16_10_06 animation test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEACAYAAABVtcpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMENAkhpmCEhSw/4Pcmi5dby9+vIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6ad7710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First set up the figure, the axis, and the plot element we want to animate\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.set_xlim(( 0, 1))\n",
    "ax.set_ylim((-2, 2))\n",
    "\n",
    "line, = ax.plot([], [], lw=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# initialization function: plot the background of each frame\n",
    "def init():\n",
    "    line.set_data([], [])\n",
    "    return (line,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# animation function. This is called sequentially\n",
    "def animate(i):\n",
    "    x = np.linspace(0, 1.0, 1000)\n",
    "    y = np.sin(2 * np.pi * (x - 0.01 * i))\n",
    "    line.set_data(x, y)\n",
    "    return (line,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# call the animator. blit=True means only re-draw the parts that have changed.\n",
    "anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
    "                               frames=100, interval=20, blit=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=\"432.0\" height=\"288.0\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAHGZ0eXBNNFYgAAACAGlzb21pc28yYXZjMQAAAAhmcmVlAABedG1kYXQAAAKuBgX//6rcRem9\n",
       "5tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUgMTQ4IHIyNjY1IGEwMWUzMzkgLSBILjI2NC9NUEVHLTQg\n",
       "QVZDIGNvZGVjIC0gQ29weWxlZnQgMjAwMy0yMDE2IC0gaHR0cDovL3d3dy52aWRlb2xhbi5vcmcv\n",
       "eDI2NC5odG1sIC0gb3B0aW9uczogY2FiYWM9MSByZWY9MyBkZWJsb2NrPTE6MDowIGFuYWx5c2U9\n",
       "MHgzOjB4MTEzIG1lPWhleCBzdWJtZT03IHBzeT0xIHBzeV9yZD0xLjAwOjAuMDAgbWl4ZWRfcmVm\n",
       "PTEgbWVfcmFuZ2U9MTYgY2hyb21hX21lPTEgdHJlbGxpcz0xIDh4OGRjdD0xIGNxbT0wIGRlYWR6\n",
       "b25lPTIxLDExIGZhc3RfcHNraXA9MSBjaHJvbWFfcXBfb2Zmc2V0PS0yIHRocmVhZHM9NiBsb29r\n",
       "YWhlYWRfdGhyZWFkcz0xIHNsaWNlZF90aHJlYWRzPTAgbnI9MCBkZWNpbWF0ZT0xIGludGVybGFj\n",
       "ZWQ9MCBibHVyYXlfY29tcGF0PTAgY29uc3RyYWluZWRfaW50cmE9MCBiZnJhbWVzPTMgYl9weXJh\n",
       "bWlkPTIgYl9hZGFwdD0xIGJfYmlhcz0wIGRpcmVjdD0xIHdlaWdodGI9MSBvcGVuX2dvcD0wIHdl\n",
       "aWdodHA9MiBrZXlpbnQ9MjUwIGtleWludF9taW49MjUgc2NlbmVjdXQ9NDAgaW50cmFfcmVmcmVz\n",
       "aD0wIHJjX2xvb2thaGVhZD00MCByYz1jcmYgbWJ0cmVlPTEgY3JmPTIzLjAgcWNvbXA9MC42MCBx\n",
       "cG1pbj0wIHFwbWF4PTY5IHFwc3RlcD00IGlwX3JhdGlvPTEuNDAgYXE9MToxLjAwAIAAAA4gZYiE\n",
       "ACv//vZzfAprRzOVLgV292aj5dCS5fsQYPrQAAADAAGq1jzrtwyIfwASBUrH6dHNWWUgRaFATHQ3\n",
       "fSp+VIuMCon2gUQ4ymmTtYT5dw5XMaGy4rsO9Dqv5Gun4uOFsDqxLg0PGr/YUWTmw/PJ7wnS7yVu\n",
       "Jo1QRB2OW4+yP+xddahFTjrlY6ecBTcaLkRghE4/5JgzFi1v2KxnHnzStzlLsxoKz7MPk2wChr2V\n",
       "JZt+j8dU70lI6Er+tVTJk2n/7ogBOB6YrlbEJ4hfteXl20cVk/VfmPRGtanNyDi7SWceHAgRTtPF\n",
       "KfzRnPc5VPxDfytJrFAVFMsE1YWsXryNwBTBfLKmEnBRNE2wh9UC+SFKJWILnsikohNL1F9baHl5\n",
       "6qPu6G4rg1KwSl7r//SrwOSmm+NMmCsN8Xx/AQrfrtuhxi/X8xjtvitSl3/BGE7JMSTQQEc85Gd3\n",
       "rCyGDS7jMWHnseWl1cqAAkMP4/drVSmrGgymYjECrJYIpaAlzR5ItfI0hRzLbEoTkdp5+SpIB9gI\n",
       "AAAGprWci+CSnk9pilqQlNj+Ne6vhIAPLdB/mlxAGiQkCz2//rBDg8vxT3qCcmiR7YIWQgVVqB5l\n",
       "QxkrkaqxVR1iqtKjmp9xzVWbMmDDHPU3c301eymGxY5onzCNWcYIKdAW0dcip5P1MplYOxSxnJa/\n",
       "xoL9Hv/vdH84ByUGnbTitPpyu62j7VmEt5i6ey+ll4PwFN7qnX7fmqrXv124TMuCpZj/q5kUP4DY\n",
       "BCX+o/EZezr3FWvOIVivM2pxQdxLF26T3QCg9VTBEwpHdzKfeRTVBlAOhxU13gm9wH/vChe0oPsU\n",
       "25V1GUSDZ99/VRsEw/SQANS3l4lPHSGX8dGezLg+zIB2Nn0m+8UJq6PShFdrM4//65htaw90ALqc\n",
       "5zP42mG4ZG9WRaTXoYpfeRopPm2O5ovgDmJGZzHNGzRBOdyuZnBK1KtvvmFcBniWCP51ih11h76L\n",
       "kdx2vDZ6wmAcSfihtKwN36y+eM9T5OiVzxv4TuDoDxuJT6UL+bUUeAdigEuEUKfyVHlaGiOUx2jh\n",
       "mP1bl+bxP/M4UQ0AkDvOXckP/5AwMKSTRg/tQHGnXG7hXmLzbhNOItg6e/XQ+wAXmVjIAOhe/CKH\n",
       "pmAfnEjELL7sItDhdssApa5dg5hOQCxWNF2BF4ZkPXma4z/qbzJyLSm4uj4X13lUzEDuc2x5IoAF\n",
       "/DL+YPk9aUVZOHwzsZ6AWUUHr4BODgoc0n700JJVxBk7TarlGZhQGVryBUCVbetg1qeFKi1RsNTO\n",
       "IUmVMxgMduMYBHqnO07d41VG6/l1U1cZqnJU8NYtW7aZTuE+cK9hocXeIYajquHMFiCBHK1mKLt1\n",
       "cAncF0gg7KwUas6AcSFr48Cs6UWUPiIZPPTGvbu8ihfoiI5BW79wS5ORrc8B7jXuY2H+T7qpQAQA\n",
       "quxezwIyErWBYOlH7thQUQmZiZ3jp+X3TDeHMgE7tvr7xEEIAAxEaxkJ8CdTjtCtNyg/1aKMusMN\n",
       "8JK9cKBsnFz4sNz1QW0b6iqmObVMDwxHT/H3pX7eZT368Z/XNuh5z3itzYsTpsP3rFM9jpYlZ411\n",
       "ug9nA8a3aVghhRmapq50Alux900tyjQhM/fJm5YBIEzite4AjtJBit2nwkjSz15QUAszI6Tp/XLp\n",
       "HE5WydSg18yKLAwTy8ubxcydYo0XEJbqrdwHBaq9ZwuiewQDYSJVLxf24zMfLpVD8m5ivt7MqZG9\n",
       "DBz0owOeAq4rE0QOf+Nv+mE2cuhJJwxFv2vehU+6191QGe3rL2iXQFAC1rS2OP3g6qsmz2e4tsI+\n",
       "CPhyjKu2c5Zf2dC1d1W90rlYQLWQQG9twKHcj/PGC/d8YNPTClf6KBR+96OEYNIQMdUSHawWW9Rp\n",
       "TrxJshwFb6OIZnToDVyOl425d2TW773kVrypPpbZZqs9zOW/+NWX384/GowdI7e48gfrS5xAglfT\n",
       "AvXVx7XFAaRqx6k76mlgXN0QgM1XBTw9taRZAW84URfGO61/DuS2GmVd+JaK1ZBA1l4sQ+dgEYZj\n",
       "OFKFILkz+LQ7eVrj47fR9oQuw4ClBc65dY3zHNKpUHkdG377PLAzhadtYQka0FRLgFJubYSaRovX\n",
       "rT75be7jyEJ7wsT8UNnIKfqDyVuswYq838EJoKEcWNhxmuf+OkQez57TzPEp4gI7k2v7aEUwiiIv\n",
       "toX+Mlpmv6eQbKJwZSFuebWLCd+H4zfCnj/GRSS4YbuaoYONYT6woWKyiiwtPU4xsBC1NJcfQSxM\n",
       "E0bil1aE1KBeXEJ1/Zbrxy7RPkJlVXOWCNCnMevjCXGiw7Qm0RTuT4MtHDvTweApZ4acmWb/uRN0\n",
       "U7QtZiQVJSuALGPKlLFY2aTS/uVNzlMoY6q3gl7fQw0yeMji1Eb96DV+E+PDJhemMeLgnr781nRK\n",
       "Tj3znmuDtQBH5iYWcTMr//3uoihvFXmXJVelUy/wXbPOs2LCGNmQB4kTlJzhbYq16InU1d/dxTbx\n",
       "yCFD3pL8+IAtST5zGkLJHArGGQf2PIMjU6JKzDuZ3zI+IRktKHXVHPv/KsOySbyAj5zrbbVr3qHJ\n",
       "aEvmJLsQC4X8vnmHND/RETkCWKcus/J8MbNZbfpFhxQ6+PLLB8wTNM8ja4ROlQS4hd1KUi9A15AB\n",
       "I4xo+Jc7DjYG0w02gG2NDWVOyCa7l6Hl17uqh30+kxDIRvb4tIQ40NoNOA2qTCTp5xzWu+2PD+vf\n",
       "QWu8L3eX0hulo/Zbx88V7X2NPxDq/GRv2LpJtEBADHU1semWUt5QdMrOXiXcy7//a/tfCNelqVm/\n",
       "QMLqme0er0+h3aUloEjVtNtC9rjy7oM9bdDAZcP6RYFgb1ESjvRw9UJ004wl1VvALNR+2v3OYpFa\n",
       "hHsRjWQ/efVsInwM2u6TaGV3xQQcg6ZeODwAuF/rc1Xocfr8A32jZj7+OUADcq8vZa3MBeWFrWo6\n",
       "lydkPQvUJI/J38L+2owN2OpwiQYWaITSOO17gR7HshFhvysh/vZ+XXAeIpejk8xAyj89ibUmM75K\n",
       "yXAuyyIiwYAcQRaHnEEuwXLA73OrInG8CJT4eiY4wgQ/wpKUvzBX31sSzHO3Ns3P74Gsle0ufdwm\n",
       "KZg9oF+yP+W6MC7BrK0pg08us0OI/LSGPGZmyB9qMwrc4frSm2L84fUCkZ94wnQE+kxpnNza6Zil\n",
       "LkkR/82LYES8uwV8CQE2EDSTkd6wFzJj9w/ZCRof0K9RcvE0oSgUr//IacQ4n+E+8kuSFOKm/dau\n",
       "vumyAWOjnOpXi1Z3aSsXu7HqS3ca1MuSxjNLe4IPiXvdLxMFfJl3dS13eznX7hYgT7wa3pLIPPci\n",
       "akT+ARNunq2GLCqzzez+Kj17qa+2gBoMxfpEe6Xwbniy8XmBA2LGl8b/lArhdSTn3hKRSWFF4m2q\n",
       "kepWkhNxeFqsnaxvuUb8g8q7aWHlGP4JtK1Z7Ghd3IgP4zLcfL4GfswzCAffppauTEPk6Wrb/L7C\n",
       "EwPoh4cpUfmgLZdZJwutOoHy8BOKAq1CctzWBoY8DwUYevqmcFJC7T/SgYvuy/Rogn+RgjMjVrf0\n",
       "cj3vvTT0yE1MzLvFRAnnmh/MOOt2w2MZMBJZynTvwmH8SVusTuL8DFvWmPvEogB/Yc/ze9o8ERB2\n",
       "HAtN2CxoJTfXspyRJapnV1qNeBNDYE9Vrv+uuCBaTrczA4FA1PIOGYVu8B+b220JYNbJyBttq4Ag\n",
       "I64bFXfOMDgm2GZhhWXzbINDckdEnC5Rwz5HSCBD7FgwvZcuSQ/UnEfj2s22pMYKTPgJHYT2Wge/\n",
       "+Xemixfis092e6/gz/QWIPaoyXgA9YmG6hVPQ2vGMT41y2JF6KvPHBlVyfBug4qCOeX348nBKeLs\n",
       "QAXwkKc9MfK9TgwX5HalucuhMxmpjzLYqEltzrjJFNncBQlDpDrOPlQ36X3khc5KlpwT+Z1/EOCa\n",
       "lX2TB2+y9cGptJBoWm2r2yAoYuqh8J5Duhx9UBCA9VlY1mKftsgBbvHMXzJsJvz4HtVeFrmjzesf\n",
       "UuD5V1obgZ2699haY7XdoQFifgSNs3K9ppWsiqaJVxvB4PL8V2LQ8cgfjVmpSbvBCtoCjHOSPJRB\n",
       "rehkbaFvh6B7qbEZjwof/fd+oTXn3KAM7eHoIoYq0CwihpTWg8I7F42Ff8Hv0djbIU0Sytn9nd7K\n",
       "He9hIL1RZLmMvLCqoVeCqEPa+1qIsA4TjwnRMOKPXLuhA8q4P5QKaFuJFzrEDn448FEXppLeIR9B\n",
       "sWdxSsq7Y1hachBIimGK/W9XEvA67KPmXoxErJ8Emm+j7uxvP56z/VZu30XbSb7QdvIMpsdALGVC\n",
       "pBi1ITEC7KhzIKPZNrAAvgRsIv+kbkFg4wGf5qD1PDvEtI1wA1nLs9dTy1XIDVN8IhkhixHj6r78\n",
       "vME41vs1pSrkQihRwcwzRjkkczeHfykCYLBTNVy1FGgNze1uFQdmyL0cZ5qZkNzY/CPm/8zeVVzv\n",
       "erLXkzrSl7zpM1+yBEgXSn6X99DnoYHhs+cEoKEZ+XzLzXvAheJwScWeIPwyvAl/O7B4f3nW4hLK\n",
       "FBqciAiE/WWUAjN7PyUhW8nPm3BIR/0Gj0qjUps2AGQnr65hD+H52rBpfCx6BouEmKxzitT/Ruf1\n",
       "Fxt1T05wvO+2SNKNYveMCo7Lq+K24z/hzLslVK59ZL2zyM/8V9OqBGld/qr1lWOOLVPxRlUDV3Ka\n",
       "I7fIzGhDAltJBUzrC5yX3i41HPghB/aqLe5WTjWHGGU9oUuS+yNuG0nqsJT8qOLtDC8WVvmpUomK\n",
       "loOjngjSe1YUQ/QfNsOcQgAAFLAF5QAAAbBBmiFsQr/+OEGLGYAFIw8Ppbmu1kPieBBo602Z8yK9\n",
       "mn8MZZZYQh2DA8t6wJmvAaVYKo+mAETDrSj2mi4ajITQBXxDmH4Upmgeqkt3IYgATAY+JrRgjvGv\n",
       "tNbkIm/ooBArrvH9LL6PF+ofa31tbEXyIzRDDpJKnQSr0S7Qgwa0pLWmo8DafiKbKyFYbLu8x1A1\n",
       "5//mMYczme/k7b9al86F0ln4SMVoweFSqDUQGdYRn4jPF6QvQbOPYjxzzG0saaJo2tCyxakTg10o\n",
       "YW9DdK8lxgmlkKL+5uXTOaw6JKBCAEnwCogmvbgnjnV76jSlTg/7nVK3rS2Ap0CRgq5HHyD5FiaU\n",
       "K4DKwJ4eqni+60UJHlaUCwRKRTlZ5hceGorkS47pHt3PRzhzC9RS+MMUjcuvVWukYUOoSq4Nv7oL\n",
       "LvQlRz4VSDzW6EW7gcSkT/t37K9e0t+CbnoTpVOzh2tyQmr+q+/X407ejQn8h4Of7IDzDEb+Vx68\n",
       "J4G421nPlaI3hYyKn1IE4FFgbPcM9Aaiup+u1OFURkD0xMMN/h23ZXBZTNmLY9bEeZAebiENWL93\n",
       "jLAAAAGWQZpCPCGTKYQr//44QBUvkia9xYhlhDM3mYBt4Mf61ZOZK7yZ0qazX/ZlYqs5JIDB8MQG\n",
       "Tj9ymf/LlqF15mzTTmQm7B9JGTRK7p/RRer7GHlfR0+5g/1k36yjgxosRFwqcm+fBH1DdaUytnEJ\n",
       "YeostDmHvW4nxcw7oQ7w/BmDhIizKawzCMdZ4+zrEB7jj3SYTgdj1vPAP7Pmk0+Q2HQdvrUKHYsr\n",
       "e81kOm0JC6mOz89C9g/6eHwhkiXt1oYoTSyb1ecpvOYjRo6mG8XsOfIn2Zv4RrSfV410MEe/D7bC\n",
       "gqhyqGtQI6zi9Gt0OY+Y7aURC9yH+KP01VDfl7KF5vheuYyQizUsYUvZnmOgNT6hbGQ+nNUD6Ood\n",
       "z7OFidtB7WM3rT4+aiw0ljVhQaVjxHKRqxcu6Ya8boGLqEhChuSUclEGIlvBvicwDwBpmWOzWVPt\n",
       "OJ7SSovJIYLRNR1r9x2CkmU8RZDTFp3XRU8XJYg415OvazWe+FZmOurTkUg8T1qLpcV6NYnJtMaB\n",
       "oGWoP1/3yFYujav2MQAAANZBmmNJ4Q8mUwIX//6MsAID8TpDanPWxsExMjIqoy/0e77Op/X9Z9MI\n",
       "h5R8uIUUACqFpgjNnGKKHfN2U7e62HDhG/xpyNkVfWWJ9OBYHCKu1DxlS0xBCIkSnuj6c7t2ADHH\n",
       "MkaCEdVvFbPu0Wvz629HvmUeqzvdRnqwyxa6bYY2heUvp7RZYOQYgrQNiRGpbMuBjDxD2IzeUrh0\n",
       "C072wbF9D6yzQ+FtoOsTTs2k/9keOgGXrHAJyozxCRv9Ra8LtI5X0r8MqDxJALmS6owFSXnMd5ME\n",
       "oSNUAAAA/kGahUnhDyZTBRE8L//+jLAAy3Cc/bMyJMAOaiaYiXMS9akf0cAmUZRFa5peWcFlJDum\n",
       "TP9JHN062j0lnBrslo08UJMO3fdH0LEY5Baxj0Mgl5wkkkUs3LW8OdeXg1lvkOzUA0U0JYZZ7Y5d\n",
       "qerxT/5MODGuaKTH3j9b/HiOe3C0tzjlMASz+7WvvDUX16QpY+q6lKH3DZ7Zg2oyMZu3PT97lIKl\n",
       "YDuyl+pOUOl9iItsdL92mjnJWtnBOapa6D3e4nQTYhB15Wm6/CA6vlZcWDQlhPwYvxag+YxJcWwT\n",
       "4gf/g0v9jtGgx5GKzVm87Nh77qDcx9RnsyefPL3bp2PhAAAAmwGepGpH/wGveJZjIb/l3S9NQotX\n",
       "c+L2SbXVY3/yVCGaKNUpPM82ZcSW0xZo1OSC6OAB/O0h6fiJdJZ++QAAAwE2/br6no+IfsY4qXIV\n",
       "1oc1zb2wAqXSAGuzB+IbAVuFvYmSd3+lHI7C3sz+OooAUvuKzkmCHZQRrLHTzzSAmJfpO6C7qSIu\n",
       "R4ctK5fQ/GjFXx1B/4/m8V0TSAzZAAABVEGaqUnhDyZTAhX//jhAAv+/4GxX205P4rZkH2aFu7Ob\n",
       "eA6qmHroKSXp0Z+zYUCgBVxa/Yu8WHGlUdjK6ouLrokmSgNTD2yVCDKYVqtyTunhcWf0yvYgbTUB\n",
       "NBk17/zokVxurgi79RW0V00xLkUrGukAjdgj6/mPji5/TZ+GTwFpNgq7dVIb/EUo2veQE4/L8wIF\n",
       "FZqShMJI8AhvPAzwIXu3vQUOVGyC5sgLh3lYW3tab34p2nkca6B1487urXraa11VxHRy/VBx48BY\n",
       "/ZTp36oS72LieMFfON7WVkAxIUv7CFA7iDE4QWm/xSrkSz3QQ4V9YDMBgJo2mrbkdiw2wpqzevQW\n",
       "9gGq9Z3bLBomNYiKzC2SmIq5Z+Lh+R+t9zOqAeuwpkThBCFqzNawkHoQdNq2gI4bEWaDZkd9LXcM\n",
       "GjlFXihCezRogEznW02bqMnMgJfkH/kAAACzQZ7HRRE8I/8BDTLGe6LDPAKiUO+3oB4K1bKUfRwH\n",
       "ACpaW5SEKXwhwfPwfegR6AAAAwAnosuNedrG5n8jHOI4g3l8fZwqNh2YayBep6sKRNPW08RXux1v\n",
       "5Hw3dKbGBOTxY19OYO07NMTeKQbGzzUQSoJypjwgAAU4rHcboPt/tt77VxLEvwk0pxe16EAKoCGK\n",
       "TX8te0pwZO3G8tM9c9HTs6xcjTbA4kWOmzK+GO9CLS8ADXkAAABkAZ7mdEf/AGSjRmhnwpP+nsef\n",
       "qpEMWnDZgNpPyNhfx/pHvZ9mPZVD0ETTetVF2zmBABr+/RQACFgtFFBzokVKXN/W7ek+kJYB6nP8\n",
       "Jpb0QUICzum/EJkokc5hxDheRHMPF/K3YAAAAEwBnuhqR/8AZH463J/mCGEVewn71kM7hUv+mTmi\n",
       "NrAlqNyxRgf16DVgmUFTLzRBaXmwq+nzSETYK6VLhmGvugcxbdnR9UTg6RephWYwAAAA9EGa60mo\n",
       "QWiZTBTwr/44QALoAWTtjRxaEwYKN4d/8CvrLt+ZYHHLiI1OI9Kov5U+84Fh9e1SDZ+elxlH2lzD\n",
       "yMchzH94BlVtXpRCtqNcFIzNZ+WH5mNZJRoBck8Mo5X15h/QcYHUiEzwSvDuqChDrJJiXcHTzFeh\n",
       "VS1jdMkUDmZfZdJTP8h3Jqk3Pt1v4jxW0mQrgx37nGNdrujCDVcF6NXG9B5t/jkFI7nBPG+E0DBK\n",
       "1G9v+DAyar6y5txMUh8KpGCel943a6IFAgkpzvpIg9FU7Fp4PRliRU9JrieIi67aPgvM6x50BVBN\n",
       "++9nRrR7zQW3i7EAAAB5AZ8Kakf/AbDyE9tkMKSXGu6LJOlQ87wD0K7D9rf4sg6WwuXB7/R7bp+L\n",
       "wAkpDYKakVwqAylJSPGnwH4F4HSPKZd+i1bM1+Fc8S7GzX9QzGN9PQo8WYlAohQtV2Q2gJhrzykM\n",
       "oHLT1ZX2ONuK8OPBQ4oaCfa3JaOkCAAAAN1BmwxJ4QpSZTAhf/6MsADAUf6M97lG/SABsjKmKJBa\n",
       "PEb1VuNoCvRRf+WWqwg+2/hpaDsAMDZ9sTVkEbXi8FH7ibz9shBRjczDyC1J62BEiGJQeBIJNQSR\n",
       "i29s6EoHSnliIwABGxROYFbDpyPuwDmulKDH6OgYc2UzFs5OZp08YokFeC9DuQUkqolYeE7ETDfI\n",
       "+qDbRlOPrxkkKVD3QWt2dpJ7ovMEgQV5Q8ABkn/XUAQK5S7IfE/vNKLVJ9eQv5idpNesb/q30otz\n",
       "90HeQbX+MOE7rSgMF0IMljEhpAAAAStBmy5J4Q6JlMFNEwv//oywAMFwnP2zWbNAFYTqu6V3XDNS\n",
       "ZpszIRDSBfIjLr0DbE7658L9f5o+G8BrYE/C9ArgOKcK4aTfLRuLH1Vig71/wXwppeRzfJucdsl1\n",
       "Qm/zGMRk9PagSu7FdYCgarGSobZXsYCwOH8ZE1kMi677wAI/6LXelnz4N3dioLk7DVyXD7ag7GiA\n",
       "gC+MGLjSAgQeJcEAHEAkSht1ePkjwHzYwUBlj2PihXMUdfL003dnUnR/ot/9OLb3sfFGizCwOjDh\n",
       "zgisbgVoA/6ktTWpfSrh8wFbNcCTFRob1v/+UGzPZ5Efe/J3K5G+LwNBZY6XR5ylncyt4XM9woW8\n",
       "61HWw6/XUhtJx9ekQOHZPQnutnpOFaEJacM9EJFFJU5oUF96IQAAAFoBn01qR/8Br3iWYyEwGX6a\n",
       "Rb2w+nCHY5yJS4PHHuyURAYkmd0nuOsZxgMS7PypHtLdlJX6Fy2PDK66+zgAfP4OF1a1KAhq5tJl\n",
       "7KkL6cewUJAzqPfvwvdNUz8AAAE8QZtSSeEPJlMCF//+jLAAvH9tQB8N3hNvjKHDu3m/VAcDmmn0\n",
       "BH8xHANjEnZMd9ea7CzNvv/RY48V/kLmKhtHv4Nthbt3t+C7x98Tvvj0LVDaMJHtYV1u6ZOf9C+E\n",
       "PJiZKTzs6CPNIkWqrvNk7PEcMqUqA2hnDcO4Qs83/qPA6/FIJQmc8z18+1570UMCAB1EHh5/epsK\n",
       "7Jl00WByL8bmQ6aadFZRyWBCc8N0vOwIRh1QAXhNfokPTeBd/4cyqmvHV+CvofFmCmeupWC4Gmpk\n",
       "gA1N8ofrTcwvDjYR+TGx+S828ChP+i/qXLdpgL37GurPAZB+n/TfMQaQeVBcuKNVA+qtxt+AHTDc\n",
       "p+j17IzwGJF+O73gct36eTfk93HmKmr1pzzsmDIRdGWXx2aPi1UZz2jfomwlnMRMvPD9gQAAALRB\n",
       "n3BFETwj/wENMsZ7ooAPZzUyR1SVDLsGTK138Qd4f3ejifY/aeBJFWCGTQg6dQ1M22gBbgAAAwAH\n",
       "+++XNSICAANWi6pMkaPAbt8vQBVVnGnt5weLpwVdwW5vtDAU89oa5BEUSZfyBH4Q7c6K1aDRFnzc\n",
       "OTfa9rbmhfmSvWoLZ3jtKCiEZnP1zHLzFnRNHQyBnQqTTWOnNlYqaNr6P2rLw9Pjdhvcca8ia1Tl\n",
       "U0d8Cwjgu4AAAAA8AZ+PdEf/AF+NrIGh6NIs5gKCOqiaYu4+4tkHMWo4cknLyZaVjf86tDLS2Mg6\n",
       "Psab1Fc8d5r9quoEpeGAAAAATwGfkWpH/wBfblJ+1mnzrSJn8V04eyp0GNaouhc3l4J8tG3KBhLs\n",
       "XLLJEIFijfa4BLNk5HbZUqWdzKjXYW63Ogy/HNmjQMfIKZa6k+zWz4EAAAEGQZuUSahBaJlMFPC/\n",
       "/oywALcFiza06HQSjMGnHgBnUD3eKGlW1X6t11KZtBAoNEhRbux1fvk4SoW9pbPOP/2NJnMFFkDv\n",
       "ekPgOOD1SdTIAil22OXHl4N5DK4SDBz33+4AXyTO2GWV2T8rAP2iG4hdUeFPraWHUvnKQ3mVqs+Z\n",
       "vmOV144FD50bPCBBh0+cyEvE2JagEbhH6HSgH80bTbw2NtoZOrg5tHRKTYeuOKEyTYeNK+uHJnlZ\n",
       "UBavScTNypp/h9eTCOkFfeYCNxYu3TalFOdCzOk74e4nN9uAiXRQbIoYK+2WSFCG6/Q6aQ9pDPvV\n",
       "K3tqCgcKnmvC+d74mku3KRHOPbuEwAAAAHoBn7NqR/8BsPIT22QRvOSWe8mC1a0gqlDxl6CPEPrc\n",
       "0zxoGikZYKgK6kPwYvVxYzxV1gk5oZmV2aQn2lHD+ExiyysmjABn7fI5I7cj6XsXHu3y3Ke7jNP1\n",
       "qBRl6fPln6/t2R5PQAxJ6apy5dmcNvfv6mvEkwkcecBlQAAAATxBm7ZJ4QpSZTBSwv/+jLAAtvoN\n",
       "GqCDx7z0ecDnpxCgxGTOLBS/qb0HR8MkWBCq7RKThI1HKnP3WDQse6IKvSNS4wpjgACKhD3Bh4Tg\n",
       "LlWX2mQwYpxfGzLKiZi1mPigTMt+sH/a6BpFQLuHHl3Ktle3KdxEA+rhWLvpnLc0m526GYjkpsQ1\n",
       "ioXpH2HbVxVcFUZWA1sfzzODpmmD4ZhG8T6d7C/xnS9RA8O0+/o35kqYwnshgYydv0Vii5RktRIP\n",
       "0ampGdk5XDVVjAOw3OWAgSUOw5D/49BmAAF1NRKjbbKeaermve80tF3pYi3vBjXDlTuNMgeRr7fJ\n",
       "nynV9Nw23bfaeT56C7bnmK3i0pqu1/HTGqbYEFF6D/Ts7+7/zPGrr+xrfXO/OL0wv/L/2y43Q/Nw\n",
       "64X2ThWQller0RcFAAAAawGf1WpH/wGveJZ8v051BfUeh03GySqggbxdqzf8HGigWrXBW/TZRR7k\n",
       "GYuSLtIFz5qqWqLvQKrYoV4PHkCT7S6gU0zFzV2S4ABChT/lA8kc87kStHsn3A+mj8Qj08I24RCx\n",
       "ByJ38vhZoiVMAAAA/EGb2EnhDomUwUTC//6MsAC38y484S71yXcGIqn7rmULVtxfe7R019Zix78B\n",
       "1Yo3uZKmY/CsFEc10CqLPkhrXi+LNWm5RtMyqqG/TbwRkavHrZE3iGK9qIx9F+wQ4AOdgG+1ObCB\n",
       "O3jrR/gGLSOdSdjknhtaelhFj7UwHnCcos9z3rqDM0vEtQxxVtvNsc0DTT9hUWss1dvIoxanF0wO\n",
       "r+ur5vFv41tLEQyqwInyRrBmLcPcSOs5PLdS21ciYHDcC4tCjxTZ0N7eiSEngoj2h83RYukV/91X\n",
       "nH35beABbU8FECp+fihX71gTxbH6KIDMcym5cy7WGRqnxCTL4QAAAF0Bn/dqR/8Br3iWfMlLUNwb\n",
       "kCaL/dGjcDM9CIzAc5ZE584RHeL9O8N0AMg5M1zhCKin/B8FkvXeGUdZiLV1TKL/dYDBG7VzjXN5\n",
       "zwAIfg2O+ZOUmuMPI9Hp9LJBIiEAAAEWQZv6SeEPJlMFPC///oywALKFiza06HN/u0RtlPlFEfoA\n",
       "IeWjBJN8BCdyxGK0fGjYJ6O4Hj8p/S75EJfzzr5N1zLbfGs5wHg1YOhtdBUxgE3JKPE6x9B2ETwF\n",
       "CH/YO32JjyV0BBjSEMvNhACTdt9UUrZWvj9nVLgTFFThYPT3I8iHNDeok5kCiF3cAkLWriBQfCx8\n",
       "G/fKHf0srWXXewRp3iP74gKl5HeOzC/9xzHIbaggLW3xKx4/HlNvZVlQ6k5iZ+vYySDU0rCEnsMI\n",
       "xXc7coKEse8r2nPMF6UsU6r9MtEdGzeqSaMj0ust54vcPiAg542H6jM1lRIVK9hLlSXurgOC7GXs\n",
       "2Y+fkj51wmPJvB1+zZCDisAAAABCAZ4Zakf/Aa94lmMgYhkPJJxqTMLkC9MF7oOgUH5PsnWB8Bvv\n",
       "qbzGNUGdlP+WDJMF27CYsNhpHqFBF/Xt9m3RhabJAAABLkGaHEnhDyZTBTwv//6MsACzcyva8Wbb\n",
       "3nFjD9VA99nh/6AavqgGhnzzG8FDT9jXDW1LyJva8aiBXD96eS0Og4l48AAAAwAD/6AOQRHvvPoH\n",
       "+3GWD2Tk41BlNNjTyC+xpSrdgBjAp5QnfrMTaS/4RkiwO2U7/KygGzpsYivCiQAAoBstm0hCY82M\n",
       "2qy9+awuXm5O+GffrlzVSW0TnO2xBv9K9cWyhD0SjycICZsFRBR1C2p0qWyQS/tzoggRyPwTZ+rt\n",
       "SlGaFj/4ig2rKlw9kwEpK14PDuz3oyX6EDbEI5EuZ9xomejiLb4fdyxITjnxc2tvMUG3aOi+B9to\n",
       "hycs6+jCaPfzWI9bpPshtjziQTQSx8hObaym2zHpZVPGJ51fSqJk0JoXUfWjtu+mETdqAAAAUgGe\n",
       "O2pH/wGveJZjIF3/2kXdN7t1nH2eKkm1Ldr0SthZaCAt1SrlwjkDHNs0VI9po4N8bmIyGa/YFSo9\n",
       "zNip/ghriZm+exVv2G+UuLa4YMsGIeEAAAEGQZo+SeEPJlMFPC///oywExxPoh3GUlanaYDI6gHW\n",
       "utyZZfzVNn67nXQTJlHsJKrwCmV/zb2pz0ItLkC/KCU5Y5h33R0c2RFFC9SRaP9Fl+qjXe2j/is/\n",
       "G2+V10+nOe1KTeRCNXCpyy5Z3uuqdICkqP3Yx4bwV3BOdHvHasYyA8NLdqv3Dv95M8/2jidpG1g5\n",
       "qSA/4wkIHwHRLLAiqJgHoU5V2ygJN0gDYsi2aO9rHLCgT4gP+GkXODQHOwGcguQwORFYlV2YKWwZ\n",
       "Mvt/3EM3HIciVPJHxpRwZLXI0OeWfU1y3TmuT9VWTr7b7hZf/21Qowklc1T8jKb+kwwyQ48F7aGq\n",
       "CDJ2CQAAAF4Bnl1qR/8Ca/KzM4A2PjWUyJa6KMBSXnZ+cl1EDNH3DY+DhTOWgl7ARL9n9KkZME8g\n",
       "mGUkuDF3OlFnqS9zzIpth9iTBloaB/jAAQh59jWq6eVoGKNttN2SmPlOZ8YsAAABH0GaQEnhDyZT\n",
       "BTwv//6MsATBHA4G/8aA7p+aA3sdmjJExn6WQlvq2xieHvQA/b6HORxRta8pZJ+uRGnQaepw1F8b\n",
       "x1btV+WKuRKVToR//Vs7nOfi/GRGJ1HZtNSCvG9aPhV9/1sqfw+j0Whp6JplG748SkZOPT7KZE4o\n",
       "AAADACZ+u3HD+fMq4zIEYkjCGwNZOlQ0BrNQE/rFB4aAoxFWsZmy97gxxbclL5PY/1c3F9GIGgHr\n",
       "Jxeti5iOhksUewmUYrLzajI4YCkJd2Kki8LQgHoQjEDNX+A5nGvtHnTFRXFUhoRKRng6mCDeNozx\n",
       "nlXdLtWsppcbkB7RgzcbilQuxtjSKLSP/4dK4Pe0qFcgmQ3CfcqLxkYHB/kf4guPR4UQAAAAZgGe\n",
       "f2pH/wJrJjJmW57Bla/q7nUU9KG8UmTq5y1/5sgBhVgbM4le9oQdaNU2qBScTrQ9ZVIXcJx1AlRq\n",
       "GodyWxrhaH4IgAhoGSaL7Tq60C9YUyC9o5xfr7zZDJOOPiqRmARNzUikgQAAAQFBmmJJ4Q8mUwU8\n",
       "L//+jLAAqYWLSrKSSfad7ubT2CHjH/YSfU4FVpgV0lsBu6NSGTgekPLvmseUk4iNLWy6Uy0P7cvT\n",
       "9gRL+6fkZv4k69FiWt4/BWw4V1zB7VTeebFJeOvGTZApMrSLRJGIvSFh/gqT1/opkacSmskp87mV\n",
       "OXCBYwManXg45n1/z/shvUsufYsg7RE2Ezas0kgpdVVxVChJsR4v/IceyOx3YmQA0J7Uj3MoXXwX\n",
       "mVhbP/3ZeLPMK/JBVtzDacqimU9/dO2PwFO0dUfO8sg+RzkEns39R/dMV7gZytv87JUdwPjGYQSQ\n",
       "r6XSmNSOu6oL3tlP9ayJb73D/QAAAGEBnoFqR/8Br3iWYx/fEzuRAg/O1p7LocRN51ouLeujkB4/\n",
       "Y0XqMaEzGhAcjuH01Zr98ODKEEgTs5Xhj1syDOyG/ZddMst8PZKQAG0CLHfrkVVagcBxhU5diqC4\n",
       "y8a7GIftAAABC0GahUnhDyZTAhX//jhAApH9tQNC7oQii7wE2CBkkHo2/jbzvo759Wj73ahTbym4\n",
       "rvFwsRq01zN4aP7Bdr87xBe6IfRlGVo0ybpihfgeEwaTVkETUmksFM+jrX54Mubk6VVGbjUrDba6\n",
       "+lwSrBrtHrK+oe06hjbJPhTl5u1jghfMa2CZDslKTS4N9BB1oCfswTtqtgF57CARG7lMy7ODYohH\n",
       "uHhgFIPJUjyUGnFO/WvH7mhWr1f1+vIuM1XGsMbd553az8RB0Bt1a8lg/qBlqTkjnaaP7XmXgA/T\n",
       "vKSxLc0Y3bb9xr5bonUJYqOfEtSzuUd9udxtbbNyrPIRgQUi0AJtQh+OHvA4aXNBEAAAAGtBnqRC\n",
       "P/8Br3iWYx/YvbVaVw48qtUhULVYOiY0nQ80Zhldz9BY0+O4DDvYABKuzlfwdNY5mADROwgqSDAP\n",
       "AKvZBLhc9KBCrfZpHQbYmieesHrlRWMu5UfD4kHq9kXef1SRzTcMl4vTet8kYQAAAFEBnsNpEf8A\n",
       "o+bV+lp8AHB0KYiLZiUVuqAxAUaFBR4rCIvbFAA7GPfO0uILLlzkpWihOUkkXj2eACVknRBqZ91+\n",
       "g9ug50IqRfDvvuOerO1RsQcAAAFkQZrGSahBaJlMCFf//jhAApHJ9T8a4rZhoAiImlZa+ay9nb2q\n",
       "Tf6uYrQXl0LCW3zygAAABjONMpiAFvOI3QiaVF0KNyQmqOw4vIG1hzYzU0spL90HddIdkwxjK3sr\n",
       "HRLPxBljpoDCLrFelTQczLfeCIu4s9qr8dcBIOsZxqUbMZqslQXlYe6ZU9LIg9ifEYTfyF43HgMW\n",
       "vtVy9xCOff5z4I1h0mTt7WsWAD5RyJLvOgNh4VuqOzwl7iInjB0ixGGD+V+DUJrDnfQtbKntwh4M\n",
       "aywf4a+7o7ZF9Dh8z8gwFG1EBOW+UckODC1ngjLYEPgRugCQhMDotmiFqqYxyC3CaXVHUxMa+RLC\n",
       "JWHKFkyybxgzFKx7N/ZPAxmge6oVtpsp9kP0chjSbkJjz4Z1b4TwY/vqvc1GoqACeNhyCmuAs7ut\n",
       "S4IJOGMveK/LWUXZ9N7PXNl+DxjLGvehI8ymwsQ9+M+kYfcAAAFOQZroSeEKUmUwURLCv/44QAJ7\n",
       "zad94OrpLMAN6aGTmNCwSk4uE1wOB4d/7gC/O5410AAJ3Xf0FNZHpbrpdwz+BaiU3i01RLuRJF/w\n",
       "3aMmH9kgl0rfTgkeLdZ3baBhtoCWKKNf2sDqkPuQVldkOnB179wjCYgUclkuLeV3hXVka4k3IPXt\n",
       "duEfl1bZoiHEleb+u/CQpNSMtHSrakY/4nnFAxFCZhEItVVXuPKRAgbE9PgM1r6yB2ynMhmNQp7S\n",
       "lnTsvic8VNdfqp6cj76JxImMaUy/iG0EE/sjlbegon3/xPmbh5abE/pbMf60v+4V+SlsOKGfvBdE\n",
       "KRKraksRE/TkHF12hqgILrsTpB57SRWxb2YNusM1hioFZ8KPCnw6TQ00NDUwPIopjtJcLTfBtdoF\n",
       "TLHTU3UZqHrTY0+XslskFOvJkMWa/hj0LlrxVjhlsQAAAHYBnwdqR/8Br3iWeM/Mp9OAMqLaIT1F\n",
       "oDZZOhRb71Apf2UrEw/HJxE6Xon+wqfdRsuy9xbCAEtJVWejlmDSko9/W7rrZFy4tbCY8UtZsVOw\n",
       "UIpPfxFznrAer1LU8xmkePu1EM0jb8ZG1N0WdRxV8mVCswZzVxnxAAAAskGbCUnhDomUwIV//jhA\n",
       "AnsTr2MJtXEhTFWE2IBnNIGd345qEWLruuBFqeM4HZGKlU/pS0WRZz5onOh3I3GG5nQ5PfR+wnfP\n",
       "zEA2G7r8uVN5go/mTepaPU+2OtRj+ARp+YNGtAO+Bd65g88+lQZkyd8ViDyG6KCFMN728xl0CkNE\n",
       "3Rb9m341G6hGa9wT44B1d96Aw5Fdzf4b7dZ4J4Ou2J1UMFsBArDeVIxfRBNVzT+yAHQAAAEJQZsr\n",
       "SeEPJlMFFTwr//44QAJ/yfV5UmHrzh4FuyxChxQUgP4Slsu+CmqUgYYfuvV9e1n+vydD6iZbJh1F\n",
       "9epr5jpZcmxE16uUAB5iGIfM4F7/XKTZ7go6UVR43K/wWZae72S4HvsLYkeQ1+dbFYu4gez0HXra\n",
       "D4XZLRxe1KPRhoeescIbI+uUCd6D2IeSrT6VP6LvilldNym9Bgt3/K71Ew3PecorEGXxLVJ5joBZ\n",
       "IaCkD24q/RujJ4vahIjXySKBh1Hv2Yjz71ooOyawd+mGADuErnLhv3s5CxZnnlZg+kt3QywLwTlW\n",
       "c2m20C34QztnvAwkYjFcRclTfoMFhBs55I9zbzszu8fAwwAAAGcBn0pqR/8Br3iWYx+bNF0vTUQX\n",
       "DjIPZIcN1ABsvEVDXClJjVeDR40zKL3FNja3d/Uyb4xBc4tuwmi2KKM7nquSTKE95gdZooCCJmrF\n",
       "F797vKVtfrNUXVODrNV5nOFWEdY1Q6BsCsuAAAAA80GbTEnhDyZTAhX//jhAAmpv54BwDE3WVq/R\n",
       "N9F1AA/A5hdWETbFphxfzhWMfUgNFFJV/o/wYG3eTu0y2J6l3V3eTcmTSE5b5kOWh2Z+elITCqlJ\n",
       "AhQiazkrxbgoSv5eF3Jkc2kjLCqNc+nun3qVMMBXPqn6TksMPOH9pUchnYStzyN7RjjHSHc005GB\n",
       "oFM8Fx1f45CrUao4iXMzt2SSEovoqPgYNaPBiE3A2tFXE5T45vZ+m5xVkgzZeF+skV9r9nAt61IF\n",
       "3fj+0trWjTQQLkoQ/25a3G/SreP9qMjQ3e7MypT8IhKkBoGQiA5Ai9DpGs614AAAAR9Bm21J4Q8m\n",
       "UwIV//44QAJp5MxKDanCFgCFgJDNcdgyLH3xTsO4ci4I65FCP90UQ7fZ0IAs6Jjc6w3rUXsG9dtM\n",
       "Hj89LL5FXiKWpcAb7S/CKXbNMTDgF/64GW1GJIn00bY8Op61m4BVg6WzB7PeIaTIO2fcDxEPDO93\n",
       "aVelsCftgBHXDHeUZhd+eJVsF/Lamwbl1N4y6/dl3lW3s6HW72gUq40AugxGA1ZpDh5LXSkZ0KzZ\n",
       "4woY0VcKKrtP1Q139nmmIqwxf9hau4x2vsFjQc40ajzcBhWmRlTGvK9RUOABgfsQyZO1MVmA/qz1\n",
       "qQMrrgPE1gpru6oyceLPxN5eqCwBuwrT+A0/ZspA4rI/yfrzJWO+8R2mjJRQFLcIr3GPMQAAALBB\n",
       "m45J4Q8mUwIV//44QAJqngYY882e7awG5hbJDRIoTtZJfS+Zzpr2jqIOaP8InWke43XFT1Ujv5kj\n",
       "Qi5/Ti252wjmTD8L1gxJNd+fl0XtM6r7qayjuHBNIDs/ORiF3I2L/ibTpfo8gCnn1nKp7fhNTjVP\n",
       "nMkfdfpfrt1bDwPbeEt7ap1LZ4HFpNBUmfgizTaGNfqWJEXw7PXD3JKoAqmzKUimuA6FTPFjqLX3\n",
       "ZdMGjwAAASFBm69J4Q8mUwIV//44QAPMWzI7TdiUnu82TwxNd3RRRPs4sbprJACZ43x6tROF8pX6\n",
       "Cx45yP3W3VkG5MRwJ3OY9GRSruCiTH6W0EsXPSMRtmglrIkaruqst7LaZVRAPCcNx7NSX0xinC0Q\n",
       "lQzHf+5z/inTVzHYAXG6kUSX4Ir8P0zoC/KHDM69U4DKR8KXkSWSGpmFofYgAQB2jYdnr2fgp/up\n",
       "9zbCpMPmOnmRdGnixLW/PMmMhuBWe09FgJ532nYdH1VaE61FajCxT13niqw4Yud4145tkPrlUBXa\n",
       "3l98YJqltH9dyHreW2yKcIrCDOi6UFlB0nfmEmaPOohPBiAFBeEJKUke3Eq5kreJU5KwHqJzQeM1\n",
       "UGoL2atBxlxJQ9+pAAABA0Gb0UnhDyZTBRE8K//+OEACbdE1eVJlMxOVx3LQkX+JIVbpACSQ2dbD\n",
       "eSa0d6+Ss1N8Qk20VeGDrqLLb8XVkWyr3sW1KAC7ABOq1LZtZugi9M5a9J0UcuEPRhe0xQyBscnf\n",
       "H08akVGTo0C4ICbuOC5bxDhUNxjwQFFXcu5hw7yoWUWm7cux7mXDaLkALttUFDGGCxFyoIBD0+Ve\n",
       "TQRhe1HHdaouMNDGp+m5haYGZQbmyflQAs6bsCVHx/dZstroxcVNITUUnIq+ZoQIYJZ6YcDDMdHT\n",
       "bBcdaeq34FMMy7in7ll9Q7wbvjd7h4eUt/R7cERrZ2DogNSGGoP5ZBYs6fPo4IAAAABrAZ/wakf/\n",
       "Aa94lmMfGLPtWF5CVOQ0KjfR4KKChhsxqxJ6zmGz1rNRN3YxIEHa/Ag52Sj4ATTBpvRFgUM5LqvK\n",
       "AetKJdvSX5gQdnutP955n5R8kX2tfL9q6snkSZRGjtZdCgYSTF0gkeK8VNwAAADnQZvySeEPJlMC\n",
       "Ff/+OEADyg8OQLytHjGpSL6LytGMvKhfuWA3jLgaR8Uk/dl/KAMjUbXO2f6HkAOYWwfV9Bek8Dyz\n",
       "lUUKvBP/CZwoyc9pn9/1ZQNKfCbVnRf78mPpIvCI+KvrZ1dRMz7ky03LscBSBJmLCYbMkk9jey4X\n",
       "4kGMCo5tEaxqNGEDALIwbT5vz7hUAmK9KfJwGLnFZ1b/NAmZ4AAgoQh9I2K52mFDBxprNylPJ/s1\n",
       "IQ350R1DVyOrRnwnOYzDrin1InvQ4dIwXMbcanRsLQf4EXCaaZvkrwbCsiPlgQFwdew7AAABOUGa\n",
       "E0nhDyZTAhX//jhAAl3+cCCB3LkmUNhVpInUHL7bT8E3C0RkF0ddZNgejMB7l5Kk0THCPmXWsKo0\n",
       "r+YBvykpA2OA68KeKe/6bN2W8kDVWXB4gYNMNJ5iksCL4OiOFkGBRZOs5haevOljLOzMzVpnGWWj\n",
       "n1OkU/vOJFnE3q6Viqvyayqvc93dlB8K5OVlScSWw25aBtUIWNwmd9xfG8ZEQLP93VGE/4F0q/5k\n",
       "MMHfqS89R85JgVe50TPBcIXKgQxzoZgPZsHNmhGma9mtObZ73evImRprCsBx/mBvQmvO53RrKsjL\n",
       "j570C4vsLTatBxoruyg6T0l7+Q+LIKZ9thtWsMp6/sF7f36NXfjYN3/mik0Cayxa3uCAEsWk6Emr\n",
       "dTUp//v2dqrLOXdtkU0qsfdfqrmHB0oImDgAAADxQZo1SeEPJlMFETwr//44QAJd0TV5UmHrzh4B\n",
       "g6DLtcNJudNI6mfjitp3+Yu2VXK+wYRAqoROYlxxvOe10SgHgeqX6bYLBf2AY9HTOO/dSXJ8rWaX\n",
       "yAQU/qKUnYm1G6ON/NtYXzvybmvgmxLzebIJTAitLdVVCKan/0XV4WKTZTuiIJse3cnN2bFAefZh\n",
       "sYIl+ILaF4RlTF9Be8/JXcSo9usCM0Me1ziL3u5LDhyiytBBU6f8P7nmNvalMd/ySD9illqoWpK7\n",
       "d3g/bONh8iihFvEyOKurBG0Ixm4tX+MWOTanuJpjHqHnYmUaIfAiKqnzBgAAAIcBnlRqR/8Br3iW\n",
       "dr/NYIw9XYmohihJna+4QHgyp8dsNFybtGY6IGxtdQAbKb2LeOIx3nRkJ4ozFAvUkn4H7u0G1Z0f\n",
       "D6fcquICycWUI8yALX/0vCAFiA60M4ACKufia9qWi/TAwwMWGav1EhPyJwCyliUgxgrNbDXiBqUx\n",
       "eCcP/KBQ8OVWFNEAAADvQZpWSeEPJlMCFf/+OEACSm/ngHAMUMTjwAK+Pfhe96kmOkvknervJyxp\n",
       "0NkPToyFci0Kd198BkL6ysMl+AQAAEKPZEVNpdqdih+Dc+UE6GicYVnfanYXk3DqIocXiCfWw40r\n",
       "5iTAIf6eUjCjFHOr08dUtsdcKlgakJWcCv8k8ovVnV/DH4XIWiJe5B0CfK2TKZkMYtnwOndGw2wY\n",
       "/4cXcUyAqeyrhOC+qPdv9MKeg18elNyC+Z4ruj4WMMsfMZNxzW7fBG/CVhqMFGQfPttrgoJbPUCx\n",
       "6+iupauP+zEY6jKL2/x5Evnq1zF0jiAIu+AAAADWQZp4SeEPJlMFETwr//44QAJN/fABtnWQVxx6\n",
       "KJpJfnvpe94qS0Pva3ui/a1PJzWWsg1gr9GLtG85P/F2MfLgFH3oI1KBzH7p4g54d6SHRlAjzqNl\n",
       "ohnlAxlSqwWmAlopZr2Rty2UgLWY/KB5yd/2DrPRQNFaUqE5PhG4GR4cfDD4ssBsnGoxT2BHnYSP\n",
       "P4Amnf+qTFw2gTu7Xm25a6VSIZRiSdXQYlbq1gmU7WJD08eNC1zyXBE6VjB1Z8Hhr+M7/IDgHPiP\n",
       "UvxjuvUs6S4vO71LdaBhCQAAAGYBnpdqR/8Br3iWYx7YtBltba7917m/LdBiryg5AWKcuZ2vt+nx\n",
       "9raDdeABBkX9X2lkB9+RU/MD5B8Ao/NsFazHox0k60/2i5Sr/KRCv3uZi7PNMeRvO7nCli2jX7yC\n",
       "9mxuFgtwU0EAAAEcQZqZSeEPJlMCF//+jLAAmPTeftmZYSAIkmwxUsuKdzvo7sZtGTT++xhl9Td7\n",
       "yXus3tDbjnoWoO10QsSV3kRQxVijoVPU+urvf//lg0u2YTGvkuliawZ9H/F+Fs1IVJ+88pP/7tio\n",
       "NW3lHtGWFyGy+HuGw9ipp7GT5Ch2AAADAm6S69dvVwvoHZNROMGErxd06NPzA8qvgZDv9lR67Gra\n",
       "Z2ZYhsNKggj/LfzDcix0CFVgbAALFsIkMXsfFE4DtMcYLmwIjYflmScnchfjJ2Y+Ev1p1+lY5/QQ\n",
       "+uhvhgs9D7bjm9fzRN9Qxxc0K+1aROGLleUvkLC86NtZvtE6HL1z00C2ocz79ZqzdOJTkCqDi2qt\n",
       "oybUaKoqr6WBMLAAAAD0QZq7SeEPJlMFETwv//6MsACUIVS1jdQ3AC+8ixgAEvjadn56gW7HxhsY\n",
       "s7CdZMzH7HyOGoQtRb7L+GUTjne+oHuTQtCIUoNaMQg4cfa9Q29PWK+jVx6gzDED5dLoZ1xyCiZo\n",
       "XboZrHwPRYVj0djuFUmns7txHI0Ix88e0NEkF3Vn6j+RPmYTdqbY8fq8TOQYlFDmyJoE0L/6+d27\n",
       "2GQJ3I5AD19gVx5zsFS+yd7LdSIJhMvj6tlP+tHxgaQt5j/6dd8SSXKtLdo2+LdrwbjeqDOtSBHp\n",
       "Ew8HTYT7VCO1oQF41cvQTaoZadrnb8IKn3v7EwecYQAAAH8BntpqR/8Br3iWYx6fFi4Bw+CelmVQ\n",
       "ZixJWfMeqiX0iFIWQwTeADVOgFVAjhc2xDQORjWeTrqZIrY0yqFHRq3/xocDXje8HRzofJglPf7N\n",
       "RR0fkhmNSLS5FWZwVz+CPQNVG4NCNPSmNjJRVse2pyhXnKXhMtpyfQcIRST49ApIAAABN0Ga3Unh\n",
       "DyZTBTwv//6MsACUAxNgjpBdocLeqHLXFLkI2ADlH4E4iYKxwt9ukd3F+iLW7bw1epdNbt5gJvzc\n",
       "u49c73BljzL0YnYnmWTe1MhPsZqeak3D8pcEEZS0tyygjNAaDEmg5iSqciNGSnJU9YypzJiMYAAA\n",
       "Cw7o4l6fFpwupTyy2qXFnYXiTTiQXQS9mwhjUGVy9qsDMvtnlmprnxsCpT/FUAAAKutY7zUOk5td\n",
       "U1xO2qzqv3mOo8QlQjJngCK+SJWIZPC5XcfzrC/axlPcJCs1w9XXI7lJ5uUAMgl0J3e0PEY31Sqp\n",
       "G8ffmwX5OJU1fug0QWMp/mVn+QL1vKXK3cnXcBa/A/IFd9WW8blUiLkDbXQGfP4knKg+9MytqeXy\n",
       "3GjXODJie/OJO9zT3Y5YSCjij6fhAAAAYQGe/GpH/wGveJZjHpi99/GIrEsojU1CCClQBWKt26nX\n",
       "MYH652S8lABBlW+a00J/xbjkNC937I79Y/yto/h75RJBB34WbTWLoKSxA5uu0fFfGhFED0F3YGQC\n",
       "aWG3xcYN66kAAAEsQZr/SeEPJlMFPC///oywAJT03n+6p6nsALAcV39mGgMiWzJVeU+Ge2jDdDmF\n",
       "TpO9xh3Eb0yVYtrajzxkEcNSNhisW48bSasEQJO3cZi5xNL2pYAAAAMAJm4CdkETRJzEuDG/VXbo\n",
       "rkUgjgK0SAqvNRFzDaPMDjlNOYvruFbg2Jw6vfQ9IRL+AawgVXHCUkfPNEuOKIOh0QokWCSS+hFP\n",
       "N0zJ09ShRIf5YoeUCIPhE2HZRyGHaTTIn6M6Fz76lezHlfBN6rVNkakeW3MdeHXhXz3ADQEdu6xN\n",
       "3pyWyf1+RERFOnZ5FyDEiFjiW6SXNbAJmXgYl3bq3P7zwlFp7EywYnVB3YUivpKLC0FlRTK5HYN7\n",
       "hZC3uOw0mIFF4P3/GOtzvtEzV2M1H0kDMd8kAAAAVgGfHmpH/wGveJZjHmlMM05VwaQanqVcPhDj\n",
       "bpcmna9XSsz15kRcBJ6aXcnITLQnPIyhRu6+p9+m7vgTJhVysssdRCtJOiySPmAHfJgwaLoVHlC2\n",
       "77+KAAABF0GbAUnhDyZTBTwv//6MsADZPJ2AImPXCZPTGzz8di2Js3uq1sSUYs3nUkby/mn8e4NV\n",
       "t4Aa2dEiYkx+PJEpt2q7vYK1fgzsWHwBIpvhY2tgx5n2hy7u4XV7zuBWArEuxwTI7NaxEN+WKG5B\n",
       "TTBZezrwlUZmc7NKoNkHa4jV2iOlATnK3iFSP9yUtBKzAZ+16X/syViEcKaFNDu7G9qGxCH87qSd\n",
       "AV40Fxcf8KKEDWAf9mEbGSLbC1v02CFA1+b1XE+IXF4cg15P+/P3MppQzkiIKqDsM6i6FxT15plL\n",
       "9c882iPsRujgATdPDyUQG6Gs8o/8fK7+7GBe1xjWR0N/EcSdd/t1yvFBfdUoMjeI1zeTDP3yA1QB\n",
       "awAAAGgBnyBqR/8Br3iWdV/a8OPMMjMZ5vM8Q/Y0vaNm+LXAp/imczo5GGHNhBY/hVbY611hDXJe\n",
       "mABOmAAACbTDpxAarepSdOVdQaCM0zPi3DwEf6TQvoxy4Hd7VJIek7nxJHqrv1I0QxyCgAAAAQpB\n",
       "myNJ4Q8mUwU8L//+jLAA2QNfaPEZXACu+YxVvhrMwu9Awk3YVI3+jJ9wUnV64Ub79azyYRFGhZfd\n",
       "1H9XQr576xldvHHIa2gmqgJrJiWlOk60JOTpIydUQWfqY/ifxYJ7yq5by/9RdIUnqJGFCqwxT5Mr\n",
       "cctist3NE3mI/G8UPPOo/Px6Gi1BhsAWKtPW9poHRrxAehrQkXvN6TRmjuvQS0h/a0U4jLY+Hi0M\n",
       "eOC1wD04OOgx6nnyGsSWPn6palTXwwvTUonyC7l7dKOXQh+rhuNDGz0K1pViVwdw+E0qP1dJfS3T\n",
       "lKUdFcdN3s8bPqXr7A8eBy5fcPGGRY9ZzPhNKRVgXrZhBAY1XQAAAFoBn0JqR/8Br3iWb6MU1dE/\n",
       "ZYkwPEG1vRofjpHFubkENzhyPQUfUQaGsevQZCuggh0Gm82JuHKz+PtvyxJ84H6QoBRLM30Kk3Nb\n",
       "002SR7HqcTbUzsLlAM4EhKQAAAEWQZtFSeEPJlMFPCv//jhAA04we0cwBDwt+Q7jlBebDL75lonC\n",
       "QOIF79g/drrkxmoPh4uK7kyzKLE0AWX9h1UP4yqCzHMv9kNx1itntSIQ0vMeIQL3j1fjTpkKehAm\n",
       "ulKKJIaoKvpLtr8VfpoHGhSeJsf7FP04+f8HQkFu/uLA7cwkdZyrRi9NRA1pxEoUScDpd6g8fCuY\n",
       "9f8E6ik8F94niIRminww6eOjPi72a0nQYh/dahQ9AAADAHcQUbm5ZBuFO31y1jbgCxiFFbDKxDxX\n",
       "0DxJlhbF7dWfB0aGa0O0eGIXiaMN8lpeiagBr+Zo0pKKYkTCkyPp/U9SeHoCypYo5y6yU4OesZ+5\n",
       "unaAKKryiTDPQK80VYEAAABMAZ9kakf/Aa94lm+Upg64oyvdvoajYLdur2rqje3Jbwj0Q5fScvf/\n",
       "8Zxk33NyRkSRBRMur0oUvoglOWZr4+PZ11rKXcbDEpQL1986YQAAAVRBm2dJ4Q8mUwU8K//+OEAD\n",
       "TvePDhJCgBDogoTJpEazZK8wOqpXuBGcF2goCYx8Odqh1MgInF4tDlqasMpcQZDVv/NSNvxwkPmV\n",
       "VoVRRrIrWGKzO5C5YE+SfuDE8h60DVVEVV07W0JfqRJ3DT+ZofkMhGUVdI8hrw4MH0TzA+/Z42lj\n",
       "Fq7Dhv5EoWp2k0XZj1OYUIaqGM4dRSgJNfkmEYEWMrCNZ5t4HERzbmFgylS2H0Rv3OX1KuuG1GnP\n",
       "ccrNYQhEo3nAd0JEADvyx1CdcQqmJ99Zh9NEVhbV5OnFuogEreg+tEd7BlhC/zgM6AlKYUvErJvk\n",
       "BJRMqDBtN8a4j/81r4L07DMGXPJB8CcrP7KNKDEeRTS67yWrdmDk43BO8PLiHkqerSY2xRYjKI3d\n",
       "J6/sRpn+sLHbz3RKLG/oVNV3oJ93gWJDX0lVHtPS2lBvGJouLVevAAAAYwGfhmpH/wGveJZ0qOli\n",
       "0zLlQtsABCeYi22ncLokPeMImtFH98Ee1flUYs+YFGw1hTXUR5jRxfIrvHS3ykBGJ/Fi83fPCApO\n",
       "xl5bfuM0Y8GqvItsKE2I5N+2w7sbWgX1qySRgQAAAS9Bm4lJ4Q8mUwU8K//+OEADSc95aiOQjhQA\n",
       "3nREI5NYWwf4qrRyZjKUIlJmc4o5+raxWq/+I0FB3K7Sg9FJ0DtfYN+T0VWL+3/Y1Y/X+IX+xxg5\n",
       "kvcisjf8WqD3f1EHAgS7/SyB/QjKYFO8eDoYUWhtzSZNDYF6jaIZToqff9ch/3ZJDASbgABnYzCu\n",
       "Nj/4BwECcNlXdKtPhOHc1/e6dnmwfx5832PeD0wK4t9xH27R15Xj5SPj86L8d0Q6TyAIJHWSYh6b\n",
       "850OgVUDsXrxiAJrzMFsBs3FFvpT7309std1BG6rvex3vCKhqKGK+BK1Skpax2IszM0edVBvlseH\n",
       "sREFAfB2dzGTXMfhw4227bwzkJi8a4XHYWeUtAVn84SUC7hwYIM1OJP/pyktizVGOHwAAABUAZ+o\n",
       "akf/Aa94o/dq2tDuZROTMtHQAhLPafkGg8O432M79ZAFN8pPa+ewu3Ce52/gkbyNs0rMZ5g1wyOa\n",
       "HOfiyNwTM+qJJOVOUYuibMu0EYnK0N6AAAAA5kGbq0nhDyZTBTwr//44QANJz7HhChGuAAc85G0w\n",
       "J4ZGwFSQ4S7Bf/OTnpyd/X1I9lFES+wLUAY/9q4pypwZorOfSZo3+hIEBU0+/oJElPfzD2+1OIRJ\n",
       "GMYp8IJLZYduYZb4p358LjYnWUxKJAgSzForXvhDZ+Wm9KoyQX84TN69Q3MTeXTSoHxozmtsTnAu\n",
       "Qaf78p0/5TgXP7K+ZrfcCqINbTdY7304mr1+CReeaE9Kk9trxhPnqUs1T1z9IfTRUjJjWUouymiN\n",
       "aX2JxcpQ8XY3PBRNPpJpGyO9WXwJIzMeTLyKKx+BAAAAUgGfympH/wGveKqJogBpZxD42ivNFaZc\n",
       "Pph7EIH0JSgY8ZGU7L0vVbTrH5Y5fgAlKiZXXS0QYKsJ8OvPJ2rl0CPOtumsji0n51UFIJzx9YDh\n",
       "ZbYAAADzQZvMSeEPJlMCF//+jLABAem9Qiq4LOgCuN4gaCVicIaDkWHJARmJoUjBe0dMQgyd6MXo\n",
       "HdPYlxTUwk84Eh7h7Ench+HUYdLsRrXTla7w4R50I2p6ZhZpkzflW6HBdI14rLCf8Dlvmx2+ih9j\n",
       "U87HbRsM/M+rNUUNLtvfy201IJH6u4xA7CtbrTAy9P8yU3NbvJjQxsluPJUQPOyKL9dit0L+UyIj\n",
       "D/gynMepkQZMeeqOeZIgjECCshesAtTAObg4o3CliKVdkPrBFyfsuSVyNj/L77AWLthJgIeOMJHt\n",
       "/M/cmGi9oDl1kZ2iudt3vRXYCB9YAAABM0Gb7knhDyZTBRE8L//+jLABtNJ88F5TYSBTi/4fSQe9\n",
       "q4Xbl6Gy4JbxVgDUVSzhGukO3Se0W0zoAnxgVIczcEFHTmgMyYtd9s5LCtet94XDhJd4tkf7aA8g\n",
       "VJsBOESyNzcQ/W4MlVnVw6CCZWcjZRHnk06apHWQAIGzm+lsMrmYPqgwirLDUsEINv6im9PN9/7b\n",
       "Sd01UWG6qDUeraqZZBkk3odR8TNqRUZyTdnZeuGUMxUFwjTpVNk1wwUL85NTvZ0wfDnTdz4aWDYK\n",
       "VYAr4JjCi6fWnqXSBmlbs0J1mjAf5x9uy3KDEWeQgCbgAAJwZegltAPedSGgkETTupqQT4w5jfUv\n",
       "o/nFhVSsi+262PzT8dkOrC1ZB6LFsu+x8gXqSIWUlrslWzen0cj9+kkz62SjsTEAAABdAZ4Nakf/\n",
       "Aa94chj5hJ8qYaP62SahAgwmcYkQj3or+pEDpPrsPkdUH28ng7vpLH/wbU+1ZzzxHs7Tha+BoOvL\n",
       "0BGXGug3IRc7zjYe4wLGpqrjknw3soVAsSHQax65AAABLUGaEEnhDyZTBTwr//44QAZuPciL0TNW\n",
       "9sAERAl+Oo873JlWHRFau0WeF/5GAZStO4H52UYuCm2bWJ+dmgaJ/gpdMCg2RsszVldzlvOc45vJ\n",
       "zMagUeU5zGnhAkHc2e5YaK7k034HwG2MjeQmUKmA0ZddcgjiSAh+Pe3G22hNhADG+ubKvLo7+X8H\n",
       "cvVhfPrgmAUK01XBaBR+g2dSWQIdTvBjl9vAzOwKT/7fYo+pX81gAAAKK8GJbgEdULiIaLQYlxX9\n",
       "bAGYY6N68Typp/Fl52f+a1qFZ3Mhv/CqJg0o79SUtoa5A4a0K12epnMDmSQsgWKLqtr/CZYrWn5D\n",
       "neosHfwy0+lQPYAOMLp9CObHlZuusSfqeCyXPpfJZO+jieQ3Q7vQuyzEkqc42dF7v5EAAABQAZ4v\n",
       "akf/Aa941mktm5eDj4AEP/yj0TRyESE8zMhsa5WWHruzwf//z/7Z0JnbdXGFqulAi6wVjMD0SxDw\n",
       "/54sT8EgvDrfhYWgYmMXcMnVUu4AAAE4QZoySeEPJlMFPCv//jhAA0xjQZdcaAC1Pikqxz5P2FiR\n",
       "/ej2YVM/Jer2mfQE8eOgp6kGUYVKAgsn3E2yBlbgmL31S87J2/9ftp6cZGLS36G2r5D+rs5vtxPr\n",
       "NOqQfo2SOr+tL5f9WLBU1bRj8a4olTbeE0UYtcLaShNJbcWLGMdh49mhQ/v9CejSJexzXfBUa7t0\n",
       "fn6Lb2ESYyCOnQ06aPHhDqo3OzF2dX42TWgl/gqv4M0YDgAABBfvhavuGb9TQBymfX3z4sZa5aHD\n",
       "Ctc5RgArr5xhwMsOLB+DjxAwtCY4XWFR/2Th0j9T5FUHn+ml/8wgxZn9ke3YwtfzjBoSqDuyoyEl\n",
       "xZtU5pdYDbLJI1Exw5ICaztN8c6SnaBmXIdsenqyACr8uPPHKUvx8cnm9CKQCqCuCAhEAAAAUAGe\n",
       "UWpH/wGveNZpLasf+CHzgAh/MRaTWVIQCExby3oS5scbkso5UPhqq/CAWcRF/gCgAAu50FovqwVn\n",
       "2m2ArDpo2rYqv9OdCgkfL2bU7ssJAAABJ0GaVEnhDyZTBTwr//44QAZ35Iw9hnlyZr/XNoAcWcJZ\n",
       "M8ND2CPPGadHbN+4HaB2G+AWh2ZtvRzXYxD88ruf6cv+mE2KFpTW6mocYjn7nOyKgTOo5Tkbprek\n",
       "qBBjMRgoEyT8AN1tBHriPwV3WSKc+LVAF6Ubh8DFzYUsniXukmfKk4qEm1ywnQtsLJo+2PgbZQiT\n",
       "VNrdcv8OPWdcR89gVTxhyn26nn1Z16xx/xMh+n33p8Rqc7XCgdQrQVYrBCd8nWvl6lQyFZnBRrbk\n",
       "aI7nt4pzuGeh73beebQHNaaYdqColxIFqRO8IuPZgkZiJPs6RZUbrL/87UsCOzBa+NNmDH13MwvU\n",
       "iuhI+A//G3Hqw+xC8eyIIQn05W3CDGMx+B31alYgWPjln0AAAABXAZ5zakf/Aa941e0F9ZYgW7r2\n",
       "fdGsxwAQ6Oy8GjkjuE5GeF0JdST1hM9XVKAprxvjFS7FeGe72HQG4Q4/H/BphAC5Hay8rjVyhfSa\n",
       "XC8ghwz2p6HJ1JZAAAABREGadknhDyZTBTwr//44QANJzXznwZr1gBuoBk89rs749ryTyEdkLlcT\n",
       "/CzlFR/tnlnY+yPjYpDceMsmE/OV+vlC5W+dNOynMUppmawkqFr4TRrsDHN0dXqp9dHZridCxGSF\n",
       "igbW1HV2g5THS4ZAeTBnYhcrlxqH3VCHpg1OCBwd8rM7I7CrEwddLwlxs/0NNadBGstiCu6m1YS5\n",
       "JBAZWwSBKLYYKag2No/0xX2U/4b8cA73zSPyx5mKvwNjzvjKG4oa+xMLTC18Crk/tTDPqqwv5z4m\n",
       "KcSrFW9v3TefZD383nx8nOrEhRZFmQnepShKtx1cF1EnJyNnUs9JAqznMTvXDp2VHR+CewQgZfM7\n",
       "JBMuR3bSc0B41vSyQv4PLhcoei734IytsQzbZMNVXqlEnZERfEXj/Nchc7KDY3Qagtsbg+4vkQAA\n",
       "AFYBnpVqR/8Br3jVX7KR6VRQODGDUy6rUzXvPaLFNJKPHlhUqoiijr3HCyhAXlDSAUSAOoacX4tx\n",
       "IQQfkxzGSltnEH5kfWFStXuJcGcLSUHdkgt4EF6hbQAAALtBmpdJ4Q8mUwIV//44QANOMOWFgA4x\n",
       "lAhaskvsuOuZYxFjf996ywhZpou+zLVyVPpkDl+2u69mD/r1EYBIWLCVlYWKIWXQjj5z3xw00H9Y\n",
       "CDLU36EmuiaSHgb7gXTFkS2+Avcw0DDGm5n9+iYTP8nuTYX2u0AnDktF7vJrZTUcBfUSMjs/vMWt\n",
       "x/XSBHTxqmUz/wDbbM9TxOuHcVCU9KXlWnwoYtErfvacYDL+UmIwMPLuPfkmMH+M0IjfAAAA00Ga\n",
       "uUnhDyZTBRE8K//+OEADTnt5kskzAGeaI2jZQtclzeL3gIkWZQgC2Q0Ckfxdn5Gr0Scn9lRQfpyS\n",
       "eyL2C9t7onduiTw2iM9gGJUQqCkOSlyzzs/LBYZxHLDT/B+nwMPBu5dRzPMxvAQXvSHy/gVcEwOf\n",
       "zBVxElN8omRV/7YT7tywrqfLyBAdjbU/pyTbvUgMu+K28gq6+tJtj1g4KF2PQWAoG0CVtSjxC6+z\n",
       "yTwrulq3Lwd2Z1GG/TFAnqgOU9WNnpq+cuj/CPTaQ1v5cQi9a4kAAABwAZ7Yakf/Aa941O0F/Vkv\n",
       "nyj408bUFc7PeTqsDdz4/D6OJnkMaJRtQOK4ATpgAAAJk8QK0htPOhE+PzYN9j3gISi2FgAuXUeN\n",
       "WehJ1Zapp8eqsSdt7SH8v6rTIGIHtZjJGXw1gnUsV7ycjV9ERgyQMAAAAP1BmttJ4Q8mUwU8K//+\n",
       "OEAGJ9SMSnEBMcAEcnzEAqZc8IDu8Xl6+GIa3Co82jQdTiVk7ZICmQjCULTw0loMcd7TKzTAlIi3\n",
       "YFEXTov+wLMc6OJdcMdOn4DO6SUmFBjFH5hIiHF+7ZGUCg4kGMsdzAoOgKmkd7CHEQE1xF1Y1zs8\n",
       "kpxg2DPLaIsmuknWaFHMY1qoCA0rEp8p+j5CX0hBFKN9CPfvTPiti3HmaIz6xk1HZ1q31a1DYl1f\n",
       "RciNMCJ1+arcOvXgBnwnj9bd5mB020b2LrQ1JnEGvmfa1koUbaWNJ9Nvu5pWtClS4hYX0ODkBglz\n",
       "YKLrX9FllAU2yb2BAAAAZQGe+mpH/wGveNTtBJ50LTY+srmQH2zLQQxs38HBABsoWaBwmwU0o0z/\n",
       "jeLin8hgJ2lbe3iPo/tmCNYPeDADChrwZEY9c+URzQ0GmJHcVVB+J8hEgfqqzLnm6Qwcd2u1o4AU\n",
       "6YHPAAABDUGa/UnhDyZTBTwr//44QAM2dQMsLAKSTJ5gqyCAOsm4RUtdO830OUWIHkLvrw0lT+kp\n",
       "IWGIwd89FthJhp2pQC07Dt2eQa+a4AAAOAa6cxBbAu8L6B7mHnRZDwPSzjv5Uem17RXlZ3CQV+km\n",
       "tPXemurjuB3PfE8x1WeKUb3lv3utUiAhKEB33vCVknH3J82iH3zzg/naD0ufuAiK9UJtQ7pmD6uZ\n",
       "ChYzEn+h+VXaEh903+hD853w1qVCgABouU5LVx71u8kU68MVJEF3NVo3LiO2sgwgAPOPjSrCxuQc\n",
       "836YN36wDREX7hDxGu2YQm3Y4wIEpUs4dqI2oEw8AGfMBCzbVBno+CFubtdcv6BZAAAAcgGfHGpH\n",
       "/wGveNRpLgmuNAxTitPE90C94Ivzytxynpf8vkWu43Dze1JrAB+Fafp5d1WLDNQuh+D6wZddMb0y\n",
       "3VUkibIIyrhX16nc8eT7QXtlZOI4Ja+VUcym+S7uzG6cz5XgGe0rE8Y/M64R41FWRGxoQQAAAQhB\n",
       "mx9J4Q8mUwU8K//+OEADO/qkQdeWP91BJD0FdpEO/4e3qkZq0B6XEvDPkrQh7DX9Y2uVaZ2JbAaA\n",
       "Ij/B8H/2kiJR1UPlFVs5FNx0RtBgofEcfOakDp6k9AeeLjzIWLKVvsVvJE3Ll03C0Hty1XMrWzsZ\n",
       "bIU26CUsI9l57FUyWvRdLVjKxQt2FB5tdsJQSQYmUpOMz4Zhnd4oAAA+rXCRMITbuD5462l3qigQ\n",
       "GDrEqme3h0dgP3k6e3NFGCejCwAmyvgWI+4es3XSDcZzg/dWC/LVDGh50fKgmuuSIQOrszTDv7Tf\n",
       "ENuo25etvfiE0iFqY3yb9JyUdAaZ50b+trPN01BG2unK8+sAAAB1AZ8+akf/Aa94xEfb+pMGqrnX\n",
       "EJkzZorkh1uPaADZki7hGkEd0OJU03ZagFv47haY6IK5DjJAGduFFwh9AWQUO85ukCsD9GQcc5lF\n",
       "erBwgPppQZvOSpYwrtAOLfK7ydZSj03hDkiXoQY1vwfeAD98zDQY0WH8AAAAy0GbIUnhDyZTBTwn\n",
       "//3xAAeS2qukMcRYV2PL017OZ2vMPIAK6oQG5pbhKN6YZJu+j1R8WrZVweA2BCo61SY2CzxBXXvy\n",
       "xZ7nyOmbzEYhiMTd9xxP7DDi/kIcnTQG7uNRctLXTQZ4dI7Bt28qjEyn7MghzeWbgPXu033HIWSb\n",
       "KZaQL/GzmEK/ejH5C2ofP3lIfp1GgkxfhX7Q6Ky+WbLHecxeyfovOV4XUksve2eo2Dsscco1qZJ0\n",
       "SBXJiiq3nLeO7Wo5ctWGPFzd3ZuBAAAAYwGfQGpH/wGveMOOOKUdpP3o0j1/nom1MokTExfOCjpK\n",
       "svbwp0Cu/rbwAgS6Llg7WDief3gO+glkCrr4z8BEp626xlgXlRww3jJjfHtCsMTAjs9Ck03Wf+fv\n",
       "h+s7yfUr9CCpgAAAAKNBm0NJ4Q8mUwU8f/yEAC+gBjKmgXNjp1IQtljTL13RY1PdK7Xe2muzciQQ\n",
       "HzgAnbtIcGQZKwmKZT/Mahme71Nze3s+KqZ889b5DrQE2qnQ+UToFYP+u5TMCPG5sE8SHGZTBdka\n",
       "gOYSxJC377SU3OLHzRRgNPChStKQb88/ApPPXVfSOwJXjXmlomcDCZr3BNbqxXI4EHr23cA3eeI/\n",
       "1fIFFIrBAAAAXwGfYmpH/wGveMO03wXWKVnwBs/wnO6/AnR4ovYRMuyt9n6DdHmSy/aNDvaGtgAa\n",
       "J+CC6YOGICOcu9vNbz9yRRX5iD3wk5oojEELEMNN5gjnJWpDlgc2chzcCND1QjGkAAAHpm1vb3YA\n",
       "AABsbXZoZAAAAAAAAAAAAAAAAAAAA+gAAAfQAAEAAAEAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAA\n",
       "AAAAAQAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAbQdHJh\n",
       "awAAAFx0a2hkAAAAAwAAAAAAAAAAAAAAAQAAAAAAAAfQAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAA\n",
       "AAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAQAAAAAGwAAABIAAAAAAAJGVkdHMAAAAcZWxzdAAAAAAA\n",
       "AAABAAAH0AAAAgAAAQAAAAAGSG1kaWEAAAAgbWRoZAAAAAAAAAAAAAAAAAAAMgAAAGQAVcQAAAAA\n",
       "AC1oZGxyAAAAAAAAAAB2aWRlAAAAAAAAAAAAAAAAVmlkZW9IYW5kbGVyAAAABfNtaW5mAAAAFHZt\n",
       "aGQAAAABAAAAAAAAAAAAAAAkZGluZgAAABxkcmVmAAAAAAAAAAEAAAAMdXJsIAAAAAEAAAWzc3Ri\n",
       "bAAAALNzdHNkAAAAAAAAAAEAAACjYXZjMQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAAGwASAASAAA\n",
       "AEgAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABj//wAAADFhdmNDAWQA\n",
       "Hv/hABhnZAAerNlBsJaEAAADAAQAAAMBkDxYtlgBAAZo6+PLIsAAAAAcdXVpZGtoQPJfJE/Fujml\n",
       "G88DI/MAAAAAAAAAGHN0dHMAAAAAAAAAAQAAAGQAAAEAAAAAFHN0c3MAAAAAAAAAAQAAAAEAAAL4\n",
       "Y3R0cwAAAAAAAABdAAAABAAAAgAAAAABAAADAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEA\n",
       "AAAAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAgAAAAABAAADAAAAAAEAAAEAAAAAAQAA\n",
       "BQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAAB\n",
       "AAAAAAEAAAMAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMA\n",
       "AAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAQAAAAAAQAAAgAA\n",
       "AAABAAAAAAAAAAEAAAIAAAAAAQAAAwAAAAABAAABAAAAAAEAAAIAAAAAAQAAAwAAAAABAAABAAAA\n",
       "AAQAAAIAAAAAAQAAAwAAAAABAAABAAAAAAIAAAIAAAAAAQAAAwAAAAABAAABAAAAAAEAAAIAAAAA\n",
       "AQAAAwAAAAABAAABAAAAAAEAAAIAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAAB\n",
       "AAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAADAAAAAAEA\n",
       "AAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAA\n",
       "AgAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAD\n",
       "AAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAIAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMA\n",
       "AAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAA\n",
       "AAABAAADAAAAAAEAAAEAAAAAHHN0c2MAAAAAAAAAAQAAAAEAAABkAAAAAQAAAaRzdHN6AAAAAAAA\n",
       "AAAAAABkAAAQ1gAAAbQAAAGaAAAA2gAAAQIAAACfAAABWAAAALcAAABoAAAAUAAAAPgAAAB9AAAA\n",
       "4QAAAS8AAABeAAABQAAAALgAAABAAAAAUwAAAQoAAAB+AAABQAAAAG8AAAEAAAAAYQAAARoAAABG\n",
       "AAABMgAAAFYAAAEKAAAAYgAAASMAAABqAAABBQAAAGUAAAEPAAAAbwAAAFUAAAFoAAABUgAAAHoA\n",
       "AAC2AAABDQAAAGsAAAD3AAABIwAAALQAAAElAAABBwAAAG8AAADrAAABPQAAAPUAAACLAAAA8wAA\n",
       "ANoAAABqAAABIAAAAPgAAACDAAABOwAAAGUAAAEwAAAAWgAAARsAAABsAAABDgAAAF4AAAEaAAAA\n",
       "UAAAAVgAAABnAAABMwAAAFgAAADqAAAAVgAAAPcAAAE3AAAAYQAAATEAAABUAAABPAAAAFQAAAEr\n",
       "AAAAWwAAAUgAAABaAAAAvwAAANcAAAB0AAABAQAAAGkAAAERAAAAdgAAAQwAAAB5AAAAzwAAAGcA\n",
       "AACnAAAAYwAAABRzdGNvAAAAAAAAAAEAAAAsAAAAYnVkdGEAAABabWV0YQAAAAAAAAAhaGRscgAA\n",
       "AAAAAAAAbWRpcmFwcGwAAAAAAAAAAAAAAAAtaWxzdAAAACWpdG9vAAAAHWRhdGEAAAABAAAAAExh\n",
       "dmY1Ny4zNC4xMDI=\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(anim.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}