monkeybutter/format_benchmark.ipynb

## format_benchmark.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from osgeo import gdal\n",
    "import numpy as np\n",
    "import h5py as h5\n",
    "import bcolz\n",
    "\n",
    "def load_band(path, band):\n",
    "    ds = gdal.Open(path)\n",
    "    return ds.GetRasterBand(band).ReadAsArray()\n",
    "\n",
    "def load_buf(path, dtype=np.int16, shape=(4000,4000)):\n",
    "    return np.fromfile(path, dtype=dtype).reshape(shape)\n",
    "\n",
    "def load_h5(path):\n",
    "    with h5.File(path, \"r\") as f:\n",
    "        dset = f['band']\n",
    "        return dset.value\n",
    "\n",
    "def load_bcolz(path):\n",
    "    return bcolz.open('./data/bcolz', mode='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.52 s, sys: 60.2 ms, total: 1.58 s\n",
      "Wall time: 1.58 s\n"
     ]
    }
   ],
   "source": [
    "%time arr1 = load_band(\"./data/LS5_TM_NBAR_148_-035_2004-02-12T23-35-11.087013.tif\", 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 89 µs, sys: 20.9 ms, total: 21 ms\n",
      "Wall time: 23.3 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as numpy buffer to file\n",
    "arr1.tofile(\"./data/test.buf\")\n",
    "\n",
    "%time arr2 = load_buf(\"./data/test.buf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 909 µs, sys: 18.5 ms, total: 19.4 ms\n",
      "Wall time: 19.4 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as hdf5 to file\n",
    "\n",
    "with h5.File(\"./data/test1.h5\", \"w\") as f:\n",
    "    dset = f.create_dataset(\"band\", data=arr1)\n",
    "    \n",
    "%time arr3 = load_h5(\"./data/test1.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 59.5 ms, sys: 13.3 ms, total: 72.7 ms\n",
      "Wall time: 74.2 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as hdf5 to file using lzf compression\n",
    "\n",
    "with h5.File(\"./data/test2.h5\", \"w\") as f:\n",
    "    dset = f.create_dataset(\"band\", data=arr1, compression=\"lzf\")\n",
    "\n",
    "%time arr4 = load_h5(\"./data/test2.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 63.4 ms, sys: 12.7 ms, total: 76 ms\n",
      "Wall time: 81.7 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as hdf5 to file using chunking & lzf compression\n",
    "\n",
    "with h5.File(\"./data/test3.h5\", \"w\") as f:\n",
    "    dset = f.create_dataset(\"band\", data=arr1, chunks=(128, 128), compression=\"lzf\")\n",
    "\n",
    "%time arr5 = load_h5(\"./data/test3.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 425 ms, sys: 18.2 ms, total: 443 ms\n",
      "Wall time: 445 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as hdf5 to file using gzip compression\n",
    "\n",
    "with h5.File(\"./data/test4.h5\", \"w\") as f:\n",
    "    dset = f.create_dataset(\"band\", data=arr1, compression=\"gzip\")\n",
    "\n",
    "%time arr6 = load_h5(\"./data/test4.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.29 ms, sys: 513 µs, total: 4.8 ms\n",
      "Wall time: 4.33 ms\n",
      "CPU times: user 69.1 ms, sys: 28.4 ms, total: 97.6 ms\n",
      "Wall time: 43.3 ms\n"
     ]
    }
   ],
   "source": [
    "#Band written as bcolz\n",
    "\n",
    "with bcolz.carray(arr1, rootdir='data/bcolz', mode='w') as _:  \n",
    "    c = _  \n",
    " \n",
    "%time arr7 = load_bcolz(\"'data/bcolz'\")\n",
    "%time arr7 = load_bcolz(\"'data/bcolz'\")[:, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of geotiff: 50 MB (*aprox)\n",
      "Size of numpy buff: 30 MB\n",
      "Size of hdf5: 30 MB\n",
      "Size of hdf5 (lzf compressed): 17 MB\n",
      "Size of hdf5 (128 chunk & lzf compressed): 16 MB\n",
      "Size of hdf5 (gzip compressed): 11 MB\n",
      "Size of bcolz: 19 MB\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "MB = 1024*1024\n",
    "\n",
    "print(\"Size of geotiff: {} MB (*aprox)\".format(os.stat(\"./data/LS5_TM_NBAR_148_-035_2004-02-12T23-35-11.087013.tif\").st_size/(MB*6))) \n",
    "print(\"Size of numpy buff: {} MB\".format(os.stat(\"./data/test.buf\").st_size/MB))\n",
    "print(\"Size of hdf5: {} MB\".format(os.stat(\"./data/test1.h5\").st_size/MB))\n",
    "print(\"Size of hdf5 (lzf compressed): {} MB\".format(os.stat(\"./data/test2.h5\").st_size/MB))\n",
    "print(\"Size of hdf5 (128 chunk & lzf compressed): {} MB\".format(os.stat(\"./data/test3.h5\").st_size/MB))\n",
    "print(\"Size of hdf5 (gzip compressed): {} MB\".format(os.stat(\"./data/test4.h5\").st_size/MB))\n",
    "print(\"Size of bcolz: {} MB\".format(sum(os.path.getsize('data/bcolz/data/' + f) for f in os.listdir('data/bcolz/data') if os.path.isfile('data/bcolz/data/' + f))/MB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pablo/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAV0AAADvCAYAAABR/Qd9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmUXdlV5vm7Mc+DIkKhWaExJeVs5ez0bIMNNGCgaah2\n",
       "Q2GGbmgzFZNdRVHG1Kqi3YuxKKh2QTVjYUwBxWQ7bePZaWc6B+WklDJTUmhWSIpQjIo5bv/x7Y/9\n",
       "lCRVdhn7aTV3rxUr4t1375lunO/ss8/e3y7KsqSSSiqppJKvjDTUuwGVVFJJJf+YpALdSiqppJKv\n",
       "oFSgW0kllVTyFZQKdCuppJJKvoJSgW4llVRSyVdQKtCtpJJKKvkKSgW6X2YpiuKNRVEcKYri+aIo\n",
       "fqre7amkkkrqK0Xlp/vlk6IoGoGjwOuBs8DngW8vy/LZujaskkoqqZtUmu6XV+4CXijLcrQsy2Xg\n",
       "vcA31LlNlVRSSR2lAt0vr2wGTtd8PhPXKqmkkn+k0lTvBvz/XP67tpuiKCr7TiVfcSnLsqh3G/6x\n",
       "SgW6X145C2yt+bwVabvXyGuBQWAKmAdWgUZgDuiMe16JEHwBOAncCuwCCuCTyI7xBPA54DVxbwcw\n",
       "AOwAngYuA9uj/DagC3ge6I56Ph8NnIi6S+AZ4Kb43AwcBD4B3APMIoP1VWAdMAw8Gve3R1sbgWlg\n",
       "CHgIuL2mHafiuYno9/bow6tjLGbi2RuAz8Y4rQDnou0fAF4X5XVH+3YBo8DLgEeiDR3AxfjtfizF\n",
       "cwNAH/AgcB+aEPNRx6uADwF7oy2XgRtjXMajLS5rOZ7tQ1uZ9wL74vt+tKW8HPe2ou3PvTF+W4Hj\n",
       "Uc8KcCLeUV+04yywP8ZwLto8GeXdhP4frgD3x3g9C2yI71fimel4Fy8HfoVK6imVeeHLK48Ae4qi\n",
       "GCmKogX4X4C/ePFNzcDNpFq8ERhBwNgcv+fQRNqNJnM7mrgfj+8eBnqBMTTJVxGQNiJwG4v7moBF\n",
       "NDEfju8mgAtoNXgCTejmKG8GgcEwcAsCr9a43oWA7J5o4wQJvo1R5xia8NMIpI8Bm9BisSvuawVu\n",
       "izLuQQtBe5TXEu05gMBnDOhBIDeLQKW95veVaPezcY/buS7KKhAQzwLPxTPnYuyPxL1Xo13PIuB6\n",
       "EoHsWvzuj5/laM8VBPq98f1yvMcNCDhX0ERbQ8C5Keo9Gt8/Hvc/H3UvRVvbgC0xPu3of2Im3tXl\n",
       "eL8L0fYptNisAt8W14bi+ckYy8FoQyX1lQp0v4xSluUK8DbgAeAw8Ecv5bmwHwHePgRYG5DWdxsC\n",
       "yW1oMj4BnEeAcAlNpH6kWbWgybwFAcoyArpPA++Pcq1pfZbUovdGectR1h1R7zICqE40ybsQQPcg\n",
       "QJ5FGtl81LE+nl9DINSGJv5SfLcUfdkb5WxC2t0VBAYXEHBcjnLWocWnCwGZAWM1xmxdjNNFBHhF\n",
       "lH8hvjcgbUFANR9taAAei7Fbizo7SIA+FfW1RPvuAt4Y49UX5R5GC1d3vKdZtLouRlkPRbmzCCy7\n",
       "kXbaE2PyXLzTpniP65DGupncnfRGee3R7qfiuYZoawcC1ctRzq3R33Not1HEc5Pxfm8HvirGu5L6\n",
       "SuUyVmcpiqL8fxCgtqGJeR4B8RTS7tahSb8OTagFtCVdRmDUiSbZVgSo/QiQTkQdTUir7EKTcCXK\n",
       "bkRAcja+Pxll9iDA6ENmCWuJi1HfeqThlXH/80gDX44yR0mtz+C7GwFdb9yzgMBoEQHihqhzEgHL\n",
       "puiXtc/F+D2MNPzJuL8XAeNVpJlujP42I0C7EO3vRlr2JAKm9VGPNdipuKc16lmPgK05rl9EoHg2\n",
       "+tONFsrBaP96ZOZ5VdR5AdgZ983E2JQ17VmL91RGm4bQItkV13pIk8TJaN8tMR57EKBejTY9hAD1\n",
       "oRjHJ4A3Rz8/H22ajvfSikwmlU23flJputeBPIYmzzakOTWhiXgRTcA5BDqL6IVtQJO8CQFrA9IA\n",
       "n0WAuorA6CACU9txJ6O+01HWJTQBQRNyIq4dRYDTgUCsIa7b1HA2fpoRON4cbWyJsq3V7YmfAmmQ\n",
       "G6N9V6JNS9G/XdF322a3RXvORJk2mSzFmCwhkCqjvKPI9vwtSDsdAl6IMrrj2Qvx+WS0pz3uM/C1\n",
       "xniuIYC6HGPUhoC1jHq8PS+QfXcg3sUkAsX2+N2IwBgEjssIUEdibGw+sAmlFy0yBtMjaFHpjjK2\n",
       "x/XbEZi3xvhfjffyQpQ9gGzfy/GO7op3cjre40UqqbdUoHsdyFZS0zqGJuxhBD5r8f16BHyD6KBp\n",
       "G5q0mxCILaIJvB5tQ6cQWB1GYLKAQPlClGFQ6EETfUPUf3eU24SA0urQ5rj+0XiuFwHtB6Jsa6Mt\n",
       "CDy6EVA1I3PFQJTTHP05SdoZx5CJohP4CPD7SKP/BPAxBGSzcf9lchHYG+0YQWaET6Jt9n+N+wcR\n",
       "IJ0gbbUr0d7jSBOcRVp4LwK2BaT9NqBF4nh8BmnZ42gx6kEgvhL9Ho/+HiIPsnri/TWRB5QL8W5a\n",
       "kcbbF/VMRFva0LvdGGVcit/HY2yvxrjYJNKADlmnY/xmoszjyGQxG+O7GnXfTyX1lgp0rwPpQBP3\n",
       "Y6S24+32XjTxZuNaKwKRw8CdCEwa0ORfRkDQgCbhGTTZ5snDnAUEpIsIoPcj4D6HQMoHUVPkafzG\n",
       "aOeN5EGcvSxei4DUh0xz0YYSeFPUt4RA90L0wVqcT/J9zwPkP+Rq1LOGwLQdAdJl8nCxFwHbybi3\n",
       "DwHuAaRhN0W/B6P+G5EnRxH1TMXPZuCr0SLTFf2dijHZHL9boq03IVA8HXV3kYviZNTTVPO5iDFd\n",
       "JW3cTUjDvooWSB/6bYpyP4P+Jw5H+aBdy0yMlU03Peg9t0d9fVHnn6J3/2lk+jmDgLcpyqikvlLZ\n",
       "dOssRVGU30Nqig0IJKbRRL2EAGYSAfAuUnubQdoXaAJ3o0k9HuW1IgC5SB4CHSG9DGyrbUKT/liU\n",
       "cQVpwgWp9b0ynruKQO8ImvT3RJ1HECCsIKC8Jb6/iADMB3ULUYZP6XdGHXYROx/1NpMHdj7Qm4s+\n",
       "7UAa7foYs+fRIjCCDpyI/j4RZTaTO4DXIy2QGNuSXGjegBaMozEOU0iDHkIgOBvtsJbZGPXPxHu5\n",
       "WnPfWpQxR9rHZ0h77vPR/24EmqsI9JvRQjgT1y+R5iMfoi2i/4+GKHcqxuMYeVj3QoztaNRzGh2S\n",
       "rgB/Q2XTradUmu51IN1oYnrLP4omzhmkRbXGPSfRwdZxNJH2o0l3DGlk7fHTgSblBNLSutGks72z\n",
       "BwE5pHvYZa51TTNI7kY226ukF8Mk0sp8Ej8e33eSdulTyPfV5othEjSWoq8+hNqKPDdORRmr5OFW\n",
       "GzJP2Od3LvoxiWzhw9H+wXhuIO69EO3qrRnLRgTEm6NfXcifd13c87EYKztWt0b7h6KdNlFcJv19\n",
       "vZBAarHnEGieRuBqn+mOuKcNaczrSe8LYgz2kmYEe0wsooWnH4GwDyFbycXxSM39VxC4PkguKB0x\n",
       "Hvb+qKR+UoHudSA9CGzsOWANdS8Czx4EhDtJDacfTaIzCGiOkhpwBwKsRTTprqDJvoi2mb1o8q1G\n",
       "2ZNRZyua8GtIw1si7bMdXGu3vRTfzZJ2xE4ESFOkpjpNbs2b4rd9bJcRUDwZv3sQuDUj0GgjtUID\n",
       "1yYElDYxeMFZQgdHHq8T5KGY7bgrMd4rCBCX4vMWBLQjMZZnSZcr++m6LBDAn43+TMW4zCEAfAEt\n",
       "OjfF/esRgJ6OspYRQDrAw77Utru3kdp2G3lgZ4+S4Xh/O+L5vvjZFO9pPMZjllyAbN+epjIvXA9S\n",
       "ge51ID6Fbyc1mpKcjENosp1HUVPd6MXNoMm+ifSbnUPAtRtNxpIMO2yOz8fJ7a41pRNR/yDSqI+j\n",
       "SbqMDrU+G+WcJIMVdpPb3g60MJTItDAP/Bhp8hhFC8QKAhD7pG6OOudQtFRJBj34EMon7gXSesto\n",
       "v0HlJOkTC9KAF+L7dgR6a1HfJAKmrdH/YwjEWqP8SygCzu5wvXGtPfrUEZ8b0U7CgDsTbTUgT5JR\n",
       "ZANxzw5y0WxEi9E2EsAXyJ3DXtLrwgd+u+L3bPTTvsU2dzjwoiXaax/kq1Hnq4FXUEm9pQoDvg5k\n",
       "K5q85xGIPUG6a+0kQ1jvQJNyGk3ufcgP8ywCtzFks5xGLlQ9CEhW4mcWTcyLCEQhI5o6yUg223on\n",
       "o037EPicir8n0UHViahjY/ycQuB1MvrzkbinQFqbfWAdpbaGQGMrac9sJRehNTJc+WC0CzJyz31Z\n",
       "iO9mkRZp7wDboztIULwt7u1C7ldeNJrQjuBItOcACqk+jhaG+RjjhWh7R/SrO8aKKOtWpNVaCz8W\n",
       "dfZG+xZJbf9upBnbRXAYAfoQaed1RFqBIgiboqyzCMSvkovFMloIhmvuc6BKEd8/RyX1lkrTvQ7E\n",
       "jutPA59Ck/5NyJbqsNJpNGEb0UQ3iL4cgcgimtwGrvXxzI64b31ct5ZrDXOR3HbPIxAwiNjXtxFN\n",
       "1q4o807SBckHa59GYNNFupCNIuC0Nm3gakOgtcC1UWR7EGBsJEHtElpsVqPth+K7lajzWNxnbdDb\n",
       "9buQFulItHakwd4e7b0YZdlDYwVpiXchrfRkjP86tPB45wHS5JuiL1cRsNn08CAC7lHS82M0xnSB\n",
       "9NFtQIvrfM13RFutkZ+Iftmrwrb25nj+ebTATKL3uQEtnN51FGSwxVSMXy3lXSX1kQp0rwOZQTa8\n",
       "DcC3o+3oMwhEptCk3IImjV21ziAweBxNupsQQNlVzG5RZxDweTLvJW2pC/FdKwKPM6TtsDGefxoB\n",
       "20jcP4I0rofJ7fsZpJ2dRIC0L9p4T9S1FYFpV5RloBkhI69su10fZb0CRVm9hrQJ9wPfFWXbDesA\n",
       "qc0TbdlOurx1ktFf/QgUz8e1W+Oew2R48yIyCxyMdjbGc10xhhujL/Z1bkeLkDXli9H+DdEf++Ou\n",
       "xPiMxtivxdicjO+m0QK7Ptrud3h3vNer0d9BtBhejfFrRv8bzej/4zzp4TASZZdkMMYrqaTeUpkX\n",
       "rgO5hDSsx+LvVjRBbOsbRBPpRqSdzaBJa19Xan5fICOt5skT7iaS8MWn4yUJLHbQbyU9JmxbnEIa\n",
       "Uu1Jei/SfhcRyDYgopUx5HdqroYDpI12HQKOlvj7EAJub9u3IZPE/VFGAzKvdKFDqHnEI7Exymwm\n",
       "TRyN8XcjeYh1Pvptu/d8fLaP7hDp5tWMAPoZMmR3Jfq6mzxcnItr2xHInUHAuSP6tpF0iWuNd+Jg\n",
       "Bdvi+0jf6dF4zj7YEzGGu6Jdz0V/FtB7X4y6tqJdiU0ILfEziPx8F9H/T1+Mw+b42y51ldRPKtD9\n",
       "IqUoilHSjXa5LMu7iqJYB/wRmoujwLeWZTkZ978DeGvc/0NlWX7oxWWuQ5PxbjTZ+9FEGUcTze5Y\n",
       "mxGodJE23H6kHY3Hd/YjnUBAbPcsR1EZJG6Pci4iEDGBjCkDB5EW9zACm1USRLaT4bCraPLbe2Az\n",
       "AtqS1N6ao9zTCMTPocVhMfp2DP0jnicXlu2khvgYac/uiLHqRBrnGKnR25NhJvpvL4kCgandsbwY\n",
       "HUA28SGSVnMh6rJZxCHaE1HHFuTN4Ii8TTEOI/F5Ij43xxifjDL70KJgb4Mh0ptjf9T3KZKc5jx6\n",
       "t7X22Pbow5H4zuaLxmibXcUM0F7MutDC8bma9lZSP6lA94uXEnh1WZYTNdfeDny4LMt3R/LJtwNv\n",
       "L4riAKJzPIDm7keKothbluU1DHt70CR+AAGT/WI70KSbJ9moZqMBt6HJ1kiGyBoorNHuIYH4GBnX\n",
       "/z/F9RVSa25BIGmgczSbQ2B3Ic3V8f8+gGpGYD4Y359CJoaPk+YHs1/tRMBpm2obApftaOE4Fn3b\n",
       "Em15CoHwpui/3dK82KyRXgmdZNixiYDMcVuSh16QngJPxmcfvIH4ec0tYfKdgtROffB4LPr3bLwL\n",
       "b//tLXCG1GqXY0xfRgLoswiob0ILgjkitsezp0g/ZkcsDpPmC5udNsZY20e6HZlLzFUxSLK4vRot\n",
       "DJXUVyqb7v+YvDia5+uB34m/fwf4xvj7G4A/LMtyuSzLUaQU3vXiwi4iDgPQFn05bnwOgcFOkozF\n",
       "fpqTaDKNkBpTEwJg+3vabuhQV9BEHUXb3cNocptnYTzK9UHXcHRsKurahQB1hQxOOB1lXkQA0Ixs\n",
       "mcMIOHsRAJgHYBNaDLrj7/4o/4noQy/pseCIqgYEck9GPedJovFhpCE+iUBwP3o5a2gx2Idst69A\n",
       "YNlGehFMx/P2D/a4P0sylY0g9q6S5HxwaPFGdJAJWsSmYoxsgy5JgvGtaAcxjgCwnzyIs03fBEYT\n",
       "6NCvi/R39oLjBas1xm+cjChcQAvVJrQwtkX/vXsaJzXxSuonFeh+8VIijfWRoii+N64Nl2U5Fn+P\n",
       "kdG5m7g2U8RL5kg7GQ/sQlFRq8gf9w1k7L8zO8yTWp0jkRw624Ym8XHSx9TEKU0IUIZJ+5+pEqfQ\n",
       "pBxCE9OeAD6sexOazJfj/jkEJK9D4NyIDp6c1WCA5EYYjefMmTARz+5GYDcS162xL5FeEaa6vFpT\n",
       "biva/hsUH0La3U4EiD4gPBxj4CwZZxEQOxOHgzBOI0BvjzK3oIXFEXczce1Y1O2xbyKzYthHeAEt\n",
       "OFdIL46BGNvT0YZR0qxygQRMcwI77HgtnvHYLJPeDGtoR9KE3vVuNJHPxTg7+OW2KMPBLXNUhDfX\n",
       "g1TmhS9eXl6W5fmiKIaADxdFcaT2y7Isy/9O3rO/893zJDHNfqQVHSIPrRyWuhtN/DNoIjn6rCAj\n",
       "vLyNnkUg24Ym93ak8TkirSnqdeSXo8ic9sbRacPINcv3PBhtNPHOHNJ6O0mmM/vYzkV53WhBOYdA\n",
       "dS2e6Y977NR/hSTemSWJY86Trla20d6AtEMTkx+P3xfimRHy1P9CtL8NLXA2A1hDb417xkiGr/Fo\n",
       "l80Du6N9NqmYb/cZkv/WpD69MW7HydDk7dHfRZKSsTXK7I+6W2JMW6JeyMAO8zTMkaHHFxH4ziOw\n",
       "te3/YrR/d4zlONoNdMWYVFJfqTTdL1LKsjwfvy8Bf4bMBWNFUWwAKIrCHDPwd3OkbYlr18gBpDV+\n",
       "B5qgj6FJtzcePovsvIdJraWDTNmzmXQLcvaJGbSlniZ5Xi/HvXMIGPtIW+IBBACt8b3tnKcQ+Owg\n",
       "3b/MQeAtsrkbZuLHBORNcd2Hc6ZFNCmM/XYvkQvA/hiDzSTZ+jICnp0IvIbIA8ZzpN/qxmjTySiv\n",
       "IfpUcK1/rO3WXizaog17SFvoGpmZwgxdg1H/xqi/iDHajBaGU2RUnyPP1kc/F0mycudtW4rvzMlr\n",
       "7gYfhl2Ncq7EOEyT26Qj8ay5eh2N1/Ci8XOd96MdSxWRVn+pQPeLkKIoOoqi6I6/O5Er6VMo79l3\n",
       "xm3fiRgGievfVhRFS1EUO9C8fvjF5Q6TGQmWEBiaM8AhvR8mgyVKBAQ+CTepDQgEvEU/Ft9fQoDz\n",
       "ZJTTgoDVK0MXAvpeNPkX4seT2il4TE9oli6zbBFt2IJA8yJ5uLcBabmT0S7zzxYIqJ5HIO2MD7Z5\n",
       "ulx7KphxzfnerpC5xs6TduwRcmGYQSC5hfRftbuYbaUN0a4i2mhzxDDaUZjz4UmS38KHmafj/lnS\n",
       "JOQoQNfVEG0xDeUYeSA3gUwlCyRRke23tZSY3ST3w7EYmw0k7aN5hjcggPVYrkZbLpM7l/NUUm+p\n",
       "zAtfnAwDf1YUBWjs/qAsyw8VRfEI8L6iKL6bcBkDKMvycFEU70NK6grwA+VLcGk+gjSsj5N+tY3k\n",
       "lv7Z+P4Y0tIGSJpFa77WPB8jXdAgJ/BVBIhEeTYxeNtqopvRKLsbHW5tRwvCAkr7chwBj23CJp4x\n",
       "+M8j8LodAUktUGwieQo2kW5n83HvWaSpH64ZA7vIzcT3LdHmg+QBl7XDPrSi7UGLh7VcH+DZ3OGM\n",
       "FLYjn68ZD5PW9JBpj2o12qNca/pwlgxzX5gS0sTjNvR7DM17a27jcdL1rZlc2JrjuYmoY5akhSTG\n",
       "yzZq8+k6lNi2dGcPvlpTbu0BQyX1kYpPt85SFEX5tWQSymUEFrZ1nkTA53xjPqEb4NqU7cfR5L8V\n",
       "RZENInD9KvLgy9rq3ih3PUnQbZaziyTgO62NeWxtX22J+s8jMHXUl/10WxBYvBzZEjcjDXVztLM5\n",
       "+tqEAPUKyTFwAYHqVrQYtZBk4tsQYD3DtYD8EfJQ0Jp+a3xuIw+fnEtujbQB2w69g3Qba0WLhQMp\n",
       "bkVadne0zzbhHjIwoS/6uEZyOXgHYqax9ui7tddPoAXC2SFMwLM9+mbzgsOPF+I7e2BMILPQ3hjn\n",
       "twB/EH1cJe3ZO8iMFb0oPXzFp1s/qUC3zlIURfl1KDDiMQS0nUgzewIByF6S9esmkhzGWl8/Ai0H\n",
       "Cdje663wfUgLeoFkxepGE/MZ8hDLmXr3kT689nPtR36e7yUJxcei3HtJVzTndGsgyVicHcJ23nEE\n",
       "7g0IRA5EOY+SDGtrJHjcgmw49lh4hkxrcxyB/e4YT+dha0UgM0BmFG4h6Sad2uaZePZC1LeTa6MB\n",
       "F6JNW6Ou7aSr12z0we29Gm3w9rEl2nIK+GZ0CLmZPCyz1mqCIZtQ7Dpnk4n5k80T4cWgjDH4dLxD\n",
       "E+NcJLMUe2E6TSbB/DgV6NZTKpvudSCvQSDpCLHnkCb6/WiCPYXA4k4y0qgX2UpvJW3AF0mwcoqf\n",
       "ETITQiMCShPQTMTzz5BpdGyTHY0yxhBojwO/TbpZ+dCtFWln5oq4QpLO9JBUji1I49sbdd2GgGiF\n",
       "zNJ7L9I8+2NcNiOH52cQmG5DgG5eWNs922MMeknf4PYox9mP58ioOSfpNFWk3cxsU3fWY7O8zZMk\n",
       "5s5E7LRKl6Nv/VGPF0MvNuPR7gei3wukF4r5k0/HmPvA0GaGtbi+E4GqT2HnkQlmCbkYDkY7ZqO+\n",
       "VrRg98T1KwjYe3kJf8VKvuJSge51II8iTcvBDANo0v0F0vKcttw+pmYGewgdRJ0jD5Xa4r4WBKC2\n",
       "eT6PJv0wmenWGRa2k3m6TsVz9pHdCPwH0gvhDJrsPUij9lbY1I3DUf8UmfSxL+4xKbsP8EYREA+T\n",
       "228nhxyItnwqrl2I5y5Hn9aRfrlbycCBnnjuTLS3HWmKtj/XkuWYmH0t7nNo7zgZgbY+xsUZNmzq\n",
       "sTvepngXl6PMaQSOHVGPDybtcWGg7iF9b/3u7HtrP+rlGKejpLuceYh3kJGE7rd3Ob3RBgeIOCOJ\n",
       "zR6V1Fcq0L0OxL6U9hpYJJ397QS8QJKAm1NgD5pU6xCoPo5AYxuZu+sYAocZMpeWvResIe9BCSbf\n",
       "BfxK+Xk+i0CijSTauQ1pzZviuwtkQsq2qM/sWJ8hvQJWSFNGZ3zeUtPuAmn2tyEAWkXmjRHEUrYH\n",
       "nfBvJcNhbUM1s5ijxGxGAIGYQcv9MGA7wMQJPLcgTfUy0jpnSQpM26AXSJNJF7mbuEJu920aGiUz\n",
       "ZvgQz0C6RoK07bWTZLp1R9E1I2A15eQR9F5rE16ukG5yu6I9F+Ozs2kU6F07PZP9fyupn1Sgex2I\n",
       "D7K2oVP5S+TpM2hi7icz3u6LH7N+neFarbILHWKZCN2cqtZyn0ETdgJN0HMIbDYCP1HcyXvK+b91\n",
       "B5tEE/kESaBjToNLZCTcFlLzu4XMWuDMB3uinWfjuUUEsN0I1I+TnhsXECCZxetPSVJua+nPx+cG\n",
       "EmAcdeW8bA7QMEl4J2k28EFhb1wzQXoz6VLmBJ5bSdA+TWYRtmbscGIzn0Fu9Ruj/2NkQIOj9Zxk\n",
       "dEeUcwKB+mPxzCS5OA3GWDgfnW3tA6Sd+rXof2gtxtg8F/1kevcTVFJvqUD3OhBznjqMdD/parSM\n",
       "Jp1PzbvQhHRWArti1RJ4/wU6+W9CIOfY4+eQFmoH/UmU3twA1LfyI/xTgN9q/9tT717S79dZZZfQ\n",
       "pJ6Pdhqk9kR9VxGgLJLk3xfQNrkfafFOr/6JaMPnkdeFHfrPoAO2ETKc9zSZbn4zaT4w0C2ixWaS\n",
       "ayO/7GngtOfmUbD3wqUo34tJW839p8n8Z7alzyDgdu658ehbH+k50U9m5t0QZS6gSDrTOrbF50ej\n",
       "P+tI/oo25Jftw7BNZCDEjVHGdrRgm6OjMeo4RXJuTMY7Wh/j7QPHSuonFeheB9JC+pSWZGjqVTRx\n",
       "bedzNt0rCCg8kZwd4UGStnAIaUw3ItA4TbogOZXMk/H9H0WdH2/6ZW58FfBTmrjmjvVPra1wPRkS\n",
       "a1czJ0CcR8/fisBslKSGnCH9eWdQpNTNZELOsua+Y6TN+SkywMKBBj407EOANYcWLcgDrfZo5wQC\n",
       "JaeeN4CZRWwJAd8N6MByhQyzrTWNDJE51fpJSky7zNWG7BL9fL6mLaOkX7UDQDaRBOenEdH4jYg7\n",
       "2P64Pphsir5sQjuBi9G2I2hBNel6Q9TdTx4wnkEHcJXUVyrQvQ6kQBNnPdrKrpK+mUfRhNmAwKcZ\n",
       "TaI3oIOpLpIRzBkbmpH204AOyEz3OIfCQL8LbZV3owl8E6lN/vQn4IfGpbVeJMNZzVvg+9aiPY5x\n",
       "NluWwaqXzNM2hHx6HU5rJ/8xBKpXkYbXF21qif6ei3Kc2dephEZI2/YGkhOh9kDM7lYDCKBujXYO\n",
       "ocWhh0wX5HDdjaRXR3fNZ5sOFpFWaxNGZ/yeIcGxNX7vJZNnmo/4pqjfhDe3IKB2cknnPDuMtH5z\n",
       "3y6R2rZpHX2YeQotTqfRgjFNclL4/8E7qQ3kYWwl9ZMKdK8DmSVtsSNIQ3Ho7R1k9tgpBFQ7kGaz\n",
       "ioDPmV8vIWAcQhNuPdrmO3eZD1WOAm8kwWgTOsj6PTJAwKl/1uL7JjRpHyWz0c6RBDO2HZ9FoOpw\n",
       "1h7SP9iLyQnSLctb8G4ESkfICLrNUZ630c7osB5pj8tRr5M+dkSZkNmS7T/rU3wD7RQC5QbSbl3L\n",
       "p7AYfXP+ss54L21ooTkTZdgu7SCRVTLTsqPcQLbWvyTDhg/G+G4ic6cdR4lFHRhhLxS75u1BAHt3\n",
       "tHkK/Y84rPpijPPx+LEJyH7ZtSxrldRPKtC9DsS+rk8gW2wtGXcDAlWnSHfIrblTP4dA7X4EdsNo\n",
       "m/oCmvhV06IjAAAgAElEQVSXkKZ1EYXmdiP+BbsyfRUCu4vkFtha5DSZheAKAoKvI7XAkwgUn0Ag\n",
       "aF/WO9C29ijSxF6NNN1XIw27EWmAl0kPg2US0LvIk/8OBFQH4771pLvbapTbSmb8dXaHLaQr1ng8\n",
       "YxtsT1x3NJrpKZuRhgnpeWH2tkUy/NrZmdeiHWZV8y7gBBlscTXKPo+0+GfIRKLmz3D7747f1nLH\n",
       "47ku9N5PoYVvNNrlwznbf8fi2W8gd01NpFZvP+BK6isV6L6EFEXxn4qiGCuK4qmaa+uKovhwURTP\n",
       "FUXxoaIo+mq+e0dRFM8XRXGkKIqvqrl+sCiKp+K7X/n76msk4/hXSFvoVtLVyBSKjaSNsAFNzgNo\n",
       "cjoNzDqSJtHmiCPx8140AR9GgPu6Q5t4Sxv8cpcm58Noa/x6MjXOFQRoJQLKrVHffhTQ0Im00VsQ\n",
       "GE9Fv25BmvsAOjx7CIHhOgTIDh82zeFGBIZjUY8zZfhAcDd5GOZoNYPeEJmpwodll8iDPGdc8IKx\n",
       "SNrKDd6eDOdI7XGA5Ak+ToYROzVOPwIzB5xYu3Sq+XbycM1JJCdJZrD++D2LdiR/TlJOlgiIbV8/\n",
       "QWYD7kG7GHMAPx9jvYXM7baI3rmJbjrJnUwl9ZMKdF9a/l+0A68Vp+TZC/xNfOZFKXneCPx6EYw4\n",
       "wG8A312W5R5gT1EULy4TSKf5HgRO1kacrdepepw1wf6xdkFqRaB0kiRw2Y6036vkCfYp5Pt6EgHr\n",
       "WeBf3HaOCwtwaVZt2AF8FmnRpnQcinYNRCcXkNa6K+qzvfSD0Y9pNNkvIw3+FAKX15HuYHvI5Inm\n",
       "R7CNdDNahOwLbKrKF0jN8Y64p5cM6rCt1qA4TKatNx/EbJSxlwRJmyI6o599aMHZjzTnG0hf10UE\n",
       "2i1kkMTJuO6Dx/vRAmNbvTMrr5Dhu4djfM6Rh4HLyAzRTUYnHiJzpa0nA0QaY6x3Rh274rmd0SYQ\n",
       "IN+M3v9cjHVlXqi/VKD7ElKW5afQvK2VLyYlz93Bq9tdlqWpHH+35plrxNv6M2gSnkOTrgtNGGsy\n",
       "JsdeIt2KNqBDs24EfruQfdaRTwa3OxCI3IlA6V1d0qwmkPbbNwQ//3VJvXgxOjIb5dyKvCMeQJP3\n",
       "hbjeicDnEvA1CNDs1F+SfLVjyAwxGP1ZRvXfEnVsI5NGniM1yGWSp9fkM/0I2O5Amv5OMp/cBbTo\n",
       "WEtuib+98NhUUJLcBeZWWCS9RrqQxu5QWuKaA1MuokVoY5Rjd7MCacS3I2A038F09I14dzdF/+ej\n",
       "7ifI/wODq8mHzsQ7tqvbYtzXGO93F1pkd5Jhz4dJ747JeNbpmCqpr1RRgV+4/LdS8nyu5j67xS5z\n",
       "LZOeSbj+jjSTIaCn0USfJt2driKb5nmkscwhAHDGAWsvL5AanH1rG4Af3Aa/eErPfSiee/usGj6J\n",
       "Vpd3XILFvxK4OZX4eaRpdSFg3hn1mWd2CIGUnfg/SJLI7CGj0U6RW16bA/rQIuCDqCeRR4bdzmbI\n",
       "EFwHWhRx30Zk+34Bae6HasbKB2kz0W6DZgt5IOiDQPvxOv3NVPzeEX1yUEU316ZfN0Nbe3zvXG/2\n",
       "mX5ljFEn8kHeS9pUp2PMPkOma7+MvErOIBA2naSDUU5Ge72Y2tbfiRbNSVKT7452OVjlKvk/NE26\n",
       "slVSP6k03f8BCU7cfzB6ts8Bf4KAzS5aW0kyl27Sj7dAE3yenPzdpH33JNI6rQk/DOz7/kypvoI0\n",
       "xD7gZxa6GURAehZpmH0IXBfQCrEdTfZ9CAxuQer6JWSXfY7UZB1k4YWhjQx5vRTlE9+Zw+EIAsFe\n",
       "5N7WgsB0itzGeyEyyYzZw24iI9mcFsfhwOvI3GN2I2uOdo7Ed2Y/u0QGoayRvr6rZEJHH6xdrhlz\n",
       "e3dYo11CC9XfILA9QZpediAQ30YSERk8x5AZZg29d6ckMnFPR5RxLsbE4eL2aW6P+w+R6ZgaEbA/\n",
       "hhbByWhb5adbf6lA9wuXLyYljyNet7zo+t9J1QOyu92AQGQj+VJsE71CEpmMkJPOwHyZ3NrOobBZ\n",
       "ECh2AS9/hwB0ntzejwC/2jbD8Sh7X3y3SpLvtCKwAwHhODo5PxZtuRmBkg9pLpOp0R3ocYI89NkS\n",
       "be4jbc+O3Nod7bAblHN9OdHiHGnX7keAN11TX0O0b2OUPU2aSUoydLYd2ayPkweAQ6QGvBqfL6HF\n",
       "pzHa7UwMvQh8nVNtMcbYTGb2jPAiZ3ct+xSb7tEHceeiPq/iZ6LOYWQ3d/9qU7vfR5pi7F5mjoYl\n",
       "9N6d1XkQ7SCc5NSh5ZXUTyrQ/cLli0rJU5blBWC6KIq742Dtf6t55hox+bhpFZ9HYGPNcR5NUqfg\n",
       "8am6OQx2oonnA7dvJ7e9a+gE3LH6J6LsU1FOMxm8YI2xROB4Em3TF9Gkv0zaEmeijFUSlJx77AYE\n",
       "NGYDu0CyhD0YfRiMehujjRdIGsgd5In/EElGbh9aLzDr43sHb+yIMXCocgfXmmnM8+vcbp+OPm4i\n",
       "7bVrUf6maGuBwHKMtHd7IbKPsMOQl8jgi5Z4J04/NE0eAtrnuDXenXc0Du64EmNbItv1q0l+iKEY\n",
       "P+9snidTy5t5bIkMYJlAphhnTV6lknpLRWL+ElIUxR+i7DTeff8M8uZ5H9ohjgLfWpblZNz/z4G3\n",
       "onn5w2VZPhDXDyIa2nbg/WVZ/tBL1FX+LOlPeZo8me5BXgRO5ujgAoelmgDHNlWnEYfcenYg/1cn\n",
       "rvQ94ySd4EVSSzpHAqgPX0YROFxGE9subGcQIJ0g7a/WOp3d4AbSx3cULSz2Z7U9FfJAaqXm2iyZ\n",
       "It6ZMkwxuQUBXj8yS/TFmJwl85SdICPrnNlhMxk1NhHt9PZ8MdrYjTRgG+7dLqdtX47+L0Y7TEbj\n",
       "TM0rSBs9H+U6q8VhtGPwtuh4tOMGMmnoWvw+HX3z4tpF+uyaN8KMZWfIw0aTEDnTMuRCZTe1z1OR\n",
       "mNdTKtCtsxRFUf4TMmOtsxHUklw7oeEU2tJ/guRsHSIPUtrQ5DXX7n0kP625Y5+N8hYRANoN6yqZ\n",
       "QtwZge172hN11x7smQPC9Trk9hEEWntJUL0JbXlPI9AaJIloZsjwVXMuNCJALKN+a+LO1tCMFolG\n",
       "MpvCQjx/Ei0UdyBN9W50+GbXs5WodzyeXYyfXnJRMyUipGY/hxYGZ7xYJgMg7HnRWFP2EEn03hzv\n",
       "aI002zij8qeRv/SR6IcPEc0p7OSSn0WHqYdiPH1o5kXpcFyfjTYfJt1vOskEpQeAP6YC3XpKZV64\n",
       "DsTbd2einSYniBmzekn3rF3k1nwSTeJBcqtsJ/x+ZCv9V/8afuJNmsz3kKQ0F+L5swgEvC11CqAe\n",
       "krpwGnh7u8qYR4C9RGrQiwjwt0X9x6IPTeSWd2O09SFyu78ZHfbYZLGOpKK0FnoeAcwQebgH6f51\n",
       "BYHNaIxjS/TtWxDI7iUTNJqT1wA5Gm17Lj4/RwJzT824dCOgsyZuNrJb4po9Gca5lnznfM17bUKL\n",
       "5zTpjvY6MnR6Y/SroaZOu7EdRIC/H/0fLEQfRtFuaI70T26OZ+9FQDwc47YrnqukvlKB7nUgm9Dk\n",
       "OoEmbgfaro8jgDmBtqLmN/iN9wiAvI1uIify36CJOIZAeEsz/J8/Dbz/UU4igFhBwORDru1o0trf\n",
       "1ADaXtOOOeBn5jMc9hAC9u1Rj80ZzSRo9ZO2Sbts7Y3nZ5AGuoS0d/urmji8DfXR0Wf2nTXDms0f\n",
       "EyRh+3L0e0tc+zwZWDFCplP3mE2Sh3rbog03Rn9Nv3iJdN0yvy7RN5t2nor7nUL9HLmIuqyx+DxC\n",
       "Ruk5dHoPabJwNoj1MXY74veRGBOnE/KCbFe0LqQ1+3S3QNpuN5lBpJt0qaukflKB7nUgT6LJciMC\n",
       "TpPCdJO23UkEpnPAT36fJuxFcgtpD4EJ4F0N8DKk1d59kyba24qD3AX8ddTnXFrWAAuSC9fhso6+\n",
       "2k866Y+gun1gdBaZByaizfOk25fj/63dnYpnawlxdpCeBueQGWIjAkUf9vmzXara4r5lkjBme/Rn\n",
       "PsqzGcJBEStRr+2f9pC4GvfZ08Cp7PuinjUEkAb9h1CGDmeXaEG7ieaa+nvj3XQjQLW92ATkpsLc\n",
       "Stqqe0k+XtuNh0g3MUgTUYHMRKfJnHk2/cxGGSA7/Elk8jlEek5UUl+pbLp1lqIoytehyf1aMsPB\n",
       "OJpQV9Fk6SFj+s0VuxMFJLTVXN+C/DLfgPx/rd1B+rsOILD7U6ThXUCTfhFtl709N9HKKGlHfRpp\n",
       "bPvJJI+OoCL64T4sI2BxKPIQST6zmQQMBycU8YzToxt8nAG5FWngQ1H3egQwo2hhuYQAcxPpvnae\n",
       "5Lt1ffaMMEdDPwK+lbg2iBaR1uj/RmR2eC7GrjXacxMC6huQVr0Pgf+leMZ2b5O4r5CmncEox9l/\n",
       "S7RY+P3Y62Fr/P103HcDyVT2fPTrFXHtczFut8R4OxuIDwHtFVKlYK+vVJrudSDW/F4g3YF8iGI7\n",
       "ZoG0Gac4b0MazCkEJPZauIJA5xSp/Tjf2X4y79pjCCR8Uj9EapTWfHvj7xfQJL4Q5Y0g145vREDm\n",
       "wAmTsThSai8ZlurAhWGSonFTlH0FgZ7twMMIIMyeNUdmPNhHglE30g43ILDaS3LSmmx9B8lI5gO3\n",
       "NtJVzX7JR9BiYLPNehIwHQDh8bU3wSXSX/a2KN8Hk2fITBcT0aehuMc8DKtkwkgHW9j1z+YV225H\n",
       "yLREq0jTH4x3VMT47Y5ybyc9RF4gFyzbeyupr1Sgex3IHWii9CFN5nxcrw33PBjfm5PA4bMvJ22Z\n",
       "G9H2d4WMTjInaxd5WLQDaU9Owjgd5a0i+6TlOaQxHkST9QrpmvafEZvPa5C5Yo4kyfYhmLXl9aSd\n",
       "+hQyg5gT4DYECGYT6yO9BPaRp/S1mXy3RFlno31daBvdQ9Iu9pCJI+3uthztc8TXIgKx4RgjyEwc\n",
       "U2hr/2iMj7MOr5GphobJKD/TLDZGnfbomKn5vh1lN+4ntfB+MpptBC3AzvA7QbqG+TCxIcbwQJRv\n",
       "L481MonmKJk9eoRkYztHZV64HqQC3etAfPr+GXIbPkpm+92G7KWOmuoEfmY4w1170JZyEdlxnVH2\n",
       "AAKQI2h7ap5eewLsId3Fzsa93WiCWjNz/P4AAiqn+d4WdX8irjkUeAppYMMIGE0cXpuZ10QzjhDb\n",
       "E201+bd5F1ze6ZrxWIhnHon27I77b4zf5qE9hTTfW8isu7MInIYQiK6PZwyovSQj1ypaRA6QC1yJ\n",
       "CIP2IA3cLHDD5M5gPem90E2mhh+O/uyO8TxOarlT6F02xbUtCIQ3RF93o4XyNOkiaHPF18bYHiEP\n",
       "Fx0KPoDszz4s3Eeamiqpn1Sgex2IeXC/HtkG1yHAcFLIf4L8NL+b5If9yTFN+hYEYM5s8O7/WwD0\n",
       "b9Z6eYY0P2xHWs8Q0o7M8zqEJrwDBnwI9HSUPYwWhQEEAvOIz+EhEqTakRZlDXQUAYxdq8xda01z\n",
       "HekStYIO9xxSa9uygWiEPHm3WWUJRWo5U4UPwXqQdr5EuqQ9jYAVMqmk87VNkokgu8kgCpt6OqLd\n",
       "NvmMRB3dZKLKaQSAS8BH0OI4E/eZL2Mlvvch22C8D3s3OMvwGsnN4PRAzchWu4AA/wRyM9seY+Q6\n",
       "l6Kde2L8R2Ks+qPv95CJKiupr1Sgex3IRdK5//XAXyGwPIsmyuPokO0wmkigyfgE6Rs6DvzC98G/\n",
       "/AmB1Pc1TP0tObp9U01L6BOUq+jQzUBuN7N5kunsEVJjheS79Yn6SLR1H+ni5aCNK2RCyT6kETv1\n",
       "ziDJoGUOhHUIgKZJ7cypyKejLB+uHYr6TfnoQ7BdpMeAyd5Xos32+21GINdJhkp3kAQ4HqvjMfab\n",
       "yaSS5qWYibLNtbtM+sGuj34528NmEsBn49qlqN/udmcRQJ5BC695GsoYW+fD20eaK3qQWWqA5Gh4\n",
       "Ei0GR8kDRqd6X45rldRXKtC9DsTO7k+hifoKNHkG0IR9Br2or9mRmSUG0MHYu4fh3xz/ZpqAX3qP\n",
       "JtY5ZMf8/Q9LqzWINpBanuttJ+2+G9AENVjYHmpaQGeSmODatOf2JniKzDbsdPEbSfvqzSRfgOkh\n",
       "n0MmgPeTXgwDSGsbQNt+H/jZM8F+wL7fW//LCIwuklrzBLltH4wyHV7cjkCviGvPkbsLh9veT5o8\n",
       "BpF9uynGrIMMLFmNtrST3gjzJIn5BGl7b452NMb4HqgpcxFFEs7GmH2O5OK1h8jjUZ7NMeZzuAEF\n",
       "RPjAkKizLX73Rl2V1Fcql7E6S1EU5Y+iSetoqkUU5PAWBAR3Iy33TqTx3HzhDn58wyM8DtxfwKOl\n",
       "CMR/4DDKp/7OeX6kaKcXaTYGKbtnebtve2sHAtg1MkOBWbN8Sr+HnOyd8bwTNjqJ4tcBH0Ug+zQy\n",
       "N1hjXkKgtRMB8ceQBmv6wjG00NyOAOs4AtkrCHidBWIp2u2tusOih8htfEO0bR2ZYn2Ua8lpNiDA\n",
       "cmr2djIv2xJadNaTfA4dUb7twK+JNtrH9hSZiNJ55QoyqaipNs+TJpd1JEex2z2NFtURFOzQRHo6\n",
       "OOuw/Xx70Q5na4zTZrRYnSe9HOwyuDvK6kBpUSqXsfpJpem+hPw9OdLeWRTFmaIoHo+fN9V89yXl\n",
       "SDMxzSXSX/RrgP9EnmxvQg7xN/82XL7zET6GtuRPl/BXP620FA8cgJ/6WeD29r+lVmwE7kJ23mUE\n",
       "CBeQVtiKJm8bsiWOoW33aTRhR0kt6yGSZvFS3N+DgPEAAoo/Q+B3EmnMm0hPBrNiPY4WlGOktjpC\n",
       "htseRiaNC0hjX0WA5rQ1HaRteAmB+wBpYlhGIOxAgYeiD8MkGF6N5+wLbCKdKZKnYHeM3VbSNLEX\n",
       "aeh9pOfHOgTcTh/kg7ih6O9ItNuLlw8z10XfjpAHiwtIU+2IMTQpUBl9NLjXZse4GvVNxfMnSI8H\n",
       "H1oa4JuocqRdD1KB7kvLS+VIK4FfLMvy9vj5APzD5Ei7jCai6RcPknmw/gple1gAfnr1p+E75xk8\n",
       "9U30Ie3zT8p5OCXeyFPAv22EnzskrXYAAeMJdDA0TYbp2jF/T9T1KaT92ZRwjLS52se2GwGzo7js\n",
       "+fBslGXO3A1kiKy34TsRGJpa8GVR5ijwH8mcYlNkuOoe0i92AnFoHkKA4og2a67nok+d0d62+G43\n",
       "GR1XxLM9CISOxJj3xvg6cMHtWIsxtalhAZk6jpN2ZvNmfA6B360kmc1cPG+gb402g/5ZvEsg3pEj\n",
       "+Z6PcQZpthvJlO5DUabr3IrMOl1oQRiOMvehDBZ3IHOF+R9cbiX1kwp0X0L+nhxpkGdQtfIl50hb\n",
       "Iw9eNqPJ/EHgO5CWOoFOn/9547/mMw3t/Ebxp+xCZgfGv5mf/F34ji3wvVca+b3VdJEajWePI0BZ\n",
       "jwB2E0m/eIXkvTWZt4MObkaa43mksTlHW18MxN3o4O9V5GR+ijx0m0Hg0Im011tJ7fsE0rLNcdsc\n",
       "v5uQZvgKBLobEQvXKslR20fyNDgTrzlqHTl3FS0acwh4JqP/zhJszfs0GfrcgsDQ3hJjpLnAHh1P\n",
       "oMXFUXUOuW2O9vrwrj36YbAH2Vyd/fcx0rXPGSjMXtYQZUyjBcy7EYc4m+nt5minPTluIg/gdkTf\n",
       "50myHWc/rqS+UuVI++LkB4ui+A6EIT8WfLpfco60i2jCnEGa4mPInvsU8L63w1t+Hn4VnUivltJC\n",
       "/8tbdcPbBt/Pr5UPAq/nN4urXCZThncgkLT7lwm5TXDdisCjgeRX8PbzDAIF2xFtUyzIFPFHSZ9T\n",
       "u3y1IwCYibp9IGfilh4EalfQP9+NCBQcjeY0RHvi79dH2T+MNOKFqPcKAjy7gZnJbIBMSukIMGv4\n",
       "F+OlmGO3M8Z7jCT9cVSY3bdsgvlGEvjs5rYc5S9G/x4nc6udizE/GOOxGGO6Dv0j2MxzLxkY4gNV\n",
       "B2hsIG293qFsRkB7Di0A95Iuaw5weWW0780kkfts/G2O3UrqJxXofuHyG8C74u+fA34Buc5+ydKC\n",
       "tuibC3ig1HbQ/K2/8POa0HuAtzbC16w8i/TOeR4u1nEQgNv5weLq3+b4MomKSWr2ktFoV8hsExfR\n",
       "JHXacoPDaaTNPUSexC8jL4NRBHJDaMKPIa2zMep5Bk3wK2QamwEECg6IOEe6ag0h0B5AQPNNMSaN\n",
       "pIO//X1fgSLEjiEN0guEvRgMVkX0dRNJfXigZmzOkD7Oc2T6cpOtH4j30RRjZDPHFGlP3hPtMyuZ\n",
       "Q6fvj/btjn6dI3OotZAabUfU+ynSz3gk3sd5tDOZJbl3h6Jvl9Ci7PE0mfp8PO9gi/uijmNkppBm\n",
       "MilnJfWTCnS/QCnL0h47FEXxm8BfxscvOUfa/4xsEj+9dhvvLA4xjTS4TyLNaRX4y1bYPAhfVexn\n",
       "CfhmNJl+9pfgiaKde9AkP09qmXOkrbUxfnwAdpaMlLI71CjSrqairIPxzCNkdgNz6JbI1jyGANBA\n",
       "fxcZgNCBAO9VCDjse7wpBuwFBBg3oX/EvWTmhsNxzxyZcaFEgDiBwHcnmYnXWvUSArcjJIXjncDH\n",
       "SZBa5tqccSdJ/+UVZHt+E2k3fl/UOxz1LsX9W5B26wScTVHvyRiTvYhI3e5pjszrJVMUDcT1u5G3\n",
       "wlD0x2HAV+L+swhAu+KZMbSQ3ocA/8a411lFAB4gAzp6o513An9AJfWUyqb7BUrYaC1vJmkKvuQc\n",
       "aYfQhPlfi0OsIQ33DNJwbwH+d+A9i/DjZ+GD6+EDzeIs6AHe+aPSLu1WBJq0K+jl2ithDwKQCTSB\n",
       "bWc8SWbYtcyhSdxJkss4JHcbAptlZI98PQLXCQSMHyKd+tfFsw5s2EJ6UZxAQHRvPOtDq3MIXDrJ\n",
       "sOPBqHtnjNM+BEpnEGg7ieU6BGCnyHxyl5E54n7Sz3YAgfXmKHck2laQfLPL0Z9DCNTGEPg76eRy\n",
       "3L8r+m/Xu3a0cA0gbXlvtHmUZG9zos2rCJBr2dN+vcisG4PxLs2/cXP0uz/GoB/tRkzIY3OQtfit\n",
       "ZNCJuX4rwpv6SwW6LyGRI+1B4IaiKE4XRfFW4P8qiuLJoiieQMrbjwKUZXkYKUOHgQ8AP1Cm8/MP\n",
       "AL+JzldeKMvygy9V3wTwC0cLmoB3PVXwAJq0byDpEF+GfGAbxuZoX5rnA6RWdxwBqT93IaAzRaQB\n",
       "sZk8yHJ0VCvJCzCGgOQ1CBx8cGMQt7vTLNJGVxFYzJNctc0kEY3dl+yJsYaA5BYEiIcRvaRT36wh\n",
       "MHHCx5Eoeyg+n0EgZx6HvhhY5xo7S/LQTsQ4WKueizJOkpFnjVHGkahnguS5fS6eeRwBcmc876wW\n",
       "26Lsz5PhwzujHEguhvl4l9ZgQSDsHGbtJJHOFeCflQLcdjLbr/1/b0Eady/yabYXyS60eKxGm0zi\n",
       "3ozs+d4JHOSlT4Ir+cpKFRxRZymKovw8AsxHEUCdR+Dzu2iS/CrwivIw7ywOcBCBmV2eNpGAW6CJ\n",
       "a76Em5FpwGnJt8fnHUjz6iczAC+TvqdDaNKfRmC/TGboLMj07xfQ5L+LdPwvESgci/KdL+wSsnOe\n",
       "Qd4EZjlri/aeRMDSEGXsqqmvLZ7bH8/5wOjBuP8uchtOTdkHyfRHzhThEGYfADq89iPxdyeZ7t0c\n",
       "CAvRlhKxuo1FfTbLEOM0jTTjvdEuE5k7/c5kjGU/aYLZjsD1NFpkP0NSPZZIe10ho8rsgXE06nVg\n",
       "yC1oYb0IfHW05Xx857Dlxaj7N6mCI+oplaZ7HcgWYLkdfvAH4Se+Xtd+ZL3yvK9HWtS3Fge4Edkm\n",
       "v7dPEV1bEfD0ILAwp6xPzo+QBOMtaNJvReaI3QhMzBkLMkEsoQm6J66ZAvFpMpz4JgS27UgrBoFY\n",
       "D3lCvpvMSmvNshOBnjMDm5HLZosOpN3aQD6LwOgKOkRzCqBFMg19SfIK90TZW8m0QNYaZ0gOhKPx\n",
       "+xaSnNzuX85Q4ci0KTLY4060eNhFrReZRxzxZrazCZJWcpTkkzAp/EqU14M09UakwX4SeE+hsu27\n",
       "3Y3A1umTTqBF1hmdV9H7ddj0FjIKkRiXObRAeuwqqa9Umm6dpSiK8u3INvoYsgP2Ar/0JPBu+Ibf\n",
       "F1jtRNvxl5NMV57MpxEwd5En7JvQRJsgbX3mRNgWdZ8iHfQdr+80OfPxeT8Cxzk0sfeiyW7KRwOd\n",
       "M9BuiXY5i7E5GFYREG0iuWZPI5A1kU0D0hx9uOXtfl/090akSe6KtmxF0W3T0Z+XR7lPkbnIZhAI\n",
       "FQj8zXC2lTQpnCdTuu+KfvSRBDL3o0VuXdS1B2nJJjy/HG0318NUjNMUWuC2kpSdDr1uRmxt3xB9\n",
       "MsH7higb0tfWJEdLZLqfJ9H/xAnSc6IN2frt9zsXZThBaH/8/nUqTbeeUoFunaUoivKb0GT8lygU\n",
       "7g3Am8rf50rPW1jbCgP/AWgZ4Nz947x9JSO8zDVwCm1Tz6OJbveirqjDBzHmAbA/6wUEalMIGJwy\n",
       "5gbkeOw0QI1R9g7SjroNga8BpJEMvOggU47bhrydPIHfiEB6B9LU+xHYjCPgIf7eiBahIZK43QvB\n",
       "CgI4hymbXcssXLVjMB33OozYjtRO2eNyvSi8Htlqa6PunNrcvrlOp34MgbvNMzvRTmMRafuTJFeE\n",
       "U8B3klknNke7LpE58DaiXcosMlu0Rf92xDMN8e5Oxb2NMV7m4bXJqB0tQD0kN+864BepQLeeUpkX\n",
       "rgO5B2lk34rMBz8H3Fe8hf7t8N7D8O9fCROvGeeDK/BbrRmbfwoByjoEBINkjP1m8lR+iNQ+m0my\n",
       "GKdAvw2Bhw/Yno7ra6QJwh4LznHm1D1XEZB0kUEU3cievIMMITYD2U1xrQVpeJtIf9olpGnaL3gp\n",
       "2r2Ta1P8fA6B8SDS8LyQrKKDr/uinQZGhwQ3kmG349Gv3WTKG+dGe3+Ub19h51Hrjnb2xXsqYozN\n",
       "tGZbrgnOnc3DSTOdcdmud5vjZy7qHYz2PhHP3UYeZu4m8+S1kXZnJxPdSbqLraJF9NF4pgUtCNMk\n",
       "U12BNZkAACAASURBVFkl9ZMKdK8DMa/rOuC74uc+YPSF1Ar/fF4T7scXE9ysua2RZDbmc3Vk2jlE\n",
       "gD5KejI0IKf83vhxtgcToywiO+cKAqsFpN0+SVJOzked6xDwmPtgBQHBGJlg0q5qW+Lz6Wifs0CM\n",
       "I7C/L551GKsZ1z4S7ZiLdq3FuDk55QCZQaFEuwUDckG6Zpl7YWuU7aSbJv9xOndn+B1Di6HbfZnM\n",
       "RHGQzL22HWmlF6KvjsCzh0c7SRBvf+nOKM9k6StkxuLN0YYZMsNwe4yRo/12kOxtJoQfj/6bn8H8\n",
       "FTvIdEeVy1j9pQqOuA5kEdEiLqGDmT9GgPDRBdkEzUlrcpY5tL3fjmya9lyw7e9JZCLw4c2eeHYp\n",
       "7jFh+jmSg6A57n0EgcKtaBLPI038CNKS7BJ2AGmBkPwNjriyP6hZty4gDwNreLeQp+nnkPYLyRmx\n",
       "Qnor3Bv9t+a6JfowG+0dJMli7iKTTE6RPLoFmfDSrG0GKTtfm+z9LgSEvcgHdjOZbcHUmzbr9JC8\n",
       "t9ZiexD4D6MFwvnn7OUwgkw1l2Nc58hcdhMkHaWpG9fQ4jpL2uadHboXacOXSP5c0ILaQHorNJM8\n",
       "wOeppN5SabrXgTwCvBNpSXeUD/FPScd8p/u2hvctaAu+E2mwHQh8rqBt6RSabD7RNz3iBjQxHYLq\n",
       "9DHPItC6grbMO8l8Ys1okjvVt2kLO+NaAzIbLCEgbkNg0EfaZ3eSPrxdJHdCO1o0HCbcHH19Iu7b\n",
       "TpKKOwtFS5RjU8Io6Ws8SALeHWRCSZ/wG4DbXzT2HaT3gTX8EoFTW4yNdwBbYmxuJ0N2bRu3icEM\n",
       "ZHYpsxZrTgofOrYhE9EFtLjY7j5FauZdMZa95EJlX+sJtLDaL3st7jGfhE1Fo2Q2EGcarqS+Uh2k\n",
       "1VmKoij/HQKI21DI2l6k/f0VmjBb0YHKRqQVmeBkN9qqG2hboxxrXkMIbCGzQ6yhcNNXkMQ3jhBz\n",
       "2pde0l90ljzoOkICholyvgX5fd5HptJxqu/x6NN50pXMARbeKk+S6cOfJr0wziOwugF5E6yP9tuz\n",
       "wMTjJoG5FG01Q9goAqmxuOe+KGMNAfedSNv0grCIwO/zCPDN1XsP2k1sRjuCR0kTw9Vo33z02ZF0\n",
       "tRr1zuiLORRK0izhrMfmegAtXttJSs2mKM8EPWei3yXJRtaOFrIbok1TJAG9NeAJtHv5EFooq4O0\n",
       "+kkFunWWoijKGeDfoklxEmkqRxEQOMHhJDIpWMNbRAkrj6KJ92Tc14mAzodLj6BJXCDwfjLq7UBA\n",
       "/iia3JfIbfcQcmdyBmCH6W4mAbA3yn0KHRz55H4s7utEppGC9JNdJekLvUjYVuv8atbsFhCInok2\n",
       "7Sf5FzYgTXuSJKtxwspxMrptpWZ8llDiz1muzXDchxYcA5SpHNfX/G0Cncfj2oF4xl4CDpYYIr1H\n",
       "FuI9HCWzCj9P8i9Y++5G2vU+tDNpIdMiXSGzFpekVu8knCbSMbHRIKm5r8a7Gol2m7pyEpkfKtCt\n",
       "n1SgW2cpiqL8deAPkVZlTdMuV6b1s2+sU5NfQhPM3LR26h+Oa46COosA6yLX8uLWTvwOBBZOXtiN\n",
       "tLfZuH4rSXzuE3JrcLZPNaBJ3kVGv02SaX+uklmL58gDKp/w+xCogXT+t++rzSPPkN4Q1ua3k6xn\n",
       "DgBYIhm3Hkag49xlvSQf8A1R51rU7+29D5zWI3A7hDRip1AfJbM5+FCkD2m6zlm2FveeiPF04Ig5\n",
       "GpZJb4QJtGjtiXu9kzF1pXl1V0j3vdq615D9eQtpkhiP70oyuWdH/HySCnTrKZVN90VSFMXWoig+\n",
       "VhTFM0VRPF0UxQ/F9XVFUXy4KIrniqL4UFEUfTXPfEnpeubRdrcVAZezDJxFGuFZBDhPoolnztZj\n",
       "SMOZJZnFWhHgNCFQ2ouAaC9Jdv0cyVlrgDXRtUOCx8gU3kejXd6CDwIfRhP60+Rk3k5GlvXGsw5z\n",
       "Nf/Cs1H3umj/bPy2S9MKac5YRoC8HoFgC5lepzv6ZPc423XPITB7jKRL/HoEstvimb3ogO5itIUY\n",
       "F5tglqP+VpLn1rblJ6I9r4o2OOKrRIvTUPTZOen2R98Xo/4N8f4cMALSgh195mzFdikzP/AwAuci\n",
       "+udD0YIMBumKcfxslGVazqko1y54ldRXKk33RVIUxQZgQ1mWh4qi6EI78G9EnlyXy7J8d1EUPwX0\n",
       "l2X59kjX858Rbm5GHk57yrIsi6J4GHhbWZYPF0XxfuBXX0x6UxRF+e+RNgaa4LU0f80IlCbRJBuI\n",
       "+7ahSXQOAZdDXrdEA+5Ek/MhBACOippFmRg+izQka66t5LbYmqEPnbydX48m9hiZ9den6Xbab0c2\n",
       "z7W4bxIBm5nI7kWHTb0kE9kciiZ7CAGeAw6uIrC6GYHOaNxrjdv224vRtisIUB9FYHcork+RXhfD\n",
       "8ffleFnWGh2iuxDtfQUC/EfI3cZRMiy3QOYDp5y3j/B20gNjlcwsMUNq6RNRj4MZnAXjo+TBm4Mw\n",
       "zEvhLBbOObczylyK+84hG/QaAvGNpIZr0L83+vIeKk23nlJpui+SsiwvlGV5KP6eJfjFkcL0O3Hb\n",
       "75Cpd77kdD0fRcC3G02kP0bgZZvetvhua9y3D02kFTIM1TmwOtC22YTl34UOgObRRLQrUz+ZVeEC\n",
       "ubUfRn6dBl1vp02vaLKbTaStsxuBrn2KP0mGsq4jzSL7a8paHz+rJBeuNdgDJKA43c1HycSLx0gC\n",
       "GPNNPIMA8JHoy+NRt9vkiK0eBHpbo9wWkofW4buriCz5r0nuBYc4X412TJDml0vxLnxQeYI0L9hu\n",
       "vBFpoWPRFqdln0P/ME+RWX5rqRofRYeAA2T0WW+02amUzBG8jVw8RkmKzX6S5L3WtayS+kjlp/vf\n",
       "kKIoRpCH0EPAcFmWTgU2Rkasfsnpeu5B4GfCFB92HEBanRm4HJl0EgHDPNJgtsdvH7Y0ISA9gEDo\n",
       "KgIz2yshAa2fNCWMkXSDw4jBysA2TZ6yn0cTfCPSAE8isLKpYggBjPkEnNSyiD6OxMDsIc0pPtm/\n",
       "gDTroWhnO1pUmhB4bSLziA1Fu5wG3QdqDiRoju870NbfEXRbSeZ5u2ANRjufiDqcYbck3eTsG9we\n",
       "95nF6zjXJpDcRmbs3YAWwU9HGzeRdJh9cY9B1MQ+41HnSozVQwhsHQxzBC0Aa1HeAeRtMkUCv9MI\n",
       "dUa5F0nzUyX1lUrT/XskTAt/AvxwWZYztd8FX+4/mF3mvyDt8G+Q+9UVNMEfJ0mvx9E2e43kYO0j\n",
       "Q0jXEGBviPs3Iu1vAU3SuZqyHJQwgUDCJ+iOgjLx9x1kyPC96FDKTvnHyZP9TjLjxCK5lfZB2HCU\n",
       "MxPt8qJxEgGJ/WTNcDYcf3eQi4kPkQoyIMEMaUMI6GbItOSO2nMgxRUyEq4vyvT3TuJpU4HB+Ybo\n",
       "7+Yot0AgN4SAbo6kzjSpTK3muzHG/HSU5QzM9oM+SeZdW4cWLmeLsP+1eZG3IA36CJkK3ung/zje\n",
       "xyIZ5daNZFf0Zxr9PzxEJfWWCnRfQoqiaEaA+3tlWTrbw1jYe51FwmHsX3K6njuigP0IrB4iwzZt\n",
       "y3OwwHhU7PxbDfGdAwyeQqDVQNp5B6OsxfjciDTmEVJrNDvYeDy3FQHEzujMI6TddhWZIHzAZLKX\n",
       "QTL2fxEB8UkEgE4XYxunfWz7SdvubmQ6sbeAidM3xfUirt8W1+2pcSHKHCI5ax9HQDoVz+8lvTM6\n",
       "Yqwdtmyb7mfJyLCNpC/uAMmMNk9qwDehrf8gucjcFs8uksEofmeN8Y4ukYkmt8RvmxQaoy3WWB2g\n",
       "0UQeLM5E3esRwI6QC9Zi/P04+mc7RWrcWxAIV1JfqUD3RRKpdX4LOFyW5S/XfPUXiOKW+P1fa65/\n",
       "Sel6zELVR4KSK7mBdOfaiiZPY3zeiQ7M2skw3QEENrZrvCHuaSP9dZ2R4BKa2BNkkEILuZVeILXW\n",
       "ZQRcG+J7p7zx4dwQOmybQgeBzQiMfNjnRJleHIZJ3tj1SHM8F98NkDnWZklmrkUyk0UP6a86iBak\n",
       "0Zp6NyGwuhyfn4kymqIc+wx3Rx/nYqzPIWBy2O6NUacjyi4g4N9D2m4fJj00HkQmGBPKm2fhOElv\n",
       "afLzQWSmMMG5TTJtCCwdYdiP7FcjUUZj3GuvkVYygvB+BMw3kZmcnQ9umiob8PUglffCi6QoivvR\n",
       "bv9J0oTwDjS33od2sqPAt0YKdoqi+OfAW9Gc+eGyLB+I6weB30b/++8vy/KHXqK+8v9AGur3oBO6\n",
       "eZJk225Bdur3ybYd9532fF00+rVkYMRz8f0t8cxTZGoXH/A8F/d2xmfnHttHpjlfje9qgxz6Sa6H\n",
       "SQR+x6N8Uw46e0E36YtroLS5YCD6dhDZJZ16fJlcXFrIhaKVzD/m1Or7EFgOxf19cf8ZBKxtpFa7\n",
       "Fe0kfCjVGe319wVpgx6McT6BNNipaKs9PsajDQ6quDHa1VxzTwNarBprxqMp2jQZ7+dKtMftNwfF\n",
       "ABmwMklq3nuQjfoQSW5urolHkSnobNRlfojm6NsycdhYeS/UTSrQrbMURVH+PJqsdyDfszW0bfW2\n",
       "sxW5VH2ETJ3ut7aEJu06BFx/iSb7PWjSnYv7N0Z53x912HSxDoGat7x3I9XdCQ1rw3VnatqzgsDN\n",
       "xDRHURaJ8wjETM4zgRaQIaRtziHb9Ey080h8Z7Az9WQj0tCck83uXG1Io7YmeXv0ow9phlvJFDUm\n",
       "wvHvQZLvwVmSz0RbHO3VQLKfeRHy4jZMhjTvJcOWHc03FX27SOZBcyj165DvcBn1mHPYLGxnycCO\n",
       "CaSpn0YLynFkevk80sYXSHrMGWRicB/ssncm2no1xtELVC/ablWgWz+pzAvXgXSQbkUjaHLci8Di\n",
       "IQR6nyIPw8aRxjKDJlEnApujwD9DfriO5R9C2/dWNKn/AAFCE0nR6AiyfmTXXBf3O5GhD2isCRok\n",
       "z5DA2op4aJeR7bAVAccKAsXPkHbb56O8p9EiQtSxSGrh7dGuaVKLPoa22Y0xVndG2RvQInJj9NXa\n",
       "qBM0vjLGpwmB2xxaKMbIRJk+rLTdto/M0mCzhAM8lskMzqdJukRHCDZGXwfJFEfvRYvOUrxPEwQ5\n",
       "W4Z9nW07fpjkFG5BtvFBMvnmJXIX1BPjujfaMUVGptmebzrMKl1P/aUC3etATiLtaBb4GqSl+pS5\n",
       "FYFBF5pUk2gyOdLsAgmAm+K5/4i2n6eRpmv/TJ+M+zDMBDHtiGHMQQB9UfYTSEtyJoRBpD15q+vJ\n",
       "7yi2+bh3Idr311HfAvATe7RIbIo+2d90DGnGSyTnrN3jTMDtbbjtzStkoEQveTi1iNzcZmra6QSe\n",
       "ppzcTVJHdpAZG5YQSJtQZ54kA5ohKSodoFDG37Vp1WdI3+pWkg93giR37466hknAvkT6TDsqcBYt\n",
       "up8iXb8c+mwym2PkwnE12jKCDtFMbD4eY+D2OgKvkvpJZV6osxRFUf4omRTxFciM8ASasN+GNKTa\n",
       "JI4nyYSVDyAO2C7gTQV0N8EHl/V8PwLNo0jzfTnpvfAc0habEFA43U8j8kwwvaETMJ5Hk38ObXk3\n",
       "I4B3EIUXAPuCHuNaZq0LCDicLdiHOs40bKdnu6XZ//hifG5DGu3TJFVia4ybT/QXokwvTKtxz04y\n",
       "nY/zhHlrbw8D+z0vkbwK1qBPxd+mwrRG6cVhKsroIsN8zSzWGff48M68C53xDk2x2Y8WAueWe4jM\n",
       "XuyFd0PU00pG1l2Md+p07yZJGo37vINwOPLh6ENlXqifVKBbZymKovxqNOnuQJPnk2jCbEcTdgvS\n",
       "cqwRtQI/+xfAKnzPmzM77l60jf5klLOVJHJZQ2aBQ2TE2afJlOog+2iJwOA4Aspa+6GZuzpJakWz\n",
       "gTmc15Ft1qoWybQ0j8bvU+Qi0kxq4sdJULqBjLAzAYy38duAD6ITervUOSWR+RAOIODrjGcGSFev\n",
       "brRNXyPd0J5D5gl7jzhazGxoLeTCMEqaMc6TB2UGbBDwgbTVwfj+cfT+dpKacQsCTgP4QtzTh2gY\n",
       "W6OdX4sWX5tviL7Z/twQ422b8Tl04HY67rfXyhNo4apAt35SmReuA7kNbXvn0MS5Bb2YU+iQ5FNo\n",
       "srUiwPnZm+Dsd8Cb3yx6xleS/LbnSXekj5OZfB9ENlcnWzyEJv/taNKa/esK6UVQRFscMnuVtCfb\n",
       "H9RE3WfRhLcLWW2I7irSYF9HaqY2W1xCwNAJfDVKCmmviFMI5O2LbM3UBOonYzyc3cH8shtJXgnn\n",
       "jTsa9Y0j0GlGixzRN6ekt8Y5SBLqvIpcYJyu3tt2e3vYne25eE/nETh71zAd470rxmKNzO67Psoe\n",
       "Ir0anBR0K+mdsD/6R4ybeTAcDrw1xmBD/G3zizNPTHKtS2Il9ZEKdK8D2UNGVjkFutPHbEag9I3A\n",
       "r5S/pi30s/ALk7o2W/N9HwlYq0hbPIYm9MtRSiCf6u9GADuNAA1ym+w06V0IONaRpDimHpyK344G\n",
       "u510X/JJujNPtEYfnV5+I9K+nLdsBYHGuuj7/VH/a5FmdpkkCN9MJqNcH23YTXondJDhvyVyk5tD\n",
       "QLQv2nkv0nwPxXMLJAfFBTK/2sOkaWUFaeJXSf6LY2R4sgNHbkca7QZ0ENlIHlx6odpORs/Yzu78\n",
       "bRuRB8QVBLILJDvcBQTiz8Z7cCofu801kgeA40gzbop+emGz5l9J/aQyL9RZiqIof4OM4toB/B4C\n",
       "kgPAHyFvhDbg+5/vht3msoJfK5rpIR2KHX12EPizeL6bJNlejnJ6o24fGJ2O35Bpbz6BJv8uBAzm\n",
       "G/BhUIG0R0en9cTf9gW1DfQySUVpqkFrY9aMrdmZfPvG6IvT4Nic4awTxxHI+GDJCSC3kWxoXrz2\n",
       "xLVFdEB5KOrZSS4CPuwCgeZi1LFUU7b5H+xxUJDRe8dIr4zNMRYnSQ6HHUi7XoxrT0W928i8cSPR\n",
       "x+MISBfi3vPx27wZzodXC54ba8bZIL6FzLYxGm16PNpemRfqK5Wmex3IDBkx9AzaBv95/Awgjeib\n",
       "OuHH9szAr+3mHYVoZt5WnmOB1L6ej3JOogl8Mq6dQXbDNmQn9DPzaKIeAN6ItvZmANtOsnqZhNwJ\n",
       "Mu0//EoEysNRzrmafjyJgMAHVw5QKEiSHBPV7EKaca19+Sjpw2oN+0T0pxktFK8iM+za+2FDjGeJ\n",
       "zANz0acboz0bELA6LbmDE9aiDWeRTdy23nkE3s5mcSnaZs6IDfHsYtRhe/kB0kPDkWu9MX63kTnr\n",
       "upEWOxdl7yNtx0+QkXd2oZsnuXLtoubdxBAC3Zuiz0cQ4No801czvpXUTypNt85iTXcGTcQCAdgp\n",
       "lCMNBHLPfaCAN4ZF7l3N0AQv+xfwTWSGiM1o0u2LZ7oQQHj77lxhL6DJvANpVm8D/h3w7vvg1x7U\n",
       "CTcIHCC31WYIu0gSysyhyWzO2mY0ybeR9l3naTtF8iy4DU4p3oY0urW4z5Fv6xCYdaPgAm/T2xBI\n",
       "bUMRVqNkBF8PGT67Mb7bihY081RsQlovpHfAJdK32Fq3WdjseXE+6jDJ0P74e4JkLOsig05aoi1n\n",
       "Ywz/v/bePEqvqzrz/p2aNNQgVUml0lCSSqNnQB6ZYnASxiQQSBadkKbpbroTEj5wwxfCkC+BTtbq\n",
       "AN1AQn8hWd3A10ACCU1IIM0QG2KbwbEt25IHyRqseSpVSapBpVJNqvP9sffDfiUk2Rr8vlrJ2WvV\n",
       "qrdu3Xvuuee+97n77LP38/QQWRiifxQZkPh2JzEvfJCQchfXcYOfS1SSUxXj+zDm2WtWM+znWObX\n",
       "Kqa5opFWWyue7hVgojw8hWUU/CXm7dyAgeQq4FuvsZfjF1Ij/P4kvBD+AIs7Pgm8udEerg5C3fdx\n",
       "7EHfSWRAfAnzkLp9+0c/BEvfbt7RX91vACMViLuwBbhKMckBDFQmiQWaOiLue9LP+wQGAicJ0vAp\n",
       "gmx8HSEptJYgGe/EQFMSN3v8+rYR5N0C1dnEAtUiP77Rx6vZ/97h+3V525KveRAD0J0EvaRKkudh\n",
       "nmIr9lLpIBa9FDsV6O0gPO0Gv4/HCA+zjgBoVfltx8BxEfaCEcfuLoL1TKrAJ/xeHfSxaMJeIOJR\n",
       "VprcIe+bPOoWothGoYl+LiM1XrGLtuLp1thSSvlNwC9h4PsjLLXqGLHw0oU9QIuBP70e1j1pwCJW\n",
       "soQBx+/PgM+M24M1l2DxUox4PfCrmJcqysJXzYa63wPWwX98tZ1L0t1LsAd7EQYMnRg4iMB8PwZ6\n",
       "yrbYRnhmRwiayPkV28QaJnIeFQP8AHtpiIu203+mMA91PpFutoNgLZOSsLIIVNwhesw9GCiPYwuL\n",
       "it3O8/6puKQFA7ZrfJtkzRPBQqb+J++/wiFaABvDXja3eJ+VVy2+iSWEbtoT/lmpXX1+DtEwQpRT\n",
       "j2C52B0+/nMJ4p0HsayPw4SKstLDJvy6RYyTfP/tFE+3llZA9wxLKS3FVB4kwvo/cs6fSil9GOOk\n",
       "6fddP5hz/rYf8wGM8OYU8K6c812+XYQ3MzHCmzvPcr78K9hDcTP2wL3vJuDhrzPQ/npeOGgP8ToM\n",
       "UN41BB+cY9y7byJYsjTVfgSbjqvCaRahyrsde+DBvKe7n4DfvMEeenmCJzDwlGzOUgxMMiGiOKNi\n",
       "/10EJ4LivcouUAy1meCAmFPx/xbv/46K/Q4R4plKETuCAdB+QhVDWQ8S1nwSi6Mq/W0TscDV5P1e\n",
       "5te1EgMyEd3sJRjNROOo9LN92IsLQhZHOnN6Qc0jGNJmEBy7CQNdacc95Z+PVfShjpBr14JnDxEi\n",
       "2IItAIpzt8/3XUhIJunFMaPi+tXGbh9DSRNJFaOAbu2shBd+0iaBd+ecr8O+7+9IKV2DPRufyDmv\n",
       "8x8B7rXAvyLWoz7tVI4Afwa8Lee8BliTUnr12U64nuBUmA/wGfiD9HrWD8IvYA/oLyd419M9fGSO\n",
       "PeR3YGD766+1h/cjQ3U/jitWEqlsI7zQV/rnduzh/OkbIk/0174Er/wt+DahTbYCA5aVGPjeiIHk\n",
       "SiJG/Dxi6joBvNzbE1PaSd93mADtY77/Ad/W7OdUrLIXm/Zvw4DzgPdXvAhKidrjbe/ya5Ui8iEf\n",
       "B3EEJwysxZh2iJCrX+H7tvh+mSAXVwbCFLEAJRKhlUQKlrIv6rGQkCgw1/pY7CAY1o74j1LhtmLA\n",
       "2Oz9WESEPvp8zPHxr8dCCKo86/LrUDih1cewHrjHx7ATA+BdFecoVlsrcj1nmPPg9vrnkZSSNNLA\n",
       "nssz7ccaacDulJI00vZwdo2075zZwDoMlJRJ8Nl15rV8HQOT+4HnZVj+e/2cwDzZb2KLaF/7loHC\n",
       "786Z/jHF4ziWHjSCgfgizMudg4Hi8zF+hl/xC/ohsPfNBkoriUKIvdiDPYadQwth2zAPMle020TE\n",
       "gUcIngSlPCnvWBwBCzHw0ir+JJYNcS9RVSXVXKWz3UAQ8FyLeaFtnC4F34It0o1hgDoD+5KvwcIs\n",
       "Eq6U1lsitOME/GsxD7Pe+6C83zHfV3pjUiZWHm67t91PVIW1Ysxtx7Bc6YNEAYTk5RMGvFdhYNzj\n",
       "9+FhghRo2q9V7GgqPlGps+Lck36O27CXhmYmemkpj7tY7ax4uuexCo00aaC9M6X0WErpsxUS7Is5\n",
       "XQtNGmlnbj+nRtoo8A/Xwr8B3pgnedtLzWXeCry7weJ519XBr375BKPYQ/pS79gb+7tYhgHErRiI\n",
       "TWBeUgfmFf/2Q/DNne3UY4ClpPktmDekrAN5onsxkFmKedNSIDjgx9UTZNiS/1lH5Ideg70sWjAg\n",
       "FgeDCMkb/XjFQI/4MQ96G3uJCq+MAYp4BvZjoCI9t4M+0A3e1lN+TDfm5Wkx60nv90Hvz1UY0A77\n",
       "eO0n+IpPYcDbBD8eW3E/nPR+HiQYy+b4+aRM3Iq9YJQKV+/t3E1kIiz3+zDL7+deLJ7fjr0sTmI8\n",
       "HLf59XcRWROtfr2HsRcRfh9HsC/YCv8sasm9PjYPYC/YYrW1ArrnMNdI+ypGSj6ChQpWYJlUh4CP\n",
       "X65z3dwGHz4CX/vQ73Hvvffxvh9a3O2dwG9OmRf06Wl7kD+eJ3n19QZy/wC8p/Mw92PZB49j2QlD\n",
       "mGfZisV+33ArsOKN/Jt15kWtxo7/n3kvazHwE0fvScJz20uUtTZ6e8sJEcdWonDhEAZCvUR+bj3B\n",
       "KdBHkJNr5V/UhyoCOO77a8Vfeb1KfZrt1yaPT/m1T2PA2UGIV24mMgPELbsWu35RKPZ5mycIcJzv\n",
       "17ADA8pH/RxDhMhli7fd7Odc4de01T93+3kV993l13MjEUYaJDzY9d5vlQMrBfBJgtLxJDED6CVe\n",
       "IMp4mEl4w8f92hT2UDhmmigjLlY7K6B7FqvQSPsLaaTlnPuyG6Yfeavvfskaae8YhgV98OEP/z4v\n",
       "e9/P8iosmDyTyO/8Pxj48opG/uBJk7DoJeKR38OAZhY2xf07zHtsBv72W4nXp8/y/2yw8+3ECgve\n",
       "npaxD5umi6CmC/MCj/hFrcEeeCkHS+ZcmRbyEAcxIGjFgHUQe9DHMLrKHgxMNKVWqEISQlrMaiCA\n",
       "vJ9YaKrzfjyPAOZOzLNTKlgLBkonsan8YMVx+PgdJSR41mLABaHI20uQAw16e09WjEkvQW4uQpxB\n",
       "HwuVIVfmIKscWvnLp4hZyALf9iJve9zHuA/zktuwcIbCBt8ldO6yX/tyLPOj1e/dGkIH7ikig0Qv\n",
       "wUmK1dpK9sIZ5otgnweO5pzfXbF9Uc75kH9+N3BLzvnNvpD2JQyEl2DPxuqcc04pPQi8C0un/Sbw\n",
       "qZzzd844X86PNMEHJvh/77KH8CpsCvtXBCuWlH7lBc7CHsAbsIdLSfMd2MP+OsxbvhlbVPlozjC0\n",
       "kP809zC92EP5uavhw1sMOCVGuYeofFpGAOdCDEzqsJiwVGqVmzpOgPMaDKweIFQtVO46jXmDfRiA\n",
       "HibEOK8iig9GKtrZiQHaUR8PVcFJiULsYXMxABcp+G7/exX20rrR91fRRR0BaMr0OEXIvEtMVd+j\n",
       "qwAAIABJREFUUoth8wkuC42JFuhUPPEkkXaWMdBUW+K12OZ9eYpQ+t3r19xF8BMvJQpllmGERTf7\n",
       "WC8j+HcXYR6vOIelajxCVNIpq+VJzCMv2Qu1swK6Z9g5NNI+iKW4Soh2F/AbOefDfswlaaTlfCc/\n",
       "mvknjI7DPxK5mpKAEfl3C/DJW+DT680L/AEGgE0E0cxhrPpoEgO1l2JgfBcGBpMYEJ3wi5Gi8EnM\n",
       "89O55xFS6RJDrCcEH68jqBj/4Hb4je+bN9WBeeddGFhINv6bGIBe7e2J8UrKE4r3dvv1nCBSrXZ4\n",
       "G3v8/5L6mYkBV5Nfl0QtleMsiSIR/CwiiiXwfTr9uMM+1gsxcG/zdnqInN+TGIArp3Zmxfho/Odj\n",
       "90YepVi9JL1+BFsE7PLrEVm6Sobx8Zeo5wihf9bu/b+VSDcTmXw9wapW5+eb7+eYgS3QqWDiuxTQ\n",
       "raUV0K2xpZRy3nwjfOhRfvi/4fpm+PYJewC/iwHGUgwA/uId8Id/GjSM92M5vO3Yw7UCe6j/FnsI\n",
       "n4c9uH99E7zxEQOZtcAn18Odt9hDKpnzSUJOHQwUtaIvza16YvFHCgiNwJ+/G+79pAXAxwnRTKWC\n",
       "LcGA6hDmqR3GAEueWSaUiRWTVOjhEBZ/3uHXXMfpcuhSLdaikabu4iYYJrgKpNIg4h0tOGqR7DDx\n",
       "EhIl5LS3oSyKU34/RNco9eUx7KW2u+LaFANuJ9LUruZ08vRjBKH5OPaiavF70EjwIe/DALOd8HD3\n",
       "ej+PE6lvIkyv8+uE4M7Y7td5HwV0a2kFdGtsKaX8q9iq3H/BgOYoUe+v1Km12EM/x38excBPHpNI\n",
       "aMSD+98wCeNXYA/bq7Ec3OPARz8P/9dbDUQbMWBfSFS3DXkfJGdej4HEbmx6ejOhwLuEAB55bRCF\n",
       "Ex1+zjZiMWcuBoT7MG97jKBunCKm5Nt9P123PEktqh3BPO9eQk9suR/zmPd/CQY6TYTk0LhfbxM2\n",
       "1ZZEehuhi6Y85wV+3gf871V+fYrTSieu1Y+dSdBEdhBVc6MY6N5EVIrtIRQuJv33TCLFTcxkq7GX\n",
       "hQQ6dS0qx658Wc0msjcO+H4q6DiIee7/mwK6tbQCujW2lFL+LuZ9SIZG6UNvwYLBV2OekkBgBPPQ\n",
       "VmMPWgs2zW7HAPAbWM7rJ3bCmpWWj/uHu+BPVoRo4RZvT3IukpUBe6hvx8IX0uaSuGULQS8oMpnD\n",
       "GNh1+v8eIgQZTxIiiTMwAOzDwPCw7zNGALaI2icI73cVFuu5iliJFOlNOyEf31fR/mIiV/gpDGz2\n",
       "EfFkUTbu9PbkfWoxTyoQcwnlDRUeSB5dIQOVEY8RMVmJY0pNeYQAW8XJl/m43u/jsMDHpLFiDAYJ\n",
       "KaFmb0u6dKsw4NasQy+lPdh345RvU5qeVJOLGnBtrWQvXAH2DSK9qhkDkldiD5cWyET/t4TTFQmG\n",
       "MDBRbqvoCBcCN6w0EPj9F8BbVwTX7Y6K/SYxoK/HYo0z/GcrBlqq7JLOmdRoT2BZDKKRzFggfB/B\n",
       "obCQAKNlhET46orrlRzOCzBgFI9uPxbWuINQSdhNUESOERpgin2KK2EdIZW+z/9W6pVEIrWqLyrI\n",
       "FgzEVBAhrTKFMbK310QUeUiFozIscNT7c4R4QW3CgG8AK1o5jsXE233/1T4uIhOCKO/t9f2UfaA8\n",
       "3XGCD2MWln52I6fLCo0TOmzd2GxpO8VqbQV0rwDbh3m6hzCwk8hiH/Dr/rkFe4DkoR4hBBK1Uj+J\n",
       "gaIoBX8GA63f3mjHbiLEElWtpsqp4xhwKM91GHvI/wl7uDMGtO0E2I9jQCnBw+cTcWAtIElA8kEC\n",
       "HKUYLN6IboKjYCXBOzvsY9NCMIVNYF/aboL0ps7P2U5M70XzKKWKFxHEO1L0HcOm+61EnnAjpxcX\n",
       "ZE5X/pXszUlCP67Df5TVMESkzokzQXHWLiz2K6YyjcMooXrcgoWPlhBcxScJ6XrJso/4venHwFsl\n",
       "11pQXE/o16m8eR3Fam0FdK8A68JWpLWY0kjEJ5XQPkKIHa7EHrCNhDrBz2MP3lYsY2AhBlTrCaay\n",
       "Bdg0fQEGSCqXuw3zmFb4+R/z3xmrcb7G23sVsSgz4X+/EPjrX4f3YB7kbgwYOoh8XQFLvfddccs2\n",
       "zLtWTPIEBiJKedpDSKu3Yd7yLGL6P+r/P+Z9rSe0x7Z4W3f4OD3u7UnavR3zMA8QXuRCIlxQTyhE\n",
       "/NCPmcTArBkDaFXmSY9txMezsh/KKlBoYjmhTJEJiXnNcGb5NSnVaykRl11E8CzMIegiuwjSemVS\n",
       "HMVoQcW120fIAhWrrZWYbo0tpZTvxB6YNkJIsBXzMtdhD+gMgmpxKfYQPY4tuDyGgclrME91Lwbc\n",
       "B/3vhYSndQwDre3YlF6LXJ1Y/qjATd7VQj+n4q1DmIf2m41w1USG1yb+7Nu2z3bM21WK2ShRrnoA\n",
       "8zQPY97xlLelggqBsohourDc0k4iPqpUsjXev6VEpdi4j2c9IS2vVKtB/5+yNBZiwDaIvRyUDSCl\n",
       "Y21/ysexiShm2Ob3SC+Gk1gGyRYidqqwSR2RSqYFUcWe67EYdS+RO6yYvojPuzFPX0rHitdWKhxr\n",
       "4bKVSJ0Tqc80QXCkNL05wOcoMd1aWiG8uQLsOBEjXIJ5SFsxT2wn9nDKu2zBHh4tZLUSCg9TxJRb\n",
       "QLUGe2AFcEqXegEh/vjXRLloA7Zq3uLnbsKKIlSFJurGP74Tpm9N/Lf1BhqzMY94IzaVFy/CFCFy\n",
       "OUEo1ir1qd77OoLFVCU5s9P3O0Ckc/UQcemrMIA+hL0kwIDvlH9u8LGUlFE/wa1wiMimUJ5tF5E+\n",
       "1+H96CNeNsP+e5WPj4QhFxBSRSt8HA56G4M+7nMx7oObCPpHVQEuJgjQ5xEvgPkEfWMfBsDHsO/E\n",
       "TCLsUY+9CPp9TCXh0415ysd9PCSceZRitbYSXrgC7AlsmigdrP3YQ6IYaC/24HVhHpSASpyz0hl7\n",
       "DPg0pwtG3kPEAcEeQrV7AAOgGwn2qkyIJN5GMGm1Y+GEHXma9wDHPgE/XG/nHsIApg/zdHcSKsMC\n",
       "GYHBuPfnYQyMBr1tVZHtIwQzlYfbhoFIHVG1tQcDvCn/OYCVNqt8uB7zvKf8705vr59Ik2sj8mhF\n",
       "uj7Hx/8h7/dqDPyUIysynKXejwN+Lr1MpAIhj32Wj+lKDKwTETfW/TiOvaSaCW9+0u9n9r5rkXCa\n",
       "oHBs9nNd4+3Liz6ChXme8D49SnjAxb2tvRXQvQJsKeattGMgNE2kPs0lylPl8SirYdSPvRfn1sUW\n",
       "z/4+r2QeBiCvIeKqM4gc2Q6iWkvpZyqNbcbA+rMY4Pf4uQ4BX0x1zAC+P21pbQIxFR0c8L4+iT38\n",
       "XRhwrMA8vQEMpF5MLETNJbzaBcSUWQtmio3i17LF99nkx0PQGy7GAHKEAKUmvw6xdXUSGmaKkWqq\n",
       "3uf7Lff+KVtjwn8/6tfa5+O3CgvndBIyR8sxb3SWn3fCf67x+6Sww2TF3wrDqPhjgqClVKGFeIr/\n",
       "jmCEUz70sN+HDuIltRjLLz5GVNldQ7FaWwHdK8DEgHWAqMWfS+Rq7sAAeQn20KvCSoQrq4jFt0bg\n",
       "t9NO+okHXny3Y4SnI5AUocwOzLOaxEDkTYRKcQvGeHY78GuzDYDlGR7DwKARyzeF8PqUS9vlfd2J\n",
       "hR5WYt7xLAyg9nE678FhP6aZiOXOIVLlFC+u931U7CAu2xbvg9K7dA0ieP8RkYe7DwPQIR+PfiI7\n",
       "ZC5RoqyQjgpWVIyikM9R/79ymhuxUIt4h4/42EwSTF/tFdepsmaJTYpOMvv1tXrbx7GCl2ks5rzd\n",
       "95ki0uZOEdwPzdhLaNT7LeWQYrWzArpnWEppZkrpwZTSxpTS5pTSH/n2jpTS3SmlbSmluyr4dEkp\n",
       "fSCltD2ltCWl9MqK7TellJ7w//3Juc7ZSACcQEIr6RJ7vAp78CW6OI4By2cw0NiB8StId0vik7ux\n",
       "qbuKCDSNbfdzJkKMcj4GID+NPbRvwPJKlZL09qXwu6NR2z8L+7wB86Le5NcjWR2lh4msotev5QhR\n",
       "6XUAexn0Yl7wg96GpMalBLGbCE8o7UuFEomQR38Rxl9xiJgNHPexO4yB+jIiNi0y8gk/pxb4TnB6\n",
       "CtZcLNNiGeYVd2IAqhJkaZKJplIvT5UsL8QWPht93FoI+sp5fu1TBLgfJlQ2hn38F/g130/ErCf8\n",
       "eOUet1WcA+z7oHLoh4iYd7HaWQHdMyznPAbckXN+AZ6f7yQ47wfuzjmvxZgU3w+XR65nAfaQz8em\n",
       "5aewh+sh7KG7jvBMxXswF/OSlmKeY4N34AHMaz6MPZyTWPxTjFoLsVBGCwYc2/38swjNre/4sd/G\n",
       "4roLMSB9dL+dUzm6YF7UDX78bgxoGghp9h4MfJXMfw+hLnw9BlYzMA9vEcGLe8T3n+Xnv4HQghOX\n",
       "71Lvv0IWJ7A4pooglC8r1YQJDLzEMyGhx0Yic6DH/27HYuOriFQuxXn3EGEH8QV3EjJDKipJhNbZ\n",
       "fr8vWmjbSJR292JgLb6EYWwBtJMoE56NvbhmE7STAmhRPdYRHvwsgm6zwcdPVYPFamsFdM9iOedR\n",
       "/9hEZDK9DqN8xH//on/+sVxPznk3tth/W0ppEWeX6/kJU6igFfMQVRarxH15ewMYEIxj3s0JzLN7\n",
       "me+3DXsAlX62lKiQGvVtHZiH9JifZx2haDtM5HneDPysn2c7BhDzcxCDy9ucwoBgmqi6mo2BRgMG\n",
       "biKvmY9JDImsRXml0i5TEv8s7+MqolqrDyuHbidAf5TgDN5LAEw7Bmrf9+tvJariJEN0CPPQJSA5\n",
       "l6g+m8TAqZvg5z1IqFaIpa0eKwqRPpnixtO+704iVFBJdHPc95dEvF4kCqN0EJSVswk2sUbspZeI\n",
       "l5Uq6BYQUkIniCIZlR9/jygpLlZbK6B7Fksp1aWUNuLOWc55E9AlKkci7AiXQa5nIZZBoDhlBwYk\n",
       "TxNMVyLklmy5HrzdGFfsUgw41mJAqlV5lYjOwABoLwYqM/0cWuSpwxbh2vwcIk1RjHIP8Kf+t0Bu\n",
       "F5EdoJxgyfgM+nVpBX4Ey2fdSsiYz/C2xQG8GwMOZVtInkfFC+N+PYt8TKSyIAXfOUSBwut9v0f9\n",
       "nC0YcCXfX2W3ewkuBM0mOjBQnkMQxWvMVDAh1QylgTUTKWpisL8ee2Gd8Hbf558loNnrn+d6v/t9\n",
       "nI/4uGpW0urHidinw+9pu1/DDCKl8GksTt3q47Aai4M3+PYfUazWVkD3LJZznvbwQjdwe0rpjjP+\n",
       "rzTJy2KT3ti1/rkLe1BUgbaZkD1fioHdE9iDKzKZhwgByQkMVEYJz0ZUi8qNVfXZD/23UrXuw2KP\n",
       "92DA9efjn2EMAw9N/QWySsZXjvExDHiOYwA6TSyAjWChk2UEePb6dqWTLSLivuLDHcGAZdTbUmra\n",
       "GME5O+D9mYOBSzch3XOtt7+DCKuo3yKGV2HBfG/nESLuugoDQVEsLvb2F3kfFNaow14qs/3YOb7/\n",
       "zT4O+4CP+f5KB1zg9+YUkQp4tOIeDRJZESpgmYmBvviIZxEzjW1+n55HhG82E9kRil0Xq60V0D2P\n",
       "5ZyHMP7tm4DDKaWFYCoS2LMPl0Gu5z4/yTeI9CiVvs7G4qorMfd6DAMLpTQpfayLqJTaj01NpTig\n",
       "xacxYmVeIQVNe9uAN94SxQwvwXh5ecN/+LGCrdx2BaxFvD3T+6lsiFMYAGnFfhEhTXPAt/8yMd1W\n",
       "WhcY8B0i0qm00KUXRpNfixbzRiuuaxYGgHsxgJ+FgWQHIaUu/oIuYvFu2sdWdJpLCBCeIljKlCcs\n",
       "wplh7+uI/5bMepf3p57IzFDa2RQRQ8fbGiGUKwToYC9XhSFm+nWq6GXI+33U/38U8+Bv8r5kQnNu\n",
       "J/Yy0YJosdpaAd0zLKU0X5kJKaVZWIbOBgwT3+q7vRVLl8S3/0pKqSmltAILZz7kUu7DKaXbfGHt\n",
       "LRXHnGbrMIWHGwhikkGCqasBA4ilGCAcwx6oo4SczFFsaikvSon9+4mHfIpQ2D2KPbiHMXBpA162\n",
       "3h74Tm93L/Dmb1mbSwnl33ZiKj+EPdQqOe3HeCT2Y28lpZWBAc+Qn+/LWFXcWgxEtnkbUsdVCELc\n",
       "E3P8f0NEKpkk51u9zQ0Y8Bzy6z9FvGBOYS8r8RH0+naBWQd27Vrk2+rtTHkfVbp5klDymEOwpx3D\n",
       "wFkLXo1+jlVEVoMEIge9n9Jl0yLfMYLfQbwL/RgQq4RXYYLriVDUaoITYsi3NXpfevy3uD3OGt8q\n",
       "VlUrZcA/aYuAz6eU6jAc+WLO+XsppQ3AV1JKb8NmzG8CyDlvTil9BZvJTQG/lYPQ4rc4Xa7nNH00\n",
       "mRZEFhLZBFPYNP82AkAlnKh8zNmExIum4p0YCB0lFtyUklWPAYJCC2Lt0mLLUt+nlyDm3okBywAx\n",
       "nZY8TKtvX0PwQMzBMh/k2aoQQKXCENPcAaJMdSnBwXs1BthXEVVelcUdgwQrlxQhsrcxjXnpA0QI\n",
       "QCTi8lA1LR8ivHZ5z0r/mk3Iseu6DxO8wiq8gOBZkGe5kGByEwAPYC88lRgf9OP10pGn3+t/t/r5\n",
       "NZ06gYU7lK/dT8g0Tfr/xCe8hvB+lxAvw1aC9KhY7awQ3tTYUkr5wxiKN2MeG0Qa1POJFXfdqVnY\n",
       "g6Nqr1NEgvwSYhq+Ekv/asUASDX/UmhYiMV0pci7B/PI5EEpxeoVWA6wFt+U2tVA5BJvxMBkHAO+\n",
       "qzDPT6v3ymeVTI04FIaIgoAlBM2imL6korvP+7Qci8+KcP1aImyh0MMJQqZHYNhP5Oc+gMWr9xGq\n",
       "wjswAHyEUPWVLppEOI9hBSKS75nCQLIZ86il6iGhTBVjnCK4LDox73MvQT6ukMWkj61eRKrC20WE\n",
       "gFoqju8iZjdP+/bn+fgd9uuVNtoQ4XX/LwrhTS2thBeuADtIgJckYCAWpB7BHjKV7g4RD1wdQYzS\n",
       "Q0iia8GrGwMq5fhOYaAyDysfbidKTZdgYCexxhMEZ4BitaqMasAASbHQ+UQhx2wMrBuwEMIyoqRV\n",
       "+mF6USzFwESx5Er5m/1Eae5qIptg2o9VLq08zAXYC6qDCEeouk/lzYex2cM2IpzQhAHTNEEaM+3j\n",
       "uth/NLMYIBajdB3jPm5d3s5+DNBFbdnpY7nU+6SCkQaCRW0fofOmct4x338+wWMhntx92ItXCswv\n",
       "9d97iSwXefXHvW8qgClWWyugewVYJxHf20owdJ3EHsR1GCBJ2VVkJ79EkGn3YA+4wONxrLqrDvN8\n",
       "6ghOVjDgvNrPKe2wd2MP9qswUJBnOMv7uJIAGWmxJcxLPERkN8wgOHUP+/9biAq2BoJjQAQwTd4n\n",
       "vUAkPVPvYyBGtfkEw5pENFVJptxYUSkOYB6wMgWyt6/S3r0+dof890EfV4VNlPExj4hPj/m9UrZE\n",
       "F+blzyXS0l6MTfGl7DDu55zjYzjL292N3evs7Rzzdtv8fBPeF6lvZO+zyM0bCTFRLTxOEIQ5J7FY\n",
       "7k8R3w/JExWrnRXQvQJsC+ahaRFEBNpdGGA9hRUBtGGgJ+90A5GT2495Q+LDbcQefOW5biUWaiBo\n",
       "EiWmOIBVb0xiWQsSPxTXQDM2VZUcjIQSBY5LCZmaQYJLYdrbVzqUuB5ENamFqPkYIEnRVkAjTgOt\n",
       "vitcoMW11X4NAu95BOuZUtEOErnIysO9mkhd08xAnuZBghhc19hOhDo0Vd/i+7RgGSjbCJUNvC+z\n",
       "CU22Ub8PkiTqIYjNR4mFrkk/rtn33+3tKbwgKlCxnqkYZoLQUWsiXm4K47T6GBerrRXQvQJMRNtK\n",
       "2BfYacFnBaEuoPLdKWzaex8hoPgoBnIDBOGMFBnA4n2zMO/vy77vNRhgvRF7gCUlI7awIQz0B7EH\n",
       "+SSRWdFHsGMd9/6tITyvmUQsdtL72OA/s/xcA97HI5jHKXJyUVd2EWXBMzHgVfmuKBFv8WMERpUV\n",
       "a7uxEIfyiSWJowU5ZX3sxsI4p3x8u4gCg9kVn5X2pZfZeuxlJn255T4eYF71gN+nRiKLosX/N+3X\n",
       "M+xjMVLx04J58+LV1aLfnoqxGfU2urA87R1+XcpqUf73Huy7ISL1YrW1spBWY0sp5fdhD7LSqySF\n",
       "rpzPTuxBlrfWjy36POlt1GEekhZutMCl6b1W6ruArwOv9WPb/Dzi5ZXk+qT/bz8hS97r51pJVD9p\n",
       "kWk5BsAtGDAqP1h8shJ2nMa8SHmXUmk4RYCQVCcUxlBcUjyyYvaSKKR4ZiVw2U5kHQz52EnavNfb\n",
       "0Bgl7EVyiHiZiQf3KJZito3wmCUTv5ogQ58i0rzavU/LMQ91JvaykNhnk/dX+cdSgFDBhF6kO33M\n",
       "pC83G/surMPk09f435KlV/lys1/jVUSq3Aw/xzEMxOuB/05ZSKulFU/3CrAjRAmqavfFNNZPZDZ0\n",
       "YjesHvPOFmLAsIjQFqvDvK5TmJcpUciEVbH9HKESm3z/QQKMVLK7nyDVXgT8AgbIJ4gkfS3YiJrw\n",
       "JAYYKzBwncSm4KJ4nMAARDLnKuO9msj3PURkGoiXYYlf+5Bvm4OB4gpiOq5Mha2cHo9Vqa0YuKQf\n",
       "Jo6DKexF0ox5uk2YZH1lIcRc374WqzDr9XFvqbhn2mcCe6FJiUMMcqKCVMxWsdpO7MU1QCxKzvEx\n",
       "6cdelE1+vzZjs5UxP260om3FzhsxnuFNRAXbMiK2PEaxWlsB3SvANO1MRGK7KswEjEot2oOBrRQZ\n",
       "VMcvj1Qk3yJkmYGBikIWAxigyqtSNkPGHuyD3r5ipKru2oCBnBaatKo+jXlR6ucyYpW8FwO4Wb5P\n",
       "j5+jDQPQFu/XeiI3uBl4ufdjBwFW+7HikWbMq67DXiaaQp/g9JfSFCFvroU/ZR68hCD4mUVw596B\n",
       "Adsfe/+3Yy+u232cryPkzO/z61ji47WPiCmrfPiE37MGIpau8dlHeNl6aTQSHr4kgQ5433f5+Gih\n",
       "8CSRuSKw10LhpN9bMap9n8gdVj5wsdpZCS/U2FJK+b0YCCgWepKYmr4QAyB5vzOw+N9hguj6UUwh\n",
       "4qsEb+5eDDiuIzhrlfYlou9h7GHUNsVYNU0WaCcMKBQrFfCNYl6wSHAkmtiJeedTmGeo7IBmoqpK\n",
       "yfojvu9CIqzSRqjnqkxXi1LjhJc7ioGRGMZa/GclNhMQXaVoDnV94qVY7eeZ8P6sIbzxEUKoUvFq\n",
       "Vcptx0BaoYu5hPx6l+//KAaw4rPQ7EPl21t87HZjts77NoCBtSrtFNpQ9RwESU83Fkp4jMgm0YtP\n",
       "fT/mxyodsAn4z5TwQi2teLpXgO3EHva1xKrzMPbATmIP0DhWV99OyIsfx4D5GkxzbE5FmwoXPEx4\n",
       "f3UED8FKwvvR4s6wn+8JQhtNagrrMW8zeV+Vl7sUAxJN+eU1X+d9UEWVYsLNmAebiNzUHgzAVOgh\n",
       "SsRWb1veYS8BmI8SgHQdIdvTR4Q2tAip8McRQtlYzF6SRVJYR3m0I0RIZLLi2EQUcYiAZ1vFeA1g\n",
       "QDqLSElT+fQMb/efKtpWifZ2IrSgwhS9FI4Q+nkPE+W912MvF8VvpXZ8AvtuqLptASFOWhbSam8F\n",
       "dK8AW4g9ZGLBkr5WE/YQa9HoKAYQI1gy/GyC6/Yopyf2L/a/24kFtQHfX5wJ8t6kJ6bFJTGFTRDx\n",
       "RlEZzvJ+jmEP/HEMJEc5PYzQ5/2f6efWdHjYz9dEEJ63eL/n+TmXYeAhb3jMjxsjeHVvwqrpFDuV\n",
       "FyvCcIlV6lzziZLkMUJAcr8fv9KvS+li+yrG/iAG/rMJFYkpP055tiKAV4ZJm4/Dw5gXK/mgjBVn\n",
       "SNDyEEG4voRgD5vEXk5aSBwj2Mw2+7h8D/vu3IxlcKz0vm0mvjsKYYhfQy+nYrWzArpXgB0iJLK1\n",
       "+KU46TgR85vn+63CeFEz9iB9G/MU9xNT7B1Emalkfhb4TzdRoruKECvciD3camPC21yIJdiLolAg\n",
       "fg0GuNdgQNVFZD2IfUuUlT+PTd+vxUBTxDb12KJPAwY8bd52LxFiGCKAdHnF39dW9HcTBm49xEq/\n",
       "yM8V31VpsF5IddgUfxn28mghCG2WEUxg4hVWZsUg5oU2Y0C8xPtbh4VYGjHPUul1j/v5xds7hXm0\n",
       "m/3v6zFvXRI9cwkSI+nRHfX9ZxNkNxNYIUuv30/17xb/rUwPCJL7pyhWayuge4adRyPtwyml/Sml\n",
       "Df7zmopjLkkjTcUJIjABe7gOE7I4XYRarDzMLQRV4ExsKr2R8LpUnjqKgWMzAZhadPuet7MKU4pY\n",
       "4MdJS02ZCk9iD7EWhpSFsJJg2JpJKFwIHLd6G+PADzAyHOUPZ2+3ueJvpasNEcKQBzAOivlYhoFe\n",
       "RHt8XGYQAKNFvGEiReookY5Wh4VPFG4YIlL1Jv04UUZKNqRSNVjy8vKKFete7P3q8PulrI7b/DoU\n",
       "J1a45UY/bgWhHKKFVCkEzyeYzCawF5+yEBTD/RQG+iewkIsWXccxD3ifX/dW7EXTT7FaWwHdM+w8\n",
       "GmkZ+ETOeZ3/fBsuj0baSsxbUZmpSGlEfqK4oabBKwmZ7yaCJHwGJiopSYsB7CE+hQHlCJZE3+F/\n",
       "y1OeR5DqHCfKaEVBt4bQEevxz7cTrGc7ifzedYT8zfMJBrAHiVil8lbX+HFKBZPkjQiK6yra2oIB\n",
       "x/XYS0MKCsqCWOXnmU1IvYvnVvm7XUSpdCMh2S6A1SxCjF2PEJ6pFH3lJS8nilIkqHnK2xeASoV4\n",
       "CSaWqXjtJh8z5fuKr1gpXu0+BipXHvHjxEvR5G20+T1a7Od7sd9D5S/v87HQi0O8x8VqawV0z2Ln\n",
       "0EiDYAKstEvWSJPiwgChBLGU01e7OzBw3IJ5ePXYQ9qGTf+lBXYfNg0dxKbFoxjYiAN3HQbS1xMx\n",
       "xiHMSxKJzEyCKUuk4gK3pzHg3IBlVoihTEAq4pp63z7Tt3f671sxYN2IgbvIbZ7yv+cRFJVTBFfA\n",
       "NObxST5HJD0LCFBZRkjDr/N2tZCm8uI23/cYUTQi7TSRw4g8aD5BGr6TWJCcR5DWKBML4jrHAAAf\n",
       "QElEQVSk269Jub+STp/Asguu8v0y9jIaIdR8jxPZIJUqD5ohSGJIJb1j2It3kW/b6/dtD/bdmUFk\n",
       "UwwT2nfi8yhWWyugexY7h0YawDtTSo+llD5bIcF+yRpp24lpuVbXBXo7vaF+bCouEuxESH03+j6i\n",
       "85vv23YRvAhiBjtE8KqqWqnBjxMFoJLuFSM85u00YKCp1La7vO/LMRAY8ONFsKPChANE1sFBIpf1\n",
       "uxj49BALZhKFlE7aHUTxhsQaE+HRbfN2voe9OFT9ttfPKf4B5bDi59a4q+qtjlggU6hD2SP92I0T\n",
       "x/EWQrLogN+vGd5OP5FNsJMgE6rHvN25GDiKeWwl9mLoqRhj0W6K0Eb50BAClSr3VgqdFvq6iRzt\n",
       "bX4dV3u7KiwpVlsroHsWO4tG2suxUMEKrJT/EPDxy3W+rRhgPo495PJolCM7QjBTvYLwkE4SaVwn\n",
       "iLLRKQysFmMP+FPYVFb5tP2EqrCqosRjoMW7Kf97CoubiBrwGMFi1e3tSVdMpbdtnC5UqcWnZYTH\n",
       "rAWkGQQdoZizpjAvrtH730NM77U41U6wsc0mBDZbsWn1SSyUsp3Inx0gvNDk7YomUtVlqoITOElj\n",
       "bofvt9bP0eX3QR6kUsg6CGrJtdjMQKXYL8K84SFCB23Y+zpKkN6IKU6CmOM+Dk0+puKyWM7pNJMq\n",
       "q1ZV4Qrsxfcg9oLcjIUlitXWCuiexyo00m7OOfdlN+AzmNMHl0EjrQ3jQ1hBVKIJsBYQC1i92EMz\n",
       "gT3oqwgKwz7sQRSJyh4CjFcRMUypAyvHVTHDHu+geBw0FR4lFq2GCfmf2ZyeiiRqx2XEwpPyX1u8\n",
       "HSX+9/rxBzEgVcnroJ8r+b5HCZUJEeHUY5Vpq/w8L8diw2sJvTZVuq31tiVv3kzI/0gteYH3eQ6h\n",
       "+VZPLOq1YF6iWNd2EkUKAu6T3u71Pk7iH9Zi4Epv65Rf+80+1gOcniMtrlul84mM/YSP30miOk3c\n",
       "ueIjPo69tOv9/J0ESdFaLLZ7nfe3WG2tgO4Zdi6NNIlSur0BWwSHy6CRtpgg1ZYKwibsId+PAVLC\n",
       "vKlhDMzmYh7MPP9ZiD1kK4j8XJGDi9h8vx8vbbR5hBLucd8+hQH5Eu9PG0H6Ii9rL5Z/KnKbYQyY\n",
       "llS0K/JuhRQ6/TokjCk+XTGrSdJGpuyIEW9rLUHA04B53Cuwqf6Yj9li7/vTREbEDAzwNmBFCfIC\n",
       "JZEkukUIUh7FUZP3VfnMY74/RF5zIwGq8/3eyMPc7fdFpDX1/vM4NjNQRoQ89z7iZTmNebLdfrzC\n",
       "RE1+nSr7lTBnIzYFO4y9wCVtpFS5VRjAS3GjWO2saKT9pJ1LI+0LKaUXYN/1XcBvwOXRSFOd/nIM\n",
       "HK4nFn22EiEDqfoexx7iqzDwmYE9fMqRncSAR5SE8rLEN7DQ991H8L0ewLxCEb9Im00xRq2kN2MP\n",
       "8wqi0mk1Br5KU1OMs4kgKFdRgYo1dvn1DnoboxgAtVb0tZtQtBCoi7BGLF/tBEH6o1ja20uIHGEw\n",
       "kOrDPL0x77sKP5ZjAClZIfFdaKahGYZSsTr9fALdYSJla7OPiSgy5xBkNG1+H24gyprFs9BFVOh1\n",
       "Yy+pGX6+eQTJuWgtKzXyhn3fFmJqNUpQW3ZhX+jH/X83YjnexWpnhXuhxpZSyu/HvCKlV4m6sA0D\n",
       "FYlRildVnK+K4zYTMt63Yi74SkISXIKKAjYB4xAW+/0RsVCTMSB6ipCMWYwBgvS/pjHAu9nPv4FI\n",
       "TVMKlegeB7EQwBEMgMQbrAyCPVgWhHh1dxFTaFWsDWHZCMpzvR7Tfpvn13c15o33EFP1RQSrl65N\n",
       "ZcEtft4J7MW11fvTThDRzPSfKSw2rDjwtVic+HZC5Xg/5oW2YjzFYCAtkH8+9kJQ2GIxkR64imAz\n",
       "GyVCGfLG5W23+nhIFPQpInNjPwHc4tJt8D7tIl4eWkj7OoV7oZZWQLfGllLKv0XIomv1WQ+KSExm\n",
       "EItZKqlNGCBJ8XcvBipN/lnqsSK0Frm5tLl2E+q3W7191fArRCFWqo2EZM5xP/dyonJOC0Fa5R/E\n",
       "XhwKhfQR+bIjBBOW5ISUdqYMiqWEdpzyjeWlD2PgISnyzZye3jXPt3V631t8PHuIl9NyAtxO+XXM\n",
       "rrg2SRQ9goHmVoLoZ5qQmZfnr5nG573PN3I6n8Uqb/soBubzCXYzSfBIwn2N35MTBO/EXiKXuI1I\n",
       "/VJp8IRf32YfxzlEXLoBi0XP8OO+QwHdWloJL1wBplSpDoIYvJV4SK7Fpo4SQpwiqo56/HMbBpqS\n",
       "m9FqfCPmiUoWBgz4tOKujIO12IMtftcJIuWpAwMKyZl3+T57iEwFyfNIOPIYUQWmFDFNpyX/M4yB\n",
       "s9pTbqpio3OxKbWKHiYqrl8zgc3YVP4gBkD9fmyzt6Nqs5uInNrVWExaucWTfswcIh2riaiyG8a8\n",
       "yh1+/VdjHuQiv97NPkaK2y4nikX00lQK2hYf417fVxklo4TyxibfF4KFbSZB5ym07CeKSAaJRTeF\n",
       "PhoI1ZCF3uci11N7K6B7BZhyRU9hILvM/5ZXKI/oEEGWnYlpZgtR2quUCq3UK4Xo57AH/hSRjrYY\n",
       "8+BuwooqFIeVUkE/URWnRbEGgh5xjKi6SthDr/SzDt9HpOJXYaA55G2LThEMRE9iQHUA8yAV02zE\n",
       "XiyPeD+lciuJ+gaML3Y+Qcw+jyjSGPMxuNf7tBL4KwyoXuLHSb6nn6B6VNqXYrzDRIhlzPf/no+t\n",
       "FuXW+/X0YAC3mCBq30bMHJQipmo4LciJ2UyZIyI1f6O38RRBLKSFRnx7D0GoXkew0In8qBV7WSgF\n",
       "rljtrGQvXAGmtKFmzOtTtZW4BFTdVIcBViuR26oFoDYMIB/1bcPEtDVjeW/1GFioMkmgqkKMhcTi\n",
       "1dWYBynv8pj/fy7BzTCT0GBTZZe8K3mi87Cptqa4pwg5+B6iqk7x2VPEQpe4bB/CFqAOYy8e6aBl\n",
       "IowxioVATnr/tvo5+3w/LQZ+hYjr3uft7PDzSnRTC5Mqi27COCPavL/NWFz3RkJKSTFVKSFL7r6T\n",
       "ID/f55/rCDFKLagphvs4AZz1fq8fI3J9O/yala+srA18/Fr8vGAgP8vHY5DgZC5WWyugewWYOHOn\n",
       "sGnn09gDIq2zMezhmYs9tA1EBdcq7AEWOY3CEgu87QEM3BR/PYCB7So/r2K2ywmS8/kYbWKdHysS\n",
       "b0mdN3r7k5hHlzDwHvXjJYV+wPd7BAMEMYgdqrgu9WMbUUQxQpS9DmMvgmFv7zFiAUseswjFr/P9\n",
       "RHN5CAPUpUS+8W3E4tSYj8W8ijaPEGl3JzFwvY8gy9EUfgR7eW3DgFALehLkVIjlfswDXkaEPq73\n",
       "/nRjYY61WMhjPqHmITpK5SmOEOGdeuyFII/8EPGCUIjkKFESrKKJRoJQqVjtrIDuFWAzMSBQviYY\n",
       "iClbYYSoEjtGkNJIRfgx378H82zHsQesmajDb/TtiskOEJkGAq85GEBMY3y93X7czZjHLQpGVYtp\n",
       "hXySIAQ/hFVercJCCtNY/qgkxWdimQjiwFUqnFbhn0eIPCrjYTvmrc6pGJ+ThCzPpPdpHwZuizGP\n",
       "b73/X+lzJzHQU1WcMi/u8zGESNl6kshNHvBxlW7aDoxYqB2jrOzDwLfL+7/Bx2oLljObfLxu8HNL\n",
       "UHQGFq+fINLSFIsV6Y7CCKe8v5JQWuLbB7DvwiKCkP6Uj/9TRCimDgN9FXYUq50V0L0CTAsjkupZ\n",
       "iHmEP8S8nSUYAKkstA4DJuWEdvtxojVUDFIsVksxMOwmVsCHsIe6lQC0FqKCSyxVECKKPRg4tBG5\n",
       "ovIAT3kfxRMwgYGZyM7lvauQYZX3YZOffx7BfPYwITezzq//ACErr4T/3X6cwHQd5vl9n6gm0wtq\n",
       "nBDl3Ovjm/040TE+REgi9WIvgV0+XvsIUpxxLC1PXMZgADzs+yzDFsTEdQERPthPKCWLtlOpggJ5\n",
       "xXN/1q+7MsZ+lAgxNPv1dxMe7gRRXnw1Mfs5ic0GiqdbeyspYzW2lFK+jVg8U4xVVUgDxMq1iM4X\n",
       "YCCmUEAbNp3PRBjiIKFEoCm29t3gnzWFlnckqkdxMuwlPOwF3lYv5rEd8X0bsfDBakKN9xShPqEV\n",
       "/SMEDaEWCRWKEPjN9vN2YWB3PRHLvhcDmEMYeIieso94Ac0jwhC9vu8q/zyTSK8aITzfWX7+HmIB\n",
       "r5Gohnse9hLbSix2tWLx3H4fdxU13ITFZFWirFzcbQTHwzThzSc/j1Lu9vixUsM4WdGOQg5dfs3H\n",
       "MTtFqAsPY2C/CwPfAUKRY7Ef/yNKylitrXi6V4ApayFjU9Ju7OHWAs18InVpwH+/HHvoh4EHMNBR\n",
       "mpdipcPYw6lYYTMGHpKTGcAeblExzsAAtA2L8aocdrXvq6qwpwnWqiYsI0CkEku8PZWwSpV2BfZi\n",
       "0SLQEeIlsxgDvRUYSOzHwPABH4/NhOTPhLffR7BsHfDrkLpDn/+WaKY87DaCBnLaPzf6firaGCeE\n",
       "LF+CeeIriSovvP2tWPji54A3c3rqXiOR+rfY783LsHDKWuJFtIPw7vcTZD9PEyCrjAplHRzEXsrK\n",
       "rtAxw9iLVTOQuX4d4toVQ11B2tpbAd0rwERbJm9vP/bQy1MaInSzOv3vxzEw2IGB6VH/30IiCf9a\n",
       "b/9xQsobbMFpBAP0JoIn4SQGClv8R4oU4vNVf5TOpXxheZ5anGrCMgmeJhjSMqElpqKOLsL7m4MB\n",
       "1kw/5jgGGFqQeo33TfnEx4jQyAhRxbaVqNoaxOLKKoIQx6+m83rhaHGwgaBoFI3jNEFzOYaRJ4t9\n",
       "7U4/l1SJFcrY5PdxysfkWoL4R+c77tuPe9/EayHVj1GidPr5fg1SbtasoxF7UY0TWRDiVQZ7mbQT\n",
       "xS4nCDrPYrWzArrnsJRSvcvy/L3/3ZFSujultC2ldFcFn+4ly/W0YB7TYsxbUcxPKryHiZiuSlpn\n",
       "YA/YDVhJ6gqizFex3fuxB/gaghxcAodKdRr0dsR/cByLBQo0FmDe1VFC2mYRNo1twsDmmLd1rW9X\n",
       "OGQVBmSrvc+aYmeCI0AVYJJ3V57qWiKc0YAB7TZiAXE5FldVKtQs7Mt8jMhgUExVHq3ioSJW18KT\n",
       "2L4UYqks1Z0JfIuQjv9ffp0rsDS8KR+ra3xfVYdtI6b6fQTgX+33opGQ5ZF6b5vfnwE/VpwNKjNu\n",
       "8rFUKtgpP07sa6OETH0TwbmseP8UoSpSrHZWQPfcdic2s1XQ+/3A3TnntVhe/Pvh8sj1bPUGhzDv\n",
       "cDvmrTRgoLqGoHhcAfwMIYE+iHmVvUQyfR8GPDdjD14L9hAOE6W+fX5xczAg6PJzdBIqDlqsUslq\n",
       "PVGKvJVQCE4EiU2f97mHoKTc4f18AgO7jIGBGLUOEV7dAAa4Ixho34J5uc0YoEq9V3wJgwRtZBtB\n",
       "i1lHEOgoIyAR4QaVyEomSEUo/57wrsf8/8nHQOGNl/hYKOwg73QBwac708+xxvuOn2ez32fJ7iir\n",
       "ZBH2Yjnl7UreSAKdKlcWQCtfWOGJMe+3KuNm+bVKZeKY/5QHvvZW7sFZLKXUjWX7fIYIg70OK63H\n",
       "f0t655Lleo5iD9UyzJPRNHEu9kCLnGYSA8SdhATFNiLFaCkGcCv8f48Q9ImTmMfaiD34j2P8lAOY\n",
       "5/Qtb0eCihKP3IuB6R1EWa14XyUXLrrAhAHpY0SVnUIaoiKsTC/rxsCjE4t5goH644QS7tWE9NBK\n",
       "DLSV9tTn1ya+htkYyBzDwPoEoezQjHl6UlWWGsRMbGFLfMSfAP41BojisV3o17wC+CXgf/o90ExB\n",
       "PAnHvc0u7EVyyM91vY+lBED1whGNnWKvMzHQFAfFce/nfkIiqYGoSMu+z0m/frAv3yw/xxzsRdBP\n",
       "hI92U6zWVkD37PZJ4L3EbB6gK+d82D9rjQsug1zPMoKfYJ/veB1R9QUGCgsxUDmKpUWJ7LsJ844V\n",
       "7xBhThPmvYlMpxMD3dVYHu6DGKgdxzw8CPatHiJNqpvwviWGeQvwSgywJRGv2KwW+1QmPIcIJSid\n",
       "SrSVUpaQkoVW25dg4DxEeMGrsRzgW/3c4qeVZ3cEe2E1YzdI5MYJA2ItRorQptH3v9d/K9b7MezG\n",
       "dfg2cQ5f7WP2y0S8dBbhGQ8RC3L1RCx7h9/T1b6fhC2HK9pWkce0n1sxWF1bLwbY4rnYS2jQqVhF\n",
       "aWniKlZ2yFpCp66eYrW2ArpnWErp54G+nPMGzrHY63y5ly3XTtPSQezBbMVydAUk4jLo9P9JlXYC\n",
       "S10axEBgj7cn0uwxLI0JDOzaMPATzeA4Bk79GKjWE5kEWnAZwr4k7d5GBxZnfsR/lmGFAuuwvNIR\n",
       "b+MYkRuasAWtRiJvdSUWhhAoH8WARJyxellMYCvvXyUyLLb7dXRiICyvUBI2nURqmtR/xQ9Rh73A\n",
       "rvbznST0yVR6qwIQZR8MYPHxDX599xC50PixSvFbQTDA1Xv73VjMVy8CvRwrqRjFt6CwgF4AM3ws\n",
       "FXoReY7Kppf7vRknUuy2+7kavU8C6EZOlzgpVhsrebpnWErpv2AqD+JMaQO+hjl3L88593ro4J6c\n",
       "89UppfcD5Jw/4sd/B/gQhoH35Jyv8e2/Crws5/z2M85XbkCxqlvJ062dFdA9j6WUXgb8ds75F1JK\n",
       "HwOO5pw/6kA7N+f8fl9I+xI2612CidOuzjnnlNKDwLuwYqdvAp86l3pEsWLF/mVYoXZ8ZtNb6SPA\n",
       "V1JKb8PWI94El0eup1ixYv9yrHi6xYoVK1ZFKwtpNbSU0qu9oGJ7Sul9z/KY3Smlx71w4yHf9qwL\n",
       "N1JKn0spHU4pPVGxz8UWfhxLKU2llI5UbP9wSmm/929DSuk1z7KtJ1JKu1JK+1JKm1JKT6aU3nUJ\n",
       "/XttSmkkpTSeUjpS0dbF9u/JlNJYSqk/pbQ5pfRHl9C3F6WURr1vRyvaupSx255S+lSqUkFPsUuw\n",
       "nHP5qcEPtmj9NLZ43ojVOFzzLI7bBXScse1jwO/45/cBH/HP13q7EmB4GitgWwc8cZHHa3b0EPDr\n",
       "3tYw8Grf/iHgPWfp9zO1dSuWFfcDrMikBcsku+Yi+7cB+DX//A9YBtw1l9i/2VhK82sxaoiXXsLY\n",
       "/ZR//jaWfv3SS+mbf94M/CPwjUu8r2rvW7qv5efy/RRPt3Z2K/B0znl3znkSU5F5/bM89syV5wsp\n",
       "3BAB1cUeX1n48T+8rUFOL/w428r4MxaR5Jx7gT8FfjHnPIKB0ZKL7N/MnPNf+n7/HxZvV570xfZv\n",
       "FCtyeSOhmXmxY/cD3+/LWAaY7slF9S1ZQY9EKJ7zgp5iF28FdGtnSwjKWoiiimeyDHw3pfRwSuk/\n",
       "+rYLLdw40y618GPyjHbfmVJ6LKX02Yop7QUVkaSUejAv+sHL0L9TfswDl9K/lFId8IfAv8XSATdd\n",
       "bN9SSnUppY3AnwPD3tZF9w0r6PkkBuCy56ygp9jFWwHd2tnFrmC+JOe8DqMkeEdK6adOa9Tmhedr\n",
       "+7znfRbHP5P9GVYDIPK0j19EG/XA3wB35pyPV/7jQvuXUmrBgHKTe88X3b+c8zRWvHc3cHtK6Y6L\n",
       "7VvOeTrn/ALMa56XUnr5xfYteUEPVhdRlYKeYhdvBXRrZwc4vUBoKad7GWe1nPMh/90P/C0Wpjic\n",
       "UloI4FPEvnOco5ugvq20Czl+v2/vrtjeqHZzzn3ZDeOuuPUC21qOFat9Mef8d5fSv5RSIwbeD2EF\n",
       "dJejf91Y4cs3sYK/Sx27dgwsb76Evr0YCyX8DcYE+dMppS9ehr6d6/tS7BKsgG7t7GGMeawnpdSE\n",
       "MZV943wHpJRmp5Ra/XMzRkHwhB/3Vt/trYDA6hvAr6SUmlJKoiJ4iJ+0CzreY6/DKaXbfL+5OsYf\n",
       "btkbvH/Pqq2UUsLyodfnnP/4UvsHfB1bXJp/Gfr3Sp/uvwVbYHoFtlh3MX0bTSn9jF/vW3G5NgHk\n",
       "hfbNr3MZ9p36MPCPOee3XOy4VdyLt1QcU+xyWa1X8v4l/2Ahgq3YQsYHnsX+K7BV540YJcEHfHsH\n",
       "Vgm3DbgLq5bTMR/09rcAr8IWbg4SquD/7kKOr9h+E7aANoXFTPdhU+8vYERhj2EPbNezbOsJQr1n\n",
       "IwZoG7BMhovp39sI9fo+b+s1l9C/bYSA8OPAey907Cu2/ytCLf5IRVuXMnZPA5/CCNu+cQl9O629\n",
       "Wj8j/xx/SnFEsWLFilXRSnihWLFixapoBXSLFStWrIpWQLdYsWLFqmgFdIsVK1asilZAt1ixYsWq\n",
       "aAV0ixUrVqyKVkC3WLFixapoBXSLFStWrIpWQLdYsWLFqmgFdIsVK1asilZAt1ixYsWqaAV0ixUr\n",
       "VqyKVkC3WLFixapoBXSLFStWrIpWQLdYsWLFqmgFdIsVK1asilZAt1ixYsWqaAV0ixUrVqyKVkC3\n",
       "WLFixapoBXSLFStWrIrWcL5/ppSKamWxYsWKXYTlnNPZtp8XdAFagXr/XOefz/a3XOb6iu3P5u9z\n",
       "tXGxbZ6vjWfb5pl9u5g2n2nMnk2bz2bcn6nNZzPuz3iScnP/+X5BknZqqPg519/15/j/+Y55tm1e\n",
       "Shtnbqt9mymdFW+BEl4oVqxYsapaAd1ixYoVq6IV0C1WrFixKloB3WLFihWrohXQLVasWLEqWgHd\n",
       "YsWKFauiFdAtVqxYsSpaAd1ixYoVq6IV0C1WrFixKloB3WLFihWrohXQLVasWLEq2hUPukdq3QG3\n",
       "7bXugNtDte6A273jte6B2b29te6B2b1P1boHZvfeX+semN1770CtuwDAvfduqnUXfsKueNA9WusO\n",
       "uD1d6w64ra91B9wK6J5uBXRPtysHdDfXugs/YVc86BYrVqzYPycroFusWLFiVbSU87l5yguJebFi\n",
       "xYpdnJ2LxPy8oFusWLFixS6vlfBCsWLFilXRCugWK1asWBWtgG6xYsWKVdGuCNBNKdWnlDaklP7e\n",
       "/+5IKd2dUtqWUrorpTS3Yt8PpJS2p5S2pJReeRn78IGU0qaU0hMppS+llGZUox8ppc+llA6nlJ6o\n",
       "2PZfU0pPpZQeSyl9LaU055nOm1K6yfu+PaX0J5ejH779nd6XJ1NKH61CP5amlO7xe/FkSuldvv2C\n",
       "78Wl9OVc/aj4//+dUppOKXXUoh8ppVtTSg/5c7M+pXTLc9yPmSmlB1NKG1NKm1NKf+Tbq/pdPVc/\n",
       "/H9V/a5etOWca/4DvAf4S+Ab/vfHgN/xz+8DPuKfrwU2Ao1AD1azUHcZzt8D7ARm+N9/Dby1Gv0A\n",
       "fgpYBzxRse0Vag/4yDOcV4uhDwG3+udvAa++DP24A7gbaPS/O6vQj4XAC/xzC7AVuOYC78Ul9+Vc\n",
       "/fC/lwLfAXYBHbXoB3Av8Crf/hrgnircm9n+uwF4AHhpjb6rZ+tH1b+rF/tTc083pdQNvBb4DKAU\n",
       "i9cBn/fPnwd+0T+/Hvhyznky57wbG8BbL0M3hoFJYHZKqQGYDRysRj9yzj8ABs7YdnfOedr/fBDo\n",
       "Ps95b0spLQJac86qEv5CRV8vuh/AbwJ/lHOe9H36q9CP3pzzRv88AjwFLOHC7sUl9+Uc/Vjs//4E\n",
       "8DtnHFLNfiwBDgHyKucCB57Lfvj5R/1jE6ZJfqxG39Uz+zEAvJ0qf1cv1moOusAngfcC0xXbunLO\n",
       "h/3zYaDLPy8G9lfstx/7Al6S5ZyPAR8H9mJgO5hzvrva/TiH/XvsLXy+8565/cBl6s8a4PaU0gMp\n",
       "pXtTSjdXsx8ppR7M+36QC78Xl60vlf1IKb0e2J9zfvyM3arZjweA9wMfTyntBf4r8IHnuh8ppbqU\n",
       "0kZs/O/JOZ9ZY1uV7+pZ+rEJWEsNv6sXYjUF3ZTSzwN9OecNhJd7mmXz/c+XTHzJicYppVXAf8Km\n",
       "H4uBlpTSv652P87Sr98FJnLOX7rcbT9LawDac84vxF6MX6nWiVNKLcDfAHfmnI9X/u9Z3IvL3Y+v\n",
       "AndijsEHgQ9V7lLtfrjH+1ngXTnnZcC7gc89133IOU/nnF+AebO3p5ReXtG/qn1Xz9GPmn1XL9Rq\n",
       "7em+GHhdSmkX8GXgp1NKXwQOp5QWAvg0oM/3P4DF02TdxLTqUuxm4P6c89Gc8xTwNeBFQG+V+/Fj\n",
       "Syn9Wyzs8msVm8923v2+vfuM7ZejP/uxsSDnvB6YTinNf677kVJqxAD3iznnv/PNF/KduCx9qejH\n",
       "X3g/VmEv5sf8O9sNPJJS6qpyP8BikX/rn79KhLee8+9IznkI+Cb23NTsu3pGP2ryXb0oq0bg+Nn8\n",
       "AC8D/t4/fwx4n39+Pz8ZnG8CVgA78KD4JZ77+cCTwCzMc/k88I5q9QN7kCsXsF4NbALmn7HfOc+L\n",
       "TcFv8/5f1KLAWfrxG8B/9s9rgb3PdT/8uC8Anzxj+wXfi0vpy7n6ccY+Z1tIq0o/gEeBl/nnnwHW\n",
       "P8f9mA/M9c+zgO/7eav6XT1PP6r+Xb3Yn+f8BBcwmC8jshc6gO8C24C7NMj+vw9iwfAt+OrtZTr/\n",
       "7/iX5wkMdBur0Q/Mwz8ITAD7sLjYdmAPsMF/Pv1M5wVu8r4/DXzqEvox7v34dz4GX/R2HwFeXoV+\n",
       "vBSbxm+suP5XX8y9uJS+nKMfrzljn5046Fa7H5h396Bv/ydg3XPcjxswoN8IPA6817dX9bt6nn5U\n",
       "/bt6sT+Fe6FYsWLFqmi1jukWK1as2L8oK6BbrFixYlW0ArrFihUrVkUroFusWLFiVbQCusWKFStW\n",
       "RSugW6xYsWJVtAK6xYoVK1ZF+/8B6jiZD0iK4hsAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10973f610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pylab as plt\n",
    "\n",
    "im = plt.imshow(arr7, cmap='hot')\n",
    "plt.colorbar(im, orientation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}