr1G0NabEin2N6k3GIjzM8gc82FOAVltfVseO0urrd+hFkbiHXaYsJSzvV0WG3eVQPjeGBpLTfknU+60o15+v+QXrUCgCZVTx3eWFQfSvChXg3Bgg8W1bv5/hePrRpfAgKDCQsNIzoinPjoKLrFRBEVHEyUh99ji9F5oXQbRUy3UQDkZG6ncPV/6Fu1gphdT9G06xmKu4wneuztGLoO7fAXcpqcLqob7FTV26lqsGN3uknrEkBkgEzhag1tOqG2N9SQu28L3Xqf4+lQhBCi3XC7Vb7KLOWlrzJRKjIZ6ZXP8/HlpJKLdtMB2Oj4ubApCpLOh6h0iM6A6HQUv3D8gLQfi7hsFo5uX0njvhVEl33LhfUfwe6PqN3ly5dKBsXho/BLvYCBPbvSPcyvQySdbrfKzoJavsos5ev9ZeRWNnDbqO48NKGHp0MTok3bfTgH26IZXKruocivN5E3L0YbGOPpsNqFKwbGckFaJA6nG7c6DrfrZsqs1Tj1JtwaL1QVFFXFT1XxVVXC1OYRSG5VRVXBrar4eGlJCPFtV/tZt4TuvfrTvdcblFbV8Pnyt+iS+wH9ij6Hdz6n0qc73kNuwnfA1eAd6OlQT4nD5W5OkC1NNJZk4i4/RG0TmO1QbVOoboIqK1TaoLwRapvAjh47uh9vetxo6BLozYCEIAbEB9E/PpiUSFOnuAje2tp0Qu3lstJtyfkcWtYDc+rVpJ1/A96+Jk+HJYRoo1xulcNlFnbm17Izv4a9RWZ0WoVgXwNdDDa66qqIpYxgbSNefkEYAyLwDQzFFByJf1A4Wq92eiVXVcFSglpxmEP7d5C7bwsxtkN8ohTgZXA2lykD/CIgcWxz4hyVDtHpYIr83eq1RhMJw66AYVeA201T4U7Ktn2KV84qJjVsgPINOMv+wfY1yazQD0KTcgGjhw0jtUv7OHH5ic3hYlNOVXMSnVlOZX0TAOEmA3HBPrz6bQ5DuocwKjnMw5EK0TZ9vfpLeq2/gy5KJUe7TiPh6pdA1wbm4rYj/sZfrlptgECZb346IkOCuOi6e6hv+hMfr1uHa+tbjG9Yh++ah7Gv/RtNKVMwDZsJMQPaTK+1qqocLLWwYm8JqzPL0NQepbdjD0M1+xmiySRcqf3tChSa9yH7Hy602G067Ae02A/oaUJPAXosxiis4emYup1DXN+R+AZHn5X31Zkoqqqqng7iZCIjwvj8z2PpXbMGb8VOHT4cCJ1A+Ohb6Zoqvdbt1apVqxg/frynwxAdQGV9E7vya9lZUMPeo+VUF2UR6iwlRqkgViknxauKKLWcSHcZAUrD79bXgBGL4k+j1h+bPgC7IQi3MQjVGITiE4LWLxS9KRSjfyi+gWH4BUfg4+uPovl1T8BZaef2RqjKhqosqMyGysNQlYValYNirz+uaL0uGH1cfwyx/X5OoP3PwmC/uhKsB1Zi2f0FgaUb8XLbADjqjmCX9zkYUycy6NyLCPZvpRViT5O50cG6Q+V8nVnGN4fKabC7gOaF2c7vFcH5qZH06RJAUa2ViS+sx6DXsHLOSMLawoI9bYD8PRcATpeb5e/M5YKjc0GBipFPETNmpqfDajHSztsvp8vNV7uOcHjdO4ys+4J+mmwAGoN64DPkZuhzBRgDWj0uVVXZX1zHir0lbNuzl5jabQzVZjJMm0kUlcfKVfgkURk2CHtYH/yMWkw6N346F0bFicbtAKcdXE0/3v/ycRO4HOBswmG30dDYQKPVhqOpkXBHMd6K/dgxyjVhVPj3pkQTTcbYywhJHASGtvmd3ZpiYmIoLCw8pbJtOqH+6Y2Yayo5uGo+4YcX0dWdB8BBXU8sva+m93kzpNe6nZEvJnEmHA4H2TmHycs+QHXhYeyVR/BvKiZWKSdWqSBSqTnBqxQIiIHAeJwBsTT6xGA2dqEWEzZLNc76KtwNVWis1WibavCy1+LtrMPkNuOvWvBTbL8bl13VYVZMWDS/SMT1AdQ0aTFFxINPMFrfELxMoXgHhGEKjiAwJBx/n5Ps/ayqUFcElVnNyXPl4Z8fmwt+VbzJJ5JDzkh2NYaRp0QTn9yXCWPGEBad0PpX3x021CPfUbnjM3Q5XxHkKAOgXvUm268f/t0GEt9rENrovuDfpfXjc7uh5gjVOdsoPLgVc+kRPq1LYqVzAI2KN/3igji/VwTn9YqgW9ivTyY+313MnYt2MiIplLdvGIRGhs3J33NBjdnC9tdvZVzDcio04einLyQwsWN1ekg7b/9UVeWHI9WsXP013fKXMFW7AX/FilPrjabPZWgG3ADR/c7q95KqquwpNPPtjn1U719LcuMOhmgy6aop+7lMaDJKwgjoOhIShoNvaIvH0dRkI2f/NioPfY+meDuRlky6qQVolOaU0IWGUq8EGsPS8e46iLAeQzFEpYK2TQ9sPmU2R/N88+oGO412Fy67FfUXq+Nr7HVomixccutfOlZC/RPV7ebQ9rVYNswnrXYNRsXR3GsdNpHw0bfRtddAD0YrTpV8MYnfpaqUF+ZQtO877Hk/4F+1m672LIyK41dFbfog1MA4DGHd0AQnQGA8BMU33wfEnvE+ni63itlSj7m6nEZzBXZzBfb6Clz1VaiNNWis1eh+TMKNTjM+rjpM7jpMaj1a5ff/rNapPtQpJhp+TMLR+xDuKiXUlo/efXwir+q8ITQRJSQJQpMgNJn99nCe3urk26NWdBqFKwbGMnt0ItGB3mf0flucqmIr2kfOxiXoc1bRvengcZ+LyxCINroPRPaBiN4QmQZhKaDV/0alp8HeAOUHoHQPaslerIW70VVk4uW2/qqoU+uNM2kCxv5XQ7dzf/Ok4cEle1i8rYCHJ/Zg5sjuLRNrOyZ/zzu37OxD2N6/ht7uw+T49Sd25mK8/DvelAhp5x1Ldnk973y3H+fuJVyhrCZdkwtAXWAvGtKuxa/PhZj8TKAzgtYAJxiFdqrcbpW92UfI2rIS5eh6+jj2kKQpOva8zRSHIXEUStdRzQn02RhJ9jtUVSWvpJx1n75LhFKBX+UeEh0HiVaqj5WxYqDIO4X60L54xQ0gvOdQQrsktYlh806Xm+o6C3VlR7FV5tNorqSpvgZnYy1uqxn1xyRZ56jHy1mPj9qAiUZMihUTjRgU5wnrjXnD1DET6l8yV1dwYNV8IrMWkeDOB+CgvheW1KtJO38GRh8ZqtBWyReT+F+2+lry9m7EnL0Jr9KdxDTsI5Sf5wzV4UOeoQeO4CT8I7sTmdADv4juzYmzoY2NUHG7sdVXs/bLz0lL6YqtrhK7pbK5N7yxGhqr0dpq0NtrMTrM+LrNmNwWvBU7xWowOe5octUoctVoctRoct1RlBCMQa8jxNdAiF/zBYI9hWa0GoVLMrrwp7FJxAb7/E5gnlVUXsn6jRvIP7CZyMZsemnySNXm463+4uKB1gvCejQn2ZFpENm7Odn+rUVkVBU8RoZ4AAAgAElEQVQspVC2D0r34C7Zi6tkL7qaHBR+/nqrVv3IdMeTo+2KLroP8b3OoV/PJHxyv4Q9i6FgS3NB33BIu7x5GGBU31+dLDTanVz00gbyqhpZevtQ+sa2r3niLU3+nndem9d+RuK3swlVzOzvdiOpV8/tMD1Y/0vaecdUYWni3c15/PD9Oi5yrGKKduMJR6a50OLSGlC1Xig6AxqdAa2XN4rOqznh1hmbL95rDaBrLldpg4IaK35Ve0l05x3r/a3Th+OIG05Q6lg03UZCYFxrv+2T+mU7r2mws+/QQaoPb0FfuoPwun0ku7LwV36+KF2DPzX6CJy+EegDo/ELjSUoMg6df3Tz+iymKPAJ+UMXJFRVpbTORl5JBZWFOdSX5aLW5uPdWIx/UwkhzjIi1ArCqT32GZ+MCw02xQeb1heH3oRLb8LlZcKp98P542O3lz8uLxOqlz+TZj7W8RPqn6huN4e2rcGycT5ptWt/7LX25UDYBCLG3E5CzwGtFK04Vf/7xVRhaaLC0kS3MF/Z37YTcDudFGbtpOzARijcRqh5L3HOvGO9l05Vw1FdApUBaWhiBhKROpzYxD5otO2rbZzuCZityU6V1UVVfRNV9XYq65uaV/hs+MXjejtV9U1YbE7G9gxnzrhkuoa2rwVr3G6VLUeq+WhbASv3FRHuLCVdl8+k8EoGGIsIqjuEYik+/kWBcagRaTQG96LSL5l6ixmlbB++1ZmE1B/Gz/XzxRe3qnBUjSBTjeeAO55MNZ5qvyQyUlM5PzWSgV2D0Z9o9dvqXNjzYXNyXd3cW0FYD+gzrTnBDow9VjSzuI6pr2wkKsDIF3cOx2RsoV71dkgSjc7H7XLz7buPM+LICzQpXpScO4/Ec6/xdFhnlbTzjs1qd7E9r4byykpM2Z/iXXMQu82Kw27FZbehUx0YcOCFEy/lp8cOfLQuvBUHBsWJHgc6tx2tenxvZzUBlAYPxNRzLDEZ56OEdG8Tvbon8nvtvM7aRN6hPZizN6Et3kFg3UH8HRWEUYOX4jrha9yKDvwi0PhH/Zxk/8+9aoqkpsFOSX4WtSU52CqOgrkAQ0MRgfYyoiknWKk/Yf21miBq9RHUe0dj843G7R/TPMXOFIyvfzD+QSH4+Qej8Q4AL7/T+uw73BzqU9Xca/36j73WzXMND+p7Ud/7Gnqfd730WrcRP/2Htdgc/OebHN7ccIQmpxutRiEhxIeUSBMpEf7N95Em4oJ9ZIn/dqyytIDCveuxHt2Cf+Uu4psO4cfPVzhLCaHQpxdNkf3wTxxCQtpQTKbWXyCkpckJ2O+z2Bws31PCR9sL2Z7XPAe+S6A3l6QYCWk4jG91JqENh4m155LgLkCnuI97faNq4JAay0ESKDJ0p9ovBVtwDwICA4nwNxLhbyAp3ERqtP+pb+WlqlC4DfZ8APuWgrUGUJqH4vWZBr0mgzGAt78/yl8/28/U9Giem5beIbYKOxPSzjsXS10tma/dwDkNaynUdMHr6vcJ757u6bDOOmnnnZfbrVLZ0ERxrY3iWivFtVYKa5rvi81WimttVDf8vMCXgpukYC8m9gphfI9genRLOOHCpW3RmbRzl1vlSIWFnLwCigtyqS7Lx1pViNFWQYRSQ4RSQ7hSQ7SmlhBq0eL+/Up/qhsNNdoQGoxROEyx6ELi8AvvRmBUN3TB8c1r5OjP3jS3TptQ/0R1uzm0dTWW7+fTp3YdBsVBBYFsi72BpAvuILFLx5vf056sWPklVYE9eH51FlUNdlIiTIztGU52eT2HyywUVNfTi6MM1+xjqGYfSZpifvAewe64a4mK7U5yhIkekSbCTIZOexLbZjisUFfcvIhWXTGOmkJqSo5grcpHYynGr6mcIOqOFW9UDRz1SqI2JB1D/CCi00YQ2aVrh/x3lBOw05NTUc+S7YV8vKOQsrrm7aq0GoUwPwMR/ga6+Gno7VVCCkfx8TOhje6Lf3QyEQG+BProz04bctohe3Vzcn3oy+ZVU3VGSJmA2mcat20KYtXBKuZd3pdL+3fOfXalnXcehdn7sL8/nW7uPPb4DSfp1oV4m4I8HVarkHYufovV7qLox2Q7zGSgR6SpXZ7XtGQ7r26wc6CkjgMldWSW1HGgxEJuuRl/l5nwHxPtCKWGbgYL3Qx1+Bu1EBCLMSyBoOjuhMUkYQiOabl1Vc5Ap0+of8lcVcbBL18jKftNgtVaitVgVodcy8BL/kTPmJZfOU+cnKqqrDlQziNLtlHaCGEmA/edn8xl/WLQ1uRC7jo48i3qke9QbGYAnIoX1Zpgwl2l2FUtS1wjedU1mXw1giAf/bHkOjnyx/sIU6ceftmiHFbctUU01RTgrCnAVVuEai5GYylCW1+CV0MxXvYT741oV7WUEUytLgyrKQG1S39CUoYR37M/ev2ZLRLW3sgJ2JlxutwcqWwgwEdPiK+h7YxOsdZC5rLmYeF5GwFw+4SyxDaIpc5h/GP29XQLb2Pz+VuBtPNOwOUg9/Onidr1PAbVwdbudzDomsdRNO1rGs4fIe1cdAZnu53bnW5yKuopqG4kOtCbhFBf/Axtd90FSahPQLU3UPDVywTt/Dcml5lCNZT1UTcw9JLZxId37kVlWsO+IjN/X36ATblVeGngvuFBXBdxFGPBBsj9prmHE0DRNO+Z23VU82q7seeAzgBZX+H4Zi764q240bAncCwLNBezuiqU+qaf56toFJg9Jom7xyW1y6uDrcXhcvPWxiPsKqil0e7CandhdbjwtpUz2fop413fHLco2C/ZVS2lajAlhDTfqyGUqME0GiMIiEygS1x3krt1Iy02CP9OfHFDTsA6sJo82Psh7F7cvCc4sF3fj94PfI1B33ZPDs4Gaecdm1qwlerFtxNSn8VRoqgdM5f0kRd5OqxWJ+1cdAbSzo93Onloi3zzL1++nEcffZR9+/Zx++238/zzzx97zu12M2fOHFasWIGiKNx1113Mnj27JQ57WhQvX+IufBDOu4PS1S8SuP0VriqdS96/32FJ/M2MvGQW4YEyx7qlFddaeWbVIb7emcVg7QHeiz5K78YtBPzwiwYamgwDb2lOoBOGn3hF3+Tx6JPOh6Mb0Kx/hvTcr3mer1F7TqK872z20Z1DZRY+313Ci2uyMDfa+etFqbJP7AkcqWzgrsW72F3QnDAb9RpSdOXcpPmcCa51eOGkSBvDJkM/LIZw6g0RWI0RNPlE4fCNQvUNxcegx1uvxcdLR4qXlosiTUQHnGRfZSE6mqB4GHk/jLgPineSs+Qv9K/ZwOLFbzLtmls9HZ0Qf5zNjPPrx9FsfxOTquFdwxUMv+EfpEfJyD4hhPhfLZJQJyUl8d///pePPvqI+vrjV2FbuHAhmZmZHD58GLPZTEZGBqNHjyY1NbUlDn36DH5ETnoYxs4mf+WzhO55ncvy/07uc2+xOek2Rk29lQA/o2di60As9fV8sfxTavd/zTXsZa4xt3khgurmfYPpc2VzAt1tFPhHn1qligJdRzTfCrfD+nkoB5cTcXA5Ed1GM3bkfVw3eDC3vLOdtzflYbE5efqyPuhOtKJvJ6SqKot+KOCJLzKxOV3cOrIb9/RuxLD5Rcj8FFwqxAyCEffQJWk8XdrJIhpCeIyiQJd+xF8/n6bn+9Lz8H9Yd2Aqo3tGeDoyIc6MqsKBz3AtfwBdQylb3D34IvZ+Hrh2ikynEkKIk2iRhDo5ORmATz755FfPLV68mFtuuQWtVktwcDDTpk1j0aJFPPnkky1x6DNn9Cfu4sdQL5hD7udzicj8L92yHyX7mfls6jWbUVNuwtsgXx6ny2G1sOeTeXQ7/CZXUQcacOpNaLtPPDaM+9vtuYy/4II/dqCY/nDV+1C2H9Y/C/s/htx1+MUO5u0RdzPLK4yPdxZhaXLy0lUZnX47rgpLEw8t3cOag+V0CTAyf5STXtl/hv+uay6QdD4MvxvihrTZ7RyEaKt0gdFY06+lz643+dNHC0i9aw7h/nJhVrQztQWoK+5DOfwl9fjxd8ctRIy8ib+d10NGewkhxG8465O98vPziY+PP/ZzQkICmzdvPtuHPWWKdxDdrngKV/29HPr0KeKy3iUx80EOZ/6Hooy7GDbxOrw6eTJ2KlR7I1nLXyRszyv0V82UEsre5DvpNWIquuh00P6iqSlHWu7AEalw2Zsw+mHY+DzsWoTX4mnMj+zDgm6X8ESmmxsXOJl/3QB82/DCB2fT6swyHly6h+oGG492P8L17k/QfrWjeb562uUwbA5Epnk6TCHaNdOY+3DveYcbnYu5e/FI3r1psCQhon1wOWHLq7jW/h2ts5FPXMN4XjODB6aNYFKfKE9HJ4QQbd4pLUo2ZMgQsrKyTvjczp07iY2NBeCxxx6jtrb2uDnUaWlpvP766wwZMgSAV155hc2bN/POO+/8qq5nn32WZ5999tjPtbW1LF269PTe0R+kaarFkPUpg+q+wqg4yKQruyKuICghA40Mgf0VjduOT/5qepQsI4RaytQgvgm4GJ+kMXh5nXg1Z5vNhtF4dnpvjE2VJBR/Tkz5GrRuO8XaaOZZJ7Pbdyiz+hrw1XeeE1ybU2VJjpvNxQ4u12/kHuPnhDqKcSl6isJHczT6IqxGGZp6tpzNdi7app65bxBX9hXX2R8kJCGDC+I7/neGtPP2zb8+l6Ts1wi1HiHPHc6jzhvRRfdlYrwGP6/O8335e6Sdi85A2vnxbrrpJs+s8n2ihHrSpElce+21XHnllQA88MADeHl5ndKQ75Zc5ft0NVYXkrX0CXoWLcELJwe0KdiGP0T6qKntZoP2s8rZRO3G/8L6eQQ6KyhXA9kcfT2DL7+H8ODfXjW9VVYRrK+Aza+gbn0DpamOQjWUT7wvY9rMP/9ufB3BzvwaHv5gE0PMK7jDuJIQVyUY/GHgzTD4dvAL93SIHZ6sltkJmQtRX0gnU+nOZOujfHTbUPrFdex9eqWdt1NNFhq//BvGnW/iUhVed00iu8cs7prQh/gQX09H1+ZIOxedgbTz47X6Kt+/5fLLL2f+/PlcfvnlmM1mFi9ezBdffHG2D/uH+QTH0PeW1zCX/Zl9S/9G77JP8fr2Bg58/wz6wTNJHDkN9N6eDrP1uRzUbnobvnuaQHsZlao/7wfdSv9L72VybBvq7fQLg3F/RRk2B36YT8iGl7nT9irFL31C6ZULiUwZ5OkIzwqny838Vduwb3qV9zWrCNLXoxrDYchjMOBGMAZ4OkQhOq6AGJSMa0jd/hbDtfv50yJvVswZ0am3jxNtj3XvZzg/vxeTvZxt7mQWhd/DtVMmcEdsx7/YLIQQZ0OLJNRr1qzh+uuvp66uDlVVWbJkCa+88gqTJ0/m2muvZevWrSQlNe8LfM8995CW1n7mawZEJNBv1ltU5B/m6LLHSa9agX79HBo3/Jmm5MkEDb2+cyzk5HJSvvFttOvnEuIooUb14y2fGSRddA/Te8X//us9xTsQRt2P95BZ7Fw6l9SDL+JeNInSsc8QOeJ6T0fXovKPZrFr8ZNc37gSH20Tdv94GPkESt/poJchPEK0iuF3w853eTroS84pSeXhj/fy0lUZsqWc8DhHTQEli/5EXPla6lQfnvOeRdpFf+KZXpHSPoUQ4g9okYR67NixJ+0S12q1/Pvf/26Jw3hUWFwyYX9aSH5+Hlu/eJ2U0i/ofegDOPQBDv849BnToe+VENzV06G2LLeLovXvot/wNOGOIsyqD4tM1xNzwRxmpHZrP1/CXr5kXPUY69cNIumbWUSu+RMVpbsIu+Rp0Lbv3iNVVVm74kPO+WEOkxUrZb5J6Mc/gFfvS45fDE4IcfYFxUPfq4jY+S6zu5Xy8h4YmRTGFQNjPR2Z6KRUl5ODnz9H3K55xGHla2UoltFPcufwDNlWUgghWoCcbZ+muLh44mb9nf3FD/CXz78kpuBTLjZvJPzbf8K3/2zure57FaRObd/Da91ucr9diPH7uXRx5FOnevNJ4HXETbyXq1ISPB3dGRsxeiIbA5dTsOxGBu7/L3WV+/C/9r12O6e4sr6JZQvmcX3FM1gVI4fOfY2UUdM6/ogJIdqyEffArveZo/uEjwPu5q+f7adffBCJ4X6ejkx0Mge2fYPuy/vp6TxMkRrG6tR/MG7KtZ121wshhDgb5C/qGUqNDuCJW6exPe987v/6AOR+w6Xa9Uwo2IY+fxOsfAB6TGpOrruNbjc9harbxYG172PaPJduzjzqVSMrg68m4cIHubh7Gx7afRqGZaTyg+lTFr57F9eUraTp38MwTH8fYgd6OrTTsnp/KQeXPMZsdRE1+nB0131MSlz7mU4hRIcV3A36TEO/+33euOBOLvzUxZ2LdvLJrKEYZRtG0Qry83IpXPIQQy2rcKoa1kdMp8eVf2dKcLCnQxNCiA6nfWR5bVj/+CDevnko24724LnVY/i/7AIu1G3hFp8tdNu3FPYtBb+I5v1+06c375vclqgq1BXhLtlH9r4t6A4so5crl0bVwNqw6SRc9GcmxMd5OsoWNygxEu9bXuORN5/h/xpfxfXWBLQT58KAGzwd2u9qtDv5++d7Sd35OLN1azEH9CDopmXgL/uFCtFmjLgX9nxAr6xX+dPYf/H86iz+ufIgj01uY98BokOpqjWzY/FTDCleQJxiI9O7P75TnmFEj36eDk0IITosSahbyICEYN67eTBbcpN4fnUsY3JHk6Ap50bTD0xoWkfYppdh08tYg3uhZEzHmDGt9YcZ2xuh4gCU7YfSfVC2H7VsH4qtFg2QDNhUPd+HX0nC1P9jTJeOl0j/UlpMAN63P8DM1+N5yvFPYr+4C4p3wIS5bXYRL3Ojg5n//Y6ZZU8wVreTprhRBExfCEZ/T4cmhPil0ETofRns/ZA7R9XyfU4wC74/yvDEUMb1akM7IogOwdrkZN1nb5G2by7nKWUU66IpPvdv9Bp+uUwBEkKIs0wS6hZ2TrcQFs0MYVNOFW9tPMIbpQk8VjeJfhziUu16JlVtxn/NIzjXPEquPgWndygaUzjegeH4h0QTEBqFxi8MfELBNwx8Qk5/uLiqgrngF4lzc/JMdQ6o7mPF7FpfDqqx7HYO4Ig2gYTUwUwYO4ahISEt/Km0XYnhJp6aNZ1Zb4Rxv2UuI3e80/xZXfEOBMR4OrzjVNU3cef8VTxc81f6anNR+16FYfJL7X5RNSE6rJH3wd6P0H73NM9Pe5cJL6zn/iW7WTlnJJEBbfOinWhfVFXluw3f4rv2ESaqe2lQvDnQ+356TLkPpY1eGBZCiI5GEuqzZEj3EIZ0b05MbQ4XeVWjyKmYznullfge+YpeFSvoas8i0H4QbZ0KRSevy2kIBN8w3N4hOI0hOL1DcBiCsRuCaTKEYNeb0JoLMFYfwLf2IL61h9A7LMder6JQ5xNLdehoKnyTKfDqyju5fuyp9yfQx8CNo7syZ0gCAT6dMzGLDfbhzdvHM+MNf/ZW/Zc7ij5DfW0UyuULoOsIT4cHQHmdjQde+5h/Wh4lTlMBox5EOffP0vMgRFsWlgK9L4F9S4luyOTpy/pw67vbuXvxLt6/5Zz2s0uCaJOy8/LJXfwwYxu+QFHgcPTFJFzxT3oGRno6NCGE6FQkoW4FRr2WlEgTKZEmSIsC0oB7UVWV8joreYWFlJQUUVNehKW6FLu5DI21ihDqCFbqCLXWEWKtI1gpJYh6NIp60mPVqT7sUOM44I7joBrHQXcch9QYrDYjVP9cLsLfwCMXdueqQbH4eEkzCDcZef/WYdywwIs9hd14UfMaXu9MQTn/CRg8y6OJa1GtladeXcCz1icJ1Frhwhehf8faQ1uIDmvk/c1raXw7l/HTP+CKATF8uK2Q3YVm0mMDPR2daIfqGhr5/oOnGZz/OolKA0d90wi85FmSEwd5OjQhhOiUJJPyIEVRiAjwISIgGVKTj3vOandxpLKB3Mp6tpQ3UFFvQ6fRYNCqmNx1+LtqMbnN+Dlr8HXVYfWJoj6wB3afKLz0WsI0GqK1CuO1GvRaDTqtgl6rQf/jfbcwXww6WW32lwJ9vFh40znMfFfLxJwuvOf3IpGrHobinXDRC+Dl2+ox5VU18OqrLzDP/ixanQ7NtA8g+fxWj0MIcYbCe0KvKZD5KZTs5qpBcXy4rZAVe0skoRanxe1W2bjqQ7pseZwLKKRCG0beqH+RMPIaGa0khBAeJAl1G+XtpaVXtD+9omWxqdbka9Dx5vUDmfOBjnH7/8pLxtcYvfcj1LJMlCsXNm+H00qyyy0se/Wv/N31X+zGYPTXL4XojFY7vhCihYy8vzmh/vZp0qctpEugN8v3lPDnCT1k2Lc4JYczd2Fe9gAj7Fuw4cW+pFn0uuwRwgytf6FXCCHE8TSeDkCItsao1/LqNf15ctpQHtY/yFzHFajlmTj+Mwqyvm6VGDKLavn+P7O4z/0mjaYEjLetlWRaiPYqMg16XAgHv0Ap28+E3pEU1VrZU2j2dGSijaupruS7f99GwuIxDLRvYW/QOOy3/0Dvq/+BRpJpIYRoEyShFuIEFEVhakYX1tw/Gu2593Or6wEa7U7c711O9conwe3+/UrO0O4jpeTPv4rr1M+oDe2H36y1EJRw1o4nhGgFI+9vvv9uLhP7NO8Zv2JviQcDEm2Zy+lk05LncL/Yj5EViyjUd+Xo5KWkzVmKf0RXT4cnhBDiFyShFuI3+HjpuOe8ZB67925e6DafQ+5YgrfM5dCLU7Dk7QKXo0WPt/3gEewLpnIB31MZO57AW1eAT3CLHkMI4QHR6ZB8AWR+SoahhOgAI8v3lqCqJ19kUnROuw7ncvifwxiy7zEUYGfGE3R9+AcS+o3zdGhCCCFOQBJqIU5Bl0BvHr3+QmzXreRbwyhSar/D9NYoXH+PRn1tFHw6G36YD/lboKn+jI6xdeduAhZNYqBygJKeMwi9YRHovVv4nQghPGbkA4CKsn4eE9KiKKyxsrdIhn2LZuUWG4+8/y36hVPp6TzI9ojLMdyzi4wpf0LRyCKiQgjRVsmiZEKchozEGNwPLGPDqg/I2vY18Y5c+pbmE1KyC3a++2MpBUK6Q2QfiOrz431f8A09ab1bvl9HwqobiFBqKBz0CDET72+dNySEaD0x/SFxHOxbysUX38abwIq9pfSJkdW+OzOHy83b3x9lwertvK4+QS9NHlXn3E//CY94OjQhhBCnQBJqIU6TRqth+MTpZIy9gle+yea29Ufwd9ZwXddarkuoI9B8AEr3wP6Pm28/MUX9T5LdBwLj+WHNElLXz8ZLcVIw9t/EjrjGc29OCHF2jXoQsleTmv06kf5XsmJvCQ9ekCKrfXdSG7Mreeyz/VSVF/Oh9z9IVPNQx/yFkJH3eTo0IYQQp0gSaiHOkK9Bx/3je3DlwDj+sfIAz+4t5eV8DTcOn8odk7tjUmxQuq85uS7ZA6W7IWctZK06VoddZyLD0Uij4k3ZlPeIzZA5ckJ0aLGDoNtolH1LuLrXpczb7mJ/cR29uwR4OjLRyhZuzuORZfuI0ln4KnguoY15MPavKCPu8XRoQgghToMk1EL8QbHBPrxydX8251bx+OeZvPptDku2F3L/+GQu6z8YbfyQnws77VBxEEr3cGjXRuqObMdLqxB61WvEJqd77k0IIVrPqAchdx1XNX3EPC5h+d4SSag7mbI6G/9ceZDeAU184jsP/f+3d+cBUdX7/8dfwwybgKjgVjggCKZCgOaCuylq5lVbTEsttVu2Z9StW5a37/2qWT8vZdnNtDTLG5pLq3bJrVxywX3BDBQEE3cRRdnP7w9r7vWb62lwWJ6Pv5zzOefzeR/n03Rens+cObFX6vE/UsfRri4NAHCNeCgZ4CTtQgP09ZMdNfHOKEmGXliwQ/2mrNaGjBP/2cnmITW8WR/md1CvPX31nN/rCnhqhW4kTAPVR3CcFNJJAXs/V0u/XC3mad/Vzt+/SZV34THN9Rwn9xM/Sz3HEaYBoJIiUANOZHWzaHAbu1Y811WjOofq58Ondc/7a/X4vzYr+8RZSdK7K9L1v9+kqkk9X302Kk5BtWu4uGoA112XF2QxSjWm5rfaf/ysdh3Mc3VFuE5W/nxUG7an6iu/ifLJ2yv1miC1f9LVZQEATGLJN1AO/Lzc9WKfZrq3jV3jF+/Woh05WrL7sDqEBWjFnqNq1rCmZj/YRgG+nq4uFYArhHSU7O0Vm/2tblQPLWbZd7VQUFyqtz5fqbme49Ww+KDUe6LU7lFXlwUA+AO4Qw2Uo5BAH02//xb9689t1TjARyv2HFV0o1qa81A7wjRQnVksUpfn5WaUKKHGIpZ9VxOffLdW/y9/jEItB6Xb3iBMA0AVwB1q4Dro0CRQi57qqLX7jqtVcG3V8OA/PaDaC+0qBbVR/1+Wa9LxP2l3zmk1v6Gmq6tCOcnOTFP8hgcV4nZIpb3fkLXtKFeXBABwAu5QA9eJzeqmTuF1CdMAzrNYpC4vyGaUaJTtay3ekePqilBOjNxseczupxDLIWW2/V9Z2xGmAaCqIFADAOAqTbrLuKGl7rWt0PptO1n2XRXlZuvs9NtUv+Sg5jd8ViG3PeXqigAATkSgBgDAVSwWWbr+VZ4q1m15n+mnQ6ddXRGcKTdLZTNvl09+tv5Ho9RtyAuurggA4GQEagAAXCm8p87UidR91mX6ftMOV1cDZzm5X/rodllOZen54ocU0ecJHkYJAFUQgRoAAFeyWOQd/6K8LMUK2DaNZd9VwclM6aO+MnKz9ULxQ0q78Q4NuqWRq6sCAJQDAjUAAC5mvel25Xg1Ud+ib5WemeHqcvBHnMg4H6ZPZet1r6c0v6yrxg2IlJubxdWVAQDKAYEaAABXs1iU1+YZ1bAU6uTSN11dzR9SVmboiU83656pa5X43R79mH5M54pKXV3W9XFin4o+7KOyUweUUPSIPjzdTi/e1kwtbvB3dWUAgHLC7/cAAFABNOlyr/aufE0tfo9IlaQAACAASURBVJknnfu75F3b1SWZ8u9dh/TN9hy5WaQNmSf09vJ0uVstirvRXcN91qpeaLTCYrvJ27dq/eZ25s61qvn5MPmXHNOzJY/KLWawlvcIV6M6NVxdGgCgHBGoAQCoAKxWqzbZR+ierP/VseVTFHj7K64u6ZqVlhn6x3d75ONh1YrnuurgqQKt23dc6/ce1fD9L6qLZbOUIRUvteonj6bKrddGvhFdFNrqVtXwreXq8k05lPqjji4er6gzq1VqWPRR/Zf02F2PKry+n6tLAwBcBwRqAAAqiKCOQ5U1e6rqbpku9XhG8vR1dUnX5PMtv2jv0Xw9dWsT1avppXo1vRTTqJYeMeZJWZuV27ivdrs1kffBdQo7u003/ZIq/fKRSpa76WePcJ2s20Y+EV0U2qq7avjVcfXpXNbJ3St1dPE4RZxerwaSUrw7yL/ni3owtpOrSwMAXEcEagAAKog2YfX0uvUOjSmZJm2aKbV/0tUlXbWikjK9tfRn+Xu768+dQ//TsOff0vevSQ1uVq37PlCcu7ckqaS4WGm71unYzuXy+mWtQs9uV8TBPdLBT1S6wqJ09yY6Ube1akR0VeOWPeTjH+CiM/svhqEzP63Q8W/HKThvk/wNi1Z5dVHN+BfU+pYOrq4OAOACBGoAACoIm9VNBZGDdWj7PAWufke21g9J7l6uLuuqzN2YrQMnz+n53k1V08v9/Mbje6WFD5//PvigT6Rfw7Qk2dzdFR7TSeEx5+/olpaWKm3nBh3duUyev6xVaP42Ncn5VMr5VGXfW7TXPVTHAlrLq0lnNW4Zr5oB9a7fyRmGCnZ/pxP/Hq8b8rbJy3DTEo9b5dP9eXVs204WC0/wBoDqikANAEAF0js6WNM3365Xzs6Wtv5Lav2gq0u6onNFpXpnWZoCfT01vH3I+Y1F+dLcYVJhnjR0gVQ75LJ9WK1WhUfHKTw6TtKvATt1k47uWCqPA2sVenarwg7PkQ7PUdlqi/ZZg3W0TivZQjspuGV3BTawO//EDEPFqd8oN3mC6ualKtCw6mv3eHl1e07d49ryU1gAAAI1AAAVSdvGdfQXz956yvhS/mveklreL1ndXV3WZX2yLlNHThfq1T81Vw0Pm2QY0ldPSUd2Sd3HSk26X3OfVqtV4VFtFB7VRpJUVlqmfT9v0ZHty2Q78KOCT29V6LEF0rEF0gYp23KDcmrFyhLcQTfG9FBDe7gsbiZ/HbSsVKW7vtTp715TrdM/q6bhrs+st8m982j17dRG7lZ+dRQAcB6BGgCACsRmdVOXyGBN39Rbz+XOk3YukKIHu7qsSzpdUKx/fr9XN9by1r1tf71LvO49aed86aa+UscEp4zjZnVTaLNWCm3WSpJklJXpwL5U5WxfJmP/Wt2Yt1ltTi6STi6Str6kQwrUgZoxKm0UpwZRt8oeEXPlgF1aorId83V22evyPb1PHoanZln+JLeOT2hg19bycrc65VwAAFUHgRoAgAqmT1RDPb6hp570WizPVYlS1D2S2but5ezD1RnKPVusl25rJk+bVcpcLX33shQQLg14Tyqn7xdb3NwU1CRSQU0iJT0tSTp8YK+yty5TacYa1T+5SbfkLZV2LZV2/a9OqqYyfW5W4Y3tFNiimxq3aCer7dfLoJIiGduSVLBikrzPZMkwvDVNA1Ta9jENvbWl/Lwq9goBAIDrEKgBAKhg4kIDZK1RS5/b+mjwsXnST19Lzfu7uqzfOVNs6IMfMxQa6KM7W94onfpFmjf8/MPHBs2WvGpe13rqB4WpflCYpIclSSeP5ihzyzIV7l2lgGMbdfOZNbL+vFr6eZJOL/TWPu9IldZtrmbHl8j77EEVGTU0vexuFbV6SCN6xCrA1/O61g8AqHycEqjffvttTZs2TRaLRRaLRc8//7yGDh3qaB83bpxmzpwpSRo8eLDGjx/vjGEBAKiSbFY39WrRQP8v5Vbd4/u13FZOkpr1K7e7vWYl7y/TmUJDr90ZJZtRLM17QMo/Kt3zsVTvJleXp9p1G6p2z6GSzl+TnD51Qhlblis/bZVqHUlRs3Nb5JGdouOGn94pHayz0cP1cHyMbqjlffmOAQD4lVMCdYsWLbRmzRr5+/srOztbsbGxiouLU1hYmFauXKmkpCRt375dNptNHTp0UPv27XX77bc7Y2gAAKqkPlENNSclW9vrDVDMwTlS+jIpvIery3I4nFegFb8Yatawpm6PaigtTpAOpEgdRlfIu+mS5OdfRzd3vVvqerckqeDsGe3YtVHbztXT3c3sCq3r6+IKAQCVjVO+kNW9e3f5+/tLkho1aqQGDRooOztbkjR37lwNGzZMPj4+8vT01MiRI5WUlOSMYQEAqLLiwgJUq4a7Jp3pKbm5S6smubqkC0xZnq7iMum5nhFy2zpb2jhDCu0q3fqKq0u7al41fBXVuquGdm5OmAYAmOL0J5wsXbpUJ0+eVOvWrSVJWVlZCg4OdrSHhIQoKyvL2cMCAFCluFvd1Kt5A60+4qW8pndLWWulzDWuLkuSlH3irOakZKlxTenWmr9Ii56V/BtJd82QrDyeBQBQfVzV//Xi4uKUlpZ20bYtW7aoUaNGkqQdO3ZoxIgRmjt3rnx8fK65mMTERCUmJjpe5+bmKjk5+Zr7QcVWUFDA+4oqj3kOZ6hfVCZJmnysrV7WHB3//EVtaj7GxVVJH+0uVXGpobsa5qpg1lPyKCvTBvtjylu90dWlAU7H5zmqA+a5eVcVqNeuXXvFfVJTU9W3b1/NmDFDHTt2dGy32+3av3+/43VmZqbsdvtF+0hISFBCwn9+rzIoKEi9evW6mhJRiSQnJ/O+ospjnsMZbi0t06y0pfqxpIkskXcpcOd89YqsK93Y0mU1pR85rfXfr1SnsFq6N/c1eRcdk/q/q7jYoVc+GKiE+DxHdcA8N88pS753796tPn36aNq0aYqPj7+gbeDAgfrkk0+Un5+vwsJCzZgxQ4MHD3bGsAAAVGnuVjf1bF5fu3PydCDy0fMbV/3DpTW9uSRNZYY0qc5XCji1Q7plpESYBgBUU04J1E899ZROnTqlF154QTExMYqJiXEsGejatasGDRqkqKgoNWvWTPHx8erbt68zhgUAoMrrc3NDSdKXObWkpn2kn76Rjux2SS07fzmlRTty9Lx9j+rvmKpc33Cp90SX1AIAQEXglCeHLFmy5LLtY8eO1dixY50xFAAA1UqHsEDV9LJp8Y4cPX7nc9KexdLqN6U7p133Wv7x3R6Fux3QqJOTJJ+62hrxrLraPK97HQAAVBROf8o3AABwHg+bm3q2aKBdB/O03/um8z9NtWO+dCLjutaxMfOEUvbs12yfd2QtKZAGfqRCzzrXtQYAACoaAjUAABXc7VHnl30v2pEjdXpWMkqlNW9dt/ENw9Ckf+9WosdU1S/OlnqOk0I6XvlAAACqOAI1AAAVXIcmgfL7ddm3QjpJQW2krZ9KeQevy/ir04+pZfYs9XTbKEXeLbV79LqMCwBARUegBgCggvOwuSm+eX3t/CVPWSfOSZ2fk0qLpB+nlPvYhmFoyddJes72mYoDm0n93pYslnIfFwCAyoBADQBAJXDBsu/wnlL9KGnTTCn/eLmOuyplo5459bqKbD5yv/dfkodPuY4HAEBlQqAGAKAS6BgeKD9Pm77dmXP+DnGnBKn4rLTun+U2ZunRdNn/PVK1LWdU2O99KSCs3MYCAKAyIlADAFAJeNqsim9eX9sPnFL2ibNS8/5SQLi0YbpUcMr5A25NkjG1o+yl2Vphf0r+0X2dPwYAAJUcgRoAgEqiz6/LvhfvyJHcrFLHZ6TCU1LKB84bpCBPWvCQ9MUjOlnmrYcsr6jl4LHO6x8AgCqEQA0AQCXRKeL8su/FO3LOb7j5Hsm/kbT2n1LR2T8+wIFN0vudpB2f6UC9rup5boJiO/eTfw33P943AABVEIEaAIBKwtNmVY/m9bXtt2XfVnepw9PS2WPS5lnmOy4rk1a/Jc3oKeXlqLjn67r75JNy8wnUiA6NnXcCAABUMQRqAAAqkd+WfX+789e71LFDJZ960pq3pZKia+/w9CFp9h3S0r9JdUKlh5ZpVmlPHTpdqEe7hsnH0+bE6gEAqFoI1AAAVCKdwgPl62nToh2Hzm9w95baPyGdPihtS7q2ztKWSO91kPZ9L7V8QHr4e+XXbqb3vt+rhv5eGtou2NnlAwBQpRCoAQCoRLzcrererJ62ZefqwMlfvzd9y0jJq5a0+k2ptOTKnZQUSv9+SfrX3VJZsTRwltTvbcnDRzPXZOh4fpGevDVcXu7W8j0ZAAAqOQI1AACVzG/Lvv+989e71J5+UttHpJMZ0q7PL3/wsXTpgx7SunelRu2kR1ZLLQZIkk6dLdb7K/cpOKCGBt4SVJ6nAABAlUCgBgCgkukSUVc+HlYt+u1p35LUdpTk7iOtTjz/kLH/yzCkLf+S3u8sHd4pdXlBGr5IqmV37PL+yr06XVCiZ3pEyN3KJQIAAFfC/y0BAKhkzi/7rq8tWbk6mHvu/MYadaTWI6UjqdLP3154QMEpacGfpS8fk7z8pQe+lrq9JFn/88CxI6cLNHNNpiLq++pP0Tdcx7MBAKDyIlADAFAJ/bbse/F/36WOe0KyekorJ52/Iy1J2SnS1E7SzvnSTX2lR9dIIR1/198/V+zVueJSPduzqaxulutxCgAAVHr8FgYAAJVQ16bnl30v3pGjP3cKPb/Rr4HUcpiU8oG0d7mUs1VaPl5ys0m3/0O65UHJYlFZmaHcc8U6fqZQx/OLdOhUgT5dn6XoIH/1bF7ftScGAEAlQqAGAKAS8nK36tZm9fX1toP6JfecarhbdTy/SKcbPaDojR/J+HSwrGVFOuzVWB/Uf1k7twTp+OqVOpFfpBP5RSozLuzPYpH+0usmWSzcnQYA4GoRqAEAqKT6RDbQ19sOqsPE5Rdsn2jrqMG27zW7pLvG5Q5VQa6n/L3zFODjocaBPmoVXFsBvp4K8PFQgI+H6vh6Kryer5o1rOmiMwEAoHIiUAMAUEl1u6me+sfcoLNFpQr09VAdHw8F+HjKx/stbTIOq+UNzbXS10O1fTx4ajcAAOWAQA0AQCXl5W7V5MGxl2htfF1rAQCgOuKfqwEAAAAAMIFADQAAAACACQRqAAAAAABMIFADAAAAAGACgRoAAAAAABMI1AAAAAAAmECgBgAAAADABAI1AAAAAAAmEKgBAAAAADCBQA0AAAAAgAkEagAAAAAATCBQAwAAAABgAoEaAAAAAAATCNQAAAAAAJhAoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJTgnU7777rqKiohQTE6PIyEi9/fbbjraysjI9+eSTCgsLU5MmTTRlyhRnDAkAAAAAgEvZnNHJ0KFD9fjjj0uS8vLyFBkZqU6dOik2NlazZ89Wamqqfv75Z506dUqxsbHq1q2bWrRo4YyhAQAAAABwCafcofb393f8OT8/X8XFxY7Xc+fO1UMPPSSr1ao6depo0KBBSkpKcsawAAAAAAC4jFPuUEvS/Pnz9be//U3p6emaMGGCYmNjJUlZWVkKDg527BcSEqJ169ZdtI/ExEQlJiY6Xufm5io5OdlZJaKCKCgo4H1Flcc8R3XAPEd1wDxHdcA8N++qAnVcXJzS0tIu2rZlyxY1atRId999t+6++25lZmbqjjvuUN++fdW0adNrKiYhIUEJCQmO10FBQerVq9c19YGKLzk5mfcVVR7zHNUB8xzVAfMc1QHz3LyrCtRr16696g5DQkLUtm1bffPNN2ratKnsdrv279+vuLg4SVJmZqbsdru5agEAAAAAqCCc8h3q1NRUx5+PHj2q5cuX6+abb5YkDRw4UNOnT1dpaalOnDihuXPnatCgQc4YFgAAAAAAl3HKd6gnT56sVatWycPDQ4ZhaPTo0YqPj5ckDRs2TCkpKQoPD5fFYlFCQoKioqKcMSwAAAAAAC7jlED9/vvvX7LNarXq3XffdcYwAAAAAABUGE5Z8g0AAAAAQHVDoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJBGoAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEAjUAAAAAACYQqAEAAAAAMIFADQAAAACACQRqAAAAAABMIFADAAAAAGACgRoAAAAAABMI1AAAAAAAmECgBgAAAADABAI1AAAAAAAmEKgBAAAAADCBQA0AAAAAgAkEagAAAAAATCBQAwAAAABgAoEaAAAAAAATCNQAAAAAAJhAoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJBGoAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEAjUAAAAAACYQqAEAAAAAMIFADQAAAACACQRqAAAAAABMIFADAAAAAGCCUwP1kSNHVL9+fQ0YMOCC7ePGjVNYWJjCwsI0ZswYZw4JAAAAAIBLODVQjxo1Sn379r1g28qVK5WUlKTt27crNTVVycnJWrRokTOHBQAAAADgunNaoP7www/VuHFjderU6YLtc+fO1bBhw+Tj4yNPT0+NHDlSSUlJzhoWAAAAAACXcEqgzsjI0NSpUzV+/PjftWVlZSk4ONjxOiQkRFlZWc4YFgAAAAAAl7FdzU5xcXFKS0u7aNuWLVs0cuRITZkyRd7e3n+omMTERCUmJjpe5+bmKjk5+Q/1iYqnoKCA9xVVHvMc1QHzHNUB8xzVAfPcvKsK1GvXrr1k26lTp7R9+3YNGjRIknTmzBmdPXtW3bt317Jly2S327V//37H/pmZmbLb7RftKyEhQQkJCY7XQUFB6tWr11WdCCqP5ORk3ldUecxzVAfMc1QHzHNUB8xz8/7wkm9/f38dP35cmZmZyszM1KRJk9SzZ08tW7ZMkjRw4EB98sknys/PV2FhoWbMmKHBgwf/4cIBAAAAAHClq7pD/Ud07dpVgwYNUlRUlCRp0KBBv3sSOAAAAAAAlY3TA/Xw4cM1fPjwC7aNHTtWY8eOdfZQAAAAAAC4jFN/hxoAAAAAgOqCQA0AAAAAgAkEagAAAAAATCBQAwAAAABgAoEaAAAAAAATCNQAAAAAAJhAoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJBGoAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEAjUAAAAAACYQqAEAAAAAMIFADQAAAACACQRqAAAAAABMIFADAAAAAGACgRoAAAAAABMI1AAAAAAAmECgBgAAAADABAI1AAAAAAAmEKgBAAAAADCBQA0AAAAAgAkEagAAAAAATCBQAwAAAABgAoEaAAAAAAATCNQAAAAAAJhAoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJBGoAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEAjUAAAAAACY4JVC/+uqrqlu3rmJiYhQTE6MhQ4Y42srKyvTkk08qLCxMTZo00ZQpU5wxJAAAAAAALmVzVkdDhgzRW2+99bvts2fPVmpqqn7++WedOnVKsbGx6tatm1q0aOGsoQEAAAAAuO7Kfcn33Llz9dBDD8lqtapOnToaNGiQkpKSyntYAAAAAADKldPuUM+bN08rVqxQQECAXnnlFXXr1k2SlJWVpeDgYMd+ISEhWrdu3UX7SExMVGJiouN1bm6ukpOTnVUiKoiCggLeV1R5zHNUB8xzVAfMc1QHzHPzripQx8XFKS0t7aJtW7Zs0SOPPKIxY8bI3d1da9as0R133KGUlJQLgvTVSEhIUEJCguN1UFCQevXqdU19oOJLTk7mfUWVxzxHdcA8R3XAPEd1wDw376oC9dq1a6+6ww4dOig2NlYbN25UcHCw7Ha79u/fr7i4OElSZmam7Ha7uWoBAAAAAKggnPId6gMHDjj+nJaWpq1btyoqKkqSNHDgQE2fPl2lpaU6ceKE5s6dq0GDBjljWAAAAAAAXMYp36EeM2aMNm3aJJvNJqvVqnfffVcRERGSpGHDhiklJUXh4eGyWCxKSEhwhG0AAAAAACorpwTqWbNmXbLtt4ANAAAAAEBVUu4/mwUAAAAAQFVEoAYAAAAAwAQCNQAAAAAAJhCoAQAAAAAwgUANAAAAAIAJBGoAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEi2EYhquLuBRPT0/VrVvX1WXAyc6cOSNfX19XlwGUK+Y5qgPmOaoD5jmqA+b5hY4eParCwsKr2rdCB2pUTUFBQTpw4ICrywDKFfMc1QHzHNUB8xzVAfPcPJZ8AwAAAABgAoEaAAAAAAATrK+++uqrri4C1U9cXJyrSwDKHfMc1QHzHNUB8xzVAfPcHL5DDQAAAACACSz5BgAAAADABAI1AAAAAAAmEKhxXaWlpal9+/aKiIhQ69attWvXLleXBFyzgoICDRgwQBEREYqOjlZ8fLzS09MlSUeOHFHv3r0VHh6uyMhIrVy50nHc5dqAimrmzJmyWCz64osvJDHHUfUUFhbqiSeeUHh4uKKiojR06FBJl79m4XoGlc3ixYvVsmVLxcTEKDIyUrNmzZLEZ7pTGMB11K1bN2PmzJmGYRjGvHnzjFtuucW1BQEmnDt3zli0aJFRVlZmGIZhvPPOO0aXLl0MwzCMESNGGH/7298MwzCMDRs2GDfeeKNRVFR0xTagIsrIyDDi4uKMdu3aGZ9//rlhGMxxVD2jR482nnjiCcdnek5OjmEYl79m4XoGlUlZWZlRu3ZtY9u2bYZhnP9s9/T0NPLy8vhMdwICNa6bw4cPG35+fkZxcbFhGOf/465fv76Rlpbm4sqAPyYlJcUIDg42DMMwfHx8HBdjhmEYrVu3NpYsWXLFNqCiKS0tNbp3725s3LjR6NKliyNQM8dRlZw5c8bw8/MzTp06dcH2y12zcD2DyqasrMyoU6eO8cMPPxiGYRjbtm0zbrjhBqOwsJDPdCewufoOOaqP7OxsNWzYUDbb+WlnsVhkt9uVlZWlJk2auLg6wLzJkyerf//+On78uIqLi9WgQQNHW0hIiLKysi7bBlREiYmJ6tChg1q1auXYxhxHVbN3717VqVNHEyZM0NKlS+Xt7a1XX31VtWrVuuQ1i7+/P9czqFQsFovmzp2rO++8Uz4+Pjp58qQWLlyo06dP85nuBARqAPgDJkyYoPT0dC1btkznzp1zdTmAU+zcuVMLFizg+3Ko8kpKSrR//341b95cEydO1JYtWxQfH69Fixa5ujTAaUpKSjRu3DgtXLhQnTt3VkpKivr166etW7e6urQqgYeS4bpp1KiRcnJyVFJSIkkyDENZWVmy2+0urgwwZ9KkSVq4cKG+/fZb1ahRQwEBAbLZbDp06JBjn8zMTNnt9su2ARXNqlWrlJmZqfDwcIWEhGjdunV6+OGH9dlnnzHHUaXY7Xa5ublpyJAhkqTY2Fg1btxY+/fvv+Q1C9czqGy2bt2qgwcPqnPnzpKk1q1bKygoSNu3b+cz3QkI1Lhu6tWrp5YtW2r27NmSpAULFigoKIjlUaiUEhMTlZSUpCVLlqhWrVqO7QMHDtTUqVMlSSkpKfrll1/UpUuXK7YBFcmjjz6qnJwcZWZmKjMzU+3atdO0adP06KOPMsdRpQQGBqp79+5KTk6WJGVkZCgjI0MdOnS45DUL1zOobH77R6Ddu3dLktLT07V37141bdqUz3QnsBiGYbi6CFQfe/bs0fDhw3X8+HHVrFlTM2fOVFRUlKvLAq7JgQMH1KhRI4WGhsrPz0+S5OnpqfXr1+vw4cMaNmyYMjIy5OHhoSlTpqhbt26SdNk2oCLr2rWrRo8erQEDBjDHUeXs27dPDz74oI4dOyY3NzeNHTtWd91112WvWbieQWWTlJSkCRMmyM3NTWVlZXrxxRd133338ZnuBARqAAAAAABMYMk3AAAAAAAmEKgBAAAAADCBQA0AAAAAgAkEagAAAAAATCBQAwAAAEAFs2jRIrVq1Uqenp4aPXr0ZfcNCQlR06ZNFRMTo5iYGM2dO/eq2p566imFhITIYrFo69atF/SZlpam9u3bKyIiQq1bt9auXbskSQUFBRowYIAiIiIUHR2t+Ph4paenO47bsGGD2rVrp9jYWDVr1kxvvPHGBX3Gx8crOjpaLVq0uKCWxx9/3FFjTEyMvLy89Pbbb0uS8vPzNWLECEVFRemmm27SX//6V13Ns7VTUlLUvn171ahRQwMGDLigbc6cOYqJiVFkZKQiIyP1j3/844r9XZQBAACqpfErxxvxH8e7ugwAqPa6dOliZGRkXLBtz549xtatW40xY8YYTz/99GWPDw4ONrZs2XLNbT/88IORnZ190X26detmzJw50zAMw5g3b55xyy23GIZhGOfOnTMWLVpklJWVGYZhGO+8847RpUsXx3HR0dHGl19+aRiGYRw/ftyoW7eusWvXLsMwDKN9+/bG9OnTDcMwjCNHjhh2u904cODA7+rKyckxvLy8jJycHMMwDOOll14yhg0bZpSVlRlFRUVG7969jc8+++yyfyeGYRjZ2dnG+vXrjalTpxr9+/e/oG316tWO/nNzc42wsDBjxYoVV+zz/+IONQAA1dRLnV7Sd8O+c3UZAICL+O0OsM1mK7cxOnfurKCgoN9tP3LkiDZu3KihQ4dKku666y5lZ2crPT1dXl5e6tOnjywWiySpXbt2yszMdBxrsViUm5sr6fydZQ8PD9WpU0eStG3bNvXp00eSVLduXUVHR19wl/o3s2bNUq9evdSgQQPHcb1795bFYpG7u7vi4+P1ySefOPafNGmS2rRpo5YtW6p3797av3+/JCkoKEht2rSRp6fn78bo0KGDo39/XxBs+wAAB3xJREFUf3/ddNNNF5zH1SJQAwAAAEAld//99ysqKkoPPvigjh49etVtF5Odna2GDRs6wrzFYpHdbldWVtbv9p08ebL69+/veD1z5ky98sorstvtioiI0IQJExzBtVWrVpo9e7Ykad++ffrxxx8vGmJnzJihBx980PG6VatWmjdvngoLC3XmzBl98cUXjuM+/fRT7dmzR2vXrtXmzZs1ZMgQPfbYY1c8x/+WmpqqtWvXqkePHtd0nESgBgCgwvhw84cKezvsgu+FFZYUKvCNQH3x0xcXPWbernlqNa2Var9eW4FvBKpfUj9lnMxwtG87tE1dPuqiWhNrqfbrtdVqWivtObZHkvTq96+q44yOjn2nbJiisLfD5Pean+pPqq/hXwwvnxMFAOj+++93fF9448aN6tOnj+P1td4pXblypbZv367NmzcrMDBQDzzwwFW1/VETJkxQenq6XnvtNce2iRMn6rXXXlNWVpZ27dqlMWPGKDU1VdL5O8/r169XTEyMnnnmGXXv3v13d+BXrVql06dPO+5kS9Jf//pX2e12tW3bVrfffrvatGnjOO6LL77Q0qVL1apVK8XExOiNN964aPC/lAMHDqh///6aOnXqRe/WX0n5rR8AAADX5N6oe/Xsd89q6b6lig+LlyTNT50vL5uX/hTxp4se4+fppxn9ZiiyXqROFpzUiC9H6L6F92ntg2slSY8tfky9wnpp2f3LJEk7j+xULa9av+sn7Xianl/yvDY8tEGR9SJ1puiMNudsLqczBQB8/PHHjj937dpVH330kUJCQkz1ZbfbJUnu7u4aPXq0IiIirqrtUho1aqScnByVlJTIZrPJMAxlZWU5+pLOL7NeuHChli5dqho1akiSjh07ps8//1xz5syRJIWGhqpdu3Zas2aNmjdvrpCQEC1YsMDRR+/evdWzZ88Lxv7www/1wAMPyGq1OrZ5e3tr8uTJjtcTJ05UixYtJEmGYejFF1/Uww8/fHV/Wf/l4MGD6tGjh15++WUNHDjwmo+XuEMNAECFUcO9hh6IfkDTNk9zbHt/0/v6c8s/y+pmvegxvZv0VnSDaFndrAqsEai/d/271h1Yp9OFpyVJHlYPZZ3K0v7c/bK52RTTIEb1fev/rh+bm02GDO06skt5hXny9fBV5+DO5XOiAACnyc/Pd3xnWZKSkpIUGxt7xbbLqVevnlq2bOlYnr1gwQIFBQWpSZMmkqTExEQlJSVpyZIlqlXrP/9IW7t2bfn4+Gj58uWSzgfs9evXKzIyUpJ0+PBhlZWVSZKSk5OVmpqq++67z3F8Xl6e5s+fr5EjR15QT15ens6ePStJysjI0Hvvvadnn31WkjRgwABNnTpVJ06ckCQVFxdry5YtVzzHnJwcde/eXS+88MIfumvPHWoAACqQR1s/quip0Tp85rBOnDuhH7N/1Kd3fXrJ/X/I/EF/X/l3pR5NVX5RvmP7kfwj8vP000f9P9K4leN068e3qrSsVHc3v1vjbh0nXw/fC/ppXLux5tw1R+9tfE+jvhml8IBwJbRL0L1R95bbuQIALm3ZsmV64IEHlJeXJ8MwNH/+fP3zn/9Uv3799NVXX+mrr77SBx98oMOHD+uuu+5SaWmpDMNQaGio4+735dokadSoUVq0aJEOHTqkXr16yc/Pz/ETWO+//76GDx+uCRMmqGbNmpo5c6ak80ukn332WYWGhqpbt26SJE9PT61fv15Wq1WfffaZ/vKXv6ikpETFxcUaPXq04uLiJElff/21Jk6cKKvVqhtuuEGLFy+Wt7e3o545c+aoVatWCg8Pv+DvYt++fbrnnntks9lks9n05ptvKiYmRpI0ZMgQHT9+3FFLSUmJRo4cqdjYWO3Zs0fdu3fX2bNnde7cOQUFBemll17SY489prFjxyorK0uTJ0923P1++umnNWLEiGt6nyyGcRU/4AUAAK6bW2fdqp5hPXXozCFl5Gboy8FfXnS/otIiBbwRoLGdx+qRWx6Rn6eftuRsUctpLZX2ZJqa1Glywf7pJ9LVf05/DWg6QOO7j9er37+qpfuWavXI1RfsV1JWooW7F2rw/MH66YmfFBFw5eWBAABURyz5BgCggnms9WOatmmaPt72sUa1GnXJ/YpKi3Su+Jxqe9eWn6efDp4+qJdXvHzBPh9t/UgH8g7IMAzV9Kwpm5tNNrffL1Dbc2yPFqct1pmiM7K52eTv6S9JslouvtQcAAAQqAEAqHAG3DRABSUFqulZU72b9L7kfr4evvqg3wcat3KcfCf46rZ/3aaBzS98qMqKzBVqM72NfF/zVfTUaMUFxemFji/8rq+i0iKNXzVeNybeqJqv1dSz3z2rj+/4WGF1wpx+fgAAVBUs+QYAoAJq+0Fb9YvopzGdx7i6FAAAcAk8lAwAgApmcdpi7TyyU4vuW+TqUgAAwGUQqAEAqEAavdlI54rPaertUxVYI9DV5QAAgMtgyTcAAAAAACbwUDIAAAAAAEwgUAMAAAAAYAKBGgAAAAAAEwjUAAAAAACYQKAGAAAAAMAEAjUAAAAAACYQqAEAAAAAMOH/A8XUuNp5jwNzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
174
      "text/plain": [
175
       "<Figure size 1200x800 with 1 Axes>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 4 Limping 22121 23584\n"
     ]
    },
    {
     "data": {
190
      "image/png": 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\n",
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       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e38DrSw7QMNSPwlIXd0/7kfT8Ek9HuypphFpEREREyl1OkYP3Vx3hgzVHKXK4CLEVc5v3RnqatpLh05ATwR3Jr9WOmjUCCQvwItTf6/y/fl56iypSFov3nOaJuTvJLnQwqnMUTw1owtfbT/Dk3F08+NEqPhrfE2+7zdMxryr6bSUiIiIi5aao1MX09cn8d8VhcoocDAw5zV325SRm/4C3oxg3JsylmyDnM0qO2PjRHccadwvWuFuw16iPgRlfu+VnBbb9fKH903NNawdSP8TX04cqUmUUO1y8tHAf09cfo6avjal3taVvs1oADK9zloSID2mcvozNb/ah/SOfYbboQuXyooJaRERERC6bw+Xms83HeXPpQXJzc7jLfwvja60gOGcPFAB1W0Hb0Zjjb8SdcYTi/UsxDi+j86mNdHPtBmZTYK3Jft/WbLEmssrVgqTMALalZOH+P1eL2ywmvrqvC80janjiUEWqlENpeTwwaxtJp/Po0DCYSbe2onaADfZ9A+vfgZT1NAWyraF0zP+BhTNeYuDdf/N07KuGCmoRERERKTO32+DbXaeYuHg/XplJTPBewVD/Ndid+VDoB61HQtu7zxXU/2Oum4Bv3QTo9Qg4iiFlPRxZjt/h5bQ+vZTWLGUsQGgs7lY9yYvozumgNqSV2kjOKOTZr3fzyqL9TB/d3mPHLeJphmHw2ebjPDd/LyVOFxP6xXJ/l9pYdkyHDZMhKxksdki8Azrdh7dPbc680Yk+yRNZsKg11/Uf4OlDuCqooBYRERGRS2YYBisOnGXSdztpmLaE123LaOW1HwwgOB7ajYYWt4B34B83ZPOG6F7nHv2A/LNwdCUcXg5HlmP+8T1q8B41zFbiItvTLboX6bERvLXfzfrDGXSKDqmMwxWpUnKLHfz1y118u/MUEUE+TL6+Fi1PzoQ3PoLiHPAJhu5PQLs/QcC5S7+9gZLbZ2L6eADN1z3Eqjrf0z0h2rMHchWotII6KioKLy8vfHx8APjLX/7C8OHDK6t7ERERESknm5Mz+fjbJbQ4/SUfWVZT056PYfWG+BHnRqMj24HJVLbG/cOgxbBzD8OA9APni2uOroaUdTwCjPbyY/UXfTAen47JrPtBpfrYmpLFQ7O3kZpVxNiYPB4P/Ar73K/A7YSQxtD3OUi4Fey/nmegRnR70rv/gwar/kbS3HvZHfwZzSODKv0YriaVOkL96aefkpiYWJldioiIiEg52ZeazsqvPyTh9FdMsuwFKziDG0P7MZgShoNvcPl2aDJBWNy5R8d7wFkKqZvgyHKKf/yCQUXz2fHDDFr2H1W+/YpUQW63wburDjNxcRJ9LNv5ou4KaqduOvfNqG7Q6QFofA1c4AOm0F73k5myjv7JC3jto38Q/OCL1A3yqYQjuDrpkm8RERER+X3OUk4d2sGexR+SmPEt95hycVqs5De+Af8u47A26FL20ehLZbVDVBeI6oI5fhR5k9sStuElXL1uxWL3rpwMIh6QllvMk3M2UOfYfJZ7f0899wnItkLCcOh0P9RpefGNmUwE3/ou+W915cH86Tw2NZ4XHhhJgLeW0yqLSi2o77rrLgzDoH379vz73/8mLCysMrsXERERkd/jckLmETi7D9LOPZyn92LKPEwdXNQBztjqcLr1/dTuPgZ/f8++jwurFcmqBqPpnvIOO+a9SstbnvZoHpGKsnb7HvZ9/RqvuRcRbMvHsNeAto9A+3EQWLdsjXoH4n/nJzin9OaJvJd44uMo3hzdG5uW07pkJsMwjAtvdvlSUlKoX78+DoeDp59+ml27drFw4cJfbDNx4kQmTpx4/uvs7Gzmzp17wbaLi4vx9tanknJ103ku1cH/Pc8LHAarThq4DWhfy0SYTyWNgolUII//Pjfc+JScxb/wOP5Fx8/9W3gc/6ITmA3n+c3cmDhuhLPfHUmaLRK/iHh8IxLAVHXecJeUltBm8yMEUMj6tm+BPcDTkeR/PH6eXwUcboPc3Qu5Kf8TvExOsqy1OB15HSfCe+KylM9rG3FmCc2PvMcSVyumhzzG7U2smCrripMqbMyYMaSmpl7UtpVWUP/cqVOniI2NJS8v7w+3i4yMvKgDWbRoEf379y+veCJVks5zqQ5+Os9zix18uOYoH6w+Sl6JEzCINyUzJngX9Rs2pknv2/EPruPpuCJlUlm/z51OF7lnUyhM3YXz1F6sGUl4Zx2gRv5hbO7iX2x7ilAOuCPZ547koDuS/UYkh4wIGtQK5bH+cfRtGl5l32Qv/ewd+uz9K7vr3U7zMZM9HUf+R+9bLs/R9AJe/fhL3sj+M+nWWtiu/SehbYaC2VK+HRkG7i/HYd71GS86bqNmv8e5t2f1nvnb5XLToEH9iy6oK+WS74KCAhwOB0FB52aQmz17Nq1atbrAXiIiUt0UOw3eWX6I91YdIafIQWJwKc+32Euj1K/xz94PBcBucO56gSS/1phb3Eh099uw+JXzREgiV5j0/BIW7DzF0j2phGZupVXRBrq6N9PQfIaf/9+RZgSxwR3DQSOS/UY9TlgbkOHbEC//moT42anpZyfUz06sn52oUD/6Nq2FxVw1C+mfdBkyjr37PiTu+KcUnHoYvzqxno4kclm+3JrK3+ftZAZvYDEbhI2aibVem4rpzGTCPOh1XCe382TGp9yyKJZ6wbcyKKGMl5JfBXau+OKStq+UgvrMmTPcdNNNuFwuDMOgUaNGzJgxozK6FhGRK0BRqYsZ65N5a4OLYscehgXu5cHwH6l7dhWm3U7wrgFtx1DQ5EZ27tqJLWkeCQWbsW/cjHPjMxyu0R7/NrdQq92N4KPlP6R6KChx8sPeMyzekoQ9eRm9TVt4y7yTGqYCALLsoWwKvJ7cGk0pDYnDCG9KYM1ahPjZaexn53Y/G17Wch7t8gBvu41THZ+h2fqRJH/xJI0f/MrTkUTK7LNNx3li7k7u91tKK9ch6Hg/5ooqpn/i5Y9l+Me43+vJZN5i8GcR1A7sR9uoavhhtWHg/eNbl7RLpRTUjRo1Ytu2bZXRlYiIXEGKHS4+2ZjCf1ccJqTgIE/ZVzIscCPepZlwxgTRvaHV7RB3Hdi88QM6xXQF7iPl5En2Lp9DjcPf0Db7R2zL1uNY9jinw7oQ3P5W/FoMAu9ATx+iSLlyuNysOZjOuo3rsR5eTA+28KZpP1arGwBXnUSIGwhx11KzdgLtquhl2uWtR9/BrNrUie4Zy8hJWkmNJj08HUnkkuUVO/jPoiSa++fxmGkO+NeHXn+tnM7Dm2C+/g1qfTWeVy3vMG56Db68vxtRoX6V038VcWLb9zQt2Qlc/HwMWjZLREQqXYnTxaebjvPxsm10KlzOTPtqmngdOfdN/2ho9QAk3Ao1In63jfp161L/9gm43Y+wZf8Rjq6eQ8SJ7+mQthrrgpU4Fj5EZt2ehLQfjrXJAPDyr6SjEylfhmGwNTmdHWu/w3Z4MV1cm+hlPg1mcJq9cTe8BpoNhMbXYAmsnnMLWC1mjN5/x7HoOvLmP0WN2LUXXItXpKp5d+Vh0vNLmFd/Nqa0ArhuWuX+7Wp5KySvodu2jxnhmMvd07z58t7O1PSzV14GTzIMXEv+RalxaVfuqKAWEZFKU+p0M3dTMpuXfkHvkh9YYNmK3ebEsPlD87vYWNqYDjc9eElr2prNJto1jaZd079RWPok32/Zy5mNn9M0cwkdUpdgOfEDDpMXhVF9CGw7HFPja8DuW4FHKVI+jqSksm/1l9iPLKa9cwttTIUA5HuHkxd7JwEJ12Nt2B1sPh5OWjV079SRb1YNYnDh12RsnE1Ip9s9HUnkop3ILmLq6qP8KXgXkWkroPlNEHtN5QcZ+Aqc3MaEM1+wJbMx4z628/GYDnjbrvzbQy6kcO/31C/czQLvAcCai95PBbWISAUyDIPsQgenc4s5nVN8/t8zucVkFpQSE2KjdbiFZrV9qBMRham8Z++sIpwuNz+sXEXmumn0dSznNlM2WMDVoDu0vgNT00Fg9yN70aJLKqb/L1+7lUGdEqBTAiez/8qMjTvI3TKXjsWraHfkO0xHF1Js8iY5pDslja8jokk7QiNjwWIrx6MVKbszGRkcXvQu/ke+o5ljD41M5y7lPunXhOImAwhvewP+dRIv6/+Tq5XJZKLW9c+Q89kPmJY9D21vApuWbZIrwyvfJ+HlzOMJ9wfgHQTX/tszQWw+cPN0zO/14H3rf+mVHMHjX/gwaXgi5io+QeFlMQwKFj2PxbDh7voovKOCWkSkwpWWlHD27GkyM86SnZVBXk4GhblZlBRk4yzIxl2UA6W5+LkLCTAVEkAhzUxFdODc14EU4XXEcb69IrxIs9ejMDAar9pNCG2YQGBkMwiJBquXB4/0IrmcUJgOBWchPw13/lmKs09zPPUYriNrGOA+AECOTwQl7e7Bq83tWILqV1icukE+3N2/I8Y1Hdh2PJs3Nu0g8MgCWucvp3X6YkhfDOvBiYWztgiKAhtirRVHaIN4fOs0hdDG4FsNJ2SRSudyG3y39RC5q9/lmuzP6GzKpciwsz+wI17NrqNh5xupW6P6zrh7KTrEN+aToDu4Pec9zi6ZRNiAJz0dSeSCdhzPZt72k3wUOg97/lkY/Db4h3suUGgMDH4T/y9G83HQewzc8Rj1g314vH8Tz2WqYO6kBYTl7mWWaQA3dmx9SfuqoBYRuQjp+SXM+TGFbccyCcvYTNeCRfRybyDCVMLv3+ULmM89DEw4rP647QHgHYTFpwEW3xrkGr6kObxIL3DglXOU2iXHaJB+CNIXwe5zTbgxk+sTgTs4Fr/IZnjVbgKhcecKvgqe0dpRlEdexkkKs05Tkn0aR24aRn4apoKzWIrSsRVn4FOagZ8jC3937q8O3ReIAwrxYm/4IBr0HUuNmO6Vem+jyWSidf2atK7fE+hJqdPN/sNJZO5aTOnpJLxyDhNeepz66auxZqyEvf9/3yJbEM6aMXjXaYIt/H+veUhjqBkFlkv7E2oYBiVON3nFTvJLnOQXO8krcRDkYycq1Bdfu/4kVzeGYbB05xGOfjeJG4u+JMSUR6YtnN0tJhDT70/E+178pDjy/7UY+hjHPpxH2I+ToPsY8Av1dCSR32UYBv9asJcOlv30yl8AUd2g1R2ejnXukvNj62iyaSov1fyWJ5cPJr5uDQa2uArnaXC7KVz0TyyGnaw2D17y5e366y0i8gf2n87jwzVH2bx9C4NZxT8sq4g0pQNwxKcZGQFNsPoG4eUfhE9AMAE1ggkMCsHuFwRegedmmfYKxGT3x/4bRWTg/x4x//u6xOli17FTpBzcQc7xvZC+n+DCZKILThJVuALbiaW/2N/hEwahsTiCG1NcoxEFATEUWfxwFefjLCnEVZKPu6QQSgsxHAVQWgiOIkzOQszOIizOQiyuYqyuIqyuYmzuImyuYuxGMT5GMT6mUoKB3xunzTb8SDdqkExdss3xFFhrUmgLpsQrGKdPKG7fUAJDIxjUpQ3NAqtGcWC3momLawZxzc4/V1TqYmfqWY4e3EtWyh7cZw8QVHiMaPdJos/sw5a2+RdtuM02Cv3qkePXkEzv+uSaAnA4HDicDpwOBy7nuYfT6cTlcuB2OnC7nJgNF1aTGzNurLiw4CIPNydx4WcFH7uFYr9I3CGN8arTlJAGzalbPxq7TX+urzbr9x3jwLevMyj/C/qa8sj1qkVBj78T3OEugq+EK1KqsISoWrxf9x7Gnn6etG+fJ3z4m56OJPK7Fu05zY7kNNbUmAZOL7h+UtW5paP/i5C6mVtOfcoyr0a8ssiPa5rVwmq5yib82/c1/tlJvOcexNDulzY6DSqoRUR+xe02WHnwLLNW7SEoeSHDLKt42ZoEgBFQF1pOgMQRNAptTKNy7tvLaqFFdCQtoiOB64Bza83uPpHDypR0Th1LovjkXgLzk4kxnyC64CTRhVsJOL4WX36/8P0jRYadIuwU4U2pyYtCcwAOazguiw8l9pqUeIXg8gnB7ReO2T8MW2AtvGrUwieoFoH+foT52GjkZb2i763ysVto3ag2rRvVBnoDkFPkYPeJHGYdz+LIsRTyT+yjRmEyjUwniTadpFHOKernLifif/e4XtDvfODtxoLLZMZpWDAVu/Au2Qz6pTXbAAAgAElEQVSZwMFz3y80vEg2R5DuE0VxjWhMYY0JiIwnvEEzIsJqYrmCX/fqaPvhVFI3fcXQdd/QyZRPtr0WuT2eJbDjyCvj1o4rRO8bx7H17dkk7JuJcfYBTGGxno4k8iulTjcvfZfEw17fEF5yDHo/c+42r6rC6gU3T8M0pQevuybTO70OX28/yU1tIj2drPy4XZQueYFSw5uDjcdQN+jSJ3lUQS0i8j9FpS6+3JrCtpXz6ZS/mEnmTfjaSnBbvKDZzdDyNkyNekIlTxzm52WlQ6MQOjQK4dwF1DeQXVjKztQc1qRm82lWIaFGFnWcKdQuTcGHUrD7YLL7Ybb7Yrb7YfHyx+Lti9XbH5uXHzYff7x9/fHy8cfbbiPIaiZYhdkv1PCx0SUmlC4xoUBjoA9n80rYdSKbE9nF5HtZOWp1E+I4SYCpGF9vL3y9vfDxtmO3eZ07T8wWMFt/9vjf1ybL+a/NJhNmwAYYbjcZaamcPbqLghN7MdIP4JtzmNDiY8QWLoPCZXAK2Akuw0Qq4ZyynhspdwbHYKvdlNAGzWkWE1UtZmS9khxIOcmuea/RK2MOiaZ8suy1yOz2LMGd7wZrNVmSphJFhwcwOWYCrY/cS/q8pwgd+6WnI4n8yoz1ydgyDzDeex6ENYMuf/Z0pF8LbghD3sH30zt4x/sdHl9ahxsS6149o9S752LPOsgU1xCGdW1ZpiZUUItItXcmt5j5y1bD9tkMMFZyuykdLFBSpx20vQNz/FDwruHpmL8Q5Gune2wY3WPDPB2lWgkL8KJ3k1r/59l65da+yWwmpHZ9QmrX56crFH7iLs4j49geslL2UHI6CUvmQWrkH6W1Yzv23M2QCyQDGyDTCOCAVwzZET2o0XIQTZq3xsuqAtsTUk6dYeeXr9A5bTY3mfLJsIWzrtZtdL77RRXSFWzoDUNZ+Np0Bp5YivvIKsyNuns6ksh52YWlvL30ANO9P8RsuGDwW1V3xYmm10PH+2mz4R1uyZ3Ol9uacEvb8vvb5zEuJ+7lL5Fv+LIyeDgPNCzbRKQqqEWk2tp7NJWdi6YRc3I+Y837ASjwrkVpm0ewt74Dr9CYC7QgUnnM3gGExXUkLK7jL7/hcuLMTCYjeTd5J/ZSejoJW+ZBYkt24310Gxx9g+SvarPXvxMlDftRr1UfEhqEY7deJaMLVdSZs+lsn/sf2p/6hEGmfM5aa5Ha6Wkie44hb+lyFdOVoE4NH75KfJySHcMpmv8kQQ+trdQJEUX+yKSlB7nOsYiWtiRoPx4i23o60h/r+xzOlI3cc/IbnvyhBUNbPY7tSh+l3jkHc9YRpjqHcXO35pjKeO+6CmoRqVZcTidbV82n+McZtC1aSzNTKaVmO6fqDya8+2j8GnWv9Eu6RS6LxYo1LIZaYTHUajfk/NOlRfkc2vIdRXu+o27aSgYWfAW7vyJvlw/LaUFycHdsTa6hZZPGJEQGXflvjKqIzMwMdn75H1oen0l/Uz5plnCOtP8rjfqOVRHtAbf1787sHdcyKvtbnDvmYG01wtORRDiaXsDi9dtY7DUHIyACU59nPB3pwqx2rLdMo+jtLvyleBLfr+nB9T06Xni/qspZirHyZXIJYK79epYm/uGaLX9IBbWIVAv5edns/nYykQem0844DcAR3xZ4tb2DiC63UaeKXdItcrnsPv7EdL0Zut4MhkHpyV2kbfkay8HF9MvbhDnrR1j/KtvXRvMurTlTpyd14jrQKSaUFhE1VGBforycTHZ++QrxyTPoacrntKUWSW3+Qlz/sYRrsjGPqelnx9F5AlnrVmBf9BzW+CFg9/V0LKnm/v3dPp62TMPPKITrPgSvqrEKxgUF1cMY8l+CvhhB9IoHKO24BruXt6dTlc22jzFlp/Cu41YGdY27rHlHVFCLyFXtVMohji58neanv6IjBWQRwMaIUcRcM55GDZpduAGRq4HJhD0igciIBOAZKEindP9i8nZ8S9PUlSS6Poczn3P6dE2WL0tklld7mna+nlu6NCHAu4re01dFlJzax6EFrxOV+jVdKOaUOZxjrZ6kxYB7qG3TiHRVcHuvlkzeeDOPFX9E6dq3sfd6wtORpBrbcCQDY9+3DLBvgmZDIG6ApyNdEt/m17Fl40jaHJ/O9i9fJPG25z0d6dI5imHVq+Sag/jYfQ3fd2xwWc2poBaRq1LS1pXkLZ9EYu4K6phcpJgjSGr2KAkDx9HB9wr5JFikoviFYm89gpDWI8DlgJQNOPd/T+De77gtdzm3uZZTsuo1Nq2OpziqL60G3E1IratgApry4naRu2sBOSveoV7WBuKBA6YosluMofWg8dSxa0S6KvG1W6nT536OLlpIxJrXod0o8A/3dCyphtxug4nfbOFN2zTc9kDMA172dKQyibv1JZJfWUyT/f+lNH009tAoT0e6NFumQd5JJjlup0uzBkTWvLyrVlRQi8hVw+V0sn3JbHy2vEszx24Adnu3wuh4P8173Eh93Rst8msWGzTshrVhN6zXvgCZR3AmfU/W1vl0SN+ELXkHpZPfYHtwP2r3f5jaTTp5OrHHGIVZpC6bgs+OaYQ6TuFrmPnB3InS1mPp0/8GYu16W1VV3dwhmn+svJsXSv9NyQ//wmvom56OJNXQ1ztOMOjse9S2ZkH/SRBQ29ORysTfz49lLZ8lase9pH76IJH3zYcyTuhV6UoLYfVr5NlCmVncj486R112k/rNLyJXvPy8bHZ9M5l6B6fTxjhNqWFhc81rCe07gebNO3g6nsiVJbgR1s73UbvzfbiKctm2/HPsWz8gMet7mPM9R3yaY+9yP5GdbgFL9XgbkZ+yg5OLJ1E/9RvqUUq6EciXAbcS0HU8Pdomasb0K4Ddaqb9gDvZ+NU82u34GLrcB+FNPB1LqpGiUhffLfyad61LcEZ2xNrqLk9Huix9Bt7Cwp2fMPDsKhx75mNrfoOnI12cTVOhII03jdFE1QqhU6OQy26yevwlFJGr0qnjh0leOJH4U1/R6X/3R2+IHE3j6x6hbZ36no4ncsWz+ATSauAYjAGj2b5pFbkr3qZDwTK8ltxLxvJnKWw5msi+92DyLdvanVWay0nK+s9xrn+XRgXbiQV2Ec2hqBEkXDOSG+tqDfgrzfUtI3h46Vg65D9K8Xd/w3vkXE9Hkmrko1X7ebRkMobFivWGt674Jdz8vKykd3qW3LVDsHz7OLbGfcDL39Ox/lhJHqx9gwLv2kzP7sFznaPKvFTWz6mgFpErzsFtq8hZNomWuct/dn/0BBIGjqej7o8WKXcmk4nE9j2gfQ/2HDzEke/epkPGV9Tb+jIlW9/gbKMh1L3mYcy1r/yJ/oqy0zj4/dvUOTCL+u6zlBoWVnj3xNl2HF16XEsLu24duVKZzSaGDhrM15/M5YajS+Dwcoju5elYUg2k5RXjXPU6ceZUnN3+AmGxno5ULob1bMObG0bwVPFUnMtexDrgRU9H+mMbp0BhBlO87sPHx5chreqWS7MqqEXkiuByOtm5bA5em/57/v7oPd6JuDrcR/Mew6hv0ZtckcoQ3ziG+MZvcOT0syz79kOapsyi5ZFP4d1PORPaiZA+D2GNu/aKG305vnstGcvfpmnGDyTgIM2oyQ+1RhPZ9z56xjb2dDwpJz3jwri/9niuTdsEC/+C1/1rQfNrSAX7+JslPGD6kvzAGPy7T/B0nHLja7cS1vMeti9ZRsKP70KrEVC7uadj/bbiHFj3FkV+9Zic0ZHR3evhW07zXqigFpEqraDEyfJli0j88VFaGacoNSxsqnktIX0fIb55R0/HE6m2GtUOptGfHuN09v1MX/QNYXs/5JqzG7F+ehu5PvXw7nof9jZ3gHegp6P+rtKCHHYv/xT/HR8S69hHPWC3pSkZzUbS6tq76Ofn5+mIUs5MJhOjr+vOh1Ov5d6Mb2DHbGh1h6djyVVs/6kcuib9Ey+zE/tNb4P16lpOb0THRvxp5b3McD2J+5uHMY9ZXDU/UF0/GYqzmR0yFpfJyp2XuVTWz6mgFpEq6XROMdPWJXN043wmGq9iMbnZEDGKmOsm0K5u+f0SFJHLUzvIh5HDbyGncCgzV/2Ie+P7DCn8AfsPf6F02b8oaXEbAd3vh+BGno4KhgEZh8ja8S05OxYQkbuN1jgpMWxsCBpAQPf7iG/drVzuqZOqq21UMDNjxpJxdAV+i57DO34o2PXhiVSMNZ+/zhhzEhlN7ySkwdW3SoKP3ULvXv2Y8f0S7j6xCLbNgDajPB3rlwozYcNkHEGNePFkAn2b1qJe8OUtlfVzKqhFpErJLizlneWHmL7uGAONVbxjn4LL7ge3zqFjdBdPxxOR31HD18aoa7tQ3KcjX248SMrK6Qwp+YYm26fi3v4Bh4M642ozhujWvbH51ay8YI5i3EfXkLXjG6xHllCjKJWagK9hY4slAWd0X5r1u5uO4eVzL51cGf52U0fen3gLTxV/QP7y1/Hv/7SnI8lVaN32PQzLmEKOLZSQG17wdJwKc3uH+gxYcQeDnD8S+sPfMcVdB/5VaOLGdW9BSS7f1p2A87SFUeWwVNbPqaAWkSqh2OFi+rpk3ll+iNxiB8/UXMqYog8xAiOx3jFXy5uIXCG8bRZGdG2Cs9MLLNn7ECu3fEeTY7PolrUO89K1sBQyrLUoCWlKUMPW+NZLgFrNz41gl9O9rEb2cdK3fUvx3u8IT9+Il1FMCJBqhPKtux+ZdXvQqscNdG5SD7NZo9HVUViAF62GPsLhLxYSueEtjE5jMAXW8XQsuYo4XW5KFzxBDVMhmde+Dd41PB2pwnjbLNzVqwV/X3Ank3kTfngWhv7X07HOKUiHjVNwh8bx3NEmNA73pXP05S+V9XMqqEXEo1xug3nbTvDa4v2czCkmsoYXX0YvIObwdAhriumOuVAjwtMxReQSWS1mrm1RB1qMxu2+mwNJuzj74+c4T+2idtFhYk6vxnZmBWw4t73b4o2pVjNMtZufK7BrxZ97+FzEaLbLSeb+NZzdOp+A48upW3KEMMBpmNlixLLPvxOumGuIa96OmxoG423TJFQC/RPq8eGmBxl9/K8c+uwvxPxpmqcjyVVkzcJP6OlYw8HgnjRue5On41S429rX590V3VnnXEXnHbMgcQQ07ObpWLDmdXAUsDpyLDmpbh6/tnyWyvo5FdQi4hGGYbDywFn+/V0SSafzCPK18eyAaEaeeRnL3i+hfme4bdbFvZkWkSrNbDbRpFkCTZolAJCeX8L8fSdI2r2F/GPbiXIepakrhfiTRwg5ufWXOwdGnps1tlb8/wrt5hASTW5WGskbv8Z0YDFR2RsIpoBg4KwRyCJbb7IjexKSMIB2TRrSwddW+QctV4RhI8ay9ZVZJB6fR2rSJiKbtPN0JLkK5OVk0mTLc+TjS90Rb3k6TqXwtlm4v3djnpo/kmU+e7EueBTuWePZSdjyTsOmqRi1mvPC4RgCvEsZ2qr8B2lUUItIpduVmsNL3+1j3eEMvKxm7ukRzb2dwqnx9Sg4uhKaDIKbpoLNx9NRRaQChPp7cVO7RtCuEQ7XTWw5lsXypDT+mZRGVtoJmphTiLek0NX/NM3cxwk+tBTTge/P71+CHX/DQYLJAGCvKYbjIV2xN72Wpm160D+o/CabkatboI8d67UvwoIbKPriPpxPrMZq9/Z0LLmSGQYnp48hjnQ2xT9Du9D6nk5UaYa3q8d/VzTgvdIbuS99Dqx/C7o96rlAqyeCs5ikJg9yYFEhY7o2xM+r/MtfFdQiUqlWHTjLyI9+BGBYm0gm9IulriUXPhkMp3dB2zEw8BWtCypSTdgsZjo2CqFjoxD+MrApxzMLWbE/jWVJaUw7nEGJ040NJzGWU8QZx2hiTqGF9Tje/kEUN+xDZLvBNK0fRTPNzC1llNC+B2u33kGX0x+z5eMnaDPmTU9HkitYzrKJxGUuY5WtC11uvHrWnL4YXlYL9/WK4Z/zBnBb8AZqrvwPxN8IwQ0rP0xOKmz5COq25rVj0ZhMadzVqWJWiVFBLSKVxuly8/y3e/Gymvnins40j6gB6Ydg2o2QfQx6PQ3dHwO9MRaptuoF+3Jnpyju7BRFUamL9UfSWZaUxqnsujRp2I8u0aE0qxuIRZOJSTlqM+pVkl7ZSJvj0zm6sR8NO1zv6UhyJTq6ioDV/+KgOwLLkHewWKrgeswV7Ja2kfx3+SGeLLqL94zn4bsnYMRnlf/ebtWr4CrlbNtHWfp5Gr3jwmkQUjHL46mgFpFKM2fTcQ6l5fNQ75hzxfSJLfDJzVCUBde/CW1GejqiiFQhPnYLvZvUoneTWp6OIlc5b29vTMM+IH/ONdT4/gGK49rhHVTb07HkSpJzgtI5IykxvJga8U9ejvfAqGwV4GW1cH/vGP72VTH76w8k7uBC2PcNNBtceSGykmHbx1CvA++dbIhhJDOqS1SFdVf9PjYREY/IK3bw+g8HCAvwYnyPaDi4BKYNgtJCuHWWimkREfGouKYJrGv2NMFGNqkfjgS329OR5ErhLKHok9uxl2TynOUBHrh5gKcTedTNbeoREeTDvWeHYnjVgO+ehJK8yguw8hVwOynu9hSfbk4lOsyPrjGhFdadCmoRqRTvrjxMRkEpj/aLxW/f5zB7OFi9YOR8iKvef3hERKRq6D3sPpZ69yMmdwNHF7zi6ThyhSj+9kl80rYxxTWYm++4l3rB1XtiRLvVzIO9YzhS5MeKevdC3klY/lLldJ5xGHbMhqhufJkVQ26xk5Gdy3+prJ9TQS0iFe5kdhFTVx8lLtyfW0rmwrx7IKAOjF4E9dp7Op6IiAhwbv30mLsmc9SoQ+SW/5CfvMnTkaSKc279BO/tH7HGFU/AwOfo2CjE05GqhJvaRFIv2IdHDrXCWbcNbHwXTu2s+I5X/BsMF0avvzJt3VECvKzc2DqyQrtUQS0iFe6VRfspdTr5oPZczEufg/B4GLMYwuI8HU1EROQXGtQNJ6nLJNwGFM0aWbmXqsqV5dQOjG8e5oQRwuqWLzOiU7SnE1UZNouZB3s1JrvYxee1HgEM+PaRir2VIi0Jdn0O0b1ZlNeIA2fyGdY2Ev8KWCrr51RQi0iF2pmazYJtycwJfp/IA9OhQVe4eyEE1vV0NBERkd90bb9rmBsyjrDSE5yYdb+n41SodYfSue7N1Tw0exsut+HpOFeOwkzyZ9yG2+1mctizPDa0i6cTVTlDW0dQP9iXF7fZKWkzFk5shq3TKqw/57IXAYPHMq7nnplbsFvM3NUpqsL6+4kKahGpMIZh8No3m5lmf5kOhSuh2Q1wx1zwCfJ0NBERkd9lMpnoO+pZVtGaiGNfk7NxpqcjlbvTOcU8OHsbI6ZuZM/JXObvOMmLC/d5OtaVwe0m+5NR+BedYJJ9LI/ePQJbNVwi60JslnP3UucVO3nfchsE1IUlz0H+2XLt59j+bWx4ZyzWpK9Z4mrFgoy6DG9bj3n3d6FhaMUslfVz+smLSIVZuWUXT56aQGfzXmg3FoZ9BDZvT8cSERG5oPBAHxyD3ibNCMLr+8cwMo54OlK5cLjcvL/qCH1eW8E3O07St2ktlkzoQbuomnyw5igzNxzzdMQqL/f7fxJ0YiVzjV4MHv0Xgv3sno5UZQ1tFUFUiC9TNqRR0PtfUJwDi5++7HZLSorYvGAqe17sRoPZPel49jOSzfXJ6/4cG/7ah5eHJdCsbmA5HMGFqaAWkQrhKCkiasFtNDMfI7/rX2DgK2C2eDqWiIjIRevTNp65DZ7F7i4mc8Yd4Cz1dKTLsv5wBgMnreaFhfsI9rfzwci2TB3Zlphwf6bc2ZYGIb78ff4eVh0o3xHEq0nxngUE/jiRne6GBN40iSZ1ang6UpVmtZh5qE9j8kqcTEmLh5h+sHMOHF1VpvZOHEli/ZQHyX8pjrabHqVxyV42B/Zl34BPafD0Dob260kNH1s5H8UfU0EtIhVi96fPEWWksr7BPfj3fQoqcLkCERGRinL7iLv42DqUkJw95Cx81tNxyuRMbjF/nrON297fwLHMQh7u25gfHulBn6a1zm8T7Gfnw1Ht8LNbuP+TrRw4o8nY/i93+mHcc8eSZfiztcMk+iU08HSkK8LglnVpFOrHh+uOkdv7RbB6w7cTwFlyUfs7HaVsWzyTnf/uS53pHel0agZFJh82RP+Z/Pt30nbCXJp2uBaT2TOlrQpqESl3eSf2EX9kKodN9Ui89R+ejiMiIlJmgd42Yoe/yDZ3DDW2/hfXwaWejnTRHI5S1n/yTwpea02PPU/zQINUljzcjYf7xuJt+/VVY9Fh/rx7ZxuKHC5GT9tEev7FFTyV7VROES8s2MvO1OzK67S0kIwPh+PtKmRmxLOMHNi98vq+wv00Sp1f4mTKLjd0fwwyDsK6N/9wv7QTR1n/4eNkvNCEVuvup1nRFrb7d2VX72nUfXovHe98nuDwiEo6it+nglpEypdhkPHpA9hxktL5RXx8dM+0iIhc2TrF1mF1wsvkGj6UfDYW8tM8HemC9q7/jtSX2tLp4KuEmbK40bKGx848Qf2PO8KyFyDzt+8J7xwdygtDm5OaVcTYGZspdrgqOfkfW3conUFvruH91Ue54Z21/P3r3eQWOyq2U8PgxMzxhBUeZKbvHYwZNQaTrry7JNe3rEt0mB/T1iaT2fIeCI2FVa9C5tFfbOd2udi18ku2vXIdwe+1plPKewCsrz+ezHFbaf34t7ToPhSzpercRlhpBfXBgwfp3LkzsbGxtGvXjj179lRW1yJSiTLWf0xU7ma+t19Djz7XezqOiIhIuRh3Qy/e9H0AX0cGeXP+VLHr6V6G9NMpbJ44jGaLbqWu6yTr6/0J2xMH4YHN0HUCuF2w6j/wZiv4aCBsm/mrtbaHt6vPPT2i2ZaSzWOf78BdBZbTMgyD/644zB0fbKTE6eb5G+LpFmmnzqaXOPFyB5I++ztGQXqF9H3qh7eISJnPSlNb+ox7GV97xa5rfDWymE081KcxBaUu3l9/Aq6bCM5iWPgYGAaZaSfYMOMZTv2rKS2W303L/LXs8WnD9i7/JeRvSXQa/R/CIxp6+jB+U6WdDePHj2fcuHGMGjWKL774glGjRrFp06bK6l5EKkNhJvalz5BuBBJ8w0uYzfr0VkRErg7eNgtD7niQz9/dxM2pK3CsfQtbtz97OtZ5Tkcpmz//D/H736atqYid3u0IufkNOkU3P7eBb2Po+3fo/TQcWQ7bZ8G+b+HYWlj4xLmlLRNHQIMuYDbzRP84ktML+HbnKRqF+jHhmjiPHVtusYPHP9/Boj1niK3lz7sjEml0fC53FryAyZpOsWHDe+8blO6bTGnTYfj3eBBqNSuXvnP2ryJs3XMkG7UJvO0DImpW/DJMV6tBCXV5e9khpq9L5k9dexGcMBzTzk9JeqUPjQp20NHkJIMarK878v+1d9/hUVX5H8ffk5n0Qi8hIYkBAgFCQid0BKSoIIvKShEQcYsNcS2rsmJZiiBiY1dRI8VVBKQJiggiHWkB6SAlBEhCC5CElMmc3x/R/ET6kGQS8nk9zzzkzrn3nu/FY5jP3HvPJaTT34kOr+Pqkq9LkZyhTklJYePGjfTv3x+A3r17c+TIEfbv318U3YtIETk59wX8c1OZW+lvNKtX09XliIiIFKj6QWU42eY1fnEE4rbsVTi62dUlAbBr/WISRjelxd5xpFn82NLyfaKe/Y6g38L077lZoWYnuPcT+MdeuOutvPC59X8w5S54Jxp+GI3b2cO81SeGBsFleGfZfr7anFj0BwbsSTpPz/dWs3hHMndHV2Nedzvhs7vB109hcbNCz/dJH3aAaUEvsyM3BL+d/4P/xOL4tAfs+eamriTITj1O7oyBZBsbe9pOomHtsII7sFLI6mbhyU61yMjOZdiMeO4/cCepxpc6GZvY51mXTU3fxP+fe4l95B2CSkiYhiI6Q33kyBECAwOx2fK6s1gshISEkJCQQM2a+tAtciswh9dSce/nrHHUo/19j7u6HBERkUIxtGN9ntn1AmNOP0X2F4Pwfmw1ePq7pJaTSUc4+PnTND27mGxjY231h4h54FUCfa+zHu+y0OShvNeJvRD/GWz9An4cAz+OwTusDdMb30evcxV4fvbPBJfzodlt5Qv3oH5nXvxRnp/9Mzm5Dt683Zc/nRqL5fNvwOoJbZ6G1k+Bpz8VgAFDh7P2l4E8OnsWXc7PofuhVbgd+hHKh0Ozv0DDfjf23yk3h6OT+3Cb4zSzbhvJvR07Ftpxlibd6wdSu8p+Vu47SYCXF1OipnBPg8rUi4h2dWlOsxhjCv2miE2bNtG3b1/27NmT/16zZs0YM2YMt99+e/57EyZMYMKECfnLqampzJ49+5r7z8zMxMtLEx/Jra04j3OLw07Mlucok3Wcf5Uby+2R1V1dkpRQxXmcixQUjfOSLznDcHjTQkbYppJQoQ27Ior2i2RHrp3svd9x+5kZ+FsusMmtAQkRD+FTrtpN79ticqmQ+jPVTiyn8ukNWE0OOW6ezLc3Z55pR+eG9ajse+2LXG9mnNsdhtm/OFiWaAj2SOe9inNpcOZb3Ewuxyu0ZG9IXzK9Kl922xyH4bsEw6bDJ3nAbQkD3Zfib9LIsXpztHIHEqp244JXlctu+3u+2z+l9flFzLV2xaPJYKy6ja3ApGQYjqQZoipY8LAWz7/XIUOGkJh4fVdlFEmgTklJoWbNmpw+fRqbzYYxhsDAQFatWnXVM9TBwcHXdSCLFy+mS5cuBVmySLFTnMe5fcUEbMteYZK5l/ufmURFP09XlyQlVHEe5yIFReP81jBt7SGqLRpER+sW6PUBRP+5SPrdvf473L97lhq5B0miEsdbvkxMp36F8wzeC2dg++y8+62PbgIgyVKZcg174lnvzrz7rW0el93U2XGefC6Tv3+2mfjDJ3m+8nqGZP8Pt8zTUK0hdBkNobHXtZ9DJ9MZMW87P+07RtgZWNAAACAASURBVF/vdQzz/Z4yafsBC9TuDi3+BmGt4TKzde/5Po7aq4axzS2SkKeWUtZf902XNtebQ6GILvmuXLkyjRo1Yvr06QwaNIjZs2cTHBysy71FbgVnDsHysRxwVMXabrjCtIiIlAr9W4Ty+PYXqJ84lAoLnsIW3BQq1Ci0/k4lJ3Lg83/QNPUbso2VdcGDiH7gNar6BRRan3iXg6YP571SdvPzwkmUPbgIz82TYfNkjKc/lpqd8gJqzU7gc3OXg687cIrH/reFyIwNrC37JZXPHQC/qnDPf6FBH7iBLw3CKvoy9aFmfL3tOK9+7U/cyTY8FJjA8ICl+O1ZBHsWQpX6ecG6/r3gnnc2/fjezYSseo4Tpix+/acrTMs1Fdks3x988AGDBg1i1KhRBAQEEBcXV1Rd53M4jGYdFilIxpCz4GncHZm85fk3xrUtORNIiIiI3AyLxcKIPm156a0n+MD+GjlfDsZ96PdXPGPrrFx7DhtnjSdy9zs0JYNtXo0p1/stWtQq4ntOK9chavA7vLn47yxbuYJ2ZgN3mC002DEXtx1zMBYrlpBYqN0t73UDjDF8tPIgX367lPHu/6O9x2awe0HbZ6HVk+Dp51TJFouFu6Or0TaiEuMX7yFuvYWpyUN4ttlfecj2HbZt/4N5j8KSl6HJYNLr/IncL/phM3YOd5xEk3Cd/JNrK7JAXbt2bdauXVtU3V1iS8IZ+n+0npY1K/JC90huq6hvm0Ru2s55uB/4nq9yW9Ppnvvwcre6uiIREZEiUyXAi569HmDSl1t5LHkeZumrWLq8XmD7373he9y/fYbmuQdIoiK/tBhNzB0PFs7l3dfp6S51eLhNDeZvvYN/bUrkeOJhOli30MNrG82PbMD98Cr47kVaeQeBpXfe2evqzfJmF7+MtCw7I2espO7e//KNxxJs5OadMe40EsoWzJwsZbzdee2e+vRuHMwLX/3MqHXnmFa+G/+++6+0TVsM6/8LK8bhu2IcvsCqWs/Quu2dBdK33PpKxVPJs+0Onpu9jQs5uSzZmczyPSkMjA3j8Y61KOPt7urySiVjDOcy7ZxOz+ZUWhanz6dz/uxpMs6dJut8Kj4mHX/LBfzIwNuSjc3dA5u7FzYPT2weXrh7euHh4YWHpxcent54ennj6emF1d0TbJ5g9ch72TzBzXbJ/TG5DkO23UGWPffXP/N+zsxxkJ3rICsnbznL7iD711e9oADqVC3Ey6pKmsxz2Bc9R5rxZU6lvzGlwc1PhCIiIlLS3NWgGk/teJzNu3bQaO27UKN93uXPv8nNgazzkJ0GWWm//nm15XSyMs6SePQodTLiyTZW1gYNJLrva1T1K+Oy4/y9Mj7uDIgNY0BsGLuTGjBzY0Oe3HKUtIw02li306/cLppcWANr3sl7eZeHiC55Z65r3J4/2/b+46dZ9OloXsz8H+VsaeQGNoJuYyCkeaHUHVO9LPMfa8WUtYeZ8N0eHvxsN92jmvOvgQNZt/gzyu2YhqlYi3Z9XyiU/uXWVCoCddzSeA4kp/J4x0ha1azIq1/v4KNVB/lqy1Ge6hzBA02rY7O67pu+W4kxht0JyaTtW0Xu2aPkpKdiv3AWMs9hyTqHNScNd3sa3rlp+JGBv+UCVX8NzYXFgYUcbGTjzgXjyXm8OW+8SDPepOHDeeNNGt6cx/ui936/nIY354w3NYMD+XPz27grOhAfj1Lxv8+VLXsdW3oSY+wP8/jdLXU7hYiIlFoje8Yw6MDTTM0ejm16P865lcHLXMDbXMCDnBvenzsWKhkv4r2bUf5P44iNiCmEqgtGnaoBjLirLs91rcMPe1KYubE6D+9pjMPxALHeiTxSZTfNs3/Ce+vnsPXzvBMeYW3Y7RWN+/YZPGE5SppXZUz3CVij7ruh+6SdYbO6MaT1bXSPqsor83ey6Ocklu85QUZ2EA2CR/PlX2JdegWAlDy3fCI4vCee/mu60sfbE//M+7Ba+zD/7634Kv4Yb3y7mxFztzNt7SFG3FWXNrUqubrcEiktM4ctm9dzdtsiKiavoqFjJ56WK//jkWHxJtPdj2ybH9nulTjp6Q9eAVi9y+DuUxYP37LkuvuTafPlgpsvmXiSnZ2NPTsz75WTRW52Fg57Jo6cLBz2bExOFiY3C+zZkJuNJTcbiyMbqyMHT4sdT4sdD+x4k4mPuUA5k46XIwUvRwZuOK7/YE9CxteenPvaj+0VW1OxzRDCo9tedobIW9rRzZifPmSjI4LU2n2K9JmUIiIixU0ZH3de6NeVcbOSGJA+BYdxI4MKpFu8SceLdLxJM16k4UWawyvvi3yT9/N5k/dKx4t0400aXpQLKMNLd9ejW/2qWErIZwwPmxtd6lWlS72qpJzPZOwXP7DtfF0GHQoB7qBt5Qv8NXAfjTPXYTvwI3XMUjItHhyJfpLqdz4HHkV7O2ZgGW/+O6AxS3cl8695OwjwMnw4oIluX5MbdksHakduLumzHqU62Vj9q2Hd9DFs+hi3cmHcG3Uf3Qf/if9st/LhigMM+PgnOtapzAt3RlKjknMTH5Qmh44lsX/dQtx++Z7aaT/RxnISgGzcOVK2MenV22KpUAvfgHL4l62Af5kKePmVBQ9/fNzc8HFx/fmMgez0vEut8l9n/7B8HjLz3su5cJYzJ05iP32YZqfmwdx5HFoQyumI+6l9x8P4lqvq6iMqfLl2zNfDyMWNl3OH8H73eq6uSERExOWahpWn6T+GA8NveFtjDA6Td0uawxg8rG4l+sqvyv5e3BHixvg72rI18SwzNx5h/tZj9E1pADTAj/70qXqcv9x3N9WDbnNprR0jq9AuohJ2h1GYFqfc0oF6w1cTaZ6znfWV/kTzRz+BpG2w7cu85+mtGIfPinE8HRjNkA73MO5YFJ/tSOHHvSd4MDaMJzvWooyP7q/+TXZOLju2rOH01oVUOL6Serm7CLPkApDkHsTOan2pFNOdSvU7UsOj2MTla7NY8maO9PQDAq+5ujsQRN4/fHviV3Ny5cfUO7WYsF3jyNk5ge1lW+PXYhBhzXqA9Rb932vDZCzHt/KR/W6at2ijCf5ERERuksViwWoBawkO0ZdjsViIqV6WmOplGXFXXRbvSOLrbceJqOLHkx1742ErHpdW26xu2JSlxUm36Cd+OHHsEJHbx5NiKU/dAW/mBafA6LxX51fh0ErYNhN2zafsylf4t8WN526LJe58UyavTuerLYkM7xxB32Yhpfb+6hPJx9m3bgHs/55a59bT0JIKwAU82V+mOZYanQht0YOqVWpRCs7LXsRisVC7YWtqN2zN+bTzrFzyGb47viAmdQVui3/k1HflSbqtF2GdHsG32i30KKmzRzHLXieJSsTZ7uPb22u5uiIREREpAbzcrfSMCaJnTJCrSxEpULdsoD7y2WM0smRwoNWbxJT5w/2dblYIb5/3unM87F0MP88kYO9innSs5jEfT36gMTMWtODzNa14/u5o2kXc+vdXO3Jz2Re/klPxCyl3fAUROXtoaTEAHLGFsCXwLspHdyckpiOR7l4urrb48Pfzp02vv2Lu+Qu7d+8gcfnHRCYtoN6Bj+HDjznoG42t8QCCW/0Zy6+zWpZY3z6HJTuNF7L/xsNdoyjnW7DP2hQRERERKUluyUC9efE0GqWvZJNfOxp37nv1ld29od49ea+M07BzHtafZ9Lp8Go6eawh9dyHLJzanFFBd3L/n+6lZpXi8biCgpJtd7BkZzJbtsXTY/+/aMBeANLwZrt/axw1OnJbi55UDwynYJ4EeOuyWCxERtYnMvIt0jLHsmzZXNy2fkZs2mo8V/yDjBUjOBbclcD2Q/Gt0bLkTWS251vYtYDvTHN+KduK/7YMdXVFIiIiIiIudcsF6nOpp6i+dgTn8CW0/3s3trFPeWgyOO+VmgA/z8I3fgb9Ti2F5KUcnTSK5YE9iO77OuUCSv59oynnMvnr9E0EJS7i3+4fE2C5wJbKvfBudD81G3Uk2sPT1SWWWH5eHtze/X7ofj87Dxxm39Ip1EicS/3EOTB9DikeIZyt04fg9g/hXb4EPL85Ox0WPUOmmw8jMgbwr9518NTNRiIiIiJSyt1ygXrXtOE05ww/RY2kWdUQ53dUNgTaDMe9zXBI2k7S6ql47phN+6RP+GzCcbI7j6Z/i1DcS+j91ZsTzjBs6moezZxMH4/l5PpUhD99RsOaHV1d2i2nbngodcP/RXrWCyxe9QNZG6fROmMptbaNw771Tbb5NOFCeBdui/0TlYPDXV3u5f04Fs4m8IZ9IEEh4XSPKm13zYuIiIiIXOqWCtQ7131L81Nz2eHRgKa9niy4HVetT9Xeb2B6vs7J/3Sj36lvGLbwNqat68KIO+vSvnalEvOMQIAvNxzhs7lf86ntHcJtx6DG7Vh7fQB+lV1d2i3N19NGl46doWNnDiSdYvOqWVTc9yX1MzZi2/ET7HiN/dYanKjWgQoNe1AzujVu1mJwFjh5B6x9n0MeEXya2ZmZd9YtUeNdRERERKSw3DKBOiszA9/vnibLuON/3/tY3Ar+zLHF5kHFwZ9j/tuWcRkfc39qKIM/TadtRCVeujOSiCrFe8KpnFwHry3YgWXDZGa6f4a7Bej0KsQ+DoXw9yVXFl61AuH3/gX4C2fPnGTfmjmw51tqnVtLzSMfwZGPODm/LAfKtcI9sju1W97tmkIdDlgwDGMcPHb+Qbo1CKJxaDnX1CIiIiIiUszcMoF682cjiHUksjb8UWJrNSi8jvwqY+kzDfe4bsws9z4jA99n+tYTdNt/kn7NQxjWKYLyxXDm45NpWTw7bTkPHBtLZ/dN5JYJxXJ/HAQ1dnVppV6ZchVpcudQuHMo9pxsdm5axtmtC6iW/CPNziyENQvJWj2MCtZ6rE/dSmhsL6qGFNHjqjZPgcSfmO95N3uza/KfrrfQI8BERERERG7SLRGoM04l0CEhjgPWMJo88HLhd1i9KXR/A9vXT/F6pYnc+7fJvLZoD1PXHmbulqM80bEWD8aGFZuH1W8/epb/fPop/86eSKD1NI7692K96y3wCnB1afIHNncP6rboCi26AnD0wA6OrJuD7+HvaZC5DY9d8bDr3/zidhspge0p17AHEQ3bFc6l4Wkp8P3LXPCqzIupPRnUNozq5X0Kvh8RERERkRKqxAfqXLudiH3/xYYD+11v415UM1M3HgxHN8OWacRUm8Ssv77E19uOM+ab3by+cBefrU/g08FNCa3g2tnA5206TOK8kbxrmYPD5gV3/we36AdK3iObSqmg8HoEhdcDXuLr+V8R6H4Wx+5vqHl2LTWOxsHROE59XYZfyrbCPbIrETGt8a1QHWwFcJXE4hch8yyv2p7B5lOGR9vXvPl9ioiIiIjcQkp8oN44axzNzX7WVelDi0bti65jiwW6j8+bsGnleCzVGnJ39F10rluF//74CxO/38eHKw7w715RRVfT79hzHfxn3nJaxD9HT7e9ZFSoh88DU6BiEV0qLAXO3dOXxl3+BN0Gk2u3s3vzD5yJX0DVpOU0S10EaxfB2rx1L3hUwFo2GI/y1SEgCMoE5f0ZEAQB1fJeVvcrd/bLD/Dzlxws35rPj8Xw8t21KONzlfVFREREREqhEh2ok47sp/6uiRyzVCRqwBtFX4C7F/SZBh+0gzl/hYrL8KoUwZMda7Fw23G+2Z7EyB71ivzRWqkZ2Uz5+F0GnRxPGbcMMho9gk/318Gm50rfKqw2G3WadYZmnQE4dmgPh9fP48yR3XDuKFUyTxGYfIQqKT9jxXHJ9gYLWV4VyfSuSrZvIHa/QBx+QTgCquFWphpVfvgHVpsXQ0/24baKfvRrHlrUhygiIiIiUuyV2EBtHA6S/vcoVS2ZfBv0JL39y7qmkDLBcF8cTO0JM/rB0GVYPP3pEV2NN5fsZfX+k7SvXXSPo9qTmMyuT5/gSfu3pNnKknPvJ/hEdiuy/sU1qoXVplrYswCkZdlZte8EX+xKYcXu41jSUwi0nCbQcurX168/Z5wm8MJRKp/ejtViLtnn6JwH2J9bgQ+61Sk28wGIiIiIiBQnJTZQb/42jsYX1rExoBN+IS6eqfq2ttD5VfjuJZj7N7h/Gnf/GqgXbD1eZIF65eoVVP3ub9xjSSSpQjOqDpwKAYFF0rcUH36eNrrWD6Rr/UAcjgYcTb1AZk4uWXYHWfZcsnIcZNkdpNhzSchxkJ2dhVt6Cu7px/DMSMIrI4lch4PsCvfyfDl/7qhbxdWHJCIiIiJSLJXIQH32VDJhP73CGfy5rf87nNqy3dUlQexjeZOU7fgKVk8krPVTNAguw3c7ksjMqY+XeyHMwvwrR66D7z8bS9tf3sRmySWx0T8IvusFcCu8PqVkcHOzXOfM3OGXvNOx4MsREREREbmllMjrOPdMG0YFzrI/5p9UqBzk6nLyWCzQ8z2oXBeWvgq/LOPuBtU4n2Vn+Z4Thdbt+dPH2fxmD+44MIaz1nKk9plPcI8RCtMiIiIiIiKFrMQF6u2r5tMsdRE/ezaiSY+/ubqci3n4Qp/p4OEPsx6iZ1gOAAu2Hiv4vhwODn03CfNOE5pkrCQ+oD1lnlpPxcg2Bd+XiIiIiIiIXKJEBerMjDTKLn2GC8aD8n0mYXErhuVXqAG9J8OFM1Re9DCtQn1ZujuZtCx7gXVx9tBWDo5vS9iaf5JpbCyLGkv0sDl4+ZcvsD5ERERERETk6ophIr2yLdP/SbBJYmutvxMUHunqcq4sogu0/yckbeNV60dk5uSydFfyTe/WkZXOzqlP4fNpB0LTt/Odb0/Sh67l9t5/LZ5fLoiIiIiIiNzCSsykZL/8vI6mR6ez31aDJn1edHU519b2WTi2hRp7FzDQVpH58VXoGeP8/d6H132F13fPU9eRzC7COdFhLJ3bdcZisRRg0SIiIiIiInK9SsRpzVy7Hce8x/IWeryLzd3DtQVdDzc36PUBlA9nhG0qaftXkZqRfcO7SUs5zM6JPQn9djC+uWf5NngYwc+uoW37OxSmRUREREREXKhEBOoNM0ZRy76PjYEPUDO6lavLuX7eZaHPZ2D14F3rRJZv/Pm6NzW5Ofw8ewyWSc2om7qctZ6tONp/BV0ffgV/H+9CLFpERERERESuR7EP1McO7qbB3vc4aqlC9ICxri7nxlWpS/ad71LZkkrdVY+B/dpnqRO3r+LQmBZE/TyaVPxZ0eR9mj+3kNq1ahdBwSIiIiIiInI9in2gPjnjUXwsWZzuMA5vX39Xl+MUn0b3sbjM/URk7yTj6+euuN6Fc2fY/N+HqTbzLoKzD/JDxX54D9tI27v64+amy7tFRERERESKk2IdqHMy02mQuZENZbsR1banq8u5KTntR7A6tx4+8Z9A/P8ubjSGnxfHkT6hIY2SZrLLVoe9vRbS4bFJlC9b1jUFi4iIiIiIyFUV60BtzT7PaQKo1X+iq0u5abfXq8azlmGccKsEXz8Fx+IBOH5oFz+/0ZmotcOwmRxWRr5M7X+uol5MrIsrFhERERERkasp1o/NcsPBgab/oknFqq4u5ab5eNhoHFmLh7Y9yXyf12BGfzaU606Dg58QaMlhXUAXbntgAm0Cg11dqoiIiIiIiFyHYn2GOsfNk8bdhri6jALTI7oaP5twvqj0JJazR2h26ANS3CqzrdN0Wgz/kioK0yIiIiIiIiVGsT5D7e5XAYtbsc78N6RNREUCvGz881AMB90fpG3NcjTt8zwhXj6uLk1ERERERERuULEO1LcaT5uVZ7rWYfPhM/TvNJaQCgrSIiIiIiIiJZUCdREb0CKUAS1CXV2GiIiIiIiI3KRb53pqERERERERkSKkQC0iIiIiIiLiBAVqEREREREREScoUIuIiIiIiIg4odAD9ciRI6lUqRIxMTHExMTQr1+/wu5SREREREREpNAVySzf/fr1Y+LEiUXRlYiIiIiIiEiR0CXfIiIiIiIiIk4okkA9c+ZMoqOjuf322/nhhx+KoksRERERERGRQmUxxpib2UFsbCz79u27bNuWLVtwd3enQoUKuLu7s3r1anr16sWGDRsIDQ29ZP0JEyYwYcKE/OXU1FRmz559zRoyMzPx8vJy/iBESgCNcykNNM6lNNA4l9JA41xKsiFDhpCYmHhd6950oL5RXbp04ZFHHqF3797XXDc4OPi6DmTx4sV06dKlIMoTKbY0zqU00DiX0kDjXEoDjXMpya43h0IRXPL9+0L27dtHfHw8UVFRhd2tiIiIiIiISKEq9Fm+X3zxRTZt2oTNZsNqtfL+++8TERFR2N2KiIiIiIiIFKpCD9RTpkwp7C5EREREREREipwemyUiIiIiIiLiBAVqEREREREREScoUIuIiIiIiIg4QYFaRERERERExAkK1CIiIiIiIiJOUKAWERERERERcYICtYiIiIiIiIgTFKhFREREREREnKBALSIiIiIiIuIEBWoRERERERERJyhQi4iIiIiIiDhBgVpERERERETECQrUIiIiIiIiIk5QoBYRERERERFxggK1iIiIiIiIiBMUqEVEREREREScoEAtIiIiIiIi4gQFahEREREREREnKFCLiIiIiIiIOEGBWkRERERERMQJCtQiIiIiIiIiTlCgFhEREREREXGCArWIiIiIiIiIExSoRURERERERJygQC0iIiIiIiLiBAVqEREREREREScoUIuIiIiIiIg4QYFaRERERERExAkK1CIiIiIiIiJOUKAWERERERERcYICtYiIiIiIiIgTFKhFREREREREnKBALSIiIiIiIuIEBWoRERERERERJyhQi4iIiIiIiDhBgVpERERERETECQrUIiIiIiIiIk5QoBYRERERERFxggK1iIiIiIiIiBMUqEVEREREREScUCCBeuHChTRu3BhPT0+GDRt2UZvD4eDxxx+nRo0a1KxZk/fee68guhQRERERERFxKVtB7KRWrVp88sknzJw5k7S0tIvapk+fzs6dO9m7dy9nz56lYcOGdOjQgXr16hVE1yIiIiIiIiIuUSBnqCMiIoiOjsZmuzSfz5gxg6FDh2K1Wilfvjx9+vTh888/L4huRURERERERFym0O+hTkhIIDQ0NH85LCyMhISEwu5WREREREREpFBd1yXfsbGx7Nu377JtW7ZsoXr16gVSzIQJE5gwYUL+cmpqKosXL77mdpmZmde1nkhJpnEupYHGuZQGGudSGmicS2lxXYF67dq1TncQEhLC4cOHiY2NBeDQoUOEhIRcdt3hw4czfPjw/OXg4GC6dOlyzT4WL158XeuJlGQa51IaaJxLaaBxLqWBxrmUFoV+yfd9993H5MmTyc3N5fTp08yYMYM+ffoUdrciIiIiIiIihapAZvleunQpAwcO5Ny5cxhjmDVrFpMmTaJHjx4MGDCADRs2UKtWLSwWC8OHDycqKqoguhURERERERFxmQIJ1B07diQxMfGybVarlffff78guhEREREREREpNgr9km8RERERERGRW5ECtYiIiIiIiIgTFKhFREREREREnKBALSIiIiIiIuIEBWoRERERERERJyhQi4iIiIiIiDhBgVpERERERETECQrUIiIiIiIiIk5QoBYRERERERFxggK1iIiIiIiIiBMUqEVEREREREScoEAtIiIiIiIi4gQFahEREREREREnKFCLiIiIiIiIOEGBWkRERERERMQJCtQiIiIiIiIiTlCgFhEREREREXGCArWIiIiIiIiIExSoRURERERERJygQC0iIiIiIiLiBAVqEREREREREScoUIuIiIiIiIg4QYFaRERERERExAkK1CIiIiIiIiJOUKAWERERERERcYICtYiIiIiIiIgTFKhFREREREREnKBALSIiIiIiIuIEBWoRERERERERJyhQi4iIiIiIiDhBgVpERERERETECQrUIiIiIiIiIk6wGGOMq4u4Ek9PTypVqnTN9dLS0vDz8yuCikRcR+NcSgONcykNNM6lNNA4l5LsxIkTZGVlXde6xTpQX6/g4GASExNdXYZIodI4l9JA41xKA41zKQ00zqW00CXfIiIiIiIiIk5QoBYRERERERFxgnXkyJEjXV1EQYiNjXV1CSKFTuNcSgONcykNNM6lNNA4l9LglriHWkRERERERKSo6ZJvEREREREREScoUIuIiIiIiIg4oVgH6ri4OCwWC3Pnzr3o/WXLlmG1Wpk4cWL+exkZGTzwwAPUrFmTiIgIZs2adV1tIq72x3FujGHkyJFEREQQFRVFhw4d8tdNSUmha9eu1KpVi/r167NixYrrahNxtT+O859++okWLVrQsGFDIiMjeeONN/LX1e9zKWnCwsKoXbs2MTExxMTEMGPGDAD27dtHy5YtiYiIoGnTpuzYsSN/G2fbRFzlcuM8MzOTe+65h4iICKKjo+ncuTP79+/P30afW6RUMMXUwYMHTWxsrGnRooWZM2dO/vupqammadOm5q677jJvvfVW/vuvvPKKGThwoDHGmAMHDphKlSqZkydPXrNNxJUuN84nTpxoevXqZbKysowxxhw/fjx//cGDB5uXX37ZGGPMTz/9ZIKCgkx2dvY120Rc6XLjPDo62sybN88YY8ypU6dMpUqVzI4dO4wx+n0uJU9oaKjZsmXLJe936NDBxMXFGWOMmTlzpmnSpMlNt4m4yuXG+YULF8zChQuNw+Ewxhjz7rvvmnbt2uW363OLlAbFMlDn5uaajh07mo0bN5p27dpdFKj79+9v5s2bZwYOHHhRoK5bt65Zu3Zt/vJ9991nJk+efM02EVe50jgPCgoye/bsuew2vr6+FwXspk2bmiVLllyzTcRVrjTOY2JizJQpU4wxxiQkJJigoKD88avf51LSXC5oJCcnG39/f5OTk2OMMcbhcJgqVaqYffv2Od0m4kpX+uLo9zZs2GBCQ0Pzl/W5RUqDYnnJ94QJE2jVqhWNGze+6P1Zs2bh5uZGjx49LtkmP/d6xAAADJtJREFUISGB0NDQ/OWwsDASEhKu2SbiKpcb5+fOnSM5OZl58+bRvHlzmjdvnn/p4KlTp8jJyaFq1ar56/82lq/WJuJKV/p9HhcXx4gRIwgJCSEiIoJRo0blj1/9PpeS6MEHHyQqKoohQ4Zw4sQJjhw5QmBgIDabDQCLxUJISAgJCQlOt4m42h/H+R+9/fbb9OzZE9DnFik9bK4u4I+2b9/O7NmzL7mPIikpiddff53ly5e7pjCRAnSlcW6327Hb7Vy4cIH169dz6NAhWrZsSZ06dQgODnZRtSLOudI4BxgzZgyjR4+mb9++HDhwgHbt2tGkSRPq1q3rgkpFbs6KFSsICQkhJyeHl156iYEDB/Laa6+5uiyRAnW5cb5o0aL89lGjRrF//36WLl3qwipFil6xO0O9cuVKDh06RK1atQgLC2PdunU88sgjzJ49m+PHjxMTE0NYWBizZs3i1Vdf5cUXXwQgJCSEw4cP5+/n0KFDhISEXLNNxBWuNM5nzJiBn58f/fv3B/K+rW3VqhUbNmygQoUK2Gw2kpKS8vfz21i+WpuIq1xpnL/22mvMmTOHvn37AhAeHk6LFi1YvXo1oN/nUvL8Ngbd3d0ZNmwYK1eupHr16hw/fhy73Q7kTTiZkJBASEiI020irnS5cf6b8ePH89VXX/HNN9/g4+MDoM8tUnq4+JLza/rjPdS/+eM91C+//PIlE9WcOHHimm0ixcHvx/nQoUPN+++/b4zJm6wpJCTErF+/3hiTN+5/P4FHtWrV8ifwuFqbSHHw2zi32+2mXLlyZunSpcYYY06cOGGqV69u1qxZY4zR73MpWdLS0syZM2fyl998803Tpk0bY0zemP/95GKNGzfOX8/ZNhFXuNo4f/PNN02jRo3M6dOnL9lOn1ukNCh2l3w765lnnuGhhx6iRo0aWK1W3nvvPSpWrHjNNpHiZvTo0QwePJhJkyYB8Nxzz9GsWTMAxo4dy4ABA6hVqxYeHh5Mnz4dd3f3a7aJFCdWq5Uvv/ySZ555BrvdTk5ODsOGDSM2NhbQ73MpWZKTk+nduze5ubkYYwgPD2fq1KkAfPDBBwwaNIhRo0YREBBAXFxc/nbOtom4wpXGeWJiIk8//TTh4eH5j/n09PRk/fr1gD63SOlgMcYYVxchIiIiIiIiUtIUu3uoRUREREREREoCBWoRERERERERJyhQi4iIiIiIiDhBgVpERERERETECQrUIiIiIiIiJcjChQtp3Lgxnp6eDBs27KrrhoWFUbt2bWJiYoiJiWHGjBnX1fbEE08QFhaGxWIhPj7+on3u27ePli1bEhERQdOmTdmxYwcAmZmZ3HPPPURERBAdHU3nzp3Zv39//nYbNmygVatWREdHExMTw7Jly/LbXnzxRaKiovJr+eKLLy7qr3PnzkRHR1OvXr2L6ryaTz75hKioKGw2GxMnTryo7YUXXqBOnTpER0fTpEkTFi9efF37vIRrn9olIiIirrLi0Arj+29fY8+1u7oUERG5gnbt2pmDBw9e9N6ePXtMfHy8efHFF82TTz551e1DQ0PNli1bbrjtxx9/NEeOHLnsOh06dDBxcXHGGGNmzpxpmjRpYowx5sKFC2bhwoXG4XAYY4x59913Tbt27YwxxjgcDhMUFGSWLFmSfwzVq1c3GRkZxhhz0bPOExMTjb+/vzlx4oQxxpiWLVuayZMnG2OMSUlJMSEhISYxMfGqx22MMfHx8Wbnzp1mwIAB5q233rqobdGiRfl9x8fHm4CAAJOWlnbNff6RzlCLiIiUUm1C25D2QhpWN6urSxERkRvw2xlgm81WaH20bduW4ODgS95PSUlh48aN9O/fH4DevXtz5MgR9u/fj5eXF927d8disQDQokULDh06BMCpU6c4ceIEnTp1yj+GsmXL8s033wBQtmzZ/D7S0tIwxuBwOADYunUr3bt3B6BSpUpER0fnn6U+f/48Q4cOpVmzZjRo0IBHHnmE7OxsAKKjo4mMjMTN7dLY261bN7y9vQGIiorCGMOJEydu+O9JgVpEREREROQW9uCDDxIVFcWQIUMuCY1Xa7ucI0eOEBgYmB/mLRYLISEhJCQkXLLu22+/Tc+ePQGoWLEigYGBfPnll0De5d979uzJD9wA77zzDrVr16ZRo0Z8+OGHVK5cGYDGjRszffp0AA4cOMCaNWvyt3v66adp06YNP/30E1u3bsXhcPD222/f0N9PXFwc4eHhhIaG3tB2oEAtIiJSrGw5vgW/UX4XvdxecWPk8pGXXX97ynY6Tu1IpXGVKDOmDM0/as6yg/9/T1pqZip/nvVnKr5RkYDRAUS8G8GsnbMAWH5oOZZXLNgddgB+OPgDTT5sQpkxZajwRgVafdKKMxfOFPoxi4jIxR588MH8e4k3btxI9+7d85d/H0Cvx4oVK9i2bRubN2+mYsWKDBw48LrabtaoUaPYv38/o0ePzn9v3rx5fPLJJzRs2JC3336b1q1bX3SW/YknnmDPnj2sWbOGUaNGcerUKQCmTJnC+vXriYmJ4amnnqJjx475282dO5dx48YRExNDw4YNWbly5UX3bV/L0qVLeeWVV5gxY0b+mfUbUXjXCIiIiMgNaxjYkLQX0vKXp2+bzhPfPEHvyN5X3Ob5Vs/TOqQ1bhY3Rq8aTa8Zvdj3+D4q+1Zm3OpxnM8+z8EnD+Ln4UfC2QTSc9Ivu5/+c/rzeofXGRQziBxHDpuObcLD6lHgxygiIlc3derU/J/bt2/Pp59+SlhYmFP7CgkJAcDd3Z1hw4YRERFxXW1XUr16dY4fP47dbsdms2GMISEhIX9fAOPHj+err77i+++/x8fHJ//96Ohovv322/zlyMhI6tWrd0kf0dHRBAUFsXz5cnr37k1YWBizZ8/Ob+/atSt33HEHAMYYZs+efV21/9GPP/7I4MGDWbBgAbVr177h7UFnqEVERIqtb/Z9w98X/p15f55HVJWoy65Tv3J9OtfojLe7N542T0a2H4kFC+sT1wPgYfXgVMYpdp/cjcEQWjaUupXqXnZfHlYPfjnzC8fOH8PD6kFs9Vh8PXwL7fhERKRwpaenk5qamr/8+eef07Bhw2u2XU3lypVp1KhR/iXYs2fPJjg4mJo1awIwYcIEPv/8c5YsWXLRfdEAx48fz/958uTJ+Pr6cvvttwOwc+fO/LZffvmFLVu2ULdu3r9XycnJ+fdTL168mJ07d9K3b18A7rnnHsaOHYvdnne11ZkzZ67rDPWKFSsYMGAA8+bNIzo6+prrX4nOUIuIiBRD6xPX8+fZf2Zar2m0CW1zxfUSzibw7JJnWXNkDamZqbhZ3DiXdY6U9BQAnmn1DLkml4cXPEzC2QQ6hXdidMfR1Cxf85J9zf/zfEavGk3jDxvj5+FHv6h+jGg3ApubPi6IiBQnS5cuZeDAgZw7dw5jDLNmzWLSpEn06NGD+fPnM3/+fD766COSk5Pp3bs3ubm5GGMIDw/PP/t9tTaAv/zlLyxcuJCkpCS6dOmCv79/flD94IMPGDRoEKNGjSIgIIC4uDgAEhMTefrppwkPD6dDhw4AeHp6sn593pe8H374IZ999hnGGCIjI5kzZ07+ZdbPPvssBw8exN3dHZvNxnvvvUdkZCQACxYsYMyYMVitVqpVq8aiRYvyJxR76623eP7554mJicHNzQ2bzcYbb7xBzZo1+fTTT3nppZc4c+YMc+fOZfz48SxYsICGDRsyZMgQsrKyGDx4cP4xT5s2jaioy3+BfSUWY4y54f+CIiIiUmh2n9xNm7g2jO44mocbPXzVdbtM70IZzzK82+1dqvhVwRhDubHlGH/H+Eu2PX3hNI8uepSEswmsfmg1yw8tp8OUDuSMyLkkNMcnxdNlehde7/A6QxsPLfBjFBERuRXokm8REZFi5Oi5o3SZ3oWnWjx1zTANcDbzLH4efpTzLkd6djr/XPpP0rL//x7s+XvmsyNlB3aHHR93H7xt3pc945ydm03cljhOpOfN8FrGswxWi1Vnp0VERK5CgVpERKQYWXJgCQlnExi1ctRFM32PWjnqsuu/0+0dtiZvpdzYctSdVJcg/yCCA/7/uaEHzxzknhn3UHZMWYImBJGcnszHPT6+7L5m7ZpFvUn18B3lS7tP2zEoZhADYwpuxlcREZFbjS75FhEREREREXGCzlCLiIiIiIiIOEGBWkRERERERMQJCtQiIiIiIiIiTlCgFhEREREREXGCArWIiIiIiIiIExSoRURERERERJygQC0iIiIiIiLiBAVqEREREREREScoUIuIiIiIiIg4QYFaRERERERExAn/B/uFWDLjw9ClAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 4 Limping 23584 27172\n"
     ]
    },
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hIPFhAXX/IqRWNcXrXOSXdJ1Lc+CK69xut7Nr1y5iYmKwWk/T862JGj58OPfffz/jx493dZRzcrqf2bnUoWqhFpFmKa+kkrX78hgaE3xqMV1ZDB9d6yymo0fB7xf9djEN4O4NfW7HUrifmQNzwYR7PtpAUYWtbl+EiIiIiLiUCmoRaZa+23YIh/mL7t5F2TBjHKT9AD1vhus/Bs8zT7oBQJ/bwOpJhx3v8cQlXdifV8Zjc7ZoPLWIiIg0ecuWLWt0rdO1RQW1iDRLi1JycLcaXNS1jXND7naYPgpytsLIJ+Hy18DqfvYH9A2GpOvh4DpuDs/h0oRQFm7NYebq/XXzAkRERETE5VRQi0izU1hm46c9RxjYqTUB3u6w70d4dwyU5MCV02DoI3A+Syz0vwcAY/UbPDchgQ5BLXh+0Q5KK2tekkJERESajuPLM6l3WuNx/Gd1IUtrabFUEWl2vt9+iGqH6ezuveVTmHu3cxz0TXMgavj5Hzg4BmLGwY4F+JdmcNvgjjw1L5Xvtx/id0lhtRVfREREGiCLxYK7uzt5eXkEBQXV+frHcmFsNhuHDh3Cy8sLi+X825lVUItIs7MoJQerBa4o/hgW/gP8w5wzebeJu/CDD7wXdi2CNW8xduiz/GV+Kl9vyVZBLSIi0gxERESQkZHB0aNHXR1FzsAwDAIDAwkJCbmg46igFpFmpaSymp925zAtcBYtViyENvHOYtq/Xe2coMMgaNcDNs4ieMQT9I8KYvnOwxRV2PD3Oocx2SIiItLoeHh4EB0djcPhUNfvBswwjBO3C6WCWkSalR9T9vGm8SIjyzZB1Ai4ZiZ4+dfeCQwDBtwLc6ZA8rtclngtq9Ly+C71EBN6hdfeeURERKTBupAuxNK46CctIs1KwPKnGWndRHncdc6W6dospo/rNh4C2sPP0xjbJRCrxeDrLVm1fx4RERERcSkV1CLSbFRUVdO5cDUZ1g54T3z73JbFOhdWN+j/Byg9TKu0uQyKbs2K3UcoKKuqm/OJiIiIiEuooBaRZiN543pCjHyKQ/uf37JY56LHJPD0h1VvcFlCG6odJotTc+r2nCIiIiJSr1RQi0izkbnpewDaJoys+5N5+UOvyXBkJ5d6peJuNfh6S3bdn1dERERE6o0KahFpFqqqHXhn/wxAULfh9XPSfneBxQ2f9W8xtHMwq9LyyCuprJ9zi4iIiEidU0EtIs3CT2lH6OHYRoF3BPi1rZ+TBoRB/ARIX8GNHQqwO0y+UbdvERERkSZDBbWINAurN2yhgyUXa8dB9XviAfcCMOTIx3i4Wfh6s7p9i4iIiDQVKqhFpMmrtjso3vUjAH4xQ+v35KGJ0HEY7tu+5KpOJmv35ZFbXFG/GURERESkTqigFpEmb+2+o3SzpTrvdBhY/wEG/hFMO7e5f4fDhEVb1e1bREREpCmo1YL6vvvuIzIyEsMw2LRp04ntu3fvZuDAgcTExNCnTx9SU1Nr87QiIr9pUUo2fS07sPmEQmCH+g8QPQqCu9DpwGcEuVfw9Zas+s8gIiIiIrWuVgvqiRMnsnLlSjp0OPUN65133skdd9zBrl27ePTRR5k8eXJtnlZE5LQcDpM1KXuItWTi1nFQ3a8/XRPDgAH3YlQW8//aJJOcnk92YXn95xARERGRWlWrBfXQoUMJDw8/ZVtubi7r1q3jpptuAmDChAkcOHCAPXv21OapRURqtD4jn45lWwAwXNHd+7jEa8AnhEtK5+JGNQu0JrWIiIhIo1fnY6gPHDhAaGgobm5uABiGQUREBBkZGXV9ahERFm3Noa9lh/NOh3qe4ftkbp7Q7w68y7O50mMdX6ugFhEREWn03Fwd4GRTp05l6tSpJ+4XFBSwePFiFyY6OxUVFY0ip8iFaIzXuWmazF1n579uO6hy82PphnQw9rssj7utI0MtnvzB8hUjD/Rj1txvaO3tgi7oclqN8ToXOVe6zqU50HUu9aXOC+r27duTnZ1NdXU1bm5umKZJRkYGERERv9r3wQcf5MEHHzxxPzw8nDFjxtR1xAu2ePHiRpFT5EI0xut884ECKpd9T1ev/ViixzFm7FhXRwJjDVHJ79Dfsp3illdx47BOrk4kJ2mM17nIudJ1Ls2BrnOpL3Xe5TskJISePXvy4YcfAjBnzhzCw8OJjo6u61OLSDO3KCWHnpbdWLC7Zrmsmgy4GxODP3gs1GzfIiIiIo1crRbUd955J+Hh4WRmZjJmzJgTRfO0adOYNm0aMTExPP/888yYMaM2Tysi8iumafJNSjYjvHY7NzSUgrpVFEbXyxjGBsqztpN+pNTViURERETkPNVql+9p06bVuD02NpbVq1fX5qlERH7Tjpxi0vPKGNk6Dap8oU2CqyP9z8D7YPtX3GZdyIKtI7lnhHrsiIiIiDRGdd7lW0TEFRal5OBJFRFl26B9P7A2oDkY2/fFEd6Hq9xWsmJjqqvTiIiIiMh5UkEtIk3Soq3ZDG6RgcVR1XC6e5/EMvA+PLEx4OiX7MktcXUcERERETkPKqhFpMnZk1vC7twSrgk+4NzQAAtqulxKuW8Ek6zf8c3Gva5OIyIiIiLnQQW1iDQ536RkA9DHsgOsntCup4sT1cBixWPwPbQySrBvnIVpmq5OJCIiIiLnSAW1iDQ5i1JyaOll0DJvI4T3BncvV0eqkbXnJMqsflxeNped2QWujiMiIiIi50gFtYg0KRl5ZaRmFTGpYxFGVQlEDHB1pNPz8OFo10lEWXLYsfxTV6cRERERkXOkglpEmpRvUp3dvS/1T3duaIjjp08SOvo+qnAjavcMdfsWERERaWRUUItIk7IoJQcfDyvR5VvAsEL7vq6O9JusAaGkBo0h0bGdvZtXuDqOiIiIiJwDFdQi0mRkF5azMaOAi7oEYz2wGkK7g6efq2OdkcfAuwEoXfm2i5OIiIiIyLlQQS0iTcbilBwAJnYog/KjDb6793FdewxiixFL7JHvMEvzXB1HRERERM6SCmoRaTIWpeTg5W6hv3WHc0MjKagtFoO0yOvxpIqsZdNdHUdEREREzpIKahFpEsqr7CSnH2VwdGs8Mtc4NzbkGb5/IWrYDRwx/Wmx5QNwOFwdR0RERETOggpqEWkStucU4TAhKTwA9q+C4K7QopWrY521xA4hLHQfTcvKgzh2f+/qOCIiIiJyFlRQi0iTkJpVBECvgGIozmo03b2PMwyD4vhJ2E2DohX/dnUcERERETkLKqhFpEnYllUIQJwtxbmhkRXUAMP69OQHR08CMpdCfrqr44iIiIjIGaigFpEmITWriNa+nvjn/uzc0AgL6rh2/nzb4jIMTBzJM1wdR0RERETOQAW1iDR6NruDHTnFxLXzh/2roWUk+LdzdaxzZhgGbXuMY6+jLfb1H4CtwtWRREREROQ3qKAWkUYv7XAJVdUO+raugqNp0GGQqyOdt8uSwphlH4V7ZT5sm+vqOCIiIiLyG1RQi0ijl3rQOSHZALddzg2NsLv3cbFt/Fjf6hIq8MD8+R1XxxERERGR36CCWkQaveMzfEeXb3FuaETrT/+SYRgM796ZudUDMQ6ug6yNro4kIiIiIqehglpEGr2UrEJ8Pd3wy/0ZfNtCqyhXR7oglyW247/20c47ydNdG0ZERERETksFtYg0ag6HyfasIvq0NTAObXN29zYMV8e6INEhvtjbJLKZzphbP4fyfFdHEhEREZEaqKAWkUbtQH4ZxZXVjPZNB8xGPX76ZJd3b8eMqtEY1RWwcZar44iIiIhIDVRQi0ijdnz8dC+2OTc0kYL60oRQFjn6UmINgHXvgsPh6kgiIiIi8gsqqEWkUUvNKgQgongTeAVCcFcXJ6odka196BzWmk+qh8PRvbB3iasjiYiIiMgvqKAWkUYtNauIALcqvI5sdc7ubWk6f9YuS2zHjKqRmBiQ/K6r44iIiIjILzSdd54i0iylZhVxWauDGI7qJtPd+7hLE0LJNINJ9ekPu76BggxXRxIRERGRk6igFpFGK7e4gsPFlYzw2u3c0GGQawPVsvatWpDUPpDXi4eD6YB1M1wdSUREREROooJaRBqt4xOSxdtSwL0FhCa6OFHtuywxlG+r4ij1iYANM6G60tWRREREROQYFdR1YP3+fEa+tIwfdx12dRSRJm1bVhHuVBNStBXa9wWru6sj1bpLE0MxsbDY+1IoOwLb5rk6koiIiIgco4K6lh0pqeSeWRvYe7iU5xbtwDRNV0cSabJSswpJtOzFYq9sct29jwsN8KZPZEteONQL080Lkqe7OpKIiIiIHKOCuhbZHSb3zd5ITlEFce382Z5dxDK1UovUmdSsIsb6pjnvNLEJyU52WWI7DtlacKDdJXBgLWRvcXUkEREREUEFda2a+t1OVqXlcWO/CKbf0ht3q8FbS/e4OpZIk1RUYWN/XhkD3XeDxR3Cerk6Up0Zl9AWiwH/tY9yblArtYiIiEiDoIK6lny/7RBvLk0jMTyApy/vRmiAN1f1CCc5PZ+f9x11dTyRJmdbVhEWHERXpDiLaXdvV0eqMyF+XvTrGMQH+1thD+0JWz+D8gJXxxIRERFp9lRQ14LD5SYPfLqJwBbuvHVjTzzdrADcNbwTFgPeWqZWapHalppVRFcjA097SZPu7n3cpYmhVFU7WB8yAWxlsHm2qyOJiIiINHsqqC9Qhc3OtBQ7JZXVvHJtEuEtW5x4rGNrH8YlhLJs52FSDha6MKVI05OaVUhfy3bnneZQUCeE4uNh5ak9MZjeLZ3dvh0OV8cSERERadZUUF+gv8xL5UAJ3DeyM8NjQ371+N3DOwHw72Vp9R1NpEnbllXEUM/dYFicS2Y1cS19PLh9aBQ782xsbzse8vbAvuWujiUiIiLSrKmgvgCfJGfwyboDdGtlcN9FnWvcJ65dACNig1mYks3ewyX1nFCkaaqw2dmdW0wvdkDbBPAKcHWkenHbkCiCfDz4fwd6Y2JocjIREREBnO+NvtiQydVvr2LAcz/w4uIdHCqqcHWsZkEF9XlKOVjIU/NSCQv0ZkpXC1aLcdp97x4RjWnC28vVSi1SG3YdKibSPIi/owAimn537+N8Pd2476LObCppyf5WA2HnQijMdHUsERERcZE9ucX89att9Hv2Bx78dDObMwuxGAZvLk1j8AtLeOCTTRp6WsfcXB2gMSoss/GHWevBhLdu7EnOtrW/uX+fyFb0jWzFFxsOcv+oGNoFNt3ZiM/VpHfXsutQMbcO6sgN/SLw83J3dSRpBFKziuhj2em80wzGT5/s+r4RvLtyH//MG8Jbxk+wbgZc9JSrY4mIiEg9qbDZ+SYlh49+zjixmlB0iC9/uqgzV/UMw8/LnSU7cnl35V6+3HiQLzcepH9kAHf0DmRYUhesbioBa5O+m+fI4TB56LNNHDhazt/Hx9O9fSA52878vLtHdGLyjGTeWbGXv1weV/dBG4HCchsr9xzBNOG5RTt4Y8kebuzfgVsHRRLi7+XqeNKAOSck2+G808wKag83Cw9dHMMDH5eQH9COlhs+gGGPgpuHq6OJiIhIHUo7XMLstRnM2ZBJfpkNDzcL45PacVOvEHq1LMcozoTdP0NxFqOLshjtn0VZ+0xs+Zn4Zudh/dokc0FbMmJ+T+Lld+Pr6+/ql9QkqKA+R/9ensb323O5qkcYN/aLOOvnDYsJJq6dP7N/zuDeEdEE+XrWYcrGYUNGPqYJ/++SLgR6ezDtxzTeXp7Geyv3cVXPMG4fGkWnYF9Xx5QGKDWriHusOzBbx2L4tHZ1nHp3eWI7/vPjXt45PJw/Wz+C7fMhYaKrY4mIiEgtq6ysYNWaVazdvJWCQxmEGkf5u3cRie3KaGfJx5qeDTsKan6yYaGFbxsIiaCiRV+2F1kJz13KwJ3Pkb/jDX5sdzWdLn2AsPCzr2nk11RQn4PtS2cTuWQGfwvsxDVJV2PYysDD56yeaxgGdw+P5p6PNjDjp3QeHhNbx2kbvuRjXVQGdmpNfFgAE3uF8/32Q7y9PI2Pkw/wyboDjOkazL19/Ijv2tXFaaWhsDtMirL3Emo9Ah0uc3Ucl7BYDP48tgv3vzeUB9w+xz15ugpqERGRJmTfkVLWfPcZg3Y+xwhyGAFwfGSkDSjyBv9QaBMP/u30acpQAAAgAElEQVSc//Zrd+zfx24+IWB1lnteQDxQUVrE+gVv0W77ewzNfo+Kd/7LioCxBF50P/GJvTCM088LJTVTQX02qqsoWfAEXTf+h65WoGItzP4IDCuEdifWDIVtlRDRH3x/vXTWcWPj2xLV2ocPVqdz57CoZj9eeF16Pr6ebnQNdXY3sVgMLo5ry8VxbUlOP8q05WlE75xGl7Q5PN36RUaMvoLhscH6RW/m9h0pIcG+DaxAh0GujuMyQzu3pmunjszP6MeEjBWQkwJt410dS0RERM5TVbWDxak5LFq9kUsOvsb11jWU48nmiEl06tID3+AOxwrnUPBuCefxntjLx59e1zyGaX+YbUtn4fXzmwwp+grHF1+zdkF/qvrdy4Dhl+Bu1dzVZ6veCurIyEg8PT3x9nZOyPX4449z7bXX1tfpz19BBo5PJ+ObtZ6fHbGUX/omw8IM2L8KMtZAxmoiyzfApwuc+wdFOwvriAHOW6uoExe71WJw17BO/HnOFj5ck8Efjq1R3RxVVtvZlFlA/6igGmdI7xPZij6h7thf+hZrlYOrDr/F+PfbEtvGnzuHRXF593b6RW+mUrOK6GvZ7rzTzMZPn8wwDB4d24Wn3xrNBOsK5xJal7/i6lgiIiJyjtKPlDI7OYMvk/dzSeUC/un2Gb7WcvLCR9FqwlS6t+xQ6+c0rG50G3ULXHQzmZu/p3jJy/Qv+glWrGbryliy4m5n4CWT8GuheY3OpF5bqD/55BOSkpLOen/TNOswzVnYuQi+vAtLRQH/rr6cwv6P8li/BOdj4b1h0H1gmqycN4PB7S0nCmw2fui8gbOrxYkCuz/ju8fz8vdevLtyL78fFImXu9V1r8+FtmYWUlXtoE+Hlqffaf37WKsKoVUUSUfTmNptL0/tieHBTzfzr8U7mTIkiuv6tMfHUx0tmpPUrCKusezE5heOe0C4q+O4VPf2gYTHDWbLro7Ebf4E6+hnms2a3CIiIo3d0h25vLtyHyv3HKG7sYcPvd8nxn0vdv/2cOmLBMWOq/sQhkF40mhIGk1hRgoHF/6T2JwFJKQ8THrKS6zpeDM9r7iboJaBdZ+lkWrQTXxm8SF+/vJ17NXV9Xtiuw2+fQpmX0eV3eT3VY+wtP09PDyuhtm5DYNS7zDoNRmufBv+tBke3AETZ0DfO8GvLez4GhY/Du+MwOPFSD73eYEby2ezePmK+n1dDUhyej4AfTq2qnmH6kpY/Sb4toXJC8DTn6uOvsOqhwfzyJhYquwO/vb1NgY+v4SXvt3JkZLKekwvrnTgwH6iLVlYOzbf7t4ne2hMLB86LsZaXYa5abar44iIiMgZ2B0mzy3azu/fT2bb3v3MbDObuZ5/oTMZMOh+rPeuhfoopn8hICKebnfNxLx/K6nRt9OKYkbvewHjlXiWTnuQ7KwD9Z6pMajXgvrmm28mISGBKVOmcPjw4bN4hknfzU+S/lxvtv74ZZ3nA6DwILx/Kax6jYo2PRlX+SwpPv154/oeuJ1tF2P/UIi/Ci75J9y1Ah7dDzd9AUMfgbCetCvawgPuc4j/6Y/Y7I66fT0NVHL6UdytBt3DT/Np1+aPoTgbBtzjnFRhyENQkEFAygzuGRHNykdH8o8r42nZwp3Xl+xh0PNLeHLuVjLyyur3hUi9Mk0T7+yfAbA04/HTJ4sK9sW7x9UUmD6U/jQNXN2zR0RERE6ruMLG7TPXMW15GveHbCA58HGGFn6F0WEgxl0rYfQzZz3pcV3xDGxH3E3/wuexHaQm/j+qrC0Ykf0uLaf14KdXb2H/7i0uzdfQGGY99avOyMggIiICm83Gk08+ydatW1m4cOEp+0ydOpWpU6eeuF9QUMDnT1/JiNJFeBo21lm6k9HpJnxa1/44AoDW+RtJ2PMGHtXF7GlzKZNzryWrwo0HkqzEBJ5+0H9FRQVeXmc/vsBwVBO0+Q16Vazi5fDX6da+TW3EbzQcpslDK+20aQGP9aqhu7bpYPCmB/CwFbG811vYrd5YHFUM3ng/bvZyVvR4DZu734ljbTxssjjDwf5iMIBeIQZjIixE+Gnystp0rtd5XcirMKlMfo/fuy1mRdIrlHm3c2mehqKw0qQ4eSZTrAtY2/UpCgITXB2p0WoI17lIXdN1Ls1BQ7zOD5ebvLnFTovyg7zqM4P46m1Uufmxs8MksoKHndckY/XCUY0tYw0xOV8RY+7DYRr87NaLgrCRWEKTMC1Nb/jllClTyMzMPKt9662gPll2djYxMTEUFxf/5n7h4eFkZmaSvX8nB+f8P3oXfY/dNFjf6hI6Xv0swe0iayeQvRqW/gNWTgWvAMzfvcUfN7bj6y3ZPHFJV24fGvWbT1+8eDFjxow5p1OWbpyDz7xbedXrLv745+ex1DAxV1O1I6eIsa+s4M6hUTx+SQ3LYaV8AZ//3tmiP/LJ/23f8hl8cRv0vxvGPnfKU0zTZPXePN5evpcfdx3G3Wrw7QPD6NjatZ/wNSXnc53XeobUHMI+GUO0VxFej+9tuP/xuMA7c7/j9k0TyWw7mvC7Pnd1nEarIVznInVN17k0Bw3tOl+VdoQHP1zNJNtn3OW+AKtZ7RwyetFfoMVphkA2NKbJzp+/oWLZy3QvXwtAscWfkujf0XbIzRjhfZrMe7PjdejZqJcu36WlpRQU/G/B8dmzZ9OjR4+zfn5oh1h6PziH3b/7ih2eCfTNX4DPtL6sfvdhSotPs5D52SrKhplXOIvpdj3hzh95/2gcX2/JZmxcW24b0vHCjn8aPl1HYTesxJeu5dtth+rkHA3V8fHTvSNr+ONhmrDyZXDzhn53nfpY/ARo1wN+fgfy0k55yDAMBnZqzcxb+/Kvq7tjs5us3ZtXVy9BXGR3RhbdjP1UhvVvMn+wa8u1Y4ezkiTa5vxARV6Gq+OIiIjIMR+u2c97773N544HuMdtHtaQrjDlO7j81cZTTAMYBrH9xtH90W/Zc+Nqvm59G4fsvoTu+i/Gu6Mpfak7jqXP/ep9ekNid5g4HLXbnlwv7fOHDh1iwoQJ2O12TNMkKiqKmTNnnvNxOvcYitl9OZuWfELLVX9nwIF3OPLSZ6TG/4mev7sXN3ePcztg2lKYcxuUHXFOIHbx31h/sIx/LFhNx9Y+vHh1Yt2teewVgD28PwMzkpm0NJUxcW2azfrK69KPAtC7phm+036AnC3On4dP61Mfs1jg4r87x7j/8AxcU/M1NDja+bwtBwu5rlaTi6vZ01dhMUxaxAx1dZQGx9/LnbLEybhtuZ8tX71Gz8n/cnUkERGRZs1md/DqF0uJ2/Ic092Tcbj7wMhnne9zrY27m3R0525Ed36JA3l/5c3Fi2ixYw6XFf+Ez/LnYfnzOML6YOl+LcRdBT5BLs3qcJis2ZfH3I0HWbQ1h3KbnWA/T0L8PAn28yLE35M2x76G+HkS6nVuE2LXy08yKiqKjRs31sqxDIuFpFHXUz1sAmu/fJXoba/TN+UZ0rfNoHDwUyQOn4hhOUPDu8MOy/8Jy18ATz+4+gOIG8+RkkrumbUBN6vBv2/qiZ+Xe61kPh2PLmPhwE/4Zq/hpz3dGdy59Zmf1AQk7ztK5xBfWvrU8AHIylfA4gYD7635yZGDIfZS2DYPMtZCRL9f7dLG35NgP0+2ZhbWcnJxtZZH1gPgHqkJyWoy9NIbObjlOaLTP6Io7yH8g0JdHUlERFzINE1sdpOKilIqHG5UVpuU2+xU2OxU2BxU2Own7lfaHFRW24kO8aN3ZEvcz3YyXqlRQXEpC6b/hT8UzMTHWklVzOV4XPoCBIS5Olqtah/kwz03TCS3+DLeW7GHtLULGOv4kXEHk/E+mIz5zWMY0aMh8RrnzOXu3vWWbWdOMV9uPMi8TQfJLqwAID7MnzA/dyg8gGfhAfxyDhJGLhFGLuGG82srowTwO+vzNNqPRtzcPeh3zSOUFN3G6k//StKBD4n88XZS1r6J96XP0SlxYM1PLD7kHIe770domwhXvw9BnbA7TO6bvZGcogpevrY7Xdr61/2L6HwxfPcUI62beHPpnmZRUB8sKCersILr+0b8+sEDyZC+ArpfD4E1PH7c6Gdg1zfw7RPO7jK/aNk3DIOEsABW7D5MZbUdT7fmudZ3U3O0tIputhTK3XzxblPDEnaCl6cHB3r9mf7rH2LTJ4+TdPf7ro4kIiJ1ZE9uMfM3ZbHxQAFlVceK5KpqfG15dLTtplP1XmLYR5yxj3DjCG6mJ8VmKw6ZQWSZrcmmFVlmENlm0ImvZTgn8fLzcmNYTDCjurZhWExwzY0gUjPT5OD6BZQvfIIbHekc9WyH54RX8IhtOOO560KInxePXhJP4YhYPlwzgdErttGrYjXXeKxiwK7FWHYtwu7uhxH3O2fLdYfBzt6ntexQUQXzNx5kyYZUKnL30t7IZXKLfAa0LybaPY8WpZmwPxPMYystnVQNV3q3ocirMzvc2wIrz/qcjbagPs7XvyUDbnuZQ5n3kvL5E/TK/wbmXELyDxfTfuKztG0f/b+d9/3o7OJdcgh6T4Exz4K7F3sPl/DaD7tZlZbHTf0juLJHeP2ED46FgAguKUvh6b1H2JCRT8+IGrpBNyHJ+5zdvft2rOF1rnzZ+XXQ/b99kNadofetkPwObJsLcVf+apeEsACW7MhlZ04xiadbmksale0Zh+hjpJHTaiARFn1Icjp9LrmVzZtmkHhoLnl7kgmK7uPqSCIiUksOFpTz1eYs5m3KYkd2ARFGLj3cMhjpnkE39hFj7qWleayHngUcWMjxiGCLVwItzBICbbm0r0rDw5FS4/FtHgEUuIeQbgtk5zZ/dqW2ZjlB+LfpQOfOXenbPZ7Ooa2azTDFc5a5jvz5TxCWu4ZK040tnW4n8fq/1WurrKsFeLtzz4hobh3UkU/XJfKXNWMpzM3kcutqxjtWkrjpQ9j0IUUeIeRF/Y6W/W4isGMS2G1gKwNbOVSVOr/ayv+37ZSvp26zVZSSc+QoeUfz8C7L4kbjMLcbleB5LFQ1cBjw8IOWkRCa6PzaMhICOxz72h5Pd2+CgWCAZ8++Hmz0BfVxbcI70eb+j0nbuoayrx+jT+FiKqYvYXX4jcRf/RR+m2fAsmfBvQVMeBdbt6v4NvUQs9buZ1Wac/Kqfh1b8dRl3eovtGFAzMW0Tp5OJyOLt5amMf2W3vV3fhdIPjF++hcTMORuh50LnN25Q7qc+UDDH3OuVf39/0HsJeDmecrDieEBAGzJLFRB3UTk7VyFh2HHiDhN7xMBwGq1UH7RPzAXj6foiwcJeuRHTeAmItKIHSmpZNHmA2xcvxZythBn2c/f3NKJb5GBl6PUuZMDsHpC224Q2t3ZCzO0O5aQbrTzaMEpi0yaJlQUQOFBKDoIhZnOW9FB3AsPElyUSXDFZvq4Vf3vOUeBtc7bASOUjODhtEi6im59RuDpXrdDJBuF3O2YS/6GsWMB/qbBl8YI2l/1V3p3T3R1Mpfx9rByy8BIbhkYydHSKjZmjGJxRj4f7NlC59yFXFa5go473oEd71CNFTfs530ud6A90MZ0o8AjhLJWvfAI64xbUMf/FcwtI8G7ZZ28J2oyBfVxnRL6Y8YtYcvyL/Bb8VcGHHyfqlc+BKoxQ7pxaOw0PtztySfzl3C4uBJ3q8FliaHc2K8D/aNc8Ilb54sheTp3tUvjke1h7MwpJrbt2ffZb2zWpecTGuBFeMtffFK38hXn18EPnN2BfFrDkAedk5MlT4cB95zycEKYs6DWOOqmw3pgNQCt4oa7Nkgj0G/AML5dcQljyhZwaPVHtBl4o6sjiYjIOSiusLFp6RfYUucRVLSDq40MJhk2ONbz2vT0w2ibdKxwdhbPtI4B61kUt4bhLCy8W0Lb+Jr3cTick/YWHoDCg1QXHCA7I43CnHSCCzczKHc2fDubnMWtSA0chtH1d8QPuJiQgGa2XGlBBix9DnPLxximg4X2vnzufwtP//5KIrV06wmtfDy4qGsbLuraBsZ0odo+kZ05haRuXorvri8xi3PIq3Kj3PSgHE+qrV4E+vvTulVLQlu3IjwkCF9fP0w3b9IKHCzdW8r3e4rIKjOoMD3pGhHC2B4duaR7BCEt6n94QpMrqME5cVniiInYh4zn53lvELr13/xYHcfbR6dw8J0DOEwIC/TmkTGxXNO7PcF+nmc+aF2JHAJuXoz12MIjDOXfy/bwynVnv6RYY1JQVsXOQ8Vc3r3dqR9cFGTA1s+c34v259A9tf8fIPld5wRz3a8/ZdmBEH8v2vp7seWgCuqmom3BeirwwKdD0+7FURsMw6DN+L9R8NEyPJb8BXqPBw/9xy4i0pBV2Ows3ZHL/M1Z+O/8jOcsb2MxTArdAils3Q9Lp954hDuLaKNlxzoZf3qCxQK+Ic5bWC/cgPYDna2ApsNBRspK8pI/JzRrMRcVfglrvuTw6gAWeQ+iPPpSYvqNJS48qOl2DS85DCtegnXvgr2KrR5JPFV8Fa1iBvDq9T3wr+OJjRs7N6uFuLCWxIVdBZdcBUBeSSUbMwrYkJHPhox8Nh8opPywHXY6n9OxtQ8GsPdIKdCCqNbBXDMwjN8lhRER1MJlrwWaaEF9nNXNjb4T7qfs8ns58uM+qn7ez8guAdzYvwNDOwdjtTSAX3KPFhA5BL+9yxgd5c38zVk8ODrW5RdGXVi/37n+dJ/IX4yfXvU6mPazb50+zt0bLnoavrzD+UdtzD9OeTgh3DmOusJmx8tdY24bs9KycrpW72R/izhi3TQxytlIiu3ER61v5Ya818lZ+Bxtx//d1ZFEROQXqu0OfkrLY/6mLL5NzaG4sprx1pU85/425V5tqb7hcwLaxxHQgApTw2IhInEoEYlDwTQp2reB7DWfEpC+kHEVCyFlIflbffnGvR8VnS+n+7AriGrr2mWTak1FEax+A1a/CVUllLVO5LHCK5lfFMsdQ6N4dGyXhlFfNEJBvp6M6taGUd3aAM7fjR05xWzMyGfDsUK7vMrO5IGRXNkjjMTwgAbzgU2TLqiPa+Hhxp9GdeZPozq7OkrNYsbAnu94qHM23+0N5O0f03j2ygRXp6p1yenHC+qTxk+XHIYNM51dlTqNPPeDJlwNa96EtdOgz23QquOJhxLDAvhu2yG2ZRc1+cnemrqDm78nxqikMEQTbJ2LPhMfYue/59Jx09uYQ6dgnPT7ISIirlNhs/Pi4p3M23SQIyXOscqJ4QHc33YrI1LfxvBrh8/kBae8r2mQDAP/qF74R/UCXsCWs43s1Z/isetrxpX/ANt/oGjb4yzz6oct5nK6D59ASFAjfE9mq3AOMVzxEpQfhaDObOh8Lzf+1Aa7A/51dQITe9XTpMbNhJvVQnxYAPFhAUwa4Oo0v00LzDUE0aMAiC1aTY+IQD5fl0luUYWLQ9W+5PSj+Hm5EdPmpDHia9+G6gpn6/T5fMpkscDFfweHzTme+iQJ4RpH3SRUVxKy8mmqTCvEX+XqNI1K59CWLI16CA9sHPniz66OIyIix7z07U7eXbkPf293HhgVw5KHhjF/xBFGpj6B4dsGbvmq4RfTNXBv242IK/+Pto+uo/qe9exLeoQC7w4Mr1zG6K0P4fNaLGteuIzV8/9DUVG+q+Oemb3a2fDzek/ncq3u3phXvM5rXf7LVcuC8fF0Z/Yd/VVMN3MqqBuCVh2hdQzG7u+4e1gnquwOpq/c5+pUtarCZmdLZgG9OrT8X1eYiiLn0letOkHXK87/4B2HQsw4SP3SuZb1MccnJtuigrpxW/5PAkv38lr1VXTs0tPVaRqdK8ZfxzeOvgRnfotjzzJXxxERafa2ZBbw7sp9JLUP5LsHhvGnUZ2JOrIM5kxxTrp6y1cQ1MnVMS+YW3A0Hcc/ScRja6m4dzPbEh8j26sz/ctXMGDDI3i81Jldzw8hfdZ9VG38BI7sdk6G1hCYJmybB2/1h/l/pLqyjOTYh3mgzXsMXBzG1B/2EtfOn/n3DqJXh0bY4i61qll0+W4UOl8Mq9/gosAcYtv48eGa/dw9vBOBLpipri5sPlCAzW6e2t17/QyoKITRf4MLXVd49DOw+1v49km49RswDIJ8PQkL9GbrwYILO7a4TtYmWPkye6ydmOM2kYddOYFgI9Uu0JsvezxGxaZrqZr3EP73rwWr/vSLiLiCze7gsTlbsRgGz09IcDYy7FwEn012zrp9y1fQuoEOUbwAXq0j6XbV48DjFB3KYNfy2XjuWURk+Q78dm+B3R8AUO3ui7Vdd4x2PeD4ra4nYPuFyp0/YPv2L/jmbaXc8GaGOZG3CsdSsrkFkEdMG18uS+zIA6NjaOGh/09FBXXDcaygtqR9xx+G38D9n2zig1X7G+6473O0bv8vxk/bKpwTOviFQvfrLvwEwbHQa7JztsXtX0E3Z4t3YngAi1NzKKuq1h+9xqa6Cubdg2kYPFhxG12iW535OVKjG8cMYcbm3/GH4s+p/nk6bgPucnUkEZFmafqKfWzLLuKPI6Pp0tYfdn8Hn94MXv5w83zn+5kmzr9NBL2veRR4lJyCMhatWcv+lJUEFmwjwbGPhP3r8dn/0/+e4OnvnGunXZKzwA5NglZR5z5U0GGHsjwoyYWSQ1B6GEoOUX40i/zDB6nMz8ajLJsw+0Ew3XjPPpb/mFfSvn0EkyJb0SeyJT0jWjaZxi6pPaowGoqIAeDhB7u+5bLfP8RL3+1kxqp93DakIz6ejf/HlJx+FA+rhcRj45rZPNv5x+ziv4NbLbU6Dn8ctnwK3/8FYsaCmwcJ4QEsSslhW1YRvSNVkDUqK1+GQykc7vkntqzqwL3tAlydqNEKbOGBdcj9HPxxKa1/+DtuiVeDTxOZcVVEpJFIP1LKK9/vIirYh3tGRMOeH+DjG53LGt48H9p0c3XEetc2sAXXjB0BY0ewJ7eY+ZuyeHRjJtaCvSQYexnsk0lvt/20y1iPZ/qKE8+rcventGUc5SGJVIck4hbcGW9HES2qjuJRfhijNJf4PZsgd5qzgC7NdRbQ5q+7lHsfuxWZ3hw1AlnhO479CffQvUscy8MC8HTTSjHy2xp/pdZUuHlAp+Gw/WvcKvK5a1gnnvgyhdk/Z3DbkChXp7sgdofJ+vR8EsMDnMtX2avhp1fBK9DZqlxbfINh8P2w5G+w7j3ofxeJYYGAcxy1CupG5FAq/PgihHTjx7aTge3EtfN3dapGbdKQbvx91S38o3oqtu//ivvvXnV1JBGRZsM0TR7/YiuV1Q6evyoRrwMr4OMbwN0Lbp4HbeNdHdHlokP8ePDiWB4YHcOmAz2ZtymLF7ZkcSSvCgsOOhrZJBj7SLTsJd6xj/hDG2iZu/q0xwsDKg57kG9pRZG1FUVe0aRX+JJZ5cthAjlsBmD1a0NY+w7EdupEj6hQOgX7EmkxGFJ/L1uaABXUDUnni53dldOWMKHnVbzy/W7eWbGXSQM6NOpPx3bmFFNcWf2/gnb7PMjfB8MeBU+/337yuep/t7OYXv48dL/uxMRkWw9qYrJGw14Nc+92rk3+uzdJWV8OQJxaqC+It4eV+Isns3bBQvpu/AD6ToHQRFfHEhFpFj5bl8nqvXnc0C+CvqTCR9eB1RMmzXV2Z5YTDMOgR0RLekS05KnLunG0tIqyqmpKKqspq7JTUllNbmU1CyqqsB7dg19+Cl4lmRQafhwhgMOOQHIc/uzIc1DtHUypzU5pZTXlFXY6h/jRO7Ilgzq0ondkS9r4e7n65UoToIK6IYke7fy6ezFeiVdz+5COPLtwB19sOMj1fSNcm+0CJKcfBaBvx5bOWRNXvAzuLaDvnbV/Mo8WMPIpmHsXrHiJgIv/RoegFmzJ1MRkjcaq1yB7Ewy6H8J6kvrVKvy83GjfytvVyRq9q3u3567ld9G79AHsXz+Cx23fnN9ydSIictZyiyv4+4JthPh58kR8/rFi2h0mfQlhWr3it1gtBsF+nsDphgdGAqNqfGTx4sWMGTOsjpKJ/I+WzWpI/EOhbSLs+R4cdm7o14EAb3feXp5Gtb2BLCNwHpLTj2IY0CuilXO80KGt0POWuhvDmXgttE1wrnGdv5/4sAD2HimluMJWN+eT2nN4Jyx7DlrHwPDHcThMtmUV0S3UH0OF3wVzs1qYMG4ss+0j8Ti4BlLmuDqSiEiT98z8bRRVVPPaoCp8Prve+UHmTXMgvJero4lILVBB3dDEjIHyfMhch6+nG7cMjGR/XhkLU3Jcney8mKb5/9m77/CoyrSP498zJZlJm0nvJJCEFEgg9A4iRaWJAhZEsaFrWVZdd3XVdy2rrmtdV9e666oIShFQUUARRYq0EAgBAgkkIT0hvU9mzvvHAIoCUpJMMrk/15UrMHNyzm9wnMw9z/PcD9uzy4kN9MTkpoeNL4FGB0PvbruLajQw4WmwNsO6J0kKNaGqkF5Q3XbXFBfPZoWVd4PVAtNeB72BnPJ66pqtMt27FV3WO4jVgbdRpbrTsuYxaK5zdCQhhHBaX+8rZlVaIXdGVTBk8zz7TL3ZSyF8kKOjCSFaiRTUHU3MBPv3Q2sBuHlYJG4uWv69PhNVVR0Y7MLkVTRQXN3EgEhvyN0KOZvsI8jm8La9cI/REDMR9i5lqCEbgLQ8WUfdof34BuRtt6+DP/5GI73A/t9MGpK1HkVRuPuKwbzYMgNdbQFsfMXRkYQQwinVNFp4bMVeBhty+FPZw2BrgdmLIWKoo6MJIVqRFNQdTWh/MPrAoTUAeLu7cP2gbhwoquHbAyUODnf+TqyfHhjpY98GCQWGz2+fi49/EhQNCWn/AFT2SGOyjutYlr07u3d3GPvoyZtPzCroFSoFdWsaGuVLXtR1HLCFY9v4ClRkOzqSEEI4nX+szsC3Zj8f6p5BY22G6z+ByBGOjiWEaGVSUHc0Gi1Ej4OiNKguAOC2kT3QaxVe74Sj1CcK6qEexXDwK4ibBP6x7XPxgDjodxO6vB+ZY95LmjQm65hsNvjsXvFAJx8AACAASURBVGhphGmv2RvLHZdeUI2LTkOUv4cDAzqnv05L4ln1JjS2ZqyrH3F0HCGEcCo7ssvZuW0DHxv+jl5thmsX2mfPCSGcjhTUHdGJad+Z3wAQZDIwo38YKbmVbD1S7sBg5297dgWhZiMBe9603zDi/vYNMOZhcPHgXuuH5B2rpqpeGpN1ONvftS8FGHj7KZ/cq6rKvoIq4oM80Wvlpaq1Rfi6M3LC1XxpHYQ24ws4/L2jIwkhhFNoarHy5pIvWKB/Bg+lCeXajyD6UkfHEkK0EXmX2hFFXwqKBg6uOXnTHaOi0Cjw+vpMBwY7P+V1zWSW1DIhpBHSlkL3Ue3f0dIzEIb/gQBLHtdr17G3QKZ9dygV2fDN42DqBuMeP+WukpomymqbSZCGZG3m5uHdWeH/OxpVPQ2f/dG+B7gQQoiL8vGqr/l77SOYNA0o13wIMeMdHUkI0YakoO6I3HwgbCAc/g5amgGI9HNnUlIIPxwq6zTNtXYcn+59bctKUK3tPzp9wtC7aTYG8gfdMg5k5zkmg/g1VYXPfg+WOpj6KrieOq17b740JGtrWo3CH68Zz7u2KRgrD2LZ9o6jIwkhRKeWnbGbK1LmYVbqsM14H2Ivc3QkIUQbk4K6o4qZAM21kLv55E13jYkC4N/fdY5R6h05FfhRRUz+cgjuCz3GOCaIixvq2EfxUWoJT3/TMRnEr6W8D0e+t+9JHnXJr+4+2ZBMCuo21TPQE83I+yhQfbB+8zTUHXN0JCGE6JRs1UUYP5mJNzUcHfsa+l6THR1JCNEOpKDuqE5un/X1yZvig70YGxfA6vQiMktqHRTs3G3PLucOw1o01iYYeT8oisOyuPafTbYmnKEVK8HS4LAc4riqPFjzKHiFwoSnTntIekEVGgXigqSgbmu3X9qb/7nfhsFaQ8Wq/3N0HCGE6Hyaaqh4ZxqBtmK+jPwz3Udd7+hEQoh2IgV1RxWUCJ7Bp6yjBrj7kihUFd7fnO2YXOeoodnKkbxCZitrwTcG4qY4NpBGyy7/K/GknrrU5Y7N0tWpKnw+H5prYMo/wXD6NdLpBdVE+XtgdNG2c8CuR6/VMOW6u9lqi8O07yNa8nc7OpIQQnQeVguNH92Ab80B3tVdy6XX/9HRiYQQ7UgK6o5KUexNLI4dgvLDJ2/uH+GDyagno7jGgeF+W+rRSq5VvsZNrbPvO61x/FOtMe5qmlQdlh3vOzpK17Z7kb2DfZ/rz9iopareQl5Fg0z3bkeJ4WbSkx5BVaFk8Xz7Bx9CCCHOTlVRP7sHQ+53LGq5hKgZT+LuqnN0KiFEO3J8lSPO7OS0729OuTnYZKCwqmNPW045XMituq9odguCpGscHQeAnj0i+do2AHPxj6d8SCHaUXUhrH4IPALhsmfOeFh64YmGZNLhuz1dP20Sq/QTCanaRfGWhY6OI4QQHd+3f0PZ/THrrMls6/UIl8QFOjqREKKdSUHdkfUYAxo9HDp12neo2UhRVSM2W8cdQXLb9wn+ShWa4feAzsXRcQBICPZiqW2M/S+pUiy0O1WFVfdDYxVMfhmM3mc8dJ80JHMIg15L+IynqVLd0H7zf9gaO36vBiGEcJjt/4EfXiCdaB7V3c+jU5IcnUgI4QBSUHdkrp4QMQyO/ADN9SdvDjYbsFhVyuqaHBjuzFosFi4t/4QaxRPdgJsdHecko4uWEr8hFOFnL6htVkdH6lr2LoOML6H3DIibdNZDT3T4TpCCut0lx0WzKXwefrYy0hY/4eg4QgjRMR1YBV/+kTKXUG5sfIAHp/TD18PV0amEEA4gBXVHFzMBrE1wZMPJm4JNRgAKKxsdleqssvdto5tSzP6gqb/aW9jReoX58EnLKKjOh6xvHR2n66gtgS8fBDc/uPwfZzysqsHCqj2FbMk6RqjZiNmtY8xu6GpGz36Yw0o4cVnvUZiT4eg4QgjRsRzdBktvpdnFzNU1D5AQE8X05FBHpxJCOIgU1B1dz4n274fWnrwpxGwA6LDrqMv22Yt/Q8xoByf5taQwE0usx3OlfODYMF3Jlw9CQzlMegHcfU/erKoqe/OreH19JjPf3Ey/p77m7oUpFFU3clnvIAcG7trcjQZqxzyFq2Jh3+InUKVBmRBC2JVlwsJrUBWFe5WHKNGF8sz0RBQHbg0qhHAsaUPY0flGg3ekfT9qVQVFOTlCnd9BR6i1+VsBiEy+xMFJfi0xzEye6k+uaRDdMr6CujJw93N0LOe2byXsWwHxU6HXdKrqLfyQWcp3GaV8f7CU0hr70gV3Fy1j4wIYE+vP6J7+hHm7OTh415Y06kpyfkxgRO1aPt+cytThyY6OJLqYqnoLJje9o2MI8ZOaYlhwFTRWsSTmH6zZE8yjk3oS7iO/r4ToyqSg7ugUBWImwra3oPQABMQTcnLKd8cboVZVlbDaNHI03YjwDnB0nF+JC/JEp1FY7TKOebZtsOcTGHq3o2M5r/py1FUPYHU1877pbr56YzO7jlZiPd5Qr2egB9OTQxnT058BkT646GTSTIehKPhN/BOuK+ZS/PU/KUl8kwAvg6NTiS5iwY85PLpiL/eOjeaBCbGOjiMENNXAwplQmcN3sY/xp93BJIaamDss0tHJhBAOJgV1ZxAzwV5QH1oLAfEEmuxNLwqrOt4IdX5uJmGUscN7KhGODnMaBr2W2CBPPqhIZJ7BDCkfwpC77B9ciFZTVVVFxpbP8dnzLtH1pTzQfBcrvzuGu4uWS+MCGBMbwOhYf0LNRkdHFWfhnjSVum8imVWzhseWb+OfN46UaY2izaUereSJz9MB+Ne3mbhoNdx7aYyDU4kuzWqBxTdB4W6+C7qFubvjiQ305O0b+6PTygfBQnR1UlB3BpHDQWeEg2th+HxcdVr8PV0p6IBrqI/uXk8YoI0Y4ugoZ5QUZmLRtmrqh1yFW+p/IX8nhA1wdKxOzWZTyTiSTf7W5XjmrCWpcSeDlGYAvtFfQtDAOSyMC2BAhIxCdyoaLe6X3Aefz8f/4Md8mRbDpKRgR6cSTqyirpm7P0pBURQW3j6Iv32xnxe/PoirXsO8UVGOjie6IlWFz+dD1jo2el7B3OxLGdLDh7fmDMBklCUJQggpqDsHvRF6jLavo26sAoOJEJOhQ3b5tmX/CEBYUsdbP31CYqiZRRwlzX8qg/kv7PpQCuoLUNvUwraUndSkfkZY8bf0VfcTr6hYVYVMYxK1kRMIGzqDcRFxjHN0WHHhkq7F9u3T3F63mitXTmZYlC/e7tJ9XbQ+m03lvsWp5Fc28NzViQyL8mPBbYO59u0tPPPlAVx1Wm6S6bWiva1/GlI/IsV1IDeVXsfkpBBenNUHV53W0cmEEB2EFNSdRcx4OLjavtVTr+kEm4yk5VfRYrV1qOlG/pWpVOCFf0S8o6OcUVKYCYBN9aEMDkqCtGUw8RlwcXdwso6vpqGZnVu/ozZ1JdEVGxir5ALQiAuZPqPQxE8iYshVxHr5OzipaDV6A5ohvyNo3RMMa/ieJ78I4eVr+jo6lXBC//4uk+8ySpnRP4xZA8IB8HF34aPbhnDN21v462fpuOg0XDeom4OTii5jx39hw/Mc0MQwu+p33Dwimr9cEY9GI0tfhBA/6TiVmDi7mAn274e+BiDYbMCmQvHxDskdQVn5MXpYj5DnkdSh1yT3DPTERashLa8S+t0IzTX2TtTitGrq6tm4ZgktO96l9u+xjPluJpMrFxCirSIz9EqOTXkfw19yiJ3/GTET7sBFimnnM+AWVBdP7ndfzYpdR1l/oMTRiYST2ZRZxktfHyQuyJOnpvU+Za2+v6crC28bQjcfN/6yPI1PU/IcmFR0GQe+RF31AEcJYnb9/TwwKZlHJydIMS2E+BUpqDsLczfwj7cX1DbbyU7fBR2o0/fhXRvQKTYsoYMdHeWsXHQa4oM9ScuvQu09A7SusGuBo2N1KNVV5Wz9/F1+fH466j+iGLHlNiZZ1qLoXNnX/UYqr/0Mr0ePEH37+/j2vxJcZMsQp2Y0owyYS5glm8td9/KX5WnUNFocnUo4iaKqRuZ/vAs3Fx1v3NAfo8uvp9IGmQwsvH0wISYjf1yymy/2FDggqegyjm7HuuRmym0e3Gx5iMevG8NtI3s4OpUQooOSgroziRkPdSVQmEqw2b59TUcqqOuzNgIQ0GuUg5P8tsQwE2W1zRQ2GyB+CuRsgmNZjo7lUFUNFlZuSeebF2/C8FIMg3c+wJC6byl1CWd3zL2sTXiBoEf3k3DTvzDHjQaNrB/rUobcBRo9j/uspbCqkWe/OuDoRMIJWKw27lmYQlltM8/PSKK735mX3oR5u/HRbYOJ8LCxbvFr7FrzAbQ0t2Na0SWUZdL04UyaWlTuUR7iqVumMqVPiKNTCSE6MFlD3Zn0nAibX4VDXxPcfR7QsbbO8ipNoQk9ofEdt8P3CUmhZiCXPXlVhPSbA3uX2puTjXvcwcnaV1W9hbX7ivhqTz6Bh5fxR+0ifJUaslxjqYiZQdTIWUQFRQKwZs2aDj2VX7QxrxBIuoaA1AXMCSviw60wJSmEoVG+jk4mOrF/rD7AjpwKbh3RncsTz9JB3maFI98Tuftj1qmfodE1wBZoTnkclwFzoP9c8OnebrmFc1Jriql5dypuTVU8rH+Ix2+7kdggT0fHEkJ0cFJQdybhg8HVBIfWEJo8H4DCDjJCXd/YREzzfnKNscToDY6O85sSjzcmS8uv5LLxo8AcAamL4JJHQevc/1tUNVhYk17El2mFbMosI8F2iCf179NHl0WDqy91Y18jauBs0MgEFvELw38PqQt42GstS/RzeejTPayeP+q0U3SF+C2r9xbyzg9H6B/hzUOXx53+oNIMSF0IexZDjX2atyZ8MEWRV/LJxr1Mb/yabptegU2vQI9LYMDNEHsFaGU7I3F+rI01FL8xlZDGfF52u4cH7/w9wceX1wkhxNk4d+XgbLR6iLoE9q3EX1ONTqNQ0EFGqDPStpOsNJAV0Dm2n4oJ8MBVp2FPXpW9cEy+wb41RuY3EHuZo+O1mR3Z5dy5IIWy2iYCNNX8x3sFo+pWoypaGHIPxtF/AoPJ0TFFR+UfC7FX4JbxFU8Nn8eD39Xz4toMHp2c4OhkopPJLqvjwSV78HV34fXr+6H/+W4V9eWQthR2L4KCFPttpm4w6k/Q51rwjSIIuDSuiinvTKG/dQ8vdE/BJ/sbOLwePALtr+n9bgLvCIc8PtG5NJVkcuS924lrOMBSj9nccvfjsse0EOKctdsQ1KFDhxg2bBg9e/Zk4MCBpKent9elnUvMBEBFe/hbAr0MFFZ1jBHqigMbAPDsOdzBSc6NTqshIcTL3phMVaHPdYBin/btpD7amsN17/xIU3MTS/qmstXzT4yqWw3dR6P8bjNMfFqKafHbhs8HVK5uWkHfcDP/3XSEXbkVjk4lOpFGi5XffZRCbXML/7w2mSCTwb4Wev8X8PFseKEnfPUglB2EvjfA3FUwfzeMfQR8o06ep3eoif/dMoRtmr6MzL6ZPbM2w9jHQOcKP7wI/+wDC662n9fa4sBHLDqsglSaF92I/t8DiWtIYaNpElPmvyrFtBDivLRbQX3HHXcwb948Dh48yJ///Gfmzp3bXpd2LjHj7d8PriHYZKCgsmOMULsUbgcgPOkSByc5d0mhJirrLeRVNIA5HKLG2vf6rnWuLYGaWqw8/Gkajyzfy+UemWz3e4KBB/6B4uoFM9+HG1dCwBmmWwrxS92GQPgQNHs+5sXLA9FqFJ5fk+HoVKIT+b+Ve9lfWM19l8Ywwi0HvnwQXoyFT2bDgVUQOQKuegf+eBCufN3+9zMsQUnu5s17Nw/EpsLsj7PZG3U7/H43zF4GcZMga739vK/0hm+fhsqjF5S5qsFCU4v1Yh626ChUFQ5/Bx9Mg7dH45Kxkg3WRD7o+TrDfr8AV71M3hRCnJ92edUoKSlhx44drF27FoCrr76ae+65h8zMTKKjo9sjgvPwCICQZMhaR2i3u9iR00yjxYpB77g1jBarjci6NPL1YYR2oj2IE8PMQA578qoI93GDfnMgax3s/ti+VtQJlFQ38ruPUsjPyeRj76UMafgeWlztUydH3CfbXYkLM3w+fHwdUVkfMi5+KqvTiyisapD1huI3Ld5+lA07dvOPoFRmHngCNh7/MMYv1v66mzgLTKHndc6BkT7856YB3Py/7dzwn618PG8IcTHjIGYcVBfaZx7tfB82/AM2PG+f6TXgZogef9qeGTabyuGyWnZkV7Azx/51uKwOg17DwEgfhkf7MTzKj4QQL7SyJ3HnYbPC/s9g4ytQmIqqaFirGcE/G67gqisul22xhBAXrF0K6qNHjxIcHIxOZ7+coih069aN3NxcKagvRMwE+P45BmgzWYkXhVWNZ91qpK0dyjxEglJKms8Uzu9tkGMlHW9Mtie/kklJwfZGNkYf+5uvYfd2+o7Wu3IruPfDH5lav5w/uK3EpaHR/hgnPiPdcMXF6XmZvQDa8V9mXH4DX+0t4rPUAu4YHfXbPyu6rMO7fyDk84fZbNiLplK1v94OmmdfchOSfFGvucOi/XhrTn/mfbCT2e9s5ZM7hhAd4AlewTD6TzDyAXuPjB3vwaE19i+vUEieQ0PibHZXu58snlNyK6is/2mf9XAfI1P7hHCsromtR8r54VAZAGY3PcOifBkW5ceIaD8ifN1QOvnvDadkabSvx9/8KpQfBp2Bwp5zuDljMIdb/Hjh2j5MlW2xhBAXQVFVVW3ri+zcuZPrr7+ejIyfpgUOGjSIv//974wdO/bkbS+99BIvvfTSyb9XVlaybNmyto530RobGzEY2q+ztakmkyF7/8J6z2ncXHoN9/XVEOftuI7MJRmbmVP+CmuD7kDtfqnDcpwvm6oyf4OV7l4K9yfbR/jjjvyPiKIv2dr7KSo9Yx2c8MJtKrSRf2gnj+k+IFIpps4QzIHIuZR5J1/wOdv7eS46tpCS9SRmvcG+8NnMODIJHwM8NrDzT5WU53kbUFUCC78mIed/KKpKnlc/KkNGU2ruh6pp3edMaqmNt9JteOrhj8laAtx+XeA21ZTinf8tvarW42MrB8CmKrSgoQUdNkWLqmhQNDo0Gi1otKiK/cuqaGm0aqmzaqmxaqlr0dCCFgs6NBoNNlcz5d590AUn4mZ03Afdv6UrPM91LfWEF68lonAVrpYqLFp3coMuY4VuIv8+6IGLFn7XW0OsA98/ibbVFZ7nou3ceuut5OXlndOx7VJQl5SUEB0dTXl5OTqdDlVVCQ4OZuPGjWcdoQ4LCzvnB+JIa9asYeLEie13QZsNXoihRu9DYvHjvDCzDzP6h7Xf9X9h3cu3cGnVMmpv34JHaOfq9jvzzc0cKKphz18n2EcWitPhjWH2DrHTXnd0vPNmsdp4bdlaEtP+zjjtLqw6N7SjH4Shd9sb9VyEdn+ei46tpcne9ElVeTRyIQt2FLH6DyOJC/JydLKLIs/zVtZcj7rqPpTdH5Nr82fP8H8xeeLlbXrJVXsKuXdRCkFeBhbNG0JNYwspuRUnp3DnH99uUouVKW57meWWQpDBirdRwctFQau22JuY2VrAZrF/t/7yz/a/26wWbC0WVKsFRbWiw77O2qJqSdf1oiR4NF6Jl9O7zyA8DB2n0dUvn+cl1Y18truAhmYrimKfSagooKCgUcCtuYzQyh3orQ00uvrTYPCj0dWfJlcf0OpRAM3xn3Fz0RIX5EWUvzs6rQOK1epC+PHf9tkIzTX2mQhD70btdyPvbC3hmS8PEORl4H+3DOz0r1fi7OT1XFyM86lD22U4ISAggH79+rFgwQLmzp3LsmXLCAsLk+neF0qjgZjxeO5eRDDHHLoXtaqqBFbtpkrxwhQS77AcFyox1Mz27ApyjtUT6ecOgb0gpB/sXQ6XPQeuHo6OeM7Kysv5/r8Pc1fNUly1LTTFTcf18qfPez2iEOdE5wpD7oKvH+MWr+0sIJwVuwp46HLnfoPa3GLjSFkdsUGejo7S8R3LgsU3ohTvZZ01mTWxT/LchJFtftlJScE0W/tw/+LdjH7+u1Puiwnw4NqB4fSP8KZ/hDfd/aZc1DRtDad2dy3OOUD+9s9wPbKOuLoU+ubtgbx/cfRLfza6DaYh8lLC+00kqXswLjrHj4zmVzbw1vdZfLz9KM0ttpO3e1DPYM1+hmvSGa7ZS6zm9G8qrapCOV6UqObjX97kYGa76k2Fxhs3n1D8grsR1q078WF+xAd5td2+9WWZsPmf9j4o1mb7spQRf0DtfTUVTQr/WnuI9zZl0zPQg//dPIgQs/R8EEK0jnabn/fWW28xd+5cnnnmGby8vHjvvffa69LOKWY87F7EGG0qBVUXPo33YmUXlhGrHiHLNBRTJ1w79tM66ip7QQ320elV90P6cnujsk7g8NYvcPtqPldTRrGxB76zXsW1R9u/cRVdXP+5sOEFuh/8D2GmZ1mZms+fJsaicdJGTTabyh0f7mB9RilXJYfy+LReeHWgUccO5cAqWH4nalMNL7XM4ivzdayYOazd1hhPTw5Dp9GwYlc+ccGeDIjwIbmbGbObS5teNzAijsCIOOBPqM315KV+TfWeVfgXfc9lDV/A/i9o3KfnR3pRFDAK3+TJDO7fHw/X9l0uUVyv8qelu/k0JZ8Wm0q/UDf+3KuKHjU7cS/YhLEkFUU9PtruFkB58FVUBQ+jxeiHrr4EXX0J+voS9A0luNYXE9VQSnzDfjS25lMvVHX86wBUqB7kqmZq9b7Y3ANw8zBh9vLCx+yF0egBegPojaAz2v/8W9/1bqDV05K7nebvX8KY9RUKKgVeSXzjfR3rbP3IW9dIwbL1NFjsj2Vwdx/evnGAbIslhGhV7fYKHhsby5YtW9rrcs4vaiyqomWcNpUPHDhCnb1nA90VK2rYYIdluBiJxwvqtLzKn5qSJM6ANY/Ym5N19IK6uY6shQ8Qlb2IOtWV1N4P0/eqP562c60Qrc7gBQNvQdn4Mvf3zOL+PWFsPVLO0ChfRydrE69+e4j1GaUEerny6a58fjx8jBdm9mFYtJ+jo3Uc1hb49inY9Ao2oy/zdY/xjbUXK+cMbPeicUqfEKY4sNmU4uJG2KBpMGgaqCqWkgyKdnyOemgtQytT0JemwtpXObwmhM2mobjGX0bSsMvxNrXd7IeMohpeX5/JF7stxCs/8FffLCZ5HMS7bCfKhuPvJVxN9saDPcZAj9Ho/Xrioyj4/NbJVRUaK6GmGGqLoKYYtaaI+vI8asvyaakqxFxfQrglA7fq3VANFFzc42lBgw4bOmCdNZk3WqawoyQOSsCoryTEbGBgdx9CzQaiAzyZPbibQ3dFEUI4J3nX3VkZvVHCBzMsdycvVVY7LEbj4c0ABPUe7bAMF6O7rzserjr25FX9dKPBBAnTYM/HUJoB/h2zOVlL9maqF91GVFM+u5QEjLPeom9CkqNjia5m8J2w5XUur17M/dzPytR8pyyo1x8o4Z/rDtErxIuldw5jRWo+T32xj+vf3cqtw7rx4GVxGFy6+KhXbQksvQWyf6AluB/zbfexKkfLP69NpGdgF58iryjoA+MInxQHPAhNNVSmf03pzs/xLfyeCdXLYOsyan80sN3YD2vUOGLjk/A2me2jtnqjfUTWxe3kyOz5SDtayeK132E7/D0TNXv5m2EfXtRCLdDgYt9fvvtoexEd3PfCPpRVFDB6278C4uw3Ae7Hv36uuqaKQ0eLySoo40jRMXKLyykpr0CnNmOkCQPNeLtYcaUZLI0YaMZVacbAiS8LJn0LJr2VFoMv6eHX4hLcm9vMRh73NhJiNuLtppeu60KIdiEFdWcWMx5j7mZCq1KAcQ6J4H0shWZ0eEd3zhFqjUahd6gXaXlV2GzqT1NV+82xF9S7FsCEpxwb8pcsjTR8/Tdct72Gu6rjf17zmHT7k/h7yXow4QCeQdDnOowp7zPT/yir0nQ8PrWXU40C5R6rZ/7Hu/Ay6Hnzhv4YXbRcN6gbw6J8ee2jZdy44w9U77JRMeh3BF8yzz5y39XkboUlN0FNIZmR1zHn6FQK61TmDIlgWl/p4/Arrp6Y+12Fud9VoKpUZ+8ie+sKDEfW0a9hC9r0zZB+lp/X6OyF9cli2/3Uwvv495ImDRlHi+leu4unlDLQg4pCtXsP6HubvYDuNsR+fDvy8jTRP8FE/4SeJ29rarFyqLiWfQXV7CusZl9BNRoNhJiNhJmNBB0vlEPN9u8/f42RBU5CCEeSgroz6zkR1j3BEOtOahoteLbzWr6S6nriWw5Q4BZLpL7zbkuQFGbmx8PlHC6rIzrgeBOyiOHg3d2+d+Wl/3feowFtpiCVxiW3Y6w4SKqtBxsSnuLOGVd0iOY2ogsbdi+kfMA9rqtYUnon6w+UcHlisKNTtYqGZit3LNhJTVML/507kHAft5P3RRxdyT+qH8SmtVJhMxKw9SmadryMftAtaIb+Dry6wN62qgpb34K1j2BTdLzq9SCvHEjG113P8zPiuLqf43ag6DQUBa/u/Ujq3g94kpqKEjK2fElm9hGOFpWhtTZiVJoIdYcos4ZunuCpbQFLPVgawFJn/95YCZZ6VEsDSksjAAHHv4pdwimPuRGf3uNRIkfw4w/bmTi+Y3U/dtVp6R1qoneoydFRhBDivEhB3ZkFJFDjEsAltl0UVjW2e0F9YM92Rin1FAYPbNfrtrbE47+80/IrfyqoFcXenOzbp+DgGoif7MCEgNUCP7yI7fvn0dpUXrbNImTSw/x+SA/H5hICwC8G4iYRceALemoms3xXoFMU1Kqq8siKNPYXVnPfuJ5cEhtgv6OlGVY/BDv+g+IVinbWh5TYwvhw0atMqfuU6C2vom59AyVxpv3DhsDOtZ3gOWuqhc/uhfRPKXMNZ07N3WTUd2PusEjuG99TGj9dIE/vAAZcMZcBQKPFyg+Hyli9t4g39xdTlWMBIMrfnct65Wj48AAAIABJREFUB3FZr2B6h3qhKAqqqrJufwmvrc9k99Fy3DUWrk70Ze7w7nTv1s2xD0oIIZyYFNSdmaJQFDiKmKNL2Xp0PwQOatfLVx/cCIAptnNPtjrZ6TuviunJPxtN6Xs9rH/aPu3bkQV1yQHU5XegFKaSYQvnby7zuX/ODPpHeDsukxC/NOI+OPAFj5q/4baMblTWN7d5R+W2tmBrLp+m5DM2LoB7xx7f5rG6ABbfBHnbIHIkzHgPPPxJAKIeeJKX1lxP1uZl3KH7koG7F8LuhRA9Dob9HrqPsn9Y5wxKM1A/mYNSlsE6BjO/6nbiI0P5YmpvEkK64JT3NmLQaxmfEMj4hEAsVhtbD5ezOr2QNenFvL4+i9fXZxFqNnJpfADbsyvYX1iNi1bD7CGR3DEq6pQZFUIIIdqGFNSdXEP3cXB0KS6ZX8GA9i2ojcU7AAjqNapdr9vauvm44WXQkfbzxmRgn64ZPR4OrYWaIvta0fZks8KW17GtewrV1sKbLVP5LvhWXpszhECvzjvFXjipsAEQMZwRud/iY53Cl2lFXD+4846K7cyp4MnP0+nm48bLs/ra+ytkb4Qlc6Gu1F4gX/rXU5o3ueq0PDypF1vjg7hvyQj8KtP4i/lrBmZ9i5L5DQT3sf9cwpWduxP/3k+xrrgbWhp51jKbFYbpPDkrnunJodIEqg3ptRpGxPgxIsaPJ6f2JiW3gtV7i1idXsQHW3Iw6rXcOqI780b1kN8RQgjRjjrxb3QBYOg5jurv3Qg9+gXw13a7bm1TC1GN6RS7hBLoEdBu120LiqKQGGYiJaeSFqsNnfZn65GTb4BDayB1IYy8v/1ClR+maemduBZsJdsWxEO2u+g/YiILxsXgqnOeZk/CyQz/A5qcmcxzWc2KXTGdtqAurWniro92otUovHlDf0xGHWx5HdY+Zm/eNPN96HXlGX9+cA9fvpo/kr994cesHdH0MszitR5b6J67HJbdCt88AUPvguQ54OrRjo/sIlktNH35F1x3vk25auL3LQ8QP+QKvh0fI/txtzONRmFApA8DIn14ZFI8WaW1+Lq74u3euWeFCCFEZySdjDq5ID8zX1oHEVB3EEoOtNt192YcIlIppsqvf7tdsy0lhpppsFjJKq079Y6el4Gbn33at6q2fRBVpfnHd2l+bRiuBVt5r2UiL/b4D8/fdxt/vixOimnRscWMh4AErtd+y4Hso+RV1Ds60Xmz2lTuXZRCcXUTz16VSIKvxr4V1Jq/gE8PuP3bsxbTJ3ga9Dw3I4l3bhxAsS6YS/ZN5s+RH9Mw4iF7M6nVD8HLCfbiuqaoHR7ZxbFV5lP62nhcd77NNlssjwT8m7/eO4//m5IgxbSDKYpCdICnFNNCCOEgUlB3cl4GPWu1x6dcpy1pt+uWpH8PgLHHsHa7Zlv6aR115al36Fygz7VQngW5W9o0g1qVR8kbk3BZ/QAlVncedHuK6Jte5/W5I4jw/eUunkJ0QIoCw+djUBu4QfsNK1MLHJ3ovC0/bOPHw+XcNDSC6d2a4N1xkP4pxE22F9PnuS/9+IRA1vxhFBMSAvlkbx1jtg1k2ejV5Ax7BovBDza+BK8kwsq77fvedzQtTRzevJzqfw7Dv2IXCzRTKZy2mLfumkRckKyVFkIIIWTKtxMoMCVTWuODf9oSGPtouzS90eZtBSAocXSbX6s9/NTpu4qZA8JPvTN5Dmx5DVI+hIg2+ABBVcn7/j28v3+UALWOTxlLw9gneXZEr1OnnwvRGfS+GnXdk9xSvZo5KTO5a0xUp1lX+2VaIV8fVekf4c2jMdnw9u+guRbGPQ7D/3DBr62+Hq68Nac/S3fm8cTn+3hg+UEgEoUnGK/ZyV0uX9F31wLYtYADnkMo8+kH3t1x8Y/CIzgGf/9AfN1d7Ou424q1BcoPQ8k+KD0AJfuwFu2D8sP0wEqtamBp1NNMm3VHu+8oIYQQQnRkUlA7gUCzB59VDuXWylVwdBt0G9ym12tusRFau4dajQceAXFteq32EuZtxNtNT1p+1a/vDIiDsIGwbwVc/hwYWm9Uprwoh8KFd9Or+gdKVDOf9niOSTNuwUem7onOSqtHGXoPfmsepm/5V6QXDOoU+8pmltTw4JLdmF1svB+5Bv3iV8DoAzd8ClGXXPT5FUVh5oBwRvX0Z0vWMYqrGymubqK4JpS/VU3ArzKV6Q3LGV+9lbiaHyHnp58tVz3YowZSoguh0hBKvXs4VnMkHsE9iYjoQVyw17l3VLfZoDIHSvb/rHjeD2UHwdp88jAVhXwC2W9Nps4UTfKUu5gR2+ei/x2EEEIIZyMFtRMIMRv41DKMW11X2ad9t3FBvS+3mASOkGceiofGOUZQ7Y3JzGw9fAyL1Yb+lyPDyXPg89/bp372n3txF1NVLDlbyfnqFSKK1uKjWNlkHI3/rH8xp3vExZ1biI6g3420rP87t9tWsSjlZnqHJjo60VnVNFqY9+FODC1VfOr9Oh5bd0NIMsz6EMzhv32C8xDoZeDK5NDT3DMMVf0dVeWlVObtp744C1tZFtrKbIx1uUQ25tPXmgX12L9KgUNQr7qSqwawWxdMg3s4Gt8eeATHEBSZQLi/Cf2xg6eMOlOaYV/D/XOmcOgxBgLiydF04+U9OlYXe2Hy8uKRSQlMTwruNLMMhBBCiPYmBbUTCDYZWaRG0miOxpD+KVz2LGjbbkre0bSN9FWsaLoNabNrOEJSqIkNB0s5VFz7631Ue18Fqx+2T/u+0ILa0gBpS6n54d94VuwjGtip7Y065G6Gjb9O3rAK5+HqgXbw7fT44QWqU1dgndQbbVtOV74Iqqryp6V7MJbtZaXpdTzrCqDfjXD586Bv362HFEXB7BuA2TcAOM1ymuZ6qMjGWpZFXfEhagsPYTt2BL+aXGIsO9DWbIMaIBs4TcuHJmMASvAA9MG9UAITwD/evibc4MWx2iaeW32AxTvy0GkUbh3VnXsvjcHDVd4mCCGEEGcjvymdQLDJACjkhV5BdPqrcPg7e7fdNtKc8yMAgb2dY/30CYlhJ9ZRV/66oHb1hF7TIXWBfXpkQPy5n7giG7b/B+vOD9A2VaJRXVmkjsc24Dauvnw8Br107hbORxl8Jy0bX+U6y6dsybyTET39HR3ptN7ecBj3/Z+w3PAeeguk95hHr6nPOzrW6bm4QWAC2sAEvHrBKa9SVguW8lxKcvZz7GgGjSWZ1NTWkdIQyLa6IA6qYVQ1ekAF+Oa7EBfsSWygO3HBVdQ2HuOVbw5S3djC8Ghfnpjai+gAT0c9SiGEEKJTkYLaCYSYjQDs8Z5ANK/CnsVtVlCrqopf+S4s6DBGDmyTazjKT52+q7jmdA8t+QZ7QZ3yIVz2zNlPZrPB4W9h27uoB1ejoJKjBvN+yzSaEmYyf/IAgk3G1n8QQnQUHv7UJ1xD3/QPeX3Tl4zoeZOjE/3Klox8PL55kBf067B5hqLM+pC89DJ6OTrYhdDq0ftHEeofReiAySdvvhSoqrdwoKiajOIa9hfWcKComl25lWzKPHbyuCAvA89elcQViUEyW0YIIYQ4D1JQOwH7CDVkWPzszbMOrILmOnBp/a2WskqqSVIzKPaIJUzvXAVhkJcBPw/X0zcmA+g2BHxjYM/H9q6/utM0AWqsgtSFsO0dKM9CRWGD0p93msZTHTSMv07rTf8In7Z8GEJ0GF5j78Oa/hGJ2f+lofkGjC4dZzZGUX42HotmMFt7iPrQ4bhd/wG4+0H6GkdHa3UmNz2De/gyuIfvydtsNpWjFfXsL6yhqqGZyUkhuMv0biGEEOK8OUdHqS7uxAh1YWUjJM4ESx1kfNUm1zqYvgtvpRZLiHONToN9/WJSmIn9hdU0tVhPd4B9lLr+GBz8xb9v8T744j7UF+Nh9UPUV5WyyOUqRja9zAPah5g6fTYr7hkpxbToWnyjyA28lFFKKlt/3ODoNCc11VVS/950EjnE4Z634XbLZ/ZiugvRaBQifN25rHcQ1wzsJsW0EEIIcYGkoHYCBr0WH3cXCqsaoNdVoGjt077bQF3mJgB84ka2yfkdLTHUhMWqcrCo9vQH9LnO/u+b8qF9zWLacqrfnAhvDIUd/yW9KYAHLfNIrnuVF23XM2nkENb/cQyzBoa37R6yQnRQ5nEPAuC69TUHJznO2kL2m9fSo+UwG8LuoMf1L4JWikkhhBBCXBh5F+Ekgk0GCiobwcPfvmdq1jqoOwbuvr/9w+fBs2QHAKaezllQn1xHnV95sknZz9ncA6jrNhb3zHVUPhOHj7UMVdWy3DacJZrLMXYfzLAYf26L9qNnoIesRRRdnnfMYNINyQyt+4aarR/gOfhGx4VRVTI/uIfYmi1scBvPsLnPOi6LEEIIIZyCFNROIthkJKOoBqtNRZs4EzK/gX3LYeBtrXaNyvpmejbvo8w1BD/PwFY7b0eSGHq803deFRzfzjv3WD0bM8vYlFXGlqxjJDb0432Xr2lusfGJ541U95pNv4RY3g8z/Xr/aiEEeaNewLTmGkK+mg+eJkiY5pAchWtfJjpnETuV3vS64z10uo6zplsIIYQQnZMU1E4ixGygxaZSWtNEUNwk0Blhz5JWLaj3HsxihKaILL/JOOtqwwAvA0FeBjZmlvHQsj1szCwjr6IBsC+hTgj2Iq7/dLYFjKd3r95cY3SuxmxCtIWRA/py1erHWKh9HJ+lt8K1Rug5oV0z1O5eSeCWJzmshuByw0J8TbItlBBCCCEunhTUTuLEFkwFVQ0Embwh9nJI/xQqcsA7olWuUbr/BwAMUcNa5XwdVd9wM6vTi/h4+1Eifd24fnA3RkT7MbSHL97up+nsLYQ4KzcXHfG9+nJN6sOsNj2LdvEcmL0UurfP0hFr3i70K+ZRrnqSNuZdpkW3zmuiEEIIIYQU1E4ixGzfOquwshG6AUmz7AX13qUw8oFWuYYufxsAgb1Gt8r5OqpHJ8dzeWIQ/SO8CfN2c3QcIZzClcmhLN8VxuK4V7lu/92w6Fq4cSWEDWjbC1cepeH9q9HbrHwc9XfuHuPcHwgKIYQQon3Jgk8ncXLrrCr79GSiLgWjt33at6pe9PlbrDZCa3ZTq3igC0y46PN1ZGHebkzrGyrFtBCtaHiUL34eLryd6YV6/Seg2mDB1VC0t+0u2lhNzXtX42E5xsue93PbdddKo0AhhBBCtCopqJ1EsMk+Ql1Q2Wi/QecCCVdC6X4oTr/o8x/ML6UXhyk2JYJGnjZCiPOj02qY0ieEI2V17NYkwLULwVIPH14JZYda/4LWFhoWzsGzKoN/Ktcz+5Y/YNBLEzIhhBBCtC6pjJxEoJcBRfnZCDXYp30DpF38ntS5ezfjqrRA2OCLPpcQomuanhwKwIpd+fbt/Wb+D+rL4YNp9n4PrUVVafniAYy53/GJdQzJ1z5BuI/MOBFCCCFE65OC2knotRoCPF0pqPxZQR0+BEzhkLYMbLaLOr8lewsA/k6+floI0XYSQ0308Hfn890FWKw2iJsEV70N1QXwwVSoLmyV69g2/wvdrv+x0dqLY6P/zqjYgFY5rxBCCCHEL0lB7USCTUYKqhp/ukGjgd5XQ3Ue5G65qHN7H9uFFQ1eUTJCLYS4MIqicGXfUI7VNbMxs8x+Y+IMmPIKVGTbp3/XHbuoa6j7VqJ8/X8ctIWypMcz3Dk27uKDCyGEEEKcgRTUTiTEbKCstonmlp+NRrfCtO+ymkbiW/aTb+gJLu4XmVII0ZVd2fdn075P6D8XJj4DpQfsRXVD5YWdPG8nLUtvp0z15NXAp3nuhpFoNNKETAghhBBtRwpqJxJsMqKqUFz9s1HqwF4Q0AvSV0BL8wWd90D6LnyVGuoD+7dSUiFEV9XN143+Ed6sTS+mrqnlpzuG3g2XPAJFe2DhLGiuO78TV+TQ8MEMrFYbfzc/zrO3TpYmZEIIIYRoc1JQO5ETW2edso4a7FMqGysh85sLOm/lwY0AePYccVH5hBAC7HtSN1isrN1XdOodox6EYb+Ho1th0XVgaTz9CX6poZKq/0zHtamC59we4JF5c/A06Fs/uBBCCCHEL0hB7URCjm+dVVj1izehiTPs3y9w2rexcDsAQb3HXGg0IYQ4aXJiMDqNwvJdBafeoSgw/kkYcCsc+R6WzAWr5ewns1ooe+86TLVZ/Ft/I/Pu/AM+7i5tll0IIYQQ4uekoHYiwSdGqKt+MUJt7gbdhkLGV9BUc17nbG6xEVmfRqk2EK0ppLWiCiG6MG93F8bE+rPxUCklNb/4AFBR4IoXIOlaOPgVLL8DbNbTn0hVKVp4F34lm1mmTGDyHc8QbDK2/QMQQgghhDhOCmoncmKE+ldTvgESZ0JLI+z/4rzOefBIDlFKAWU+ya0RUQghAPu0b5sKn+8+zVZZGg1Mex3ip8DeZfD5/NNu/Ze/6lmCshaziT4k3PYWkf4e7ZBcCCGEEOInUlA7ET8PV/RahcLK06w77DUdNDpIW3Je5yzc+z0A2oghrRFRCCEAGBcfiIerjpWp+ac/QKuDq/8D0eNg14ew5i+gqifvzt+0kNAdz5GhdsNt9gLiQ33aKbkQQgghxE+koHYiGo1CoJfh1L2oT3Dzsb8xPbweakvO+Zxq7o8ABCeOaaWUQggBBr2Wy3sHsSevisyS2tMfpHOFWR9CxHDY+gasfxqAwrTv8fv695SoZqqmLyA5pls7JhdCCCGE+IkU1E4mxGyk8JdrqE9InAmqDfZ+es7nC6hMpQ43PMOTWimhEELYXZls35P6jKPUAC5ucN3HENIPNjxP3ecPYVh2A1ZVQ+a4dxnUt087pRVCCCGE+DUpqJ1MiMlAZb2FhubTNPGJvQL07uc87buovJp4Wyb5Hr1AI/u5CiFa15AevgR6ubIiNR/1Z9O5f8XgBTcso8UvAfedb2BSa0gZ+ALDRo5vv7BCCCGEEKchBbWTOWOnb7CP9MRPhvwdcCzrN891eM8mXBULzSGDWjumEEKg1ShM6xvK0fIGUnIrznpsjcaTW2x/4VtrXzYmPMaIyTe2U0ohhBBCiDOTgtrJnNyL+nSNyQASZ9m/7132m+eqy9wEgHfcyFbJJoQQv3RlX/u07+W7zjztu9Fi5fYPdrChQEPqyLcZdc0D7RVPCCGEEOKspKB2Mif2YD3t1lkAPcaAmx/sWXxKx9zT8SzdSQsaghNGtG5IIYQ4Lj7Yk56BHnyxp5Dmll9vjWWx2rhnYQo/Hi5n7rBI7hvf0wEphRBCCCFOTwpqJxNsPr4X9Zkak2l10PsqOHYIClPPeJ7G5haiG/eS5xKFxuDZFlGFEAJFUbgyOZTKegvfHyw95T6bTeVPS/fwzf4SrkoO5f8mJ6AoioOSCiGEEEL8mhTUTibk+Aj1Gad8w0/TvtOWnvGQzIw9+CnVVPn1a814QgjxK9OOT/te8bNp36qq8vjn6Szflc+4+ECem5GERiPFtBBCCCE6FimonYzZTY9Rrz3zCDVA2ADwjrQX1LbTdAMHSvdtAMDQY2gbpBRCiJ+Emo0M7u7DN/uLqW60APDS1wf5YEsOQ3v48tr1yei18utKCCGEEB1Pm79Defzxx/H396dv37707duX2bNnt/UluzRFUQg2GyisOssItaLY96SuLYLsH057iC5vGwBhfca2RUwhhDjFlcmhNLXYWL23iHd/OMy/vs2kT5iJd24agEEv2/YJIYQQomNql4/8Z8+eTWpqKqmpqXz00UftcckuLcRkpLCy4ez7uibOtH8/zZ7UqqoSUrOHEsUfd/+INkophBA/uaJ3MC5aDS+syeBvq/bTM9CD/908CA9XnaOjCSGEEEKckcyhc0LBJgN1zVaqG1vOfJB/LAQlwb7PwHLqaHZ+YSFRHKXIlNTGSYUQws7kpmdsXAAlNU2E+xj58NbBeLu7ODqWEEIIIcRZtctH/0uWLGH9+vX4+vry2GOPcckll5z2uJdeeomXXnrp5N8rKytZs2ZNe0S8KI2NjR0qZ/0x+7ropV+uI8zjzE18Ilz7ENe0h11L/kGJ7+CTt5cf2cl1QJ42nMIO9LiEY3W057lwPgOMKsX+CldHNZO65XuHZJDnuegK5HkuugJ5nov2oqhnnRf824YOHcqhQ4dOe9+uXbvQ6/X4+vqi1+vZtGkT06dPZ/v27URE/PZU4rCwMPLy8i4mXrtYs2YNEydOdHSMkz7elstDn6bx37kDGBsXeOYDqwvgpQSInwzXLDh584Y37mVU8QcUXLuGkLgh7ZBYdAYd7XkuRFuQ57noCuR5LroCeZ6Li3E+dehFj1Bv2bLlnI8dPnw4ycnJ7Nix45wKanFhgs32rbMKzrZ1FoBXCESOgINroKESjGYAvI/tog4DwTH92zqqEEIIIYQQQnRabb6G+ueV/aFDh0hNTSUxMbGtL9ulhZoNABSebeusE5JmgbUZ9n8OQH1DA9GWDHKMCShafVvGFEIIIYQQQohOrc3XUD/yyCPs3LkTnU6HVqvl9ddfp2fPnm192S4t2GQfoS78rRFqgPipsOoBSFsM/eaQlbaFRKWZ+gAZnRZCCCGEEEKIs2nzgvr9999v60uIX3B31eFl0FFwLiPURjPETIADq6C6kKoM+77UHjEj2jilEEIIIYQQQnRusm2WkwoxG397DfUJSbMAFfYuw1C4A6uqENFndJvmE0IIIYQQQojOTgpqJxVsMlBU1YjNdg5N3GMmgqsXatpiIurTyNFFYvT0bvuQQgghhBBCCNGJSUHtpILNRpqtNo7VNf/2wXoDxE9FKdyNPxWUeSe3fUAhhBBCCCGE6OSkoHZSIabz6PQNkDjj5B+1kUPbIpIQQgghhBBCOBUpqJ1UyLnuRX1C91FU63wBCE0a00aphBBCCCGEEMJ5tHmXb+EYJ7fOOtcRao2Wd/Wz6WHbx7Sw6DZMJoQQQgghhBDOQUaonVSI+cSU73Mboa5ptPCvyiGs6fEXFI08LYQQQgghhBDit0jl5KSCjq+hzq88txHq3UerUFXoHyHdvYUQQgghhBDiXEhB7aRcdVr8PFwoPMeCemdOBQDJ3aSgFkIIIYQQQohzIQW1Ews2Gc95yndKbgUuWg29Q73aOJUQQgghhBBCOAcpqJ1YsMlAcXUjLVbbWY+z2VRScivoHeqFq07bTumEEEIIIYQQonOTgtqJhZiN2FQoqWk663FZpbXUNLbI+mkhhBBCCCGEOA9SUDuxnzp9n30d9Yn10/1k/bQQQgghhBBCnDMpqJ3Yib2oCyrPvo46Jfd4QS0j1EIIIYQQQghxzqSgdmInRqgLfqPTd0puJaFmI4FehvaIJYQQQgghhBBOQQpqJ3ZihPpsnb4r65vJLKmV0WkhhBBCCCGEOE9SUDuxAE9XNMrZR6h3Ha0EoH83c3vFEkIIIYQQQginIAW1E9NpNQR6Gc46Qp2SI+unhRBCCCGEEOJCSEHt5ELMxrN2+U7JrcCg1xAf7NWOqYQQQgghhBCi85OC2skFmwyU1TbT1GL91X1Wm0pqbiVJYWb0WnkqCCGEEEIIIcT5kCrKyYWY7Y3Jik4z7TujqIa6Ziv9/7+9ew+Osrr/OP5ZsiSERBMuEYHNJoNkgdx2w6WA3AyXUiilWKWigyAq7Ywd/aXYzlhbKziUgCiCFafKj5uNZQJRDFSRQVLAn2UgcgkWMVzDikQIkAsBAok5vz8wWxKSENbAJtn3ayYzPHuey9nwnTN8eM5zHqZ7AwAAAMBNI1C3cJ3Drr4K65taFibbVfX+aTuBGgAAAABuFoG6hfO8Oqvo+jvUe6oWJGOFbwAAAAC4aQTqFq5L+NU71LUtTLbbXajoDm3VITTodncLAAAAAJo9AnULV/UM9ckaz1CfKb2svLMXme4NAAAAAF4iULdwHUICFWhtpfwaz1DvcRdJ4v3TAAAAAOAtAnULZ7FY1DmsjfJr3KHedZwFyQAAAADghyBQ+4HOYW10ssYd6t3uQoUEBqjH3Xf4qFcAAAAA0LwRqP1Al7BglZRVqPRyhSSp/LtK7TtRJJc9XAGtLD7uHQAAAAA0TwRqP9C5aqXv7+9SH8gvUVl5pfow3RsAAAAAvEag9gNV76KuWum76vnpJBYkAwAAAACvEaj9QNfvX51VdYd6d9UK35EEagAAAADwFoHaD1RN+a66Q737eKG63xWqsLatfdktAAAAAGjWCNR+oGrKd37RJZ0qKdM3RZfU2x7u414BAAAAQPNGoPYDd7axKiQwQCeLL2n3989P9+H5aQAAAAD4QQjUfsBisahzeLDyi8o8C5L1ZoVvAAAAAPhBCNR+onNYG50svqRd7kLd2caqeyJCfd0lAAAAAGjWCNR+oktYsMrKK5XzdZGS7O3UqpXF110CAAAAgGaNQO0nunz/6qxKw/PTAAAAANAYCNR+ourVWRLPTwMAAABAYyBQ+4ku3786y2KRnJFhPu4NAAAAADR/BGo/UXWHukenO3RHm9Y+7g0AAAAANH8Eaj/RNTxYHUODNCq2k6+7AgAAAAAtQqME6g8//FB9+vRRUFCQUlJSqrVVVlbq6aef1j333KPu3bvrjTfeaIxL4ia1aR2gz55LVspIh6+7AgAAAAAtgrUxThITE6Nly5ZpzZo1Ki0trdaWlpamL7/8UgcPHlRxcbGSkpKUnJysuLi4xrg0bkKQNcDXXQAAAACAFqNR7lA7HA45nU5Zrdfn8/T0dE2fPl0BAQFq3769HnroIa1ataoxLgsAAAAAgM/c8meo3W63oqKiPNvR0dFyu923+rIAAAAAANxSDZryPXDgQB06dKjWtj179igyMrJROrNgwQItWLDAs11UVKSNGzc2yrlvpbKysmbRT+CHoM7hD6hz+APqHP6AOsft0qBAvX37dq8vYLfbdfz4cQ0cOFCSlJeXJ7vdXuu+M2bM0IwZMzzbNptNo0eP9vrat8vGjRubRT+BH4I6hz+gzuEPqHP4A+oct8stn/I9ceJELVmyRN9unz0mAAAPt0lEQVR9953OnTun9PR0PfTQQ7f6sgAAAAAA3FKNssr35s2bNXXqVJWUlMgYo4yMDL355psaP368Hn30UWVnZysmJkYWi0UzZsxQQkJCY1wWAAAAAACfaZRAPWLECJ04caLWtoCAAC1evLgxLgMAAAAAQJNxy6d8AwAAAADQEhGoAQAAAADwAoEaAAAAAAAvWIwxxtedqEtQUJAiIiJ83Y0bKi0tVWhoqK+7AdxS1Dn8AXUOf0Cdwx9Q5/ghCgoKdPny5Qbt26QDdXNhs9nqXJQNaCmoc/gD6hz+gDqHP6DOcbsw5RsAAAAAAC8QqAEAAAAA8ELAzJkzZ/q6Ey3BwIEDfd0F4JajzuEPqHP4A+oc/oA6x+3AM9QAAAAAAHiBKd8AAAAAAHiBQA0AAAAAgBcI1DWcPXtWLpfL8+NwOGS1WnXu3DnPPllZWQoICNDChQs9n128eFEPP/ywunfvLofDoYyMjAa1Ab5QX50bYzRz5kw5HA4lJCQoOTnZc9zp06f1k5/8RDExMYqPj9e2bdsa1Ab4Qn11vnPnTg0YMEBJSUnq1auXXn75Zc9xjOdobj766CP17t1bLpdL8fHxWrlypSTvx2zGczRFddX5tGnT5HA45HQ6NWjQIGVnZ3uOYTzHbWFQr/nz55tx48Z5touKiky/fv3MuHHjzGuvveb5fNasWWbq1KnGGGOOHj1qIiIizJkzZ27YBjQF19b5woULzf33328uX75sjDEmPz/fs9+0adPMiy++aIwxZufOnaZr167mypUrN2wDmoJr69zpdJrMzExjjDFnz541ERERZv/+/cYYxnM0L5WVlaZdu3YmJyfHGGPMsWPHTFBQkCkpKfF6zGY8R1NTX51nZmaa8vJyY4wx69evN1FRUZ7jGM9xOxCob6Bnz55m7dq1nu3JkyebzMxMM3Xq1GqBOjY21mzfvt2zPXHiRLNkyZIbtgFNwbV13rVrV5Obm1vrfiEhIdUCdr9+/cymTZtu2AY0BdfWucvlMitXrjTGGON2u03Xrl099ct4juaksrLStG/f3mzdutUYY0xOTo7p0qWLuXz5stdjNuM5mpr66vxaBQUFxmq1egI24zluB6Z81+Pf//63CgsLNW7cOElSRkaGWrVqpfHjx1+3r9vtVlRUlGc7Ojpabrf7hm2Ar11b5yUlJTp16pQyMzPVv39/9e/fX+np6ZKuTp8tLy/X3Xff7Tm2qpbrawOagprj+fLly/XCCy/IbrfL4XBozpw5nvplPEdzYrFYlJ6erl/84heKiorS4MGDtXLlSp0/f96rMZvxHE1RXXUeGBhYbb9FixZp7NixslqtkhjPcXtYfd2Bpmzp0qWaMmWKrFarvv32W82ePVtbtmzxdbeARnVtnVdUVKiiokKXLl3Sjh07lJeXp3vvvVc9e/aUzWbzdVcBr11b55I0d+5cpaam6pFHHtHRo0c1bNgw9e3bV7GxsT7uKXBzKioqNHv2bL3//vsaOnSosrOzNX78eO3du9fXXQMaTV11/sUXX6hjx46SpLS0NK1evZpn/nHbcYe6DqWlpVq9erUef/xxSdKuXbuUn58vl8ul6OhoZWRk6KWXXtIf//hHSZLdbtfx48c9x+fl5clut9+wDfClmnXevn17hYaGavLkyZKu/m9t1QIfHTp08PznUpWqWq6vDfC1mnV+5swZrV27Vo888ogkqVu3bhowYIA+++wzSYznaF727t2rkydPaujQoZKkfv36yWazad++fV6N2YznaIrqqvM9e/ZIktLT0zVr1ixt2rRJnTp18hzHeI7bgUBdh/T0dDmdTvXs2VOS9NOf/lSnTp1SXl6e8vLy9OCDD+rPf/6z/vKXv0iSJk6cqL/97W+SpGPHjmnLli2aMGHCDdsAX6pZ55L08MMP6+OPP5Ykz2rIiYmJkqrXcnZ2tr755hsNGzbshm2AL9Ws83bt2ikkJERZWVmSrgbsHTt2KD4+XhLjOZqXyMhI5efn68CBA5Kkw4cP68iRI+rRo4fXYzbjOZqa+up89erV+tOf/qRPPvnkukDMeI7bwtcPcTdVAwcONMuWLauzveaiZKWlpeaXv/yl6datm4mJiTHp6ekNagN8qbY6P3PmjPnZz35m4uLiTFxcnFm8eLGn7dtvvzWjRo0y3bt3N7GxsSYrK6tBbYAv1VbnmzZtMr179zaJiYmmV69e5tVXX/W0MZ6jufnHP/5h4uPjTWJioomPjzfvvvuuMcb7MZvxHE1RXXVutVqNzWYzTqfT81O1WjfjOW4HizHG+DrUAwAAAADQ3DDlGwAAAAAALxCoAQAAAADwAoEaAAAAAAAvEKgBAAAAAPACgRoAAAAAmpEPP/xQffr0UVBQkFJSUurdNzo6Wj169JDL5ZLL5VJ6enqD2p555hlFR0fLYrFo79691c556NAh3XvvvXI4HOrXr5/2798vSSorK9OECRPkcDjkdDo1atQoHT582HNcdna2Bg0aJKfTKZfL5XmF5bUOHDigtm3bVvteixcvVkJCglwul+Lj4/X666836Pe0bNkyJSQkyGq1auHChdXann/+efXs2VNOp1N9+/bVxo0bG3TOmljlGwAAP/Xp8U815t0xKn6uWAGtAnzdHQBALe677z6tWLFC0dHRns8OHjyoS5cuac2aNSotLb0uLF4rOjpaH3zwgVwu1021bdu2Td26ddPgwYOv22f48OGaMmWKHnvsMWVkZGjevHnKzs5WWVmZsrKyNGbMGFksFr3xxhvKyMjQli1bZIxRZGSkVqxYoZEjR+rgwYMaOXKkcnNzFRwcLEkqLy/X8OHDZbfbFRER4flexcXFCgsLkySVlJQoPj5emZmZSkpKqvd3l5OTo8DAQKWmpqp3797VQvqGDRt03333KTg4WDk5ORo6dKhOnjypkJCQes9ZE3eoAQDwU0Oihqj0+VLCNAA0M1V3gK1W6y27xtChQ2Wz2a77/PTp0/r88881efJkSdIDDzygr7/+WocPH1abNm00duxYWSwWSdKAAQOUl5cnSTp79qwKCgo0cuRIz3cIDw/Xhg0bPOd+6aWXNHHiRMXExFS7ZlWYlqQLFy6ovLzcs33+/HlNnz5dP/rRj5SYmKhf/epXunLliiTJ6XSqV69eatXq+tg7ZswYT5BPSEiQMUYFBQU3/XsiUAMAAABACzZlyhQlJCToiSeeuC401tdWm6+//lqdO3f2hHmLxSK73S63233dvosWLdLPf/5zSVLHjh3VuXNnrV69WtLV6d+5ubmewL1jxw5t375dTz/9dK3XzcjIUFxcnKKjo/W73/3Oc3f62Wef1ZAhQ7Rz507l5OSosrJSixYtatgv5nvLly9Xt27dFBUVdVPHSQRqAACalD35exQ6J7TaT6tZrTRzy8xa9//P6f9oxDsjFDE/QmFzw9T/f/sr69h/n0krKivSpIxJ6vhyR92Zeqccf3Uo48sMSdKWvC2yzLKoorJCkvSvY/9S37f7KmxumDq83EGDlg1S4aXCW/6dAQDVTZkyxfNc8+eff66xY8d6tqsCaENt27ZN+/bt0+7du9WxY0dNnTq1QW0/1Jw5c3T48GGlpqZ6PsvMzNSyZcuUlJSkRYsWafDgwbJarbp48aKeeuopLVmyxHN3u6YHH3xQ+/fvV25urtLS0pSbmytJ+uCDDzR//ny5XC4lJSXp008/rfbc9o1s3rxZs2bNUnp6ep3Xrs+tmyMAAABuWlLnJJU+X+rZTtuXpmc2PKMHej1Q5zHPDXpOg+2D1crSSqn/l6r70+/XoacP6a6QuzT/s/k6f+W8jv3PMYUGhspd7NaF8gu1nmfy2smanTxbj7keU3lluXad3KXAgMBG/44AgPq98847nj/X9gz1zbDb7ZKk1q1bKyUlRQ6Ho0FtdYmMjFR+fr4qKipktVpljJHb7facS5JeeeUVvf/++/rkk0/Utm1bz+dOp1Mff/yxZ7tXr16Ki4vTkSNH5Ha7lZycLEkqKipSZWWlCgsLtXLlymrXj46OVv/+/fXPf/5TPXr0kDFG7733XoP6XtPWrVs1bdo0rV+/Xj169Ljp4yXuUAMA0GRtOLRBT334lDInZSqhU0Kt+8TfFa9R94xScOtgBVmDNPO+mbLIoh0ndkiSAgMCdfbiWX115isZGUWFRyk2IrbWcwUGBOpI4RGdPH9SgQGBGhg5UCGBN7c4CwCg6bhw4YKKioo826tWrfJMla6vrT533XWXevfurbS0NEnSe++9J5vNpu7du0uSFixYoFWrVmnTpk0KDw+vdmx+fr7nz0uWLFFISIiGDx+uhIQEFRQUKC8vT3l5eUpJSdHjjz/uCdNffvml57iCggJlZWUpMTFRkjRhwgTNmzdPFRVXZ1sVFhY26A71tm3b9OijjyozM1NOp/OG+9eFQA0AQBO048QOTXpvkv5+/981JGpInfu5i92alDFJ9tfsujP1ToXPDVfJ5RKdvnBakvT7Qb/Xj+/5sZ5c/6Q6vNxBE9dM1OFztf9DY92kdTpaeFR93u6j7q9314v/etEzHRwA0HRs3rxZNptNCxYs0NKlS2Wz2bRu3TpJ0rp16/Tkk09Kkk6dOqXk5GQlJiYqISFBW7du9dz9rq9Nkn7961/LZrPpxIkTGj16tCcwS9Jbb72lt956Sw6HQ3PnztXy5cslSSdOnNCzzz6roqIiJScny+VyqX///p7j3n77bTkcDsXExGj9+vVau3Ztg6ZZL1q0SLGxsXK5XBo5cqRSUlI0atQoSdJrr72m4OBguVwuJSYmasSIEZ5p8StWrJDNZtOaNWs0c+ZM2Ww27dmzR5L0xBNP6PLly5o2bZpnOv0XX3xx038XvDYLAIAm5qszX2nI8iFKHZGqJ3s/We++o9NGKywoTH8d81d1Cu0kY4zazWunV378ynXHnrt0Tr/56DdyF7v12eOfaUveFiWvTFb5C+Wytqr+FNjeb/dqdNpozU6erel9pjf6dwQAoCXgDjUAAE3INyXfaHTaaP12wG9vGKYlqbisWKGBoWoX3E4XrlzQHzb/QaVX/vsM9rrcddp/er8qKivUtnVbBVuDrwvPknTluytavme5Ci5cXeE1LChMAZaAWvcFAABXEagBAGhCNh3dJHexW3M+nVNtpe85n86pdf/Xx7yunFM5ajevnWLfjFXXO7rKdud/3xt6rPCYJqRPUPjccHVd0FWnLpzS0vFLaz1XxoEMxb0Zp5A5IRq2Ypgecz2mqa7GW/EVAICWhinfAAAAAAB4gTvUAAAAAAB4gUANAAAAAIAXCNQAAAAAAHiBQA0AAAAAgBcI1AAAAAAAeIFADQAAAACAFwjUAAAAAAB4gUANAAAAAIAXCNQAAAAAAHiBQA0AAAAAgBf+H/HPoDoW8uMyAAAAAElFTkSuQmCC\n",
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      "text/plain": [
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       "<Figure size 1200x800 with 1 Axes>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Done\n"
     ]
    }
   ],
   "source": [
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    "lineToWrite = \"\"\n",
    "userID = str(33)\n",
    "plotThis = True\n",
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    "    \n",
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    "#For loop to go trought all parts\n",
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    "for i in range(0, len(dataPartsDF.index), 1):\n",
    "    TimestampList = []\n",
    "    xList, yList, zList = [], [], []\n",
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    "    startInt = dataPartsDF['starttime'].iloc[i]\n",
    "    endInt = dataPartsDF['endtime'].iloc[i]\n",
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    "    print(i+1,len(dataPartsDF.index),df['activity'].iloc[startInt] , startInt, endInt)\n",
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    "\n",
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    "    #For loop to get all otiginal values\n",
    "    for j in range (startInt,endInt):\n",
    "        TimestampList.append(df['timestamp'].iloc[j])\n",
    "        xList.append(df['x-axis'].iloc[j])\n",
    "        yList.append(df['y-axis'].iloc[j])\n",
    "        zList.append(df['z-axis'].iloc[j])\n",
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    "\n",
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    "    # Interpolation\n",
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    "    fx = interp1d(TimestampList, xList, kind=\"linear\")\n",
    "    fy = interp1d(TimestampList, yList, kind=\"linear\")\n",
    "    fz = interp1d(TimestampList, zList, kind=\"linear\")\n",
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    "\n",
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    "    #Resampling timestampList\n",
    "    newTimestampList = arange(TimestampList[0], TimestampList[-1], period)\n",
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    "\n",
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    "    #Uncomment next lines to get fine plots\n",
    "    plot(TimestampList,xList, newTimestampList, fx(newTimestampList), \"X asis\")\n",
    "    plot(TimestampList,yList, newTimestampList, fy(newTimestampList), \"y asis\")\n",
    "    plot(TimestampList,zList, newTimestampList, fz(newTimestampList), \"z asis\")\n",
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    "  \n",
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    "    #Write data to file\n",
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    "    activityType = str(df['activity'].iloc[startInt])\n",
    "    accFile = open(outputFile, \"a\")\n",
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    "    for x in newTimestampList:\n",
    "        lineToWrite = userID + \",\" + activityType + \",\" + str(x) + \",\" + str(fx(x)) + \",\" + str(fy(x)) + \",\" + str(fz(x)) + \"\\n\"\n",
    "        if (x!=newTimestampList[-1]):\n",
    "            accFile.write(lineToWrite)       \n",
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    "    accFile.close()\n",
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    "print(\"Done\")"
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   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
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