{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get camera position"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Make a 3d graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'https://plot.ly/~etpinard/3222'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [\n",
    "    go.Scatter3d(\n",
    "        x=[1,2,3],\n",
    "        y=[3,4,5],\n",
    "        z=[1,3,4]\n",
    "    )\n",
    "]\n",
    "\n",
    "plot_url = py.plot(data, filename='simple-3d', auto_open=False)\n",
    "plot_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Go to workspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'https://plot.ly/3222/~etpinard'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = plot_url.split('/')\n",
    "\n",
    "workspace_url = '/'.join(s[0:3]) + '/' + s[4] + '/' + s[3]\n",
    "workspace_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Select camera position and save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAABZAAAANNCAIAAACGO8zBAAAAA3NCSVQICAjb4U/gAAAAEHRFWHRT\n",
       "b2Z0d2FyZQBTaHV0dGVyY4LQCQAAIABJREFUeNrsvXtcVHX+P/56nxmYwzDAqDM6yChHwSCvoKCU\n",
       "KHjJ0HTTXV3JW+qWQasb25q62UVNS8q+4uUTannJtCjZXSq38H7JVUpUUFQsKFRUbskAA8zlzHn/\n",
       "/jiXOTMMOJhl9Xs/97E5nMv7/X6e1/u8z3m9zuuCzGYzACAADB7Ab29tr/wY+AkH8Ach7PGw1s92\n",
       "2SP94X78/aJGUdTp06d79eql0+l8fHyAgICAgICAgICAgICAgOD3CLvdXlNTU/LddzGxsZjj7pWW\n",
       "rQQMAJhDCGFwWgwQQhhjAIwAAeIwBoQAY4QAMMIAABiJTXHCwQjxFgDEN4kBAX8gBgz8XoRkNgKM\n",
       "xF2AMHAAILQs9Y8AAXAACIPYtfg/AACOPxMQYEBYGLrYARJ/3TdqGFOUQqVSEWsFAQEBAQEBAQEB\n",
       "AQEBwe8YPj4+KpUKKSgAuIdatlLQ5DmMRRUfAABjXsfHkgUAYwSAOcAII/4AxG8GBJgDQIAFc4Nk\n",
       "DBF+CBYHvlnAIHWEAQvmBt6CIKr6gABjDguHCHYMjIXGMWDRliF2L+7lz+Rb5wQbwn2jhgAh/v8E\n",
       "BAQEBAQEBAQEBAQEBL9r8Mov5pVzL7TsFxYt8tQMBkDpb77Ja9lKwRAASDQW8NYADKKBQ2yU18uR\n",
       "TG2XjhE1ekmRd8Z3IHEDljwcJM0fS3+KDSIETmcI0S9CChVBvFlG7AqLHYmXhgJxQOI1QgAYIQoD\n",
       "d0+oIYQkajI+rVL7WWwVrAWU9P2chmxFwdEiS2R8nJFudUtLWExlFcAw2p/Udbsa8WZUv+RV+m2D\n",
       "ZUGp/D0TJCAgICAgICAgIPjdory83Gg0/kI2CyRaK9rUshctWvTHESMSo6NbNnLw9OnFL7zA2yyU\n",
       "QjAGr4GL/0ccACVEWmAQ9HwMCIBDWDBDCLq+6NSAhSb4OA9heNJm0VwgtIAQxWGMEMKY431DMABC\n",
       "mOOE8SPRZQEwYIQEdww+WETcyBstEELFV67s37fvypUrDQ0NAQEBkZGRY8Y8GhHxAIc5hNCmTZnP\n",
       "pKRgGTVhdLxt507UEKCCwoKoAQMAA0Z4+hPT/f393313S2vU+IsHABg4ANSGh0VJScmpU6cqKyub\n",
       "mprUanWXLl3i4uJ69erVuvRNn+UY/tyUcWVaSuj9m+uWsqN7T5T1jUxsY0sLVGyKC06lt9/Km224\n",
       "+57b14gXo/pFr9LPBlPeexsPsokpT8XrlD8Pl5Jda3bVxM1PG637tVxeAgICAgICAgICAgIv0dDQ\n",
       "UFtbGxQUFBAQ0K4Tv/nmm4KCAofD4bZdoVBERUUNHjy4pbUCYQCMecNAG1r2okWL/piYmBgdXf3Y\n",
       "Y2C1yhuhOnce/eGHGGDRokXpb76pBFm0g+gqwDk4/Fb6WwcPHpwxY8bs2bOFMAoxPAML8ScA2MVc\n",
       "Ak7vAuwSPCF6cQAf54HQhQsXbt68aTQaez/YWxw37xfiEnuBncyk5iSHB4wQajSb33777ZMnT2o0\n",
       "Gj8/P4qiTCbT4cOHP/vssxEjRjz//PO7du3Kysp65plnxPM4LLfxYGibGkJoT/ae9evXp6amPPHE\n",
       "NMDg5+dH0zQfwdKSmtO7Au6QSKS4uHj//v0jR47s0qWLr6+vzWarrKz88ssvHQ5HZGRka5pjnass\n",
       "5Vrr14VL3mtK2fBQFN3qlnujvZbnl7B03xiDsvUtP0H33rRkkyll05KfPmZpVFBTdPDgiYKSCjML\n",
       "So0xMnH8RGmobEVBbu7RgjITC0DrIuPHT4xn6J+y6x5dE0tZXm6+OWbiaKMX57OshWVZC/vzrXAe\n",
       "Gr+HQicgICAgICAgICAg+BlRXV3N/7e9BouzZ8/yenRqaqq0MTMz0+FwnDt3rqXBgjda4Dtp2YsX\n",
       "L/5jYuKIgQNrJk7EjY3NGF9l2fN2e38fn3AfH+XNmz9Om/bIhx8CxosXLaKwCEl/d3DcqlWrvvnm\n",
       "m+Dg4IMHD4KonYuhKJL7BObdL4S0EcJfQmNYZsyQb8YYcxxnqqszhoTU1tZevHSR9xjBGGOEXQaD\n",
       "MRJcPmQtO7uB5ubmv//97+fPn+/Ro4fBYDAYDD169jAYDMHBwT179jxz5sxTTz31xRdfdOnSRaIm\n",
       "cyIBYfCtU0MA+3JzP/jggx49emRlfbx3716McXR0tFqtbo2ac+hY8H9pzcPixIkTI0eO1Gg0mZmZ\n",
       "69aty8zM1Gg0I0aMOHHixF2plBXHz2/+4GaZpY0t99BeEdnCXhF5T1TXiqMZm9/PvRdjdo6KrSkq\n",
       "qqDD40YnjY4Lp8uL9u7ILuE7YMtyduTk12j6xo8eHddXayo+uGNXvukn7IJ7dE1Yc0leQVGZ2Tsb\n",
       "hC5+/rJlaaN/UdPBvRQ6AQEBAQEBAQEBAcHPhaampsbGRgBobGxsampq17lyzwE3cBznyVghKb+t\n",
       "atmLFy+eOGwYb63gTKbbHLeLpvN0uolffPG/oKDNLHvL4XDwNovBg/8QH68UAiNACOTgHI7V6enn\n",
       "z58PDQ212+0JCQm8YUQIfeCAjxIBwJy8kqjgJYExFhJtiGkkxAGK2T8xAEUB0z20wdzQtWvXioqK\n",
       "S5cuP9j7QYwxH6whZAblMABwPEuEEObrgCDECQErCMHajLVmszk4OLhTp06PP/74oEGDFAoly9rP\n",
       "nDnz6aef+vn52Ww2nU5ns9k4wTDhdInA8kF7ooYQHP/qq3cyM0NCQgIDA/39/d97772goKBnn332\n",
       "o48+xJKlwpUaQhg4yXwEbYSEVFVV0TS9c+fOtLS0wMBAAFixYsW0adOqqqp+zdP9Z/Wv+HnGqYxM\n",
       "ThNdVuKijDvWZJfkV7DhjBKUTFLy7NFGRqsEAIgJZ9fsKs4vM8dEae5y16/7mvys04CAgICAgICA\n",
       "gICA4FcIuYJZVVXFMMxdNJKZmenNYUhUf1szICxZsvjx+GGjYmNrJk/mTKYSlj1vtz+yfHlgcDDz\n",
       "0ENjly2jFIrCv/41WKFwiH4WSpCVwHBwXHp6ekFBQffu3QFg2LBhf/7zn1mWdRpJQBb64RoE4syF\n",
       "KYvfkP8rxWFwHIQYQ27cuNHQ0NClS5eKioriy5cjIyOxS4SJrAHJ/UMaKsB333139sxZo9EYEBDw\n",
       "/PPPa7ValmX5ocbExHz//fenTp3q2LEjx3F2u93p8iAzWbgM2pUaQpB/Oj8jIyM4OFir1SoUCq1W\n",
       "y3FcRkaGv7//9OkzpGviRk0qZSIab1r1sJBGK3fLkTa2BdPqCe+lfWuzgiLikcjVG4dODJW0xspJ\n",
       "hncAAMBvceETs923zFxmOp38QnFeYXOlFUDlO2BM5LI1ccLppmurnz62+vOGOoCg0E4pO/+0egiU\n",
       "7934XgEd/9RT0td7tsWHdfkWS97q5LQdeQVXKq0Aqi4DkmYvy1g2kfEU3VGRuzplScanhZUQFPHo\n",
       "7GUZq5MjpcOOTerAX7PQxZfLVnsKj7EcTTaMyIn7siI3ic+/acpJMkwqTjlXnMHHkrCtOQDQNC3f\n",
       "pJHdrrRWpwFgRbeGu9sFbfbechaYig/m5OaXmVigdZHxEyfGyzJYlmetXsb3F5eSlsgezd5bVF5h\n",
       "sgAA0LrwqNHjR0dqlQBgLti0JodNSpsfpwVL+cHsvUXlNSYLCwBKLRM1emJSX962YinJeS+7oMYC\n",
       "AEqNMSppMr+DrcjL2ZtfUlFjYQGU2pjZ88cblWxFwd69B4vKzSzQOkZnBqDviiABAQEBAQEBAQEB\n",
       "wX2AzWazWq2NjY0NDQ3SRrPZXFFR4e/vr1KpfH1973mnCCHePoFdFGOZAQHDI4MH/zhtGldTAwDn\n",
       "7fZH//Wv2uvXFb6+AKDw9aUDAy2iQYG3WSil5BccxqtXry4sLOzevTtFUbGxscnJySzLCnkuBVVe\n",
       "KOUhGheQU2uXp8vE0m8AxNfyQEI5Vb7yKuZCjMby69ebmpu6dOlSWVl5pbg4IiKSr2Yq1t3gTxfK\n",
       "lEr/AmBA6Mjhw1qtFgDGjx8fGBhot9sR8BVRYfv27YcPH+7atSt/yYQAFZkdBSEkjbElNUShixcv\n",
       "pqend+rUqWPHjgqFAgAUCgVv/nj99ddfffXVPr37CIEvLajxeUQQxt6J08Wi4V0NVO2AyLQFAXD1\n",
       "2qY1FydNUJz7Jl7M+BDw3LtxcSoAWhUlWDFctpi+ufbpN7aEp6KXRKgsV2/s2Hh+0vHajwonJBua\n",
       "smbu/edx7TNvDU/sAhXnTQaDEsBsqjEBq6wxOxXVshb2CvkWU3HOp19XJDzzxpJI2lJ2dMe69ElH\n",
       "iz8qzkl2y5Fpyp0dNfZ904Cpi9fGaYtzMtY9EVVsKc6dLZgBIp7bviyOBqC1Ua1Y/+io5DjVx3lZ\n",
       "xZakOBoALMW5BVZVXJJo9Gg5TgDWYjZVFB3dW8zq4hM9pYYwlRSbQBPDaH7qLk+9e4S5OHtTVjFr\n",
       "jBodb7CU5J04+N4uOu2pGLEGijZm/GiGBgDaoFWyxSUlFWZjVHykgbbUlBXl52VtrJk4f0aUa8UU\n",
       "tkY4rK9Bw9aU5OfnZ+9Q6uYnGZQASo2OiRodo6OhpvhEXn72Dtowf7ROaakoKCo3CaeYWYNWCaaC\n",
       "Xe/llIGhb1ycUWMqKyqocTFYeE2QgICAgICAgICAgOCXxM2bN81ms91u9xiygTGurq7mU1pQFOXj\n",
       "46PRaHjF2SP4ZIut7WprHNhdy5ZXB+VEp49rLNtrxIhze/a4nb2tsXGAj88gX1+uqkrJYUAYgEL/\n",
       "b83bvLVCrVZzHLd///5du3aZzWY3qhRFPfnkkzNmzhQdPTBGzpgIKZ2G5ATy7ZUr5eXlLXV1mqY1\n",
       "Gk3Hjh0RQnq9vrqquqS0JKxnT5CKjvDVNjDwCUZFuwjGGCiEr12/HhAQwHFcdHQ063AgAA4wBeiT\n",
       "Tz45dOiQXqfjDQ0A4OfnxxsXhPqvvMFEzE/KiaVHgEMYMKLQdyWlK1as6NChg07WCG+z6NSpE8dx\n",
       "y1esWLVqVVjPMAAADjDiMOYtKUIcC28FwdizDYLDjjdyF/3AXF79dR4wMGfnOGEHA/yWVV/+459J\n",
       "b1JI0Yq9ImVlfEooAAyYGPphjwXfZV2JixrA71InTug1UdBg2WL3LVABABCQ/MJDKaEAMDBt5omo\n",
       "IefTXr4xcYPi6HlQjYnPWNCdBoA/84dr+s5I09WATtJLxQ/rxhb+FTIDAJO8ZEkKAwBpabOXREWn\n",
       "py3Jm7gjTk6geFPa+5Whz53Ky4ijASAtOSquR+qSZUeTdyQCAIAhcWLyxLYrl2rjZsfBvtysYktc\n",
       "FA1QdvRoJcQli3YbD6OqObhx4wkTAIBxdEpiS02brTiRlVujDJ/c0pbR3l0eemdZVqn0cHJusUUT\n",
       "lzI7yaAEiImkN2YcPJFfEyPW4tCE9+0r+Z2YAQC0fRNHx2kBID4xJnfjprzcg2V9J7c06kiHxfXV\n",
       "bczILSqoGZ1kUILSED8+iT8iilFu3HSiuMQ8Wqd1PQUA2Iq9B8tYbXyK4FkTFxP+3uosc1sECQgI\n",
       "CAgICAgICAh+BejYsaPJZPJorXBXSzmOZdmOHTu2cUxMTExeXl7L1iiKiomJaXm8pPy6adnOdAye\n",
       "oPL31+h0AKDu0IFzOBRDhz67ceP/jR4d2dioAVBKARdnzp7p1q2bWq1GCFEU1aFDB7Va7VbCBGNs\n",
       "tVoPHDgwY8YMp8+CayQHdhkx1NTUdO3a1an5i5YViqJ8fX15SiqVqmOnjrdv3+7Zs6fYrFQbFQE4\n",
       "i7iKpTmQpAMqFAqO46TYkSemPTFz5syWY3YO0umYgtxDORBcv17+2ooV/v7+Op1OqVQK5/LXUaVS\n",
       "KpV6vZ5l2RXLl7++alXXkBCnHUVmNJIoIOQhh4XNYf2u8vLiGQutuNGDtJB/+q41NoeVVqrvNMcM\n",
       "g7t0gSsFlXc5mekBA5cMPj/neEkxxCUNVmz+/FDyW/Grn+4VKRkLlFqDzDmCLc8rY+lwF3uF+xaX\n",
       "9qPSlgxJn3M0p9gSJ2um7GjWFYh4IyWOlkwcaQmpTxzNKbYkel0bxJCYkgBP5OwoXp0RRVcU5F6B\n",
       "AWliJ55GpY2ZPMNoqikryMs7uOk9S8pTLjkqTQVZOw5WaGNmT+7r7kTR7l1uvZuLc3ZkFdTwURxx\n",
       "cVEMXZ6bnW+Y8dRoZVmJCTRxfbXAhwHRDKOB/LIaC3hRnVRpiI835O0tK65hPfl9iNAYjTQUVJhb\n",
       "nK5jdHCiwuSxtIi5rMwM2vioVhwo2hY6AQEBAQEBAQEBAcF9A03TPXr0+P777+9os6AoqkePHjTd\n",
       "lgo2YMCAAQMGgGsOC3nFkJYGCyHEwVXLlvwPPGbx7D1O+IQfMXp0ybFj41577Xp+fvCPP/r7+QGA\n",
       "kHQTEBo7duyFCxeQkH0T8U4QHnQgjSYhIcGplwsn8Lk1MB+XwZsDeDMKwzBmcwMGjIREl0LEB8dx\n",
       "Fkuzv7+GHzvLsiEhIUKrCAFg3q2CP02kiqWQC39//8bGxtraWqvV4qP0AdGqYbfZbNiOQEyCKXUo\n",
       "xm4g0QVEHCcIo0cYONStW7ePPvromWeeUSqVGHBTU9O4xx4bOWLEkSNH/vvf/6r9/RVKhVqt3rx5\n",
       "s81m4xwcPzQ3akjm79LSYOHgWI7jquxlTVxty8urpjpwHOfgWK9mo0oLYAEHgOKuprMv00UBV5pM\n",
       "oJr4wZ+2Lzy05OUDD758bMhTcTvWOL/tOxXV/DILzbj6V7htcYOWMaiguMwE4DRYWExlJgCDQeZC\n",
       "QRsMQVBQ4XLYHS0WSWmPqibl7ChencEUZOVBxLJEpo1RKbXGcK0xPLJvX2ZXRtaJ3JL42SJBc3H2\n",
       "ezklEDn5qfHu6TbuYpdr72zFidxi7eSF8yPZ4qM5e/fuygMAJTN+vE7JVpgsAOa891bnudxeZhbA\n",
       "G1MArdUoocZkAdC0ZdigaeANIkowFefuPVhQUiPVYPF8ImsxWQA0ulZWrjsKnYCAgICAgICAgIDg\n",
       "/sHPz69Hjx5lZWVuzgdyKBQKhmH8/Py8bzY1NfWOqTcl5ZePmZC0bMwnb/AibUJ4QgIA7H3xxYFi\n",
       "yImQdBNz3OzZs3fu3HnhwgWapq02a2xsbHLyE6KLAAbRgwNjzLKs3W4TIh44jBECjg8MkTtb8PVD\n",
       "HUajkaIoYdhSIwAY4xvXrzc2Nfqp/RsbzVqttmtwMOtgAWR+ClJwBV8iRPRlQAA9w8LOnjmDMf7q\n",
       "xP9GjhjB1xXlRMMJIEQhClyKmIJUu0Sq4CpSAzElCMYOh9VqEUSLwWq1JgwbbmfZxMTEf//732q1\n",
       "GgAcDofVauU4BwByuldgJPTGj5D/6SknBQbMOTi73W7jrC33+lB2zsG55R69M5RebGkJW0WdA7Rq\n",
       "LQDQutkbp85eWZO15ljKmuNx1sCyd7tr3RTVEovSzV7htsUdpgqTFbQGrauizWgBTHLzhKWios79\n",
       "sDtCm7hkYtCIrE0FS5J3HLVGpEyM9GpUGkO4FkpM5WaIpAGArcnblVVkNibNb+FBcVe73HpXGpLS\n",
       "FrKgBIDI0bMj400VNWZaZ9TSAEBraQCImjw5Rqt0sUN4x99iNrNAa+7gk+IMRDHlZWXl1RhikiZH\n",
       "GjRKS8nerBOWVmwcWhrAUmFmQaP0ZK+4g9AJCAgICAgICAgICO4r1Go1wzClpaWtHcAwDK/b/gxA\n",
       "ALIcFryqjAEDh8Fdy+WrlFIKl8/vlcXFppMnjf7+/J+UUJ4TYztrnzlzVr9+/SwWi0Kh2Ldv34YN\n",
       "65ubmxobGxubmhr5fxsbm5qb7DYbXweV19OFnBPYDYJ5wG6322xWq81qtfKZSq1Wq9VusxVfvlxZ\n",
       "XaVS0eYGc0BAQNfgYDvLYoywWDAU8/lFAYtmBmfLDo6LHzrUbrer1eqPPvywqqoKidYMjDFC1M1b\n",
       "N5955pnUlJSGhgZxLHwDQg5OsQirWO+U70f8KZXqsFqtgABhzHGcFBvCsiw/JGFYYlCNSFvI68FH\n",
       "6XjMoykYLDzBbrdzDq7900JrUAA0ldW1tcUdV7/fdByCBvdwOlNodckrx24aDnVfX6sAANZUUWFi\n",
       "ZYpqeAzjZq+Qb3FHWe6mYxAUNzGS5nM2WiwWAGASkyLgyqZNBaK+XJaVcQyCEidG0rzVoqLMJFfM\n",
       "ywoKKoRDnY0AgDZuyezQyqxlqzNy6yImzo70blTm8mITgMbAUzYX5eRW0JHJyXEtwjDuapen3mXJ\n",
       "K2itwchbKwBAwzAaMFeYNUY5dBoAAKVWCWCuMbcuO1NxfgUojZFaLw0HbE1JDdCR45Pi+oYzDBPO\n",
       "tH6ihgnXgqkgr8yDQePOQicgICAgICAgICAg+DXYLBQKz374CoXiZ7JW8O4OrWnZSLRYKEJD+eO7\n",
       "KZWlx4+7NXJs3boBPj7CUENDlbyKjzDmHNiObTNnzvxg5weF5wsDAwMPHz7scDhSU1I4wWDAp8JE\n",
       "nPAvIHEEmK/QIWbLBACMOKGGBsZ89AUgAA4AACmoK8XFtbW1BoOhsdEcFBjUtWtXG8simWcFIEHl\n",
       "RxwGQBiJsRtI8GUwdjNGRw+8cOE8QmjhCy9MnzYtITGBVtHNzc1HjhzZvXs3x3EOh6Pw/PmhDz3E\n",
       "cVhqQyhjIuT8wOLfTmoKV7MPxsABKFzrjMhMFC7URDcL4OuZtmqw4DibzWZlPXhY+Cpt3qRIaWmw\n",
       "6N89FM4vmXnIMlMHV2romQkpLbYkAwCY0qZ8XjylOwM1ORuvHAPt2pe60lC7Y/7p4oiuUV2Ulqs/\n",
       "ZBwH1YQuBjAX7crILlNGzliSHA6CompsYa9w/9RemDZxYnFyEgMFORmbj8GQtcviaACtgVHBpxnL\n",
       "NkWuTklckvHkjrHr4hJNaclR2uKcjM1fqx7dviyRBtBGJYZC+pLkFMvsKCguoGcvY5ZETtpHTz1S\n",
       "kZVIuzRi4HNkrEtd9ylEvOFur5CPc++OgxaD0ajTsOaKkoKCMlYTNTpcw2v9eeVAhxstZUVFklFB\n",
       "Fx5uoO9uV2vXxCOUhsSk8ILs3E2byqL6Mjola66pgajxo41KAI0xXAN5R7NzLFEGqKmgY8ZHAQDU\n",
       "5O7YVdM3XAcVRfkF5aAbPZqhhXycd+xNF66FkqKcHG1cuIFWWspMbBsDG9+3aFfBro2mqKhIg4Y1\n",
       "lYhVQtpFkICAgICAgICAgIDgPsFut7cWEuJwOOx2u49oFLjHBgtwhjG0NCAA4C9Onhy3devtv/yF\n",
       "LS3t7+PzSWrqrN27uw0aBAAOm+3ounW2Tz4ZQNMAoHzggY5btiidARMAmMN2u33mrJl4Jz5//nxI\n",
       "SMjp06dTUlJkiTClCqocn15C8laQ7ZL9QuIvAGewCIfr6kydO3e2WqxB2qCuISF2u915kEsb2Hkm\n",
       "n2xD3MA5uBkzpq9dW+VwOBQKxebNmzdu3OinVjc1NqpUqs6dO6tUqi5dugyOjeWwa65NZ6pQABl1\n",
       "F2ouhgneY8LVjME5M2vKW8UcH7iCMIcxFk1MLQ0WDs5us9vsHirE2Lm787CgB8TmvFWbvPLKPxdc\n",
       "gS6dnvuDgx7uvoU3UkV1acha+b9KK3QZ3GPtJyPTIpRgcZgqKze9V1IHACrfAVOiczf00gJr1mmh\n",
       "TKnTyBRVuoW9wj0mISjKUJG1LLXSCl2GTF2bsyktkgYAOjFj09SytKzVOWmzE6OSdhR8aUhZsin9\n",
       "7++DKjThuY82rU5mAADoqCU5a4uTl23+ZypAlyHPTYS4SEZ1lI4ygHsjBhqASV42dcnYjyPTkiNb\n",
       "HRULWo0lv+hEkQUAlFpj36TJSXF82gnWXG4CsJQczClxjl8Tk5I23gB3s0vX2jVpBZq+yfOVB/ce\n",
       "LMg/WAwASo2hbzifk0JpSEweXZN9tOBELgBtiIpkBVOC1lx0ItcCQOsiRydPjNd5bzjQxsyYXJNz\n",
       "sODE3iIAACWtNTAG2vP5dPjklBmGvQfzCk7kCgcbw41060InICAgICAgICAgIPg1QYoPaG3vz2Sw\n",
       "ACRPruluQFi1atXSpUsBgLdZhJeW2m7f3jN6NO7Vy4em627dCq+tHaxSAYBP374dNm7ce/Ikqqqs\n",
       "xGIhDqEsB0I+Pj7Z2dmnT58eFj8saexYzDmwkERTHAmftNJlK9+C4GMgbhczXkpFWAEoiqqoqGio\n",
       "bwgMCgrpGmy327H8cLHghtMQ4qwWAlJPAEBRFOtw7Nmz59y5czabjXepoChKoVD4+qpiYgZNmTIF\n",
       "EHAOLKszIl1JWRpQV2oKCqU++2xwcDAA3Lp165133uE4TFHo2RYbW1LjB8c7c9C0qvjy5QFRUSqV\n",
       "Si5Fs61u9jsTnp4822y/7UGJ9en4bvaOHc9+rvENutfzp+KDj4OfdmRemZYS2r4T2bLsNTuKjTMW\n",
       "zginW9sCABU74oLnWDJ/KEhhfqHbsGxHYmSaNqsshy+D6nFUvxh+1t7NBZvW5LBJafPjtPdt0bu/\n",
       "l5eAgICAgICAgICAwFv8+OOPN2/e5H8HBARotVqTydTQ0MBv6dq1a6dOnbxvTUq3aTQaJ0yY0IYd\n",
       "pLCgMPLBSKvF0oYBYenSl8YPHTru4Yd5PwsAuM1xLMb+FOWPkGSt+Oyrr3Lz8pRiRAcnRV5wHNhs\n",
       "1ilTpjzxRLLdztpsNinuA5xxGkgwlnAglN7g/S0wJ/iACF4CfMwEx1sc+EyXHOcICQlB3RDHYZuQ\n",
       "vFMotSGwkHlt8F4VCAB4DxJxN0aY4zhEUbNmzho5atSZ/Pxr1641NzdrNJru3bvHxMZ26dLFZrVy\n",
       "HEbYGVTCR7+ArJ4K9kBNAbJUCSBzI3HZiD1Q4+0gHHBCpAnyEBKCAIXqemz+ZFtrYmY690StFqm9\n",
       "L4pqRX6JRcnEyfwrWmz5RWEqyMkpBijLWv3PvKi1BRO1v4ZR3edrQggSEBAQEBAQEBAQEAjgVVea\n",
       "poODgzUaDQBotVqz2Xzr1i2LxeJUbL1DWFjY1atXWZaNi4tr4zAhLYJnLdtpQHht5WsvL30ZRD8L\n",
       "x9WrctuJsk+fDuvWffbVV7l5p1auXKnEUgJPJCvwgUHOATkjH5CUwAFEZwpwsQAAciuuit1+YIzB\n",
       "ZrO5qPB84k7ZUVj+y4gGAAAgAElEQVR+FnJ2I1oHnCNptlj0Ot2ECRMoiuKLvnIcZ7fbLc3NzgZd\n",
       "qTkDTzxRwxhv375dGlxzUxOfTVO+sampSVYPBTw2jjEgoFoaLBSUcuHjKxptDRz2EPpBIcrfN0BB\n",
       "/YqSBAiKakwLe8X9Cg2wlGUtm5NeCEERj7+RuyMt8lcxqvt8TQhBAgICAgICAgICAgJJQ8U4JCSk\n",
       "Y8eO8o0ajaZXr163b99uampqV2tjxozx5jChwqhce2/FgLBy5WtLX3oJY/zY1q0t28k5fnxfXt7K\n",
       "lSsxBlRRUSEmo8TOCAcQUmjyrhuI74X/F2T1OsUBiIk2hZybQq4JKWZEihbBQilR3lVCCNRwdiEF\n",
       "gPC9ixEqzlAQ5GxWbAWJlgPEJ+XkM2cgcUj3j5qfH118pTg6eqBbdBCHHTaH1cGxHmuXIkAKSumr\n",
       "UFFIQW4zAgICAgICAgICAgICgt8E7Hb7uXNnIyIetFiavdGyX3r5pdaaem3la7yWreQ4QdEWqnEK\n",
       "DgGYD2vgZJkuAWNOzB+BXZ0LsDNjplBiFUmuC5zQqjONphhDIcuz6ZLCUswn6uJdgfmiJNJJotVA\n",
       "NhA+kYfwQ0qlcb+oYcHG5O5hQSEFrVST2UxAQEBAQEBAQEBAQEDwuwFCCEtVOb3Qsl977TUQ9zr1\n",
       "Zt4VQPRLUCKEpeQLgklASpbJuw7wHgsACGHJNQHkeTBd/CEE9wcxDwUgKUiEP4/fyLfNR2sIzUoN\n",
       "Ca4k2JWMLJkngHAdxASXfHAMAudvAIwE2819o4aBUlB8EROPtUIICAgICAgICAgICAgICH4HwBjz\n",
       "yi8WjQ33RMtWYg4AcdgZWwJ8UAPH/8AAGDgkJrvkc0ryhgAQgyAwxmIVDswJFThASqohWUuw4NiA\n",
       "hcgWMdUmdmbXBLEWKubTcQDiRMcIjg8DEfwiQEylyYk5Kjg+6EM4m78E+H5Sc3COwIDA2trajh07\n",
       "KhQkvoOAgICAgICAgICAgIDg9wmHw1FbW6sNCuJYjoN7pmWjGzduyuqFIjFlJnKNtxD386YQoUWZ\n",
       "XQRcyo4KDYh2A/n5IGXAlOqoCuVOZA0JNT2QMwLEaXiRfrgPS3a8VAoE3UdqCAHt51ddVVVf38Bx\n",
       "jt8Ttd+x1Ag1Qo1QI9QINUKNUCPUCDVCjVAj1Ai19lJTUFRAYIBer7dYLJK/wE+nhm7cuCGFM4BQ\n",
       "3ALJuWPnGLE4SBATZQiBFkjKoSEFdWAAhLEs/gKJiSiEmqUYizU/+aIfCMmGAeASyCJkvBRZisVS\n",
       "QAwTQc4AEmFQCKRkE/ePGkUhX1+VQqkkASEEBAQEBAQEBAQEBAQEv1dgAAfL2mw2B8fdQy1b6SxC\n",
       "6rRzYEmh5400sj1Y+i0Eb4AQzCFEdIhniLYAoUvwYFEBWaQGkpUuFYeOhNKtzqKhkvXC1SglKyYK\n",
       "QqwHz/x+U3M4cHOzBSGZgclJDWRlSzzVC3Gxq7j90eLM1n/Iz0fyUq68G4gs+4nboJxGIMnk5j4i\n",
       "RKgRaoQaoUaoEWqEGqFGqBFqhBqhRqgRavIf91DLpgSrAcZuyj/GLlUyAIDDWAxDwUIVDr5/DIAx\n",
       "J/4WGsMYAxaOAaFqB5+ZQrI7SKU3+NPBWTUES0c7exC3S2c6x4aFwfKdcWIND0KNUCPUCDVCjVAj\n",
       "1Ag1Qo1QI9QINUKNUCPUfqPU0PXr1+VGE7kNx9VKAy72FflhSIozQVI1T8Dgas5x2nKk0A+3mBpZ\n",
       "jlBn4ApyzSbaIqhG1rXM0uNiiSLUCDVCjVAj1Ag1Qo1QI9QINUKNUCPUCDVC7bdGDV27fk2MJBEb\n",
       "FitdIL4aKJZcSRACEDNESJkzZAk0ROJiTgdwJqIQDhXtPa7nSnEqWJ4PAiNnG2LGD5CKkTrTXbhI\n",
       "RqpmKmQIIdQINUKNUCPUCDVCjVAj1Ag1Qo1QI9QINULtN0gNXbt2TSyDKiYBxW7mmpamFWc6CJAn\n",
       "ypTnvpTZUKSspQgAkFCQVH4YvxGJKSvkhhqXfJotDElCJy55Td3+INQINUKNUCPUCDVCjVAj1Ag1\n",
       "Qo1QI9QINULtt0cNXbt2VUyBIa/RIWXmdLWwYFntDQwgK+yBsZTqU7bHyUOwmLj00sKMAuBSb0Pq\n",
       "xv14cTyYr+QqFW6Rg7/E95TamTNncnNzT58+/WN1NQB00utjY2OTHk0aGDPovlOzp04VisxQCsw5\n",
       "sN2GEAUUEkKClErk2ohP5sf3S2q1tbUmkwnuBK1W26FDh/s7ITmMb2EfB6Y8UlMC7kLZFGKtm58+\n",
       "ITvuntKQsNgeEnN31D47e3H+e/+S9/l/T/1pwqA+v657zVJPXThEnS6giqo45MBqBeg6Kob0ccQM\n",
       "dQSE/u6XEeuPt68dOXbjZF791XIftdr4+GMPPPaoivZrL7X6hobNmzadO3fObre3cRP5+PhER0en\n",
       "PJMSEKBpF7X8M/n7cnPz8/NrqqsBQKfXx8TEJCUlxcQM+v/n4k+o/WLUPD5nH01Kihk0iEjNG2oY\n",
       "YwdGCsAUhX4xapxbp+ReI9QINULtZ6N25uxZD+pYUtLAgQOJ1H4T1M6czc/N3edBgoMGtUYNXbt6\n",
       "VTd1Et9mzSc5GLD+z8Kf1R//BwDpp06U/8nbZQDLioiKOUklQtilmisCwHwYDO8ZIkt6KgXSIMFz\n",
       "RFbVlfddEc6VjnP6oUhBLYLHCL8BY8laJBZyFcUh1kbFWKpJi7AsFKctapzDsezVV3Nzcz1qBUlJ\n",
       "SctWrKAo6j5SY1OTAWOgKM7SjHxVPp0NnNWCbTakVCKl0lFnwhwnt1ko38lql9SqrPWrjr2xJ6pS\n",
       "aoGj1JUd0rFC015qZWU/8C1EPNgPAK5cviC16balR48eP0VqP31CXnLQ9ZRvGwqhr90yUGX9iRNS\n",
       "eetru64f+PgHHl6hvP1D7ZRt7aV2rdo07JUNrQ3yxIr53fQdfg33GnWtUJG7BX1V6+jkUzs2uLJn\n",
       "kM3PoXaUd7hWp70QoB6W1NRnPKJ8fw3LyNmzZwcOjC4qKho8ePCJEyeioqLzz+THxsbmnTr18NCh\n",
       "R48cSUhMbO+EvJK1J3/ze7a6BpVK5a/R+KloGiFNeI+I5xeoDAalj9J7am+++ebRo0fdBO2s7u2K\n",
       "ESNGLHphkZdSc7Dsq6+8sm/fPo9z6dFHH12+YgWlUPxKFv9vTx8++fl2+QgfnjDngZiR93Dx/wnU\n",
       "6s99sPYz1YwlU8JU9+5e+zbfA+WImBH3ZYW8t8sI52Dbfs6+umK5glL8FqiZzu7O3Oc75Z9Twu72\n",
       "baT5UnbGHsvkxTPC6fZQ4wBTIjUOA4WAA0BiWLM31JpL9mzfj1P/OsX7xZ9DQInUOIwphDDHv1x7\n",
       "OyGtJXu27odH504Jo1ujVn1k9fLszn9fMzfM72eQ2pXTrd1W930Z+fW+Hn+bf8Tj8vu7efNHbS25\n",
       "I3+71K54FtyI34TUWNaxvG11bPlySqH8XaqismXEdGbnlsO+k15IDv8VUMNNNZVqXbCX1Bysw4sH\n",
       "vbKl1JTY5X0Xtyhqglv+KT8Iy5w4MAAAx5tcgAORMXYehl0PxrIMpM4NSDQecbx7C5YfJ/UulGmV\n",
       "Fy91Gx126QLLkqNi+dhl5VJboeZwOP7yl79cKipqTSHMzc29Vl6+detWhULhJbXaZtyBptyo2Vju\n",
       "yx/w15WIAxjQCY/vSX1fh4PV0NmfujM1jDFFYUuz6oHeneal2cpK6Af7+3bv6WioMx878ON765FS\n",
       "6Wala5fUNt46WgIB/ymvnWS08e1QXFNQ40emwKfaJbV/bqu98IO/eOW+BwAAf9m1dNnSr0ft63/R\n",
       "3p3U7smENKO2rBW3razJCtG+P3VCai5soZqqbo/dXT9soe6jZJ/vj9t6DPee2rXq2mGvbGxjnPGv\n",
       "bPxqxfzuug53fa9V11StW7eO47i///3ver3+7u41dO2C4j9vUKfB0sd4bs6cL6DP+Tqupt7Rz8cU\n",
       "G743uve+sJNf6h23G/rPAsrn/i4jBw8eiIiIqKioKC8vV6lUHTp0KCq6UFlR0Vmvr6iouHnjhkql\n",
       "yt6zZ/Lkyd5PyMsffnJsxRuaDtqAwCDaR6n29/fTaPz9/f1s7O3tH8KksZru3ToEab2kdubMGbmI\n",
       "WRvHcdhHRWEMdgtHKSmlj9NukZ+f75RJm1JzONi5c+devnixtbm0b9++a+Xl27ZtUygU7bjXLBeX\n",
       "jZv0ee8thzYmBnmmZrl2Nq9UFZ3YJ7BdUjv5+fb5S9IAwN/fHwDKrlz4eNf2B2JG3KvF/6ctI1Wn\n",
       "tm3L7j1m8ZSe9/C51grlxPuyQt7DR7bDwbbrOesFtWZhUvUO+sWpVZ/amrm7d0LalDD6Lt9Gqs9u\n",
       "zdytj1s8I9x7qXEYIwT1zfhaDdc5EOkDncnX5Lnb26RWl5f+4uryxSnPejsh+aHUW4ROdYH8izFG\n",
       "4P2ErDuVvjS9fPGEZ9uYkHV5n3+eFzf3TlKzXD/DryRB7ZJaayuJV1JrvrhcWt9+6XutWcb3rl+P\n",
       "Ldel5bc9y0irF+3nuteEcSb0CfoF3vwlqbVB8zeq1LQ+23/Bxb+5ZM/Shemfn6u2QmDcKxc+/os3\n",
       "1FjWS3XsPYVC+StWRZuvnTlZoho0sm+QuMlyNV/a0sqEtBS99tgfc/psOrR+ZBBUnXx/484+Dy9I\n",
       "DqfbQc1yVeg38J5Ss5prKvw6GbyZkF5LcKtCoXCTmtLNRIHcP9lhd/8PIYeGUEMVCTk0AOpP/WNU\n",
       "crZq+n8OrYpWiZ/5nH4hMo8Q/j/i5UCSc4rMBUYWEiP+iaQYGNlesVXhqYxQU9pffLUdNH9brOze\n",
       "wyMR9ur39W8ua7p9W/tulmhhEqNxWqH26ssvXyoq6j9gwHPPPXfg4MEDBw6oaRoAbt66NWfu3MGD\n",
       "Yzdu2Hi+sPDVl19euWqVN9QarPitM/jZ/pxRQ8mpffQtKrztA5QCATr9o+ObakeUjusYgp3FaIVo\n",
       "HoyFTyb8iAXuwLKU2r/rG//XsP/zyjdfofsMMK5/n624+eN76xFCCAA7HEBRgrUCi5lbnR9eWpXa\n",
       "BfPNosablNr3jYvq0V3sAT7CxVRbTjaqhtpVkd5LrajMDl6jqMwuZb0V7x7cmtS2XbL+96qjusk5\n",
       "Y/Vq9FioYm5v3zaotT0hB1MmKVutB2o0AH2HCdm21Ni6MmUQc3vUO51yZ3f8cvqPSbssPRM1X2++\n",
       "3WNYW/eaq9Tk1oq3Z0+alRjLD2Ln0dP/2PEffvuwVzaWvfPSXd9r77//fkNDA8Z4586dzz//vDfU\n",
       "3KVmMfse+D8o52ydu55/5pUPGkKO1t0eWPltoN2a04HJaZr+vF+9PT5PdfZsUEXnuq5/aHtC/tzL\n",
       "iNFovHDhwtChQy9evNinT5+vv/46Nja2uLj46tWrxcXFAwYMuHjxYo8ePaSF5Y7LSPmBw8eWrexg\n",
       "MCgB1AGaoPAwX6UPXV/vr9Go/f3VGJu//f5KQ114eK9Onbt4RU22MtssXLcI/+iR+s7d/DgObn1v\n",
       "PnuouuqqxYemnJZojL2R2isvvXT54sX+/fv/LS3t4MGDBw4c8KNpALh169bsuXNjY2Le2bjx/Pnz\n",
       "r7z00so3Xm9tQnqQGq0KCwsLMwaqWqNmuZQ578ljkw8d6h2o8lpq3545ou8WfvX8/wAAIQ4AKM5i\n",
       "DA7a8eost5Xk4QlzesWM8GYZaftea+eEdLH0/5QJKUntu9OHW6H8pBvlhybMjogZ8bNRu2f3mkSt\n",
       "zefsnMGDh2zcsIF/zr72+iqvpCZNqj5Bql+emovovVgh3Seki+OUl1LjB3PlpmP7150TmMo/P6S0\n",
       "O7CSQu2gVp+3+5i19ytjvH+ucRhRCK7ccGz/xtmpj6I991qd0KlRFIqnCen2KtqK1KzOlYT2Wmrf\n",
       "tnpbzWpxW82JiBnhTk22vuFf+F5zTvJAFdzt24jVeafQXkvtymnvl9/ZvWJG3oN7zfmYCKLb86Ll\n",
       "5TukR6l9m3/U+7nxwKARP98Kea+ofZd/pB2zfVDiz7NCWi9mPLnwc2PqmqwxRrBCmLTMtU1Nekz8\n",
       "7bnnDro+JmbPmTtk8OCNG/nHxCsrV636NTzXPEvNcvHdZ+YcmXrw4b5BKp6a1XWLxwmpUnULD+/V\n",
       "LUjlYkEQr5M31KR++7TjRcsras4cFXeYkE4Jpj138ICrBOfOHRIbu3GjoFC/tmqVm9SUgLAt97BA\n",
       "vM4EGDn/NJkAQP6ndAUkNw/R/oHKP0//vDpQBdkZ+9Pe/4Ne8BpxZtGQcnAI6TtAzBIqoylE2kjG\n",
       "GymIhS/IKvf4wKKXiJsxqc5q05tqzcsXq5OfpB+d4GawsHzxaePOzQig3mLVghCfA4K3iWdqhefP\n",
       "79+/HwB69OzZt1//HmE9U1JS1Go/DNDY2KT2UyOEevTseb6wcP/+/VOmTu0/oP8dqTU5wIJ9N5zn\n",
       "HmMc8cHCznorV3jbBylViKIAALAScdwPZhuF7BJJJJatBbF9PrsKYAQIYUuzOm64IjDIcuWiIkhr\n",
       "+/67+i9zOvx5lm9IN9v1q8jHh6L9sNUiWc/E6yv+Rrg1qW28eQQAFGpVgx3t/IH+6wPN0oUNMmfV\n",
       "qJZ5LzW1CjVasJcGC7VKoCeORbiiLaW2vtCaXcLq1WhyuFLjAwBwqxGfreF2XGa/M+HXh6quNZbm\n",
       "1uxJ0k/prg7zfkJu+EHncWDXGhxX6zn+9ydD69qYkG1LzXZymY1SqoYsqXl0hy53Vqcvp//46Pu6\n",
       "H46rLn1m7f2H1u41udSu/1grjapqxxs2q62xsZk/aupDA2YmDO4855/83r35F8cP6nsX99o3p7+5\n",
       "ePHiggULEIL16zecPn06Njb2zhPSVWrU5aNQVw23fGvmTzyjZG5Xl8Z/nnnxyD5EUSl/nHpgwIRP\n",
       "YXiAqUj/QHPHW6eUHQaytLGNCclLTZPxBBcU3Dznbb5rTcZ0c9puiVrA8lH1rx66u2WkX//+Dz74\n",
       "oF6vnz9/fkhIiMFgCA4O1mq1gYGBs2bN0uv1CQkJOp0Otz4h5VKzmepOpL/VwWBQUZQ+ZmDM31L9\n",
       "mFCrxer4/vv6rP+o/fz8VbS6yVrS2Pz1//43evwEX6WPdyskAIDdwg18pOOYJ7up/BQOOwYE3R/0\n",
       "6x0ftHfTtW9P1/uoKFfLeFtSKywoPHDgAAAwPXv269evZ8+eKakpfrQfAGpsNPv7qxEgpmfP8+fP\n",
       "HzhwYMrUqVEDBrSckK1ILWz6u19Md3bpgZq7K58XUjv5+faX162QfVcAwNBnNHa6C2IMALbqq2ve\n",
       "2h41/LHGxsa2l5G277U7TsgWUvNo+7+bCSlJ7eTeHV5T3hE9fHxTU+PPQ+2ePbJ5aq7P2X49w/i5\n",
       "pwbAjY2Nan81AtfnbP/+XkjNefHvAzWXT1B3XiFbTkhnz15LDWPEjw5RSv47l5JChy86vinlpg9V\n",
       "dtMJ3sJtUKvL233MGv1KglH6tNWO5xrfKQYlBQcvOE5/z00fqujWSXQubv1eq3d22saElN9KbUqt\n",
       "ncsItO+22h49/LHGpkZXqYVP3/LFDEk4v+S91nJ9v7u3EVnsuZcr5Km93i+/O6KGj29sbPrp91pL\n",
       "tl69HnvxDtma1E615ykTPfyxpsbGn2OFvIfUTu7d3v7Zfs9XyOpzx8pVY9akTYhTCV/L70ytsLBQ\n",
       "ekz079evZ1hYamoKTfshBI3mRj+1GiGqhTp2P59rrUvNLY5XPr/FiA0PEzJ81qb/zhKCOVrmqvSK\n",
       "GtzVCukdNXzHCSl/0Pfv1y+sR8+UlBQ/P/FB70GCA+TUKMyBSQRgDIBNtSaTyZkW0bkXAHPiJBfd\n",
       "PASG1ovbMs8ZUzevn6A6lpFdKjmB4OpjL04dFfsAw4QyDBObNC99f7lFuH5VR19MHhkbwTChTGho\n",
       "7Nin0/eXi5qstTT7HxNjGSaUYSLik1dfsnrScPnOOZdd+Mem5qvmRruDa/pwe0PGG7jRLOxoajT/\n",
       "v5VNH2yxc7jM3Hitvt5FLq1T+9eePfxBf3j8cQDsr/b38/PjZeWvVvPOCo+MGcMfk71nj7QKCA9p\n",
       "TmhI/kzoqIJAWskqVDk/+Lx1Fo6Vc5WNuMEOSOGDKAoAASCEKEQpksMdXTXIzU+HH61ztoszByOK\n",
       "a24CANUDDzrMDZzN6miowwCO+jpstyFfVcjarUil4iwW5yrlvGNkrjvY5Z+91Req7WYAoFQ+ALDx\n",
       "W9oliYPjusb8aYu3M8EtqCV0gVTLjb1DVMnDO/QOUblt7xRIOf2hsFuUkovUskvYAZ1Q9li/Bf19\n",
       "5/T2ndPb98VYVfZY+uFgxf9uOQDDl9V79ldnflm1R04NOJD5THmQ2h2tFXeckG1LjR69hQrobj3+\n",
       "ov3CuzVJO7GPf6fcmc0RY33qylu911yl9sExITTg2bHxTY2NLGu/fKNi7RfHL1+vZFm2sanxzVmP\n",
       "8wfM3/af1iZk21Lbv38/xripuXlAVHS/fv0+/PBDi8Vy5wnpKjVlyTfIih3awB8jBpkaGroXHrp4\n",
       "ZB8ATH5i2sw/Pd774M5SrK1o8r/qi6yBdnX92TYmpCQ1zi9QebVAklrTlGXUzW/9N81T/ScdmSq8\n",
       "nJAepWZptmRlZTU3N2dnZ58+ffrIkSPbt28/cuTI0aNHP/30U4fDsXfvXvnjrO1lpPbCRWiy+KtU\n",
       "+r59EtJf00b0crCs0kepinig89wZGn9//8CALrSfwmYz1dZeKS1tY0K6zUrWhrv1Vo+cqXdga0Nd\n",
       "Y1NzU1NTU31do8KXffQvXTqF+DrYlu95rUpNWusef/xx3lnUj/bj9/v7+/PW/jHiWvevPXs8Tci6\n",
       "c7sWToqPCA1lmNCI2JFTl+6vAsAYSjNHMP0X5FkAA7aWZv9jYgwTyjBMxNDkNy5axYbKM0dFMAzD\n",
       "MCO3lXsjNeEacXbg7IizIkczYhsp1kzZ6xS2WqXtR6W1Wmmtxrcuyf0jXaVWd273wokPR4QyDBP6\n",
       "QMzI5KX7qzEGjOvz0p8cF/8AwzAM88DY9EtWwOV75o3qz4SGMswD8ZNe3FNq5S9m9bF/Jo8SHmRM\n",
       "7LinV+8rtwhSAwCo379wVD+GYZiI+OQV+6+LE9JaumfhpBhG2JF+yer9MuI9ZQ8Tsv7U6ifHxUfw\n",
       "D9dx6RctAABVee/MG9efCQ1l+o98Mv1oFQAGqDq6NHnUIF4gobFj56Xvv25xTsi6c1vnT4plQkOZ\n",
       "iFFPrvi81CpMUGtptmdebVNzm3tqtb8fTfPy4i1l4Dr3WlCzluxZOFHod2hy+iWreMX4SRUayoza\n",
       "Wg64Li99liDW0Ihx6ZcsgAFX52U+PbYfE8ow/UfNSj9SxZ96fc+8Uf2FBicuzS618OOt3v8iL26G\n",
       "YZj+4xZk7s5cmBzPn500f7eccP259OT4CIZhmNhJ8z84V++816ryMp8e149hGKb/yCfTj1ULV8Ja\n",
       "vn/FLH6O9Ru1YHep8/b0uPi3sUJyrMXBoR8qcVk1920FrnCEmRo54DDHcW0u/tXHtuVZo6ePMd7N\n",
       "c41jLRwHP1RxZVX4u0quwhFmasQAwHG4zRVS3mnV0aXJo2IfYEIZhmFixs5L31duld5wxKFiwIDr\n",
       "z22bzy8jEaNmrfi0xCqjIgidYUZtLfdy8W/PbdVyGSnJHMX0+2ueBQBw1b4Xk0fFRoSGMqHCDHln\n",
       "YXJ8f2G+7LrErw64+tiLyaNi+Hfj0Jhx89Jzy63Ot5G6s1sXTIxlGCY0YsSsFZ+VWIUrLqxLoeIE\n",
       "tgIAdq6co7aVA0B59ryR/fklLX7S0uxSYU5W7V86daQ4dR94OHnF/nL5DBAaCRUa8eb1uH1rUYvn\n",
       "WvknT/Nro2ycGFvPLY1h4tP59RXAeuxJhpmUXS1JzXlHbyuXLgjDhIYywgXBXHVeprSgzUo/VsX7\n",
       "05fuWTgplifPL01tUXPR0dpH0+2RXb1/qbBihDJM/7ELMndnLpwqzQfnitGa1I7JpBaTNC99f7kw\n",
       "GbClNPsfwmL7gLjYeiG1djHCsmsgUqs69uJUfoYzDBM7bl76/usW5wWr5p8mDMP0HyUublB/Kn3W\n",
       "WP7FQBCTtd4K1s+TeWL9F+Td8R0SsOwx8YfHMYC/Wk3zCcsxqNX+vB+5y2OixQp5/eNnRvfnn37D\n",
       "/vhKVomFp1b/vzVzHhv2ABMayoRGPLbmogXXn1wz57FhvNQiHnvrohXgelbKaOGJMOyPr3xcYgWA\n",
       "+iMpEaHDVhZZhWWk+tNpDPPHj6udK+T1j1NG9xPOmvTyxyUWZ8TE9Y2jefqjt1znx3x94+iIUCaU\n",
       "YUZvuYZx/ck1c8bFR4QyDMNEPLamyAolG0cz/Z87aRVbqD+75on4CCY0lImd9NzOM3X867H17Cux\n",
       "ocPeKrHyUrMemcOE/vGjKkn8Ur+j3r0OGACqT/3fXyc/1Gfw4MFjZ7yw/evbvOfujaPvvbHwqb/+\n",
       "9a9/X7Rq6/6brNvi7zDfuvj1/w7tP378+OnCkh+bW5WafELKH/S81Pz8+JRE4O+vBg8SdHmuKRHg\n",
       "SYeW8rv/M/J1DJCYLXxVPjqlGgHSHmf4P2uH/8Dn3nBGRYojqTu1Nrt6yKo5DyXWTA8Zt/Wdc3Pe\n",
       "jlJhAITqLp3KKw1JXb8moTO+fnb3ujfnjSvdcmjLIzoA2S4oP7tr7ZvzxpZuObzlER0u3Tpv4d7A\n",
       "uRs+mhymqi+/oTL6Sj46IKWVc+YbFbKYAgLAXVTKSoutLHpI8IV8zZmvTWWlAX9/ETBu+H8rueoq\n",
       "M8s2Dh15M2eP1kchS13KR9h7pnausBAAFEplB61WZj2XZU9CEBIcTCmUnIMtKCyUl2LBSMw1gsRM\n",
       "JAAIkI3Dwwz2A7fUdkRV2hWfXXN8WsYhikJKyiW9K+ZUiAPJNiYWqxWjQyWnJcS/FFB+fs0Fpxu/\n",
       "+V+HKbNsV39oLjiteXhEzTtrHLdrlLrOikAtpQlUBHUADLyfhciCT43lmVoTa/m4Jt+ZqjPQr7c6\n",
       "2OpjVtmvSBs1zQeaVA+zCp2UVgZkGV7dpNati/JqlUP+0jBuUMCrz4Rdu9V8vrTM7X0itLNSvHqy\n",
       "y+hJahnDVG372qsAACAASURBVAZ/+esMFFQ7Cqq5czUsT2tI0HAAGKIdDm4OWjITZkupLWBqJKm5\n",
       "UJMSislqH3uckG1IzeGwU0ql6qGX2MpC9myGpSK/evA/OxR/2Nh/KqcKkLlXuUxIN6m9mpy0csYE\n",
       "AGBZu81qu3Sjatwb7wLAuv8e//KfTz9o7DLt4ahFOz91Oid7mpBtSO38hQt/+9uCjz/+ZPOmTVaL\n",
       "Zdq0aS+++OKnn346deqf7zAhXaWGTJXAAaf2ZX3VgVZ866Yg6/xvvjlfUHDb3ByCHRzGNXYF68/5\n",
       "N5fXtTIh5VKzjH9e825q4PJRWOVvfvJtzbsp5j++SJkqkMWMz+XypuqA9D80jk8DADp/b+OTbyPv\n",
       "lhGVypeiKIVC4ePj09zc7OPjU19fT9M0QoimaYqi/P39BZe9ViakXGo3vjoZGBCg9vfv8/RstTbI\n",
       "dPs2KJWCt1y3rgHhPTX1Zt+gIM5iamho+PZSUb+IiDsuI9J86Jvgz1FWW5OLBc3KAq2hHoz3/yqr\n",
       "VqFE8jTNbUitoLAQACiFIihI2xq14K5dFUqlg2ULCgulV1BxQlovZk6dlF4el7JyR4KRrjmWvmDT\n",
       "qZJ6PEaPsPMbAZRsnbfws8A5G7Imh/k2lN9QGX3FN1n9nzbvSA2jAak6G9teRpzpqjkAjgXMAeaA\n",
       "4wA7ENsEHAscC5wDsEP22UK0+DiXEdulzORJ6deHpK56P8HoW33szQWZeaV1ADqAqnP7jl3SpWxY\n",
       "laDHDdZuYb6AddHTFq+fowuEhsu7ly5dOD8k+otnwxCuu5iXVxqSumFNgh5fP7c7I33euNLNhzY/\n",
       "qhekFvZIWtqjRt+qs9uWvjnvGeOJL+YYAUq3zVv4ecCc9VlTwlV15eWqEBXGXi0j7aIsOMLKJ2TV\n",
       "uf3HLulS1q9M6IzqrSHhNFjPrpiavFs1feWOlWFQsH3piief1n2VM7db/eVTeaXG1A1rEvSo/Nyu\n",
       "tenzxpZuPrxljB4j6+VNyZPSq4YvXv9+NF3+2drlCyaW48Nb/qDHpdueXvh50NwNH/2pJ91wo9zX\n",
       "qMJ3uNd4atJzVqvVtraMdO3aVaFUOFjHucJC93utlJ9U67Mmh/nWl9+gQ1RCaC7oJm/emRLmC0B3\n",
       "DgFcenbfsUv61A0rh+ugwWYMo8F6bvnU5N2q6aveXxUGZ7cvfW32PN1X/57bDeujpwvivvTh0pcW\n",
       "zjdGf5EahqC+JC+v1Ji6ZX1CoLUke8VL6UvzElIXvZXWDV3avXzF0vkPDjn8bJggAEtAdNqa54yq\n",
       "8gPvvPbS1Bp0OGuaEZDl3PInknerpr2+Y1UYnN360mtPPq0/kTPXWJe3Innebnhk8fqXo4MazmWv\n",
       "TT8HbS7+LVdIDEBh7MCI41iLHTYfdCgVuIeeaq67RSEABByHKGh98a8+tTvPGvdWgt47qcmXEY5D\n",
       "HMc229Cmg5xSyfXUI6FTkL+7elohq0/tzrMOeWu4HjDghst5eaXGlPVrEjrj8rO7M96cN7Z086HN\n",
       "YzpLueOAj2F4Z+qkN6sTFm14P1p1fW/Ga3+bdB0ObvmDnpe67k+bd6aGqxD46o34TstIe28r8Pw2\n",
       "Inw3xVBfmpdXakzZsiEh0FKaveKl9KWnElIXr3muG1zevXzF0vm9hxxOCcNQdykvrzQkZf1biXpU\n",
       "XrBrbfoz40o3H9ryqB6w5VLm1Elv1iQs2rBjoOrG5xnLF0y6DofendAZcNXZfccu6VI3rErQQb3V\n",
       "GKaCSxhAP3nL+ylhKsAqfQgA6KOnLdowt3Mg1F3avXTpwgXGqC9SwwHqSvlX7rcS9Oj68a0rMufN\n",
       "M371xdxuGDDCGHSTN+9MDfPFSNU5xKvX43ZdNCyWKpA91/QDpy9aP0cfBA2XPly6dOH8kKgvU8Pl\n",
       "9iUsfYyWadu6yVt2pob5Aqh0IQCl5/Yfu6RP2bAyQQ8NFmOYL1gKVkxN/pCevvL9VeH43NaXVjw5\n",
       "T3fi33+xbnt64eeBc9dnTQ5X1V8vVxlVbb75S/dae2kKU835yK4vPZVXGpKyZX1ioK10z4ql6Uvz\n",
       "ElIXv/VcCLr84YoVSxc8OORQahgg1JrULsmkVrBLeL5seVQHJdtFRmG+dTfKaf6L352VmnYxaik1\n",
       "hOovnvq61JiyYU2iHl8/uzvjzXmPlW45tHmMHsBasCI5eZfv9NffX9UTzm17cYWwuFWd3X/ssj51\n",
       "/aoEPa6zdeupghsAoBr+VtYrAwMAICjENRLDwzskAJYeE0EdtNCK1Lp2DVYolA4Hyz8m3FZI/aCp\n",
       "CzNm6oNQfdHHr7y6+Dn9wP/ODweoOpt75KJ+/roVD+twnbV7mArKhS3LH9ajeku3cF+AzoOm/iNj\n",
       "Zhctqrsgnrug16CJD6tyjxy9vrRPOGBs+e5wEYTPG6R3rpD6QX9emDGzs/OsQXvnh/Nrp37qpu1P\n",
       "Cy88ANUAoJ+auf3pXjSAb+duACXiGB7SQ72lW5gKrsssrRgAwBI0aEH6AqPq2tF3X3/liWp8YPes\n",
       "7gjL7bHO9V0yTeqnZm5/KpwGpOrSDYP17KonZn6onrMi85Veikv/Wffe0mVBH6z7o+OzDdtOBo1/\n",
       "5m8PdfW11Jp8tUqXd0h7xbmj+bf8uvfpZ+zgi5tqq6vNrUlNPiFlD/ogub4mf64Fdw1WKBQOh+Nc\n",
       "YaGbvqZskWDTNdcHcq3NKqYfFZvgZ3D1/sxj8Mj7w/Xgq5+WGpX52tpjr+wcEyhe1IBuCWMShqhg\n",
       "yJDEh/QT419Yvaf0kdSeABgg0Dh8TMIQGg8ZMnxI50nDFqZnlz6SElJfWgcBUWMS4noHAH4wGuRJ\n",
       "O5y+OsglB4jwF01RIbSq+fHJ33cODj7ypa6mqu7F5/iHbQ1QtulPBwyM7fRlDsU7qUheP6g1asBX\n",
       "9euk03Xt2lUoXCt3nkEAgINDuur0uqqKCv5gsQiL85oiWakY/tQvrimREhClQIjCCowwB4CEYBCZ\n",
       "APR+TmrgfEOQ+e5JrfKpKRCqfONFTfwo9cAh+gVL6j77+MctGXRk365vbaLUGspf0/XNzY6GuhsL\n",
       "5wlJXCVHRfBM7eOaM02cTepfoVa9MHRqrZoz1C6RNlK4Oagx68fA+Vg2oXErUnuwm/LEBflXN3jh\n",
       "SeaTfbfe/ldlyw8gDxiVTr8kIQ+OZ6lF6RXnqtns7+zf1ToKb7sVFAaEoYNvZwDooOzs9PdCINmN\n",
       "UStSW76flY/nhypraZXFbZBfPd+xjQnZhtRuHHiRUqp8g4z+xiHqpO22s2vtlz4wDX+rzXsN3KRm\n",
       "t9psNpt01+6/8K0zP+L5K5EhnVmWBff0Pe4TsjWp3Sgvf/vttw0Gw6IXFvn5+e3YsWPRokXjxo37\n",
       "7LPPhg4dGhIS0taEdJUaYBYUwOImi7W2e0D3aqNgBv3hu28B4MHExzrQ9T6clcMUxWKKa2rtXpNL\n",
       "jQvuhVX+9Ys/DVg3nT61BwBwp26c1tD0+AtYa1Ad/wADRtZGubnXy2XEZrdHR0c3NDQMGDAgMjKy\n",
       "Y8eO3bt3LysrMxqN/v7+FoslNjbWarW2MSHlUmssLw8KDAwMD9P169Nw+zbHgULmg0f1Cvct/o7t\n",
       "oG24VtPY3GT99jvszOLc6jLCm6t91VSggWtuanKwLT4eWlCHEFAoKfEjw50nZE1NDb/WGY0hrVEL\n",
       "6dq1Y6dO1ZWVNTU1zkeT8FHwVMbay/pp/96xJFqFAawQErCpTpIaAgwYY2ytL62DwKgxw+N6B2L0\n",
       "4EAsBYuCSh8WFhamcgZRtrqMILkLs8MOmEOcA6RXLuwAzgGYA6sZ3CwW8mWk7tTatZd00//z/qIo\n",
       "FQKw4JCAzDrhqiOMIMCYMGZ4nK+o79A9Ex4JA8AA0b0Xfbb3b8dL65/tGYgAEAQYhz8yfAgNQ4Yk\n",
       "xOkmDXshfU/po6nhGANAYM8x48fE0RgP6W3dP/iFz/Kq50zWWetK+GfckAeDAHpHgfS98g7LSPso\n",
       "t7KMBHRLHJMwhAbAgHDdvoxd30e/8tXKKUbAEB226tS+2bsPlM+dizGCgG4JjyQMUcGQuOFDBF5j\n",
       "UnvWn8pYeylkzn/fTentixAaEhVQHv+39K0lf1hirC+ph4DoR4bH9Q6E/4+9O4+LqlwfAP6cM+fM\n",
       "wizAwCC7wgAKLqCgIKYo94rmkhteNbdSKy3tWmlWdvO2aIv108qb2aKVesUrWGpq0r2omAiKuaRg\n",
       "AmIOsjMw+3LOzPn9Meybg0tiPd9Pnz5yZubMeZfzvud95j3vgb5RjUOOWyWtRT/bbIWl5s2Ij6+P\n",
       "h6eioZ9tkTSLtkgLrgOTRsb2lQEXMQialpgUeiqDQ5SCxosbR2GNjBM49qBJ37jzWtRrJ95K9icA\n",
       "okLeyjny2M70koUL/PnKhKRgjgOAgREvfn/g2eOF2sXBjjUJpX4JI+LiBBAbsSr9wFNVox9NHuNP\n",
       "QKzSvP/As+nnKpeEKAA4DqRxS16cEycAIBKivFQPPfnJjrxpq8KtmRt2FkW9dmLttAAguKi1b2Wn\n",
       "P7YjXbUgOe+TnSXBi//78ZIQAcdBXLBm/4E36pv69hv/ti2k3WYneQ2NOcdxBHBA2AFISkDyzMBx\n",
       "FNniwXWtGv+q4zuzIe6jBIWTpeb4n83uWNPe3iyIQto5ICkBSZo54CgS7E1r6LSukFXH/+34UsfH\n",
       "OQ6kfiPHjIjlExCbEKeYMnzlu6lFY55WNm9GNKc2bsz3e/zgliURQgBuaJSr6qFl7269NnFVMAAA\n",
       "CBTKYGWwgCCca0a4Lp1WrZuRhgkg9d0Sx3EcSP0TEmKHCmBo+Es/7n+yMunR5NH+BMQFm/cfePbI\n",
       "ucolSgUHjrcljYwTABeXUH9+FSYtCdFmb9iY7/f4wc+WRPAJIGKjpKqHnn1na+HEl0IAAEDqP2J0\n",
       "QpzAcQwWDgD4nspgpVLQUGr84IQxwQQAcFHhq/YfePbYNc3iEBk4rsZHJI2MFXKxQ8Ph1JCVB7Ir\n",
       "Hw/wcqRL4BkSrAwWcE2Rgs77tS5mGte2XxMEj0gKBgKAG9h31f4Dy44XaZYoZc0WXmpcKrCp7eNA\n",
       "6KlUBiv5DRWS40DqlzA6IU7giJw1nNFrk/05gohau/ZU+vydR27OHlSkBenA0QmxETICwqMc60AR\n",
       "TlxodTGZzQdSREPEReqfMCIuVkDEha86cuDJqtGPTkvyB4gLcbQYVUuUCidLbUR9/1I45ml/rSNF\n",
       "I2MjpMBFDHSu1BqvoJxNUdPEpWbBIwCZX8LohDghF9t0kiYtVmqObdhRFPXaibemBQBA1Nq12emP\n",
       "7TyienwBEBzI/BKSRsQK6m8pAI4Dvsw/PCRY4Nw1JAFNwzE/X9+GdSJbl5qvj69Hw3CMaHWzAwGC\n",
       "kJFjQgCAgEF9Xziyb/mpQs3SEEerLgsYOnbkUH6zeydkAUPHjBra0IxwfOXIsUoAIGBgP8dntUtD\n",
       "pIMmRcPywxmqZ5T+YCk8+rNWMXaUf7OIrlA5aqwSOABiYN+GTyllHAEAQoUyRBkiqF/VggMAoSI0\n",
       "ROl4plj9lBZZQPzYUfH8FhWSa3iKCMjiF70wN14AAIkxXqqHlnzxn8szV/RtNquBa7gbpv5GDQ4A\n",
       "QKgICQkJqb/Q0mZs+qZw4KuZr0wNACD69yKv5Pwj/VT5hIgKPecS3r9/b38XDvxbN/5M6a9FesmA\n",
       "Ef2CpCQA4ebC6X/lOii15hWyqaP38+uoX/Pz8fVQ1Hf0rcZrJNfmxrAON3Bcy9tbGsI8hXs25yim\n",
       "LRkoAw7Af+KSEVzm5vTKlh+sn9bhFzcxHK4dL9S2uBGNAwDwj50YDkXHCrUgiFiyfIQlbeawcUvf\n",
       "Tc2usjQPXbYMvracd+JY0NdOAefj5x+QkHg9eV6ZwpuxcYzNXuntb172knzwUHdXd6LVrOJOktbw\n",
       "QA2dTme321vMn2yWNLvNrtNqARzrpLRNWoubxQBATMEQr4YRBuG4+4MiSF6rGzB9RTYXuuV0Rq55\n",
       "i9hYwE27J3g8W626bs83hlPHSIHAJWqIy9DhbHXFzecXlb74lN2gL33xqdIXngCzqVlSuNZTQxuS\n",
       "VmnRHVS3WMp12sBR3lI5y/PMKR2a+XPd1RtGrYEFAJH1PN96pdkiuwAdlNpAJd3qZhAPN35irEfO\n",
       "Z1FPPtx6wYjoULrtDMx2S21bnuW5E9bUIvamiRsgh/l9ePP78N6Mpacp65/b8kNV6o/Vm3+oTm1Z\n",
       "IVvfH9m61G4Vrbh1hey41PxGr5UGj7KzlpoLu1SHV6oNdn59tKKzCtl5qY0fFNH07+i+rVPRQYVs\n",
       "t9Q4jvvq66/lcjnDMG++9ea4ceNCQkK++OKLsWPHyuXyr776qvMK2arUCBch8DjKpjOUZsrF4qgx\n",
       "42NG/tXxon/vfj0feXQAfdoKIAebUE/aCa6jc61VqdndvOvn/lzNBgCiRsWrKBLk7CULTwOAaN97\n",
       "ACC4dFx0cjdh1jvfjOh0upMnT5aUlFy8eLG4uPi7774rKyvLyMg4depUfn5+UVFRQUFBaWmpk82I\n",
       "RCyWuYilwUEsSeh1OpZlWiRNwAep1OTiUl5dbdQbDEZTZxWyzYOcGNZqZc1M2/8Yk83GEO3U0w5L\n",
       "rWVb137S7PbmbV2LCmkpOZ5nlcZOjBC0X2oNN5E5mvdZDz287N3UU1VmaOd2jVs2I42lxtk4wmYl\n",
       "WAtYNMCagDUBawGbFewsmDRgt4Hd1rr2N3zeccBxE8IFrX8Fbn5p0PiaWZX+7pMPPzSgd1BQ74dW\n",
       "5wCYNRaudb4C+Dv6uCJNm1KTKZVS0BZqgGvo42Y9NG7ZO6nZlRanm5GuJbn9CgktSy27yArnXh0e\n",
       "1CsoKCgoKPKxH62gvVxpaX2u+Tf23RbV8ctW6cAkJb8+aYqBSUq4mZ2n4QThjel6NzW70uJMl90s\n",
       "3u6oex01I8372VZJE4Qv+fsIc+qsYeOWvpOaXWVuPRW1TVVqSJqlJLvQCudfHR4UFNQrKChowGPp\n",
       "VtDmVZnBUnLknSfGNRR3NoBZa2lTIfkKfyloi7QWx/BToeCDtkrbzrmmCE9Sws1zKgtYVKeK6r+x\n",
       "V1Cvxgyv0qiyi0AakdAwJ6XrjT9wHI8g6m97JgCA4xHgiFjaWUutjrt80/5bNQcdNv5Vx3fm8Ec8\n",
       "mqDgutSvkY55FKQjCmLnEUCRXP2X6rm8Evv1qhZDnZZJqzy2M5s/4tEERbtJazybuJalVl8DBfXl\n",
       "q4hKUsLN7MvaW/drHSWtK6dVu1cjbV4CjgNO4OknA22h1nGKy+prSDstpH/chHC4drxIC+aS43lN\n",
       "5xc0P7+cS5qlJP3dJ8YN69+7V31LZdFY2jb+MqVSCpoibUdd9q0vj7vW/La90LKo0t99ctxD/XsH\n",
       "BYUNeyUHwKK1tJ+0zi+0WuSBueGM7hUUFNSrV1Dk/B+toM2rhMamaem7e041DCucO9e6lEyu0wst\n",
       "gae/DLRF9W1JfYuhcb7Ump0RgojFy0dY0mY1Gyg5N6i5nRR1ljT/uInhUHSsSAOO3qS+cQvqFRT5\n",
       "WLoVNHlVlpaPjnByUNO2Qra4ROkgaTZ7y+FYi3PNrDr8wZLxIyJ79wrqM/y1LACzxtLm9O3g8tii\n",
       "+uGDJRNGRPbpFdTnIcdnzQCgGDV3lODyvsMqAKjMylLJEscqBU1Js9z44YPFE0ZE9gnqVf+NdZa2\n",
       "MwO4dqcNNHu6R+vGvs0t65xn35EhoPpZ1WaJQK6TET7HWW78XGiBc68n9u/ff8iQwSPGv/iTFfSq\n",
       "Wi7okUmRzIkPXnr7q/05BVqmZanZdFVajnb1dCGbTZ9yphlpKkGbvaN+rXkJtrrypwAgY+q/Gper\n",
       "AIDzi5iGPwEAuIkNq/o1rGrRkiVv585rcPPa+D7Nn+q7ObUoeYmynbcLOl5isfElgXL212cSslO3\n",
       "bt68ctanG6dt+fb9JIWT6zQCBwAkSXp5eZEDoq5JpeQvP/N4PDbhrwpPL5FIRJBEy0jRLXj16FFa\n",
       "UmIyGE6cOJGQkNDue3766SeT0eh4s5O7ndyTEVDm7GoBy5EdpIOLU3ThgRoEQXA2G8dxbjMXSB4a\n",
       "aatVa9O/lyZN8Hv/s9KVi82XzgOAXa+1aWptmjpCIHBmn/8qO9ZiCUyS/zfPaMe/e/SZkX8j4+pv\n",
       "hqu/GV2EPA9X2kOxBUI33HKfPD5f0sPHrKmvVMEBYgD49NtqmYRaNbfnD5eIahMQJI/k8UiS5PHN\n",
       "9SsW3MrXV2yeInh7KD/Ujdd8e6GmfnrIENcRjf933mtJzffmAuACd8P2HbvmzplF8mhZcKIsOBEA\n",
       "LBqVpaao8SXnd7Xu2/99/r9sAHjiL3GvTPlLmLfnsTeePXj28vjovkGerna7/d8//Xx7B5mXl3fp\n",
       "0qWHHnpo5syZL7300vbt2+fPn//SSy9lZ2fPmTNn/fr1J0+eHDZsmJN7I317sGVlLmK7+y9HLvv0\n",
       "6u2VmPzS239JnmuxsnRAsJZJL9acFwrpcK1ZyPKtUrGz1d6sd33jrwDAhA21u/uITu62RiZR1y8Q\n",
       "ZgPTexivvEj3xGaiRsXTVIr+94Xzaec4jmXZU6dO9ezZ8+bNm+7u7jdv3oyOjj516tSwYcPOnDkT\n",
       "HR2tUqmc3Jt3WJjZcEEgFusNBoNeD0aTQiRqfJU2mUDuUazT/HZTZdJqfZUhzqadBKuJU5daZb4E\n",
       "02aGBcGHqhucjQWS6lpbZzYaMzMzR44c2e57Tpw4YTaZOmrrLM58zR01721Kym4H1gqMrv4HovqZ\n",
       "wxxYDM583OL8NxVtffKpTy3T3vp47UB/gTZ9xaz3btmRtX1FABYAC4DgDjLhDpPcHv6I9d++NrDp\n",
       "uAUyfwGUdCFdd1y4d9rP3lGlai/5Tha3wFGkzQr4tr+x6sCd9Cmsrf5+DR4BXP2aEYTNbueRhN0O\n",
       "NquhuIo4kS0e6G94MpHH2oDitdlFSfrO8/y4LQmybvWlzuWoAO7UPTitulhDBHcpdU63VE3N0X3J\n",
       "tM6P02K5g0xv7/wSCLpFk9tRfbiN/qX7dCKCrvcmt+VOu4nCz5cs2WSZ8frGN6IDBJofVs3+wPnv\n",
       "7vCzsvi5o2QL9v2gmjc564fLslGv9BXcnW+8Q104gwQj1+19OVpIEARBECRJ8qXefD7/ry98FHXl\n",
       "5Imjx/7z6bHMYQuWTO0r6XTc/TuUINUYp2jU+Z9tMuXc5tSbfo9v+SzZvymEsXH+yp078xa8FtG6\n",
       "IdTmpReB3wL/dhrIVi8J/ONmvxaXPHvrlL++ufn4qqRkhdPnYcMI3lPhKZFKSuUepEjkJZfTNE2S\n",
       "JOH4OYBwNmQRPWhQiUpVW1e38oUXPvv886iBA1u94cL58+vWrnX8e9CgQU7uluYR13XA2ts8r6uB\n",
       "G81Ge9q60HMAcCzTY/Xbgt59y/+xnCkrsev1uh+/935jg9u02eX5v3AWy83nFnIWCykUOrnPy8ay\n",
       "ZhnL6bL9Ht9fRbvIhe49ARQA6fWvmQBqwaPK9l6o+tb7LKOFbhIAMGtqCYIkgASAHy9ZgGRXzYWB\n",
       "waL/XWEIkkdSJEGSl0ppH1dnz7owV7JVtKLMYM8sqa8Pctqr8f/O27D3V4PFXlxad+1m+2eBSMBL\n",
       "XZPoIqRuoz3JSfuw1ZbY4JFd3cmCv8Q5Ahaf/y/7lSl/sdvtQZ6ufx833GazOX4nX51y2PHOLYtn\n",
       "Or9bo9Ho5eU1d+7cr7/+ul+/fjNnzvz888+Tk5MjIiIyMzP/+c9/RkdH79ixIyoqyvEc71sLjSIu\n",
       "XLS52gcU1BX5f36yV36wywCev5hg6ioMW26aLjJ8/kSLLlhFQ6jQSvs5eZy6v++8RUt87GtBzl62\n",
       "VxQnEDuf/NraWgDo379/Xl5efHx8WVlZcHDwL7/88vTTTx89enRk4l/P5uZOnDDOyb3Jo6N0Rdd5\n",
       "NpteozEaDAa9Xuzq6iIWAwBtZYUsqXER/Pu/B4xajbaubsrw4V0IUwL8+pPNtx9wwDX/KYtHg76W\n",
       "KMzmyK5UzOiBA0tUKnVtraOtG9imNTt/7tzb69Z11NYJFAOVsC3veIklTnmrK+A2zbtMIBCApUrb\n",
       "5StmGwc2K7DmFsF85666unLAoC06ng/hby2fneAPAJYIBR/aP9hO+rhbZYLinie53YNQ8rflnbP4\n",
       "J0d0eshN6XJ85Fx6kSXO8ZGq7PQi8FugvIO++270s7dTqTpKvvack8XtpKrsA/kQvFgp6zjDBXFK\n",
       "/rZzB/IscQNvYwBJ8QgA+C7Xfq0SlF7AWvQcBzye43qHI0mCRxI2xkTzCID2Agf1oYOELXGy7vSl\n",
       "7Z9NndbA+9CS3A3On1/tjYCbpdfplqqznfwOmdbhcQoUShn8O6/IAm1bpNs/o7tPk3tX+5fukKLW\n",
       "VdeJ3uQ23WE3oS08dRn6vv7MvFEBAGDp6yUAjdOJ7PizsvgnJiumbd+eJbt8WTbqhWiBM58SCIRg\n",
       "blGT227pWheTdeQyhCwNkQGAwt8VVJcLLdC3nTOo5bcIAgaFCD6/nGfxm962yPiefUZN6fNQ/LGP\n",
       "P0w/UZjUN6ohYsGTKGS8otpyrc3TnVd/Kfp7lCAFAFMz6hfd3Ju4FgD8LgQ5/rwZWdz2z9almL01\n",
       "XRe8fHZSRLPpFMoFCW/MOrD13Kr34wAAdNmb391ZlaAUVKVvXp0JsW/NbsyY9l8qSd+ZDUqlvwyq\n",
       "srOrgB+hcL7uNwv0iEQikUjEFwjMZgtF8ervvSAIwnEHlXOSp0/f859UkiRZu31acrJQKNy1a9eA\n",
       "AQMA4PTp08888wyvWexjxowZzteveSHW7UU8lYnf9iWS42YEmfi8rvQcLMOTuUlHjqn58mPDqUx+\n",
       "r2BSKtMe2CNJGE15+3J2G8fZOYMeSJJwOlgz3XPQnur63+ftVQRdHd4QrWjHI/2dauwKq2kAELrJ\n",
       "CACLXnvkkuVViz15qKykxgYAF0tsBEWRJEnwCJLkFVbTo537EXSAHLLK7cmHTQm+PMdjTQvquKzy\n",
       "ptkZP1Sn/li9GQCeDHzR+Vy126GTaAUAWBg7a7PfXgMTO+3vd96C+7g2BT2Dlq5dN2vcrGEDHaGK\n",
       "XSfPJYHsfgAAIABJREFUvbLrUOOrD0eG2WzOhsD27NmTnZ390UcfXbp0ac+ePR988MFXX32VlZXV\n",
       "p0+ftLQ0hmHmzZv33HPPpaWlzZs3z5kdmr2GSHr/YL5YLhAyU06pMyz/zfY+YaB5NrDzAHwpXmJ1\n",
       "XVQB4zIw2E6AURZ9t3o4pnc89dtFwqzXz3u/CwELtdput9fW1lZXV1dVVTEMY7VaVSoVSZKDhwwN\n",
       "6hUwoF+EY8UHp6KTIUqJtxffyvymrtWZjAa9/szJnyKiYxQuYlm1tshm2X7kcGFRoc1q5dFU/759\n",
       "nT9OHh/KC+xn9xKRj9h5fLvdBgQASYHVQJ75D6+unKP4XciradOn79mTxuPxWLs9efp0gUCwa9eu\n",
       "yMhIAMjJyXnmmWeoZovstNPWKRKWT/Oc9en8FYrXZkfIqs5tPadr77e7dpt3x5VO+rtb05cPFFSV\n",
       "QFxyggLuNScP2HFRohwYDJ9u3ZjqPztCIdAWaa0tAmcd93Htu5M+7u6SJSyf7Td12/z5glULkpQy\n",
       "S1VRiSCh4TER7adLkLBqQfD4T+cvU7y2YKCs5MDG1ZmCER8tuJO++077WWcrldPJ77S4nQ2nlhw/\n",
       "ng0yS9W51I3v5UhHf7RA2ck3yupztWF7UXYVgNMnwclf7QoZUVjBFde5K6R1BMljbSxrIwgAm53g\n",
       "CJ6dsxEEj7GxV0o5rZEbEkK2zsHUfH7Cqq7EK+7Vl3ZwNsn8FVCdnZqep5wY0XENhPvRktyuLp9f\n",
       "HQ3Qm6f3Nqru/Wh+O25R/ROSg998741lm2HBQIWgKrsEQNbhcTp9RnefJvdu9S/3NUUdVd1OepM7\n",
       "d4fdhCxkUAhs2v6v3QF/6+cl0BRqujCLp7PPCgbNfaLvN+tWrQHB2J3N4xUdf8oRJzj8wecjnxkk\n",
       "qFJB/IxRbbc4EUZRnTqaBTJL1c/7Nn2QJRu7cV4IAEDAqEkh6z5Yu3wTzB2kEFT9rGo6g9p+y6il\n",
       "8wJmbFv0tHjFnJGhMqa2pFIUO+kh74rs/16h/P29xKSu6LoWKA9J81+/+P79e8tOXj99nh/R00tK\n",
       "g8XAgOe9L0HqDivQ8c3HrcHLk1re/CEYODtB+v2BrdmvxfkDAAi05zav2HbTCp5RE95KWTu7We1t\n",
       "7yVL1bkDG7fm3LQCgDR4xOLP3u/CJEWOA+BIkhSJRDabjeM4kVBI8XhWhuGRJEkQBEF2KYG9e/f+\n",
       "28y/7f/uux07dly5enXv3r1yudzxklgsZlmWR9cvyvC3mTNDQ0Od37ObABaFGdN+4y7W8ZsHqEjg\n",
       "pgYalDKuayVBknbGytRUuU59lKmqMF8+Dxznsfh5UVRM1YfrCB4FAMDjNS5l5IwJ8v4H1ZeMdivH\n",
       "2sjLgzuJVniIbQ8FO3Xy39TUVzmBmwxIHmPUf3VQvWy6p0hA7vhRpzaTJI8kSR7BI4EkSjW0k4e6\n",
       "Nl6QWsge/M2WVlQ/JhdS9nhvaqCC/NcvLNzuLSGJUZ6Fqpowf1fHnyYrW15jZGz1GeivEM/5a7BM\n",
       "zL+9c2f7jl2ttnTpZpCG+s7lrl8Zs7J+8YtXdh1qHqRolLt+pfPRCgD473//q1AoTp8+rVAocnJy\n",
       "1Gp1z549z507FxoaarVaq6urq6urFQpFenq6kwELG7+HLXaSgEm1XK3h260Pn2GHeNEVcr6VJqSM\n",
       "zbva5MpQgthenIQ2uESzQt+71a3afUIN87s8C++XS5f69et35MiRRx555NChQ1OnTi0oKJBIJPu/\n",
       "P/T4/LkWi8X5aAUAEFKxZOLD0mNZFbUaFWthjEa9Xv/jvu94FG1i2JKbKm1NjZ1l1VWVT7z4soim\n",
       "u3SoFB+unuRqS8mgIYSsh52zQ10peS2bqC21U12smH369HG0ddu3b79y9eq3e/d6eHg0tnU2m60x\n",
       "YDF9xoz22jpZ3NqUjwSrN258apYOPMOj2r186qB5lyWtff/RZW+899QsAGnU4187ecWsOf+9i+AW\n",
       "OWa0dHRvnVMH3BCGX/7Z+qoV765+LM0KAHypX/jEZr/7dtLHdSET4N4nuZ3BysDXvt2leOPdrW88\n",
       "tc0KIPWLXTIwuWGWb/vpEkSs+naXbPUbW5+dVQ18v9jkj759baLiTtJ1h/2sk5VqYjtH00HyOy9u\n",
       "J65vI+Jig9O3PjXrUwCQho9evOXr5fXztTvKcEHEqm/3+r/x7mbHdpD6hSfEOTtu3HlGFijTyEQE\n",
       "j62lecCxFooHNI+jeUDzCB6wBADJWTmO+PdJe40eWscOig7szJcmrRrYlXjFPfvS9mudYuKqxQeW\n",
       "bV29cWLSZ3Ed1cD71JLcri6eX+3WtNaV/LXbqLr3I9M6PsWUC77eUrXijY3PPmYFAKlncGxC/Su3\n",
       "f0Z3pyb37vQv9zlFHVTdznqTO3anw7GQpZvfqVr1wZoFuy0AIJAF9J0c4OyhdfrZkBlLx36w5AfZ\n",
       "vHnRAuc+JRv7+rvzlq/9YMlsANmgJ7ZNHjWozZbOi9O1b3x8yOHPl8zeBACyvmOXbt66dGz9aRvy\n",
       "xNbN2pfWbVq+wAIAMkVI/Kj6g23newe9kvaN29v/2vPBqv+QQqFnz9g5/R4Ga9213P3/260lBQKB\n",
       "W2DUyNlTQ1pMzee59//LMGn+tZsFeeWUUCh0kbr9DiVIFBcX38kMi1sp2vyXv26O2HXm4zhBF166\n",
       "faVL5gjMJu+dB1oNz2w2m81mI0iSR5K/TB1td3OP/HK387t9YtGia9eu7di5UyKRSKVSx0a9Xv/w\n",
       "2LGM1QoAw4cPX/+Bs+Oimzp7nhrKTeSvWtoCfILXtNymnG+bFmgMde3yj/b2ZbM5i0UQ3s/zqecF\n",
       "YeE2TR1wwJTeqN35hfFMFimRgr3FPslN/3Zmt0frfv1X2XG2SChRzRC4dngV/nic1smAxTP/kZuY\n",
       "pqsWxmhiTRaSRwKPR/JIgkcSJI8gCZIggSREtP1ff1NDdzLq+fo7LJ5L7vtIfOBthyo6ik10dQ0L\n",
       "ACAIotpoaYxZtBut8HQROB+oAoBt27YdOnSo8Qkjb7/9dmpq6tmzZx1/btiw4bPPPisoKBg9evST\n",
       "Tz7pbGzFzrhXf0tePWUprLLVWngWO8lyBEGAC8XrKeP39SGEtIWvrO0xHUj6/pbyxV9+OX/u3ODB\n",
       "g8+fPz9y5Mjc3NyxY8empaUxrH3liufLy8tvY5+u127Yr9/Yxxjq6mqtJpNOr9fqtHqd3mw2G41G\n",
       "jVr9yLz5k8eNI0mnIqqzZs3S6XRN7RsDnB0oAQEcsFaO4AGvWSxaKpXu2rXL2bZu4cKia9d2/vvf\n",
       "YrFYJpO1beseGj78fWfaOm36zMin4KPTKRPv1Y91BWePnfr+K2feGT123pDEiQaD4R4c8D3pyH6n\n",
       "JHebdN2LfvZPpbDc7iIgSAJMVpCKQGMEqRAsLAHA8SkwWMBVRGhNnIjPMTaw2YleCuLOC/sefOl9\n",
       "qHW/72l1n1P6gGfanzCZd7+e3HGK7nPV7ZbdROGm0RP2Tfr+x6UhgO5ZCbaz6KYhocUqm63+7OZ8\n",
       "N+8AAEeaWwzqACgeDwCA4/qnpXd1t59/8cW77747ZfJkiUTy7127vLy8AMBkMjm+aN78+U8/84zz\n",
       "e/OTkhY7V8uQUj5ptxN2AFfa7iNi+7lZI91Zxw2fXWWz2YCmDZfOG59bSIqlBMUDAFutmmMZUiyx\n",
       "sa0X5XNynskot977b/5cXTOJ33G0oreX1cloBQCYmRbfTLuICB7JMTbgkSRJEiQPeARJEI5FRlq9\n",
       "uZsQC6mFD4fedrSiMTBxt46H4zhPF0HltnXf5lx86tOU5i9tWTxzSuwAo9HYpWgFADz++OOPP/54\n",
       "8y2vvvpq8z/XNaxl0IXACknXek6VUu5Svxy2Vm/Xmzk7RwppnquIFPPBThhconUef73v0QoAGNC/\n",
       "v6+PD0mSEydOFAgEkyZNEggECxcuNBgMtxetAABNcKCLTDq8oiK1orxGXWM1W4xGo0Gn0+t1JEUv\n",
       "WP78Q0PjSKdv14qJiTl69Gjjnzy6viYAACVo581daOu+/PKdd96ZPGmSRCLZlZLSqq2bO2/eM0uX\n",
       "dvTZkvSd2eDvr5AJLCXZm9/I4Y9YH3cPpxaHRo+MGjHeyTe3ex35Ox9wd0hyd3Z3+9k/lRDvFn2l\n",
       "p7T5tU89DynR0c3GqTuvSZPWdnXxjPvypXhaYVuEyfwzp6g7dROWqsuFGoHl7PZVmzSTN8/DaMW9\n",
       "LcE7XnTzT2PVqlU+3t7HMzMFDev6CgSCYcOGDR02LDk5uat7C3Ylgl3tUL9Ic6vQyu24Wq0G4IDk\n",
       "gd3IVdfUPwWaooAkwdDO9HXnb5Tf0HcW9AWAqrvTVnpZr1a2mKpOCQR2no3jOMcCtQRJNH9zN6wJ\n",
       "Hy+LC/KR3skebuPWj1vGLAwGw8ORYZXbWsQRzGZzt+pvCJLSy0ebxf1Erhf51hs8mwE4sBEuJr6/\n",
       "SRp1F+8EuXOenk135NntdpPJdOf7NHq6893dZgYG5F7Jy8n6yWw291CGjBs8OLJ/f3dZl+Zig2Ni\n",
       "y/nz5xmms3mbNE1HRUU5PwvG4aWXXnK0dXw+v7Gti4+PHzps2PTp0zv+nLYkO3Vj6vmbOgCQ+sUm\n",
       "vZXyWvI9Hv7fWfW+Dwd8v5P85+pn/zwYG0c2PAOOJAg7AEmA3e54VjHHAUEC2Ln6h3pwHEe1/F3k\n",
       "wE3PpNldDh3cly/F0wrbIkzmnzxF3aWbsBR+s3zCpkJQDJrx+r9fHyXDJuHeliBRXFyMeYcQQggh\n",
       "hBBCCKFuhcQsQAghhBBCCCGEUHeDAQuEEEIIIYQQQgh1OxiwQAghhBBCCCGEULeDAQuEEEIIIYQQ\n",
       "Qgh1OxiwQAghhBBCCCGEULdDnTmTi7mAEEIIIYQQQgihboXgOA5zASGEEEIIIYQQQt0K3hKCEEII\n",
       "IYQQQgihbgcDFgghhBBCCCGEEOp2MGCBEEIIIYQQQgihbgcDFgghhBBCCCGEEOp2MGCBEEIIIYQQ\n",
       "QgihbgcDFgghhBBCCCGEEOp2MGCBEEIIIYQQQgihbgcDFgghhBBCCCGEEOp2MGCBEEIIIYQQQgih\n",
       "bgcDFgghhBBCCCGEEOp26gMW6otlizdcX/Bx2UnTvf2+8pPXR68uWnvNfhf2xRjWrCkcvaGuHIsR\n",
       "IYQQQgghhBD6Y6kPWFh11qJqVlVu1bPd8ziZ7z8uWvwziwWGEEIIIYQQQgj9GVAdvmLSrdlUnc8S\n",
       "yvF+bw+g7/NhmsxHyzksLYQQQgghhBBC6E+i4zUsWHtFna1Wz1bo7v9Rqgu0+VhWt4cxf/J24eiP\n",
       "69SYFaj7qvlu7f+9d8nsxEbUFdpL6176MuPPcvKzxSn/emHbDQbLvUUXoDm148tnV6x/esWXe26y\n",
       "mFcIIYQQ6pQm493/W3fGAADMlZRnX09X3dnlAnMl5dm1GXeyk9YzLAx5pZMPmaxADp7k1qUdWcsq\n",
       "5mzSh88PmFml/iLLeLHODgDuni5JYzznRfD5nX+2Vr/3SO33BZYKMwBFBgRJ5o7xGOXDc7z4/Vc3\n",
       "PyywAUBR2vXRaQAAEOR9cJGk+T71V0v/9rVRMsR/xyRhi+8y6de8U55FST56yTuc7uaVw56fev3Z\n",
       "c+TC5b1mKgAAoLZ2wfs1Kje3L1d6BgIAgDrnxoz9TPzCXq8H8/Bkus1T8MxXL++uarZBELfs6Xk9\n",
       "O55qBObL21LykuZM96Pu0SEZr+x5Y5/HM88nBtAPZp5q8zes+56Z9vSLg8WNw6HLn2/4168NrYxU\n",
       "ETkqcdaIQBcAqMx59f/yJ695LEZ0X3Kj5si7KQVJjy0dKH7AMrmdfDPk/t8n3/Ve8NZ4jwf+tKzM\n",
       "efW9zOZxFfm4BW8lesCfXItsEfTo3W/8tBEx8q41RMZf03ddkc97bX6MiGVMV957NTfm+ccS5dgV\n",
       "IIQQQn8ALS65AQCoXs+8Ob0v/YdKZNtLH5uB5QBs+tuJgnBZO29ksbyYIbK/B/BpnSk9S7d7pyr/\n",
       "kYAPYvkdRzqqX/i07gpL9AgSJ7kRVr3lTIF2XYHxwnz/5WEUABkwwH2JpHbzOZt7f7d5QRQA0O6C\n",
       "VruTBLkOExqPXawrGtciMKFXac+w4D7ITfkAFBupHCCkzxlPqtiZCgoA1Fd1KgCoM1ys9Qx0BwBb\n",
       "UT4DwE/ywWjFnXGPXrksvkdDlaBFnQ4ATJXZNyyye3k4Ll794oaKZQ9sy1JzOaeYEsCJ/JrBMc2G\n",
       "mDxZTPJr03zBpCm5nPVN2u5N9JMvDnW937khDhvaT+YnwJOg+1HMenF6tLShcaOEmCOObJn7ypwY\n",
       "kUWrLj2x//DWj80er4wL6srZoa1Ug9eICBkFQNHgNXRoVC8R5ipCCCH0h8ETRU15ZZpPQ/dOudzl\n",
       "q2jqvqfwbh8Byxu/MHB5/e//sjFDxGvfLz+2v+JoRMAoaXvvZ8zf7Ki7wlLjF/ovD64/GGtV3cub\n",
       "qg/urBz8ku8wERU5yE0p1G0+Z5OHuU0Y1MEB06IZA3jHThtSim2vhzWO5235WSYGeCOH3GKKRzfB\n",
       "95EowViUZ7EOovjA5v9iBQnfXW89UsxOcKeAsR5TceAtDRcBAKivVq0/qMuttgPwlP3dV0xzC6EB\n",
       "GPMn75dkDfJbLaldm26s8FTsXtx8bMaeSVW9co6LnxHw+gAy/3jF+kyjygxA8ZShbitmuIfoaxe8\n",
       "XyMe5xn4szq93A4UPXKc98pYAR8AGMuRfZW78y2O9w8Y4rl6vNTxK521VvtJmjq9mGUAxJ6SlYu8\n",
       "h0lBfbVq/T5tbh0HFBUzxHPleEn3+UmPArFMJnRpOej+7t2UmhGxcOpsgdpiZHlBQ8ctmBTkytz4\n",
       "90epZ3U22LDhKAgiHntyaT+hsej41pSzebU2ECriJk2cNdiDBmCupLyU3m95YumulAvX2ZDlb06k\n",
       "077c5Zs8l87anlFcruN5RyU8Na2fBw2gvfTehoIxi0Jzd6SfrRI89NxT03UXMo7Ko4cGutLm4owD\n",
       "32RcrzADCGW9BictnRTkAgDagj07008UGVlw6RWXtDA5tDv99FyTm6n2T0p0Sc/JuBnVYh4KRdE0\n",
       "RdMeYUMfXlhUvP5MqXGoq8utdsdUNuYGAAD7W9anB89frLKBUD5g/MSFQ71oaCcPH/Uz5KYePni+\n",
       "tMJsA6EietKUeYNdaWCLU77c5TVxkilz+1GVNnDC+896XThx9qo8dqgXBQDtFqXmSsbWtPMFtTYA\n",
       "gbx35FOPJTwYM1+YmlNpB1Jzq0zAk/eOnjcnIazFuJQtTumgQnab01IkFbs0P2btpQ3vZcjmPLmw\n",
       "jxCALc/Yse5U4HMvJgaZLr23oWDysqgLuzPO3tQwooCkmRPHKNsEOLQFe3ZmnCjSssDr0Tt61oyE\n",
       "MFlDPrSoEuEut8i6+5wttIiiRZSHX+jk2Ya8N07mVrJBfprv3k01Jj/snXn4u8taj0eeXDPC1ViU\n",
       "801qzsUqC1Cy0KGJ8yaFeoDhcuq327O1LHy/YsVheczMNePUJ06cZYZGBYi6VHkQQggh1H3RQoFM\n",
       "JGx5TWdWZR7eml5YYQaRImT8nIcT/YSdbTfdOLLj8MFftSwI/KMie7V40IXhbNqOf+WWaQFkyuhZ\n",
       "sxMjHT/kaou/252RXaTWskApQibPmZjoGAUwNafSDu87X6ZlgXIPWbhsSkSzfWnOfft2mmX8s8nD\n",
       "vboQhbjbAQtPt5nN71YQSRYm0scOWXbnMaNi27k0tpbVfV8H4nDFouCmI+Er3FYmauamG7dfZIbF\n",
       "OnlBTYbES3qc1pzJMurDpBLHNpNxbzEHbtIJPuSDUd2kojGe8KFKf4MRh4A5XQXu/V3ji6sO/mzS\n",
       "D5JK6gwXzNAjTCQHsJZVPfu1psLNZUqSSF6lTzlX/aye2LHI1REUqDhd/oIZlOGSmCChBBoXK7UX\n",
       "Hi995ZytT1LA6gG09Ub5y+lGfrjbigF8psx0RkfJG3L6yqFaSZLnujHcmYzqb/eXin16Lg8kgSaB\n",
       "5YUP8ZzhQ9ZerPkyq3J9kOjtCApMhg83Vaabqfh4t0iJPb+M7iEEa1nViq816gDZ38cIobjuk6zy\n",
       "FZLArQndO2rEGs8eLJ777MKFXhSjPr/pvQOp/Z5eqAx89PkpFf845L/sqfqhuDp307ZC/5nz3+/t\n",
       "airK3PRVyh6vpx7tSQEAU3pyS7rvmMcXLFSIZTSUAKstulSSmPjKajGYbuz5v9QNh7zWTPKiAVhd\n",
       "8Z6vDBHjZr7Z01Ukp+BKw6jhZuaWdEvSsmXDvShjpeq62csFAJjKPZsPF/ebuGZRgKi2IPXzA5sy\n",
       "5q/pNrPlmZtnj9b6Jkf1ERVlbj9ROXmmL91BS0PRt9Ha2EpOlEYveWphT4HxSua/vkr5xuvJhUoh\n",
       "tM1DEHgoI2clTg6SUzVnvl2fdjiv38xIEQCw5ScOpAZGz33xYX+h2AU0Tftutyh9S3ftuCSaNP/9\n",
       "KFfQVRaXgseDMfPFfDUtJbU2dulrUf60OjslZdNXHm8u6ddyQkuHFbKbkvVbMOnSG7t/vPzixL6m\n",
       "81vTLcOXjAiiAUzAmtQXfmWHL1o4nWbLz3y7/vPvPF6ZGdN8HhRTuufjAxd6Jq18s483o85O27Pp\n",
       "C+Erz8d6Q9sq4UzWdZvoBVD15cUazqYc9o9KXDnJSyZ1hcrcjZ/nyCclvx3jRdcWpH5+YAMzc02y\n",
       "b9/kOctFW9YVJb7zbKgLAGjVt1t5EEIIIfTA0Jw7sPEolbxkWYyXreTEtxs2H+6xekpfUUfbDbk7\n",
       "Ug/qope+NiyI1uQdTN1Sa/NvvHzUXcmFCcvfDPeGylMpKV9+IVvzfIwHAIhkQTGJcTMCvEWGC2k7\n",
       "tuy+FPl8lAeYL+/euf1myIJlUyKkbEWVQS4DKK3flfG3jI271dFPzO5StMK5gIXe8PKa6lwWAsYF\n",
       "bh12izGn2EfY6od0ebDIHZgbBVZrLN3mw/byYrMBYMAgoaTlC94RLj3SNTfyLe19qgMK16mems0F\n",
       "dWd0UsdsDn2x9gILAUNkgQ9M7eINCONBlvmiHgJ1+gssMXiQeAzUHPxFV8RIA1TGCiCTwmkAe/7/\n",
       "tBVALXzMd6YCAGSR8Nuz52r3VkkXORYeMRMTngp8OpAEAGDq1yysuFj+crq1xxCftxMEfAAra7cC\n",
       "SNxFgweI5QNkE5pH6YI8VydIJQCDFfbc92uOZVmeDhTxgR4z03eM4x0BtvT8mqIC1hpBWQvU6Wbo\n",
       "84jf602hJfuF41oViP4532uYCGCA0HrtxubT2hsJnt2kINjazH+syGwIEvVZ+cpExxRr+eCEGC8K\n",
       "AGh5n+FeGQd/M4Cy1UU7qzpxtkKZ9Fw/DxrApU/85J7nd52qnN7TFwBYlho+Z+Jwr/p3Ati0ta4R\n",
       "PcUAAKLA8ZN8T6TllowbFwQAYJMlTXm0YRmFpruvWAAAWkTRNOXqFxTpePXGyWy2z/KkIA8awCt8\n",
       "UmLWyxmF5Yke3t0jL4uPXmGUD0fIhPSIAGZbzlXTlL6tf5tla65k7jrPhs3xden6F8hikhJ7imkA\n",
       "1z4jkvtd2pRRZlQGubTJQwBh0MDw+tYjKsY/Lb1YB5EiALCxEDpvTkybWfQdFOU0GwtAiYQuNAVy\n",
       "377d6lZ/tmrrP9ZvbdXA9nYEZ4sPnheOfzEmSAYAXnFJ/Y5syM3T9hvaMvrTfoWku2Hq5EnPzZ/s\n",
       "R7kOnpic++X2tPOj1FnGocmTG9eaYQ1a3yBvGgAo78GJw9O/zvjVEDO4aTYZU5STbQpaMK1fgAhA\n",
       "5DV8ZtKF19PTf4ue17NNlTAVtJ91su7VNzDa0uy04yXu4XPr+3gb45v41PhQF0dlzswp9018Zqiv\n",
       "KwB4hc+aWfjS5yevjp/e15mJEh1Vnm6WAwghhBBqlzZ759+zG8b2ysnvLPE6m67q8chTQ/2EABA0\n",
       "fERkRurR39i+fQztb/ctzvhVEPfcsDAZBeAROT4pIjdV27R7n8mTwr1FAOA1dNqIo2/k5FbGjPEC\n",
       "oD0iBzp+QHWNGBok+0qlZaI8TMUHL/EeWpIU40cBQJDMtXGkw9ae3/J5fo8Zj01Xdvm2X0pvst3F\n",
       "/OJLidZbhHwJQK3ebgVoG3owlNkBSG9J60+BkC8BqNCxegCnhwz8kQn8zWmWvQXMqEE0AHsmy8QA\n",
       "PXUA/8Gpb6R3f5E4S39SxQxQmQwgHOlDKQcI6XPm9DJ2ZB4DlHCkggSwFlVxIBRG1q+LyguIoOGc\n",
       "Jb+KA8cWN8mEwJaTSuq0a3dbDULJ6+PEjtgQP8BjUZBpc1bZjJ/p+CHyhYnSwIZxi0TRECSS8JVC\n",
       "UFVZ9SCSm8zfH6zZW2Ap19sd1c69PuTEAlCRLRYBtRWVcQCmf75V2KxAWQMD0E2GRu7Ry5+I9qgf\n",
       "+wgalkvgyQKbVk6gKWBMbNtBVcVvWtON1L+vaHYK9bbU/0PqE+beIvwkcm+6A4L28pGZVDUsBAEA\n",
       "yCJ7trPoI91z2Nyhe7au++RE336jEmOH9hQDgPam2lRb+PbLF5reJ60xdZPMNBWnX4LQxwJcACAw\n",
       "OgJS068Y+jYEEZpaT6EietKcef1uY51Lnkwpbkgo1UMpZjNrTOAIWLTMQ6Ym91BmxqVSNQsU2NQs\n",
       "z5+pLz7KN9S/nbzqoCjpoFnTQjbt+OQl3z6jEmOH9/Ny6Ubtg3zSssmRTUNQy4VtO084Uq9WVbDq\n",
       "1HXrU5u9WWsGEDpRIbvLFAt58rLkyPo7BylR/dKS4qGzE7PXHd4njV45rtnkHUrsL22MtouD5JD9\n",
       "m4FpFrDQVqpN0kjvxrwSyUOlxrOVFugpaFUlOsy6bjJcb4rj8OS9o55Z1rQYrXdUYwSQrSg1uvRs\n",
       "qqu0IsiDPVmgA2cCFt09BxBCCCHUKVHU5JXjGubMUmIXpvRqre36zk+e3tn0nl4mCzCadrczulI1\n",
       "5TqmcVVvkSxUCmcbr7mkcg+q6YKqh9BQrGPBi2LUBQcP5Vz4TWMCAJNRC30YAEanUoPrmLYTKNjK\n",
       "g5+fLe454Z3bWvaemvJWMQB/4Yi7dXXVdhPX6fd3vjuiaxe84e4xVEXuSUP5IDdvnfH7YoAAt3h/\n",
       "qkZqAAAgAElEQVT3B6nC8RWScEqfn2fMLbNBgDRcBPwAaTgYL/xioFUc+EiUzvxiRlGtgzRmq96T\n",
       "B9X6DzMsn44R8AGAFkxdFBRzVbM7ozY9syLroumj5V7hbfZkrS9Q9uTumx8WEPHjvF4JE0hMmle2\n",
       "1Ok7/HrOMeJYsdCjaa1TihfYbaaeUyD28HJt554K545QFjf/zeTWE+kZR7632GZjmp8OjI1lmwqo\n",
       "g9sjxH0nPfbOqNLcoycPfvxJ+vAZKycFAgAoRr25KqYbPjJBcyknj7XAFx8/3bjpaEHNwCiPxtbz\n",
       "EV8RLXAV3fatZ7ZOKnmzPDRf3r3zm8rIpcsmhskoMBVseD2jcZROU7wuFaXHwHFr+g27mptzMO3r\n",
       "gxkjVi6J7S5rWFA8Dy8P72ZPCSlpcWA+C96c0/rZK1rnKmT3SJ3My9WjTfvG6Gq0LIBJozU1O0NZ\n",
       "tkVf07UlottWifayrttEqZKfS46WClxkre5N5VF0x6svd7nGduccQAghhFBnaKHYQ+5KN7vGA+AN\n",
       "WPLsYmXLK3Cmst3tzM12rspuMXpnSvd8/F1e78nPvRjqQQNTdOClbZ1GCHSl2qheLuczv/st9NGe\n",
       "XR4XdGVxBxasjN3K2Dt5i7629SWwVWdRA9ASsr15DqS7ggSwl+vbBDX0Vj0ALeVJuhZfcpkaSkC5\n",
       "JqvWri/WXAQYEC9+wB7fJhKO9ARDsTa9GgL6i+QAIBIlBUBFnj5XDwHhIjkAAKX0IcFsvlDn+Ixd\n",
       "lccAUOGKjuM7nh6fLvVfEUSoMsu+uNFYgmRgmPvKxb02j6CgTn+krH577Q1zfTCi2ljEgljBlzDs\n",
       "GRUHbtKFQyQhCloOtoZoBSkP4AGwF1TNB5aU0ocAllGJ+CE+wvr/FDT/wW0FmgZEVA9fF23RDa2T\n",
       "Z0xlZeM7jaWlxuYRyk6+TuY7dNL0NcsiTaeyCkwg85JTtYXF2m6YMZqzGWWyuMmvvbig/r/H+spK\n",
       "c3Irm7WeMvEdRCsAALRFmobMZyuKDJTco53ffRltXpHFf1RsmIwCANCpa249Fu+0KGnXsKFJz72Y\n",
       "HFGZk36DfQCqqDRADuoLpey9qJD3E1N5cMdZetyMp/qovknLb7YAiaFYbW54j/pyrU3eU9x8kC7z\n",
       "k4t0qnJTw98mdYFO4O8luO2su59xHLmra+toRZvK3NPF+FulsTHbSotrKHmo9G5WHoQQQgg9IEMX\n",
       "eZi77folNePcdlrqK2M1V9UNVwKMoURnaxZrUNc0XlDpKkvMgiApBbrSAp18eFKoY603Y8NbaKmv\n",
       "nNVcrmx9UUG5R82dMeWZUdRPXx2+bOpygroSsDAbXvjntfH/vPa3gxZrR5eXZYYbLfLAfuOcyQCg\n",
       "jGj/OR3yMJE7QP7PplY/15dfNVYABIYLujjK5UWOEIuBSc+znjltARBNDaUetCpGhQ+gQG9RARVf\n",
       "/7gTKrI/DXWmCuANCHMkhwz/iywA2C+/Kv3iZN3efTdfPmenA9wnKDouTYrg0/SYGYoYiv12Z9UF\n",
       "E1ivVby8o3JvjvbkRW16sQ2ACpE2fLy85pWU6u9PVq3ZoakA3sh4AZ/mhbgB1Om3n9Yezalas1tf\n",
       "21iCoe7xFFxJu7nmYO3eI5Vrvyo/aSLDE2QBwO7+ouyTHO3Rn+tS9pWtPWnpPlnMgkGrNmi0jv/M\n",
       "t/p1ViwXGQvOVxqBZRgqIDHWvypzy76Ccq3ZqK0pvnQ+V93xhX7tyV2ZpRqGNd48v2tfmSwqxr/z\n",
       "Xz7VxblXKjUmFsBcXqpmRDIZBbRy2HCpatfOnKtqs9GkKS/KP3VF0y3GkjfPZtQqxieGent51P/X\n",
       "b1iSr/ZoZiVz975Fez7jYJGGAbbmSsau8xCZ6NNOFtJif3eoOF9YzgCjvnEkLUd969V5OihKpib3\n",
       "XHG5lgVgNZU31KzAQ/ogtCGyoPFRvLM7Dpz4TWM0GWpuFp86c0Nz5xXydz0tbaams9JgZACAVaUf\n",
       "yIDoBcMDIx95OLTox13nDA3vtl3cl3mh0swwmsuHDv9k6pXYu8UMQzpwWJy0eFfapXITy5gqT6Wk\n",
       "X3WPTPKlbj/runevETA81r80Y/upUg3DGivzd6UU0DGxzj7p44+QAwghhBBq5Bqd1Mt44sCuc5Ua\n",
       "k1mjLr1w6pKK6Xi7LChJaTmRdvaqlgWT5vKhjAvmZhcZUPbd/ksqE8uYKk+kZdX4Rsd4AYg8PCjN\n",
       "hUuVRmA1v+XuOtSwqrcsZExf208pGRcqDUaTRlV0o5xpdrmSNDlZWrA1Jb+rlxlUDwlppSh3CddD\n",
       "YrNStFhE9JAwViDlIlLiRqpZsocbKXfjuZuhh4SUuPEqWAhwIzqMI+h1H552+2BYfaDBWqZ+/7QN\n",
       "KNHU0Pavi/k+7jO9dZvzq764Klwe1vRY0/UZDFCiuRH1n+JLaDFYbuSZ9YMknc+54Pu4J0n0355W\n",
       "764GOtQ18gGc4+odJnJP19VKRCPdyIYt4h6H6ioo4SjP+i18hedHC2H9Pu3uQ0YAUtnfc8Uk11uv\n",
       "wiiVrZyhX7BTt3af+NMEnrVMszlfCwC0m2D8jB5J7gC1AAA9hsgHVNV9eMgGQnrkI95PB5IAZFKy\n",
       "x8kdNccOVR4T8sdP8l7yv7KU+n1KVy+2rU+tPZZVkwXgHuA6lQK+j+KjhcT6g9pv95u+BaDdBEmh\n",
       "3elBLbVn169rvDNLELfs6Xk9OwlSeo1/pO/G3TtXHOWFzn7quYExy5fBN2mH3zhhAQCRImT84/06\n",
       "Cp+JekfKLx/4x34tCwL/mIefG3fLJzJoctMObK117LlX0mOJQTQAeE1flkzvztiyLtMEAFJF3CNT\n",
       "hnaD8WXJiXyTMim6xRQm17ikXt+l5BRPevguDcQUSXOitPu+/nupBYTy6Gkz57W/To84ZuaoC5+n\n",
       "v/HyYRAq4qZNTDJl3DpoIm+3KG0l2Ye+2WlkwbH0xpTxXg9EsyHsO2POgn2Hv9v82S4WgHLpFTMu\n",
       "YvCdV8jfk3rXhk92NRbOuAVrel/YegISlw3zpgHo0FnTzr+RdihXOT0GACj5Q/0sBz/6eIsZKPde\n",
       "k56YGCNrfdpOXzKF3p2+7h+HWeDJe0c/tSTBm77trOv25DFLl9i+SUl9Oc0ClEtozMMrJzl/E94f\n",
       "IgcQQggh1HhFPnDKSnP6rv1fv7wTAHhyZfTCmE62i2MeSy7ZcXjTG5ksuPQanjir948nGq4eZb0n\n",
       "zHK/sOX1w2oWZIHRCxc5HhESNGtG6Ka0r1fsB5EiZPKcRG2KynFRETln5qzdh3a994kWgHLvs3BZ\n",
       "YNNd7bRH4mOJF947vPWM73ODu/A4MoLjuLuSL9ayijmbdPz+Ev4ver23y+BAHq2zZuVbaoEY8EjA\n",
       "B7H1IY7yk9fnHrKNXBi0OrhhBFtV98Km6oss0SPIJUZBMjrLmXxrLfBGzg5YHdHwgxhjWv/OzXQz\n",
       "BIRKY9zBIJQtGSOSMIY1b5VluXluf86t+Vj9xvHrC9NZACJ+fq/Xw3hYZbsykq9d8H6NPj5gx3gB\n",
       "H3PjzsbzxSlbNpkmvvN4II2ZgbBC3kXaS+vW5cS9uDBRjsWKEEIIIfQHd7dnO7u7f7RU9MXB2vTT\n",
       "LAMg9nSZMcZzXkSng1+F2wcr6L0Ha/bmGw4WA1BkQKhs4RiPMT7NYg206O+LPK2p6mMFOhUQPfp3\n",
       "tr5o4AA3ZXp1kVA8NQijFQghhBBCCCGE0APpLgcsrCzwfVyXL3Jd3sEbvIf1+nFYm61S8dSZ4qmd\n",
       "7pnv47Z6mdvq5pto8euvh7RzDDpzOYB7uGs4/rSNEEIIIYQQQgg9mKg/XIpsFzINBuAlDcObGrrO\n",
       "3X3rWnfMBoQQQgghhBBC991dXsMC7vfyB9YbVYu3aFTeHtuXuXtj8SKEEEIIIYQQQg+mP8gMC2tV\n",
       "3RenrVadJesXSy3QM5JdMVqBEEIIIYQQQgg9uP4ot4ToTMeyDLUAYk/xkkmKqT4kFi1CCCGEEEII\n",
       "IfTgumu3hCCEEEIIIYQQQgjdLTgTASGEEEIIIYQQQt0OBiwQQgghhBBCCCHU7WDAAiGEEEIIIYQQ\n",
       "Qt0OBiwQQgghhBBCCCHU7WDAAiGEEEIIIYQQQt0OBiwQQgghhBBCCCHU7WDAAiGEEEIIIYQQQt0O\n",
       "BiwQQgghhBBCCCHU7WDAAiGEEEIIIYQQQt0OBiwQQgghhBBCCCHU7VBnz569KzuKjo7u5NW79S3o\n",
       "d9OqQD/49Ls/c248u3A8RVEEQTj+HL268A+f5EP/7Nk8yQghhBBCCCH0O6M6DzQ4yZl4RO/evTG7\n",
       "HxS//vorZkJzZrNZKBTSNI1JRgghhBBCCKHfB94SgtCtMQzDcRwmGSGEEEIIIYR+NxiwQAghhBBC\n",
       "CCGEULeDAQuE7h0Cb6hACCGEEEIIoduDAQt0a3hrANegC7khdHnlVeWhV3vECB/4JCOEEEIIIYTQ\n",
       "74/CLEB3Ad9r/Mz4Pi4AxpK0lNzrVjyx6PEzeowSAYB09QzTszu1KhZrCUIIIYQQQgh1wf2YYWEu\n",
       "3vTPzS/+M+2SGfP/D4OWuwAAgItUgJlB0eNn+y8P4zn+koR5fTRbFoCxQYQQQgghhBDq0tAKswD9\n",
       "ngQBMYvG+1OlP2/bf0MLADzPMbOHyk/+sKuIHjQjaZR7w/tqf9mV6zN9NPnfrzMvm4DnFjpvZl/e\n",
       "uaPbcjQ2oJXjxk52+eXz1Ovaxv2KvAaP6Bsd4CqmAFhz5a8/p52otAXELBrv77ghw1xbcfpE7plS\n",
       "RhAQs2i86+mU/50x+v1tweAAx8dZY+n1omOZRWV3PjekMVrB2Kw0jw92PUNKwrw+mg2dzLMQh/bY\n",
       "8ZggZcON3XrJ+//wjgTzxvUlB+scOxSteMlvjIjZ+/GNzeW8Kct7Pa0AAACGzf+5eu0hfQULIBHN\n",
       "mOQ5NVQgp8Gqs5zJql6faTLU71YqAQAAfZUhZV/FXp1s63Oe3s2/W1e37P3qKzgBBCGEEEIIIdT9\n",
       "AhZs4TWLwTFcoXjKYKGkex2hpeincxAXp8TQyh+p2vn2H9WrYt91S6vt7I0z3xyttgAAMEYK1NAn\n",
       "xJO+rGLEvv5yAOjlKcvR1PIkQZ48za+1hsaP8b3GTI3vB2WZR89fr7ELPDx9bHpLfTTOeHr/T5dY\n",
       "18gRMSNG9SlJ+UXd8hsrM4/uU9nEXoFDh/V/9BHym28Lqmx3lDTaUzwhjAcm0ydf14bP9x0FhrVf\n",
       "m2fOV0SGucZ76naXO7EkBAN6mj8hjDp4mgUAcZBsMNXimKxXyxfvs7iHeaye5LWy2LQin5wy22+R\n",
       "wvDF7sqsKgiIkK8c4/M2q3ohi3HsLuWLm+msYMKkHoumyS9sVD+7Xs+n+DMf841Xla04YrGydjVG\n",
       "KxBCCCGEEELdMWBhMn34ZcWVhr97xPttHS/id59oxQ97t2Tz58XgXJDup3HdihZcJyyYPMHxz47W\n",
       "s7BUn61wjR7Rt1fpz9dbRQdsjNFkqQ9j8KpVOjokQMJTGX1CJIYbFeDr5ystquV5BriYVSpd40dl\n",
       "IX36SXWZe86cqbEDANRpSuorNwDYzEZjbZ3x9C/66FGuMh60CliwFqNWx2h1eQdNwkWPhA3pcf1g\n",
       "KXMnucKU1634lI00GbL0wnBHfKFK8/Kn7DCR6Vi5kwtYsvl5XOQQlx6ntRVAhg8RQbGpPKzZrTas\n",
       "XV3HqH7WnEmURAbwXOpkMwPtZ3ZU7M63A4Aqs3J9UM/X412Vp6tVAACcXseqqtmUk8zUZIE3Zb9S\n",
       "ZweK1AOAiS2vYxmsyQghhBBCCKFuGrBoqSKr7GWTRClq972CCYmugffkOY2Woh++PwxxC8f6iVpH\n",
       "K+oAvH7PHGEK9635zm3p8gTfuxoiYa4ffjNVsHB5Ys8/TuSlYd2KjnS0ngXPpsr5RT5l0F9jirfl\n",
       "tKxiQfFLFwMAaC7/tO2EurCUifaVi/l0Hw97WeZ1tkdMXy9BMfjIWE1mtb3pMHyloLtxvc7e4ZHw\n",
       "JCFKCeiK1B3PnrBUV1RBoJcHDaV3OoQ3qPRZANDs4SBMteFYV/agLzCUj3ON99R+qxdNDeKyDrIx\n",
       "Ya3ykugRKo2U2itUNsJNKAc2pawx+baiAhbChN4UqJpylo4fQEOtBtf+RAghhBBCCD2oAQsA+8Vz\n",
       "2ovtv1kQOeJeBCwaAxP7N8EjS+tjFo0bQREXp7zVgyFNhd+v/8Ft0eKHfH/3cABTfeXwD+dyC+vM\n",
       "ACDxiByZ+LcYT/pPUXkYtRG8OolZGHWWDuIHoCs5mtNr3rBB8YUXmscQ2NLz/8msNgOAxWgDe1Wx\n",
       "mlX6BPi6+vA0R0ur2Qr72BC5j00KNb+0WGyCBwA2AAC+39/mDQ6gAIw3dqf8XAUAIB0xc/IIADCW\n",
       "/XjwSpUNOlkTlAfA2rpDxhJQq0uvkyWF0cd0snCz4ZtqLqbZy/wI3+/WAoD9xs9VH+bbIBwAoOPF\n",
       "N/iLngtZBAA6/cav1EUYsEAIIYQQQgg9sAGL31lTYAIAqrIdMQvP0qZoRWMIozMiz94xMS7S+5Aa\n",
       "tvZ6KRsSt3iCr0ICtVdOfpn6/QHvOVP9/wR3sFgrD37z3cH6QbHf3AWDvQAANN9vPfrrrZeutNfm\n",
       "Xfg5YtSgEYHXW1QHo7pO3xjmsNSUqaFv794ugrqrZSaGLdJRsb362WjtZXWzUAijKTVCkKePC1Tp\n",
       "Kn9IPSrrHTMjgmwoAOPZgznXA2Im9f5/9u4/Lqorz/P/R+tSVJFbpihLKEusoGCghVYS6QlZSSJ5\n",
       "yHcxwejQxtDRad3W7bZ3fMzXnrb7m2xv76S3ZzeZ7cxjfOw4j5jvxl7tr2aMsYkxJNqDo3aC02RS\n",
       "RjRggymVlEoKxaLGqkBRXOL3jwLkR4GgCFd9Pf9JLC637j33nPvjzTnnTmyPfD3EBsUnT7VJOJo7\n",
       "jT+t418+1b77J/f/X0GT/+SV8x2WPgV/9tKP321tCmgtmohIXCDsk0nzp058v6uPycS0WYq0XPV1\n",
       "ZRMdZdu+/GSW4xcPT/gqfI1THgAAAAACi5GlFVNyFy4S92/cgctV+37VYA752gZNK7TmP+w9tL/m\n",
       "SlhEUSfPLSp6LntSR/OpykprTu40i9LyweZ3W/LmaO5TXwRaw2LJWvhkbvjTfVVNwXBErDOeKS3I\n",
       "tSsiLR9sfl9b+rTLfWi/JxDUEjIWFj4/sGeE1uIur9hXfSUshsT0OcuXDezroSTlPlnS/Y+kzDlZ\n",
       "qscb6ozOZuqv+XB7ef2XYVGsztxsEeGNn710/tu/fHQu45kZ6SKNPR8a4hLM8QYRkY7Wtq+ltaWh\n",
       "Le5PZkz0VzV/JdLZ6PUn5KRL+ERja++eEC2e0+dyv1Xw7+d2/kvD+VZRDIbeX/NV8N8aPnZ/Or2g\n",
       "6DHXlx94+3X6UOITJllkktP12L9LUZo++9emr/VROtd8p676/r197ZTIG+92RPo107B2vlnrmXO0\n",
       "48t/K/Na/9OS5OfEH5108/9+UP74/r+d0cQoInLN3xJx/5Ov7EHXT5ZY/rg92ETdAwAAAEBgMaTI\n",
       "6QNlVdW9u1G4fqCUvV4VGCqtEPG7K97zzVizsSTNFLl0oanFOmBMgtZ24siV765buUoVv/u3r5aX\n",
       "1aY+vmHDoiSlvX7Pju17PRlrMy0iIu2NNY1ZC5a8uFTp8H36+hvlu+3fWZEa3ydPKX93X+DhNRtn\n",
       "O5WAe++7W3dZX1ydaRlsh7TWL9xVbs1ZkhIvIh2+qtf3eF1Ln12XbdV8p3ZuOxpWMqhwfSKLxlMH\n",
       "PSnfTr8eEymub31vVTSE+OzXb51p6Qyeawz/ScbX56IJRWtzXYskWVo8/aaraLv4/r64BY9nLnxm\n",
       "hiIiWth/vuWrzr7hyOHT6SVzi2Y3vxvs86tJjxf8RxFpbz3fUP3m0YaWmx4SYjKv+ba1z7tsFEOa\n",
       "WUTMa1dMDfUeiKFFdv32yskb9eToaP7qny7b18rVfwlcE/uQi2od7+y8aFwypXTl9LUiEmw/+rsv\n",
       "f/UvHR0ixl5f+pvftvy7dVN+8idtG/+VYSEAAAAACCyGEqiqlr7BRHxaUckPpOz1qsBQI0E0ERGz\n",
       "SRFFSUqdEXNCzsSc3GxVRMSWmTmlPOBcmJGkiEj8zJxkZW+jX8u0KCJapEVxplkVEYlzzFmcefz1\n",
       "yqaOVNf1tYS9FTXxhevnPKCKiD13QcaRLSfrQ5m5A9772uEp/+WO82ERUacvWlmYo4qI1ljlCabk\n",
       "PZNjN4tIypySBSdfrbyLK1L3fBaDzlvRpf28+x/euP5bDQff/9uDXf//6Vt7P+2/+NcXDh/428M9\n",
       "uUPok7f2fhJztVcafvdOw+/6fXre/Q9bun/10qn/s+WUiIj0fHhx95aLo1cChtzZ96XHamLfmNmv\n",
       "lSn/9Nsr/Rb66vOmP/1Z9H9DG18KRQvkrU2et6Kf+a782c+iv6K9s8nzzsAvCbW9tdP71oCPe61W\n",
       "Os5fWfOzKz35xdZXPVs5/wEAAAAgsBjMgGAiPq2oZEN6MDHdPti8FbbcJws9+ze94nkw56GCBRlp\n",
       "6sBdMFgc3d0uFIMo8Uk9yyiGXtMq9lpMFFuqRasKBMXV04GiI9B4SQuc3fTae9fXbA2GxV+3+5Xy\n",
       "KyIiptQfbFyUpkhcauFPNrS3hYONNcf3bXu7ZeWzJanS0txmSrH3jCBJdFiVu3hei97zWQAAAAAA\n",
       "cMvG8xl6kG4U8c70Ied6MCUXrF6d5/v88BH31lePZ5WWrMhMGHK3DIOsqLOj1zshOiTmYICk51/4\n",
       "dk6/eSvUohdSOzURRYnvmuZTibdY4y0yKcmRbAls31rZtDg1WV9ljdvuWkvw64hpGAuGtQilBQAA\n",
       "AAA3Mo4P0UmLFtz49R+DMTtmPVU6K6/qH189ci6YmWW6qZUELwQ7chLiRETaL3uCitXae36KONVp\n",
       "E0+tT8tJ7VtKpkm2G3+fIdFuDPtaNOmayDPYHAxrCVS4u1b4q//8ylmKAQAAAABGy8Q7bouDDZ/X\n",
       "XLjapoloLd4L7YqacNOhS8j9+wrP1Q5Nu1RztKzOkJWf3OctIaqrMNtwYk/FHy5cbQu3+n1ed/XF\n",
       "YP91XK2pPFlzoSUY1jrCV7+o/rCsRjJyk+NEcealWxqOltW0tIkW9NW+VxmgtgEAAAAAMEzj2MPi\n",
       "0m9eeW14S07+043LH+2Z6jLUUFF+8DdhETEkps5esWyGWaTjZjbA4Mp3Xj6w62fNnWKyzi1esjy1\n",
       "31CU+IylJc8fOLx/2853NBHF7Mp5MiNnQAGGzu3fcfRyWETEZHfmLCtZnBkvInGO+WuWdu4s3/VX\n",
       "e0Sxpy4qeujSwVYqHAAAAAAAwzHh2rVrt76WY8eOzZs3b+gFMjK6X+oZPrf5lQPeEay+b2AxOlo+\n",
       "2PT22aJV6zPjqQQD1dfX9zugf7tl771cIP9h+eOqqhqNXe8JLfyZ567f5bd+bOu9ywAAAAAwxsaj\n",
       "h4VpxvqXfkjR31n+Ys3T4XC4o6OrL8uo5Fx3igkTJsTFxU2YMKHnkw9eeuDuLo2BuwwAAAAAY4w3\n",
       "V2B4FUVRTCZTfHz83fqIPvTT+4QJE5Rer6W960tj4C4DAAAAwFg/h1IEGOYTbFxcHOVAaQAAAADA\n",
       "2LhnA4vEpzZ8n8MPAAAAAIA+TaQIAAAAAACA3kxwu91j803X3xIC3auvr6cQAAAAAADjaEIwGKQU\n",
       "AAAAAACArjAkBAAAAAAA6A6BBQAAAAAA0B0CCwAAAAAAoDsEFgAAAAAAQHcILAAAAAAAgO4QWAAA\n",
       "AAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgOgQUAAAAAANAdAgsAAAAAAKA7BBYAAAAA\n",
       "AEB3CCwAAAAAAIDuKGPwHW0NFS9v82asXrkiNf4OL66rH23e+V7z8Jc3zF39vRWpin53KNz00d5D\n",
       "FXWBsCR994VvZ5uiH57b/MoBrxgSU2eXLMvPUO/NpnHtXMXlv3R/Hf2HNXfy64VxxkGWmfaQ9W+K\n",
       "TPeNzhGJFv7Qeh2sMXfp4I5XK4Nq3rMvFtnjdHCc2gIXzzQEWsJiVi3OVJdz7KtrqLm+odkfiojJ\n",
       "kpTqTLPG33NtJfT5zr1X8pflPTDSOhk4V61Nz7Hf9jNkR+Dz/UcaglrPdc+ctSDP5TsXTJn1wNhW\n",
       "mA7fp29WJZYsnWHRz+HTmj/adagxt/i5zARuie4U/pqKrXs9l8U6b+nTz2VP0tOmaY0Hdmyqarvh\n",
       "cvq5iAAA7vXAoqP5003bPGGRE9vedq4vLbArFLputNfsefc9T+cgP+1safhs6x77z1dnWiiqWDmF\n",
       "Ndf2goiIXDwe+H9k9DILDClYV7G92rl8WZbFd7KsvOqEr08FVlO/WbI0L9s6FueZjsC5/Xt/X9nQ\n",
       "59ZccaQvKn78MUfrH/ZUnM0uXpF91z8Eao2VR0942k5saf3u2iezR/D8f/UPe4+eXVCaY7/tW3i5\n",
       "6mhlde/DZFRyHzZXHdzqq1++rijXOlZXpfDF93Z8XBsyBFNK1+fq4yFTaz68rWz/hU7x7GhZunJd\n",
       "zjhU12BDXbWv9cb3KqozN9tu5gwoItrF/eWey5qIBI6Vf5ybWZjGjRUAgMDiZm/o67a/8XFL923J\n",
       "/jcOWMby7vB26ddvItrtIuaHOr/paTrW0Ckiau4zPyqaZunZdtOM9S99r7GybNPBgFzwNGqZGdwM\n",
       "3cjF44H/ljTlbx42jNL6BulDMaz+F3e5tuYmb51n0+aTSiAQ7jmRKQZN6xSRUMNnv9l0Pn91yTO3\n",
       "uT9XW0Pllm2ffTlgAzSf5703vFX2zsvNnYn2drnrA4vQuX3uNhGRQP1vtrQvX1s4zDN8sPrwew2t\n",
       "WeO78eHzu7cckDG6KrXW7D1QFRKRTm/5+x+kPPuUY7xPrD1phYhI59m9u3ealq8Y634WV2vKDw/v\n",
       "WulMylzCxehOMXgHiq4uGOZQxc9eCoiIpBT9Yu0MoigAwDgEFh2Buu1bDp8Oj9fdIW54t9oZ7SNt\n",
       "S7db+h+Q+CmpdpMEwlp7hzY2I4fueJeufB0Rg5GCGJvKGwhoIqJOX1A8vyAz0Swi2tUz7hNI3AYA\n",
       "ACAASURBVI/LDnguS6ByxwHn+iW51tv3lF63fUc0rbDOLXp8Ue40myIi7Zc8tfv2fnw6FLncfK8c\n",
       "h8bKo2d7hlqEGnZvfr9t7dOP3fBRPPT5W+WNmhjGfw+6rkrFt7G2iIiI373/zbpI978CR3Z8mLH+\n",
       "yTTTOB66nrTCMm/Z40lVB/ZfaDuxa7eUjnFmEW9LsZpCN+xhIYo9+V7s6xf2vrHlqKTOyMlOz0jt\n",
       "vlIr0xYVpzdGh4QUPzJo9wqtpb76XKPYs3JcSVzEAQAEFoOmFSZnXkpzlSdiSp/tvHDqLJmF/piU\n",
       "mI8NBkpmvG9VB+tPcek3r7zW/f/jOZ/F+J+/rK6c9MSuP80pk9LyCjekTt685eMvtcZ9B7xZpa7b\n",
       "81e79voD0af0yYvWlRRcfziPT0qdkWF3nw513isHoKd7Ra8E470tZS2rlwzZw6W9pvzD05p+Gtr5\n",
       "3XtqM9Zm3dbnYVvut/9HblfPu/Efvd87rSgteS4zQTJLZFvZ/gttJ3Zt9+aVbCxKHqvNi89Y+p3/\n",
       "xtl+UJ3hQMBbffx09XER45RUV0Z2+tzM6Q9kF/4ku3DIX7zq3vH27oZOEamoKdi4OtM2xueGqrd/\n",
       "VjXUAm3qk3+et/8fqtrUFAu3gwCAcQgsuh+Fpy9fV+is+scqjyj2rFXFyTu3HD5NqevlNj3YJiJi\n",
       "NMd63I0zJZhFwhJpCYuYKKzeJswoTHqnUESunau4V/a5I3DRK8lpfXPGmB/e9nNWr3xNu3B0y97J\n",
       "P182refhKs4xZ0X+qVcrg+G642fCrtsS5YQbP6qLiEhi/pP5fboSaF+Ul73X0CutuMsbTq/uFYpz\n",
       "cbGlam/9ZRGRK5Xb3m4rfea5zNjTNLR5Ptx9va/B+DwEBkOGjNU//J/35glsYFohIoq9YHU0s+hs\n",
       "qSp7WSt5sTiZCRF1JnK5wXO5wVNZLoo1KSN9xtzs9IzUSbFjWS3g7j4XaQ31l7VMG6kAAIDAos/j\n",
       "rjVz1TqLV5LTrNLY82XXP+TKOe73rFdrjnx6WUTEkhHzcKjOKcrxFi1w+Mi5rOIZ9/i9TsB95Tn3\n",
       "eH35+M9n0dVhSqYvX1fkun4/XLez+8Ox7DBly316Q0qwrfvv82Z7v8cqJSknPbHyeIu0nG7WslOU\n",
       "21Aa3kZNRCx5Of3+SK44Fy7585z27k2LT0xJvJtbRa/uFVMWPP5YTmKuPWHrG8e9IiLBY7veDhaX\n",
       "rMpN7P/QG764b6+na6Sgafrc8ZnHofP0rl//V1Ov8Vtq+pp1TzxwL5zlYqYVXQzKOJRAe/3esp11\n",
       "wxkSkrV2dZ7zXrsSmWasWf9MbZ2nuubcaV9brzjiUq37Uq37YxHz1HRXTnZ6VqYrqfdlQrHmphrO\n",
       "NnSKiJKaMWXsyk1xFq3+n0XDqouNB7gVAwCMX2AhInHWaWkiIlqsD+9onSe2/e8Tw/pQr3o96ybm\n",
       "zs+KObG/yflUrvV0VSBUfeCVauea/8JsZ/e88PndW97PS9dERAvUbt9y6uy49L5RJjlThnzDgslq\n",
       "EhGJtN2mQQfhiCYiYrQM2Pc41f7AvfIa4F7dK9SMkrxEETGn5P1gfcL2N46eDotI5HT526+Hl6zJ\n",
       "T+71F2Dti4MVx0Jdj8czi54Yx9FM4XCvXh5aq3ZPHLTB0wqt5aMdb7/XNQ3zWHavaPdfCITDw1jw\n",
       "QlPwnjzvmu3TcvOn5eY/IdrVL+oaTtR8Xuu51HK9vrZ96an/0lO/X8Rkd2Zkps/NnpHhSIiTSbkr\n",
       "n7VUn2uUxKycGTYBAIDAAnf1fe49O/WmNXfy64VxQ06l2fWW07u4EOKsmavWyfYth0+HG6tqRETC\n",
       "dafOSnTMl+7mo+kIRR9sYgQKo1MaqsUsEpZWb0DLVe/VU+j17hWGmUV5PdP+xdnnrFpn3v3GwRPR\n",
       "12EcLNsceHpdsSs6PUSHr+rNnjkvHHnLcxIE45JWrCx5Lj1mWmHMWvbsquyxfOXqpOziAu3GrzUV\n",
       "UV2ue/aG5fr0mXOeyZ7zjGhB3/maGs+JOu/Z5uu5W7i58URl44nKD0WxuDJT52bPysp5WAd/aeh6\n",
       "LchgPw6H2mmdAAACi9F157/W1DRj/Qul1QfefbO6rcV9tHbB8tyBfxYON37gDoiImrNwXdGsJKax\n",
       "uLf1yix6apEe0wqR9rNHPCERMU2ba78922adMdN0/Fi4rbry/KLSe/NtfL26V9jnlPR9qUScddaK\n",
       "dfHmbe9XNYuIXHa//3fhheuXzrJJc8Wez7rfcm1ZsHQ2f/Udj7RCEvOKSvSSVoiIWFIzH0vlCA1h\n",
       "4PSZisUx41HHjEcXioSb6+s81TXees+V0PVjGvTWfOat+ew9MagOZ3Z2+tzMGWn2+HHa/k7/hbah\n",
       "7kfUeI4xAIDAAgPvERJzFjxcUX30sgTrY/6hONR4WRMRa8EC0oqx1/s9IHrKLNa2vrr54xYREcui\n",
       "teOZVnQ0n9y6o865tN/bKLRL7gPbozNi5j50u4a7K8kF+dZjBwPhuort7mfX9J2moa2hcsveK7ml\n",
       "w3i15x2s9Ywn+gRinFv8UIw3JqqukrUliTvejT4hh2oObgoFS1Lqj3RnuGpuQaGDq0//Uq3e+4ks\n",
       "mJ9zG5pVR0NVxYWuKRhbqsp3p3a/u3S80woR6QhcPOuLdNz4/JM805FwL84DOvT0mSZ7Ro49IydP\n",
       "pN3f4D1R46n1nPcGeqb+7Qz5zlf5zlcdrB2/90kZbClmudA2/i/HAQAQWOBOyywsZhGRSFus8cMd\n",
       "4dboO0QSSSvQ88xgf3jD6isvb/NmrH62wD6OZ4+Wyh1Hzwbk7LbtZ7JzC3KmJamGtkBTbdUnlQ1t\n",
       "IiL2bz6/4DbeGSflFS6ofvtIc+fZ8l0v18wuzEt/wB7fEWg+W32youaKJvLeLnfGhryku75CpMwf\n",
       "9PWlpuSC1c+adpW944mISLjh4zcben6U+tzCaTy3DHwwDV449d6mxvplT5dkTxrl8ul6t471QUfw\n",
       "tK/txK7dUrp8RXp7d1phzlpWMi5phchV94597wyrN+L0Nf+l+F6cSmm402fG21JnFaTOKhDpCDTV\n",
       "131+oq6hviEYHu9a3TMeJFT19stCZgEAGOfAYqiRijFfyk3irgdhrTNWTeikZMaBacb6l37YfWDG\n",
       "7j0gI23OJ7b9euAUs2PYnBPzS+fXbzt6Ntz5Zc3Hb9b0/aFj9pqV+bf3jQ+K/anVT2s73q/0Sajh\n",
       "1DsNp/oeROfi0ty7P60Qy4LidMtQpZT46MpnzXvK3qzpXYsMM4ufyLi3Y9CYV8NugWN7dno9C9cU\n",
       "zxr9dzOZ7AUrC9N2le2/0HZi1/buJjyOaYWIKGbVIM3DuNyoCfdqrRnW9Jn+moqtez2XxTpv6dPP\n",
       "ZSdn5yVn5+WL1trYcK66xlPbYOBGCwBAYIE77uAbLIqIJn5Pc1vmtL5D8dsvNzSHRUSJj6OOQH/i\n",
       "HHPWbXBWV35yuLrhy1DP45gzKy/3qdxpljHYAtX1zLpVWe6qiirP2Z7HLXVyVvZDhQtmOe+BRytT\n",
       "5uMFNx7WMSln2XcsatnrVYGuD1LylmeP8VybismaINI25NG03CtzkZjsBatLpHs+CxHz3GUlK8Yt\n",
       "rRCRhJzV38/hjHaDKpyYkZuYMcQC2sX95Z7LmogEjpV/nJtZ2DUPrpLgTM9ypmc9RRkCAAgs7iV3\n",
       "/mtNuw5+8rxUQ62nM+Te91fupOsDXHv/YT8l3Xlv15GA+8pz7vHdBD3OZ6GTR6+chYtyFopo7cFQ\n",
       "p6ImmMe6riak5T6Zlvvk+G3A+J08VOeiItfwHvLj04qe3aC+u/ngJU2s4zLXpi2v5OeZwUFfc6sY\n",
       "zOoky1gcu0mPrf/hY4P+NDpVs3XebRgSooVbNREJe17/a0+vj8c9rQAAACCwwOAPEtnLlizae+hw\n",
       "XSDWMFdDYurskmWZFsoJej+NxVus9/YGjPkOO/Mfd1pHtPySDWpFme/hwvGZ+kSxWBN1fypTLCmz\n",
       "n195WybdjMWYRVpx97TIaYuK0xujQ0KKH0njzg4AcBeZEAwGKQUAAAAAAKArEykCAAAAAACgNwQW\n",
       "AAAAAABAdwgsAAAAAACA7hBYAAAAAAAA3SGwAAAAAAAAuqOIiIRq/+7VkzkbvlOg1P7dqx9+aZ//\n",
       "wvo5NhERrbF8xyZ324Mr/+Pa1OAHm3cdCYiIKPbURcsKH3MoIu1fVB3afaThclhETcorKlycPSlO\n",
       "a+lZ0mRPLVxW+Jjp5K82fXz5+pcaslZ/b1Vqz1d/+KVEF55eUPxkQWpCdKGOhopfbvMkLVu1PjtB\n",
       "tKayTWVVoeurUHOffbHYHhf+fMsrB72ZT/+81GUe0X4HTv5qU23ehu88ZhURCbp3v1zp2rDasnNT\n",
       "r3LoWtRZWiJ7/sm6fsMTTkVrPLBjU/W0H2wsTFPE7/7HV6oyXlj/cLSsvtiz/R9qIiIiitmVnbe8\n",
       "ODOp69ViWuOBHZuq4hdt+E6BVdpqdv/Vniu9NiXp+Re+nWPqu78joJ3ZtX27FP681BUnIlrTW6++\n",
       "27J0xaKaXa+HC3+x0tnYs1UiifklJYHynVp04asfbd75nrrwF6tnmaW9Ztv2MvuSF4uT40REay7b\n",
       "VNZYvGp9pqGx8sD2I+dbNDE5MlasfDJDlaCn6q3yk6cDnaJYZuY+vqLIZena9/gF60qfcigi7TVv\n",
       "bK/IXfmjnIQ7sUl89cXVl99trf1K4u6LW/ztxD+bNlHk2rmKy3/pnvC9H05ZbJWvTl35DweVv/lP\n",
       "989QROTrj9+69L/ibZu/Gfre7kj3IbX8es19iSP50rYLJ8vKPznhi4hinplXvGahPU5rdpcf+qD6\n",
       "SkjE5EhftLTgUYfSq70YElPnLC/NNR/Zsbnh4Y3r5thEgjXvvlxuXLVhUYZp2N/refevdjR2/cPx\n",
       "+E8WeP9+T6Rkw5IcVdo8FS/vaS9ZX5R4oLsKmSbPLSpcnpMYF7Ph924CpsnziopKUj2bBmv4w9H8\n",
       "6cubPYUbl+eqIqLV7/j1W9YlLxZPboxZ2bLbe047ok6em/9ESV5y9JwQq8aORP8yz0sz9dpTkcT8\n",
       "ZzfmNW2OeR6LeRDvPFr9jl9v9XRe/8A+f0PRuU1dNcfsyn1iVfEMy8Dzdsy6vcBQ0XOkxDh37aoV\n",
       "1nNv7fjwmC8iiuXBhU+vykuMkxFU4F/ujZ6cr3/YZxtCdVs2HbWsXLUiVRGted/mt+tzS3+Snxjz\n",
       "PFa/49c71SU/X5ocF61+WzyLNjxxdkusS89Iiq/vtazlgy27TqQ/u7HIHictH215uzK1ZGP+9foj\n",
       "4vzuC0vSfJVb93zmDYmiJuWVLnkmZfjVZoiz8cBmm3B2wJF9YbVh+6huzOvhwl+sdMX1b01dK882\n",
       "af66qrKD9aebIyLGKdnz1yzLNPc9L/18XYZ/hK3+jmtifU8ppS/mNf7dqydz1j/Zsm2Q6tfrRqv/\n",
       "vve5L4rReF9YP8cmVz/asvO90OwNfdvOMLZ04M1YyYpw+daeoxw4+atNtfkbvvOo0v9Yp1149692\n",
       "NKp5z75YFG1BVw9v3rm/efLyjctzZcDCN1/rAAB3ZWDRh0EJ1NWH5jyqimgBtyeiiKHnZ1OLV6zL\n",
       "bKveW/7OnlNZ6+fE1Rx4/UBw7tKSVanGYN3R7XvKxLqyxBFdsnRdeqS6vGvJ9S9kScizZfMnD6xe\n",
       "vshhUEy9v9eyYF1Jgdp6pur3b257t239s0/ZFRHN6/ZqqqGxyhvMzrQoyYvXf2+RFjj8Rllt7rPr\n",
       "ci2KEh8n0uY55VXM0lDrDbuG/5AmImKdnmutcnuuPpY7SaT1THXAlPlkotLUd6ueLbCKiMEcPvXP\n",
       "4dovQuK0tp5paJPwxdpmLc3RebkuqKZM6/3wo6QXvbgsucN3bv/ew5v3xL9YOsMsIlrAXRcxmSLu\n",
       "mqsF+ZPM2Ut+kS5tDRWv7jU8v+7JNJOYTdJ/f0dyBJ25ybKn3qu50hTpaK6r15KfSY2Xmn5b5VRE\n",
       "FCVeq7NqB72XNZdTa6oNiIQ8jdqsNAnUNosz39r/LjxQ/9bBZteyZ3/g6Gy80D5FFQmcfGPHSckr\n",
       "2JCXLL5TZXve36KW/iQ/ur3BygOex1ZnWu7oBqF1lL3feulB69/nGQKNmtw/UURE0w59/nVCvPzu\n",
       "j9riR5X7XOYZ4a8qr1ybkTxBtMihixMe/rZi1CTuPtN//d6kGYqIMuG+kT0S123fdrQlu+DPlznj\n",
       "Qk2NiiVO2uv3vru7wbl4dWGW2lp/pOKdbRW2DYsyutvLY8rFD7Yd3Hkw/cUFeU531ZELs0tSgh8d\n",
       "aUrMf3ZkDUFEUTPWrJvvVESUeLMyfZFj174jTVlFxsMHziUuKM1R5QsRJb1o47LJLe6KreWHatO/\n",
       "ndYQq+GndFW2jUsnt1RXbC2vyNiwZMiGfytiV7apxSvWZcqlhuO797y7VSldnztpkBqbOMKvsyxY\n",
       "V/KYXNy34+DOI+kvFln7Nau4cFOs81hn7INouvMuExmlq36htXsPlG1tznth5QyzGOTCOUXNWLMu\n",
       "z3Lhk+27DpVlr1qVqsQ4j8Wo261dRyo7XsSgmOTMng9PyEM/WD/DHGi+pCbE3XIb7rMNavqinKrX\n",
       "D9YH12Ypnip3OHVFbuKQ57F+ux770nPz26MkFhZnuHf83p337Rzf0YrAjBUL7HFaU58rjtK8b+9n\n",
       "wcynN+YnBC80i1UZlQYSjHm9HnBkzVr9aG/MwNbUvXKTtDV8uHmXx5ZfsCE3WQk1nQnYLSJav/OS\n",
       "aP4Rtfo7kym96CfdpxQJNw6n+sXc9773RTEar1lEAg3uZoNJzlU1zy8ZUYoaY5MMl/YO71iLKGII\n",
       "13laiuxJIhJoqA4YYi88+rUOAHAHGzAkxGTNsgePeVpFpKO5rlacGer1H8aZ4s1qcm6eXQk1tWit\n",
       "NZWNSk5BSU5ykjUxLe/JkpRIdWVTR9eSCWZrz5KK2RRvVo1xIorJaDb1u+EzmE0JZtWevbBwsSNQ\n",
       "VXmlQ0S0piqPZCyYbfHVngn1fLXZooiYjBZTvFkRkfZ6d5Ml51tZSmPVhfYR7nhiVnbC5erGoIiE\n",
       "L1b5jNk51gFbFW82xZtNiqjONFOwtrldwk21AevclM76hlbRgrU+Scrs/1smU4ItNWv5sgyp+6Q6\n",
       "JF3FGJpcmG9tqfb4RUTizaZ4i8mgiGJW482meIm1v8NnTslyaRfdPk1Eu1x9PuzISOv/RGQwmeLN\n",
       "pvg4RcwpsxJDjY1h6fA1XFKnz1Su1DZrEmryhq1ZjvgBd9rtYYl3Ouw2e3J2jssmcsl98kvrnBVF\n",
       "s5zWSc7MvOcXWi9XnWzURMSQmDN7yoWj+xra7/AWce0rTRKdcSnWuOzZ5uxo5b/S+nEorvRR5dLJ\n",
       "8CURUeMLJnd+fLZTRCIX22okrmBatB1NuM808T7TxPuUCSP6ykvV7rOmb64qznzAPsmZOis3JV7C\n",
       "jYfrOh8sfvKx1ESbfdqjS5/MkoYKT3tPe7HYZ+SlG8PNQU1NX5wt7oPnLnmqqkLORbmJI9/l7qqu\n",
       "iMik3OI5cdWH9h85VKXNfu76rb/BYpqUlpM1RWtrDF0douGLGCxq15LekAzZ8G/aoJUtzhRvVic9\n",
       "kP3EqvwEb+WpS0PV2JEWUYLFMSM/3RjyBbUBzSr2eWyog3jHRRbxZlOCRRFFus+K3buclDknyxrx\n",
       "N7fGPI/FqNs9R8oUbzYpcSJauFOxJjrtic70WTkDz0Ijziv6bYPyQP63nL7jhy80uw82WnLzMkwj\n",
       "qxWxLj23sj0Sl5pXkhrYf+DTfQeanMXzuwOsXlcc6WzTDJYUe5LVnpadmaaOSgMZ5Ho96JEdrY0Z\n",
       "/IRjUkRa6w/WhzML1yyc5bROSkqZ9Wh2T/+a3uelkbX6O/bvR8a+p5QbV79Y+z7gvijWIfbX1V62\n",
       "zlmU2lnjDnSMcDNH0iJ6H2sREcU+wxU+V9ssIuKvqwumzEhUYi486rUOAHA3BRaaYWaO9ZLbGxTt\n",
       "cs15SU+39LsaaVfrq5s1a3KiBL0BSUrv6RxrdKYmhJuvBHvdIZ2tadGszsTh3uElPJBiDvtawiId\n",
       "F07Va8nzMjOzTFcqG1pjLx72Vl0wzMyZkZciZ9xNbSNNLLJTLb76M2Fpa6j3mlzz7P22MrB/02s/\n",
       "fem1/7zl00uKNcthaKwLtvkaLpmm5+ZYgjVNwVDTF2HL3EFur+Ps05Mk6A1EQwRPiz0zKzszsbn+\n",
       "RCD2xgxrfwdjcuamRM7WBDokWF3X6szt3+Nd87z/s5de++lLW7d7NFGTo+HL5bomScnKc7TXN7QG\n",
       "fedaVOcDA//wa08vTG/dv+Uftx8859dERGvxtSp2Z88zsSXFbgo1+6M3+qbMktz4E+XHL2l3coNQ\n",
       "4oq/pZx7//KP9oZqQteiEca5k+2ByeZHvmFK8rd9HBARw8NzDJdOhi/JtXOfRWRaQoYiItLxVdtf\n",
       "/sr3py/7vn8gEhnJA01LQ6vicE3pXQFDTS2aJa2ndin2B63ivxDs6LXAsYaIxWFRRHlgwcNTLny4\n",
       "fe95c27eTfz1Xgud2vTXr/30pddeLm/qEIlzPLQ8s7WyMpBW/K2+XYW1S3X1lxWLU227UcPX/A2e\n",
       "FsUy8/b9WexGlS0xfbISamrRhqyxIxW+cqIhkpjSdUbs06xinsdueBDvCh3N58+GjEmOhFjnsVh1\n",
       "W0REvHt+/dOXXvvpX/+2OqTMXDDbUnfg5Td+/4cLraOwPQPPpdaMRZla1Z4D+0PORfmJNziPjXr5\n",
       "xDi3J2QXfyux7uNjykMl1wcA9r7iTC7Iszbu3fF3e06eCWmj00C0G16vB7v83fLGDLFyLVjfLM5s\n",
       "p/lG56WRtPp78U7u+r4P677oaq07YMnMyM6xhutqL49GiXWfD1/76aajl2Me667T4OS5Ka1uz1WR\n",
       "q/XVrWk5k5UxqnUAgDv5+WzgR5b0zMQj9WdC9sa6zoyliYqn712miKjTF6+cbZMrQ6zXu+fXP90j\n",
       "oqYuX5thG/m1z+v2ao7HH1CtllRD1SCjJNo8p7yKs9CR4Myxa3tHPCokzp6ZYSpzN1w1VzcpqUUD\n",
       "hnFa8lc/nW81iBJvE8WcbQlXNXqVJkkpcKUqloOeL3ydLSbnAzcM/rWAu6ZtSv50m7Uzy3rUXdNS\n",
       "EKM7+rD2d3DxabmTgwc9l3ONtSFrfmqCSJ8LvJJasH6p0yQSpyqiWLMcUlbXdKahPWmBMy1sKXOf\n",
       "/8Leojhyp8SoC5NyV66cUl21/+CBV2pm/2Dd/CE3w+BcMD+ruqKsJiP/Dm4RE1Ienfy6s/X/OxL6\n",
       "+d+HV35v8rcna4f++HXSo8Yk67VH7g9FR4UkzTInHQ7XBIynz17LKDLeJ/KVSFx8/I9XWWYYJsSZ\n",
       "JhpvdTOMQ9/u7xcxpTy0aoE9TkSsGU9lfrK1Lvn5PPtNdGFQTOnPr33EqUicKdobv/1SoFOk09/c\n",
       "LunxvW5GRcQyd+kzWaa2+hvctoqIZV5pSfZtHPtwo8qmdYoYRu/ruspcSZ2/foE9TrT+zSo80oN4\n",
       "N9BCpzb99SkRmZr3TEmKEus8lj7Y704pKlmTaRZRLKrEqfkbNrgqDx59740dJ4pL191Sl/6Y51Il\n",
       "beHDUzYdDecVjfl4nNjn9o5Ac1BEQldawpJkinHFkfzlL6ac/ODgJ6+/WrdoXUnBiKc+ucWz8ehu\n",
       "zBAr74nwu6daUKaveaHYFeO8NPatfqyF6/b97CURMWatXLXKMdKK1rXvw7ovCjRUNZuzsi0WNXNK\n",
       "6JMRjwqJeR1JLVhfnKyISKh267bzsY61tIlomvJAbvL+Iw3+TMOxUHKhQ9k3RrUOAHB3BRaiTs+z\n",
       "VlVV1wa16SvsBnefu8xn12RbbWr0tywuq9R6mjuyp8WJiEQaG1pN9smW7vvRFeqnW8o7FWX4l5nW\n",
       "Mw1tamqiSWuq8kS08MFfvhT9vPZMKDOnfzTQXu9u1MLy+l+/Fr2VqbrQnpE+ku7EinVeunGr+1SV\n",
       "TzKWJQ940jNYrIk2a9c/TA6nJfC529OetNButioupa7KLZIyZ8ogO9fm81wSa55V6Wiuqw5J6MDO\n",
       "nx4QEZHqc/78xP4JzrD2d8gbwNQsZ+i4u9rQYs3MsA7c04Qp1kndOxjvzLQEq+pPhCzzUuIt4XTL\n",
       "Qc+JUCRp4WAT3cU/kPPEukzXG69WVF6Yv8iRoNU0togrSUREgheaw+p0myLdfwGbsXiB9ZUDVUnW\n",
       "O7pRTEh84L6/WGV6cOvlt453LH6orfIraam49MwHYZkwccLxUFPe/clWU4Ea+t3xtpZw3J+5ursp\n",
       "KROT7leSRn5bldi3VEVE1MQpSvCMr73AGh0x1Hw6ILYUS5w0iVjyVz9T4EiwXJ8PIt6ZbpELyc6b\n",
       "6zerGG3WSbbulQXrPtwfmPHdZbK7/HB19pJoPVRSCzYscyV2zS+gDNbwg9Hb1oWRfds+FdMtPzko\n",
       "iiKdbV3hW2dbWOKUXuscqrJplz3NmnVOoqLIIDV25I9YRRnV5dub5Xqp92lWsc5javwgB/FuuXiY\n",
       "0p9fPdu75/0TSrwS+zyW7hxYt0VExKxabdbrp+s4q6tgmTPLuuvVKo8/92HbTW/TYOdSNdmpGoLp\n",
       "0RF8SuIgtaJNMUi4q8J1aMEOMdzqQ1LM7TE1V5R7LEVPP1Z9oOxI88auCQj7XHFExJI657m1qa4t\n",
       "OyvcV/KLk0dcbfo1EGWo67UMefkbhY0ZdOWWtO6tmrm0dOMF95Y9wQ5t4HlJG0mrv2MbVGrBhqVO\n",
       "ZagMdNB61r3vw7ov8tfVXpa2y1v+d2W0/ruvLL7VYyqiJEyxJ8aJiDJJGbwiiYgpJcMZOF7lFn9K\n",
       "nssUHKtaBwC4g8V8remkjJyEswdPtaVm9nsgN6uW7rRCRBKy86dr1YfLqpv8gZYzVYfKLhhz8rsu\n",
       "KmbV6sx+osTRWFZ+7kaDNTrbQq3B5ovu8vffa55ckJ8sF07VhycvXlu6cX3pxnUFM5VLlZ4BXYWj\n",
       "/R6XPrtxfenG9SWLHZ31Ix4Vojhzp4nnZK3mzI0xAXVnW6i1LdzeFtZEJM4+wymXcWbk9wAAIABJ\n",
       "REFUTgQsc1PiRbHmODpPe9qSMgf8QVtrD4auNno+3bmrQbK/laVql6s9Ies316wv3bi+dENpuinW\n",
       "qJCO4ezv0FTnPHugsiqQmJMa415faw+G29vC7dFnP1OK09Ls8ZpcaSYR6zSXNJ4IJMx0xHijR0fg\n",
       "8z/UXGwMtPp9F1s0o0WVpNw5UwMndx441xi42lhX9ebBwJS8rN6dU2y5T+QpDVW+zju1QWgdhz5t\n",
       "q7/S2XIlcvoruW/yhIsn21ss8TPD/+eTLfkf/0Ne0+/+V2VT+7VrEx/5huHcJ22B5ITr/Qi0ay3h\n",
       "zq/CnV+Fr42oHiblzJ4SOL6z/PPGwNVLvov1vnYxOQsyDafLD/2hocXffPEPew/VSmph132nwWKd\n",
       "ZDGN3l25FumqHmFNtIsV5Y3OhfOzsx9ZZG8qO+Bt674ZTbw+G+JQDV+UhCkpc0oWJpzYW/XFLfbk\n",
       "VZ0Z1sDhI3XRylZxwTgzu8+UMQMrW0e4NRhqOeM+vL0q8uCCzCS5cY0d9iOWPaPoyazmqt3VV2M2\n",
       "q4HnsbihDuLdkVgYbfZphctmS1VFZbMW6zwWiVG3e45UuL0t3N4h7V9U19VfaPEHAt7mdsU08kBH\n",
       "iwRDrcFQazCsDfNcOkitUJKy7ZqnqtLT4g9crDroCTsynbfWIyPm9virf1+pZZTkuvKL0zvch6oC\n",
       "A644WrPb/fkXzVeDzVe8ITHbzTf3qNa3gQzZbIe4/N36xmjt3Qdo4LU1ISN/ulZdsdt9sUVEpDP2\n",
       "eWmErf6OTQAtidZJNusky7BPUP33fVj3RVdr3QFTdtGG9aUb15euybOE6uou365RF33uo7pP7NPy\n",
       "7IEjlQFnbr9Xuox+EwAA3CW3nLFvdNIzEuX4zNzJcRIY4pct2YU/CB3afaDslehr0paVLE5Reg1H\n",
       "SMhZmnd48+/3NTifSx3iNj145I3tR8SgOmYsXvv4Y1btzEGvlvp4TkqiRUTEUph5dKvbG8zpO+G5\n",
       "55RXmb4m2x79g7ZlgXP/TYwKcczOMHlqU7JcymBbJd2vXkuca5fakCvNJCLxzmyreNpmpvTv8q01\n",
       "HHzlVRGTZWbOwg0LXWatuaKmbUr+nAz7JBER60O51rcHjArRvO4b7++NTMrIscqBztzMGL2ptYaD\n",
       "r7wiEn3/4kJ7nN3lVD5rS5meqIjI5JwUw7GG5KyYfSLCwWMHDr4TElEsM/MLFzkUkTlrV7a+VV6x\n",
       "qSr6OsCn1+Un9hmBoiQXFk137zl/x7aIa6ePX/37310TkWmzLD/+phz6f7+eOrvjH//75lOnTjU1\n",
       "NRUuLCr/11VLnpqWNNt4X1Vb0kPGnmPZ0R7+5d+HRUb+WlP7w+tKW3eWH97k7hTF/GBRSYZjUtrS\n",
       "kuXlFR9s2/WOiMmR/qerCzJMIqHR32Et7Nn6qkdExJH/w+wat2nOhuwEEcktnn1ky4cV+cvmDrPh\n",
       "96oGSblP5lW9/ebBrO6/Ht/cycm+qHR+y54PN23qFJM1q2jRM32/ZWBl+7J81y/LRbEmzV1a0jU7\n",
       "gDVmjb0pJtczxckvl39YnV6U2K9Z5Q08j4lIfOyDeHeJc3yrJLN++96aRGvM89iAum2/fqREjHPX\n",
       "PjvX435zb1ATMTnSS0pnWG6iAm/yiIiYZi2dObxz6SC1wpJd+PyF/WU7du0XUVNmP1+aZbu1thXj\n",
       "3P6vx97xBzKWFj+giKTkPZOyY3f55zlL+15xNuZ53R/uLo+IGKZkzl9x02Nk+jaQQZrtEBfl0dmY\n",
       "rsuiiKQ//d+XDri2Rrfq4L5Xy0XEmJiaFe1V0eu89PjP12WMrNXfM/rte7BmGPdFgYaqZnPusulO\n",
       "uyIiSXkPTa0anVEhN6hILyxJ674zTMu1ii8hLyW+b0eS29AEAAB3hQnBYJBSQB+B2s2bqxJXr1rB\n",
       "m89Frl27dv78+UceeSQYDPp8vtmzZ//zP/+zy+WKj4+ncAAAAADg9uGJFL1pjeU7NrnblJRHljPH\n",
       "Vbdr1/oM8dA0LRKJKIpiMBgoHAAAAAC4Tehhgb609mBYTGo8Q0ajrl275vV68/Lyoj0spk2bZrfb\n",
       "jUbja6+99sgjjxi6UVAAAAAAMLomUgToQ4m3kFYMYsKECU899dTx48d/9KMfffe73509e/bs2bN/\n",
       "85vfXL58ub29/euvv6aIAAAAAGC0EFgAg7p27Vp0AEjPP5955hmn01laWjplypRjx4799re/ffHF\n",
       "F7/xjW/k5eX97ne/i0Qi/caPAAAAAABuDoEFMKg//vGPmZmZjzzyyIQJE6KfPPHEEyLidDqXLFni\n",
       "crnmz5//wx/+MBwO//KXv3z++efPnDnT0dFBuQEAAADArSOwAGLr7OzcsmXL97///ePHj0cDC6PR\n",
       "OHPmzOhPly5dGv2fxYsXi0hpaWl8fHxLS4umaRQdAAAAANw6AgsgNk3TqqurCwsL77///ugnNptN\n",
       "UbpenvLoo49G/2f+/Pk9v9LZ2cmQEAAAAAAYFQQWQGyapjU3Nzudzvj4+GgPi+bm5rNnz3Z2dra0\n",
       "tHg8nvb29lAo9Pnnn1NWAAAAADDqFIoAiOnatWvt7e1ms9lms3300UfXrl3bt2+fwWBwuVx79+5V\n",
       "FGXatGm//e1v4+LiMjMzKS4AAAAAGF0TgsEgpQAMFAwGMzMzT58+PXny5OEsb7Va33777Ycffvi+\n",
       "++6j9AAAAADgFtHDAogt2sOio6Pj6tWrN1z466+/7uzsNBgMlBsAAAAAjAoCCyC2iRMnTps27dCh\n",
       "Q48//vgNF967d+/UqVMtFkvPC1ABAAAAALeCwAKIzWg0/vjHP/6Lv/iLzs7OuLi4r7/+uucNID3/\n",
       "8/XXX0f/x2w2/+AHP5g0aVLPa0QAAAAAALeCOSyA2K5du9bW1nbp0qWzZ8/2biYTJ06MdqOYOHFi\n",
       "zyf333//1KlTk5KSzGYznSwAAAAA4NYRWACDunbtmqZpmqZ1dnbGaDy9gomJEycqiqIoCmkFAAAA\n",
       "AIwKuq8Dg5owYUJcXFxcXBxFAQAAAABjbCJFAAAAAAAA9IbAAgAAAAAA6A6BBQAAAAAA0B0CCwAA\n",
       "AAAAoDsEFgAAAAAAQHcILAAAAAAAgO4QWAAAAAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAA\n",
       "AOgOgQUAAAAAANAdAgsAAAAAAKA7BBYAAAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6\n",
       "Q2ABAAAAAAB0h8ACAAAAAADoDoEFAAAAAADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAAAACA7hBY\n",
       "AAAAAAAA3SGwAAAAAAAAukNgAQAAAAAAdIfAAgAAAAAA6A6BBQAAAAAA0B2FIsA9qL6+nkIAAAAA\n",
       "oCsZGRkUQm8EFrhHzZs3j0IAAAAAoCuhUIhC6MGQEAAAAAAAoDsEFgAAAAAAQHcILAAAAAAAgO4Q\n",
       "WAAAAAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgOgQUAAAAAANAdAgsAAAAAAKA7BBYA\n",
       "AAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6Q2ABAAAAAAB0h8ACAAAAAADoDoEFAAAA\n",
       "AADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAAAACA7hBYAAAAAAAA3SGwAAAAAAAAukNgAQAAAAAA\n",
       "dIfAAgAAAAAA6A6BBQAAAAAA0B0CCwAAAAAAoDsEFgAAAAAAQHcILAAAAAAAgO4QWAAAAAAAAN0h\n",
       "sAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgOgQUAAAAAANAdAgsAAAAAAKA7BBYAAAAAAEB3CCwA\n",
       "AAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6o1AEAABgNERCfr8/FIpEov80GlWjzeZQjRLxe70h1eWy\n",
       "GUUk4vN4I450lzrUqkJej8/oSHeo91Dp+b1ef+T6v41GVXU4bMauf/q9Hr/Rle4w3qavDhldrkFW\n",
       "3ufwAQAwhuhhAQAAbl3I5/H6/BGj6nC4XC6Xw+FQjSIS4xnXqKqqcRS/1+uLjMcOR/xeb2i0V6o6\n",
       "XFEOhyohv9fju6mvCPXNPgZsuq/vphuNRtWojn+RAgDQDz0sAADArT+8+0Ki9uoSYTQaRY3ZP8Jo\n",
       "czhG75tDoVBEbOOxy7fni41GozH6X5vqEq/X7w8NUo5DbZo/IupQRyvU7+eqo1dflnErUgAA+iOw\n",
       "AAAAt/jw7vdH+j70DrVw/yEhIb/P7w9F/6RvVLu7ZvRdv9frF1v/QQkRn9cbioiI1+MREVG7R0xE\n",
       "Qj6fv2toilG12Wy2wbt0XP92o1G19fryiM/jFYdLDfVaVdfG9Yze8EW/2NizO4OtLeL3eiOOdFvE\n",
       "5/OFIr02dcjwQjWKPxKJxOynMtg+hnzRXhl+r8cvIsZ+pdZ/06MhU894k0GLtN/x8Pm6jphRtfUa\n",
       "twIAAIEFAADQVV4RElHVm5pvIuTz+EJG1eFwGI0SiUTEaBz4ZO71S6wpFIwOl8vv9fr7TnYRTTe6\n",
       "04JIyO/zeUODzJkR/XabwxWNIXw+r6/PukI+r9hcjnSjMbodXT832lzpRp/HF+mbBtxgbRG/1xcx\n",
       "qg6HajTKcB7xI13JR6wSH3QfVUe6a4g5J4w2V7rR6/FJ7BKJXaR9v9vn9YZEdbgc3XvpFea3AADc\n",
       "HsxhAQAAbi2wiESHgNxM1OGPPvuqqtFoNKoDZ7cI+by+UNfTcQxd4yf6/II/YrQ5HDbVaDQajarN\n",
       "4bIZI75YkzJ0f3v3otF5I/pM/mB0OGxde2ZUbTajhELdU4pKvzDhhmuLhIw2l8MW3dUbl2nIF50S\n",
       "RI2Vswx7H0duYJH2++5QxOhwOXr20maM+P1MeQEAILAAAAB3U9IRCkVEtamDPxx3pRXqCFYZEWPf\n",
       "2MOoqkYJxXimDkWX7b2ksatbQ68P+j/KD7qxN1zbEHvasxKvJ8rr9UWMttgv7hjJPo62kD8iRlu/\n",
       "vey7mwAAjBqGhAAAgFtiNIrchifWkM838l+KRG6YLPQsKiIS6ZrLodfe9J40Yvj9Rm68tuGsS3W4\n",
       "bMYb9VcZwT6OukjMvRTyCgDAbUFgAQAAbolRNUoo5I+Iwzi6q3U4bBGf1+fzD3+OBKNRZLB5KodI\n",
       "CHqv4BZ24tbXNpzhIiPdx1E9KCJi7D9Cx2hkBgsAwG3BkBAAAHBrVIcqEvL5QiN9+lWNMvhABqOq\n",
       "Go02l0ONvjR1uKtUoyNNrosOPBn4npDoMIqQGPsY0Q5EIqO5NhnFfYzcpj4PXeNcxmAvAQAgsAAA\n",
       "ALf+GOtw2YyRkM/j9flDoUgkEomEQqGel5UO8XsOVUJerz/6O5FQKDQgmVAdLtUY8nljr8tojM5B\n",
       "GekelqDabMaI3+cLRSIRiURCfp/XHzE6Yk0fYbTZVAl5vb5Qz9f7hz1/ZPTJvdce3tLaRuYG+2g0\n",
       "GkVC3e88HWTTBz84A4q0b5k5VGPI5/V1H7JIKOT3h2gCAIDbgiEhAADg1iMLmytdDfn8fr/P5+9+\n",
       "8B3Gq05Vh8vh9/t9Xn/Xs7Rj4O8YHQ6bd5CRIUaHy+b1+b1evxhVl8thFKPN5TL6/X6vNxJdo83h\n",
       "sqnGQb493eX3+fy+6LJiNA5jYsye33WoPp/P6xEx9nqj6E2ubcSlPdQ+qg6H6vX5vKHokv0LzWhz\n",
       "2CK+aJmrA99fOrBI+//YFfL5rh8yo6o6aAAAgNtiQjAYpBRwr6mvr583bx7lAAAAAEBXYnQ2vIcx\n",
       "JAQAAAAAAOgOgQUAAAAAANAdAgsAAAAAAKA7BBYAAAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAA\n",
       "AAAAAAC6Q2ABAAAAAAB0h8ACAAAAAADoDoEFAAAAAADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAA\n",
       "AACA7hBYAAAAAAAA3SGwAAAAAAAAukNgAQAAAAAAdIfAAgAAAAAA6A6BBQAAAAAA0B0CCwAAAAAA\n",
       "oDsEFgAAAAAAQHcILAAAAAAAgO4QWAAAAAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgO\n",
       "gQUAAAAAANAdAgsAAAAAAKA7BBYAAAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6Q2AB\n",
       "AAAAAAB0h8ACAAAAAADoDoEFAAAAAADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAAAACA7hBYAAAA\n",
       "AAAA3SGwAAAAAAAAukNgAQAAAAAAdIfAAgAAAAAA6A6BBQAAAAAA0B0CCwAAAAAAoDsEFgAAAAAA\n",
       "QHcILAAAAAAAgO4QWAAAAAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgOgQUAAAAAANAd\n",
       "AgsAAAAAAKA7BBYAAAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6Q2ABAAAAAAB0h8AC\n",
       "AAAAAADoDoEFAAAAAADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAAAACA7hBYAAAAAAAA3SGwAAAA\n",
       "AAAAukNgAQAAAAAAdIfAAgAAAAAA6A6BBQAAAAAA0B0CCwAAAAAAoDsEFgAAAAAAQHcILAAAAAAA\n",
       "gO4QWAAAAAAAAN0hsAAAAAAAALpDYAEAAAAAAHSHwAIAAAAAAOgOgQUAAAAAANAdAgsAAAAAAKA7\n",
       "BBYAAAAAAEB3CCwAAAAAAIDuEFgAAAAAAADdIbAAAAAAAAC6Q2ABAAAAAAB0h8ACAAAAAADoDoEF\n",
       "AAAAAADQHQILAAAAAACgOwQWAAAAAABAdwgsAAAAAACA7hBYAAAAYIwEg8FgMEg5AACGg8ACAAAA\n",
       "Y4TAAgAwfAQWAAAAGCNOp/PLL7+kHAAAw0FgAQAAgLFjsVjoZAEAGA4CCwAAAIwdVVUJLAAAw6FQ\n",
       "BAAAABhHjY2NImKxWCwWC6UBAOhBYAEAAICx43Q6jx07Fv3/UCgUDAanTp0qIqQVAIB+CCwAAAAw\n",
       "FqKvCAmFQj2fTJ069cEHH6RkAAAxEVgAAADgNoqO+Pjyyy8tFouqqlOnTlVVVUScTieFAwAYAoEF\n",
       "AAAARllPSCEi0REf8+bN6/kpk24CAIaDwAIAAACjoGfER8+0FL1Dit4sFks0ywAAYAgEFgAAALhJ\n",
       "0ZBC+o74uOG0FBaL5fTp05QeAGBoBBYAAAAYmX7TUsjgnSkGM3Xq1MbGRqaxAAAMgcACAAAANxYN\n",
       "KYYz4gMAgFFBYAEAAIDYBk5LMVovImUaCwDADRFYAAAAoI+BLyIdlZCiN6axAADcEIEFAAAAbvAi\n",
       "0tvBYrEEg0GLxULhAwBiIrAAAAC4Rw3/RaS3g6qqBBYAgCEQWAAAANxDeocUt2/Ex3AwjQUAYGgE\n",
       "FgAAAHe/MZiWYqSYxgIAMDQCCwAAgLvT2E9LMVJMYwEAGAKBBQAAwN1jfKelGCmmsfj/27vb2DjP\n",
       "8070tyNC00ozxJFkLkyGW8sWShsKREKHNlZbG1CiVNoo57h1ACc24FBFbTRo+qFxAcVZLJz9sMmH\n",
       "48Q4VbqLJkhPUhwyBvJiIG6FrbP2Wq0O5F0VNiEM1RrWFLLsU3porCwJ4IycQ6/knA+PPR6RnOFw\n",
       "3vi8/H4IAmpMDWfu56GT6z/Xfd0ANCGwAABIvBju+ACADgksAAASKf47PtY0MjIyOzs7MjLiagKw\n",
       "ksACACAxopAiKTs+WmGMBQCNCCwAAGJt5ViKNO34MMYCgEYEFgAAcWQsBQAZJ7AAAOiCSqUSQuiw\n",
       "UyAFYynWyxgLABoRWAAAdEfUDbHev5Wsg0gBoG8EFgAAXVAoFEqlUovfHIUUwY6PEEIIw8PD5XJZ\n",
       "kwUAywgsAAD6VHgvG0sRNFMAQGMCCwCAHkrfQaRdZ4wFAKsSWAAAdLnwTvdBpADQHwILAIDuKJfL\n",
       "hUJhdnbWWIr1MsYCgJUEFgAA7Vt5EOnw8LDCGwA6J7AAAFif5geRGsfQhkKhEIU+AFAjsAAAWFvr\n",
       "B5Ha3dCGdR0KC0BGCCwAABpyEGnfFAqFSqVSKBQsBQARgQUAwA06PIjUIZ3tyefzAgsA6gksAABC\n",
       "dw8itSukDcZYALCMwAIAyK5lOz4cRLqBjLEAYBmBBQCQLSsPIu36WAq7QtpjjAUA9QQWAED6NT+I\n",
       "tBfsCmmDMRYA1BNYAADpVB9S2PEBAIkjsAAAUiUmYynsCrFoAHRIYAEAJF4fxlK0wa6QNhhjAUCN\n",
       "wAIASKT+j6WgD4yxAKBGYAEAJEYUUoSEHERqgwMAdEJgAQDE3bKxFCE5zRQ2OKyXlAeAGoEFABBH\n",
       "UUiR9B0fNjgAQNs+ZgkAgK6bnZ1t429VKpVyuVwqlWp/fXh4eHJycmRkJKEfuY+MjESjQGldNKzU\n",
       "OgCgwwIA6FXN2WLKEJODSHvErhAAaI/AAgDYAPE8iLQX7ApZL2MsAIgILACA9kXHdqysLVetObN5\n",
       "EKnyGwDaI7AAANpXKBRKpdKq1Xi0KyTaEBHSu+OjxVXSZLEu69pSBEBaCSwAgO7XlrUdH9VqNVkH\n",
       "kfaCXSEA0AaBBQDQNeVyuX7HR/TfPicvFArOCrFiAKyXY00BgI7UTu6MuiqSfhBpj8rvaF8MVgyA\n",
       "1gksAIAulJezs7MhhJGRkfqND7Usg2jjjHWwYgC0TmABAHSkXC5HUyqajN60SoVCoVqtWgcAaJ3A\n",
       "AgBoU7lcrjVWNAomNFlE7HFoY8VEPAAZJ7AAANoRxRPRuIrm36nJwjq0QcQDgMACAFif+saK2oM6\n",
       "KVqpwLUMrHfFZBYAWSawAADWoUljhV0hyu/uyufzVgwgywQWAEBLVm2sqNckmLAbwjq0QU8KQMYJ\n",
       "LACAtbU4sUKThQq8u8ulwwIgywQWAEAzazZWtFiQay5QgVsxANZFYAEANNT6USC18jKEoMJsQnCz\n",
       "LsZYAGSZwAIAWMW6GitaqTDtCgEA1kVgAQAst97GinpGb7a9PlguAOoJLACAj7TdWFHP6M321gcA\n",
       "qCewAAA+0EljRT2jN+ki9wxAZgksAIDuNFbUGL3ZnE4TAGiFwAIAsq5bjRX1jN5sTtdA69wzAJkl\n",
       "sACA7KpUKqVSKXSpsaLFIlOtTofKH7IUAOkmsACA7FZ9CwsLw8PDXU8rIkZvNmER1qVQKJRKpVKp\n",
       "NDs7G+1dCj1I2QCImwFLAABZU6lUFhYW8vn82NhYT2vy2dnZVavKKMvIeMFpEZrfotGWoijWiaai\n",
       "DA8P9/SOBSBuBBYAkC3lcrlarQ4PD0dFoJqcOFiZUOTz+RDC5ORk+DBi68MdC0CsCCwAIEM1YR8a\n",
       "K1rRpPkiOzK+CM0TimWiLSF+hQGyRmABAJnQz8aKVmpyzRdZW4R1JRRuGACCwAIAsqBUKm1UY0Wj\n",
       "OlOTRep1mFAAgMACANIsOgpkbGxso/b/a7Job3GSqJZQVKvVSqXS3YSiUCg4VwUgawQWAJBa0ami\n",
       "G/6BtmAirYvTKKHoxXEexlgAZJDAAgBSKGqsGB4ejnMlbFdI4vQzoVipUChEP9SFAMgIgQUApE1M\n",
       "Gitq7Appb3HiYGMTimXy+bzAAiBTBBYAkB6xbawwerOJWDUOxCqhWLlQxlgAZIrAAgBSIm6NFfU0\n",
       "WTSxsY0DcU4oljHGAiBrBBYAEHdRSdmkpE/ExArBRCN9bjNJUEKxkjEWAJkisACAuIs+WG5U0Ma5\n",
       "sSKG5XoG6/BEJxTLGGMBkCkCCwBIgFXbExLRWFFjV0jf6vA0JRQAZJnAAgASKYmNFUZvNtL5CkT3\n",
       "Q+oTCrcKQKYILAAgGXVauVyOqv1kNVa0WG1qsljvrpD6hCJawJCNHgpjLACyQ2ABAEmS9IkVgolG\n",
       "1twVktmEYr0LBUBqCCwAIDES2ljRCq3+hUJhYWGh/hEJBQAZJ7AAgASIateoZE00u0Iaic6CKZfL\n",
       "Eoq2byEAUkZgAQCxtmxiRQpKNaM36y9uqOuhKBQK1WpVQgEAEYEFAMS9oK2fWJGCNoQsN1nUDhyN\n",
       "dn8s66GoVCoLCwumM6zJJBSAjBBYAEAcNToKJB1tCNkpOJclFLUDR1cdmxrtCnHzA0BEYAEAsdP8\n",
       "KJAUVPsrB0xGUhDHrCuhSOXF3cD7B4CUEVgAQIw0aqxIWVUfFZyrHk6ZuIq9w4RCKd7eKmlFAcgC\n",
       "gQUAxEXzxopEV/Ur5fP5VQOL+Mcx3U0olOLt0YoCkAUCCwCIRQ28sLCQz+dbLMBS0GSRoNGbtYQi\n",
       "Os6juwmFUhwAGhFYAMAGK5fL0WGW6zoeIgVlbWzfQqOEoj8HjtoVYpUAiAgsAGAjC+OosaIPZXCC\n",
       "as7+949sbEKxclnsCrFKAASBBQBslPYaK+qr+nK5nOgmiw0cvRmrhGIlu0JavH9WvXkASA2BBQD0\n",
       "W8YbK+r1bfRmzBMKunjzAJAaAgsA6KsOGyt6WtX3X+9GbyY6oUjBle0DYywAUk9gAQD9Ex1c2sWC\n",
       "2ejNmpT1UNgVsiZjLABST2ABAP1QLpcXFhaGh4e7W4KmuMlizbdmlwfGWACk203R/9JDppw7d25y\n",
       "ctI6AH0TNVb0KFbo6ZNv7Pose7xRQlEoFFJZss7Ozvpfq9Tf/ADLVKtVi1CjwwIAeltQ9aKxol6K\n",
       "5x1Eby1ktYfCrhAAMk5gAQC9En3824cPyZNe2S7LXKK5pFEzRaFQiGaU2uXBmncOACnzMUsAAF1X\n",
       "Lpej1oD+lFIjIyNJPy4hylxCCNEYxeHh4cnJycnJyXw+n8/nszmkIAWXtQ+iMRbWASCVBBYA0GW1\n",
       "xop+fvBbK/gTXZzPzs5G22dqCUXGi/akX9Y+yOfzAguAtBJYAEDX9LmxYmXBn9yli2rO4eHhlc0U\n",
       "inYAyCaBBQB0x4Y0VqSjsK9UKtFo0lX/aZabLOwKsUQAWSawAIBObWBjRTpWb2FhYWxsrEnlmeUm\n",
       "Cw0mAGSWwAIAOq23w4Y2VtRELyBZxW30amsngCjOaYPbBiCtBBYA0H6xrbGiwwVctnqNmizsCnG3\n",
       "AJBBAgsAaL/YjkNjxbLitlqtJuLQhJVpRaTRp+V2hfila6RQKFSrVesAkD45JYv7AAAgAElEQVQC\n",
       "CwBYd6Ud58aKRJzy2CitaEKjAY0UCgUnmwKkksACANZdacetsSJZhX3ztMLozSRe0w2nCQUglQQW\n",
       "ANBqmZ2UiRVxLt5a6a1QfK6kiQCADBJYAECrZXacGyvqxfYD+VKpFFpIfIzeXCkRO302kDEWAKkk\n",
       "sACAZhJ6FEgMmxRKpdLw8HCLy2j05jJ2hTSnAwUglQQWANBQshor4lzfRmlFoVBQt6vJrQ8ALRJY\n",
       "AMAqKpVKEhsr6sWkGSFayfWmFUZvrmRXiPUByBqBBQAsVy6XFxYWkthY0WLN3zeVSiVayTZ6K4ze\n",
       "jOEFjTNjLADSR2ABADcU2NFgyLGxsRS8nY2t+aO0ou2VNHpz1ZpcE4HFAcgOgQUAfCBqrGh9MGT8\n",
       "bWBtHy1mh7mP0ZvL2PXQnMwCIGUEFgBwQ2NF54MhY2VDavvoJ3bepdKoyT+zTRZ2PTQn0AFIGYEF\n",
       "AFmXvsaKDV/P0KVhpVF4tGoJms0mCx0EAGSKwAKA7EpxY0VNFBz0rbbvYloR8Zn5MmaRNr/bzSUF\n",
       "SBOBBQAZpbGiF0saun0QrNGby9gVsub6SLgAUkNgAUB2S+sUN1b0v7bvRVoRMXpTQd46LTkAaSKw\n",
       "ACAlos0drdTVs7OzPSqtY6vXtX3v0opg9GbfryYAxITAAoCUyOfza1Zx0TdMTk5mbRtIT2v7KCrq\n",
       "3ZIavblyQewKWfNWr1Qq5TpWBiCJBiwBAKkpVGZnZxuVzSZWRLV9199+qVQaHh7u9c6aqM+/z/t3\n",
       "/vSFUgjh7y9cfuy3f3Pf7TvicykLhUKL/UQZUalUanlWFOXMzs4WCoV8Pl9bMasEkEQ32eZHBp07\n",
       "d25yctI6QPqs3Jhw+vVL//38pe+8+E8hhH237/jxl/ZleX1mZ2e7+G+/SqUSZUD9qQYbvfjuvqma\n",
       "P32hFN02ka98+jf/5OBYnG/1jFiWTURfL8smogcN0wUSSg9dPR0WAKTHyiaLh75/uvb16dcv/ekL\n",
       "pViVnX3WxSaLttOK069fau8nLvx/ucvFN1b+uEaPd6g+raj9MT43T6FQSP38jjWzieHh4bGxsVX/\n",
       "on8ZAqSDwAKA1NbkLxTfWFmF/v2Fy/1/VW1X6b1xpntP9U9uuQ2Rsl0hbWcTjRYnm9NYAdJHYAFA\n",
       "qkRNFiGEhYWF0//vTbHPDjKnw2EQjSZZdH3Cxcr7JEq74jPPokdDSXqtu9nEqsz4AEgNgQUAaROd\n",
       "oTA5Ofn/XF6laPnKp3/zX+/qd8EZq5GNnQx92NjRCY1+ei9e1UPfP70yszj9+qWHvn8puqBxm8QZ\n",
       "Q33IJhpJaJoDwDKGbpJFhm5CWtWOAon+ODIyEvPRibEq+3v3F7uob6M3T79+6dh//adaZvHjL+3b\n",
       "d/uOZQ+GjU4uejRwtBfZRKFQ6OdRHZkdSgqkgKGb9QQWZJHAAlJfh9d/HRWZIYR/ddt2aUXbtVxM\n",
       "KsB+NlmEDzeGrMwjYpJcbMhFiVs20ehFLiws9Kh9A0BgIbAAgQWwjuKkVCoNDw/XV24+Yu1ioRur\n",
       "xezz+abNLUsuosCib8lFr69L9P8So/+ObTax3vsEIOYEFvUEFmSRwAJSptHARRVLVwrduEU/fW6y\n",
       "aNHK5OKx3/7N0PvxJd26yRtlEyGEKJ6IczaxqijETNZrBggCixsJLMgigQUoy2mx0I3hGsYzsIhE\n",
       "gUU/k4s23nX6sgm//kCaCCzqCSzIIoEFKMtppZwrlUr5fD6GJV+sdoWsqjY5ZVly0fXYovl1zEg2\n",
       "0ei9G2MBJJHAop7AgiwSWICynDXL+zh31Me5yWKZPiQXtetYG4eZtWyivTscIJ4EFvUEFmSRwAIU\n",
       "LTQv7+O//z/+TRbLdPdgkZXZRKgbh5nBbGJVxlgASSSwqCewIIsEFqAsp1F5Hx25MjY2FvMyL0FN\n",
       "FsusN7mozybCh/s76rOJ6BF3uN99IB0EFvUEFmSRwALULay6Mgna9p/cwKJm1SNRH/1Xt3xiaHOj\n",
       "bKL238toI/KLD6SGwKLegCUAgMwaGRmZnZ2NKrpkDSmsf+WtPB43lUrlN35t6f/833+jWt1++vVL\n",
       "P/nHapRcnH790ieGNu+7fce+27cfbDmDGB4eLpfLKvOE3gwANKLDgizSYQFxNj09feTIka4/rc9a\n",
       "m69MCKFarSbrSIWkNFnU9nSEG8dhLuub6ORIVLd3I8ZYAImjw6KewIIsElhAbE1PT8/MzDz11FMT\n",
       "ExNdf3Jt801WZnh4OInlbtxGbzbPJkJr4zBPv37pv5+/9PcXLq/rYBG396pEOUDiCCzq2RICQFwU\n",
       "i8W5ubleRBURbfONKrrkfv7c6Jr24VqvmU0MDw+317Gy7/YdUTZRfyTqQ9+/FJomF25vANJHYAFA\n",
       "XES9FUePHu3R89vQvlL0+XOtxmZVvcsmmtt3+44ff+mj5OL065daSS7wWw+QGgILAGLh6NGjU1NT\n",
       "vf4pPoWuV98tXy6Xk7gyXR+9uVHZRHOtJBcqcwDSR2ABwMabnp4eHx/v3WaQzuvY9EnN3v62d4XE\n",
       "M5torlFyEbVaPPiJ/FilYsDkeu8EAGLL0E2yyNBNiJuDBw/W0opisTgxMTE+Pt6Ls0KCIXyNFyG5\n",
       "UxvXHL3ZlVmY8VRLLqI/RsmF3SJ+5YHkMnSznsCCLBJYQGwVi8WZmZmpqamedltk/DyFUqmUz+fj\n",
       "fxpoexVpfTaxsLAQfZGObKKJTo5EzQJHqAAJIrCoZ0sIADEyMTExMzPT65+S5RbxUqk0PDy8asWe\n",
       "3P0yhUIhyiYqlUr0BmsXOmTjo/Uolfjxl3b8/KV/yOfzP/j7t43nBCAFdFiQRTosgGx2iTdJK5K+\n",
       "LFHbSLVaXTZ1ImsfrdeuYP2RqNE/ynJyYVcIkCA6LOp9zBIAQOpVKpXZ2dnmaUVU0dW2USRLPp9f\n",
       "WFio9VbURN002bnQtSu47/YdP/7Svug/UUhx+vVLD33/9M5/+58f+v7pWooBAHGmw4Is0mEBhCx9\n",
       "6FqpVBYWFlo88CKhy1IqlSqVSvPRmxnRqI9m2XjOkKWei3X9CgBsLB0W9QQWZJHAAshOKdtGqZa4\n",
       "ZanvoVgZtay5ESZl1oycsplcmLsJJIXAot6mf/fv/p1VIGsuXbpkIytQq+dTXMqWy+XLly+38cFy\n",
       "gpalvj6/fPnyjh3Lq+6lpaX33nsvO4FFo3WoGd225YHJ0cd+e2zf7Tvmr/wy+s8zs/OnX7/8zOz8\n",
       "6LZfH922JZUFwObNm3O5nH/pATH33nvvWYQaMywAyK7kjmxovZJvI61I0LJUKpVqtRqlFVEksbJ1\n",
       "NN1XeaVCodBi/2w05+KN/+N/i+ZcnH79UjTnIhpykbI5F/l8XlsxQOLosCCLdFgAy4re9H383vko\n",
       "ivgvy8rdLk2aKdLdStPh+416LvbdvuOBydH5K788/fqlZ2bno56LNDVcNG88AYgJHRb1dFgAkGmp\n",
       "/Pi987SiUCjEfw/tymNBGl3NRLydLmrv/e67fUftbJHo6zQdLNJ64wkA8aHDgizSYQEsk6aP37ty\n",
       "zEcul1taWorzsjQZpbnyZedyuUuXLmVnhEEul3vjjTfavgeihouo56J+yMWx//pPie65MMYCSAQd\n",
       "FvWcEkIWOSUEaL36TZYuHkoa5/NNm7+2Vc+DyM4ptr14v+k4WCRr9wCQUE4JqSewIIsEFkAqK5mu\n",
       "v4t4Lsuar6rRN2TqYMs2jrNtRaKTC4EFkAgCi3pmWADABzVMVM8kVKlUykIx1knNOTw8nOhLvC49\n",
       "Gtmw7GCREELtYJH4z7nI2nkxACkgsACAxBcz0ZaWrqcVcVuT+kNM23jZWRu92dOAJqFHohq9CZAs\n",
       "hm6SRYZuAk1K4mRNsqhUKm+++WZPB3DEZ03+4R/+Yc+ePW2/7KyN3gx9Ociz+ZGo81d+GasJnU0O\n",
       "vgWICUM36+mwAIAPJK7JIppT0NO0Ij5rUiqVWp/I0Ohl5/P57HzA3s9ugkZHoiZiqwgAsWXoJllk\n",
       "6CbQSILG8vVoqmI816SN12D05sZeu2g8Z/RF9EhMxnNm6gYAksjQzXoDlgAAakZGRmZnZ+MfWJTL\n",
       "5Wq12oe0Ig5r0t2qO5rsYGNgr+27fcePv/TBVM7oYJHTr1966PuXQjKPRAVgQ+iwIIt0WAB9K4/T\n",
       "8Qo3cE06+dGrfpbet86UmIhPQ0FMjkR1uCkQczos6plhAQA3iPkkiw0ptzZqTVo8FqSRVY/JiOZ9\n",
       "ZOcDm/gc5proI1EB2BBOCSGLnBICtFIqx/AogY39cLjPa9J5K0ShUCiVSiuXK1NHRUTRTKzebHSw\n",
       "yGO/Pbbv9h3RwSLzV34ZHSzyz5ffvemm0NODRRrdFQAx4ZSQejosAGC5qJiJyefSNRubVvS/ySI6\n",
       "AKXDJ1m1vyBxx8Ek68K1rnawSNRzcfr1S9958Z9qDRd6LgDQYUEW6bAA1hS3z6VjsvG+b00WpVKp\n",
       "K8e1NrmO8WyiSfqFa8Poti1Rz8W+23d8/H/59Ztuuun065eemZ2Pei5Gt/16LxouMnX1gWTRYVHP\n",
       "KSEAsIqRkZFyuRyT4ySyNiawXC7n8/mu1JONjjgpFArZabJIin2376jNtqgdiepgEYAsc0oIWeSU\n",
       "EKBFcThhoVQq5fP5mKQVfYhOuv4jGj1ht5o43Mm906ODRbJ2UgyQLE4JqWeGBQA0tOEnLERFdXZ6\n",
       "Kzo8FmRVjYY45PN5Z4XEXKODRXb+2//cycEihULBJ3YAiaDDgizSYQG0bgM/mo5nC0DvFqR3n3s3\n",
       "arJIaN9BF1cgcZb1XEQpRhs9F1nbZgUkiA6LegILskhgAcS8sKlUKqVSaWxsLFNHq/YuoGn0mjNV\n",
       "taYsnekwuRBYALElsKjnlBCyyCkhQOsKhUKpVOrnvzSiRoM9e/bkcrnsLEhP20mavObLly/v2JGV\n",
       "UY5pOhqjdrDIA5Oj81d+efr1S/NXflk7WGT+yi/XPFskU5ceSBCnhNTTYUEW6bAA1qWfH8YmYhxg\n",
       "3+Zi9uE1Z2f0Zrp7CqJWi2U9F80bLla2nDjrFIgDHRb1BBZkkcACWK/+lLXlcrlarSbi8IIu7i/o\n",
       "WyG96mu2KyRl6o9EjR6pJRfR/+mN/vsfL763sLBQKBQ+MbS59n+GMzXgFogtgUU9gQVZJLAAYlhU\n",
       "J6ty7tar7WdHidGb6U5n6vOIEMLfX7j8f51e+MeLH3VWf2Jo84OfyBcKhT85/mbtwUf/1fDXP/e/\n",
       "+lccEB8Ci3oCC7JIYAHErdhLYiXZeZ3f5/0vRm8m+p0uyyNq/5++9kjUAJXP52vfED3yjxffq98q\n",
       "stJXPv2bf3Kwo5tweno6+mJiYmJiYsK/LYFOCCzqDVgCAGjFyMjI7OxsL4q9hJaRw8PD5XK5k5e9\n",
       "sLAwPDzczytYKpVWzikoFAoLCwvu4bhFEmvmEdHNs2bgta8QfvylHWHFwSLdEqUVUU5x9OjRF154\n",
       "wb8tAbpFYAEA/SvRV0ruh94dVr8bMu0yn883CiwyMnCxUChs1DtdNY9oEkm0mEe0bt/tOx777fDQ\n",
       "97scWBw5cqT29cTERLFY1GQB0C0CCwDoU4m+UtI3I7Sd4JTL5Xw+3/+yudEVXDXISKXevdP1btmo\n",
       "Ndf0c8rsqoeG/OtdDjcFiCmBBQD0o0RftWgPmTmfIj5vfNUrGPO9El3U9jttY4RE11skuuLHX9r3\n",
       "0PdP1/74lU83O/q0RcVicWZmplgsTk1Naa8A6CJDN8kiQzeBTnTlUIlSqZTP51NQIa83fejzoM3W\n",
       "X0B28qNGm3HWO0IieiShbSmnX7/0389f2rnlvd8ev7Urb6FYLIYQZmZmxsfH6zeJAKyXoZv1dFgA\n",
       "wPp03mSxIeMb4mDD04rQeGJF6kdv1ucRCwsLtTfbtxESsVqE3/i18BufyC98qLYIY2Nj7f1iRo0V\n",
       "UWwBQLcILABgfZI4bDImq9HnY0EaSeXozda3bOTz+frYKDWRRKMVCA1CmWq1WigUupvLzM3NTU1N\n",
       "+ZckQLcILABg3dprsqhUKqVSqe2PcJO+GvFJapI4erNWcnfl1M/o7yboPmz09ltZgUaLEG0C6nwR\n",
       "jh49Wvt6fHzcDAuALjLDgiwywwLoXOJmN/TUmnM94jYhotHr6cqAkk5q8uZ5RH1B3skIibhdjhbb\n",
       "Q1a+/U4Shy4maNFOEFEF0BVmWNTTYQEA/ajHUpxWhLWaLGI4z7JRk0UXT4FpJY8IGzRCop+noqx3\n",
       "p0Yf3n7tp3fr+UUVAD0isACANku+crncSnFbLper1WqK04rmBXClUonn2181m2h79OZ6T/1svlsh\n",
       "KVbu1Agt71XZ2Pee3GElAJkisACA7lfpNVFzQbrTiib1f+JaSxqN3uzuCIk4BA2tlOtt7NQIKT1e\n",
       "BIANIbAAgC5X6TUx3ArRO6vGNzE5FqSVF7zqqZ9NKvNEl+ULCwvRhNHQ1hjLFIQRcb4zAagRWABA\n",
       "l6v0SKbSilo1Wx/fxP8A19oLjrbthBWnfia0Mm9lp0btkZTtUgEgTQQWANDNKj2SwbQi3BjflMvl\n",
       "fD4f8zEB0QsuFAorp2xUKpXYXr4Od2rEP0jqzxrKZQDiT2ABAF2r0iPZTCtqVXH09pOyAsPDwyun\n",
       "bLQ9erMrhfSyL7q7UyN6EmmFiZsAiSCwAIDuVOm1zoKQ1bQiqoSjD/CTsgLVarW+8q+9i1VHb3al\n",
       "VA7rbI7o7k4NsxsASBCBBQB0amRkpFQqRSdi5PP5zKYViRPtW1lYWOjKJVszjAgxGGNpK0SQ2gAk\n",
       "h8ACALogn8+XSqWxsbGMt5pH7RWJeKmVSqU2umLZFJKVAzh6vVOjP8rlskIdgAQRWABAd0rfQqGQ\n",
       "8b3xtcgm6jeJ+VLUPmavjd6sRQ8LCwu1dxE90uudGn17y5OTk35htZkAJIXAAgA6LX5qpe9GTWqM\n",
       "g/quhHw+H/PAYlkPRTR6MwojoqsZ/aM0lbUmTVoHgMT5mCUAgE6Kn+iMiUKhUCgU8vl87YyMTFk2\n",
       "anRkZCTO2U3UEVO/B2RkZGRsbCx6JJoYGl3QNF0jgxtqV3/lmFUA4klgAQDtVz7LTsSMeaHeI6se\n",
       "jFJ/vmlSSveVQUaa7tWQ+dNMI9HuLesAkAgCCwBoU6FQWLllIM6Feo8q4VWL/NhmNysHatakuAdB\n",
       "ewUASSSwAIBuylSTxcoek3oxzG6a9FA0CTJScJmC9oq61bAUAEkhsACALstOk0Xzz+1jmN1kcDNI\n",
       "0F5x44WWVgAkiMACALosI00WpVKpdppGI7HKbrK5GUR7xbLVMHETIEEEFgDQfalvsmhxA0V8spts\n",
       "bgYJ2ituZOImQLIILACg+6LCOK2ZxarHgjQSk+wmm5tBgk0QVgMgyQQWAMD6Sr51VfhxaLLI5maQ\n",
       "6I1rr6i/daUVAMkisACAnkhlk0XzY0Ea2dgmiyYJS+rnOywsLKS4eQSA1BNYAECvpG/6ZhL7EZq8\n",
       "5lKptN7wJUE0FKTg7gXIOIEFAPRQmqZvtnIsyKo2sNmkyWaQdKcV6nMAUmDAEgBACGF6enpubi6E\n",
       "MDU1NTEx0a2nHRkZmZ2dTUFbfhKP0og2g6yaSqR+M4jTTFddk3RHVADpo8MCAML09HQIYWpqampq\n",
       "amZmJvpjt6SgyWJdx4KsakN2x2R2M0jQXrGCDTIASaTDAgDCkSNHal8Xi8XuPnnSmyya9CmsSxTc\n",
       "9G0dsrwZRHsFAOmgwwIAbjA3N9fFLSH1tXpCS982jgVZVT+bLLJ8MkjQXmFNANJCYAEAIYRQLBYP\n",
       "Hjx48ODB8fHxrgcWIyMj1Wo1KpWzXOb1Lbhp8rJTX7hqrwAgNQQWABBCCBMTEy+88MILL7wQPhxp\n",
       "0V35fD5xgUXbx4I00p8miyabQZI4OnS9tBKsygwLgCQSWADADSYmJmZmZrr+tBt4tGfXy/5O9LrJ\n",
       "ovlmkEb/SGVuTQCIIYEFANwwaLNYLHZ9S0ikUChUq9VELEjnx4I00usmiyYDNbPQelAul7VXAJAa\n",
       "TgkBgFAsFmtdFePj40899VQvfkqhUKhUKv08KaM93ToWpJHeHRfSJK3IwmaQEMLCwsLk5KTf6JXL\n",
       "IscBSCKBBQDccKxpT8X/iNMuHgvS50VoMmyy1xFMfK6djQ8ApIktIQDQVzE/4rQ/n0X3YhEyvhkk\n",
       "6CNoTJQDkFACCwDoq/6clNF2zd/dY0H6+cozvhnEaaZNVsayACSUwAIA+i2eTRb9LOy7e2bKmptB\n",
       "Un8ySNBe0fT2yOfz1gEgiQQWANBvMWyy6N2xIH1gM4j2iiaq1aqVAUgogQUAbIBYNVlsSBtCt1Ib\n",
       "m0GC9oq1bm+BBUBCCSwAYAN0d09Eh+Vcr48FaaTz1KZJJJGdzSDaK5ovjpUBSC6BBQBk2gZ+ON9h\n",
       "k0XzSCI7TQfaKwBIK4EFAGyMODRZbPixIJ00WTQp1LOzGSRoImj3JgEg/gQWALBhNnb6Zhyq+rZX\n",
       "wGaQ2jooyAFIK4EFAGykjZq+GZ9jQdpYAZtBahyBseatYn0AkktgAQAbaUOaLGJ1iGkbK2AzSK0a\n",
       "D8ZtNl0fiwOQaAILANhgfW6yiOGOiXWtgM0gNQY0AJBuAgsA2GB9brIolUobcohpV1bAZpD6pQja\n",
       "K5oS6AAkncACADZe35osYphWrGsFmpSgWSvgVeMApJ7AAgA2Xn+aLOI836FQKFSr1U5ef2yzmF7Q\n",
       "XtHiKlkigEQTWABALPS6ySJWgzZXKhQK+Xy+yQo03wySqbQiaK9oQTrSimKxuOyPyx4BSDeBBQDE\n",
       "QlSK9yiziHla0WGJnrV2A+0V2VEsFqenp2t/nJmZmZmZsSxAdggsACAuWtkW0V59m4izM0ZGRqrV\n",
       "alSNL2MzSD3tFZlapbm5udrXxWJxamrKxQWyQ2ABAHGx5raINlQqlYWFhaTU8/l8fmVgYTPIygXR\n",
       "XrGBDh48WN/10FNHjhypbQMpFosTExMTExMuAZAdAgsAiJGuT99M1ufMq759m0Hqlctl7RWt6FGs\n",
       "c/To0T5HBlNTU1FgMTMzo70CyBqBBQDESxenb5ZKpeHh4WTV88vefvPNIBncHFGtVrVXrKlHacX0\n",
       "9PT4+Pj4+Hg/38uRI0eiuRVRh4WLC2SKwAIA4qVbTRZxPsS0xbfffDNIQt9gh3V4MG6ztYXK5/Pd\n",
       "fc5isTg3N3fkyJH+v52pqan+d3YAxMGAJQCAuIm6DDoZk5noY0Fqb7/5ZpBqtZq16RXGba56J6x8\n",
       "MBpeu6xTqVAodJL1bOyOjGKx+NRTT7ncQNYILAAgdkZGRmZnZ9uOG5JezEdvP4RgM8jKyjyJ7RWr\n",
       "ZgqrPhg+zBpa//5VF6RSqay8PTrZJ1Kbshn1WYyPj/dzg8bExMTc3JwOCyCDBBYAEEdtN1kk61iQ\n",
       "Jm+/SeaSwc0goccZzboyhUaxwroyhUZbNhq9x9Zv6ehl9KK9KJolUfuibwmCcZtAZgksACCORkZG\n",
       "yuVyG5lFOloPqtVqo+o3m5tBaqux6rGvfc4UGsUKKb4o9aMrotGb/RlmcfTo0egL7RVANgksACA9\n",
       "kngsyEpRA0U+n181r4l5ItP59ocmmcKq01jX1aqQhaCnFxM36/UzO4gaK6QVQGYJLAAgptbbZJGO\n",
       "jRL1DRQrB3l05T32f6RCh5lCOrb59E21Wu1ppNXP+EBUAWScwAIA4qv16ZuJPhakXn0DRTTIoxYB\n",
       "RHV79GArsUJMRip0rtctAylTqVSEOwDpILAAgFhrZfpmasY6LNvSUigUopCi9jYbxQfp3v6wsLAw\n",
       "OTnpd6EVnRwFAkDcCCwAINbWbLJIzX6Blcd2FgqF2h+jzSApaCFRgQNAiz5mCQAg5lbdBFGTjmNB\n",
       "QgilUqlR7BK1kGQwrUjT9bVcAKyXwAIA4m5kZGTV4yFCWo4FCU3TiixXoSu7TgAgOwQWAJAAqzZZ\n",
       "pONYkDXL8tS8zTboF2jjXpLvAKSGwAIAEmBlk0VqjgUJNoM0rr2D9op1rpjlAkgTgQUAJEN9k0Wa\n",
       "ynibQbx3AFiVwAIAkiGKJ8rlcmqOBQk2g7S7MqxKxAOQMgILAEiMQqFQrVZTU5WtmbwsLCxkczOI\n",
       "2hsAgsACABIk+rw9NU0HzWvy5ltF0k17RdvrZtEA0kRgAQCJEW2RaHTEaRLfS6PyMuMVe6VSyefz\n",
       "bvj1Lpq0AiBlBBYAkJgKP4QwMjKy6hGniastmw8NzXJ7Rcj2XphObiopD0DKCCwAIGEV/sojTpNY\n",
       "kNsM0uRa6xRoQ7VatW4AKSOwAIAEVLDLhlMmusnCZpDmjNsEgIjAAgASYFnHQXKbLGwGWXN9gnGb\n",
       "1g2AEILAAgDib9UyLKFNFs3bB8rlcsabC7RXAECNwAIAEilqUkhWZrHmZpDmzRepp02gk6UzcRMg\n",
       "fQQWAECfSsrmeYTmAivQNhM3AVJJYAEASZWsJos1N4M0ab7IAu0VHa6epQNIH4EFACRYUqZv2gyy\n",
       "Ju0VbZNWAKSVwAIAki3+0zdtBlF1A0AbBBYAkGzxb7KwGWRNjkfp3Q0GQHIJLAAg8eLcZGEzSIsl\n",
       "t0UAgGUGLAEAmTI9PV3/xyNHjqTgTY2MjMzOzsaw4o3yiLGxsSaFus/GbQbpfAGb3GMAJJcOCwCy\n",
       "ZWJiYmJiIvp6ZmamWCym433Fs8nCZpDOV4nmxD0AKSawACBbosAiaqyYmpqqhRcbootxSQwnWdgM\n",
       "0mK9HZxmCgCrsSUEgCwqFotzc3NPPfXURr2A6enpubm5EMLMzMz4+HhXdqZETRYxiQBsBmmRdbCA\n",
       "ADQisAAgi44ePbqBaUUIodblEUI4ePBgVwKLkZGRcrkck8zCZpBWaK8AgCZsCQEgc44ePbrhm0E2\n",
       "9qf3ms0gLdId0DkzLABSTGABQLZEp4TE53CQ6enpLoYXUQqwsdM318wjVOm1hQraKzpeQwsIkGK2\n",
       "hACQLTMzMyGEgwcPRn+cmprawPCiWCzOzMy88MILXXzODT/i1GaQriwUrahUKvl83joApJXAAoBs\n",
       "6W460IlisdijURobOH2zlc0gTSZxZq3YthQdqlarQh+AFLMlBAA2QGF9pd4AAByZSURBVC2t6MUw\n",
       "i4064tRmkNaVy2VLAQDNCSwAoN+itGJiYqJYLE5PT0djNborarLo8/sqlUpNWgaMbKi3sLBg7Gjn\n",
       "zLAASDeBBQD028TExNTU1Pj4eO2RYrHY3R/R/yaL5mlFK9+gzMYyAlDPDAsA2AB9mPTZz0kWa3ZP\n",
       "SCvq2RrTrbvOxE2AdNNhAQDp1M8jTm0GWVeZbTW6olqtWkaAdBNYAAAdsRlkXbRXdIstIQCpJ7AA\n",
       "gNTqQ5OFzSDdXS5aX0nLCJB6AgsASLNeT9+0GWRdtFcAQOsEFgCQcr074nTN7gn1eT3xTRe5tQCy\n",
       "QGABACnXoyaLcrmcz+eblN9rfoMaGwBoQmABAOnX9SaLSqVSrVabnJm65jdkkLELFhOAdRFYAED6\n",
       "db3JYs1mAd0Ey5TLZQvSLdIKgIwQWABAJnSxycJmkDYsLCzoNwGAdRFYAEAmdKvJwmaQ9hZNfNNF\n",
       "+ncAMkJgAQBZ0ZUmC5tBFNgA0B8CCwDIiqjroZPMwmaQNjjNtBdLaj0BskBgAQC0WiXaDNIG7RVd\n",
       "vw+lFQAZIbAAgAzppMnCZpD2quugvQIA2iKwAIBsaW/6ps0g7RHiWFIA2iawAIDMWe/0TZtB2qO9\n",
       "AgA6IbAAgMxZb5OFzSDtsSy9YIYFQHYILAAgi1pvsrAZRGltSQHYEAILAMiiFpssbAZpW7lc1l7R\n",
       "dZVKJZ/PWweAjBBYAEBGtdJkYTNI26rVql4AqwpAJwQWAJBRax5xajNI24zb7N3CWlWA7BBYAACr\n",
       "V4Y2g7RN40mP7klpBUCmCCwAILuaNFnYDNJJXR20VwBAxwQWAJBpq07fXHOvh5q8CVGOhQWgKwQW\n",
       "AJB1y6ZvtrLXo1QqjY2NWbqVRDkA0C0CCwDIumVNFmt+ji2taEIXQO+YYQGQNQILAOCjJgubQTqs\n",
       "qC1O79bWwgJkjcACAPigycJmkA5prwCALhJYAAAhhDA8PFwqlWwG6YQugN4RBgFkkMACAAghhGq1\n",
       "GppuZ7DfoblyuayiBoAuElgAAB+EEcuOC1nGR9zNVatVaU5Pb1HLC5A1AgsA4IO9HtH0ilUzizWH\n",
       "cSqng/aTXi6vtQXIIIEFAGTdmpMpWhnGmXHaTwCg6wYsAQBk2bLWgJGRkXK5XCqVoj/m8/nw4XiL\n",
       "crm88lNun3sH7RW9Jw8CyCaBBQBkWqFQWFZpj4yMRBV4VIrX14oLCwvL/not2qg927JviCKPJt+Q\n",
       "gjpfOQ0AvSCwAACWqw8R1rUZpJZ0NHpkzcgjrJV6xC3y0F7Rn0V2ni5ABgksAICG1ts70JU0oXnq\n",
       "0XnkEbqaemiv6DUTNwEyS2ABAKxuo04G6TxN6LzRo8XIo37vjKK6RyqVyrLFByAjBBYAwOpVYrVa\n",
       "TWgfft8ijyiniL42zqNHqtWqHhaAbBJYAACry/LUgBbThNnZ2Uar1LcujzVfZNIZYAGQWQILAKCl\n",
       "ip2VhXSTVUrQxpY4X3d7bQCyTGABANCOXo/bFHn0zdGjR4vFYvT1U089NTEx4fYGiAOBBQDAuiXi\n",
       "NNM4RB6hs3Nq+zNxs1gsvvDCC+5qgLgRWAAArFtGTjONyTm11Wp12SP5fH5kZKRbb1NLBUA8CSwA\n",
       "ANbNGMjWdZJ6zM7OTk5Ortno0aFisTg9PT03Nzc1NSW8AIgPgQUAAHFUm7jZ60kZTz31VAhhYmJi\n",
       "ZmamWCweOXLE4gPEgcACAFKuWCz60BiaqP2CTExMHDx4UGABEBMfswQAkGLT09NHjx61DiRRRgaF\n",
       "ANCIDgsASK2DBw9OTU1ZB2iidqBp9LVfGYD40GEBAKn1wgsvaG4nuWozLHpqYmKiWCxG0ytCCH5l\n",
       "AOJDhwUAAHE0OTnZnx8kpACIJx0WAAAAQOzosACAbJmenp6ZmYmORRgfH/fZMgAQTwILAMiWiYmJ\n",
       "Wkhx8ODBiYkJh54CADFkSwgAZEt9PCGqAABiS4cFAKTcU089teyR6DSEYrE4Pj4uswAA4klgAQAp\n",
       "tzKSKBaLc3NzVgYAiLObKpWKVSBrzp0717eT0gDibHp6OjjTEQBio1qtWoQaMywAAACA2BFYAEC2\n",
       "FIvFaIbF9PT03NycGRarmp6ePnjw4NGjRw8ePBj1oQAAfWaGBQBkzszMzMzMzPj4uKGbjTj8FQA2\n",
       "nMACADJXiqu9W1mlVb8GAPrGlhAAgGaKxaLMAgD6T2ABANDQ0aNHp6amrAMA9J/AAgBgddPT0+Pj\n",
       "4459BYANIbAAAFhFdDiItAIANoqhmwAAy0Vnvk5NTUVHwAajNwGg7wQWAADLzc3NhRBmZmaiPzr/\n",
       "FQD676ZKpWIVyJpz585NTk5aBwCIlenp6ZmZmampKTtxgMyqVqsWocYMCwAANl60+8aZLADUCCwA\n",
       "ANh4ExMTGisAqCewAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgYsAQAAMTExMWER\n",
       "AIgILAAAiAuBBQA1toQAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7AgsAAAAgdgQW\n",
       "AAAAQOwILAAAAIDYEVgAAAAAsSOwAAAAAGJHYAEAAADEjsACAAAAiB2BBQAAABA7A5YAAAAA+ulX\n",
       "v/rVmo83+p7sEFgAAABAn0QxRKNg4v3331/18WwSWAAAAEDP1UcVv/rVr2p5hMCikZsqlYr7hgzK\n",
       "5/MWAQAA6I/6nGKZUJdNVKvVZX8lywQWAAAA0FtRNjE4OGgpWueUEAAAAOih+mYKWiewAAAAgJ4T\n",
       "WKyXwAIAAAB6Zdm4ClonsAAAAIDeEli0QWABAAAAPSewWC+BBQAAAPScwGK9BBYAAADQQ/aDtEdg\n",
       "AQAAAD0ns1ivgX/+53+2CgAs82u/9muDg4O5XM5SAACwIQZ+/dd/3SoAUO/999//n//zf/6P//E/\n",
       "/sW/+BcyCwAANoQtIQCs+N+Gj31s8+bNmzZtWlxctBoAAGzM/ym1BACsamBg4L333rMOAAD9tHTh\n",
       "uSf/+IFPTu7Zs2fPnsl/8/BXZ15+p71neuflnz772lI7L+Cnp97p7E2889zDeyb/+OWlzp5FYAFA\n",
       "g/+F+NjH3n//fesAANA3S8UnH/idx/+qcvdj3/nRX//1z3707S+OvPatRx544lQbba+LL//5sZ+9\n",
       "Vln3S7jw02N//ou3OssaNocQQscbizcysLh28dVTp169eK3ZIytcPX/y+PEzl6919JPX8SQtvKSe\n",
       "L0sSf8suzp188czyN5GKtwYAANAjF370xI/Kd33jZ3/5tfvvnbjttjsnDkx9++nvfv7OxXPlpRDC\n",
       "0oVnn3j4k3v27Nmz57fu+8M//aAN4p1nH5i870+fm/njB/7NJyf3TH7yD3/w2lJYPPH7n3r8lcrc\n",
       "1z+15+GfvhWWLjz3xMNR18bkJ3//yRMfNlAsvvbTrz7wW3v27NnzWw989aevLS299uTvfP5H5Ut/\n",
       "9cW7PvlEsT60WHrtyU/ueeDZd1b8afHlH/zhfZMfvKg//sHLUbSS2xxyuc1dDyyuLS6cP39xqekj\n",
       "3alp3zz14ivnr+YGmjyy8tW9O3/u/PzCmi+m6Wtu9Ulae0k9X5ZWg451XKZrCy/+8Nh3j59f6tm7\n",
       "mD9z5uz5qxu9mAAAABvjV6tZ4++8derZNwoH/ujwx+sfHLz333/vzx69MxeWik/+/tdP3fbvf/HK\n",
       "2bMvfff+yo++8tVn3wkhbM7l3nvjZz9974+e/i9/N/u33x6fO/aN594ZPPC9p7+4I9zxjb89+/QX\n",
       "Pv7WX3318ecKf/T0S2fPvvT0o+/99KtPnFgMISyeeuKRJy8c/s7fvvLSL745PveNP/zGa7d97Wff\n",
       "Gg+F3/3RK3/3zYkWWiSWXjv21T9/5/4fvnT27Ct/+937L/3giWOvLYWQ2xw2b+40rwgrasdrF08/\n",
       "e/yN3Q/fun9ooNEj3Spp569vu/eOwSaPtK1br/mjl7Q0f+bFU2fOv714PYTctl13ffrA3aNbQwjX\n",
       "Fs+fPnnq7PkrSyHkBkd37z+8f1c7j3e8COt7y7nt27ZtG9zS19/X5W/t2hvHv3t86bNfemBX7tr8\n",
       "3/zFzxcPfOmhOxxGAAAAZNRSee5SGLnntlyDaOBHv7g0/vhjBz6eCyE38cXHDvzgkZ+deuf++zeH\n",
       "EDaPP/r5O3MhhJvHD4yEY3PvLN1fqPu7H//dH/7tZ3I3D+ZCCHce/vxt3zr2cnnpQHjlBy8t3fO9\n",
       "L959cy6EA4995zt3v7P+crxSeS/kCjcPhhBunnj06f/2aPRiQy6Ejg+b27AtIVffODN/fWh812CT\n",
       "RzbcDS/p6sDQ3kP33X//4f23hvMv/fz581dDCEtvn3rx7NXhuw7dd9/h/bdumj9z/Nkzi2083udF\n",
       "GNi+93O/99D+4dwGXvFrF0sL17eP3ZIL4dqVc/NLg3cMSysAAIAM2xxCCI1mnlcuXKgUbrvtwxwi\n",
       "NzK+I7x17p2ob74wUvigntqcy4UQlnfTL5177hsPf/K3JvfsmZz81NfPRQ9eulB+7+bbbv7gLw7e\n",
       "eeDwvbettyrLjf/RY3e/9Y3PTP6bh//4P8yceO3D+ja3OZfb3OkUi4Fjx45t2nLL7v2f3X/HYO2T\n",
       "+XfPPP2fzoQQwuA9Rx7Zu+KRu3Pnnz9+8vzFxaXrIYTctlt37/v0PR/89WsX555//qXSxaUQNm25\n",
       "ZfxzD+wfGlg6f/yHx+dHDx+5744Pmwmuzp+ZD0MH6vOKukeuNn7+5as+//LzJ185f3EpbBq8Zfc9\n",
       "h/bfsX31d3H39tXe/tIbP//+sxfvePCRQ8MDIYRw9dUf/8Xz1w/8wcPjW5e9pNzovYdGo7+0c3Tr\n",
       "/PlnFt5499qurbnRzz7y5Q/7VG4dvPjmT149f/na3sH1Pj7QaFka1P6nnj959s0rS2HT4Oh4XZNG\n",
       "y5fp8qkfTp8ZeuDL940O3Ljay26GxbmfP3PyzcXrIYQtQ2P3Hj60e/tACOHqGyefO3lu4cq710MI\n",
       "2/Y+/PD+oYFri+dOPv/Sq/OL10NucGjL1RC23vCaa2/t2vzx7z5z/nr08Im/OHbig+84+cP/OB+9\n",
       "IgAAgOzJ3Ty+I5w49driF+5dtSZcVv6/1+wf3uCdE4//4bfe+eIP//rpu2/OhXeefeBTx+oSkg5f\n",
       "9G1f+N7ffebCqRMnfvGLn37188fGv/7Xf/mFj4eQ27x5sNPPpAfuv//Q/CsnX3nu54NDv1cr6nNj\n",
       "h++/e/tA2JQb3B7CwopHLi/Mv704uPfwPbfmrr87P3fqlef+78vhkc/dsfXa5dPHT5Ryew4/sHtw\n",
       "09LiYm7L6tXn1TfPvB1uOVSfV9Q/stTo+W98lmsXT/34mVfeHb3r0H2jucXSqZPPPb1Y9203vubV\n",
       "l3Z493B4bv78YhjeHkK4dvH8xTC4d3RrgxcZQgjXrs6ffXn++uDY7m3Re/voHV5/9+q1sGXogx+/\n",
       "3scb/sRlri28+JNnz27afeD+Q9uvv33mxZPHn9ly5PfuHgytX6ZlqU39t7155sUzdTfDltHxez57\n",
       "99YtYentMy+efP7ZoVseuXt7CEvz5+ev5PYeOrRrMCwtbR0cCEvzJ3783Kvh1rsO7R/NLV189fRL\n",
       "Fxte8VsOPfIH15bePD79fDh05LO35q7NP//0c0ufPnLfrVvNtwAAADLr4we+sPNb3zr2Vxfunvqo\n",
       "1WHx5Sc+/9V3HnvmO7eNFCqvXaiEaLTEUvm1S+Hj4ze3MmfirRNz793x+NTdN+dCCEsXXipHj++4\n",
       "7eOb3zn31mK4bTCEsPjasz+b+/jnv3BHg+o5tzkXlt77sHWj8taHx48svrOYu/m2e+9/9N77H330\n",
       "B/f9zg9+ceELj952x6Pf/FpupMP1+NjOnbvvPXzPULhSmv9oROKmrduHhoaGhrbXApFVHhnctWvn\n",
       "zp27dt/7uYcODF1/86Uzl6+FsLS4FHLbdu0cHR4e3nnHHcNbQwght+u+Lz/25Y/aK8LV82feDreM\n",
       "31pXqq94ZPXnv2HR3zx55sqWPffff+/uXTt37T30wKFbrr958pXaIRQrX/Mqaz6655aweP78Yggh\n",
       "XLtyfuF6bvSDvGDlS7r2xs//47H/9BfPnHxz8K7D+4eX1dZXz7/4/JsDY5++a9kMidYfX/kTV7vV\n",
       "zr90dnHowOcOje8cHt2199ChWzddOXv+8vou0wq1b9t/eH/9zTCwfdcdu0ZHh0d37T2w/5awWDfV\n",
       "c9P2XWM7R0d37to1lAtX3zj16ruDez933727d+3ctfvu/Xu3LXuzdW9tILd169Zw+d0wOHrL9sGt\n",
       "WwfeXbw+OHrL4FZ5BQAAkOnE4gvffuSOc9964JH/8NMTxdcuvFY88YOvfv6Rv9p8+Mv33Jy784uf\n",
       "2XHu2LETby2F8E7xR0+eWLrni3ff3LjazW3Ohcq5txYXw8137AjlE3PvhLB44dlv/PmFECpvvbMU\n",
       "Bu/64j25l548duqtxcULJ4595eszc5tzIeQ2h8pbF95ZXLpxX0nhzpEPniQsXfirH8xFDR5vzTzy\n",
       "qd954rkLiyGExQvFly9tHhkphLB06cKF8luVDpdjIIQQctu35cLbV969Fra2VTAO7ty9LZycv3g9\n",
       "bB/at2/0/Mlnv3/x1vG9d+/dPbrqPo7F82cvhlsO1xXmKx9p8PybPnr02uIbl69vGr6jVu9vHb1j\n",
       "Wzg5f3EpDLXeeLJ1dO9oeO7V84t37x18d37+3dytu6MnXOUlDYx++uEHF69cPH/mpVd+8pPw8IP3\n",
       "1n724rm/+fFzbw4dePDQDSM01/X4sp+4eO5vfv586UrYcsuuvXffvXs0lP7mxYt779szfzmEd0/8\n",
       "sLaTIoSQu7h0bV2XqcllvuFmuLZ4/qUXT517+8q7S2HTphDC0PVrq7UaXVucXwybhndta/DEKxdz\n",
       "afHtq5u2RXNLL7+xuGlweKuwAgAAyLjcnX/y9F/feezJPz/2lZ9VQgiFkbs+842fPXb/nYMhhImv\n",
       "/eU33nviP3zmrq+EUNj5qcd++M3DNzd5rpHDXxj/0bEv3nPqkb/+y3//yImvfuVTe0Jh52ce/7Pv\n",
       "3POnn3/8y7/zxI/+yze/+d3Hn3ji8c/cUwmFnZ/5+ve+PpELYXzqMzu+8vXPfOoX3/nb7x34qP//\n",
       "5gNfe/zurzzxqcknR24b/8KjUztffva9pfDxL3znW+cef/J37nk8hLB55J4vfPvbh28O4Z3iD771\n",
       "5Midv3vvzZ1sC4mKxE0DIVzryuoObN/7wJd3vfHqy6+cPvHMmdNj9z382V1bV1SvZy6G0cM7tzZ5\n",
       "pBXdecVbd+69ddPxM+cu79k9/+qVTaP7P8wrVnlJA4Pbhwe3D4/eOnT1L35y5uW39312dCCEa4uv\n",
       "Hn/6+bdvOfDgfeP1UcA6H7/xJ15bePmlt4fv+4OHBt+ee+nk8adfCiEM7nlgOBfOhxBuOfDgodGP\n",
       "rvtAbnAgXOzSL8hHN8O1y6efOX4mjO0/dGh0cODqub959pX2nnLZW5v/m794prQUQgjPfvfYh99z\n",
       "/LvHQm7sgT/4rBkWAABAljOL2w5/7XuHv7b6P7r/m0/f/81ljw4efvrs4dX+dOejT88++sHDf/KX\n",
       "f/cnH/2VP/tvH/6Fiak/Oz514/PdfODbf3f226uFKVPf+y8ffe+jh6Pn/vjhbz59ePlruvn+Z87e\n",
       "33nAsPKRTZvC9avXmj6yzNWF81fClr0ftj8MDO4c//TO3Xtfnp5+6fT5/bvGty6rXueubBq9d2eu\n",
       "ySNNnz+EcD2EMLB95/ZwduHcxWujH0zMjL5tKNfKa/7gSUIIuVv33ZH7yZkz87mLFzftvCc6qmKt\n",
       "lzQQQrh+LUoWTj7z/PzQgYdvTCXW/fiynzgw/OlHHgkhhLDr7vt27V1aXFzKbR/MhXB1dDCcvfL2\n",
       "9cEb/3q4tt7LtLbrV+YXw7b99+7dNRhC2HZ1a3hlqcFyRNfi1dq1aHbFB27Z//CDw8d/cmrL4Yf2\n",
       "D21aevO5n5zKHXrowC25gUYzTwAAAMiaFfXhwODO7eHs+ZOnz+0bHXh3cdPo+M6Vj4QQwvX5UyfP\n",
       "7N25beDq+dMn58Mt+/cODYSweP7MG9e2DQ3mwrtvzy+FMLh1IIQbTgm5fO7MlU2j99b1B6x8pPHz\n",
       "h9y2XFiaf/X8xaE7hm7dv3fw6TPPHs8d2Ds6sFg6fWJ+0+ihaCTEitc8fPGj1zBQ/yS5MDB8113b\n",
       "Xn3puZMht/P+KK9Y8ZKuXTzz0hubRoe258LS5TfnTr+6lBvbMzwQwuKrJ84ubtt7YOj6lYsf9Djk\n",
       "BocGc+t9fPVFqF2V3OD2D/7J1l337tnyzNnjz2y65+5d2zddv3plcWDX3l2DA+u5TK3ZNDg8GM6c\n",
       "OTW3be/w1oGli0uNvzV36z17B39y5plnNu2/e9f23PXL8+/WTglZ8dYGtm4ZuHw1bN8zOrR967WL\n",
       "Z6+Gwd2jQ9sH/ToCAADQMLAIuV2HDu8+fuKV5559JeSG9ty3e+foike2hBDCputvv/zc2XdDyG3b\n",
       "tf/BQ3sHQwjXrs6fO33m7XejOnx0732Hd+VuPAH28qtnFzftPFCfV6x45INyeZXnD2Hwjv17X33u\n",
       "zPOnxnZ9bufQ/gcf2HLixVeee/aVsGnLLbsPPXxg99bV38Vw/VPf8CQDIWzfve/W08+9ObD7ruhV\n",
       "rHxJ168uXjz76pnFpRDCpi1Do3vv+/Q9O3MhXLt8/nII1888+5Mzte+95b4vP3TrOh/f1mARVrtk\n",
       "o59++P7ciZNnTxw/G0LYtOWWvaN7doWBXOuXqdWbY+ie+w5cff6lE8+WoiuyZdsdjVogBob3P/zg\n",
       "4IsnXj55/Gx0POq2W6ORFatd36WLb7+bGxrKhRCWLi+8mxsa2uJ3EQAASJGbbrqp/uuIZVnfGl64\n",
       "cGH9f+vyqR9Onxl64Mv3rXfewLXLp6anzwzd/6X7PtwfsPKRTp6/Xdcun5qeLo0dOXLv9oHVX1Lv\n",
       "f3z3f2Lfl7F/bw3ok1/+8pf/8l/+S+sAANC2X/3qV++///77779/7dq1oaEhC9K6j/W3er1y9tXF\n",
       "3K69dVstVjzS3xe0ePHixYvzr5549pWlsQN3bx/YkJe0wYvgrQEAABA7ff3o/dqVuXPv5m4dv2Wg\n",
       "8SN9LqfPHH/6zGLIDY0dePBQ1ALQ/5e0wYvgrQEAABA/7W0JASATbAkBAOiQLSFt+5glAAAAgF4z\n",
       "dHO9BBYAAADQQ44Iac//DzAx6qR1q/iMAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('http://i.imgur.com/Qv9oIa2.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Get camera position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fig = py.get_figure(plot_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[0.44497056472787216,\n",
       "  -0.4849466666359093,\n",
       "  -0.7188785326572444,\n",
       "  -0.22369975934060865],\n",
       " [0, 0, 0],\n",
       " 2.165063509461097]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "camera_position = fig['layout']['scene']['cameraposition']\n",
    "camera_position"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Plot new figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~etpinard/3226.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data = [\n",
    "    go.Scatter3d(\n",
    "        x=[1,2,3,4],\n",
    "        y=[3,4,5,6],\n",
    "        z=[1,3,4,5]\n",
    "    )\n",
    "]\n",
    "\n",
    "new_fig = dict(\n",
    "    data=new_data,\n",
    "    layout=dict(\n",
    "        scene=dict(\n",
    "            cameraposition=camera_position\n",
    "        )\n",
    "    )\n",
    ")\n",
    "\n",
    "py.iplot(new_fig, filename='simple-3d-with-camera-position')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"float:right; \\\">\n",
    "    <img src=\"http://i.imgur.com/4vwuxdJ.png\" \n",
    " align=right style=\"float:right; margin-left: 5px; margin-top: -10px\" />\n",
    "</div>\n",
    "\n",
    "<h4 style=\"margin-top:60px;\"> Got Questions or Feedback? </h4>\n",
    "\n",
    "About <a href=\"https://plot.ly\" target=\"_blank\">Plotly</a>\n",
    "\n",
    "* email: feedback@plot.ly \n",
    "* tweet: \n",
    "<a href=\"https://twitter.com/plotlygraphs\" target=\"_blank\">@plotlygraphs</a>\n",
    "\n",
    "<h4 style=\"margin-top:30px;\">Notebook styling ideas</h4>\n",
    "\n",
    "Big thanks to\n",
    "\n",
    "* <a href=\"http://nbviewer.ipython.org/github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/blob/master/Prologue/Prologue.ipynb\" target=\"_blank\">Cam Davidson-Pilon</a>\n",
    "* <a href=\"http://lorenabarba.com/blog/announcing-aeropython/#.U1ULXdX1LJ4.google_plusone_share\" target=\"_blank\">Lorena A. Barba</a>\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    div.cell{\n",
       "        width: 850px;\n",
       "        margin-left: 10% !important;\n",
       "        margin-right: auto;\n",
       "    }\n",
       "    h1 {\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "    }\n",
       "    .text_cell_render h1 {\n",
       "        font-weight: 200;\n",
       "        font-size: 40pt;\n",
       "        line-height: 100%;\n",
       "        color:#447adb;\n",
       "        margin-bottom: 0em;\n",
       "        margin-top: 0em;\n",
       "        display: block;\n",
       "        white-space: nowrap;\n",
       "    } \n",
       "    h2 {\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "        text-indent:1em;\n",
       "    }\n",
       "    .text_cell_render h2 {\n",
       "        font-weight: 200;\n",
       "        font-size: 20pt;\n",
       "        font-style: italic;\n",
       "        line-height: 100%;\n",
       "        color:#447adb;\n",
       "        margin-bottom: 1.5em;\n",
       "        margin-top: 0.5em;\n",
       "        display: block;\n",
       "        white-space: nowrap;\n",
       "    } \n",
       "    h3 {\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "    }\n",
       "    .text_cell_render h3 {\n",
       "        font-weight: 300;\n",
       "        font-size: 18pt;\n",
       "        line-height: 100%;\n",
       "        color:#447adb;\n",
       "        margin-bottom: 0.5em;\n",
       "        margin-top: 2em;\n",
       "        display: block;\n",
       "        white-space: nowrap;\n",
       "    }\n",
       "    h4 {\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "    }\n",
       "    .text_cell_render h4 {\n",
       "        font-weight: 300;\n",
       "        font-size: 16pt;\n",
       "        color:#447adb;\n",
       "        margin-bottom: 0.5em;\n",
       "        margin-top: 0.5em;\n",
       "        display: block;\n",
       "        white-space: nowrap;\n",
       "    }\n",
       "    h5 {\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "    }\n",
       "    .text_cell_render h5 {\n",
       "        font-weight: 300;\n",
       "        font-style: normal;\n",
       "        color: #1d3b84;\n",
       "        font-size: 16pt;\n",
       "        margin-bottom: 0em;\n",
       "        margin-top: 1.5em;\n",
       "        display: block;\n",
       "        white-space: nowrap;\n",
       "    }\n",
       "    div.text_cell_render{\n",
       "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "        line-height: 135%;\n",
       "        font-size: 125%;\n",
       "        width:750px;\n",
       "        margin-left:auto;\n",
       "        margin-right:auto;\n",
       "        text-align:justify;\n",
       "        text-justify:inter-word;\n",
       "    }\n",
       "    div.output_subarea.output_text.output_pyout {\n",
       "        overflow-x: auto;\n",
       "        overflow-y: scroll;\n",
       "        max-height: 300px;\n",
       "    }\n",
       "    div.output_subarea.output_stream.output_stdout.output_text {\n",
       "        overflow-x: auto;\n",
       "        overflow-y: scroll;\n",
       "        max-height: 300px;\n",
       "    }\n",
       "    div.output_subarea.output_html.rendered_html {\n",
       "        overflow-x: scroll;\n",
       "        max-width: 100%;\n",
       "      /*  overflow-y: scroll; */\n",
       "      /*  max-height: 300px;   */\n",
       "    }\n",
       "    code{\n",
       "      font-size: 78%;\n",
       "    }\n",
       "    .rendered_html code{\n",
       "        background-color: transparent;\n",
       "        white-space: inherit;   \n",
       "    }\n",
       "    ul{\n",
       "        /* color:#447adb; */  \n",
       "        margin: 2em;\n",
       "    }\n",
       "    ul li{\n",
       "        padding-left: 0.5em; \n",
       "        margin-bottom: 0.5em; \n",
       "        margin-top: 0.5em; \n",
       "    }\n",
       "    ul li li{\n",
       "        padding-left: 0.2em; \n",
       "        margin-bottom: 0.2em; \n",
       "        margin-top: 0.2em; \n",
       "    }\n",
       "    ol{\n",
       "        /* color:#447adb; */  \n",
       "        margin: 2em;\n",
       "    }\n",
       "    ol li{\n",
       "        padding-left: 0.5em; \n",
       "        margin-bottom: 0.5em; \n",
       "        margin-top: 0.5em; \n",
       "    }\n",
       "    /*.prompt{\n",
       "        display: None;\n",
       "    } */\n",
       "    ul li{\n",
       "        padding-left: 0.5em; \n",
       "        margin-bottom: 0.5em; \n",
       "        margin-top: 0.2em; \n",
       "    }\n",
       "    a:link{\n",
       "       font-weight: bold;\n",
       "       color:#447adb;\n",
       "    }\n",
       "    a:visited{\n",
       "       font-weight: bold;\n",
       "       color: #1d3b84;\n",
       "    }\n",
       "    a:hover{\n",
       "       font-weight: bold;\n",
       "       color: #1d3b84;\n",
       "    }\n",
       "    a:focus{\n",
       "       font-weight: bold;\n",
       "       color:#447adb;\n",
       "    }\n",
       "    a:active{\n",
       "       font-weight: bold;\n",
       "       color:#447adb;\n",
       "    }\n",
       "    .rendered_html :link {\n",
       "       text-decoration: none; \n",
       "    }\n",
       "    .rendered_html :hover {\n",
       "       text-decoration: none; \n",
       "    }\n",
       "    .rendered_html :visited {\n",
       "      text-decoration: none;\n",
       "    }\n",
       "    .rendered_html :focus {\n",
       "      text-decoration: none;\n",
       "    }\n",
       "    .rendered_html :active {\n",
       "      text-decoration: none;\n",
       "    }\n",
       "    .warning{\n",
       "        color: rgb( 240, 20, 20 )\n",
       "    } \n",
       "    hr {\n",
       "      color: #f3f3f3;\n",
       "      background-color: #f3f3f3;\n",
       "      height: 1px;\n",
       "    }\n",
       "    blockquote{\n",
       "      display:block;\n",
       "      background: #f3f3f3;\n",
       "      font-family: \"Open sans\",verdana,arial,sans-serif;\n",
       "      width:610px;\n",
       "      padding: 15px 15px 15px 15px;\n",
       "      text-align:justify;\n",
       "      text-justify:inter-word;\n",
       "      }\n",
       "      blockquote p {\n",
       "        margin-bottom: 0;\n",
       "        line-height: 125%;\n",
       "        font-size: 100%;\n",
       "        text-align: center;\n",
       "      }\n",
       "   /* element.style {\n",
       "    } */  \n",
       "</style>\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "                        TeX: {\n",
       "                           extensions: [\"AMSmath.js\"]\n",
       "                           },\n",
       "                tex2jax: {\n",
       "                    inlineMath: [ [\"$\",\"$\"], [\"\\\\(\",\"\\\\)\"] ],\n",
       "                    displayMath: [ [\"$$\",\"$$\"], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                },\n",
       "                displayAlign: \"center\", // Change this to \"center\" to center equations.\n",
       "                \"HTML-CSS\": {\n",
       "                    styles: {\".MathJax_Display\": {\"margin\": 4}}\n",
       "                }\n",
       "        });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "import urllib2\n",
    "display(HTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read()))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}