{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook describes plots that can be drawn using Gruff in Daru."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets change the plotting library to Gruff."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "if(window['d3'] === undefined ||\n",
       "   window['Nyaplot'] === undefined){\n",
       "    var path = {\"d3\":\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\",\"downloadable\":\"https://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\"};\n",
       "\n",
       "\n",
       "\n",
       "    var shim = {\"d3\":{\"exports\":\"d3\"},\"downloadable\":{\"exports\":\"downloadable\"}};\n",
       "\n",
       "    require.config({paths: path, shim:shim});\n",
       "\n",
       "\n",
       "require(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\n",
       "\n",
       "\tvar script = d3.select(\"head\")\n",
       "\t    .append(\"script\")\n",
       "\t    .attr(\"src\", \"https://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\")\n",
       "\t    .attr(\"async\", true);\n",
       "\n",
       "\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\n",
       "\n",
       "\n",
       "\t    var event = document.createEvent(\"HTMLEvents\");\n",
       "\t    event.initEvent(\"load_nyaplot\",false,false);\n",
       "\t    window.dispatchEvent(event);\n",
       "\t    console.log('Finished loading Nyaplotjs');\n",
       "\n",
       "\t};\n",
       "\n",
       "\n",
       "});});\n",
       "}\n"
      ],
      "text/plain": [
       "\"if(window['d3'] === undefined ||\\n   window['Nyaplot'] === undefined){\\n    var path = {\\\"d3\\\":\\\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\\\",\\\"downloadable\\\":\\\"https://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\\\"};\\n\\n\\n\\n    var shim = {\\\"d3\\\":{\\\"exports\\\":\\\"d3\\\"},\\\"downloadable\\\":{\\\"exports\\\":\\\"downloadable\\\"}};\\n\\n    require.config({paths: path, shim:shim});\\n\\n\\nrequire(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\\n\\n\\tvar script = d3.select(\\\"head\\\")\\n\\t    .append(\\\"script\\\")\\n\\t    .attr(\\\"src\\\", \\\"https://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\\\")\\n\\t    .attr(\\\"async\\\", true);\\n\\n\\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\\n\\n\\n\\t    var event = document.createEvent(\\\"HTMLEvents\\\");\\n\\t    event.initEvent(\\\"load_nyaplot\\\",false,false);\\n\\t    window.dispatchEvent(event);\\n\\t    console.log('Finished loading Nyaplotjs');\\n\\n\\t};\\n\\n\\n});});\\n}\\n\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       ":gruff"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "require 'daru'\n",
    "Daru.plotting_library = :gruff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  a: [1, 3, 5, 7, 5, 0],\n",
    "  b: [1, 5, 2, 5, 1, 0],\n",
    "  c: [1, 6, 7, 2, 6, 0]\n",
    "  }, index: 'a'..'f')\n",
    "df.plot type: :line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can also select specific columns to display on x and y axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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XMT/U5Y0fXNp+YMqyGhC4zP/qvRDQJmnXpRT+gju2RvXQIC+0fTWk5upZoJqnuqDKppt2YO7KA3+MhJB6Lzo+PPYF6xNCCCGE+Ewqi2Hm16yKSAddCCG+dkZTjQ+bdIacZfK3LtkLyhZouKbHwc9v78Xqh15XQ+HGlZOJm4F364OKPv8LSCaRBKX3FnKpCh4sswLKhzTW9n6lGw/++eXoR0FwcMuK83/MVLpaIYQQQoh/prLYZp5i1Vs66EII8bXJssW8kuUtyONRbFG1N1D0baXtzf78/PbuNb/Qcm8I3H96ueuBnRBjG3Ek1EXpvdTP0M7YzXg6tF73W68Vh/Xn7XSbv/zXRxBZIPRB4BOlqxZCCCGE0E9l4W9RxGqjdNCFECKzs2xr+9DRDgoZlr3T+Efw9C6yqcKiz2/v8saDe1bcAr/gOxfOtIbEF/GFYi8pvZdpV2h22YqN/gJ1dGXnFkN044/r3qhxYglcKLKvy+LWSlcrhBBCCKGfKlt2i/ZWr6WDLoQQmUYXxql2g53GxTjPANA8qW7a9hzYPXNZkDsg7c3Ft4x1jEqCCzX35Fq0Bl6GPfG6GQta95QRSUuU3tl/z7Rp1iuWpaCZQf928+fpz9s8eYZp9/mQ4Bl7M/Ib2G8hhBBCfHtU2Wpa/GmdRzroQgihFIMahlmNnMHFPnflYoFQdntDTfd8YORoPMy0a9rbC3r07Mf7hnCt6bFx6xvC25BXg59MA86wgzlK723GKfOkvku3beBZo8iTiqn8kHHd4/iCDSfh3tHz/ffsULpaIYQQQghdqmxDLI5Zd5YOuhBCfCkm+7Osz9oUPMMLD6zYHDS1amxtt+nz23usunHpeCTcbX3+2e5QiNofNi3oqtJ7+eVla23r7+gODed1fzNNoz9vw50pwZ02Q3KFpAaJhkpXLYQQQgjxX0b4oKai0mUIIcS3y3yPVavsbaHA2ZKr6h6AfNVLeNR6/7PoVj6jY37j7PEOGy/B45Y3S50YD/H5Ym5FLgUCAXPAB77Hz/XIB6HqN8Bbt9d1/B5A9udOjTzz6ea52uaZolkHAT6+kRcWK121EEIIIcR/qbL5Zctp7Sd30IUQ4l+zxp6cYFvQwTiXDRSdVflCCxtwPuY5vsi8z2/2bP6djvPGwfMGD8dfyQ7JqqTEhNlK72zmlcPDtXm+8lCzx4/ZR6QyiV7KjWSbpKywIe8UTacsoP2DZlpHpasWQgghhACVpU22hjYu0kEXQoi0UtUxOGTQHBzJVbzgb1CyWZ1XXTqD+SHLn7L3Tnt778oHP3gxAK68OeS8chMEVXh+5cF8oLbWTLtb6b39ikxU7VVFQavE37ItbwoGdw1+M/xBN+3QX6t9x9SAEIcX4Y88lS5aCCGEEAJUltWyjbRpLR10IYT4J0ZWxgNM24D7Ve+2pW9BqTp1y/5U9PPbe3b//thLbeC2/+me28pCuFeI+Usbpffy25FzTYHcpSZC+dGNX/S+oxt/G/Kqi18fOBi2cu6o0kpXK4QQQggBKsvfsm2zmS8ddCGE+P9l+dG8glVByDtbM6x6bihkUC5X42uf395dm3M/7MoDD29e3XX4BMQWisr9LkXpvfx2GV42OmlsAy3zDXJYZqE/b7f7wv2D5kFkWOgvbxooXbUQQgghvmcqy43Z/GzuSAddCCEsNdkdnM9C4cbl5zTpDe7lvZNLb//89i693F912TUIOHgv8nx5SFyd4BVnr/Refn+8H5epVT8O1M8rd2r5RjfuF3+ryqnKcKH2XofF/kpXK4QQQojvmcrysaWlra100IUQ3w/VPC6prCFHjJsmb3bQmFZf124L2MQ73HW/nfb2Ys9FzQurCBen7Du8zB7eLPIvcnsHpExJMUtpo/TeCtM7ZmqLn6HpgX6155XTn7d18iyrnuUgPjh2SJSX0lULIYQQ4nuksrK0rGjbWDroQohvl8EuwxXGL8F1X96GPu2h7L4GO3o8A1V5g00GldLe3ptH/n/ccYcbA0+kbJoLYQPedPB3AV7wiO9w/fGvRckzdQ51mQxe84r+WemRbvxmxMkNm4fCvT3nrXfLpHFCCCGEUIDKqoplX9vp0kEXQnw7TJplmWgxFrz6Fu1UcTmou1ZRtzL+/PYeTr029chTuN/iYpl95hAdF547JEzpvRRpZbHUJtnhHTSY8rPL1FL68zadn/awS2FItk2yTNyidNVCCCGE+J6orAZaLrO9LB10IcTXy3yY9ZAcL8E7Z6k+9Xwhd9tiBlULf357128d27t+OPgVu9X31GBIMIuLjs6t9F6K9FKjeftBI33AbrnzgNz7dePnru+aMS8HBFS4N/mCgdLVCiGEEOJ7orJaZ3ktu5l00IUQX4ECqlLUBdsEx8oex0F9vvIvLU3A4b77jQJL0t5c8m/Js5M6wIVSu3ssmA0vjR4vuv4Qkqcn7UqarPTOioxi5+bimXsN1Fj747wRprpxrYP2rLYlbDw6pWEna9D21JbQhipdtRBCCCG+B0ZoUFNB6TKEEEKXwTLDooaR4LTFo0HheCj5c53nXbJCFj/zZZarALiRlvZCTd8ce1oBruU4snytCkIGvXR7bAPaM9q22hUADP9PsnwufrPe9nk1+0kHSHZNCknMC4YmRnbGY/4bVwWqyqk2gt1+V/88WSD41fOuD6coXbUQQgghvgcqawurItnHyR10IYTyjOabaLJ0BPcW3k3LFoAS/Wrd6rD+89vzV9/Nci4O7gaeu7qrK0RODb39eoDSeykyC7cm+RaUGArlzBuf6L1PNx7a/U15/9dwqPzK3qMCla5WCCGEEN8DlXUlq/bZT0kHXQjx5ZnZWlS1+RPyxmma1GgCBdxLz62X/fPbuxN6pt+OqfB43/WoYychThMzKPyU0nspMiuDCYY9jJdAi9UDjy9poT9vb67FV35vCJH7Qy1en1C6aiGEEEJ8y1TWv1j9mV0rHXQhRMZSqcDK3K6VyzAoPLtCnSZ9wbV13pbFL39+mxcr7Hu3JAqeD7tvd8kWkpokGsXXUHpPxdcmf7GSbev2AfW5Kktb1taN+6+4U+rsI7jQY+/NRf2VrlYIIYQQ3zKV9RqrY3YVpIMuhEg/qlsqV9UfYL8tZ6v8a0CTt0bpH8eCZc7srs430t5eVNt3FYL3wpWTh+qtGAaBZQIK+7YF7euUsSkpSu+t+NqZtjNbbL4CmnTvW3iur/687RNn2/fxg/i9MZ6Rm5WuWgghhBDfIpW1r1Wo3TDpoAshPp9hbuMqJifArV7eJpozUNqzvsnPez+/vVc8uXizD9yadKrPluvwLiyowvNFQBzRhCu9t+JbVWJ/7a4dB4LXw6Kaymd147ePnN61tTDc3X1u3+5FSlcrhBBCiG+RysbMOqfdAemgCyE+nUmMWd9sx8DradFqlR9BkSkV9zft8vntPSh5ud/BBHhQ+8rEg04Q6xW5KlQ64uILM39t7WF/Ber/3q3WFLX+vC2H/rzcbQckv066mtBM6aqFEEII8S1R2ZS3bmgXIx10IYR+FtWsVzj8DgV6lSlc/zV4jizcq0KHz2/vWvKRwmvbgL/27sKzbSDxfrxBzJ9K76UQ71Xza7N92GSwa+g6OU8J3fiF3XvWLrwDAR73vM73VbpaIYQQQnxLVDb9rEfmKC4ddCEEUI9uTIHsx5z7eXUAdXgVq1ZBYKd1yZ17a9qbS7wdnxA7Fi6O2Ge8xAReb/dbc/MvSMmS3Dy5q9I7K0Tqsns6x3o5QHXfdjbDe+jP27R36ovOx0H7g9ZOe1LpqoUQQgjxLTBCg5qKSpfxX1lrmzfNmhMmLp6YZ/xAqJ1Qu1rN2/+NL3JbtGfJMfgzevromRdAa6O11uZQumohlGVmaVHfZhlYVrBr4ewJqumqEypDiPgzpPPLERCzKLJ82And1xkkGG43WglO9T3bFukDpfrWPf7TejC2NdWYzU97HSGxLy8/Kgc3Sh532lgX3o57veHJKWCfdglDgHKMZ/WH5Ez0uSPE/3rb4vUgv2WQVCfhePxFMMpnssZ0hW6e3WXX/HmzQvCh564P5P0shPiOGfQ2CDNcClkPWs3IvhWs43LsyNkI4hpFa95lg8g6oYffbIL4erEvonYoXa0QmZvK5o61X47tmecO+poBa1xXXoWI5IiwiNIw9sHYluOfQs5b7hE5m8Km5E1bNpSHbi+61ejeBQ4aHTh8yFvpqoX4skzuZnlrvg+K76xVqUM4uFnmG16ivf78l70fB1wvAje6HHu3fj84zfE6XTQRfJZW69021+fX8XTT7d2nz8G9Vxfy7BkDUY/D/gjarfTRESJ9uJrmdSg+DMpNbzyr1xTd+LuHQZbPW8LBv1bUHblG6WqFEOLLsypu18DZHqrsaF19yDow3WHmYFFHf/6t2qeebjGFB6svjT6wG1JGp8QlV1F6L4TIXFS2pjaWOd4q30F3P+z+OFdJOJ31zL3j98H7xwLDCwdAlF/UrSib/+Y5NHfo4xAJCd0SOiWOhLAaYT6hM5SuXogvQ/XYYJJRL2hytW/AnAlgdMDYyvTel9v+7aDT27fmgiczbxY8uQsS8sRui/xZ6aMiRMYwqGnoYFwYmrn82mnRR2Zt3++2NGCoMUSOCV3/urjSVQshRMYzH2q12N4R6r3u9mTy9rS//mm228XO9IPLfx1oufSS0nsjROaisi1rU9G+oPId9HoT6/vWrQlD8w5d/3suOPPT6dxnusEPlk27NtkJsUtiZ8cdh2UFlp5cfhVmmc+aO/uZDHEX3xfvsWUfNtRAoc3l+jZukfHbu7h777FFNeCFz8MCVx9C8tukm4mtlD4KQnxZeWcWH1brHaiXVbnacqFuPKDyvXwX+sLFv/bOWmSmdLVCCJHx6kR1qT2hBGQra4vjv1jN4kSdjfWmXoagyc/6+G5Req+EyByM8EFNBaXLAIeR9r3t80L+E/mr5esOO8bvaLzzLmjm+fiUGgm5z+V28ToI6ztvuLkmHl6cezHghQFsybvl6jaZ/Vl8JwrsK1Wl3sP0bzcix9tsrzvBtdAjN1bfguArz3M9iAVtE623tt//JLpnjs8LIb4k/6l3Tp4JAHX2KhYtU4m7n/B+UPovuLHzeNcNoyF+dMzlCI3SVQshRMbJlmSLY/1/345LWJ5lxUZCkM8ztW+g0nslROagsl1us9R+nfJ30Fv+1TK8uTOMXDTKa8RAKHSq4KOi7UBrq7XR2v83749Jf2Qf2R7cLuUMcqsNXbZ1NuzaJu3be9sxtHNga6X3Woi06dFj4sS9e9OvvZFHup6sNACcHtkdsLiv9N4Jkbmt73Kw2J0RcMrkWouA0rrxBv4VF+UtCnX3l3uax1XpaoUQIuOk1/WIZXOL4aY5YXLVPsnVCyu9V0J8muwrbJc5rM+49jPNLO4B/QIsnj0A4y3Gk4wWgkEegzIGdyFZk6xO/p/6DG8Y7TU8C3Fb4k7EtQc0TP2c+rPftr3m8FLpvRYibVowiGXp2F6hbXkneB0FbnMNOR+E+CiLDdZBOZygbvuuTE4lvjvXqW4Pb0Inhx+qVjWBpCOJ0xISla5aCCHSX3pdj9xefCnficWQPYfttbaDld4rIT5RBvefjVQa1KpMMGT10uNLfpfvQEjLkJ5vt8PIBiMZPh5m2cwKmf0ACm0r5FcwBH7c3W5E25fQJaLLia43QGWMWiWzuIvvxIsRD9detQfXV3ntNCM+v503AU9z3BkBKg1q1Tul90qIr0M0756HAME2z2MfhkOOMLe/8q7SzXN5njexeCt4ZnFXfd5f6aqFECIDdOEgs/99M4H7/YvdTQbV1szRHxEiM1BlL2Vb2KGD8kPc/+a2P+d9t2IwQztjxfQRUJziZTX2ELQ/aFmQC/x5cXrdmZdhw6UN3TZ+gUmyhMhMTFRZips7QCN17zx//Ytf7nZZzJvS3wziT8e4Ra76/HaE+B7ZFnW65zEPqhm0HTv8uP68zXOn7/vJCSirDdf+pXTVQgiRfhxtPZ4WGgAV3JsO/eVZ2l8fvjnY6sU2OLR4Zdk/7gOTaa/No/ReCZE5ZJoh7n97PvyZ+jnQjKYHWswE4MD/lzKPDrwfWiDEdyYha5xZtC3EVolyfRcMZrstXlinYRWDI7PXPBjXCeL7xTSInARoIDOd/0J8DUKrvp7q7wWJY+I3xkaAcVnTPGabdPNyPHLtla8PBGue77vfRemqhRAi/dj3z7neeznwJ7uolvbXXzc+arF2IHCEP7Xnket6If7H+w66DCkR4qtgPT5HWbd9YBZlcdw6t/68BxMvdzp4D4LrPW983xcCY/xH3O0MKatSTJPP8r5jLoT4POHc1Z6CyyUPXFk2GcrSKE+vVNKK3a62r01JOKRZoR4p37NCiG+A+UjL1nbdIV9KiRW1ftWfF/Y6cFlAR7BxcujsvkI37jIt7xLNIwiOf9H4oXw+CvF/GOGDWiV30IT4KhRcXH5ZE0dgMx6M041fW3/YYfUVePLzzXsnFwBzmfCf4H4A1Cqld0KIb8Tr8n5tbp0FZqDFVzduddSugEt1sHTIHuw8ByIav63xelOaNyOEEJlGsVzVC7Z9fyExKLW4/693b56bD7eanmiy8Ro0dOrFrFu6eXnO+NSpbgi3152stuVnSD6Z/DbJFyEEHyaJkyGuQmRuZtmz9bW5Ac5NvQoWHac/71nX+z9ftAWVhkA5r4XIWFqS1clD4EbC8bUbxoC6d5WoVo9187xPlHFrUAkujt2jXvRG6aqFECLtbPI4Dst1GpyqeA4qslh/3u0spzpuWQ0Jd2NLRneH4HvP6z84DDm6ujXIt1o33y7RtXaeFxCkCbjrK9ctQgBghEYlQ9yFyORy/+pTr9oY4CSQSgfgwS+X8xz8A5LaJTjFdQA5r4X4cgL23B177gWoqRLVKpW4W4H84SVN4cb644c3jIb4RjGDIo4oXbUQQnyCFvymWgFlFjQ07zFLf9qdsmfYfhfim8Z0i3gKaFRQAXz7Xji29w7kOOu2OV8qr8tfvZRH3b8g6M0zte9jhBBkwknihBD/ZfSjSXIWZ8i3ukTO2hf15z3ees3ryPtJ39SkYdI4IcS/l3ggfmsM8OTkjYDjw8CrkrpVle66eV5H1bOrtIF7mnPqnSuUrloIIf6ZUwWvyUVaQNYnlj2zX9af96jttZ1HwoBzqKn937+H5Hm599F64Gzqr7N3ydmgQDKYFMvibjEJEoLiNkTtU3qvhVCWPIMuRCaWc0H+1qX2AubsSC3++tKTbjeLQKxP1Kx3hQE7ecZcCKU8PH1558Hl4IV6UpVU4t5ny9RrMBYerri89cBSSPorsW7CSqWrFkIIXQYlDE2NnKDcwsZl+kzTn3fp9L5pi6tD8tLEXgltAR9Qzf9vPOVW8tsk4HGz6zbHjkPuLcXiqqbyAelslHuNuiT4+9wpflb6JeI7J7O4C5EJGXQweGYwDXzK19jx40eGfN01Phu6wwbkPBZCedGrIra/XQZBjs8G3O8F9mNzTs+frJvncimvvWYiBCTeVZ/3U7pqIYTQ5VGgcKMKHQCYklo8OSjpdEJ1eL7oQdgVDyDLx69D/LLdbHAyFnJTbFrVVOJFvCo1bb4V/EvfyXe2N/COID5jfXUhvgUySZwQmZD9I/dEb1tgOqlevsdsj7j19gaERwV3exEEch4LkXncqXF65dZIqOrVlmFZdeMl5tWu0Pk4PPvd96eLfkCulCspHZWuWgghwHhHllvmc6HY4mpT2pjpzzuTc+vWWQuAcimvU36Bfxq9F/lDaLPXCwEj3MkP2OKE53/jJqezBJnvAwtnm5/tEyG6StjDILmuEd8pI3xUcmEvRGZhgwPu4ONao1v7Uh/+Nls37VrvIxfWbAW2qzyYn5YNCCEyWph7YPWAdpBwMnZZdBiYVDKbb57KUPYcL1035r0AwT7P1ffvKV21EEJAAVWZ2PrXARiTWvztvNeb/fZDSMmXkx92BHxUKSR/QsP+oK0IN1oeW7r+MqifVn3cOpW0XHEFA8v1hLs+Zz22xyt9NIRQhhEa1CoZGitEpmC9K8cSt8qQ9ZdsW21m688L8gi445sP0FBHzl8hMp0QgCtXD/2xYjWU/bWRQ69UkorVqNa1zUM41HaFepScx0IIBZmfsbplZwV59vuMqb5Cf97VPgcTVvgBxSiiKpv27bwc/9D9ak1Qt6n6uHUP3Xj+naUW1X0J97adL7srO2jHp8SkyI1E8Z2RWdyFyEQKPi7frXEXAGqlFr+WeNh+9QHQRmmHpASDnL9CZF6BA56OuqMFYEFq8WztbX92egOWltkNnV0gwvPti1deSlcthPgeqSdVe9dmPTAMuKQb9ze5E372R4j0Dq36xufDHz/j+iNOE7MmIg7CnAJtA+6CzX4HU/eCunm2QY4LPevAW82r6Y/lOkd8Z6SDLkQmkLV6tnM29cCxtUetwm/05z0f9WDt5f1AIO1or3TVQoiPSdGkbE9+CDf7HY/Y4AlFi1SxbGWjm1egVZnQBlZwMXmPeqF8HwshviDb7o6qXCPB8UYup0J79efd3XCmxPZswF7C06Pf4Dv3/Kvdj6Bslsb0TqWDnvdOcYeaY+C8Zpf6cZjSR0mIL8sIH5n9WQil5a7uc7z66g//qKEbf9Dj8skDgZDkkjAtbjHgonTFQohP9ezePfWFoVC0SJWDrYbrxl0X5bXSjIebg81trM5AXM5o9/CaSlcthPiWqXqr5qouQemBDa16tgFOkoO2unl3ip/5a5sa4ubG7I1YkX7bD777fOV9Q0BDbSJ1486Xcs9Qe4Kxq+kNs+eQWC1+cGw+pY+aEF+GzOIuhIKMpphWNxsOeXJoatSooT/vSfD1ccfafJit3VjpqoUQaZGYK56YM/Bk5fWAY/PAq0Ox+1U9dfO8hqonVG4B93zPXtxZROmqhRDfMqeFXlFFncFsuUVu60L6855cv972uCeo5qAmJv22n0zi8QQg4MjdH89VB/fqBQuVHaib5/jQ43HhofDit/vqS8FKHzUhvgwjNCq1SjroQigiZ//820oVByqyObX4qw5P5t4wh7gl0evDqwEa1T8uZSKEyJweeV09fHgBeFHsftVU1vfNb1Xqh3qv4MHly/kP5IXk7olZEuROuhAiHRl0MaxvNBjKLG+o7mmoP++S674Ji/ND8tMkj4TigEZ1KCP6C0/u3gg4tgLcKVio7EPdeKEF5Ys2GQEvSj1QX5b+ivhOvB/iLm94Ib4og5EG1oaXQd282uY2H7kA9/353K+7rIGfuSHnqRBftxgiB4Wug6CLz7b5xoB91pzDCqRy/rtuylu4+A4I8Llrfk7OeyFEOvJwL3Kw4vu5bpql9rhc0tqEhLj78LLFw75XawE+PM/I64/wgGDPF6/0x7OWt8yTPS9kjc02wXYOxJSM/C10k7LHUIiM9n6SOHkGXYgvyn6zewHvvMAmbqQWj/YN/zM4B4QvD/nj5TsgUc5TIb4Vd+eeebx9L9hXbEOBVOKa0zWLd7CGZ23udbpgC1oT7bqUgmndihBC/JdJaJYS5m5QdGzlMy2f6c87Z73j+uxuoO2qrag9BED2jLz+0Gq0aKPhzpPTP2+Lh0KnK/z1g6luXs49BUxLT4f7PS6p97VR+GAKkcFkFnchviCVM14qNfh412j9Y1WgAA1opJt3I/Jov3W+QBEK0FTpqoUQ6eldVGCnZ39A/OWYpZFnwbRE1sRs43XzcgS7Pc/nCkENn6l95XtaCPEvFBhfpleD9yN2WjNMN/724ssuj6MgxO9lqcd/P0v3BT93XlR40PBSNBTqUqH6D1d0497Nyy1o1Boe5Ljc/8Ar0ObUnk9p9eWPoxBfgpFKgzyDLsQXYh1ln+h2B7IUMG9gdVR/XrDt8+AHi95PCqeapXTVQoh0ZY0W4Fr7w+pVV6CMb6PLvQ7qpql3V7VqMxgOj12Rd+SfQArJJCtdvBDia2Jual3Hbg94adStqwzTn3dNczh89eAP1x2Tv3ydsQUiN78DosLDngX5g4WVzX771bp51sH2CTlPwrsmgeqAeV++TiG+BCN8VDJ0VogvxHt6+agmuYCtDGKpbvxa68Puq3eCdrl2fkpxwFW1XemahRAZI7B3QIV7w4FeFErte9gii81W+/lgWdbOxtkVImLeTni1TOmqhRBfE3WJal5trwK3AQPduP+G256nS0NU43fVAhsBPspORXvvwrl8O2ZBycr1qnaL0I3nHuDjVnU8XPE5YL18uqKlCpFhZIi7EF9A1gHZctqeBYcs7i7eS/XnvZz90O9KC6ASasKVrloIkZG081Iik4GbTsefbbgIRV9XydmqlG5egaAyhxvch4uV9qgXyve1EOIT2G5wHOdREuyz5Nxb4Jb+vHtVzql29QU0qPlB6aoh8MeAC/dOAJupio9u3K1w/iGlbsON40ePrYuDpN6JZvGy2oX4xkgHXYgvwCvC50q1pkB/XNirG3/Q51L3A10gKTxxRvxtANRK1yyE+DKe77g/9qINFKXKhFaxunFnu9zFi1lAlurmhay7QVxY9OV3N5SuWgiRGanGqfar4qH0i4ZzezgBhclFKh30OxVOF9u2DOI9Ys9FLgAyyXVHEgnquIrwMvejbdfKgsvjPD/4zNTNy3Eip1eBm/D66RP7G+OUrlqI9GWED2qVDHEXIkMY7zWdZvYUcvcv1qDaNv15frlv+p/IDWjlfBTie5PoE781DnicdH360ZOQe2Cx+tVSmSTJS63+rXJduBt+dvxO+ZwQQqTCaZiXtXoxmK7OGm95U3+eX5mbKSfqAc6Z87rjsd+100cagcvjPKndSMfbrYxrg47wOuqJ981MWL8Q/4aRSu6gC5Fh3M7mX1UqBDjM5tTir3h863o8xPtEtwz3BlUm+QVbCPHlPWl+bcVRe8hNsS3VUonn7VSife3G8CD6cs8D9pBcMeFcfLDSVQshMgODv4xmG9+HUpvr2/8coT/v0h/7pi12g5RqSZcTd4IKvuhs7Z/qXaHAigH5AZvU45Y/2Rm6uIFZBYuOVt0gLibqRvh9pasWIn0YoVFJB12IdKZaalDJ0AKK9qlStmUj/Xn3z10I32MKch4KIWL9oghbC4ETAnLemw0O49zbeo/UzXMdn7dS8VsQoLmrPttS6aqFEJmBh2WRFhWdAbBPLZ7wa1y1mHHw2v3RgOubgZYqu8x83aFFSwpw/8eL1feqIf/qUiXq3dDNcxmZt0Txc/Bk83X10cZKVy1E+nj/DLoMDREiXTmsdB9UsA8AZ/lZNx6VLaxVUG+I6Pr24KvTQApqWT5JCAHgW/zsmp2zwKGx+1rvVOLFYqqr23WHZ7Xv9ThfCrTB2pEp0UpXLYRQgol3lgUWa6Hw0oo7m5XQn3chcVfQPG/QTqG69v31xldx/f+83r3pF25A/lalNtRLJV54b8XqzTqB39rri44ZgfZPOmnzK121EP/O+2fQM/EvaEJ8VXLjQ3UoNq96znbvZ0M9m1razUHHrTckAQ8ooiqndNFCiMzk3engrc8LQ1z/6O3hmyCLm3kTqxa6eTmC3Bzy94YgzTO173mlqxZCKKHAuDJDG0QAHpRijW48xOJFwYe1IDT09SG/noAPatURpav+dNH7I+a+zQJxPjF7I/6ALP2ytre01M3LlmjX06UBRJwNUb90UrpqIf4dmcVdiHRkrbJvkbM6mAZnnZXNUn9eSNKLlIcmvF/WpKzSVQshMqMbQUcfr02E0m4N6ZlKvKhr1T2ts8HhMitKj6wNJBBHjNJVCyG+BIva1sdztAYP7yKlKmr1590IP/p8nTHvrzfaKV3157vLmU3bl4KGmnT4RTfumbuIT8WlcOPOsTzrDyldrRD/zvtJ4r6CIS5CfA0KGpV73dgXKAeksp7x9ZOHfVYfAKppA1IGy6RwQgj9gvoEHPLdDdzicGpx8yNWSXaNwWq7XYrLRYi4FqJ+6ap01UKIL0FtXm1b2787ojV0409b3+p0Kh9Ed3/3KmghqDRKV/zvBJZ8GnvbDzBLPZ6rZmHLCrZw+/KpG1vyQUr3pI6J9mnahBCZhhE+cgddiH/LbLnlwOwVIUffnDnyL9ef93LVo+zXwoCZct4JIT5OezaF5Ipwc/DxBRumQ9F5VbxaNdbNyz+4zJgGi+HS5N33FxxXumohREayfeFs7BkMdgVcx+V10Z93/9aF83vOAj40+hauNxKT4gJjKkLgpICc96qDw+/uvbwX6ubZ7XMZmqciBPkE2N+TDrr4ShmhUckz6EL8S7kX+xhVez/kqnlq8QfDLznvD4bkTUmdEw4BGhUqGYIlhPgELywfWFzWQFGqeLVKJe40z7NTkSWQ5ReLg9bPIO5U9ODwr3goqxBCl2qZ6rGqIJTq0KBRj6bAE8BDN+9Ok9NPt7pBwt249dGdAI1qlErp4tPR46JXBhzKBQ513ONSm0Qz355STnVbQlCXZ4V9ZfJd8ZXKdLO4zy48x3rGMmhq0/SvJlb685pNbTq61X44V+rckwtLlK5afK+M/U3vmFUFz/NFm1fOpT/Pv/Wt0qcCgXEZc7659LSvadwf8iV6+GcxAdUoVXVVI3gw9Onm2CfwYlVgcGJ7pY+WEOJzJAUkEAc8Hnut/tGFkHuEz55qqawO4flM3bFyWbinOVtrZyb6Xhf/l2V785qGJyHnBudHJo2gSOF878xGw+3BDxfGroSAQq9UCeshwjuqeXI+pasVmYVTYa+/1C3AZGuW8+YW+vP8l99aeLoP0IMOmen6Pr2Edn9dz68DEMDW1OK2FZwmeC4B0+1mIRahED8uNjhqh9JVC5E2Kqcox+nuM7Xaf99U+tgzYe+y7Xlgw8gNMZtXwsmHJwaf+kk3L7hNUOngAIi7EH80XpaXEQrxPFK0TmUPKHyg0o7mhrrxV9seuVyLhct++0OWvky/7dp6WP5qNBam3vstyHUT1LItH2Y1S3/+iVmXNkVehv5nJ3R81g9CVr7bnJRF6aMnhEgLs5MWNWzWQM3dnfeM+0N/3t7fFowb0ACS7BPGxs1Qumrxt1qjyw+0GghLJ43zzVX3n/O7nh/h4l8U9qtPLwrPrnT1QimGJ4weGZeD+nt65pwZqD/v8rt9yxd7wKslj7vfOPzJzX+1CkaU1/ywGnKP8TlXbbRu/GbRYx3XA/4/3ll/5rHS1QqRNkYqH4pmpmdTct3KtTPXEri25uqC64HwYsrz3C/sUk0NwQ5UPhRVumbx/VEdNexv1BAKH6gU33yB/rwHbpd67YsDlQ870uM8M55jvEflBVcHbKvkvRKMbY0WqWb98+sq9yvZIlsJuNFvR0zBc5D7eK05ty0gvmf84pSBSh9NIcSniCMqKKwiBDbxv3m3MjiE5ypacJ1unmu7vPU0oRAQcqfo2adKVy3qV6hS23oGzF80ytf9Ezrmf1tcZuzLXDehN+NGP7sMOwsc2Ra2V+m9EV+ax9giqkrvv+fjUnuILr5x7LLIWvA69kmrm74frosz0XV9Rnlmcvfh2ZyQu7wP1VKJF/Ku+KZZNAS0vdPj7HTAl3PanUpXLcSnMUKDWpUJhsBY9rD6wzIb2JrazrZ5Db369crR3Q40zYsP9GkOwXWD8wdfhZVTVkSsfg1b82xZtaO40lWL75XDbPfF3iEAHOeobjyycWjRN/cgMvyt/5sPv+ymxzNgfbP+OMphEBgPMlqqcvv8dgYt6dzc8QWM08xXv84E578Q4tPdn3u+zG4tOLTLFVMwlXjRIlWLtTkLzzzuPbqwGLQ3UpqnfEXrHn8rsreyaWQYCvPrj7rjHv757cxh+KWcJeDcrGsOUXMheFVoctIGpfdOZDSTrmYJFkWg4Kbyl5oM05936eme5IWvgFPa/pQBNOlzvZHZReV71y2oLiRbJf2UGAmGD4ww7v3fuOF6owPG5mDhZmPrEAJRWcPUgXK9I74SRmhUmWI2ace5jqYOD8DPwm/B001wdt7ZkuetYVrjaYVmHIZi84q9UDeEaVemtZqUCFF9o3ZHT4ODQQd/P7xL6erFd0NNNdqCOqp6znb3gAOpL/hxO/Lk1k1OgEb1c3qeXz1DW/e1n/ThHzU/v52f17bsnMMaxs1YoH6dCc5/IcSnC68akuOFK8T6Rh4NCwazmGwLbHLo5uV47VY7/x4I0jxT3/sXnxfi8+TrnmtclmjgRfq0l9/B82aWehCsCWsX9UrpvRMZrUCtMg3rzwO64Mpd3Xhwx+dGD7ZD2Jk3if5zIbNcz39RUXCnyukJWxZB0QdVhra+pZvi/qpQy7IX4W7ZMy+3D1a6YCE+jcr5mFP9XBMzzzPo/2Rc/vEpo2+DTQ4btc066HW6562+E9Pezssqr3Y//V3pvRFfm4A/Xp8KbwuTAlecPdNGf948099L1xsHqpmqKpxPv+2npDx40KhR+rVnYJAv304Z8iXEV+nuJb+OwVNgzvKN+S6lcivddpTVLTM1jDfsOa+qNZADG8yVrvo7Yvw2eFM3SIkPCV0b+O+bUyXZqVs6gMoke2ybRUrvnMgoQWNDE6PvwqhXC6ed8NefN/ZgjxNVQsHOz/pg1h+Vrlo5Ucti7RIewqDLMwccfqQ/b47r4O11Z4LhMINLqu/gGX2RsVyOOzfwmPTv29FH5RzuNDzXGeU76IVyFvzJ2xicLVxKOXeBQ/cOdT2SyrO9w62H3/89DOw25Lhs5wn9a/f7cWCY0tWL70XZtU28+uYAu1uur/Om8kVwXXO44eqr8LzF/Q0Xq6W9/X/y3OJ4uyJT0q89t6gqa279lnHHSwiRcQwqG5w2/Anql+pVa9Y0/Xkn/dfnnTQQwjeG3Hghq558MVV3lWqfrTCsbDMpxSMdOlBdFg5v6d8XDrU92yBCJvn8ZpW71/TmLz9C9pXOZbxm68afOt7afrIA3P7lZK3Nr5WuNvMo377ZzF87gq2T01DPmbrxc4+3FZgVCyFbX1595KR0tUJ8nJFKQ6ZYBz1xS9LqpEWwdPYyn4Ua6BvfZ+ivEXCi8/G4k1nBu0jBgQWcoFV46zEtl0GfG739+s8DlYY4VValqxffOrOLlhdt937omL/Tn/d6y5NqN/4A1WTmqkZ/auufbneL49ve3YIGY6v8YD3089s5+vzCLxGLQFWdLirnjD56QoiMoCVFnQLcOn/8yIa1UKRMlZyt2urm5deWrlG/JVzS7GFhJvi+/1482OhfN74pAHvSo737J/wc45xB9SdqVSGl906kN1sX5zGeSyF7AedWqXXM//ag3cUJ++xApSFclUfpqjOPh39cCj7gDKXPNJrRM5V47jaaPDW7wFvNy+THUUpXK8THvV8HPRN8YT9c8kD9aA38lNDlWHdPGJB14P5f2sK0w9PqT/KB51lf7H1hASNTRiwe3RdOzD1ucqo2oIHMUL/4tuWu6NO1ekOgAoPYrht/MP+S7/4xkNwq8WxCJd6/LzPA0KAZ/q96QgOqYG39+e3cn+0XHmcMmeX8F0J8vpfxDy9dGQ1FqEKrh7pxBw+PuYVKQJYhFsWsm0Pc/Kg879JhyLX4uNgTcaVTWgJqYNXnt7Pefm+FUA94Xv31+cSeyHXPN0Z1QGWk6gQlzzcw6jECGAHM0827M/D0wq3bIHFYXIuYacj74P/zVv3q58engDPkTy1uf8l9V4F1YNwky59ZW0Lis7gLMSWUrlqI1KlcJjtbeIxUfoi7EJmRsZmpS9a1UPte1w6TP7Kc2SG3pZ2GekO8UWyeyBUZV0+FWE17CxtYO2JqX4/j/769Zvv73fd7A5fu3m4XXTvj6hZCZLwCP5Xt0ag65B7mY1M9Qjf+5NW1wUfPw71y56x2GCpd7bdLZc1LSsLmdzNNPO9AyYFFAszPfX57MeviaqVEgXfd+u/u7oWUJSnJfMbcOyJzcvbM7e9jDpqjtRd1Kqg/b2+/+ed/KQ4pu5KPJ8379Pa/N0VGVC7W0g3cOxeqUz6VoezXmx5utPoCvLj2oNQlA6WrFSJ17++gy7IDQqTKbWv+maUuAXAotfjL7g9/uWoC8SGxNSKfAGTM+WQUaFhPdRbWtpra5GMd8yN7zw+OmAa+Pzx5EXcRynoX01r8BprrBddlTeWX4i11ZuX3dAS1aZM2vhchVBV+L0nWRRfiq/TU4GbbkzsgNz77qlfVjXs5+0yuVgYe1rgcduAOJIUmVonLoNE+37Mur5oNtNsGJX8qMsD8pf68mR4rA4NOQ+5a7rNM80L9BZUnWDno5mVtk+WggQU0qFp5snV52Dni2KN3GTg5kfgyDMOM8pis+NAxb60/73LvfUcXl4SUl8nxSTdBrts/zr/p7TKnHcGdQpQP0I177y/3uLE/vGj0oNSlHkAi8cQoXbUQ/1emGeIuRGZi8NhwpdFfUFBb4dAPvfXnPfrlsv+B58A21LTLuHqa1qk5x9obaEUTeujP+3nWqFPP4iAxOKmttgVkK5C1YshBuMsevCP0v27p7+NuuT+Fpqq+Nf1GQsphbaj2RAYfZCFEuoojesm7ihC4/Wme2yng0MQjuvBR3TyXwvmaFzeEgKg76jPy/Z9u1A3y389aC0ae7DnAyVJ/3iif2RteTYXlN7eHvM0FgDPAjkFHPC1XwZKp4/zcd+u+bvax4YPdXOCw17mmERYQcz2uSoqP0nstPpfHrCK1Kg0H4HZq8bjK0ebhHhA48enJ237AHLrL9fo/i1waOvX1ZQDGpxY3jcl6N1srMG9oOcRuFUT7R+wI+UvpqoX4v1SuHs5LPEvJEHch/pdjAc8iRbpB8Zx1j/yUyh2NyJVvc7z+AU46rldNLJZxdVgkZ3UyaAl3n+7x8j6hP+/HOYPb+jvBqZmXe0Td0I0XnJBnY5ZRsK/Fwtm5F+hvZ9ytBd3fnILFP2xqF5Iv4/ZLCJFxLF/bbXHeAxU7tqr4+0X9eXuN54X0V4F2T4p3yhilq/56WRaweGtwBm7v3tXIu6n+vHNG13+IGg6tHwy09J8F1NL+xOP/xlXZVM8oDudbbniVLwicfs8x0Dhet50plktuBl6AufbrIoM9lN57kVYmy8x+tNgHNTd2mT7hI8uwnknYnGP6IXh3PFAVcPHT2xfveUxRD6jcHQoeLT/4hxy68YftL58+cBgetr3YdN8FpasV4v9SuTZzvuI5UDroQgBQQdWS36BW7a6hk03AeIbJILMzumnnzbe3nj0G3ga8fPsoA3/RHhjaebX9ROhzuF0P+1Qu/B5NCOgffwCqF+x849EoYJ12Dx9ZdrB9kcZNbBvA2GF9DztP15/X6E2vR0/mwY1+vk6xMzNu/4QQGSAL5lhB1brt/Ub1g6ynLG9mP6Wbdilgd/sFMRBkHvDm3iWli/4K9VG1JQesLDXxvHszqGxcMijbL/rTixo3LuDrA+9+iLic/JFZpIvey/+rmTPsuj1vkdcJ/Xmaw01z3XeFkCVhd5JkNZuvRpGuVXe1VkPO7d5ZyljrxoNPPwv1LQwXC+xqNX92WlsXfzOdYb7HciLUGN/JZNxB/Xl7reY96x8G2icpP6XcVLpqId6TIe5C/A/rUg7P3K3AeIbJaLPD+vNCT73K/uQS8ANuDE//OhwH5VhgfBj6qFLvmP+tj+O4es+XAQ+0e7DkH2ePXz1rZ+vQbFDTqVwjSw+o0Fmz0+Kpbt5Ox7l5vHpCkeyNNvvWgPBckUOS3TPggAshMsztiBNsqgOlaHizxxDdeJEnVUJb5YMjA1bWHVkQCNW+4onSVX892oU06Gt7+5875k2G9fHxywbvxkckJn/CkPSbmvvHYoHjpy6GRHpClYql3mVbppv3e/+uCx3qwsAOU3q9TFH6aIh/YnHCZr3Dkg8d88r68263PLl1kwlgzCS5Pv988Wui1RH7IaLiW/NXk8HyVPZRzql8DlrfsW+Z8wcIK/9G7W+ldNVCvGeERiUddCE+KFCkbIvGf3dyU5mE58b2w7+tDgPtatQp7wBUGVLHyBU9izs6AZ2ozljd+F77EznCu4Dver+FcZUAd9XCT2lX+2Gpn14vxsx43gFusZMCf+jPn+s9cqnbG/jxwG+eAUNA+wsTtS8yZJeFEOksxOHFtIetgBupx7NUtdhj/RysFtktdXWF8Ikh6hdyPfCPvB28fjFzhvGF+ldzrq4/b2KxRf3fTIdr0+55xuQAUKnTsp0Rq/7K9XocnKm4dlq2VOLN79auZbMIFuzeODjkT3ic9dnBeDulj47QoUKFCoperObcxh6ASoTopj19ddPiRCWI+SHC/G0ygFyfp4eHQy7+sm8gFC9Rl59SiXvaqCtXHQ1XNQcLLxuqdLVCvGeED2qVzAYpvnNZwy3dsntD9l+ds3l9ZHbc1zv8+t40B/JkzHnjXcfrVJZAqHeh0u9WpfXnjbWYf+2NO3zu+RvuE7UuBWjcu/dtv3qwY86cjZ73dPMq9NYcsLgNP5ZuNMU2J6zy2qkOlc8LIb4KWrRrUrzgVuHjLhvWQ5HbVaxapTJbdL7RpQ3rW8Alnz3qhXJ+62XR02yJgRr2r1/k7/WRjvkNF997MSthUfNNrd5OAnw4otqX9u0993lDIrBk0pZeb/3hp9+bzc1eRTdv+tPBy129oVHXXk38CgBxxCN31DON7A2dk73qgk0Rx8IeHzm/HvldrniwNeDDJVXAJzcv/kGI8YvZD7oAMCy1uJNF7onqimDkcexcltuQZJPYM76n0lWL752RSoa4C4HXwmIdq9kAsCi1+MMjl1bsyw8p+5O6Jc74cN88Pc+bjjTBFmabDbNwvQ6Q+pPks9VrZgRbwhtC8iQthn97/t7AVx0bCeP7L0h60w+Gzexu5JjKeu9ji/f9zSk3XOt1N3dMe7i7//HMuHRYh10IkfFerX1U5JoZFLld5UqrVOL2e9xveN8HsySLH63PQ1y/qNvvBitddSaSHWuMYNrMwWVd3gCw7mPpnc8PX//MGrSVtaWIAtWuf/c5PTtszalgB/jp92ZkTyWu7pv/nFltKGNY9Jj5WbjgfjMmulWaNyPS211VEYNFUNK4QaPu/QAonGra6lOdtzaBRLv4NTHdPnyvyyNl6SaZRHXCM3gZ8qD8lengUj3fseKpPDJiX83dvcBLeK16POyG9IuEwuQZdPFdMy6WpXNWU3DfUSihnJH+vIAdd+6f6wiM5Bh90r+OirVK/GLxCHKPdJ9iaqA/b2HIxkohk4Ey2HPmk5v/R0sKbkl46w21l1c4a1kJNJ0KVsp6Ujdv79yFj71WQaGuDVr6roWodzEPUj7jzpAQ4stJ/jOReODxxmvLjvwFufv4dK7eVzfPo2TRPJVNwFdz1nCHXBf8R/MjtZta54A65SpctJypP6/lzF87+ftC6Nl3Y5M38X5OkHQ4juFELkuuCCPu/jX/9XEYW7BvD6dXunmryk6e5R4BBfzqBfmeheSyyZu1Q9K+PZE+nFfmaV0sDgwLGI0wcdSf96zJvUPn5gAxqLFWuupv19Mqt9ad3Acud/M5Fk8lnq9ZKb/6T+G1/+Or0kEXSlO5jXMJ8Xols7iL75PnfPXNKpFQoEG5i40f6cZfFnl4+0oeuBF6ePbqbGlv/58Y/WS0S3UHHuc4WNZ7jv68QdemPni1BzYfPFAuLAOfAbd9bmVp1Amuzdvml89Uf96h+mdHRayFbu1H7XqeADzRPif+kzcjhFBAls3mQVZ3oFqZjjvGJOjPO9h8cfff20LS+YSUWF+lq1ZOHk2uRqamcLjm0qW5O+nPm9FrZfegqTDLddWW4Az4nvibyQbj0ypbeHjzQAHvFvrz+q+dOOblYdjx7Mhf72TSvy/OMKdxPxMTqH2uW8GpH1m+60rEvjdL2kCg99ORt+8rXfW3T3XZwMNgEtR16jFkRk39eUdHrGz6RzeIWx6VPeyK0lWL75XKbb+ra+7c0kEX3xeDJIM7hr5QZ2/3edM/svzGybfrvCaEQFTndwOCxqV/Ha3C66qsJ8Gk5r8edl6lPy/3uFqD7k2DpJLJ16mb8cen5O7CxbI6wabZM6bmstGfN9h1WswrO9i47EDDd6c+vX0hhHI0FrUPd74Gjms9txdJ5by90/DU8S19IUB1x/eMQdrb/9qZJZhOV+0A3/p7ixb4yKRRD3v4T4g/DnUCur168hck90+5z/iMr6/a69INLObA0g7j+uWcpz/Pe1n9+fd3QYxr3NaU3F/8MH63ci/w2VfjBeRzKr2n3hbdeGyVqClhtnC806oxo7Wg3coUOihd9fcj902NaY0fIJ9/qS71UrlTft/hfO7dJ+FJ6eu/Ht2udLXieyVD3MV3yaForgeFqgKNgFSetYzQhmR5+RSi5r5bHfT+mfB0PU+ynTc/YfATTGr+6xXnj0xK1y7ot9CABpDUI1n7YVb5L3K+XtLc1sYA0+ctfx7UDAb07ORmv0A3b/KLgVmdQ+BGlfv9Y3vCgy3+J+LvZHx9QojP98jrsnr/c3Bs6zmqSCrxQrsqVmn2FzwPumd2vjukLEhJSa6Z5s18tcYn9ndxyvnPeT8u+m1swGBIDkrpxWngC30+H7t6YWbUDXhR5s2GhGXget6xlEln3bwucU3r2+6D2Zq1T0K2pHkzIo1M72U9nq3ih475R2bTvzbjgNXyaqD15xDvJ22U6/Av6KX5g6VXrCCff6ml9VKJ5w8s87hBJfDzveF8rCBo22nttXIDQnxh7yeJk1lbxfeiPr1Vs6GIX7W9be8Betauved35v62qh8ma7FI/zJ6HGhVzu4jz5Df7+H3MO4XOBt6LT46CFQXlTlP51Vdv/5tc6h7v9Jdy4VQIL/nyiybdPMOHl9S3+sEeG+tH3/fEWIHxMWmlPny9Qoh/llk9rclXt+A6NHhRiG7wXyUVZJdO928HFfd5ucvBkGagPl3v4PrhAYbqrSw+g1+KF3DxDpEf96PLwafCVgJQW6h/kk7PnxPuHzRUscC9Dg/ZusLM9jNvO2eqST9/cPqxlH7C76rD8ErQ42TjL9ond+V/LVLV2xwAjAkiWa68aBSAa/vHYfwvUE/PpsHKk1atyDSQxxRs8OAGN/IaaGbIOvAbCNtU3lkxDLJ7olLAkRogmu++A4+/0TmYoSP/HInvh/WVRw93bVg9IvxcBN7/Xmhi1/b+3kC/VCTJf227zTW/jfjQ9Azf+t9H+ug97ebGPqqIxCIBccAH9RKHK+Udylq7S3osPx3u2fBcGnyJvJ+JH/irl9aOOWD/j4Tb76UzxUhMrW7fU4t2ewIJW0bVOwRqxsvXKLK+Jab4Kj9iu6jnIGXPNR+g89k5lrh+quJOfxlOaydy0eGtM733zAzZAKc+fVq9ehQUPr66U6vh+q4N3D01vmgyD5Q7XEZ+2yzdfN+b9i1nMMQGHB7csLLS8rV+62yiLVxdCwHrob5T5Vcoj/vbsqpyVuGAD7sI1zpqsWDOxdM9+yAYtSgfSrxXA8K96q4F275HCuy7k+lqxXfGyM0qFVyIS2+EwVWlTVu1AZwBVLpoN/QHFm/OiewSrud3IDmw5Jq6WTUwJ5dHBOB/UAq65zv2nDMKXwGPMjytHx8xQ/bzwTnZzCh6mSg3dbfTj97A2uaTimTM5WxYY1WVku2OgnHT13yjfKGnaePto74SenqhRCpeRvxMvTRPSAKPgzR/j9M7bK6Wh4Fq+05Xrl2gfAeweoXmeDzKL2Y3jM5oaoG+2otGO3pBZxPPe9FSGDnxNvw59QVgcFaQMPAzPC5/LdRjeZcC9RCNcrYZ0tleuofNDXyWpWDBZ031gtxgkc3/Q8m5FG66m+AESZkgSJ1qrVoUx9YSMPU0p6euvH7ie4Q6xzpF/b+/aNOz+sK8XmC3wZc8y0AwMbU4q7G+bOU7Ap3c51uv+UtJGdPvJXYROmqxffCCI1KhriLb17WHJZ9sy8Fm1eOgz0+sn534E6/ObdnAj3S97woONvrepbrUGt/+abZ8unPm/B4Ua2gTUBx1Z3MeF6e5TrRwNzYdedCmkIvszYmdqt182ZWHNLcZT7cXvtwfFwv8GvyYnPCLaWrF0L8Ly1atD/D7cbH227IDoW7VIluVUc3L5+29OH6R+CSZk+zBZnwc+lzjXzac55DEzA7n6WkwXL9eS2H/NIr4C0kNU3++f0kcJnruuklQSQCi/7atPZtIejWt0W+7KncKf/zr8EOLl7QYErP6k+rAW8IIUnp6r9e2Yc7D8wdBdbP7BvmbKw/73Gbq2GH5gHFVGrWKV21+FsSicQBgXef/nA7DBwKeuQvnMqkuNkbu0zL2xuCYgLU38OjPiJzkCHu4rvg1bJYjWoxgHfq90gehlwctO8xJC9OrpL4/g6EOj22q5rKIJxg9vYRpV3CADibWt6sbqvyBq+EwHFvjZLWf9h+Jj4vZ/6+qkPIDGhwv8oNy98h50EnX5NUhvbt37Zored4KPqgcecHzyBuU8Id7ca0b08IkXFel37y641RUJgqY1ProNs1dsuebxyYBVpssXkEsXWixoWZpn07mUWtwHKrsoVDmyX1E2w+0jH/adCINs/7wKvxwVkTawPp9L2QUebarCvxdhJ0o0VE9lQqLXQoz7IsJaBsGfU88x1wbueNa9FTlK7666OKULU18IUSLetX6r4H8GcH3XXz7vqdKrXFCBJHJTSK9QMy+ff698pvyY3cx8PBYYYHqXXQ81DiXe0ICPIJUN+V/3/iC3k/SZy84cQ3yrhllo3mPcDN2/t8mY/Myvv8rm+u87ag0tAEn/TbfuXwkn9YLAWPqS5nTT5yQbt4xpZpoU9Alf/rOB+TSUZbEVptHBD7bCicYx2preJjEmx8S1UNRl3qdduxHQzVzDB6PVXp6oUQ/yuZRHX8cXjie7X1YSPwaqZZX+Oxbp7H/aKqys/Ad/hZ9fYuSleddq7tHR8a54MF4/9IcG2qP2/FjO1vQofDsQ0XykZlBdUGwEnp6v9ZJNETkivC8A6zUt70gHHj+vV1TKXDserk5KdueyF/k7qPH6yH5FvJzbS9la7+6+HcPs9qn1Vg8M4wzHCD/rzny32rXlwMKg3bGa101UKf8NpBJ5/9AZhQjY66cauNOXCdBqbjs8Zb9oGEwjGlInYrXbX41qncG7gtyWsj66CLb5PHMLVFlaaQf0UZvwaNdeMvVQ+qXmkGt14cu7POLP22a/zCyI1n8ODKfvf8bfXnDVwxJeHVati24/CliFxKH63PV+VRqUnmB2Dp3XF73D6yDnDPI2M2vHwAB+acdo0MUrpqIcT/Mi2QtZZlPFSN6LD6j0368w5XW9p26DNIWpVwOG6Y0lX/M+MUIx9ew1nPdSdyLwe7mTZ1jfbr5oWtjeiR/ARKF2qV9PglJI5K7KD9Ch8WNs5qVJ5AeLBuP/mb6c8bmGXK0FcTYVvtw3UjyitddeZnWN/4sElfqHn9p6KTSujPuzJ+X84l0yG4Y0DcvRtKVy0+VV7HUlvqNgMvQ5+K1Rvpxu/ZnLm9rSgE3Lld7UyRtLcvRFqo3P9wu5K3kXTQxbfFwMXQ1MgNal3ttntKbf15p8zWJ09MgGird3WCV6bf9tvMr/+DtQuMe9XvkOML3XhKlLaWdhXke1jnlwcxkLw3uTw9lD5q/95wyx717BtA534/nLTdpT+vkl/7VU9qw/O1r39IPKh01UKI/1UsuVb7DlvBMdizXdEDuvF7hme2b0uBgBy3559ZqnS1/2z43u4q+wrQ+UJTc9uPrGdc2az9uSeN4dnQ10USdypd9b9XuW1JZ/O/YJnn+Ai3PvrzCrs3fPowEKJ/is2R4qh01ZlX7vka9xpjIU+TkovrPNONxzSNcHrrBCcN100Ynwic0q5notJVi0+V1cdqnV0QVNrXxm7oR3543N9lwa5fCwN7tXPoq3TV4lslz6CLb5K9Otf5gvWAq0AqQzXDewWbvRgJ0U/f9Qn++w53OpwHlnMsehr0/dAx/8gQyvZtB9d+HgTJ3ZJ7sxvwSZ/tK21ytiW5g+9Dw+AqOS17gF0Om2dG83Xzdvw4u2+uKVDmVevVj7tCwpzEX7TpuJydEOLzPe52ee3Ba+DY2HN/0VTi3snlm/xgAM/33+twviSkDEu+mZwJz98qI0uVtJgMna82XWf7kdsQvaqP8XxZBp5teZ07MezDH7+Bz+OTfS+Pij4P/nteDk6oBblweWWSyg+iPyU1s7W1g1k+q9Uh38B+pzdTc3MPy3OQ503JHql1zP92o90hq5UvgMVaXx7zzXyvfy9iskVUDXGCxGvx2hhfMPYxHZK1gG6ehcZmgON+iHodqn4j/39FBpFZ3MU3RdWWsapdUPRytf5tywM/8jMrdPPu1zvbbUd94Hz6vv975mzd3872wz+q6Mbvdn7cMq4CnN93wz4mGlj4bZ1/iSShBZr26ucaYAUnN60655VKns1Zq3eGReD3P7uWt18BYzTz1YFrla5eCAEQeS1M9UYF0U3fVQ5yBfOi1k72qYwEstvvtj9/NwiKDVDffap01f/l1MtugnErWHp13DrX0vrzNg7e3+ddH9i/5szrSCtI30U1laf9MHFnn+3j1706BrubzNufK5W8fi/bW9kZwoYa+5LelYbA1aHFk4yVrj7zyO9Z+tcGE4BOxNJJNx500D/8bjcIvxYy8sUOANXIr2HOAqEjJ8D9Qudm7HoHhalyuVVqSbsKri2bBPdKnBm97Ru6fhOZi5FK1kEX3xDrXxzb5SoJBvkNhxmt0I1r82jPaptC2K+BY5+GgEpDU1WOf79d5zn2LY32QLeFLfLYVtGfNyDr5CmvHQF7VqvKgEqDg9LHLCO84I06CejxarThy0kw33lUsssx3byOvzaxsSkAZ7NeWxQdCMdsLs6Lbq509UIIgHvGp5tvqwYlijY40z2VR3AKT6ls3yovHDu7suvISsAjLnMgzZtJN4a/GL5gCazbPs3ZbQeQAgzXzUuYnbhI+wRGm8ytF7QEVBquqL6BIe363OMx8cChkLO+kTegZtdyBbL9pps3JF+3e/Yr4RfNJPXrVUpXrTyLgjYTHXzBuVPe1ZqPPAJ3b/mZH7c9B5WGlypzpasW/1aQ2t/pbgEgFzBWN+5+oFDJ8rngwfDzWXc3hpSQZIOkUKWrFt8aGeIuvin5rct0aPj+WbvLqcVvLT2ac60pkEs7lqak2xC0UZV7RTrM0x/f0eCoOuIyPCJgXEIcfC/n3aGfz+6M2gfrHfZq31WB1kvqNbBOZaG7xTFjbV0XQ/nVbYc92QOvNwXvTZLlf4RQVOiNV9GP//rwD1/duMk7sz/NV4PlsRzF3TpBRKPgxOcKfq71v9/+ld1LcE9xtjD5yCR3ddv83M7fFOI7JhzThvHdfB6PaTz/p6BwqEm5s9lSiTecUzWr5RuYX2/D4FAVPJznfzD+e7xDmBVLskOR0GoV2tgD0I27umlPt9yIPL4G4p5FHXj3F9/N++hbl0j8gRjg7esXgx9Ng+xOrpPzDNTNs+njZOaZFd7ufFHgYSGlqxbfGiNkmTXxDchayuqYnSVY73G47P6RUYqBm/333rEGNrAsPd73hZ7meZJlO1S3KeNj8ZFnMCetXXwguBDwJ0nf4/k29tH8U0FqaHymegXLAmBW3vS0wTLdvA3Of1bNuRyq0fHu0zeQpEm+pm2hdPVCfJ+0Gi3a9XDb4Lh6gzEUDqxyo1VB3bx8g0v3q9cNLmt2z16QjqthfKqyXYvZZC0LPV1a188+U3/er40nub42hKfqFxcSfgA0mXtd8/T2em7QxqTDsKDIxtahh6H7Dy3X29bQzfuzwu+TnHJA/bjuk/1rAje5T5zS1X852de6vMmzCCxr2nVzPa4/78nV6wuOXgKWsJnOSlct0pvflus7j26A7E6u5Ekl7nXMx6a6E7zVvFA//A6v60TGet9B/x5/IRXfFM8sxW5WmwlAPJ668Yf5LjbbtxxSHiV1S1wNaP7d9lRHVMvwgDmNRmxx3gZApdTyZuxYeS2kGgQbhtZMUv/77X6t4jUJai3Q4KceuwN2wpH7y/BIJc+1msNx40j4JbhjFbtImGq+9GiwfD4Joag35n7dbiZC4a1VirdKpaOWPcblxzxlwMwpW6LtQIjNE1kidGHG15XjvO0go+Ww2mXyYLdL+vN2zT+WK6Il7OxyLCrCFeD76pj//xY83DDxbTR0pyW2jXXjBSw8R5iqodxJn05Z+8PZatfWx5xVuuqMp7I2mGzgAMVr1vf6OQTQMy/K3bynnLdchKTr8Y9il/Pdfq9/68Kyv9n7NAS4n3rc1sbZ1mswmKzPYm1+BhKmxeWKrqN01eJbocr13N01n1aWWRNfJ5PhWULNL0NVsw7Dx3xkXe1jLisPjGoHCR3j/KLCPr19far2LRVr0QIWbxlz1iVef17hR41WPuoFMeZxq1NqKn20Mo8GcZU3WLaAmZ5D7Jw+cvw6bBky9IUFnCl77VK0TCInhKLyNC8+ufYw8FJrAmqU1Y0HzL+T5Uxh8H1x9s/tOTOuDsOiqruqTrDz0bzu7jehgLXnKFM3/fmF+zSq8agVxAyJ06a0VvooZh6tGtdpZe0B4y/1/8nhI+s65xtTt/7DJpD0U3KctqPSVWccl1/zViiRBQpnr1K41Vb9eYeyLX40uBOk9E05nBT06e2Lr1OB9mXbN+4J7vkKW1Sopxu/U+/k1U2G8EJ9/+LF2mlvX4jUqDxyuNfPX0E66OLr5NFKXbXKJsibWCqu3lXd+MunD45eng13rp0w2xjz77dn3MtouioMfEfs1ebx1J83YNyUAq+Xw845R+tFNlb6KGVe01r+FuBYFBrPqrbZ8iPL15Q52HrZk40Q3CH0XrL80CGEIky2mm3KlheqrGs/c1QT/XlHiy5vMKInJI1MGBLrnv519LzWZq9td/jVuYOv3Ub9eXVtf27jPxQemvg7JwxS+uhlPkaDjI6rzsL9AXuv5qmvP29wj+n93tSFrdsPGUd8gz+UGg4xNjX1heoPO2vGr9Cfd9VjX8clNyFk2vNu9xWcDFF8WeaLba44PILyB1r0HbREN56UklA8zhWOnlm+c/h8IJgA7ildtfjayRB38VUyKGtY1qgr5H1V6kZqHfO/+dW/7nl0BKDCgX3/frstjOpUtVoNwNHU4okNk0ppTWDPreOPI80ADcvl/NJvxMVZ24MmQWOqPbH8yAXiyoCJXq6noP6WHs4BGyFlYkoIc5SuXojvS8KE2AmRwJuEJ5Y3u4BjXq+kokt181zG5GtY3A0CNLfbnk7Hz7/iywsVMzOGX+07TPtYx3zI/Bm1Ai/DwzL+Pybs+vBH+RzWkXQsSa2tAJ2XDlv0cjEsuze+m0sZ3bzJ8wfMctwHB8qeKRhVFKI3xAxJsVS6+vSTq3aRMZVaAA+ZlFo8elD4oeBSEDL/ecn7bryfuyBa6arFlxJ9I2x04GbQGmjrpPiCKkXV3+B//v8bGZhcyfICso6wcrSbADErw21CpitdtfjaqTyGuW/Of0DuoIuvi2MhL0v1Xih6svrVdrV04+EvghyeFYULRbdb/nU37e3//yy7WTgYDoRrrlvtvT5y57ztmd8qvrgHFw/dnBsjHchPluew+32TarD//KLmuZrqz5vlvCrL27cw+6e1l9+OULpqIb5PFtttIhysoVzFFoGDQvTnHd6zZPTgspDSIXlN8qVPbl6HzS9Waw3j4bLNpkleS/XnHQ49p40qCz32jo58VRJ4RAAJSh+tr0APVSts4WDM4ma5JoKXl9tok2TdtDlL1ya+nQgzA1bdf/tc6aL/PdNK5mOsGkDlbe1aj9iuP+/8gq3HZ+yCiGEh3V7+oHTVQilu4wpeK1sFvHuUz/bDYd340wc3Qo7PgodlL5bZO0DpasXXTpZZE18VVS/VEtUdKJJU1bPNBqAZkEoH/f7u86G7mwDbqMipf7/dXpZtbtq2AsCeVC40b/3y4E2cK1ysd/N6zCbAhxhSlD5aX49HPgHqhET43Xq6QeAlmPRuQKJDSd28fq/ax2XPDheX3x4S2xku2dzaH/NY6eqF+L5E+YQRCEQFho0N/Aksbtnkd2ijm2e31O1OgXkQFOXPnV/Tvh1VSZWxqgQsrP3HJOeJwMWP5w/aOdXszUDABiMSAB9slD5WX4WL2vsA/e9NrPt6FuweOg/33rppvbu0Nc4+BDZk23ctfBm8WR3SOSmr0sV/vnwvS3eovx+AhNRmqQ+s+9TstidE1AiZ93Km0tUKpQW+9atyuzl4U37RD9104x751HZV+sHjeZeLH0iGlCUpSclVlK5afK2M0KjUqkw89MtwqcEqg4mwrsOG4yufwxGrw6OO1YfF0YtzLa+rdHXiS7Ou55iSawOojA1GGCzXjaeok9sn94LwaoF7/e8Cy/7d+9t1g0MZo03QpXHTOTYfuQP0W+w0t8BzQD5VXlU5pY/S12vLm8M2Ee5QZVcpP/NEqNWwvJ+FsW7euk5T97gWh1KuLYf7NYK358P3JIcqXb0Q3xdfi7Nltu+CErfq5+9+XTde6H7lVS2XwvFRK+/ctQTtDQ6x8tPb73y/qdZ6F/hc9L5m9ov+vEa/9Qp/ZgtRfWI12lIAKlSfuhHxH74aPxKAA3lP34u6DbUfVvC2SGXSq6Fx3XrnOAZ9NRPzvpmsdNVpl62tTZTjL+BUOHdCMWv9efdLnyu4qzoQo1KrnJSuWigtISqOKCD8XdDCZyXBytr+Wc5UrgutljjMdT8AYZo385+OVLpq8bUyUmXyddB7BPVq380CShiUiNJ0hqNZjpgetwCVBSXo9u/bF1+XfJfK5G6YDZiaevy29/GL60sBN1nFCPi37+8/hvUabr9Gf3yb6eHWEY7wxOp51gQvUG37vpfvSS+Dq07fE/gcajUs723xkSGqC/eOtnSOhhYrf/np+TDQ/qW9wmmlqxfi+xC283Wc30dmsTb2NTUzmw2WF3P87JYCEZrgoOef8Hlc1DvfgixvYMiJrsY5PtIxH+00d2XQDLiX/ORU/BxQrcjc1zNfi/FFFj4Irg+1qeBtkcoPL3UTK0VmWwPzjmz4Pew5PGjz9EB8W6Wr/gQ2OOEFhSdWpc093s8kk8pqBE/X3Bh2LALiN0eXfdcSVN/5snzi/3rS52qDwwng86bO3C6pxD2mFa1WuTm8e/jm/FMjpasVX6v3k8Rlwi809c5iTkVtoOnepsUbx8IVjytdr80GXHHGE/DKnHWLjJG1hZVFjhFgNTWHlVs1/XnBKwJu3p3E+0lcbn7+9goXyhucZSJU7lfS0dxRf97Ubss8364BHuPINzi7rVKiw2OPpgANp/T68Zk/7Ppt7tWcx3Xz1EXzD8hiB12smxranIUlZ7fMDJPPBSG+jDFatP5w5+jxHzcYQaGuVVa3SuXWdd7gUu71ssIVzR71go+cn5bdLRwNf4YtjWYZu5XWn3d22DXzGDtYc2p37/AgoC8Rcj2Qft4Q8iIJmOe3Pig0J/T0bG1vu1M3b0bA75GOyVB39M+/BNQDdnGcSKWr1y/7BZdWecpBtqPZJzp9ZETc0zI3yh2PAlQUlfeV+P+FNn9d/IkfMJtOqcVzFHW/7h0BRg1NOptthaTjCddiZyldtfjavH8GPRMNcbfwtqhucRKmP/9z36SiMMh04Pmh46GHUU+6zQFccKYmZLa6RcbynFtsf9WxQCmKpxZ/2PtixX39IGVNsm/SRcAet895f6iiVddUBWDuqxFJ/1mfO5UO+p8WKya8jYSQfmG1k54BPkofoW+Tb/iTmfEVYNTIOY2CasPoMb132g/WzRvs/lOy3SO4svjuzdhRcGO+b4c4mRxKiC8iMPbpydujoBBVaFVHN267xnm7VxyYFclWy9YaYo0iA0ML/0/CRNUvKnuYdW9oI8dmH/4Wp397/RZNiH/zftnM4+Th/fVAHqWPwrdn8ajNt8LioOfq1tVT66Dn6eLe2aQclF+nqZa1AJzxufpHjKnSVetSFTU4ZNgaNJ71Tncz1p93d+gpsy3LIWleQoe4hUpXLTKrlNVJ6kTg5fb7bpfmgEuT/NdKpnJlmmN1zoT81+F1w8fq6zIVt0gjIzSoVZnoF8LRS8YcHPEAdnnurLx3BFyNuFLy+j7Aij/JDrhihidktrpFxjBZnqW4eUFwLpU3uHgH/XkvLR+sutQF0ND137wvqgaXamXuCk4zc7w0ctOft+LYDtt3PYAX8j78Etb326uKsIXqW0u7WTyDCneLP8+q1s3b7DpjiVs7KN6k+Wq/NhD+LLJxyhilqxfi25asSSIReHLk6q3Dx8FLpbGuMUU3L5dF0Y2VJ4NvwTP9tz/779/bBtZvbFUMyuf3GZ71Ix3z5o79jz7fAuELo0qmqAHk8zcjRWli0AJDmLEv6CVM5Je69pV085a3GX/UpQcUOFa/3eOJkPQuaT7Nla7+v5z/yHPfZy3vl9p7qT/vdd6HZa5MA1ZjKO8r8U+eVbub7VwEuGxNvYOe5+dSo+oVh9fOj/fdeD+ZohbpqItPlGmGuDdo3CCm7j5w75KrTc6KMPiv354PqwpM4g/eAFZYchZwxfTvDvq/qfuJx1Oju/OV3mvxTw6ozps/sYOdR04Mv59KB73cD+rJOQfDfLch7y7fAdyAIZ+xoQhtWJI3pFg8fNn0Ix1zg4bOgwfMgTt7fHdU/DsvE12IfLOa4QuAf8qE6DOQwqOmbabqT796eN/GJh1ANcS165jegAHuTFN6J4T4tkVeiGmdUBN+i57VOZVViHB7412wTG/Y1GGxw6hqkPWoavHzKEjJ4T/8ly762zVwth/S6VfYGrR/W+O/74Cmw/KZ4hPFMjr5NqSYPqj7w3D9aQ9GXFk+qzFw3qpQ9YdKFw3xFgkrk7NB/x+nZz/wkY55n8Gt9pfqAPPnDxly++9lA+X9Jf6BNpBcDIKeWyf+vDeVeBZf8/5Ws+HyghsuV96B7T0rR7OvYa4G8Um8nnokFeyRce2rvKw9CnqvVX4d9Ckrpt6Y4Ad119arVSsnxBWP84r//b/xbNpsLhbTIWlz0qqkm3Bn251G9wpCy6LND7UzVLp6kd4MWhv2Nd4K1bSd347vrD/vTNON5ycXg9jmEX5vT3z+9to9bRhs5QEjLXucyjFJNx57PL58ykgoduQH16cVIGVBSqJ2idJH6ftVxDjvkiyjYMubWTau3vrzxiTPrx08FNbY7zIPf6J01UJ8HwobVrnUZik4Ns89S53K8mr+D69G73GCvYfH//hqtP52rlfyrRr3Elo5DvB4sR60R7TvuKz03n2/yg30Cci6HZYPGX/F+SOPEPkUajrErxFEvY55mJJFuXq9RhR/WmsDeD4qNrzaz7rx6A1hvYN6wbmcW36adhJ4xl3OKlev+Dq5TyviWuk65L1SqlK9yrrxJ1uu/HhoE/glXa99pFaamxffKZVXNY+23s+V76BbzbXeb2UOZhuyHE7tF6apP07/a8KfcH3jtfI3f4TVY1ftWXsMgssGW4SEK129SG+Onl6N1M5Q2LDq4zb7dePvegVqAt7B5f67Vs2tlObm/8OqfLYLhoPh8shNez2i9Oe1rT0o8aU3XE65Mym2l9JHR/ytU0CTGtY7YMiDbqXtDuvPazK0z8nnc+Dulcen4mX9JSEylDnWTvZvoWye5rYDX+jP++t24ypLCoPhKQOblD668VJXW5V62hvChoTXTy6g9F4JqlMGc9hTc365nMUgrzqXmUlR3bQFrhsMwozgT++Vo98qMDmWaX/zZ1a3oeLeNnWGpejPOz95a+eZAyHqh9ABrw5/evtC/C/TjuaXrHZDxbNtOg3LqT/vyJ4l2X/3B20+7amURkpXLTK7TPMMeviyd+oIIByORaQSj68Rp4mfBhHrIjwjTkHwu+Dybwu+j8n19jdkhGq/Kh4Ku1ft0CYMaMEINuumPcxx8dc9jQENHVWF07iN/9E7vk17m6sf/tFRN359ru+0OAu4rLlTIG4jkIJatVHpgyT+tqLqjmvhhaDGw3JDzZdA8bwFj5l11c3bPmF2Jbfe4HOxac2n1yBqR8yWFOO0b08I8c+ieUcwEDU19ObrO2Dxs623UyqrMNyJfnPaPS8Uxbnh0/+5s9QmbtCRlzUhbEv48JSfAY18z2cKYcQCDFgy5efAWrB7zrxVbm9007q/aJVikwTrHu5dHVEQ3iwPmZ6U/cuVmW9Y6bwNyvF+CbVWuvHAED+fWxEQNT509et4ZE4j8a/E345WRwDRYe/OBo0Acxvrkvb2unnZHtmpXUdCxKjgiOfTla5aZHYqr40ehwu2V/4OuhAANjOdanvYQ/Gi9cd2r6wbT66bZJI4F47VWLFy+E5gl/ZPfkr7dtyOO7oaLYKjc5er3Fvoz6s9oFvpZ7+DX5nnmxMXKH10hD42eywNDLfAxRUbXXJV1593rN4Fy+im0H3OaN6cBa5y92OzRQshPp+Ni5OdZyEovqb+/p9TeRQlS3njSYk/wvR7DcYsnw8zG64qFLoT5gWs14bJD2iZ3gyn340cXkG9cpWcLLLqxg8uPuMeNRv62Iw/Ezgi4+vJNjF7B6csULr0D737N9Sfd3rvOq8Jf0LctGjbcFfljp/4ttgX9/izUDsoOrV6hR9TeQTkTcKTczdUcLvWsX7r5UaP+Acqr0cewQWXSAddZA6lyzex7vcbZGtiN9V5lW78VuKR39bEQuDvT8Nu/4tHG5Y1GhfsZAzlb2sMsm7VjW++e3BOxEAYZjZzVHAmmOxGfBqNScFLWXLCetdpXi5z9OcN7zvrTnAQbOp/oFLEZ/zAI4T4Z1mPmE00XAblbrazmzBUf14L47xtN9+C7psGB135BZLPpORirdLVi3/icMnOzWgFnG61+oa7rf68Rid7//jiOvi6PdkXPyoDCnFR5acUlLVtevJXDzDvaLPL4YRu2tON122PNYXHl640PThX6aMnvjVGzY2fm26EKqU7HhjTT3/e8a0rPEa2haRzidXj5U660EOV29LTpeBD6aALZWX91apVjkAo+6Z59oEf6Xgfnbqs/bBw0LqklEoqkfbtFBmaLy5La9g8aMZZFxf9eWWiWjv5T4JQt3DvZCOlj45Iq+6xLQvb9Idf4jrMtP3I/78GHXt2fr4IHu70D0iI+OTmhRCfYJrNoAH2ecCxQu7zPsawwuJysSo7dPOiF4S4+5vCecsdv813V7pqkVZ9rdrVse0GvfzbDLSx1I0/rfRid8ImqF2zW/jzKGAaywlNv+3bvnY5m/c++Ayos66Lgf684zVXBo7qAckdE7fEHVX6qIlvVaGHVV+2uQqOf3hOKJpNN35z4JFlq69DsI9/7J2WSlcrMqv3z6BXULoM8b3zyFlsebW3wBsGskM3/ujoRc2+hqBtmPJzcg7ePzOWhvZVxVWGqGHu4BHODuuAFGCQbt60Ycsbvd0JoRfDc6c4pn07InNYFLVp9btGUOt4+RHm1cG7ilcf0zW6ebtXzFvm1g2K2f6w5WlTiPGJO6/9Tenqhfi6NUipPN3CCRocq0K2nJA4IrnKU2sglP1VUsk3724XkCsezCKz/ZV9GMS+ilwWekrpvRCfamnUVvt3B6EXbbAZqRv3OOnawKQFVHiiccw6GE4fv3o99od/v11VQ4MQg2X/3DG/9+iU8ZbxkPwg8XF8Ash1r8hIz17fXnCmCDjiebtoKnfScxfUrKvZBYLL+o++W0zpakVmZYRP5lgHXXyfTE5m+d18Kjhdyj272B39ea88Hj6+ogIKf977tVrX0i3Nt4N9iq2J0SD9eavr7qoXsQpIxEzOi69XCtrphEHXCSM3vzkNZ6us7fOxG3PjhvbLnuMF/Bo8uVhQRUCLjCoSIo08trt0M3aBaY9+i7X3++/fjccamiWVhfoJ3p5XFsCeX+75Fe+u+3r3ZUV/q9QE7g8902q70jsjPlk0sWjHw++P//QPPgqTcv+aK0c13bwlXmPfOE2Ggkcbap9GQdKgpGLaup+/XadeeSw1j4G+JOOlP+91u8ebrg0G7lBTHp0QGS1yYoj9ywuAnsc+zDvZHHG4BqZeWVdaDoX4NzEzIs4oXbXIbFS513luLjRbhrgLZXgkF1tatQZ4ndVUrPlYN/7yxH3fi5XBd+SZhtuXp71900kmQ1SGcOv6jj0eB/Tn/TJq0r6gQ7DP+5Rb1FSlj4pIb6VrFPU2OwIrbScaOn3k0+43zbQNQYNg52/HCkbdULpqIb4OpvYm71TOcLngpga5Jn34t5Nu3oOCz+sYTYC/Kl/u2tlff3snjVYXHTMYEsvGx8R0R3wljHoaPlFNgrtTdid75Aa60BQr3byR+Wb/ELwTNo7ZPzpyTpo3g9FNkxVZtkDl8Pbl/vjID+7Xhu03XjoWQk+/zPWondJHR3xvPP/yGVL9V/BU+3Sunsovjo9OXHTeWwACRt42P71P6WpFZmOEBjUy1Ed8YYaDjVYbR4OXY+od87/5n7719JQzEIqazxjy2Mq7bpDlbP3xqFoxLVKywoHFZzpEOwIJcj58iy6E3iS2AswvvqFamDf08Gt1yKaZbt6UqwNb2U+F23Mf1UzYB361nh9NuKJ09UJkbsPDuh+x8/nQMa+vP6/b3eHRfnshe1TBN9ejwGlwbsdipXTznKPzFituBQGa29Gn5PP4q5F0MVmtrQAdHYY+eH0NVjABpx26eWMe9NmWoxHsO3TqSvRIiPSMLpWShrlecs0rerZSL6AQ5UilYxMVElrkzV4IzfKy6qNjgIaXPFL66Ijvzetij1pdMwJPrQ+pLS6Tp3KpV/V84dnaOylnvED7p7al1lnpqkVmYaTSqGT9R/HF2dvmml5oCFCXUFJZx/xdypt2/qchziNyfCigIm3vU+sc2YYaDIahj7tdyh6sP6/b3FH93owCbWFtX0qBCtVIOR++XXNyrl36bijU8a2QzcIWchVwiTROZbKi3bnmebisBM2lZtMCukN8j4Q12ntKVy9E5lKzbbnorBegxbza97N9pGP+c98/Gr75DQJXhkQn14XIVjdeHLsDTka5HYvd0s3PY1pqRd2h8Nz8XqVz0aDNn1IzuY7Seys+1YV8N3PFmYDvar9i8cFQIJ/ncNNGunk/+7UoYx0L05uvKBJW75/bNV1uXsWqFeQqVPS3Kh9ZRu3OghP+G2aAKpcqh8r+n9sVIiPEqaIMwkwhvmx0RMQ6MPUwn2jZRjfPwtv2sVNLiNKEql/LpEfiA3kGXXxZM1S3Ve5QcHHl0JaF9ac9GnApfF8t4D5q7qZ9M72PtS1vc+7DPwx141eu3a0elw2uDbjnHj8I5Dz4PiSTMpsz0GHukOTXE+HknFWanMN084zqGS5UbYSRuXscyd4EhvnMUofYKV29EJmD6xDHR0Yt4K+aQ686/K4/b2X7HX7h/eHk88s5YicBPuSgIsQ8DA8M6QmR5d8+e9UCsoVmz+mcyvOaOdrkTCoQAEE+/uo78vn81fltwrT44CjYvXIeqS033rV780TrqbDOZu/QSFd4vSB4X5Kn/vbyZintWX/Kh3+k8sxu4OInPW/eg+h7YfUCFyDf6yJTeBxzee/+H6AglUlt0nbXNt63y5jC/Ytn1NtKK12tyCzeD3GXDzDxhdhUcDjh8QfQnqmkckck6ZfEI/G3IOJucKUXowANasZ/evs57zupjMdBO1UDB8vK+vOGH53lE5IV0OBGUaWPivjSAnl7Lnk/dNOMGv1mDiy6OnqXY2/dvKaPa1bPdhZO171qEusGB7zP3Iz2ULp6IZRhXNaok+oybF45o7qzCqiZet7bs++eJzvANKvl/mHTAXvUVNLNe1jgQvyehaA5W49uQ3Tj3l0rbWkxGIIc/ZfeNQD2MVvbS+mjID7VIwJInA+7fz9uHlUDGkyqEm1xWDdv+Njuo7IHQK/aY38O7Kgbz7Yj+3nnJWC/N5djoY9MpvWo2aUd+0IAZ7muFZlHSJHnr+43AC4Cqbz/XRbma1piBTz883yn3fMhZW3yuMRKadyI+ObIM+jii8pboczsBvn0x32Ln7LdMgGYzz3tKd530NNgdOPe9bK/n6U1gsW68Y379wdEBoC/68sGiUMg1Z/1xXfjlOaKOvYlLB+4vU54C+g0rcl+q026eTP3Dalo/xJqOv205cVlePbn6+aJs9O+PSG+ZoNcOrvbLgKbtZYXDOP157Xc82uRV7MgsWySv/YmQOqf4+HDA/f7lwLsuc+fgA916frfuOFZIyfj+WDlaX/XrQiEa4LUz14qfRREWk0dsGxHWFloMKlKDYsGuvFqd0rfyVoNvC96WZnOhnt+T/bEbwLyUVbVCAoFVinR+v0Q+Feptf/0yPV9R89C/B8xHSKaAKTtukGIjJREAnHXIKT284v384HdAbdS+R/o5tkkOVl7esNbzQv1A+mXfffer4MuvzSKDGY+xXpljqZg4WHr7DhWf17I8OcJ97tBWt+X6gv5TUy9oEx5dYRZXv15s26tfhY2FGgi73vxX38eXzEkbBvU96q0w+II5Hhi29gwlVldtiTPtHP2h/JP2oU+c4CEFolVyZfmzQnxVamcteQas1nQ3rVRBUtv/Xl9DMb7B5nDi06BkcnvZ+9Wf+yRSu1+rRrgbqMTszcW0D8ENM+JUn3rVYAr03fvWPAK8ZUJOhFKshHMHrS2Uthq6DO17UmbH3XzZtoO2ZljB9Ta1fXQy8Zg6+PyY972kNXSaqddZf3tP0u83ft0UUCDl3yvi8wqIMct81NTwe6Am3/+3LpxD22xJ9XWv++gP5ypdLVCaaq8Zl6JRarJMmsiYxVMqHy9ZTZw6Op1pOhPuvFHDhd99paH51PuVDvb9NPbVQ0zqEBpOOOypqKbE9i2t+pseEg3b0risvyhI2C5zdbEiN8/vX3xfXE+59DHKB6OFlnW39VWf97a7LsNItrBuPgFHqELla5aiIzhODPHX4Zr4fhPK+q5ddOftzFxv3ukA/xhM8ford+nt/83gxpGHYwWQmXnDoXG3Nefd/7e5lzTSkDs5YjmoW0+vX2ROWS1NeunGgVXn23p6z5Nf173PKMDQ1RgWLPw2aFd9efdq3Uq25bh8KbNo+7Xsiu9d0J8nKqDoZnhOahCxzFjN+vPO912XfT4/JBYM/aP6J+VrlooxQiNSoa4iwxj4p/lsEUQONT3OlK0rv6818Ue2V5bCGl9P9ZYVGZ81gZg+9Qqv+Fo/Xnrbu4ZGXkr7e2L78urPkEkAb0HjascFAFz6g9X26eyDGDbtw1SLNfA2d3XiXsOx6ddUsdIh0F8Iww3GlqrpsCaipPrOtUDfgJcdPPiWsWf0B6ECWsWlQ4dDGhUbVPL+ycpockkrYEn86/6HyoBXmM19WumctvAvVCRCpWyw/2Us+rt8jn+1YkhDu0xGHxp+sSQczC55IDXdmV183580d6hggWs43qq7WjnaDto80Bg5Senb7Ti/fd6nNJ7J8THae+k5EuuAAFzb086FQ3u8wv/XtFcN89+X67ChZ7BS8199UX5nPtuqfL2y922yDG5gy4yhseZYierTQKPEsV6VuurG3950ve3i9vgQc3zHXa2+/R2TXOaxKjM4Ub/bRPdPzKJXP+5E+2CH8HBJ2f7Rc9V+miIr83IqT2js0+E1oZ1J2Uz059XNaiT74uC8HpS8JakGkpXLcS/8+uWDkVs1kLXZ80bWX1kmco6xbo5vrQH/yqveiWmww9Uxm2zxJn7Q4VlbTTDPrI81um3a93HJUGic/y+GEulj5ZIK8NIg99V/eDmmu27c04Dw1jDH1RzITYu0dSkKAwcsHt9x1L6X3+99P4eSyMg7Prr3k8cld4bIdIm6xXLOXYvoXThZvN/tdGNa5enRCZr4Pi8FXlHFgducUS7WumqxZcmy6yJDGE4x8jXpOKHjvlQ/XnPYu+UOv0U8KFVWt6HrXPW+z1bIgATU4u/exk5PnkDHD58bk5MdaCZvM9F2k16ubhsaF5oeKLKMPPTYN7ebLzBet28ta+nZHcsCDVL/zTj5R1ISkheqe2pdPVCpE3ZrMXmm/0CXf9sPuJjHfOBN6auDl4K/gNeWSe+v8BUp8f2E33jiK4Ir3999PO1q+D0Z545PqnU4bQur2txLTxbd1t9Sj7XvzrJpBzQXocuWUe8DIyDFUzAcS4cfPLgYbFdH5JS6aBHVn5r8MoOwgxfb/Zrx/tl1EKU3hsh0iambsTxt2pI7p/onRAGhpWM75n8z6Nyqk4G2Qyvgvkk6/k5qkL08HfNg+Rz7rvzfpI4GUIh0lmOxbmiC90CFqQef7fszV9P10PstcjVYR+Gpn3K+9Am0lJtMAAGl+zSwHaV/ryei8Y4BdeFlInaS7wfHyLvc5FmCdGJMQBN7/Yzf90HDrAo1RG8TkVz2Bttgv4T2v9hvQim/bG8yTt5v4mvRI5o26mGprC0+Nh9Dh+5I73r2vGp0Xtgr9nJVjENAQ2oPnkrny5gx60aJ86CE3ka+ezTjefuU+JsbWN40fFezvMlIcUi2SHJVOmjKNLqYo1bleIN4UKfe0dNVsHhlIfhRe/pz79X69SpzRbAS36hwPu/yfe6+Cplg0eDLg3aOxXyXyrXokmybopzm3yaEqPgkeaiep+8z787RipZB12kp5Wqd6ra4H2i4uVm0frTHl+53OtAGVBpUKdlqbO+g9s9tH4HlCTVKWEuud2yissFN976Doo3A9VUpQ+I+BY845U66SYMiJvSL3gnTJ/128gcjXTzumxs2teqG1zoe/Ni3Gk4u+Ra3bhhSlcvROoMOhgk0RKWBoxV2TsA+4Ae+vP/0M598nb/h8/tYxlXVyzhe94Ogcj4kPkvgyBbdzsjl1QmD7VT5zQrkAzBVk/Vt+U65qu1yP70jjJFwKxeDgs26MZLuuY8/ygGHkw2OR3aF2JmsFKuW8XXLsQpoOU9L6B2OW2Th7pxt8CCbuXuw5N7V1YenA3aH5NnJG9O82bEV+r9JHHyQSfSiXVRxzsej4ATgLNuPGl9wuhYD4gkpPXLDryf3GXVP7frHuH8yrgHtBpV1zebWn/eyLlzdoYuA6aqxrJR6aMhvjX7r50mZh9UOKq5EzULGlerVsiin27e4r/GlHL4ASov7tD3xRgIKh56KlnWbxaZzM/tWza1egfEA8MDAAB7DElEQVR5yrjPMvlDf17DfL1+eDUe4uzjw7XP4EtdNzz64dLLvVXB53HdCd2O6sa911T0bv4QTk71332nDLCBEdoGad6MUEi2O9kLORcCs3o5KuX7yB3CJo8L/XFxLbg3717R9jn0PDVGHTRA6eqF+HcSiSfmEbwzeTPF/2ewTnAMyJXKqjBWVRx2usfCO83r437SX/tuvH8GXYZOiHSSd14Z7wbNAOhDKpPC+e48vW3bGmAL87Tvnz1Xf0q7Y171vmP7frh8YGrD5tdv2Vc5sh08O/1ak7jm09sV4nOMeT5/aFgBaPxDNQ8LZ2Abs3DSzVv6eFxOhwnQuETv3q+TIbl5yhntcqWrF9+74m0L3cjSHfqUbNvTOkp/3rAHs+a8LQCPaz/zSHT/8Ef3T9pEugivEXj+2SXQnk4h5RSonAzWGPzPBarBFcPthpvBKtLeLecJCPcJUgfI9UzmV4JGql5QMKXKhdZdgYupp9Wv55105RxY/r/27jI+qutr+P7vxN0ISSAkQHAPGdzd3d0dCsW1xaUUdytapLi7uwV31wgJcZeZ5wXt0/91z4TiJ4H1fcOHWWv2XvvkZGZ25py9a1lYx+igAkV9LfNAvgzZT5h3gNvLH+2Mf6z2YIT4PM9XXbc89gQcWrrR8ZB+PPOrgjnKayHMxz/DE3l9+2G8uwdd/iIjPpP1CofA9AfAOq/DTy59U84L6fjK4sFl4NcPO+8Ku+VJZ+4HRasVCLQokXLevFFri4XfA0ZQQJmk9tEQ37s44r116aGuRS9b/0ewiwVkMDBBz+bu0dE0DnrcbtHbPhrm71pXIlxeb4VKnNbZnzYaCauLTT7i+p6J+aG7Z71iasK254ezRi8DNNgrB1Qo+AqLAe4MPVlwU33It7oCzQ2kZc9ezLaWL/hm2e29SH6/Ur10Dh4DchmB5T7bEU4RKedVHpJj3o0xQC2a0eTfx2evHG7m/CtUtejywq8N6PLp6vFC7VEJ8WnCsgfueR4H3CMb0/TjToszNskeCaZHzQ9bjYHE4fElY7/iLUYidTBB7kEXX0CW495XK238+z9Z9eMPR14ou6cYaHtpA5LfLe7i/c8iL4YYnTP6hQqwcOyvTdPPBqoZzvttxjKn0OYQuiWirfafv8LL+Sy+kcealyQCI7rO6vw2A0xa+vMf6c7p5/V2bDnf3hou3bm5K24dXGx7M0v8xI/uTohPYtROyUFhmD/3lwfpbf87f4TlrJC3HQEPPLn7978qCrZ54Xj33Tf3Br8vtQtMfyfTQLBaaeeV7gzE7Iqwexv9UV2Ib8BohnFT40JQ0KLKpLauKec9/vOc45amYBbe6KShbSszznQpaXIIKtQq2tvSE461u5guNovaoxPi02hJJgl4ffNe8wubwN0094TiTfXznJ977M0zE/w1j3Zd+UntqsXXZqLIJe7iM5glWybbVAeX7lkfFjiZcl5g6ccVr+UDxY+7LPjvdqu1KdXF6inYnbGpY2Sfct6Gevs2RMWBko+ach4LteywOrIhWoHydYrWt/SH6vVLr7N6pp+3csqkuq5doezAtn1ev4GQeWELk+VeSvGVdTjc8ITdb1CoVK7x5hlTzmvcqt/RgEiI2RJbVbcLFFLH5wPd3x9gnxTy/fngI/AqqmlVLbt+nueugpS/Dvd9Tntv7ah21eL/lWF0jjVFmgGvecku/bh2ovZ8chy8HPzg5vX2MOTc9NWWJ2BqyYEr0uXQz5+/95cK6V+A94JGf730gsT+ia10pdUepRCfxs/53oiL+8C9QW5DuwySrUVRXY0OEFDqUdkr9YA4IglVu2rxtcgiceKzZJyQ+1nxg8AWwEI//vrK3Szn80FShgTz2FtABsX7fe2ZHzAbojjADNuhzZ2bppzX7/DkMcHmkPBr4i5dHUCjDFf7WAgxKmz2rpBNUJ3SWL0nb+GTX4umD4cWlwZNDBwCuh66TbrzalcvvjeFEnPVNh8Cg8p2HOfwnon5ePeFu0K2w73MT8ckBAGar7F52ufzj34w0LcAeKGh2nL9eIYFOQJ9esGT4pcPHhgLiUnxQ6J3q121MMlhVtpyHOR8XbJC3V0p590YftBh1VDguu6N9izsm3TKLKYljJ/202mnBDAfZFZGMdN/XpPq1cfbXIb1mj1TI+WTgEijomuG9X1zGwgwHDe1tJhp1RgsE+xOpasCsZrIk28D1a5afC1K7l45SxfOpdOpXYhIW4y3m9iYToay9dqU/9Us5bzzUZs3Tr8AcXZR1mEb/7vdTgcbHrJtDgPvd3zhcE0//nZp2LnkVlC+YPtjfltB96fuMdfVPhpC/F+57LL8ZdoUtk6cE+V2I+W8GY9W/R7WB/6YveVepFyyJr4Q+9U2ZY10cDZ8XQf33CnnnXG+8jLuBnS7MOZxkAswizWEq139f8vVtXSNhsmQYXEOY59Z+vEnOX3tD/WEF49urjtp9dHNiy8sW/qil2pkBo/AfGNKG1ijJvLPYL/Xv4Fvp923F0UASSQQ92+8yIz8Ueb5YZXppL9cElPup+TzVsNf34CIaVFvtOZqj1qIT+M+P8/YErsgR8/iF2sb2H7tucX1bieawdOEq/UPe6hdrfha3t2DngouYRNpS/p0WeLyPwKCgLz68dDa/reeLIO4N1Glw5z/fvA955nTTfsAo15/T8zHpJz304KJh4OtQddP54AdyPkrUqP7PJucGABj5y54GnoYRv/Ua4ZjFf28AdnbD3aYB77dbj+PPwPXfO/tTBimdvUirVLW8BsuMGPq0IPpCv394NqU8wdl/t3qrTtwipvk4d3raRrwIvDmypPHIAM5OvsYiHs90IRXXQivqtypeTYYtOHJ/kmn1a76x2MRaZPg0A487uWrXfo9i8HdDT29fMtoYDUdDe2DfnnjLZN4BW5Mun83fhYUvJ0rj3lL/byea5tPtusIv2n+mBv2Uu3RC/FpgnY8u3PLGnJQnNoG4pnjCi0pvxGeVbl+/uhj0IVre2hvql21+NLebbMml7iLD6TsVuyNBkDuoDKPGq1MOe9JZt/nB7MBmahIof9ut2/bNnnsHVOOnxtz7W1cFbi+6n6FhH/uuZHzVqRymxrtHxRVEyrWKGZsURXK5SgSY9lGP29tgamZXTtB6WatjV93gbC/Igtow9SuXqQ1rQbW8bDJDiWOFDpnMSXlvBYXB7UJ7AARK6K7a9+t5u6tdu0fI5YI77flICJvkO2rUWB3J/2TTBP085zxdMzjBG98nrrelPeLby7H1RLz6pQEICsGdgEIyPXI4up9iLkVNjsoPeDDe9/XR1adbRGqebdrhltO/Xi7EfWx9YW19XbnizKDVxMCTZPqqX0UhPg4CcQSdQSi9r39yf842NRMNzlDI/08uwXOnTLdg/Dpb7xfyOvbd8dE0VBIJjriQzksc0uf1Ql4zSND8cSguMYx4yGqUfBQvxBQnuDLey7dzWLv7mtaA5oGV3e2yZly3tiuC/KE5gElC6bkQIi0IghgiPn0EyHr4Dzr67q/J3lW8LDmzr2go27U9jdPgSK6prxWewgitcvzJpu12SIY8bbbOcfNKedNnf8HYYXh1s8PFiT4QOq80/zDPR5+6cE+dyhMLbrGGjguT8qtblICgo48K3jrIrBY11WXX+2qv382kc4z3A9CusWZmud6z/Z8Txr6uh3sB4oX2Xn13+0+5RWJ5WDbpsO/RY+Bhq+rDLUO0c/7JaznUMcn0EMz5kiQfL4VadSzItcuHn0C+alMawNxjwf5RpbuCRGaN29e2KldrfjS3u2DLpcIi/+moECO4BIr6/iknHQ/z9lq2w4BL3hIPviv82vcxp/yOE4H4DV/6sfX7tm9PSoAXo0PGJDc6e/21D4SQnykqGbR3jqg+cqBQwPPw1+5p3d37amfVzSoQDpzH2iTqU5T2/rwp2aXd5RcuiZSYBNoFa3Mg02OMwNd76Scd2XSnSvxDWDN8Z1Fo9bw7nV0+Yf2knpF2ARterkBtEnJWZMiwSjcOMzE5N+48kSpb3QR7E+42GeuB+GaQO/n7p/en/gPlZVu/A75Xlc82fIXAAryh37aU4sruQ8/h8SmsXWiswKaj/tj0ayg1T3Dx0FDqmC9TT9e5qTPJYtMkP9hzgHmueBW2wfbE1zUPjhCfJzQBf5vnrQClhmOO9fJvC7vCzCuZXbQYjkkj084GH9J7arFl2KCj6ziLv6b9XaHgi4eYPXEvqBzmZTzQiq8dniUDwh6/3nl0z1vVrOV4OOZd7p545TzFmTeMCEiP+CjrJZvzkVad3vOIxKHwJSZy9KHlYBh5l0aORhYvX3Yq652DiZwddS9QgkBcDvkkZLQTO3qRapRiNyYweR8A3CyBGDS+9L7Vpjk/fYV6F5Rn4wACmT8gH5Su2fAArhnfurWlrGQlwpTmt/TT8s2rthfNZvDlcO75y8yUrvo71c6O4/wXJXBYoZ1H/s/Us57veLu2HNVgBbKKM5+fD9vCUd7GGY1Wz0h3Bt+3tgur/01/bzZOYY3TVcRqlTsnM6/OOjCdR6Gr/0TIvXRLk0m8RUETH5081pfcBuR/TfvOfp5Tu7u9XLUhyCfZ963LNWuWnwp7xaJkwm6+A+Za3tfrKgB9lLQ0BYQj95caLinHOieaG8ljwI0htsxymh0kmqwMOnXws6PU+5vimapTVg5CO8VWU9rm3J7QqRFa8ftnh7lAVWOlChm+RqKnM+fydzAokZ/TZi+zaUmlMzTUuf3HCIHxYzXtlW7eqG2xhmqDrC+CxXLFLOxnJdyXrvBw/MGXYaw3JEttLV5twicq9rVf3lv77zKfn8qAF0wcM+x7ZF0NTK2Bst5dtbOjSF2RcSF4Dkf2YlIkdFWo99NRkB+pdKq1hdSzrtb6WTlzYsh2SfpVmKdvx/8jM+fa/vu3h+VEX7G8ATdlXQljc2gommx1pY74ajmQkRsD7WPlhAf57XDveznA8GN7F29DcS9iviUqboJghY/u3yrrtrVii9FyeOba6rPHdlmTRhm5mZZznYNlBzf7Ojg0innncm3/sikaEgqlVA9rkDKeTVvl31k1Rd+bz1ogNN7tr/xiWty93UTSLiX+FBXRO2jIMTX4TDX1tjIBE7/8WftjINSzjvpfXl83BPo7Te+V/Au0B3kDLEf3o/4PuTIndnG9Cpss5hTyfWvlPPmVPtzRPhGWDJ1U4nIJ2pX/e14HM+/oswa8HqoaVvNwPtV4MXHF649gHtLT5feWkPtar8f7j/n9ih+D7LnK/60toFtV5OnJFVKfAFn5qy7PXE/6Grr3mqnfHw/KalpXtbUahD8nmdQTSeTlPN8Aptcet0IEvwT/XXF1D5qQnwYZb7y3KgIlDNr5z7mPdsVX9iy2XF6OYjbHx0Z/gFrOojUTclLroMa59QzQW8R3cqvaUHosKnj9tZ/gFszt0Vu9SDINOhycCBsnPXX2i2lYGmdJaVWzAHy6HLh89ndihRkKVs4rnIMeOYreKucgReG1/5375zfB493XGy37z0fGC1amSco6eDSmo3ZM+ZKOa9v1KSEt+XgmP2FgLgv+AYuRGrm3TfPELMSsGbmlA3p33MJ7titC1aGroPNTQ9UismidtXiW7EcbvFGKQEXJ/xVJON7zo97eZ+8SDwBzc4PXP6mKugctZ04rnb1347JPPNoy/FQ6laLu8Pesz/wuf1/Jf1mAonP4krEtPnw9sX/ZVLHfLJlCJTK1KLqsJ0p512/ur/B8gQIvxD46nm3L1+HkZfRearBOdZVyTATrB5aOhl11c+bUnSpc9goWHtl95XoWmofPSE+jkebAovLJkFWGx9NFQNrNj0tcaXI4QB42eEmp2S71jQv1Wyzljc4X7vcXjDk16GuPzeC7j263e57A+543TK7Ow+8V/l0KDQDFoUt7jC7OlwrcPXgdQUu+VxsfiUV1P+9MbpsWsHsOnj2Ktim3MqU817Vv3P3bDPgJd74p5zXOl+dBOt3+5tG0UQ//qbbW8/kzHD85cWHcYGQWs5LIb6Fa6fvHkwAZi1cbRb+F/zcs12AvYG1GUY36tXBsRXc6H/fNNEDHpx4ZpuYVe3qxVejvFs7a+z5Pk0cFgJQhK4pp/foN65z8CHQVdb6MoX/3Lbqe5O0PJ7YQ+C//OHPvmUgw6Ic3TUGdgfJEJ/zRZFL8MLnRo+TP9Dx+dIynyu4p/zvQFNmcVc/HuEWdP9lOghPCkz/fDrgg/PXOB+1aL2Jg54dxru8vQWrmHQvvYG8YZe6BjtMgN3DT4THekP44cjyWln9WqQRb8KfdLtxHrLa+PhWMRDPet7nchU3eHn1VuPTE4HOOkfdgY/tRaQWJmhSxyJxIbVDpodWgB65u4/s9wguTb0Y5/sKzO+aXzIvDm83BW8MOQzRHtF7Yh5BaLfQouEDgETFm8lqV//9ccmRJVf+7UBVw/FQE7/sj1dD/Llo//BSkNJ5lG6f/WqjdvDzsHaZ7Juk3F+/36c0DzkNuqH40h7IrICstit+MCt+3dY96hJU9SlVznIq5CuePYPZEP28LdNmJ7p4QPFBLeb5jYeYqLhlukNqVy++tDqVyu+0WgM1m5VdbPWeiXmXNr/mCS4Cb23CMmjPQmp5X1fLy0y3kk6fhAzkwNAEPUv9wl6VC8OrnHeGn5sG2rvJ+xLHql112mGRwaap42Nwf5PXteTdlPMezDwzcPsboJlSiDIf3Pwnu3LzTsaEm3B10N0/Eo5A4Wl5OptV1s/r+WuLbLa/wZTQZd7hp1Q7jEJ8lHhiCC8HsS0jK4QkgeV62/yGbumwSXbKnuEyRGlCPPx+4PeBtO7dInGpYJu1gICANYHJEBAQkDswKzjXdK7r3BJOlDr10/4CwB3uEwVLHBcVXT4WHk151Pzxu8UQvNWu/XuinFMKGS2HnFVL2dZ/zyVrT/teaXDYAjjKyvedP/3s2hrZ/3NJe0n9+On4K4/jhsOtjQ+TE8x4t4iRED8orUZ3AaB3q/GVQ2rA8cercCuYcv64/D8ddZwEg5Tfi4YMBBJIJNXcsCQ+Vdad7vVNMsDkZv1tHI+mnLek4MYskZngwk83asbXVrvq1CNucyQhZSHi4ptmL6uAXTGXjR5r9POcfT3T58kCb8o+9b6RCj4HpRU5+pSYV+cZ0IXxhuIBRg9/uhIHMb9FNA9+d4WPN5m+XX2/Rs6dEHoKdrHgqesY/XhryzpWNmNh7ZHdZtHp4OWQgLxJfb79cRTiUzz748qyI40hj1X5WU0NLBLq/jzP8xIBcF9zxnurLIqYZpngg7eSCv/CEkzwy7dmUDBb/sfFy0OBgQU25FsDi2YsuTFnF/i2v2J1LSuc9j2V81wvtav9fjicd2uYdTUABr+PSygTWyQqFqLMQ/70fwIpnT9ZC2baY5IFGppWyWhVMuX+JhZYvDR8E7Aeb2Wx2qMXInV4uzF8rxboXOWXtcGd4Y/D4w84G9i2qHqH0sssI+HknMtzrQJhZ+lj9rFNPro7kUpYNDbzJBC2tpkz3OUigOFNqJ4rfp5JOWDBrr+cIxOAYPqmxvdxtT2p4DvkwHjwjqlZpIuBeG7bsnaNJ0LQhmevbxUF3VRdbZ1sU5QiWzvnEPfK4Ngl4/js77mX/NmZq6eOrAY64K0c+fZ1PsNvbDKwxepgxegb0Dimmod1f/28X5b2DHS4Ct1sR7d6K78/Io0IHec35+EboB5wTD/ueijbhkLd4VHShTy7t0BytyTzxNlqVy0+lpI3OffGIjXVXyQus1Pmbh4nwWic0W9G3eBpn6eOzw3sZzq+wYTDo1ZC5LDIplEmMLXEb6GzPmGRl9tGd5te2qv2qFORBBJJhtE5FkUcHwtvaoUuiS6un9ZrQtPWRQOgQLrsni6dDbakIwl0P78YPWQW6GbEtr5v4BIy5aVTrXrDQcmc/nHnEmoPXojUTZf8tuL6jqBTghdtCEk5z2h71tfzawONzCpl+gqLMYmvS3c20GZeDdCVCPM9ZJ5yntGlbBHLlwLFTYqmc1G76lSsI2PZAT+fm9b3QDuIr5i4KGmdftrAbW38SsZA9gCPuU5N1S46FfKhNUtgeNS880eCIaxyZJe4QvppDa9XPJU7O1Q7W2Jvtlwf380Xdzt5b0Q60OZ5lK3tey6xN5qTec3vNsDPFhNyrlW7aCE+zJI92yyuFIaru++N9p+gH++Zt0nVImWg4E85irjaq13t9yefNs+mol9xsUkln3fuB0UmqT9Bb76q5cIm56FipYqxZftDD49uA/qd08/7vd10v4kV4XWd1/gPg1nNZmScV13t6tM+q6OOP7v+CpoRdcv03J5y3unoP7OMqw66m9oi2t/145p9+QuYNYYVLhOuOw9OuZ0y09okB8RDxPooU215tUcvROpmdNy4Ds1g2+LZp11aQ9ZBmUJMDOxnrSuqG8N5KH6jhbV/V4jLHz9UZ6129eK/VD1cuoTlZJjuOPisY8WU83r9Mr7520Vweq/vpviValeddjiHZR6X9zjkqVE+b7O++vGoLiFlA3bC1S67XRdlUbva1CddTs86uV0hr1OFDi1cU847k3tdzMRLoF2Z1C7R/MPb/9o6bGu43+YmDPBsX80uWj/+9rew48kroFJCx9aBJ0G3XefP3Y/vR4hvyfZQeiOPY+D9S82Nnfvpx6PGh/QJiISrVXcHLHqqdrXiY6WaReIuuJx/dqkxDAsabjawHVQ5Va1UJX84n/3cxItLoMiOIlV8ekHFdJX2lR8L7V+1rd+tIKBR8qaG+tO6zHaFDlWIA+AE+/Xjjzpd6Le3MegW69JrjwAa5f+sDmw0yMhGqQOL+v76U7oHwAbD/UwKXOIS7gMRD6Izaav83Y4Q4r20A7UQAF0Pj6761hsOD/rjL1cDuyYol5QxlICR3bpPt88PvzDXO8zjo7sT30imqa43TYbAdIf3T8xX19kRETUBTme88jD+CT/8InAfK+TPV+MfbAUg3lDcZpnTKbd6YLnOPtn5KcROj5gcXFjtqtVn5Gt0yuTcf0/M710/+fPmY6BNTHZObAholBlq1/6/Nnjv7RGdHwaEtMdumX483VCHCsYdodKuElUtVsCRl+dvxKX/+H6E+Jai+r0d8boyYIcRQfpxm1+c5rnZgllWq8W2myHBKTYoco7aVYsPpeSbn6dUUSP1v0H/R61staOr3Ye2Q9r+0rINZF+fwz6bGbza+qrt6zCY//vc1osbwOHJh88dn6h2tWmfmbflrzbJUHxNkysD96Scd271BqMpsyHp98Sd8QbuKatVt5yJRShMce+/xLFtyu0U8Wia7N8OEkYmdaWZ2qMXIm0qfbCwibk9LNz66xKn9yxuNfjctMuhleHA9TML4vp/ePvi6zIbbDKDDXDUfcVm14dgd8+mi9EF/bxgq9CxySOhukXX5W9OQeKk5MoM+fj+xDvurfPGlOwHXsM0zaoZWN37TdYng264wH2bMxW2ya1XZGyVu3fxRpBteNHnNTrox5P/SPSNfwnncvx1+be1oOutc9ed/ehuvplq7UodshgC06wGv3S8k3Je0QrNwv3HQnyLxP5o1K5aiPfLnLnQ4YrNwHN3wVnlDNzy+2TNpdr7H8Hrqfd6XhigdrXiQyn5zufpVbR86pmgi28rS0hhq8pZwWNnfqcyBhaXem11d9H5RvCk2eU6Bwws9mapNR+rOMGF4hveuiWn3E/f0pPGh4yF47Mu2cf/rPaohfg+DNjU/rHtdOgwtcFsm3Ep59Wp1cv7zWB4Mda/U/IotasWw4d1mWrXBloeqf3KelfKeTXiu/d54wB+N97kTH6udtVpn2lJs5GWz6BE9+arhsxPOe/C4k1vpk2ChHNxCdGmalf97ZkOML9l2RJKFGxWY8h7Vl+/8deBWyvmQvi+Nw4v4tSu+r8ZnVNGUQxOVlqT2TUP2OW3vmm0XT/v96nL4yN0sKbirsXREWpXLcT7WRSyme1YBIr2b/h73/dciXV685qWY/OBbje/00HtqsV/ebfNmlwq98Mx9jMdbJYRPFbmH1rmPZfAvh50N8t5CyC94fOkzZu6r6zfAmDJK/24f/Wg35Jj4MSiy+Hx54B8lJfzTYgvY271tYsi80NNq7JdLEuC65h0y4wNrN2xYcq0dc4ZoYJjh7tvwiDBPTG9rp7a1f94KkwqamQ+7u+Jef2U836+O2VPaCz45XrTLLkQoAEyq1192peYkLAnthz4v3hQybcJZPg951HNZv08tz9yHtFsgBeaGz+dXKp21d+eZ9eCgyvcAC6w3tD2aBFL3zx+sRPC495UeFFM7Wo/nFaj2w3wU6UJ90PnwqrjkxPSGfj8M3hIJ3M7BXa7nFgemwNCAyLmaDOoXb0QhsWbRW0ItYHERnGFYuqCaXqL61YG/vBrNcghyuUWRGvCvN/I5/BUz0TxkQn6jyj9giw2+Q/8/R8Db1ChF/3GPNoHCdWjT4dvgf/3TvF0yx3bGdeBn3xab7d9zyJ9A4ZPDQ4dCLTV/YrJ3+3kUHv0QnwfkjyTznMK2j8ZbvQ2F+xnCS4GJug2Ba3yGvWHwWM65rF7CpO2L4kMl9f9b8ZtS/qFxq9gzqgRQ53eMzHfuGJ/SMwLODb7Qtm43/Vfd8WX8Tr+TrUzNpChUs4hhq5gznyxUMuKN+D19TsbzwHao0mTEn+A3xeLMrZbnFpDRl3u4GLLU857mOdchZ11QPEhF2lwW7pr3AtOKAeXr9+ekDAEihTKN9XMwOegXvVa7LddD5N8lliFb1e7aiFSkP/dP081V3ocvAM5X5Rq0uCxflqGmFzNi46Cxz4XVu6ZpnbR4r+8+wa97Oc3JNIG5YFRA6PLkGNtid51K6Sc92zf1cNH/YGhhs+PnzO1nWb7nr+cn5x4+Xn8Mbjz5NGWxI0g93EJ8fX4E0Qy0G/x5NmhR2F29+F1HV/o5zUfU1OxqgDnLl9vFn8WjrleeBA3VO3qv18mT01KKwNhVf1JwekU4BYGj3ZM5Vhr3Qn4vdKKChErAA0v5H3564kj8k1oWQgf8sbrhTXYT3Xp5blDP895nqdTnrzwpu0T7xs/wM8je0xx49qnAEsO8FA/HhD08JlvXogtEjHobUa1q/18YwMWJITXhV2F5pP+mn68+bKablaVYU3SrpvRW+Bld//6SbPUrloIw0IiX2V48M82kga238zwJmebIhPhqcNl+wP5QJstOWuSk9pVi5SYoFG8lR/gL8PiHYejblO9EoCC3MDAvokJy2K8IkdBdKnQMQE5AY0S8L/nh1e9TH+YREA9l4rZLXOm3M/k0KWmEdlAzi8hvp3jyZeIBzbs2bc+Jgxa1K65ziq3ft6s3cP2O/pCzdzdJwQVAr++QZuTZZ/UL65Pu1azbAPArbyzp7F3ynnNKw0qH7wYEhwTnZjCu9fNKWpX//17NvdK0KHuUIgadDYQz9m1tHdDWwja8VR3qxXoRlBY9+qju0n1bLM713S/AA47MqTzephy3nOfa92P+QJ2irfSQu2qP9+Lx/4kA5tsDtSLKQJNo6rvtDLw8x1doWcT+73QpdXofCFX1K5aCMOSSCAOCO3tf/jxXHCckGF0NgOru9ufdt2a2QZCm/mveSKfz1MtuQf9R2GGJTaQbVLx67VPAacNXz35yPJC9933gezUpgoAbngCDthiBBNM+2axDwEgnDf6z1/FjtPR+cCvadDR5HcTeG+1hy7Ej2b6xpUHI9dC7fByjy1GgG0r62xGk/TzVi2ffN1pOdSq2P1gUD5IPJk8xNAf7sTHKbXS28F8DnTs1dDTukbKeUN7zagQ1hBetPevlHz57wfl/fibiewa/MvrnpAUlzgufjSYDDNta25g4mm3zHVI5uMQ7hjo/ayT2lV/OUpXlim3Ia+uwuAWS3l37hn4ZvzplCvXD1WGxDvxt2J+Afi+PjfOb7D+ZtQraEp1rAzEi54ucN/MGwqF5hpnOgmuP7i/NXGl2lULYdiruFtjzywFRzI8zNZAP+7hXsCv3C8QqvH3lgl66mWCj1zi/iOwPu+4zfUhWJy2yebwnu2WQiP8nR7fAeLx5sa/jxc1z1/CTAv5tNnDTVek/Pxl9TdbRx8ANuPNaLVHLcSPKcEn0VtXFlo+Huz/Nj/sZkE2Q9v6upRy+s34N/jJv81m20oww3aVd6S8H3wyF3enJcadYOGbX3c7vmdivivnMefYIrD/9ukBcf9cYijHXQ0vuQUPg84u3dEe8lD+ZDMDO6V7FSp6rUYzuOq8u/ai7+jnlC7Ss3juO2Bay6Kl9XsuWQ/IcX/Y5aLASw7xHW5vG7oiwlsLTB+9cmvkbBg4tkMjWxv9vLnuIx47boYKv3WY8KY3aHvoNv/v5yQhUoPIvkHpX1oARjwkUT9uV8clg2dVMA01729lAYmV4zfHRKtdtfh/mSjyDfoPIXO6QncqDgDyArP1449fXVy8dwiQX7tUe+bvxYnKgdFN49ZKQ1h0f3R9x4VADgYZan/ijiWFIjQQ+TR6l3YVKBrSqT1mIX50rwggORGGBE0vFDYIpvoPvO5gYHGY9k71a1gfhYtZblgmlIIzdlfvx3dXu/q0w2imkZdSExb3HzPLsf3fDz4ykLiFQ8TCRKclDyMag6KhDt/BvbxpXejg1yUevVul+yQGVnW3nuBQ3aUOWFW2D0zfHWLHhFcPuqV21Z/OKNg40dQFcjcs17LptpTz7vU6tWFzNGhPJRdJPAWK5vu+Im5j9H7fGFMYOLYDtov04/YxtvWNrkBlv5K5LbLAYc3Z3XH1P7obIb4qHdqEZMDvwd1M549Bxs55XpUw089Ll+zZMHdOCNQ8/P2KrdpVi/+XCRrkHuHvmFk1q0O2zcDpdKacOWennBdU5umum4cBJ9z+93yola2szqIbmDwyHqS8ZzGp7UuPJMeWADmfhEh9DnLmZTxQOm/hdrHVof6dSrMsH+jnzX/2S6zjWajWoOuIIGd44/h2r3b2R3f3w+l2q+lj6+ngNTzTUZN5Kec1WtVvZfAmiMsTv++fb8xlpXb16Y5qQ5JzwFN8Dx88AVmtNFWqldfP8yhQIF/Z5/BAc9p7W2G1q/50bqVz7ta8Ba4CJ/XjSSfje8cmwNt+L7Lcm8S79/Uf4NaXeBK8AQbl/H1M2HiY9mBwXwcDq9lPyzjohsNWKN6vRcbAVhB/OiFOFsIVqU3A6Ed9rpyCjEfzeJc4rR/PmkvTrnpHCKzzqPnVzIC/7j6X1K5a/MMEH0Uucf+OZZyQO32xfEAFmhuKvy55p+u5REgOTSqUMAHwUaAsWK23sFHsYcKjvqftD6Xc/k9zJrqHXYXE6kku7ACQ80mI1GryrqUVIy9AnaQKoywOg7GJ0QSlqX7e0pNjzRy9oVG7fnPfzoDkbNo/2PbR3X33iljk62C2D3p0bd7O5j0T81+Lzo0PXwNP2r3yTx4O8jqZOr158cTieknIGqOhmoF4+llZAvLvh6fjfQccnAGJ2+KORqeh3wvTBeZZrE5BVitNnWonU867c/F47IbywDIG6Urz7nPBD+To+gvF419C6JKI0VpXcOxmN9YoUD+veYWaJ6wuweqYnd1j5PdZpDKxVhEl3p4DbS/tb8krwGiB0VDjjv/GjWeaxJv2B0tL29vplkOsT6T3WzmPUw2lwKl8tYpv0OnULkR8WcY6k7/MO0OJdc3nDvkr5bzLl7ddmL0d4mfGJEZU+ffx7r807WOdE3oeaeFlM0b/ea/KBVgkP4W6uXqHBk8DXUdGEqr2qIUQHyLrefdGJrNh24A5ZdKlTzlvybZN+6OfwgLXDQejRqpdderhdMv+kVEYHO22fGf6vSnnHXp+rkvcSBgcNs01/BkQTSzybpvqeRUu6lMzADIMymlVJLt+/OXOG71OToAXf91sdeJntav9cNnaFh1Ssxq41ch5tshZ/Xh4wcCI593gVoHDN1bPULta9RX0yTnW1AxWW0y2dVqZcl7FPR1nBvlAqGPES23uD25eiG/CLTCHjyYRsh0uZlXLUT/+OtedMudOwrMiV6cc9lG7WvEPpUBMvhHF/WSC/r1x6559sE88ZLMuvrD2bf146LLXgQ8fw52I49Yb/ucbtPRTHDMZF4NDo5dVcn7PL2rLFYPHhcTD3VZPsiS+Z9E4IUTqVede+aKW+WBCob557N7zl/NulUdbhzaFi3tvLUyorHbV6jGapFRV8sKag1P+cJwM+c5lH2W6L+X80vlaZ32zA6KvxI3V+atdvfhQFv1tFjq8BI1Sf/BPQSnnnQ/4a/mUEpC8LqlZYoLaVafMsrWtidNd8HGtZ9E7NuW8K4E74+ZbQezayKQQmWj+/5bUGnPccTwUO1Jgudlr/fjmKwdvx4bAhHyLfSM2ql2tEP+XaZjFDuupUGxc49YDqqScd+7a+jeTXoD2qNYquYHaVQsTRYO3Ipc0fDeUt0YDjBIhW6PiNrUXpJz3PPF6tuPHQMmLmzLn38f7F2yXYFPm7//E6D/veK6LMfHp4Z7pkwZJx0GZDnL+CJE27TE+oY1zgrKrNdvMekD1QqUbWhhYHGnJkbHRjpug8qnOW4NHQUjPsHFaE7Wr//baT2nQ2qo95Bub/ej7JubNGw1cGuIPMUpccbK/W1zrx7pIOG2LJ2pxOBDeL/D48xdgf801U2YDl7Kna+ZpnTc/BGmeeN+wVrvqlGWbVPx1nfTAAWIZpR8PePmgs29fiHsSeSJUAUUjayP8r/FnFuWJdIJdzCddBv14E59q+SydYM2dXVNjxsGLZn4Dkw99fD9CfA1JxHnHAJFewd1flQBbD+fBmQzsUmBb2HlwJnOI0Lw580I+16vu3TZrsqjXd8N+pNuorHWAOYQYisdbRHuGO0NM19AqgdkBHyJwhGz9PCeZHIVamnLDLGJSbv+3Dct7Rs4FZrKG3mqPVgjxJYzNviBv5FaoTmks3pM3L2JkDfub0CZq6PrQFaAtp/2Na2pX//UVOporwjQM+tVpc9Tmacp5E4svfhIZAg9yPeuelB+QywXTtOdPr2Y8EgoFqXHS0PbnOU6WbF5vGQRdeOp+MwzoqUuvO6J21f+yLZZ+daZaYH/A1SqzZcp5LxbcMDoRCozAmwZqV536vPopgGTgr1P7zseug+ZPaxazrK6fN/pRz/22C6Czzy9BYZ3VrlqI/+vloJsjT0VD3sUVE1oamKC758rXqJQJRES8WfNC5oWqM0GjyAT9e2CFAy6Q7XKxm7Xfrba+mCn6aY8HXAzb+xjYrHiRD8iGByYwcUHfHXYXgD8MN7+y0vYeMS8hoH7wTe1fIOeNEN+P2GXx6IBmIQNOhzyCjWNnWDnd1M/LU9urh2kb6GDbQGs1H5Zf3eYdY6d29V+P/R2bNkbTYeWrSQMcvVLOO331yqOEPbB5y6GlsWuBLcohYj+4G5FKReUIKeVXH5JmJJyOfQomucx+tTRwq4L9ONc5mUMhXBO461kqeF9UhnJQ0UGeVxWmNPcA8jCOYP28Zw+u7D9kC0lbEibEzAA08r35+yza/Ner6EfQnJpvDP29w6de3kCzBuBdPc9E0w5wbdG9LYnhalctxDsR+944Py8JQA9D24A63stYP3s6MPEzi7coCEl1E4vHOahd9Y/LBA2ymux3wPqKY7BbUTC/Zr3Ybk3KeeGnA2yeegEavEkPxZsVqGy2AnL5ZcUke8rPW/5oa5WYCEBDgpwvQnyfHvKiT1JZGH9iUe3IUfBL+R6NbQ1cUfNTudZGNr3hSsRdz8QJcM3hnlOildrVfznKCVbhDNPuD7K1KwVAGINTzh8xY5ZJRC6gO0EU4d3rq/gexBACj9qdL7D7Z8h9oRxNDWw3mvWXIm1qXIZr1/a8XPSL2iWD0yPPXrnTg8lks3GWp1LOC2j3MMg3K5AVb9zVrjr1CzsYVUdbFqYVWtEgqjUMut6xno2rft7c30ekd2gK5XO0Px1sDVp3XR/dFbWrFz86LckkAYHnHl292hZc3bMXLmxgvuBY312XQ4Ggws+8b8rnfdWY4CP7Vn8PPPcUnFKhIAAGN/t5/PPFy3vXgc5d56Y7DibFjZ8oTWBR2dGODlcBaI2B1R0nTF3cIrIiRN6LKaW7DCDnixDfu22lDqePM4Pyo4q4ml2Gck2KBJobuMZ3RZ0J2x1HQcXRHccFd4awoZEOup5qV//5WnauddfSC4rcz5/TzCnlvDYzh9qE5oHIxTE75fXx+xU2ys/s0TkgH2DgyhKrofY3nZuClYt9rvRnIGZwuGXw8G9fp5G1cRGTrpCrV5mAxkVTzrtvd+rt5pKgbZxcMbnAu8fku/MPt9n+oHvsWhhER2xm6sdtRll1U2pDVdeSCeaJcODpWe94eV0QqUSAy4N2l0eBK9mPFjYQz5yh8M7K5yGoyDPNrRn8O7MX35SJopF70NMys5ZWcXZbwDHCfV72JSnnvfV+fu12UVA8GYYWapUo+4vFEWAF4WRL+Xk7E4/ZxJV6t8iRnCdC/FhG9ZyzKHIVnGyyuqH5e/KmFxy8wH48dM0yul9YM9Cl05UmQO3qP16ek9nOmpSGwfc75bR5zyJP0/qtCI3yhjsHH59MegDKEnl9/J7p0KIdCk8X+545WAiyztHkqlZAP89jRYH75cbDgw2nO2xV4XzIkD5nRBEroIDheGJcXIbo3BCS+dXmB2VA0dBDztuPl0BiNIthYNep6cPXwfSlQ4LsW+nnTQkcYGZnCie0vnuDLSE+X/wIXdGP70+ILymmVXj7oOlAAO0xMG8wO2ZpZNMGLJ7anHHwh/jlUT3CMnx0N+IzvbvEXV6g06wM6XJlLPoHEMhqjunHXw+4U/bcbkgOT6ySUBCsmlouUarD2Pp9ytm+ZzG4PgkTj4fngaS7STPwBTQg54kQP5YoYtABrTcNbR7aB9Y2/e0vRwPX6Pg0zhtgmhFaDa9tbFkB1mp2e8f6qV39h7PJapVBKQ5r0/9WznFsynm+oXdGJj6H9Rf3FoptB2iogZva1YtvJSjd04s3t0FWNBiaoKer7VknzywwbW65xWYyJC6JHR/V+uvXZbrPordVAchcqXDDyu+55/neuJPPN50FhuoW6X7i3fu6+GTHvS7dSTgOwUNCE7Xh4DzVMaORvX5ey0I1+1vawUrNdu8Y+Rwl1HZft0ZXDp4NumJx+ApkWeqzu4qBBU3TN8vav+AzeHX9Zq6TzdUu+sejFJqWP6HkTdkHPa0xdjF9ZL4Zip1tun3Qe/4i65tl+7M5tpBgEjMv0gl62DZfad0YunVpWs7KwD6nz2v7LU1+CA339HsdsgeYqVtNtNqjFUKkBi2a15pmeRqGZOzUyOY924y1HTDsTthZuO3xqE7isQ9v/5urpBTHHGZfGva7fVso20WTycw15fSKvh1vvLWA8JORDbSp4F5joY6s04pUrN4U3BrkrF1kmn78Ve5bOU/fgpdJN+qdqP316/GyLbay1gJwvZo9uLCB/sKvBaR/WhDuNDnafp0sWvbF5ffOcdG0E6yuONnZ4T3fNFZp2Tn8bU0IKRZeWFvmw9sX4mswu2mV33Y+aCwbdOhbJ+W888Ebtk++BroS2tPa+mpX/eMwwUeRe+bSIGefLPPya4CzgIEJesiIV+0eOEPCo9hqUTXBZXA6G2N36Hax6Q1DE/N/DCs/k4i9wAluKD6Aj+Kt9liFEKnDXzP2zY9zgopViq0zD4eiNfK3Mi2ln7dmxpS8DqWg/IT2V9+OhsiyMR11qXCi3si9SlcLByhbSJPJrEDKeZ3MR20O6w7hB6PW6doAPsoYRfY5/mH5zb8XekEBt0M5KWIgnule/gdl8oPfubtW5yZD8syknIn7Prqb/2Q5xLaFUwNwLZLdpHDjlPOeVL10bl8k4KPMlM97X94tHpEEnLt43T5hFJQsVmiFmYEdcfrcb3XZ+gKM67GoY9QItasWP7oEn1iTKCDmZfj8oGxgdc6+d/o8+nk2W51qZ3CDyF5vvf3k9eObUQqFF2hVqr58g55WKCjzjPJBiaEtFg0rlXLejd37XixbC9G3wyLexMDk6z8XtU0P1UuXrmn+Rj//yKPznvGjYLDb9C6RE9UepRAiNbMfbeOo9IBj01f8lG5hynlnEq4+S6gGfZtNCok4Dbo/2Z0ath/L6Zj5gfFi2JA47U/HbinnzX28Ll90T1jhuq157CK1qxapTd4+FXu1ugj21m4nsyzVjz9+cOHX3VfhzbYnzW5c/vL95zOu8rZtGbAblL68h4EP1gEBDyIvn4Wnq3yfH7yt9tH6/mWq5LrdaC3svDjvilOrlPMa7egXHOoCzyr7LUgOUrtq8aNzup4pW84VkGtdWcsmZ/Xjb5+8uHB3CjzYdMZ6Wzq1q/1xvFskTpbRTzMcumX43WsxALYYmKDHjY/KHXYUYo6HWb8pCzlOe/YwGQ7Va5R+al4+5Xant155JjoelDA5H4QQ7xdBFLrb0HH5yICwdbAidKKbg4EPpKXNCmcxOwiNf682wqI6bNEcbBGn4gTdcrdFOiUENiRO+/V9E/O7FZ9UStLCqpnbA2O1oNRiubwuiv/Xi47XzxwLhwIv3ehoIJ4tZ/FxdQpD0IOnNjcHAS11cbr5n9+vbcX0sR7nwM44vamhifk/XkXdWnTKHBQNw+X8/fpeE+itXQTra+1tEdsFWu6ttcFymX7emAG9nG16QUfTUYXDjwI65EsyoZrwuQFOz95dCvSGOfrxdF6exfMMA2PjC0P2RIDWO2lGQhpaYyatMsGHQrL4VxrgQAa8wMu62Iha7+59NPj9+dPblwftfwj05iLtYGLmfudtrgPgSl/9/OULtmaK+QsCvd4+177bPkbOByHEB7nBg/ikOzCn4p/3o3+Fvsfa5LIep583IkfXdTYH4GbTB8uSMsKDx8+qJnX6+P4+mSkmKDC6f093Gz9gN3Ar5fS+JSftjigGut90vqQHfChE+m97bEXqFx0UkjdgKCSWjHOKcQDTcxazrbro59l3ct2QxQ3CfQJGP/2cWyOmKg+U/JC7R3nLZm2ALERi4Jv5ZyWvbD4UAEkh8RtiawJOH9uR+BxLem8qGNsOWlILy5z68YKPc2E6BnyM84419YErze5sSayldtXiR6VdkURCOQjWPO9/ezc4P808PF8x/TyHHRkOeUVAiM/LQvdknvDVmaCRfVvTAutrTjldfwezm5ZDbTalnBcxI5BnPaHEs0I1zX6G7L0815jYpZy/suOOwXHZgBjGKCFqj1IIkRat/mmXd5wXVIop4W5uBPmtsv9p4qWft37C710c/KDs9XbL3haFmEOxg7H8+vXVHlT+rLkzVKWUu7lPynndD4wdEb4CQpzCF+rcASfclUmqHVaRFpjCkwsXD+4ZAbkoR1MDt5BlOVfkVfWycH3B7sKLK/DuG1Ptx3eV7rBn/zy/g3EW0zbmWVPOezPjUdOrJkAr+XynhojzUeiAqfmW745OB0McO5W2NnBp8JyoETXsoqHclXaWIQNBe06bi0tqVy9+VAGL71e4VBGcq2XG0ATdI1PB9OWrQIjmpcf9/GpX+/0zQaPIJc1pgEemgn0rHANOAQbemJ+YXbTY+xKMHYySdCYw/+qoNXbvmZiPH7RoVlRriK4du0MXC2iU7WqPUQiRNunOvrtCs3/9KbUjlsKhiGU49U05f8zFXo1t7WFIxRllIsvx9zXzX76urJvdCxpbwDj6zLZRUs5bOmbz7JgFcLn87XNJLUDeF8XHCGvmf+VJDPAbdw3FLQfZ9nDqAVavHTqmvwsx/cKvBHl9ePtGeYz7muyBHONLtWlwMOW8B0dPldkyHbQLtM2TTQCUOXIeq2fb4MM74ybBkGWdsB6vH7e0NJ+g3Idq40udMtsI+4eeaZ7QTu2qxY8qunyoWcC7K4BKGopbrrc7mO4emHW0KmT7MyRExnaJ9FW76u+X7IOeypn3tPKxU8DBIYOll3fKeW+zvPC/ux7qWJdbbD7yv9vd3fSEU3wRIA/ePFB7lEKI70HIq4iLujXQbfsYXcQjWNJgTCu77Pp5lbuWcDSrAHWfVshiXgl25ThuEh/55eqwmGFWQ9kBG8fNmO4Q+PeDhfXznp3yK5RsA0tzb54Q+xTk/VB8Ch26TtpT8CzMt8zB7JDFQaNUs9XPy2Sbf0LZLPBAc2bE1o84z9z8ckYW9QDABgOrgyeUi70X1QdCb74u/dCCd+fxN9h/XbxfgibpV/bDgD1Ti0TGwIzaQ1rbWunnTdzfr6xtdzjR5XKxEBOInRGfoCv18f0J8Tl0Gh26O/Ay/uamk2/BY0yBpuWq6Oc5L8/smm8b+E25532+jdpVf79MFB/5QJKaud3M5VqsPzCIKLz1435772Q5NxIsj5l6Js6BX+/0zOo0PeX2+vw8cWDENEjenVyQV6AgP38hxJd1hTuJieVgcdZN3jFFoXuhptesWujnjcnaa67NUbh9/dGapDHwtPErbfIXmKgPy9dlk/VJMEqnHCRjynk9V43zjGgC2uPaELSgjJLXQ/Hpgis9y3ErK2RB86jaDf24k53Hvlz9wWyjpb+NKSROia0ZZZFyeyZ3LfZYLwDPuYXKVvgj5bwHPqdPb6kE+OGuaw+Kj6FPC0Itp4J8jyU0hsCWbw9rm4LronQrjLLp57V0qeVhUQNW+GyzjfVWu2rxowo+/uz4rdPgQQGDb4eeivfBitPBf8X9JxeSgLm6RjpHtav+/rz7Bl0ugUp1jPObOphHQYZBuXyLjks5L+Dkw8e+cdDFrn6M5XYAg9uy8uSnVxWSA+B80etXk/IB/pwkXu1RCiG+Z3+EblkdVxyqdi1Z0hzwWprpnHEG/bxNhWa0dRgDZSq2nRDSE+Ii4uvqqn98f1VtSvUyLwh1/6hwxvw9lxD/tGbSkMhrEBQZMkHbANCofaTE9yA5PFEXDwREPBhz6S24eeUcU/S1fp5rlxw+Ghd4deiG94lCKbfnaV8worwb0BF4qB8PG+tf44k1RPd+m81vGXIep1I6dN4Ag/NPyxK5FFYzGfsp+nm9J7XsY3UEdkw41jjeDUJahv2qbap29eJHkzAw2ju8LMTPjhkR0R/Mx1t1tquqn2dVxkHjUgZizoZ6B8pClF+cLBKXSjlHZ9mSv+vf/zGwuEhI11dPH7QCR2srx5g80Nm+USeHxym3N9Jt9pio2kAAEZiB/NyFEF+b9qIWzKHXuPF7I31hP4txyJBy/vC8XU9ZB8PoxHm/RH/E65PHbLcTRpNg8uufz9i8Z2K+pvnOrHEH4Jzm2u+JRQENyOug+NL8B9zPcikXuPXLSdGG+nH33nmzl3oN/gfvlDqXAMnDk2ISB/4bt5xhtzHdOUjf0cu90I6U+3l2wXf0gZKAhmlyHqd+d2Iekwyc6Xr150RfKL208ExTAxOfn+a3qmvlC2M1C7yj56pdtfhRvbx6veXxDJCdktQzEHcbkKNVkfrwpPbFHHuVj25e/AcTfBS5pC8VUdIp+4zaQJZlGqo9STnv9YBbz0+1hdGBneytYoHbQLB+3qG151okRMDD4i/uJ8cDKMjPWwjxLQXfDkNbDvqsnNgx8inMGz6yr220fl7t/uUOmG+Csz5XTyV2gQNTz/6U8J41Msy2mhxgNKw5OCWr/T8fdB30894MCqmktYD5PTdUjfEFkpSNrFP7qIjvVcLxGCKA8HMBa59OAfuSbq2zDtPPc7rgGZonMwS9eFr8RjlAQcEIvDIUC661AIBZvNB/XkDCg9mXvCHePDoifBzI57i05bfkPwZE/wo7mYfDPP143Z8qdDC/B6un7xwW5w5PC73en5zt4/sR4nOElfEv8NgD2E0DQ/H0+b1uFBwOzypeWXWoHmjDk3cnDvu4PkTK5BL3VMahdoZ5XieBwviQST8eZxVZPnQ4ZOrkYBviC5XblKhq3yTl9maars4Q0xzQYEkWtUcnhPiRndfcuJpYFlbN37E9ri20712/gYWBxZAmXulXxmYr3B3wZH94FLz4JWBY8mD9vP6B7bJbJYBNPqsIxSHlfju7/DI3YgwkFUqexnMAed8TX9/L3jcynTgB9lfcDG2+gtfsYrtrXYbg0s+a3boOtrOdvdw3g00p51nuR1Ju93Xt2znPuAIakuQ8Tnv8NEFHtcmwduLuxnEe0HpkHSuLl/p5Y+jVy7oEtC8zMiwiDxBL3NfY7UIIQ5JjE4kHQuu/rvSwNDjucD+a46R+nl0Ol988oyFM5//q8XG1q/5+mCipbNXabJOya73Ww7Bfhjv010Cumbmdc46EqFdRh6Imw6bSGz22b4cVnsvv/lkCKKwrpCujdtVfgAvZlcKQtUZR55p7gCBec18/7dkw3wIH78MfLYY+tfkdSGEFxWXJW57H/gJBw0KyaPOCIn/VEkKkEgvX/hUQ6w3VjUuXNnsGbsnOZ4yy6Oetyzw1vV1TGBU31zt6E6Sv7fjY6CCY25g9ZAk0PVk9wuI9q1UPPP37iqhECFgUHKHNDMoivMms9ujFjyLGKdQj8AUkPo7tGeUDpq0sF9pc0c/L+rLo2hqtIN0Czzf58gPLWcRs/bznf17ZcugWJO9LKBZXERSQK+LSsD96bD0W1wlaU6e2RVH9eL6B2T1MjkER27wjTA+Bb/o7WxM3qV21+NH4n77neTEvOO5wJ8d8/XimQvmnlLkJ4cb+3o/l9eiLUXwaFVpcVqNT/W9yVqOsV1qFwN6R+59vfg7rq69z3xQP66uvy7g5DjKvy2znYQ4zomfdmTwQ5tSb/XBRJtg1Z8fv+zaqXf3ns/Z1bOP2BPLVrDa7/ZqU84xv3385cxvMOT68n3VQynnlH3cYG3YOYobFVtB5qj06IYTQ57rOeb1REuw2nb/I/gtOnDd1PPAg/ipMjVruH+Oi9ijFj84hJuP6bFUgZ5ay1Zp8xjfel9ps6jZtB+hmaLckX/n0dkTq0uSnarnNXWFouc6uVib68cROSU11k6HMxLYzw+aDtq/2MRfUrlr8KBQTo9VG5aGoU9PagyulnHf14o7AuVUhMUtc3hjZJvCzmeCTOi71K+hZcH++nmBcxri/cWlY2n7Jg1XHQDs/eYR2L9w0v8EdYHfpXVv314WSU0pmLdYWdpXZ4b2vpdrVf75Mwwpalc8NLDccf577crd9HWH3/EnB1iVTbmdcv4V3o8dBjFvsz7qVgI/aIxNCCMMCpwV7a4EB9lM3RznAjF5Dmth8xsQj5re4ejovmLV3TaWYRcDPdGSq2qMUPzrTOea1rX4FsrCaYx///MDEh5G+dqA7rn2cbA2p5XOb+DJ2XD9aOL43DC3X+YnVQP246XKTTcpwqD6k9FSzgrDP51T3BPn5i29Eh9ZbqwW/IXevnN8PGfvmCS1RQz/PKcbjUu45EOjzsNUVOT8/27t70FPBJQnX112Lv1UcGoc0XN6mMGjPJ8dro3i3bUg5MDEzdTa5CoXbFx5Q8A6cH3T++aVXQC682aV29Z/OfIh1b/smYP/K7UiWnSnnlXDNOurJu5vYfjZ9T3v71p5Kl5AdWJc6fq5CCPFftD20ezgH9Pq8dhQT7uMGCWsSEzj/94PyOihUYlrEsrPNFMj6qljeWp8wMf+Hq2kOW00E+L+91/tCGCRUizkTWe/T2xOpSyJJOm7CAOepVaIawIzgIYdttuvnjZvaZ4j1DTjue2lToifEvo0boqv0sb0J8WmC+z9desMZMpLHq0SEftzzVuHlVUpB4JtHP11tCFzX7dYtUrvqtMsETepY/TNWE0fsI4glLk8sAIo3QOZZmeM9gmF4/5G5BrpAZIFIojbDn8tWt/1rMXBU8aaF2tV/OresuRyKvttOzeDmQMH7H148dxbmzx86xdQt5XZ6x04sEpUASfe1HsSBrNYuhEgrSs7yzmv6z71t1p/ejuVAi/vKWeCt0pAuao9K/OisMtqddZ4NdGbhl2jPcph9vvT3IEGJ9Y6cpvboxJd2+vcrqxLtwK/fm1Dt75BxtoujUQ79vFaxtY+bD4c/NFvXxZmrXbX4UcRViEof5gHJnomn42uCcWPTduad/o0rfZStSihYtrDLnW4wxGoivINlHvLJFE0m75bl8qh/D/o/zPqaTTBLD92sevTq8BvUC6ufXOswrLm86vcNN2Ft0T8TN7qDdqF2pnb/p/dz+eXVdSfuqDfO2BPxC5N6wIANM8IO1E05b4p5a5fQcmA7I7bMJgMLwintLYpl3Q/KmswBs64DYElu9cYlhBAfS+f9eEOHhaC7klQ49DNe1/9hZJQr144dn9+OEJ9jj93pHA+rw+7Wpzo96Pv57dXIUepa9jtQf0D5v3IN/vz2RCq1JL74442g7fJs9YC1KacZXc/eaeVCoLDxGceMahctfhRnV90o9coI1pzfU/e6gSuYKzYt0irrQGhWqWrmvPfUrvbrKeJRuFX5vF+vfUVT3/u3ct3Vn6ArS41WKRNhTq25Faf2gqSLyceSY2DM7F9uTZoC4cfDf4+Yq3aVX47rzhwnfGaDZ/fCZaoc1o/HZHrz+EEdWDG8x+Dj77mUreW0wRGRj+Hx2ZfHkr+H1eyFED+cYXe6TLDsDo3uVblkPubz2yvWqMWOsAxqj0r86OzPuAVlDYCcTco5Ne36+e09mHeq25aVEN7Y/4/H6dQenfjapp8c/NLaGsoGa/qYPtKP7w059WuCN4zpMl8TE6h2teJHYRJh1sXyEhTO1WDxT+NSzrvcYnOL6YGgm6ndlHxR7arTnlRzD3qJKSX8is6EAjEFZuadDB0WtS/XMxNYL7M+ahUG1lhrrP7nRIgtGGsftwFC84SGhDmrXf2HU3IYPTSeAZ4ZDE/M/9Fwe0FX3+7AcMBfP35g3Jk/E4bBY+OXZZOfAhq81R6bEEJ8igvVbuxOegqNqMIXuWIzlbyviR9brGlE/+BkIMUNUT+yvcCIPEFzAA1/fspicyJt+X3+in6xL6EsmmeGJui1nMqOM7sGqzPuMI+PgScZXj1I7qh21eJ7l0TC5dhyENHkjfbFfrCb42LkaWDRONsN6btnsoMITeCg5/J+/NHeTdBTwWp7+Zrne5k7B9hE2io2XrCZrafWAPQEDGyTsz/DvgyHJ8CoNiOuj/dVu/oPZ583w0CvjsAJWhmKay/HTQg5CvUulLoS6Z9yO3P++rN73CZgOmb0V3tUQgjx6Y65XkyXaAQXzt80SeoNxUsUuGdS7OPb6eA/0iXqEqDBkXlqj0r86BI0MccigeeZr4QdHgyZ5/lsqdL249t50fra3aMHIOFa9K2IgrxbPDcVfG4TX1fA9eBwLbAmeNfa+E3QtkDd1ubu+nljJvbeb5UE7Z4N7xZZHvAnGK3a1Yvvnf+1u3fP9wQ7XGIMTdAzNM5jWXIwRCQEej8/qXa1aY+i8S+coXwW9S9x/94pnhSmMng3rfdnn7JgYme+yNLAN/8tw/I937UGyqzN1d8/Vj++dMjmfXHtYemgLVPjB/53v0IIkVbYnLQ8qbyAwVM7HrE4ATUvlq1g9vt/P+/nnFNOR2eGs6ev/5KUhnf1EN8npRnTOQkuU3Js0AwCzzXeJSq1++/nvdRdv3rMBgIjHvzi2x50M6iuU9QejfjWbH+2aqyEwpF1f/SxK59yXm/XCbOij8Clm7d3JKVXu2rxvTMaZNTOuBJobBvbD2iUct7VljvuzbWFpJwJh+Laq1112qEUyVi4Zvl2MkH/2qzOOc50yw95J1fZ2vY9iwrMS2z489JdoCxRXugMfINe4XLHERHnILZhXKyuptqjEkKIr8froMcNozmQp3XW0cZJ4F7FdZWRKVxbfO9Wcm+4W/1JkeQkiDwXbaYzU7taIT6M2V3rHPYtwGqTw0mX7WDrk36c51KI1AZdfnEdYpuGlQ9qAPHx0dPCZG0Z8beGkytvNLOAYW26vLYM0I9rz2pzcQfK1Gh7KHwAJNtrZ/7/200K8ZV4+hc+VNkZXLpnH+djYNu/Zwcuddu/EILjn7W9KWtnfDClSN3Cw8svkwn615ZzcXml+RGwG+di49laP97ueZGNxw9D8d2eGx480Y+PHbmwYOwe2Hv75MCExWqPRgghhBBCfCsmo0wO0ATOFFmzzv49V2CMXbOwfux+2LvlZKOEBWpXLb53Ftvs8juPh/x9qj/vOF8/nrQg4af4JnCt1Y5Fc7YA0YTg/9Hd/HBM8Ekd96B/r8zHWq+2/xPs3F1KG5qY/6PwePcKT/65t+h/JujaidpwbsCB0DM2idYgPy8hhBBCiB9L0t4kbwKh/77fImJ2w8xfhtpZ1dHPG9225w7LGnB80cUXiWEQUz0uVFf3o7sT4oPE7Yqo/zYXcBZvfgVK0Y7/WdTbpJfZXPPNYD7FpojjCYhfERUa2lntqlM/EzR4K7K63lfjuiJn4aKjgAtsNhSvlT2Pr295MCtsPDFpiX78J/NJTtErIbl28jmav3tMfl5CCCGEED+ec+Ou90nyhJeWAdm1weAxyK2fkYE1jVpfrdPGfBUsHbH5VPwHrOUhxCd6DvCizdXBRyqB55PCgZUNJDnrsq4o8AZea26OOSXzmP+kFHntY1mhqVzi/qWZNDYdaD4OvL3rW/30OOW8KddqH11jDrZnzOfF/s8+7/cinp5NLgHtbUf+Gn0dCOStrMophBBCCCFyjcscbrwFVi+Y/MS6Tsp5dRr2yhw5AIIWhjnp5n94+0J8DNNd5nuslkOha3XP9zqRcp5v3y32M06Czl43SPtU7apTLxMllWyz9r1J1yPLtPw/AwH8yk/6cU3PTLUfXwHb/OaNYi/rx8duX9grtjkowymMDQAeao9JCCGEEEKo7wHPyyeXheN9L/VMbAkVchctZmrg0uG+UW2KW+yHXzXzvGPl8774SpKIHxmzAqIvh5oFNAXrCY7V3Qxsg21T1qlxhlIQZfr2z9eZ1K469VKK1vLpWeGafIP+pSjFjXTGx8HHv5Fn/+wp5/1SvmrIxsrg1sy2S1jzfx/fN+CUkmgHYx8unBU7SO3RCCGEEEKI1MrVNJ2r0TTYsXVuC5uIlPNa1xo6P/oRPDZ+mZS8Tu2qxffK3iPD02xVILtSulzDlfrxsMJ+yY/ywOMdZ/22R6pdbeol96B/Yfa4dfPqAMBkDEzQM+6wyx7aE9zm2xYMK6wfn1d1/bb4WMBOfi5CCCGEECJlgbxFB6zW7OyakATtfOstNauinzfWtLfOYh+06TCseYw3cJ37JKtdvfjeREa96fHiZyCWPYbiDlczGme/C8b5TNObu0GyRaJ7QqWP6+NHYIJc4v5l5FTK0wyyNC+6sMYBoDTNDKU1o1CTM1kBePC/jy9WNv0RXx/eJoU10W0FNCA/FyGEEEII8V9W7915KOEYtKMeZgbi2Xd49jH+CYplLVDGeBdcnHNzT/JktasW3xstyXFJvhBc+9nbW0bg/FOWdPmL6OfZ33fr5LUAQjq9DLwn8x0977ZZk29qP5v1IcftGdqDcWnTK+a7U87LPjq9i78JAKf/9/ENZ/Y9S/yFd9uo9VN7NEIIIYQQIq2I2hazVlcOJi9aVibODIb36LLG4ph+3pynw09bTYUypdq+ihwESZuSy3JR7erF9yZo3iPvq7bgTJbp+Q3E3WMLjC7bBEJ8Xi65d1PtalMfE0WjyAT9C3B/WeBUubrAJa4YirfPVaTtscegdKWRzubfx8csXDA3Lgrixsbf0m0BBcVb7bEIIYQQQoi0Z2/MyZpJFWB4jy5QPeW8GvPKFDA9B3s0J70TK6pdtfjexPYI3xz0NuW4WTarXHZaMK9hXdnOCxKCYt5GyKJx/z+lWA1Ny0omskjcpzKbYn3HLhzyL6rRvMuxlPNmXa2fY/kMMD1rXCDJBhJLJ5XQrYUKMzq2ii4B2nHaUO6rPRohhBBCCJHWFd9XML9xX5ilHdrY8lHKeZW3dHaPagUxy+O60UbtqsX3xtUrZ6cib8FdW+BSuVP6cb8stx3OXIaA4/dOXZigdrWpx7t70OUb9E/m6pYzY9H37PdXZ0Xe5ZfLgGmM8e6kJf8+/nP0lPVx9UG7R3sDV0BDZlzVHo0QQgghhEjrLty+USv5Njzz96umdYYslTIeNDKwanablXXCzY7DEs1m7wSZD4gvLGTUy+B7L8G9fwGD082Mz/KFlS4CgSfve16cDLr+OifdPrWrVp/cg/6JTDqb/WlxDtK/9cpTSJtyXpkbWYffbfv3fxS40/jx2uThcGXK3crJB4A4vNUeixBCCCGE+I7cxw/g1wPzzOMKwOpKk7BapZ/WcVfDKDM/2KY9eidxLATtDGmlO6J28eJ7kbg3lqjNEDc4skHoC7D43XamYyP9PMvnDg1cR0DMydCIgJFqV60+WcX9Ezn5ZTbPZw8M4KyheNEMHiUfrQPb7OYZYpV/Hx8/YPHt+GuAJ33kuAshhBBCiK/loeb5aS1wdOsFknJCpUbFQ00e6Of1W9xmtfkqGFVnztS4lmpXLb43/lXvpD/zM2StXHxEHQMTdJdLOcoUjodnmot++459dPPfHVkk7iMpNYyyGUdCJtuCtcrHppxXMzl3vitWAIQQBXuGnPw5aRc8X+l3XSuLwQkhhBBCiG9k9u618QkjoBLFz5oYuKWycs/id03ewKq8no7GdeBR8MvMyRFqVy2+FxFjA8s8mwvcAqL04047Pcbn2Qsv5195faQraM8n1054oXbV6jHBB29FJugfzP6k2wSvhUBtDhiKuy+0L/TWA1y1tiFhb/59fOH9v0ITSoIcbyGEEEII8S0F/RqCzghWtt1RNGEldGhd/5JZB/28saP6VDDvCa3fDu0bWwnYw0mS1K5epHXaHUkkAqGrXrV/0Bocx2ValTOLfp5tZ9eqnnshPMGv2OMfeL4kl7h/qELUow941i2yrEYOYBAebNFPa5az0KOze4F7ZANYtHzjnIQ6EJI/vJLu0cd1KYQQQgghxJeydsjupCQP6NC6PmaV9eNZW7kvN3oExfMU8DcuBhca3YxINla7avG9CCr3aPiVeeBYJVPunNP04xmy5LUopYNwjZ/34x94fiqruH8g601OVzLMBOMTJh6mW1LOy7bWeXnAYgCqUxA2FjgQk/Qb4EB5Zqs9CiGEEEII8aOK1sR668rBpD+Wbo23hxGduzYy/10/b+bdoRksHkK5n9rXil4MSRWT/fBVu3qR1sW8Cm0ZeA+A3Ybilkvsejv7ganGoq/Ndkh0iNsTNUPtqr89EzQUkgn6f3NvVuCXcuOA7hTGwF8cO/QoandUAaUAf+kKwujT883iy0GcR/ww3Z+Ai9ojEEIIIYQQAvYPP22fXAhGdO4KBVLOqzm17CuTdLDrzfHCSTJfEJ9Jp9GhLQcBHe+2PL8G3PLkWV8is36eo69Htpx34M2QhyeuxKhd9benlHAoalGlkE6ndiGpldnv1hb2ZSCvb7UhHWumnDereP12f1SH5G5Jk5OeQNXcXdvGDgDtS10FXqk9CiGEEEIIIf6voqPyVzE6DLP6D51m0TnlvGpZuzWPGQDREbH36ad21SKtM6tttcxuHeS1rf6i09OU866FbUualR3YzySaq131tyOXuP8H1xk5fYt0AcoDL/XjdV3y9rlUGkzbGfslN4Z+FScXiR8D2s66n/ECXPDGS+1RCCGEEEII8X9dCrvlrp0IT0xf2mkrgleiR4SRgW2u2vSuM9r0Diw+uGlqoswbxGdKeBOzMOIPSOwW1y+6B5iut3hkbWD7P4uFdq2dr0Jck4i9wT/QeScT9BQYDzC7aWED6cZkGVvgZcp5ZeKyKncj4ObFhwu1l+D69vsJ2scgx1UIIYQQQqRqCe/+GTNg4ZCEPbCaSaMsDKS1G1Qvr+l+2OZ1ZFbSAHhzKWSlLkjt4kVa5+dxq/DpXyEzRR5Vb6MfT5/FK6TQPXjZ/Zr3kR9oXmWCj6zibki6XzNb5QsAjMDQJerFz3rmeDgWbK6av47LAJOil5ZIqAA8J1yOpxBCCCGESCse8xJtWTi8+HzP5OxQpXuJhcaV9PP6FW1jZjYGRibP8Y7foHbVIq2LeBmQ9PSXv/9jYIKermXWQwWKwuuLN1+dCAVtj+Q6SVXVrvrrM0Ej+3L/L6MWxjWMc0LGovmHlO2Rcl4Nr9w7r6yAXdOPeyQ9hxcN/bPq+gMakOMphBBCCCHSmnn91rkm2kKV7iUwtLtaBY+iVsZ2kDNX5lCjOHhw63lFXTW1qxZpVTKJ4fFARIvAa89iwG6Dq3cWK/08G61z8UxBEKEJ9H7+A8yzTBS5FPv/sFvnNsnrPLCbMENxjxEOJYNvgou7TaPwJbA4apNr0gNQPLCU4yiEEEIIIdKqYEK9dcCKvNuiE0dBxzsNg0z76ueNDe4z3MwJWk0d0ji+MjBbt5ZEtasXadWbTQ9GXs4FdrjuyWLg1mLX1rlXFj8KkZrAwT/EBB2NIhN0gBK0VyaAp7kmY7XxAIYn6E3rFOpytjYszPRX3URPCIuN3K9LBjSK2iMQQgghhBDis62/sM812Rs60nCxqYF5gqeV2z2jNlBiR8GZxpfgvOaGd/Jvalct0qqYOSFnA6oAHsAK/bj1VafOGXqAiZf5a0sNJDkm1I49pHbVX49ScmCxFlWfyjZr1gud0mfQQfZ25TI0u6MfV7yV9TpvmNuhYaZlmaDKky75Yr0h/o+EV7ptalcvhBBCCCHEl1WzTJnpJtlhZL1ukaa1U86rsKZjVNwxSLqZPE13Q+2qRVqVcX7+bWU7QfoO2Uf7DNSPv0p/relRd3gb8+yXmw5qV/v1yD3of3OvXaBWOTMAdjNbP95xSFGXo7Ewutt81/gXEH8twZnSgAZnOX5CCCGEEOJ7czD5XLbkUjAyV7dMprHAfXZjqZ9Xe3i5hcbNYMf0Y97J8rlYfKK3R561u3UX0q/Jfs3nuH484+iCZcpPhrdnni2/ZQa85iYn1K76y/vht1kzn2Zdwn48WKZzXOB2J+W8bFUdvJ91huMrLx3SFgJK0+JHPm5CCCGEEOL7lkzydoCfTX/rleAMsxiK2VP9vMGvOg42DYIjSy/MT94PURVjajNJ7epFWhOfPipH2BLQZk9elXQUjB4ZFzL5n0W7jfoY9TNuBxZ7bIc6PoW4w5HTQr/D68BNlB98m7VMNvlaFi0LNKQsi/Xj9X7LV+JiWRixY9bd2G2g66k9SD6QO86FEEIIIcSPwDfLnWdaBR52fB6o7QI5VmR2NRqpn9c2f11zkxewyOcv76QfeH4hPo/fhJttTlaFTHjfNLDbH04TM2/Nfwn8fW7ZnfoOzzOlVLnibtXupP570Os1rj+3VnPwLJ/5YKaGMK/vnF1LWnz48y1vWtw17Q5ZG2Zb5/wK3K5n7u1hAcFFTSeV+D3l57W7kHvcSjcYZPubQ4TVh/cnhBBCCCHE9yRrA/fJRlVhdb9JJc00Kect37ftQlIFeBTzooRuJTze9PKKdj34BQb118m3XOI/GB8w62n5GPL1r2na9T3ny83gnT/P3we6Nzqv5N5qV/3lKKX6F69R3Tn1TdBzjc+dI0cSlD9e4USpI9Aoc+N+dZ/Abuddjw+Ewrypc64sHfHf7eS/XqBRhmFglNMruEnuD++/2APPNQ+zwYGQTU8P1IWXFQMq6MLUPipCCCGEEEKo65ds3TubrIRqPUsVMF7y4c/buupwRHI0LLTfWCcpM8Sdjvdhp9qjEalVNpcyoxpvAevn6U5mjNSPP55/ZuPWNxA9KNjt9RC1q/1y3t2DngovDcjxWw5HrwSw3Wmz2WY3vK0f7BmSDhjDIrzgv+r22uo1wGksGOX0Wtbkxcf3HzA9fI1teXgZEHBMVwV4y1ti1T4qQgghhBBCqGtP+5MLtB2hWs9SC41LfvjzGrWvYmdsDW6ZnDMp12HotJmFE8sCOlLdl4VCfW/WP5hxyReyepQsUj+nftxlXY7qRWbDU02w8joVzmc/lQk+qXORuN0+uzgA7G6568oBYMikYSX7BoHiylzKASdwe1/drlk1wxo5Q/SahOx8wgT9xeLwg27LoVTtsj1zWMNZn1MHHl5T+6gIIYQQQgihrklF+20wmf/3f3p8/PNLvfJeZ+QOZTf4WBm1gFM+V85q/dQelUhtote83eY3CIAi7NCP255xsfecCMajTfubF4Hk0MQd8evVrvrzmShpZRX37qTjEuBKetxB0eDxvrqj2yc8sbzy+d06dsl4JGsvUCLwfvin2gdBCCGEEEIIdVlHWe5XPmFi/v8q4VGotZElnNZcWapNC/MR8U3pSN6RdBHejnrW8mZOSLc2S9MCBrZVs3vq5p/VCcIqv/S+9x2cRyZoFG8lLVwSkB4f1gOuuCiZAAfFW3n/IhO/svHzuw2ITxyUfTKcjjn/dICP2gdBCCGEEEIIdWm19+/X/wLt1K9fKZvVLGjwstu+P4sB6ZSfzSarPTqR2vjVD+odeRTGZ1z25qSBeN5XZWvUaQBT3/S9OmsbYIMVZl+vnjJlS1rWtP567afaS9z1OJOODIALLmQC0uNNtvfkJ3yZbt3MzUweH4Uy/UqWrLlI7YMghBBCCCGEuk7OXLnS7AtMgHTB2mHxNqDjAU3vwLLCW1Yle8PO5OOLkhdAWMVIGK/2aIXqWtOdmVDgWD36PNYPRx6N7hDfCyqdq3yo+RVISI6ZEjH2K9bzlefP7xaJSwsTdFviycC7S9wzAYXfX7dZY5NfEotDwqCk8aYXPr3biHQBW577AxoWponjJIQQQgghxFeUFJm8gb/AxNa4BZm/XLtdfBuXMM4MXWhcwvg32GdyKkR7E9bU2j0suRy8ahaYV1dA7dGLby6OC2wD/yu38p5qABl88keVfaKf5pjk+WuemxBY5F6pC2l43pZqV3HXE8KjdxN0xQV3QMOk99Ud4XTz6JYzYNEpz5kWJh/fXYYk6+n+S+AQO3vcX867VePvqn0QhBBCCCGEUFf3QWMLJNaAPxaPw3TM1+unZlJZJyMN1KTsEqNouJ3l0UXdZJi3YkP7pDC44/u4gO4S6GrrepGo9lERX1u4zm/DoymQgfzVyjbTj7sk5mxRNCO8eXG/yqXroGuou6JtoXbVH08pY17ifE0l9e2D/qUU+tVnpHs4JL/MVLnByf/O99hv+fRhFzjda1/S8ZUQ+UtE94Saao9CCCGEEEKI1MWnXN4hSgeYuX/IEpO3/52/f9GZ8lozOHD1TEWtLXSybfjGeCsUmJZjgVL+4/uPGR/Xgn0wKXFp/aSNcC7DdSvdAEgamFSeZ2ofHfG1ZC9coXvz22Dhbdfc2cA36Y/HnJ61uRrEZg7ZGWiudrUfTylTskRczfLf7wT9H9adbPqbLoZsbjmCXSaC66VMtTJ4Qmy2qLeRg+F1qRdPg8bD03aPp4dcVrtaIYQQQggh0garUZbrqAY5G2W+rCRA/pAcTkp+CDAPLkkHeNj8ebDOBJ77+TXXees/3/2+ay52QetVtZcYd4XatcplNor99HrmTF37KNkT9vc+E6bNCtHVY5qwU+2jJL4U2+Vu/lk9IfPsYutrNdePh4/1n/H4GLxscOnV/jQ4r1PK9CmZu+ao73+CLoQQQgghhEj97D1shtEB6l4v397oDXRd0+S+8ZRPb2/Ts4Nntc9h49kDT7QP4c2FkM26AWqPUnwqo1fGjU2XQl63Wtbd/kg5706LfQeXDgbt5qSAhMZqV/3hlDIrSraoeVAm6EIIIYQQQojUx/yw6QzyQDmLIvmMhsGoJd3OGUd+envnf7nRWfsXLM2z5Yb2D3jk/KK9LhcQQDAyK0ozMl0pbFwlFBwSM+XLZWDbs5d3fZccOAXhHfxKPKqsdrUfTilzveSUmnEyQRdCCCGEEEKkfka7lO6KFRSqkUur2MPPXm1HGE2ELPYZ+yv7P769gPbB23UDYNrcVVe0PeFKnzu1dE8geYg2QBeu9mhFSiwvOkx0mQDZfMsOb1pCP55wLtoo/DQ8WH2UP8eoXe2HU8qalNxfq6hM0IUQQgghhBBpV5aZ7vfZAR2bN6hi5Ajl0xUxNmr+6e39NmX5qOShcMz3YlndHxC3Mz4XN9Uepfj/DVAuKK6QL6KOac8eKafdn3D4+erfIckttmFUjNpF/zelbPGSAbUGygRdCCGEEEII8f1I94uDI12g8fyqLkbrodXuWheMrn16e6u67iygdYXtxY4W13aH0BXhm1mv9iiF89IcMzQ7wXVBbofiM/XjgWZ3y50fCcEXHmW/UkXtav+bUrZXKbdaO2SCLoQQQgghhPh+WZ2ysKEQVHlQIsyoGgyIaXfaKPent3d48vkZun2wev3OktrS8KJ8wHBdf7VH+eMxtbNMsh0COcMqD2g7PeW82112V1wYCiynoc5O7apTppRdVqpGrRCZoAshhBBCCCF+HMbtjc9hD8Vy5bumhMLgox2tjRzBycM+RGn48e09CHr+h64pzPNcV1HrCjd3P/pFVxJ0L3TpSVR7tN+/HMUq1WoTB2YLrKLsrujHH887tXVTCMStDHcOqqN2tSlTyl4tNax2fpmgCyGEEEIIIX5cSl3Ko0DOX7LsZxV0V5q+NNoKPp3zTFJufHx7STOSm/MWJi5f0lCrhTNeV3/RWUHChKSRBKo92u+P/YyMydkdIJO1j2PVYfrxMKOXA+93gtddr48+6qJ2tSlTyhmV2lC7l0zQhRBCCCGEEOL/5dbVOQPtoEXdmieNmkD9mhWbKj6f3t7CeX95aXvBvkWnJ+peQ+T96Dz4qj3KtM+og0kFMz/IbVZjeecuKefdrb/Pe2kU6GonRySdVLtqfUq5IqXu1d4gE3QhhBBCCCGE+C+2Ta2TKAS1VpbdoJhAj1vN2hgN/PT2dpQ5VkvnBxtc983VXoCAV8HZ2KT2KNMuj2tFNtc4ALZd3IyyNtaPvxh9KcO+2RBVN7Dks85qV6tPKde9tEXt1zJBF0IIIYQQQoiPZbrIZClOUDqx8ALlKIyq23W20XQw3mtsh83Ht3clx51MujaweNnmv3R74UHo8z91k4CDnENmbf/J6g/H6m5JkKVLqeINDWyLF3civGDwT/Ck3Okmm06rXa0+pdyS0iXqZJMJuhBCCCGEEEJ8LiWvEoMxFGiffSpjoc/yVkOU0pCjjOdGpc/HtxdSK3whF+H3vCvParfApd63dtIdko9qGxKr9mhTH2WvUkM5D3ncapl1v5By3gOvwxdW1YAkh/jA2FxqV/0/9ZfzLd2jTkeZoAshhBBCCCHE1+J5020mdaFdXL1OSgRU7lp8tLL109ub0XP1Gt19OBJy4ayuMcQMj8uFv9qjTD1c5uaKKpYRnC2y5/UpqR8PKH3b5Uw3CMn77PLN6mpX+y+lnK70ojrLZYIuhBBCCCGEEN+K0892rckF9VtVaqrshnZF6s5Sbn96e+uW7p2nKwLbRh55rqsOwcFhtfmM9tI6syNWnez7QPbNFae13Jhy3t3Tezovbg26m2zTzVS7alDK+5Q+V+eRTNCFEEIIIYQQQi0Wbc1f4AAVTxZtoPwKgzd3fKq8+vT2Tlr75tdNgpV2O0yoBs8yvT6mS4Wrln81ZljjADkzVs3UwQiMXcwWWZzVT3ty46Sy8SnEx0VWCKmpdtGglO9aOrZuRpmgCyGEEEIIIURqYbTQ2AsT0PjkaUhDGODdLkk5AK4r0g0g58e392yPX28uw5y/1hbU1YMb6x7cZw9ou2i3kKz2aL8e+8Ee7rlsIeOMgoMqTNePhx5+vux2JwioeOv2aRO1qwWl/MIyueo2lwm6EEIIIYQQQqRamXAFyL7RoxUFofPCRtHKOChuWaA2n3EP9cQXS7fqOsDp4lcS2AHxYxPXE6f2YL8c41emVcwbQs63Vd07vGdV/Xud9l9btgl0vtrrySqOXyl/sUzzuvNlgi6EEEIIIYQQaY1LOqe8pIemptWiaQyN3at0Uhp+envLVm/tpVsOe26czMY+CG8ZFUGE2qP8fJ5HijWsMxasnzs/cV+uH3/R9OK1PVsg2jZYeVVEvTqV8sllJte9KRN0IYQQQgghhEjrbDZbLcUCqo8qlawUgN73Whyg2qe3t3fZqctcg/UD9zbWnYXX4UGzCFV7lB/Puk86Z/fJ4KkrHlSnlX48Ji5kjf8weP7H+XY716tXp1LBu8y+eg4yQRdCCCGEEEKI743JLJMTKFAisaAN6WDYzk5DyQWWsyweY/zx7d30fXiDcFiUadNUnsC920+jiQQG62aoPdb3UcyNXhqthFyFawR3ec+95g+fH362qjIk+yc0jM+gQp0VOpXxr1dPJuhCCCGEEEII8b1TDitLAfKM9fIC6Jm7+SiAvMW89n9Ke1E+McMAfvNdcQHg4qCb2QGSIpI2fkp7X5vLqLxtSk4Cp6lZKhd4ph8PWHUz/8l1ENbyZdF7Ud++PqXC/LKu9abJBF0IIYQQQgghflTupV26Egut19aeyguoPqXUDQI/vb259dddJjsccj/XEheILhiXkVSwSrp5H+t7jiMga/dyC5tu1Y9r/ZKyJC6DB00O/baiLRBJAE+/XX1KhfNlq9e7IBN0IYQQQgghhBDvOEywPUkM1MlbbgVXoOPkBt6c+PT2Nt0+mEBx2HLp8AKKQVC+0KfYqTAwD4optSHXjRonO98HZYdS3eicftqToid/+ys9JOSLLhH+DctTKiSUHVrfXCboQgghhBBCCCEMs0hvdpN4KLtXc1B3GoaV6HSLqZ/e3rlZ1y9QAlaM2/6ADvAk5pWpkhV00cR+i/E4NvIsmzc9uGbKd6P0Iv14yOYnVtcPwxu/+/4XF36Lit5RKhYou75+VZmgCyGEEEIIIYT4MEZBRvNIhkI1cz3mFPTb0jpO1w8yhbqe58HHt+f3S1BRssGsCn/mUubAtT/vVaA8aK9qNZ+ymN1/Mf7JvI3lQ8h+pdL4NvNSzrs/88DiP5YBxbRTtNFf/7gqFTuUvVt/nEzQhRBCCCGEEEJ8IuN30+isr90tuAgditd30nWG0r8WfsWKT2926ooV+5QTcKKl7wS6Q3zv+NPYfLmyPeeWDKtfDSwHOxxzCdaPv2h64cSu9BC7JmRWwIGvfxiVinPLmdc/LhN0IYQQQgghhBBflvNLh+bch0YXKxfRtYdmR6pXo9mnt7dq787dyiHY5XLCl4UQdjFyK1k+vT3ros5BHl6QaWWReTVu6Mejer/p+OIVvD5+JcuB3F//eCkVz5QrXl8rE3QhhBBCCCGEEF+XVTaLJgRClS7F29IV+u5oHaYz+vT2DiWfr8dyWPtwT2blBrwKC4ygwoc/36iT0UKTZZCjYrX9HTOmnPfo6OHsq3+B5BVJ0+N9v97xUSrGleveoLRM0IUQQgghhBBCfFsm64x1xEBR03zTdYNhUI4O3XXXwL6oza/c+/j27g96NoEesHD9X0MVZ7h97klDpR/oMugq854/BLg1yn+ibDTYe2Zql2uCfty/+I3Rx4pBREu/To8bfr3joVTKV25hg+EyQRdCCCGEEEIIobIeNEUHubZlOcN06Hq4yQztLSiky7mYwR/fXIJrYmOcYcrI5feUTnB+6vVVyjpIdEqKxP7fPPOMtm3TrYDM2UrPabhMv52kW3G5oh3gSejxoPV7AdDxFWbRSqW25c412Jd6JuhulzOUd9FB//MDQ3vmg3yd83vnLgh+8a9HBkTAvHxzvJY1gRuvr5ve7qR2tUIIIYQQQgghvrYM59K3YBs0b1v9iO4Z1B5VLkln8entLSq1MU5pCQeano1TAiDKOfZX5T7kPF+9Quc6KT8v3dOEyEuN4M2El8EvX8GTCo8cQt1A10jXSLfn88epVJpVLrZBlPoTdOWoclLZDvPmLur6Wy24v+rei0fLYU32VR02+kCZvmVmFn8DXc/22NPOGlo+bLa123SIfhi1Nnq32tULIYQQQgghhPhW7A7YVOEK1DQtE6WLgy7bGv2lm/fp7e1wOtZByQpHsjwpX7QpJJd0tPcO++/nOZ+0HBwaC8/SXSx1cC/4NX59MnLup9ehVDpVPldDH/Un6Dncc1zzqgZzQxccmXIIGj6pN6ldSYh1i30bd/bfvEVZl1pMmwx7bHctP3Qadt3Y2erAF/hLhRBCCCGEEEKItMksyPQRgVB6j7e3zg2Gz+x8UZsZFGvlIUn//fz460k2pkEwYMnO1R1Hfnodrw+cSr8qG0SvjpmW1Prjn2+CBm/KqXcg/+F+IlPLDHfhVfDLbX5aiG0cuybOBACP/63v0dqHj56OBfdu7jPc2gLRqaN+IYQQQgghhBDqSCDRG+BYjUsowIlWl4cYJ0D+PtkH6ypB76IttNoi4GWTKYK++s/f2vPmtBJTgcK4EP7pdZT0rlq7eB84rNlx+MwnzFNNFJ/UMcG1H2NvZLcbYnvElowtCspE6huqKyZ3dLuYBuDQ0bG5fTIoPozEVe3qhRBCCCGEEEKkFv+s4Hazz8MVCtCD8RhfAc+CGU5zC9q+qlNK2xjKnyrSWHcfThd+6pLnMybm/3jhGrcyd39QfPA+k/Dxz3/3DXpZtQ8fRF6ObB35ACzeWpa1WAJ0NlyXVXfr1VajIbJTxOioLEBx8tPx4/s7/OfxGlud1R61EEIIIYQQQohv6n+3SbuaXCnMDICqZ7p9wT4+cZ5tggZvJRV8g/56+6sK/qchU4dMrzNUAfMlFvvN7SF+WdywhEL/5nk5ZWudeQ8cMNq3/uhTQIP/p9RfZWaFgMZqD1oIIYQQQgghhJrWkR1yUH3FF90k7BPn2Sb4KKniEveHoQ9OPM0NL9O9MPcrC20OtnVoWg/WZFxdYON2KDW/1O6iGSHzfM/XmZ7DsbxHgk6XhdRSvxBCCCGEEEKItMnzpeXbe3vhRWzsuNy1PqMdS8tf7+2Fhz7K7E+ZpyqVIytUb/Sn+qu4/8P1kWv99Olg8IShF/v0ghzLcrbw2gQBG/2938yGeYvnjFzmCDdP3Hx1t5ja1QohhBBCCCGESOusK1q1MB0PGYuU8W87/dPb8bt8OsOagRB9LGZD4i8f/3ylSs4KQxu9SD0TdCGEEEIIIYQQQg0Z6mR8aRMLmU8X21z1GQT7xIxxTEw53/mK1ZhQU3he5mKTQ1nAf7efR5Tlp/efau5BF0IIIYQQQggh1OTv7+cdDQT47ojbXh28/LN5OHqA65JMG513/psX2O1Vs+B6cMHvcZ3Ql6DLpqvLAUADymf0r1T5vcLdxm3lG3QhhBBCCCGEEEJNJmh+zEXWauWrvaZKDfBY41HUvS0s9lmUe1VrtasS4uPUu1u/U42/oMneph3qOkH6Oi770y2FkD/fVg/LALvb7Xp8sB1seL7Oa9sz0FWhgk62LxCp3LCdI5z6+kDlmVX8yvmknDfoaP+Y0c/gunLd6fZhtasW4v1q9av1qspS6H9jkHOPC/+d//ynZ5dfhkCXRp3K9N+qdvVCvJ+8bovvkdsY11iX1fBzq4Hzu/eDvA/zbc/1G/jV9bsY0BwWTJzbY3k83Bh+Y84dly/X77t90H+ACXrOnjlzZ+sLpXuXWVJsG9Rb3qBejZmwP9Pe2kczwY9yHMT3IceWHD28TkD3az3/bLcBRiwa1mCSFzxceP/e422Q71L+rrmOwITZk3uN8IE7M2/Pud8Drg+97n1bznORymUs4P4iQwuYdXrGlMUTwHf95VXXj+rnhXQNsQ7zBbzwZrHaVQvxfsfrHjM7YwpXel/Jc2NQynm9M/xUuvNsuNbzavtbnkAmvNmndvVCvJ+8bovviXKY48oWGJV99JIB9eD+m3vtHrnCb20n35+bD0pvK2NS7A6MOzCx4bBfoHVUi8QeGSFaF30u5tnn92+i+OCtfMIG6mmN17Vs5bM4gs2ftjbWfhCy4+2C0DzAOMWFSFB8aPMjHAfxfQivED44YjqM7DgsYFIS3KhwrfdtCzBbZO5tNhlCb4fmDK8NsSNia8X1g/BfwsdGPgbFBztlj9rVC/F+7kXcb7v9BHfH3qn0sAsEHgh4FpRsIPHAu38UQF6/RWoXS+yQuHf/lo8zEC/Qr2DzPJfB7LHZVlML2HZmS/Y9UaD89mN8ThNpm7xui+9J9j9zXM26B7xGZcufZRQMdhjYd+xqiCsaaxEXCHvYleUQUPtRnQdVA6CStvLOsoGw++LOqgdffn7/P8w36Ac67ws/Chxg3xyGQb9OA0Z2awK4kh75Bl2kMUGRb7zf7oCgOW+Wvt0BjqedMjl0g7/abs689C5wiP1Mh3Wxa3Nv9YHnHZ7ZvKzIu/NciFTKZq9NhPUZsNtgF2k7Cpp3bmlbvyTkjc87K1d7CM0bejNsIuzssePBgTVwZMOheicd1a5aiM9jmsW0lOle6G32k0vn4TCu4hjbaUVBt063Q3cf+XwiUjV53RbfI/fx7hYZ+sLr068W+o2EuBqxJeJWAhog1795j/I/GvjUFDLOzFjP9Q+gAt789Pn9/zATdD3OOJMBcMUGC+QNUKRpoatDCANqDK06tnlGyF0id93sr2Fi+imBI23g9subr++uhUutLta+JpeUiVQqXaBzU8cR8Lr4Kw//QXBt39X5t7fA6hErlY2bIPeo3CNz1IX+yqAVPTQQGxvjGdsKzpY543TpldrVC/Fpmm1uMaTeErh5+0bPOxfBr9zregEPePdBUD6XiFROXrfF98h+nL21bSWI+T2mWVwBIBIbZuvnxdyOXhU7BBwKOOS3Hwxo8P8Sr9vvJug/4iUm5qTDGnDFHiveTdAzq12UEB/GvY77Lbd8YFTYuIyRMbwc/yLM7wZoSY7UAncm3uZBEJyKPFnxfB3wsS4yo9CvcMno4shrLdSuXgjDnmuePXwFdKQdfdsAV4E2/8b9urwm4DDk7ZAvIec2KP+8YmzpOXD22BnvSzPVrl6Ij2Oz3SbY+ig0N2t5roExdHXpdHGAP6DB74f8XCbSJHndFt+jyLjIeVH2YHnVMr9FJqC54fmyVU7ripZjIXJsZIMoBdDQ70u8fpvgo/yY+6AHkgc/UFxwxBa4r3grOdUuSogP4zOhSP5CXaBEoZIriiyHkT7DvSdp9fMsHlo0sYiC8HVhP0dMA0b/oL/vIk3IZpbtcJaC4JLHZWG6n+Hc9XNbfDvp58VdiNfF3wXL7UmZLW8AFZWRcl6LtKaqd/U1FXrC7Sq30t8fDIHTA02C1wMo3p+zf64Q35K8bovv0Wuv13EB3uBumamA232w+NXihfkliNsdPyOhzr95Xl29OmfuBQfa7L9wbDXgo3gryz6/fxPlR720+xK2yrtL3NMpsaBo8KaG2kUJ8WGu/XTV6FYM9HzV+2WHYCiTr2yB4kXhWt4r+W7mhAKFC3r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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.plot type: :line, x: :a, y: [:b, :c]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "#<Gruff::Scatter:0x000000016c5880 @columns=500.0, @rows=375.0, @raw_columns=800.0, @raw_rows=600.0, @column_count=7.0, @data=[[:b, [1, 5, 2, 5, 1, 0], \"#FDD84E\", [1, 3, 5, 7, 5, 0]]], @marker_count=5, @minimum_value=0, @maximum_value=5, @has_data=true, @increment=1, @labels={}, @label_formatting=nil, @labels_seen={}, @sort=false, @sorted_drawing=false, @title=nil, @title_font=nil, @scale=0.625, @font=nil, @bold_title=true, @marker_font_size=21.0, @legend_font_size=20.0, @title_font_size=36.0, @right_margin=20.0, @left_margin=20.0, @bottom_margin=20.0, @top_margin=20.0, @legend_margin=20.0, @title_margin=20.0, @legend_box_size=20.0, @no_data_message=\"No Data\", @show_labels_for_bar_values=false, @legend_at_bottom=false, @hide_line_numbers=false, @hide_title=false, @hide_legend=false, @hide_line_markers=false, @center_labels_over_point=true, @has_left_labels=false, @label_stagger_height=0, @label_max_size=0, @label_truncation_style=:absolute, @additional_line_values=[], @additional_line_colors=[], @theme_options={:colors=>[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], :additional_line_colors=>[], :marker_color=>\"white\", :marker_shadow_color=>nil, :font_color=>\"white\", :background_colors=>[\"black\", \"#4a465a\"], :background_image=>nil}, @use_data_label=false, @x_axis_increment=nil, @y_axis_label=nil, @x_axis_label=nil, @y_axis_increment=nil, @stacked=nil, @norm_data=[[:b, [0.2, 1.0, 0.4, 1.0, 0.2, 0.0], \"#FDD84E\", [0.14285714285714285, 0.42857142857142855, 0.7142857142857143, 1.0, 0.7142857142857143, 0.0]]], @color_index=0, @d=scale 0.625,0.625\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "fill \"#FDD84E\"\n",
       "rectangle 368.039,30 388.039,50\n",
       "stroke-antialias 0\n",
       "fill \"white\"\n",
       "line 50.2656,544.001 780,544.001\n",
       "stroke \"transparent\"\n",
       "fill \"white\"\n",
       "line 50.2656,452.201 780,452.201\n",
       "stroke \"transparent\"\n",
       "fill \"white\"\n",
       "line 50.2656,360.401 780,360.401\n",
       "stroke \"transparent\"\n",
       "fill \"white\"\n",
       "line 50.2656,268.601 780,268.601\n",
       "stroke \"transparent\"\n",
       "fill \"white\"\n",
       "line 50.2656,176.801 780,176.801\n",
       "stroke \"transparent\"\n",
       "fill \"white\"\n",
       "line 50.2656,85.001 780,85.001\n",
       "stroke \"transparent\"\n",
       "stroke-antialias 1\n",
       "stroke-antialias 0\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke \"transparent\"\n",
       "stroke-antialias 1\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 154.513,452.2 149.513,452.2\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 363.009,85 358.009,85\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 571.504,360.4 566.504,360.4\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 780,85 775,85\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 571.504,452.2 566.504,452.2\n",
       "stroke \"#FDD84E\"\n",
       "fill \"#FDD84E\"\n",
       "stroke-opacity 1.0\n",
       "stroke-width 5.0\n",
       "circle 50.2656,544 45.2656,544, @colors=[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], @marker_color=\"white\", @marker_shadow_color=nil, @font_color=\"white\", @base_image= PNG 500x375 DirectClass 16-bit 12kb, @baseline_y_color=\"red\", @baseline_x_color=\"red\", @baseline_y_value=nil, @baseline_x_value=nil, @circle_radius=nil, @disable_significant_rounding_x_axis=false, @enable_vertical_line_markers=false, @marker_x_count=7, @minimum_x_value=0, @maximum_x_value=7, @stroke_width=nil, @use_vertical_x_labels=false, @x_axis_label_format=nil, @x_label_margin=nil, @y_axis_label_format=nil, @spread=5.0, @x_spread=7.0, @marker_caps_height=26.0, @title_caps_height=0, @legend_caps_height=25.0, @graph_left=50.265625, @graph_right_margin=20.0, @graph_bottom_margin=56.0, @graph_right=780.0, @graph_width=729.734375, @graph_top=85.0, @graph_bottom=544.0, @graph_height=459.0, @legend_labels=[:b], @increment_scaled=91.8, @x_increment=121.62239583333333, @increment_x_scaled=104.24776785714286>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.plot type: :scatter, x: :a, y: :b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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   ],
   "source": [
    "df.plot type: :bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Categorical Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scatter plot can be differentiated by a category vector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='4'>Daru::DataFrame(5x3)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>a</th>\n",
       "      \n",
       "        <th>b</th>\n",
       "      \n",
       "        <th>c</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>a</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>a</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>a</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>4</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>b</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>b</td>\n",
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      "text/plain": [
       "#<Daru::DataFrame(5x3)>\n",
       "       a   b   c\n",
       "   0   1   3   a\n",
       "   1   2   2   a\n",
       "   2   3   5   a\n",
       "   3   4   1   b\n",
       "   4   5   5   b"
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     },
     "execution_count": 7,
     "metadata": {},
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   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  a: [1, 2, 3, 4, 5],\n",
    "  b: [3, 2, 5, 1, 5],\n",
    "  c: [:a, :a, :a, :b, :b]\n",
    "  })\n",
    "df.to_category :c"
   ]
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  {
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