{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import helper as hp\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "231\n"
     ]
    }
   ],
   "source": [
    "dir_folder='./'\n",
    "files = hp.find_generation(dir_folder)\n",
    "print len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "directoris = {(_files.split('\\\\')[0]) for _files in files}\n",
    "len(directoris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "generations ={}\n",
    "for directori in directoris:\n",
    "    _list = sorted([sound.split('\\\\')[1] for sound in hp.find_generation(directori)])\n",
    "    generations[directori] = _list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# for i in range(39):\n",
    "#     print '_'+str(i),\n",
    "\n",
    "# print     \n",
    "# for i in range(39):\n",
    "#     print 'print _'+str(i)+'[0]'\n",
    "#     print 'hp.show_complete_tennis(_'+str(i)+'[1])',"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "audios = {}\n",
    "for key, values in generations.items():\n",
    "    _list = [hp.load_generic_audio(key + '/' + val) for val in values]\n",
    "    audios[key] = _list\n",
    "_0 , _1 , _2 , _3 , _4 , _5 , _6 , _7 , _8 , _9 , _10 , _11 , _12 , _13 , _14 , _15 , _16 , _17 , _18 , _19 , _20 , _21 , _22 , _23 , _24 , _25 , _26 , _27 , _28 , _29 , _30 , _31 , _32 , _33 , _34 , _35 , _36 , _37 , _38 = audios.items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#mostrar els 37, 8, 18, 20, 9, 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T23-14-07\n"
     ]
    },
    {
     "data": {
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ZM/i9jAyRd97RZe7apc+zsrQhxNKl+hl9+mje4sW6To4e1X2liAbKd+/W+lqP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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x79f3a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "56000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print _0[0]\n",
    "hp.show_complete_tennis(_0[1])\n",
    "len(_0[1][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T09-49-59\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e9d518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xce83668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfc9ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc24f748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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35oWdp5/miUSfPlxf6tfnf9vJJ3OfVKcO14333+dJ86pVrE+XLvxNk5K4fnmN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\nIiIiUqr8H7tCBpX9/8JpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e8b4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SE7khExERERERERGJNvHx/h2dZcFrLBdO+WM3NWsy8F8axfk+CQn+XeeBvIY7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\nREREREQkoihwLSIiIiIiIiIiIiIR5f8BsTPF1qB6s2EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd62ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2qCfkP/4Rnef11zXP9u3J6SPi95qwPTVh8uST/gdxyxa9F8HKycrHH3veQIWF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\nJ5J4lvmqJO5LLZYcdJA2Wu0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EveSeeab8GzGbNunzQZSiIjXylrWDoLSsWeMZz+fMUcPq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\n/AGY/ssDqMbUuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd03ada0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jgzy2lXIbIwDtcWCf7+CD47tXZmXXD9MLIWjavj32+tzpE4btLWROfsZ1HhEB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\n/nuaZ1OPOWt/VqqU3qFHplbwCScA112n18VwLWSKMDkVx6G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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b4e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd6d8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xebf0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _1[0]\n",
    "hp.show_complete_tennis(_1[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T10-06-44\n"
     ]
    },
    {
     "data": {
      "image/png": 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4LND5Iq5daw4pIJ55JrDvvvHH5G2pCtdxEdeuEPzoo+E82NahqCg8iJ/kzTf9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\nyzZrRq9t33dfNK0rYLqvb/OgaqnQuzcwdCjQpg2JG40bk1j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PON0bynMN/gvs\nK/zMwr0jZTQCt+OHBfoc+G+gWyTPTvjeIRuAz4D/AraP5GkC5gFf4G99nAa0qfZrpKSU1JSnbX8H\nnBvJpzaupJTQBMwEVqT+v14LLACGRPKojSsp1UkCFgK3RtapjSspJTQBjwCrU9/j7wMPA3tG8qiN\nKyUiJbrHtYiIiIiIiIiIiIjUn8SOcS0iIiIiIiIiIiIi9UmBaxERERERERERERGpKQpci4iIiIiI\niIiIiEhNUeBaRERERERERERERGqKAtciIiIiIiIiIiIiUlMUuBYRERERERERERGRmqLAtYiIiIiI\niIiIiIjUFAWuRURERERERERERKSmKHAtIiIiIiIiIiIiIjVFgWsRERERERERERERqSkKXIuIiIiI\niIiIiIhITVHgWkRERERERERERERqyv8BFoR6KWFpAj8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xecdf6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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B7Uc7x6BBInl5Qd6MGbrfQQcFec89J3LLLeFz33mnlvvkE03HaSmZxoR/fP+a\nGb/8InLzzcE7XURXWTz6qMjKlUkvUQJmI/7++5OXMe0bO+7AgZrecsugTPPmmudfd9PG9Ovt+2Iw\n3nwzyLNvyCmnJJYT0dUUP/2UWEdbZdGhQ+K2F18Uefrp5P/PeOcdvR4iWg9btTJ8uGoMVVe++EIk\nOzv956w0LF0q8t578dv++1+9h99+W/RxJk9Wba5M4Wtamf1PS/frJ/Lrr+HyK1aIvPBCcA132UXk\nvvvCZRYtEilht6/SYdfC7OcCgV3RQYO0zMqVei9Xrgy0jVq21Gu3Zo3INdeE37uGaUbZtdy4MdEu\n6BdfhH2UzJunK6zMRuSGDdrW/JVn9m6ZP19kjz3U7qmI1sfqYBqFX32l72L//Wor2r75Jshbtkxt\nmvp06aLH95k+Xfdt2DDVVY2noEDtqPosXy6yYEFYS3nWrOB/2P9eulRtj0aJXnNLr1iRWO6cc4K0\nfTOB4Lj+Crg77gju2/LlurLmrbf0HubmBuWs3n/8EeQ9+6zmWZuwb0lBgX5L+vQJvoubNgX7ORfU\nz7Q5//MfTf/2W1DObNyaBvHhh4f/++rVetxBgzTtf/fjrlky5s7Vd0FlwewVf/yxpqP9Cfu+W9rv\nX4toG0/WXi64QNPffBPkDR2aWM7/ttSvH+4rzZ2r40i/zFdfhVfl2ffdtMZ9BgxQ+799+2qZSy+t\n+L5tdQtmF/jMMzW+7z6RKVO039Crl+Y995zGZhfa2pG/Grysg2n1WojTavZDnToVfy3LMvjPbmUL\nyTSTMxkOOkjjGjUStx17rMZmvzwu2OqTVCFZG7L+T7IQVycL5r/rjDMSt82fr/HbbxfnrV++rFun\n48LquNI/GcXRuE65sbQBQG2oiZBukfwhAN5Lss83AAZE8s4DsDxJ+YwLrqPhyCNFXnlFf9uSCkAN\n+594og4kS3Lcn39OzHvsMZHFi0UmThSZOVOFBmPHJv8/Q4aoIOn223X/hx4q0WWJZdgwHZSsXRss\ns8/PL7pjY+Tnq0D4qqu0Q19QIDJ7dvwAf8KE8DGKEsiVNZ99Fj7/rbcmdrxLgwmtCgq0g3/zzXqe\nyy7TbYMGqYCnrHn8cT3PM89U7o80Q8nDihXqLPW77zRtgi2bqBg4MLFdjBwpcuGFwSD0gQdETj01\nfFyf555ToZFt8we+QOBIxEJeXjh9yy0qhLnwQk2ffXbYSUv0nJY2YTUQPDMffqhlttsufD5/SW6N\nGlomOiEFEWLEAAAgAElEQVSVlxeu23XXJdbh3/9WpzOAyLvvqtDVlmv6Arm4ulsdBw/W9KpVwfZO\nncL77L9/8H/9pYdRQZ//n21wA+i7VCRY3geok1URkQYNgjwTHl1/feJ1XrQofJ6TT9Z8u7/+stQ3\n3gj2+/hjzRszJpiAs3LRCQX7nczh6Kefatsz/vhDhV5vvRUu98EHepyomZShQ1Voa2ZRTPjmO7ox\nXnxRj7HjjvpNT8ayZeocxgR+N9wQ3AOfRx4J/l///onbfadDkyYlP5+ILjP+8kv9PWCALgGN4j9v\nybb599ecD02dGgga/fZ/3HHpO7SxtjJwoLY9myTq21cFJf6Ej1+X6dMTn8Po+8XyRowIC+jiykyc\nGDxXzz8fbP/99/BkV0FB8J+TsWmT9reMjRtT7+MrLPznP1oHU2zIywsLan//PfnkQKr3eYcOWvdk\n2089VaRHD/398stB/oMPho9t77YBAzRdv7725/Lzw++6aH1Ews6URLRdAjpJ9q9/BdvefTcQVPrv\ntLj77AtJ7Fm1dM+eQX8r+r4UUeFq9HgzZqhTphUr9L4UFKhgqHfv8D21ZfBbbRXcK79+N92UmNex\nY/ge+CaU/Os3YEDivuefr3m+QNoEwXYdAZGuXTVv2rT4d72f16ePCnMtffbZ4W9L3PvW0vfeG86b\nNUvHFpY+5ZTE/3XCCZrnL+23SQPfoVn0uT7pJH2nAIGpDMPK+JPKPrYk/uSTg/eGmWvMy9P7vX69\nfof799f+7MSJatrP71/7z+CmTdo+li7VZyXdycWlS4NJGH/JuglBLBQUBO9Bu9533x1OW1/Cb0eW\nbtlS7+O77ybet7Vrw3mrV4evd/QZMmG/v5/9B0sffHDwH//8M3zPrR/Rvn3q9xND6UPjxkG76dZN\nY+vrdu2qcVmaBEkWzPHd5hpSCUM3x5DKiaJ9v81kSWUKJgxv1y5x21dfaXzCCSJz5ujYrKBAFXj+\n9a/g2zFrlk7ojxun23Ny9H1r70qbaLbj+tik7emni1x7rfYLfvstXOaXX3R7QYFOVo0bpybiAP2+\nA9o/+PtvkVat9Nu3fr1+z0w5LA77JjRtqv2hpk21H1tQoP2gWbP0+2L1X7ZMJ7WtL9Szp0j37vp7\n/vz4cc7EiTrePuccVXL48EM95yuvaHrTJv2W2LVcvTqoQ/362v8xGaDx+eeVR3DdFGqf+uBI/oMA\nRifZZxqAGyN5x0PNhWwZU74tAPn66/EydarOWk6apNoT/mxFQYHORD/2mF7MkSMTBTNVLXTpEnQa\nzzsvEEwlC3vuqZ3Ipk31wTj2WBVs2Padd9aHrG9fFQbYgHDt2sD2sT9gKE044ohAawgQueIK1c57\n883knqkbNNCZ6htv1AfmkEP0wf7zT+1sv/KK3vvXXtOXwPTp+gCtWqUvCX+QOXmyPuDr1+sD+8UX\nKnR56qlA2BQXevXS4y9YoPHq1dohLyjQsGCBCgxXrtSO9aRJKvTefnuRK69UrajSXDfrxBQVTDt6\n5kydWQRUEG6doTZtROrWrfg2zFA+wde4tWAd4R13TP84BQX6wYvmRwdwvgAFSJwIigu2usLPa9VK\nn6W48v5KmGidJkwIbL9ZENGOChDYRbMOgh98QZmF6DvJH5z618Z+t2ypwn9/++jRic+vSHhg2LKl\n5vmaLo0aJQ5aL71Uy0U7ltHrF5c3bJi+D+Pq72trW1i6VL+r0fzDDtNjxwkhfYGMTZbFtZPGjVWg\n8/zzid7JJ08OC3ssvP12eFLC/5/RSeNoOzz77HBb23PP+LYVJVm723ff5OUA1aQygXnctW3ZMlid\n5AsR/Gvqr3TJztbta9boN84/li8Yil6fTZv0WxQ9/8iRYWG7H1av1n7AwQcnrsp5+OFwOm6AYOf1\ntYAB/U772qwWJk7Uc44ZE38sQPsv3bsnTmyffnr43plWJKCT3jk5QX/vyy8Dr/MmpDMNb1/LZ/ly\nkauvDp9nv/20P/H660Fe06aJ995fUWcaxZYePVqfNRM2pxN8TVog/O32+33nnx8uV7NmohadCa4t\nRPs7vkYokCgQjQo+TUPQws47h9PRScsrr0y8Xnvvnfgfjzkm8V187rmJQvxNm8LCQAtz5ybm3Xpr\nYl7cu/Ctt4o+3lFH6fspqnASN8mwdm3iMzRzpk4mRM/hvzstmNa8H/wJSiBxsjiu3QwenGgD9cQT\ng/+7//7BKhv/mUr2v3xBJ6ArjaJlzjsvMS/67jr44PjvbklDw4Y6GL/ySk1/9FF40tveBWZLfv16\nnQR+7DF9X1t/5f33g/+42246Wbf//snPm5WlfRZLv/lmoEQE6Ptk9uwgfcUV8d+Nxx4Lp0WC74Qf\nomPYmTMD4eOZZ6pAIWqbOi8vsBub6hnwrxdD+QV/1Q0DQ2UPcTamK0vwFXbSDR06JJ/AOfLIYOIb\niB+HWIjr311+eWJenEzInwy2b6pvZxwIJrjq1An3sYcPTzzeBRfE19FWrgGJffqHHw4Us7KyNDab\n7ieeGC5r2vepQsOGiX7S9t9f+xWnnSYCbIaCa/3TxW+kDAwMDAzhsP32ybeZOQw/HHNMOB1dhWHO\nMooKNhueTkilCfSvfwUaaTYQ6NRJhUZAvADDQkmdm9iAtEOH+GVuW28daIWbMGn9ehWC+85fooI+\nIBAi+KZBihIkmADp0081tomK3r0Dp0F+6NJFTaPE/bc4YUrr1ipsiBN8+hrjfifH1/JOJ/hLpv0Q\nZ95oxIjEPO0QxYdUnU5fmzxOsOAH07JcuDB5GX91QqpgWhSpynz4oZpOsPThh4fPI6LaI/4+994b\n7gxb2Hff5Ctv7rsv/fvUqVN8/g8/qCAICIRBu++u5iDiyjdoEGjvlzQkm/guqxAV+iRre5U1/POf\nqbefc47G5oAqKsCMBiuXLNj994OtlvBD1Hxeq1bBdfUnIqJtO53lyMUNcdqNcQoNJ5yQmBc3SIxq\n0AI6AXfppYlLpV99Nb06Xn11eOLNTE4Bwff4mWcS94uaGjjkkOAdfdVVapbHfweZRv2dd+q74sAD\ng23RyeE453zpfvvLM6Tq35Q2RIUe0fsb1ajffvt4paOoktBVV2lspiPiQpywJCrwiAodgPhVs/59\nZmBgYGAIh1tuyfw5zGxk9Q+VR3BdbqZCgM4CnBQJwyrBzWBgqJ6hqAErQ9UNNWsGg+Li2Dj0tWuB\nsGkEC1ENwLgQp2FmwTfPFA1xWnYLFgS/rc3Omxcu07Nn/Ex1cYJptV97bTg/qpF46qnBgN+EMC++\nGAxILa9fv0SP3Rs3BsJvX2v1iis0vuQSjXv0SBzgTp4c/Dah5Lx5gUAxqnlv2slx4eKLA+/iFu6+\nO7kdfFuxU9KQTIi6cmW8ED6q7R4XTIBz6qkqMPY1R447LtG+Y3Z2vMZENBxySKImpR+mTUsufOje\nPT7/H/9I1Ei3sHp18nOZwLxDhyAvqq1swdcETDf4Nm+bNk3Ulr7nnkCo/eOP2j46dw60AD//PN7z\ne1yITo4Bqe/H0UeXrK0lE2r93/+F08cfnzih42tAphIwWWjWLGziqCJD9J0bnaAsKAiExA0aqIDT\ntkXtb950UzChZaYSxoxJXIo9fnyixlbcxJ2ZpNt3XzUFAYTNW1iIavQkCwMHJtbFF4CbAPD99xOF\nv8kmqGzS1d51774bv9LIf17/9S/VVvK/UX37qrBRJKzZn+xaRyeBli9P1GjOz09cJRQnIB8wQLX5\n/e+2/3/r1lVNrOjkwcSJFd9+t9iieOUrk33eevUSBcV16sRPsEff97VqhTXngMRvRd26wXvWrtMd\ndySuSGKo/KG47ZyBgaHqBBuX+Ga5ql8YJony2s5SKQTXhYLlOOeM8wBcn6T8AwAmRfKGFeWcsW/f\n8fLBBzrYP+88XVY1erR24vLztXN3112qwfH446r67mtxVLVgQgaz/1accNppOvDYY4+w5tb772tH\n+9ZbtbP67beq/WQz/RZKMxNflKmLI45IbU5ju+10oNOsmcihh+pAcfDgoE5ffqlLK4YNU82i99/X\nQdQXX+hS6XfeUYHP+vX6e948FdCNHauDlThNoGi4+GIdcE+dquc67TSR227TQfyyZWq2YPBgNRly\n222l1yArTbjsMl2mOmdOsNyjrMLmbg+tMoSddir5vl27hgelcVqQ/fol10yNLgkHwiYlbMmxLWny\ngy90+O9/EzXSfAdYvjYyEB6UX3VV+B0Wp4Ucp8Galxdewjx+fKJALz8//H/MHIKvQdaiRaLw6qOP\ngt9bb63LyX3zEuefn2ja5OuvAzth/v/0bYfvt5/+l6iQ4LPPEk15bNyo7zxLb7WV/h+/7nXrBtf4\n0EPD+3/+udY7bgLh+OPjhdpmmsvSvmZnVAtx06ZEcxG33KL1/uYbNcMUvYciiYN2kcR7PmpU4hL2\n668PnBVGBYW+Q7a4tmLBHLrNnRs4XYsrZzbJo2Zc/vGPRJuqc+fq9yNqTgEIzIL4+Jrs1m5Fkj+j\n0Tq2aBEcy59QueEGzXvgAbVz7O9zwAHB71WrgnZldm/j7sfjj+u5fCFbbq6ep0mTYDl9nF17Czk5\nahrCb1/RMr7Ab5ttwisScnLUrJivnb90aSBMvP9+PaZ9F195JbAT+/nnwT6vvx5cM9+02pIlmudr\nCi9enNhmLb3PPjrR4j+XK1cmtl//Gb3ooiB9331hgaIvFD388MDvCqDX35/sadgwPHEFJAqIhw4N\np6P18v9L+/bh7S+8EH5/nnZaYJbJwvz5iaZ5liwJv7s6dgzaYfTc/r2Na9tnnx1cc1+r2Gzu+/4A\nzKGvrzE9Z47m+ZNs06YlmgIRSRQUWr6vJTtqVGId4/wVmEM+f7LrgAOC/+JP2CxeHF6VdMwxie8O\nkUTTUiJh2+PXX695UedV0ffuTjtpuV12CWxVZ2cn+rTYtCncv7zppvC3w9rwq6+GTc307Bk+jr9P\nnIkRP0RXPkRXjpx5pr7r7XzNmunzb9sfeUTNBALqa8PsP/uTFoC2xVmzdCJs991T16k0oV+/cLp+\n/aB+FszPQbt24fdytE3Nnh2enDf79v7qnMmTk797LdBsRfkEMz9gz0kq5Q4b69rEYVw/nIGhrEKq\ncX5RDhQrU6hVKzCx5q+o8sc+qVbbmslVIN48IqB9/A8+CGtJ33FHuMyyZcGkefT7969/BXLJ6Pcg\nOj4EdEWjn7Z3QqNGwb1JZvo2lcKLH8xXVlHhuOPCY7rDDlMlrqeeCnxZASJPP60+Kfz+43XXiZx/\nfiXRuBYRADgdwFoA5wDYC8BgAEsBbFe4vR+Al73yLQCsKjQn0grAZQDyAByd5Pjl7pwxLpiB+kGD\ntKHG2UAtKkSXBBx3nAp4Nm7UTv+cOYkD3/z8oMOVk6NacDVrqi22xYvTdz5SFGvXqpDLOvcigfOh\n6P+IamMAQefc9lu0SAdKU6cGg8VU9ybO+VSm8Du3fkjlFDMd7F7k5GgH/aefgm2mIbH77oG324UL\ndWAeZcMGbW833KADXxMY5eVpmzEHNlFs4H/ggaVzQmEvxHQ0ZxkqT2jaNLAB/NdfQbuYOFEHlPYh\n8YULDzygZaZOVQHfn3/qgG/lSh2srlwZHtgXFARLUc2WaXZ2uB5mn9nSublhW5wmVDCsPrac1hdg\nrV+vk0OWFlGNNf98IommJUTCA90VK/S5jJYRCUws3H23Tkjl5QWa0CaIME1ny7Pf5pzCvMdb/f3/\nD6ggOyqQtn3t22KC5qgW+9ixiR0pwzSgd95Z09GJOSPaVnzi8n1BPKAdE2PVKrWdLBK8K9q3Dzt+\njB574kRJwLZFneKa+Q//m2KavmPGBHnWWfLb0/jx4UmDuO9KVFh/4YXJHTdGbXDffXd4u98WFi2K\nP0b0//ptJIr/nJx3XnhbtBPbpYvm++082bHmzw9v87U98vLU5qo5poxik9HmhM7wzYc0aqR5cU7H\nRPQ+RFdriISfdRHtbEeFw3bvr746ELxdfnm4LkOHhh03poMNbr76Ksjz77fh32MRnXjxHSv/8osK\nZ31uvjm4PyLh/33CCYEQ8Prrg+/sWWeFO/v+wGPq1PCgIfqOMWfapq13+umJ5504MVi5Yf8lej/s\n90knhdOffRa+Vx98EC/4jtpAjvv/IolazSJh+/U9emieb9rId35kjjKBoH/s12fcOM3zB4dxjhrz\n8hInTAx/dUHUMR6g/ci4/xb9L5ddpnl+v9nuj0h4QkEkbI/4rrs0z7T7jzsu2M802e+/X9NmMsq/\nJr6DRyBxEvbNN7Wcb4LCnofo//IVTqyva8/Q7bcHjtit/nXq6DXPydF+rtmC97Hj2Wqmm28OtJBP\nOEHb2Qsv6AS2TSYMHRruN2/apINl+45YfyTZuGPcOBUM5+Zq8MdQvmkU3/xTOuO9kSPD6ahA4M47\nwxN1dl39b3vjxkFd/AkfkXA/zCZjLW19CX9FiGE27e1bvd12wYSGr5VuK6xKu3qKITFYn8b6rnHa\nltb/NUUQm9Aym+v2bjfhXCrHenGhJPaAgcSVacUNxVn5UNz/VNlDutrzUeFxSeRL6d6HaJ1Saf6m\nsvefTogqYpRliMo4/Lbj+xBYuVLLXntt4KTxjz+CPpPP22+rQo6IfmMaNdL3+Lx5YSfD/sSuiB73\ngQeCfsvff+v4ZcMGvbem5HPyycH71ZdD+ceeMyfwzZSXp+d/7LHAqfozz2gZm6h//HHtT61bp/lT\npwbfg48+0u/511/rJHVOjgrTN23SfsPs2cF5J0/WsdG33+o3eMmScJ9zzRr9n1tuGUyMG/n5qkhx\n4YVBP0skWN0oIjJ+fCUQXAPYFsBQALmFgutVANYBGA2gvVfuJQBfAqhVKKz+pbB8HoBNAGYB6Jni\nPOUuuPax5eVRD59LlgTlrZF98YU+DNGBcadOOiuxZo0OrvLy1Nt7VcHsxlpYuzas7bNmTdgxYrqs\nX6+DwunTy77ORRF1QPT005k9X9T7eaaxTndJOqGm6RLVhGWo+LBsmb5v+vfXtA2ETFu3KObMCTtJ\nSja4i2LlRdTsBRBocc6YoemuXYMPpoiaCzjxxCBtHYvoZJt1nEaMCD6kZ52lwh2RsOkQw9qmeYH2\n62jasr4WsOFrWho20PWFkhs26Efb5733VJgkIjJkiA6mjagAzq/PxRdrevnyIM8XavnLfqP7AsH7\n0c+LKycSdtBnQg+RwFkdEO4kiWgnq3FjnZQ1/MF0KkwA9cUXmm7RQr9//jUDggkAn08+0U5XlJUr\ntY1HBdrRdrNkic7kR/+PiH6PJkyIr7MJJ//973AnKxnvvKMd3Rkz4r9ztuKlKKyj6l+fOFatEnnp\npUDj1ygo0ImVDz5QQbB1ZFesUMG7aZ4acW3SWLdOO7XWnlNhA+lXXw3n+23vrLM0z94FgA5aomzY\noEITf7Jh6dKw0N8ExdttF+TZBH9BgfbJymLC3gSJixeH82fOTPQQX1qiq11sldYllwSa8abx79+z\n55/XQawRvZ9m39beu4MGha+7ebG37Tb5YROWdjwThM2bp8IVe6Zs+7ffhtM2cWUahJdcomnTmn7t\ntXB/56WXNL9TJ037A7/BgxP/n7V9vw3799xWCT7xRPg6W9l58zTtC7OjZeLybr89yMvLUy1cf4Dr\nC6QN3wGwEdU2MszUia89/uuv4f19m+Fz52qemRg67bRgP+unvfiipqOCTpGw4HrKlLD95QYNgnKm\nbQ2ogNS/JgMHatrXHjPM4ZMJ50UCZRdzjJgKO97GjeH3/fffh/sS5YWZU9pnH02bAOnhh3WM4Lcd\na89A4AzY13r//ffwJNyFFyauUjDi7ok/uWPUrq3CJMMmzA2bSLjnniDP2mKbNnr+deuCSTFf+GOC\n0uikdXUNUeFgMjNoZRHsHR91Lu0HW0VipujMEa+tXjIhoL3zbbWT+YIpaqW0Kc6Z4Nt3AOyHqGDT\n+tomXI2z116c65wq2IqHqP33sgjFXUFcFr4Voub5LNj/M2Fy1DqAmcuyUBYCfbv/u+6qcYsWGseZ\naLN6xW2zEG0HcaZF7VxRIbMdv6jVBHE+FSxEVyP7Eyw2PgbK7tsQZdw4HReky2+/6Tdu0SKdQBZR\nRY+48UBeXuL4M4o5XL733vTrUBJeeEHHriXh5591Ql2k8giuPwMwAUB7AP8HYDqA11KU3xrAcACn\nAtgDQIdCMyNjizhPuQmu/+//dJCaLv36JQ4W484bN2ivSvgaR34nvqAgUbhQ1bD/VVaa65UFG/wk\nc6qVKpggrXVrjX0vuwzlG+wDb+YyjIICHXxs3KiaSVHhS1HY8dNl5EhtUyKBcPTHH4PtEycW/Qzl\n5KjmXhTrtE2aFL+faYnddFPq41s7NXwNVR/r4BjLlulyspkzUx+/KFasCHc28vJ0ptsXDt57r04E\n+tiAw1ZiiITbQFS7yq+n5R15pKb9SYmoULK49/zAA1UDjlRdxo1LLsBPF1sR4QsYRcLmGnwNcsvz\nTXAUFyCYuKou+M+0CRlvu02vnf+sFvc5LQ4FBSpUtgm/os5lWqQ5OZq2wapNmoiEJz/ffFO3m/Az\nFXHnXr8+cSJqxoxEbd1Ro3Tfjz+OP6Y/ITV5cjBQFAnekWaWQSRoywsXpq5znCDchLcffRQua04w\nTfgsEtiMP+KIIM83BSISP+F05ZWa9lc9WBmbBIpbLeBrEIuEV1D6k76+40f7jk+ZEv5PJlDzVzZs\n2qTfCH+Fl4i2iXT61DNmBJMilYGVK/U/7r57kGeaZiJ6b155RSfA27SJnzRdvz5sBspWetlKNP8e\nGMOGadq5IC/aLkT0ekW1zf0x2F9/qfPa6Iqezz4LnmFj4MCwVrmZSbrzTo2LMvtYVYMJ8KI+CqKC\naxMWloWvHzM3ZWbw4oTGNt4ybVETXNuKPBPU2TvYNOi7dAneZ3HHM61H+46bZr0dNxpsJYf9fxOM\n2xikKNu8Nmax/rhd16gZKT9YmzvyyKKvZVnbAE8mFC4Lp3l2D6LBxiA2GWECYnOUa/47TMBdFs5m\n7X6bL4+jjkp+P62N2URYnDnU6ESJCan9YAJ422aryyzdpk24fNS/QzSdKtSrF0zAFhToOOmDD5K8\n6KsBa9boqsySCpXLmwoXXBeaBCkAcKCX17VQg3qHYhynPYB8AM1TlMm44No0HpKZYCgJS5YEy++q\ng1DUPprVjfHj45exV3XM3ED79uk7NLIOgXWALI46V2Iov2BLOufNUxu+ZYVpL5aUsnynmS1HE4yX\nlD/+UEGx4S/N9lm6tPiC/kxidliL0n4dNkyfZf/a2380e8Qiury+X7/E/ceM0WXc6VLaNkKqB6Zx\n5dulFwmEPGbr17Dl0KWZ1P7zz7BgrTpgq/eee06fq1dfjb9GF1ygQqPy4NtvVTspXVatCrSZ4ygo\nSL8fXdq+l2mo+4wYoYLkopgxI6xQsnBhcnNBUTp1Cvw7iKjA2ExxFcXGjSrAeeutcP6YMeGJ2+XL\nw4JGM4W1665Bnn3bfJN0gAo/DHtGzzgjyIvry/tOj5OxcqXaZE93lVZVxCYm7rijbI/79tuB+RaR\n+GsNqI3qaH0yDaCCVNMoN9NsUWe1gN7/iu4TFzeYxq+ZyrC0bw8cCASspuxjGrolcfJpfVrTGLUV\nb8uW6bdt9epEMwp2vc3kj600NC1kEzCaaTATuB57rMbRcdpBB2lsKzNMQcQm6Xznu34wLVgTlpow\n2Vbvmmm9ZOYo7brZec2Outm0HzIkcZ/nn9c4lcPw6PEtmAa6hdIKtk2oXBzneVENcZvssLG3bbd7\nZnU24biZ+LHJThv3WV3Kwva+3TcT7vpmhaLB2piNTX76KdEvha3Es+sUZz/aBN/2rNkkiLUlE2zb\n9YhqnqcS2Fs7tRWzdevq+5JjlspJcQTXNZAZOgJYLiI/e3kjCit1cDGOs03hPivKsG5pIQLssYf+\n3m8/TbdqVXbHb9QIeOklYPFiwLmyO25FMWoU8M03FV2LsqdtW6BNm4quRdlTv77G++0HbL21/v7w\nw/T2qVNH43r1NLb9Tz21bOtIEvnkE+CRR4AFC4C//gJefhlYsgRo3hzo2rXszlOrVuneS2X5TqtV\nS2NrfyWlZUugS5cgbc/1U0+FyzVsCGy3XenOVZa89BLw2WfB85aMrCzgyy/D175tW+CKK4DHHw/y\n/vMf4KabEvfv0AHYf//061XaNkKqB5ddpnHjxuH8+vW139SxYzj/1lv13bXVViU/Z4sWwJZblnz/\nysixxwI5OUDv3vpc9egRf42efx7473/Lp06dOgHXX59++X/8Q79FyXAu/X50aftee+6ZmHfUUcC1\n1xa97+67B98dAGjSBOjZM73zjhih32mjTh29l+m8K2vVAqZNA7p3D+d36AC0bh2kt9kGaNo0SE+Z\nonHdukFer14ab7ttkPf338Drrwfp+vWB994DnnsufKzc3PD5d9oJeOstYO3a5HWvXx8YPFjbQHXF\nOWD+fOD228v2uKeeGvSjAWDgQODjj8NlFi8GPv88sT6ZZsUKbTf23O61l8YrVwZlBg/WeN99Nb7x\nRo3PPFPjmjUzX8+SYu8J/3kCgjqffno4f4stNLbvz6ZNxT/njz8CS5fqsz5qFHDwwfqt3HZb/bbV\nqwfMmxe+xi++qH25444D3ngDuPlmzb/44nA9rU1Yvay+LVtqvP324Xwrn58fTnfooHH03m3cqLG1\nV+uX2/uyYcPw9qys8HGtH2vvKn8cKQKce66OadatC87ZqFH4mKmIPhMNGmgcHbfWiEi/ttlG43Xr\ndCxlbTqKHac477m+fcNpazv2v+xYdi1tu10jEY1zcsL/wcqVpi9lNGsWrov12+LkOkuWaGzf5x12\nAG64Qft1992nedYP2HFHjf3vkGFt0f63/a/oWMfuYZMm4fzFixOPaXK7WbOAn38GTjtN02vXatvg\nmKXqkynB9Q4AQk1KRPIBLCvcViTOuS0BPABgmIisLvMapsH48cD06Zk7fq1alUtAUhqaNwc6d67o\nWkWBq20AABjbSURBVJB0qVED+O034Omng4/CnnsCM2dqh2qXXRL3Wb9eY/tI2sclmi4rrANEgs7j\nCScA11yjnYEddtCOi3V+qivWgbJ2WlbUrq0dwksvLdvjljXbb6+DlZJQowbwxBMqiCEkE1xzTTCw\nSocaNfTdRRKJCk9I1WOLLRIncTLN4MHAkUcCP/0U5PXvrwKT3XYL8ho3DgRWximnhCeF69WLFxB1\n7142ApKqTrNm4UmNTHDllcCJJ4bztttO+yzlTYMGKkA74ghg3DjgrLM03wSdAHDRRfoNsOsSradf\ntqK54gqN27bVOCrANKzPXVCgsQm8TJiYSnBdVPvYcksd37RsmTixa9Srp8/lxIkqtG7VSvtyzqmQ\neptt9Jpfd53GF1wQrrddc6unPeP2rbb3wMKFGtvkl/3Po48GHngAmDw5XK8NG8LHs+PYdTTBrm23\ncZzVy66ftZG4d0qjRnqcdet0nDp3ruaPHavxv/8dCFqjRAWTc+aE62PjVKuPCUOXL9drU6eOTgxf\neKH+jk5c2PX0JxWK4rbb4vtI0Xtiwt2o4LpvX+CZZ1SJBQiUBaxcaSaGosoqds5WrbReJtex+wpo\nO2zaFLjnHmDCBJX/OKf9uptv1vdEixZa1trFZ58lntuE5NaGfvklnJ45U2O7h+lMEr31ln77atYE\nDjhA46ZNgYceKnpfUjUoluDaOdfPOVeQIuQ752L0HIqHc64WgLeg2taXlfZ4xeWGGzSuXz+YvSGk\nurHvvvoxMk2i7bbTQU7DhsHH/2dvzYRpXFhHI9phMcF2pvA1jkrDkCGq5VAUbdsC3bqp0K9HD+Dt\nt4GRI7Uj+9tvQbmOHbVTnw7WWYt28opixgzV9NkcefhhYOrUzA8WCSGEkKpGgwbaN/GFQI0bq2Yw\nNcxIWdGunbanRx7RFZpDh4ZXapqQ66ijNN51V43LcrVyaTHBq/XFo0J2EyKaQO+EE8LbUynqfP21\nakPn5Kj2qWmnd+2q44lzzgF23rl49W3TJlg9kQqbbIoK4k05rn17jS+6SOPo/z7gAI3998WNN6pC\n0+TJgVDx4MI182eeqe8dq5tdLys3b57GJrA0xZNZszS2CQFTvPFXixh16ug41bTF167V+/POO8Cv\nvwYCbR/TRLfz2djMJiqsLZom7qRJgWDUxzkVnL/wAnD11cAPP2i+Cfp9wXXXrjqBYBxyCHD++XqM\nuP+1zz4a2z147TWtt10LE0jbGLtePdWsb95c/3+7dprfurUqtlx/vZa96Sbg8MODVUWHHKLKaS++\nmFiHnj1VUP7dd/r/7Vm12FccmztXV/kaV1yhbbxmTeDAAxOvW7t2gezs3HODa3TeecHEFxBMCjzx\nBHDLLcCwYZq2lbFXXx0+9pgxif/Dp1EjfV6iq8RycsL3h1RxirIl4gcAjQDsWUSoBaAXgKWRfWsC\n2Ajg5CLOUQvAewB+BrBtGnVqC0A6d+4sJ510UigMGzasSLsqcbZxnnmmFIZaCKkGmK06kcBJgzn5\nMDtjZeHJGEhuC83sV5kNObOBZna+kgXf0/Bee6nNuMmT1bam7+U32f72v4oCULtxftrs4zVvLnLJ\nJeq8CFDnGlddpc5dAZGTTireNazOdiMJIYQQQkj1YPhwdSA5bpz6DJk2TeSrr8pmzBANqRz7RcPw\n4TqWMYeXJ5+ssdn4veqqoJxI4DDVbPWee67GvvPCKVPCjreNxYvDNuYzyaZN4fFR585qF3vxYpEv\nvghs9o8eHR6DHHaYhhdf1PQ//6nxV1/Fn+fPP9VZue+UVET9AOy7r8jLL+v+Zgt9zBj1LfPHH5o2\n29xmS7t//6CtJGPtWi17zz2J2w49VLeZ/WNj+HD1I7Z2rToRXrlSfTbk5mq8Zk3Y501RzJ8f3O8b\nb9Qx2XXXqe8Duw6TJqk/gPx8zZswIew3xvZfskSvy4wZep/Mwfo+++j2Sy7R+NZbNY76DxHR+7h8\neaLNZkt//33Y8e+MGSLTp+s4eMaMxONt2KA+IPLzk/tLmjIlft90MRvTds/itr/7buC/ZN06tSn/\n3XdafsECtZ09erRInz76DH/8sfqEGDMm/hkklY9hw4YlyGs7d+4sQMU7Z8xH2DnjsSjCOaMntJ4E\noGGa5ypz54xPP12iQxFSbcjLCzzBr1unnR/r0PTurXHUeUhJQ1RwbYJqE1y3aKEf4I0btdOzbJl2\nBs2LdTRMmqSet5csSe3QzsqbcxALubnqvLIoli/XzpCxbJl2Ziw2Fi0KOiaWXr9ez2XexJMF896c\nqlNHCCGEEEJIZWX27KBvO2BAyccMl14aTu+xR6KT+V69gnHKxInar/cFeTaeMAfWPXro9oICkTlz\ngnIzZkhIUG1CxVatgnNVFubP17EaINK9e3yZsWN1uznP69ZN86dMkf8JrP3rVBJS7f/tt3qeNm00\nTldRcP58Fc5HWbtWBburV+uYL5OMHasC3tLsn0q+ZE4K16zR/1tQUPp7URlZu1bbKSFGhTtnFJGp\nAEYCGOGcW+2cWwngTQBvishCK+ecm+qcO7nwdy0A7xQKonsAeLTQ/MitzrkKsOxFyOZL7dqBHdI6\ndXS5mdnjsuVNt9yi8WGHqYM7s5Hm89//AsOHpz6XLRkzzPmHLUE7+2x1DlSrFvDgg7q8qX17dWyy\nahVw113h/Vu31iVGjRqlZ3f7+++BvDx1bDd8uC65S8ee8jbbhG1Dbrut2uyy2Nh++7BJkO2316Vg\n69cDgwZpnjljOvRQjW1pnC0Zo5kMQgghhBBSFTEHeB06qJPoknD22cCAAdrv9x34nX9+uJz1oWvW\nVPMBW2+t4wjDxhNmSmPDBt3uXNicR8uWWs6czllfXvXmKhfNmun/GTAgGFtEaddObSY/+6ymu3XT\neK+91BTH4YeHr1NJSLX/oYfqtfzySx1D+qYjUtGsWbwt5622UrNI9epl3t/PQQcl+ggo7v6XXJJ8\n+yuvAE8+qeZFmjXTtljae1EZ2Wqr6uPfjZQ/mRSHuMKQLA0AewAwEVEzAP8s/D0Rgf3tewB8B+Db\nzFQzEfOMTAgJiHbYzAbWllsmOrgbMSLwzpwOQ4aojbR27dSpyMaN2km5997kjiecUwHxHXcAt94K\n/P67OopIl9Gj1baXCYXTtVNdVphQeuNGdcDy9ttqZ+6rr9T+2MyZai9v/HjaqSSEEEIIIVWTBg20\nv1tSRQx/3zvvDPJF1A/NGWeoP5TWrQM7wEX1nc0h3mGHxW93Tv1ezZih6c6dgcceU4Wbl18G9tuv\nZP8lk/Tpk3xbjRpq+x5QhR3/XpSH89UaNQKlJ5sMIMpOOwGXX17RtSCkcpMRwbVzbi8ARwFoJyI/\nF+Z1BfCJc66PaV2LyP9EUiIyB0BN51wzAKMBdAXwKYBHRaTchNa//lo5P0SEVDR3361aCb4X4osu\nCpx9GDvvHDhnSRdz4ABoh9M6U+l0cJ3Tcm3aaEiXQw7RUNHUqhX8z02bwk5Tdt4Z6NSpYupFCCGE\nEEJIWRDXp+/RQzWo99gjtSZz3L6XXhpoW9eureOTpUsDxRpzypeMrbfW8ibATsYee4SP65w6W6zK\nRB00EkJIZScjpkIAdASw3ITWhYyA2i85ONlOzjkH4BUA/UUkxvBA2ZOTE05neqkJIVWVnXZSL+Km\neb1pEzB4cKDZAADTp8drPR9zjGpDFMXvv6u29uaGeXK2ZXPWEedyKkIIIYQQUt3YYQfg1VfVJEdB\nATB7dvH2f+opNR3oY8LlX3/VlYxF0bBheqsa7bgAcOON6deREEJI2ZApUyE7AFjsZ4hIvnNuWeG2\nZNwEIE9EnsxQvRJo2jSc5pJ8QlLjawdH2WOP+H0+/1zjN95Ifex99il5vaoyDRqENU2OPbZy2tAj\nhBBCCCGkNDz3HNClSzhvl13U3Mf33wO9e2vee+8lNxmYikytnmbfnBBCKoZiaVw75/oVOkxMFvKd\nc3uWpCLOuXYArgLQqyT7lxUUXBOSmo4dNY52OIvDVlsB112nji6ouUAIIYQQQsjmQe/e8courVoB\nF1wQpI8/HjjppPKrFyGEkMpJcTWuHwbwUhFlZgFYCGB7P9M5VxNAw8JtcRwGYDsA81wgPa4JYIBz\n7j8isluqk/bp0wcNGjQI5WVlZSErK6uI6oapkSnjKYRUE4qyQ5cOa9dq/NBDpa8PIYQQQgghpHpA\nzWZCCKleZGdnIzs7O5SXm5ub9v5OMvBlKHTO+DuA9p5zxmOhzhabm3PGyD7bAogY7sDnUJvXL4nI\njCTnagtg/Pjx49G2KC8MSesb/P77b6Bx4xIdhhBSBF9/rc8XHaASQgghhBBCCCGEbH5MmDAB7dRh\nWjsRifGUFpARG9ciMtU5NxzAc865SwFsAeAJANm+0No5NxXAjSLygYgsB7DcP45zbiOAhcmE1pmA\npkIIyRyHH17RNSCEEEIIIYQQQgghVYFMGsa4FEAjAGMBfAdAAPSJlNkDQMi+h3Nub+fcB865FQB2\nAXCNc655BusZgqZCCCGEEEIIIYQQQgghpGLJpJj2GagG9UFQ+9U1ADzmFxCRmiLyiqWdcy2hQu7J\nADoDaAngCgDrM1hPQgghhBBCCCGEEEIIIZWIjJgKKbRx3RVqq8RsXF8J4BPn3HVxNq4LuRfAJyJy\ns5f3ZybqmAw6gyCEEEIIIYQQQgghhJCKJVMa1x0BLDehdSEjoOZCDo7bwTnnAJwIYIZz7r/OuUXO\nuR+dcydnqI6x0MY1IYQQQgghhBBCCCGEVCyZElzvAGCxnyEi+QCWFW6LY3sA/wBwI4BPARwD4D0A\n7zrnOmWonoQQQgghhBBCCCGEEEIqGcUSXDvn+jnnClKEfOfcnqWsy/siMlBEfhGRBwF8DOCSEh6z\n2Gy1VXmdiRBCCCGEEEIIIYQQQkgcxbVx/TCAl4ooMwvAQqgG9f9wztUE0LBwWxxLAGwCMCWSPwXA\noUVVrE+fPmjQoEEoLysrC1lZWUXtGqJOnWIVJ4QQQgghhBBCCCGEEBIhOzsb2dnZobzc3Ny093eS\nAW+Ehc4ZfwfQ3nPOeCzUBEjzZM4ZnXM/APhDRM718t4FsFZEeiTZpy2A8ePHj0fbtm1LWN/gN50z\nEkIIIYQQQgghhBBCSNkzYcIEtGvXDgDaiciEVGUzYuNaRKYCGA7gOefcQc65QwE8ASDbF1o756ZG\nnC8+BOAM51xv51xL59wVAP4JYFAm6mmMHJnJoxNCSkt0do4QUv3gc05I9YbPOCHVGz7jhFRv+IyT\niiJTzhkB4FIAjQCMBfAdAAHQJ1JmDwC+fY8vAHwP4GkAf0AF2c+KyOgM1hPt22tcu3Ymz0IIKSn8\nSBJS/eFzTkj1hs84IdUbPuOEVG/4jJOKIpOC62cALAdwEIDDCs/1mF9ARGqKyCte1qMAdgZwJIBd\nAFwJ4GLn3D8zWM//mQc5/PBMnoUQQgghhBBCCCGEEEJIOmREcF1o47orgAtEZJyIjIIKoc90zu2Q\nYteOAF4Wke9EZK6IPA9gEoAOmainYZrWe+2VybMQQgghhBBCCCGEEEIISYdMaVx3BLDcHDMWMgJq\nLuTgFPuNAtDNObcjADjnjoCaExmeoXoCAOrWBcaNAx56KJNnIYQQQgghhBBCCCGEEJIOtTJ03B0A\nLPYzRCTfObescFsyrgTwLID5zrlNAPIBXCgiP6TYpw4ATJkypVQVdg74/fdSHYIQkiFyc3MxYUJK\nR7OEkCoOn3NCqjd8xgmp3vAZJ6R6w2eclCWeDLdOUWWdmIHnNHDO9QNwY4oiAmBvAKcCOEdE9o7s\nvwjAHSIyOMnxrwNwAYBrAcwF0BnAAwBOEZEvk+xzFoChaf8JQgghhBBCCCGEEEIIIRXJ2SIyLFWB\n4gquGwFoVESxWQB6AnhYRP5X1jlXE8B6AN1F5IOYY9cBkAsVUn/m5T8HoJmInJCiTl0BzC48PiGE\nEEIIIYQQQgghhJDKRx0ALQAMF5GlqQoWy1RI4cFSHhAAnHOjAWzjnDvQs3N9FAAHYEyS3WoXhvxI\nfj5S2OIurFNK6TwhhBBCCCGEEEIIIYSQSsGodAplxDmjiEyFOlR8zjl3kHPuUABPAMgWkYVWzjk3\n1Tl3cuE+qwB8A+Bh51wX51wL59x5AM4B8G4m6kkIIYQQQgghhBBCCCGk8pEp54wAcBaAJwGMAFAA\n4G0AV0fK7AGggZc+A0A/AK8BaAhgDoCbReTZDNaTEEIIIYQQQgghhBBCSCWiWDauCSGEEEIIIYQQ\nQgghhJBMkxFTIYQQQgghhBBCCCGEEEJISanygmvn3OXOuT+dc+uccz865w6q6DoRsrnjnOvknPvQ\nObfAOVfgnOsWU6avcy7HObfWOfeFc273yPYtnXODnHNLnHOrnHNvO+e2j5TZ1jk31DmX65xb7px7\n3jlXL1JmJ+fcJ865Nc65hc65/s65Kv/uI6SicM7d7Jwb65xb6Zxb5Jx7zzm3Z0w5PuOEVFGcc5c4\n5yYVPnu5zrlRzrnjImX4jBNSDXDO3VTYXx8QyeczTkgVxTl3Z+Fz7YfJkTJ8xkmVoEo3FufcGQAe\nAXAngAMBTAIw3DnXuEIrRgipB2AigMsAJNgjcs7dCOAKABcB6ABgDfTZ3cIr9hiAEwGcCqAzgB0B\nvBM51DAAewM4qrBsZwCDvfPUAPAp1J7/IQDOBXAegL6l/H+EbM50gjpcPhjA0QBqA/jcObeVFeAz\nTkiVZx6AGwG0BdAOwJcAPnDO7Q3wGSekuuBU6esi6Djaz+czTkjV5zcATQDsUBgOsw18xkmVQkSq\nbADwI4DHvbQDMB/ADRVdNwYGBg1Q56zdInk5APp46a2B/2/v3kK0qqIAjv/XaApiJjGlUQaCYWlm\nknShu4ZSD0UQUkSBT11eJKEkIiiCIAIfuvhQISFSDz0ahWEKEZqSzkMRGWRlUWN5YTKyHHX1sM/U\n4UOnSOv7zvH/gwVzzlmcb88Ha/awzz57cwhYUjv+HbizljOzuteV1fEl1fG8Ws5i4AgwtTq+FRgG\n+ms5DwAHgLHd/m4Mow0B9Fe1eF3tnDVuGC0LYB+wtPrZGjeMhgcwEdgJLAA2AStr16xxw2hwUCZ3\n7hjlujVuNCYaO+M6Is6gzAB5f+RcZiawAbimW+2SNLqImE554luv3Z+BrfxVu/MpT2XrOTuB3bWc\nq4EDmTlQu/0Gygzvq2o5n2Tm3lrOeuAsYPYp+pWk091kSt3tB2tcapuI6IuIu4EJwGZrXGqNl4F1\nmbmxftIal1rjoihLd34ZEWsjYhpY42qexg5cU2Z4jQH2dJzfQylCSb1pKqUzG612pwCHqw70RDlT\ngR/rFzPzKGXwrJ5zvM8B/05IJy0igvIa4YeZObJunjUutUBEXBoRBykzrlZRZl3txBqXGq96GHU5\n8PhxLlvjUvN9RFmSYzHwIDAd+KBaf9oaV6OM7XYDJElSY60CZgHXdrshkk65z4G5lFlRdwFrIuKG\n7jZJ0smKiAsoD51vyczhbrdH0qmXmetrh59GxDbgG2AJpX+XGqPJM673AkcpT4LqpgCD/39zJP1D\ng5T16Eer3UFgXERM+puczl2NxwBnd+Qc73PAvxPSSYmIl4DbgJsy84faJWtcaoHMPJKZuzJzIDOf\noGzetgxrXGq6K4BzgB0RMRwRw8CNwLKIOEyZDWmNSy2SmUPAF8AM7MfVMI0duK6eDm+n7F4K/PnK\n8kJgc7faJWl0mfkVpZOq1+4kyjpYI7W7nbKpQz1nJnAhsKU6tQWYHBHzardfSOmEt9Zy5kREfy1n\nETAEfIakf6UatL4DuDkzd9evWeNSa/UB461xqfE2AHMoS4XMreJjYC0wNzN3YY1LrRIREymD1t/b\nj6tpouxn2EwRsQR4nbJmzzbgEcqrjBdn5k9dbJp0WqvWzppB6bR2AMspu5Xvz8xvI+IxYAVl3a2v\ngWcomzPMzszD1T1WUXYhXgocBF4AjmXm9bXPeYfylPchYBywGtiWmfdV1/uAAcquySuA84A1wCuZ\n+eR/9w1I7VXV5j3A7ZSZGyOGMvO3KscalxosIp4F3qVswnQmcC/wKLAoMzda41K7RMQmYCAzl1fH\n1rjUYBHxPLCOsjzI+cDTwGXArMzcZ42rUTKz0QE8TCm0Q5SnOfO73SbDON2D8rrhMcpyPvVYXct5\nitKB/UrZWXhGxz3GAy9SlgU6CLwFnNuRM5kyO2QIOAC8CkzoyJkGvA38Qnn18Tmgr9vfkWE0NU5Q\n20eB+zvyrHHDaGgArwG7qv+vB4H3gAUdOda4YbQkgI3Ayo5z1rhhNDSAN4Hvqn58N/AGML0jxxo3\nGhGNnnEtSZIkSZIkSWqfxq5xLUmSJEmSJElqJweuJUmSJEmSJEk9xYFrSZIkSZIkSVJPceBakiRJ\nkiRJktRTHLiWJEmSJEmSJPUUB64lSZIkSZIkST3FgWtJkiRJkiRJUk9x4FqSJEmSJEmS1FMcuJYk\nSZIkSZIk9RQHriVJkiRJkiRJPcWBa0mSJEmSJElST3HgWpIkSZIkSZLUU/4ArMVA1dKEzvcAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf824ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XWf2mPvDAXM7EifXfBk8/netQNdhpvE+fMyf3w7x5ee557nMzeL/vvu089FD3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac9cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xui63l5aXx/fatfROBQ026Fi8mILp6QZbdu+m4H5BeBk0AAqoZmJQDxNQU9f2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\nLl9O12w66yVbbN9OepluWSO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nO31R+fHHbKeAYQ488sMsFib3yMvLdgqYqFx8cbT9Ro6M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\nfnOtTlNOOYW8naV3mluqJow3esuWdoPNtOEpO+VyOqbOO93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gnSRTO7FBI+e+JIc2bnYh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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d66cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " print _2[0]\n",
    "hp.show_complete_tennis(_2[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T16-33-22\n"
     ]
    },
    {
     "data": {
      "image/png": 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c8eO55/S5PU7YgqfZs/V5hw763J6jw1uu79zpKl0AweNEKKTn0Wh53LDBtSJ8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\n9ve/67Fyzhz9b268Ua+ZbRz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iIiKicAkZnNEYcxKANgCaicjMwnl3AxhnjOkhImuLeHuu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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac1ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6jtqYn+/3+cqVfh2VlPh6xcX++s2Y4e9h553n984jj/j1d/PNfn/36OFl99/v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\nczmTxx6D446L5887r3Iu6rrw/ffpy99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      "text/plain": [
       "<matplotlib.figure.Figure at 0xecf8be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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N1TjIzbVfL4RZHLAuB6NUKeNjMCXF3Di2LtuVLdDQvbQ056F15crFV8wJVDbA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\nPpmuCTvrXy/dQaiyqvdntWreHMfp/Fevbp+ucOt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QPXtGFpDPS0K1aLvmGv+Ad61akbVu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\n+rLq+7cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c83ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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25s3WcHWMEtWBaebYMVZgqbylpBC98gqv2xXX//3H6+aObtUp/OWX1nrJvn38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\nkqSh8h/abneSyCL5QgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd027a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CNgGaAzMz6mfiKUJq4ipgPeCZmjT+9tv4fkWFj/YtL/eRvm3b+gjVtm3hgAPg4YfjwF7P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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf614ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _3[0]\n",
    "hp.show_complete_tennis(_3[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-06T17-32-23\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf9fd9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Cyi1b9GR1xhl6orIueLOy9HXL0aP1RnvaNL3wzc3V73H0qBbe/PGHyIsv6nyZ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\niIiIiIiIiJLK/wOwd5F4GRKC1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac9470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2bcc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc311ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd190e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _4[0]\n",
    "hp.show_complete_tennis(_4[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T08-20-01\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e37eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l2zErj3zEta2+1xTXIXloI5R4WJKk5W6qlMOVVnLf155/ypT4eCRi0irNkYT0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KhvCk7n0LGpFYXyOz3fpvFLv4RrilcKmNY5PH+uuGJc7QVEkfH++8t9TWiDQM1PMzB6E49t+9fd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\npQoXrh3HcRzHcRzHcRzHcRzHcZyliv8Pk6kAYrY3aI4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd056940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Xqcsvt/3jnKPOULOmrXvoUPtb56yz7Dsc4P69P2GCXWNuucW+n3Xvrrphg933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\n8PmCvWkfKLypU+Ndg8zx5pk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Gi8h5fmXOEpERIpIiIntFZLA3j356mfIiMklEDonIDhHp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc311f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf9fdb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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+W8tEv/yiv6tAZAPRP/YYcM454eNMmQJcdpm+vusunVetCtx/P3Dfffo+PT30\n+uvXeweC3LlTf/Ps/lSs6Pwed+4MvPACcOutOtCqiLPtAQOARo30XNq1S88dAHjvPf39O/VUZxv2\nN/OCC4Du3XXg1auv1nNv9Ojg+czM1PPFys0Fpk0DOnXSc6F/f+CRR3TZxx8Dt9zilAcAYMQIHfDT\nXi/2WLnVrq3XR/fuQI8eGnbbbcCvvzrljrw8vc6CDWzs/+2ePFnnV1+t++gu82ZmavkD0HLWm2/q\noKjNmwOTJunv/a236vE+8kj9nOy526ePfqZffqn5SU7WeG5//7sOmjlzpk42H272XsF6913n9aZN\nQO/egftYmpo312tr7lwnrEYN7+CpVvXqGt8es1DatdPjWbu2lokyM/V67thRy62LF+t91tFH67Fb\nv94Z4PXkk7WMtX69lrny8nT6/Xega1cte1WrpudedrZOycl6jWzcqOfWKafouZKbq+XTrCy9JurU\n8Z6PXbrodZaSotfLpk1aPjZG49sBSytX1sE48/P1GBxxhO7btm1Aixa67qJFmq8jj9Tjc/TRmpYt\nt2dn6zUsotfL3r2ajr1PSUkBpk7V7+nt2/U3ZMsW/U484QQNW7NG8+Mu37qPufve0bLl7KwsPcYt\nW+rx3L1by8DVqul3f/Pmmmb9+vrdZfOVnOx8j7RqpftSubLuR8OGzucTarLnzI4dup1Vq7QsX7Wq\nc602bqzH3u671aaNHuekJP1sq1bVdA4c8A4I3K6d5jUrS+NXrapl+TlzNI9Vq+rvSseOej0edZTu\nnz3nmzXTY5qc7JxflStr3v/8U/OdmqrfOV276rrJyc4xrVpV47VsqfMqVfTcy8zU7+M//9Rt1K+v\n58GBA3pfYI8RoPmsVUu3Ubu25rd6daBpU93/lBTnd712bR18u3JlXe/AAV3mvkeuW9c7UG9qqnM+\nV6miv+kZGZqW/R3s2FGvmzZtNKxJE427fr33Xt1+P5xyii7fuFHP+caNdX/XrNHjk5KiYTk5zmcP\n6HE6eFA/827dnO+EYHr21Hxu3qx569xZj/uuXZr3nBzNZ3a2bi8pSc/35GQ9x7Oz9VxNStJjvXWr\nd4Djhg31Ojx0SN/Xr69lmZwcPRd79dK8iei1tGuXppuSovt04ICmsXq15icvz/nurFlT4+3Yofmx\nnzWg4VWq6HmRkqLHMCXFObZZWbrcflfYbVWuHPw4BRPtiusd0JbSDXzhDQCEGLMdW0LE3ysiYcaB\nvh1ALV8sv1W4AAAgAElEQVTYoIKJiOLFaacB330XWdxzz9UfnSlT9Ms2VIXweedpYahqVeD770On\n5/7RC1ZIslq21C/tihU1/tFHa+Xib785cZo21R8G902o3UZGhnOzHUr9+nosxo1zwjp00B+KGjWA\nBg20QNm1q76eNEnjGKM35OvW6Q9Gw4b65d+ypf5wLV6sBdkqVbSQk5am8Vat0huS9u2d7XTvroXC\nTp30h2bfPv2hO/JI/ZHZvVvXu/hiLQjn5WmeJk/WbZx4olNwnjNHf3xbt9YCwRFHaAGlY0f9XMaM\n0Xl+vu5PcrJT8MnMBNq21WO3cKHe2InocntDWb26Lm/WTNNu3Vo/l5Ur9Ye0bl095nXqaMF9wQL9\n4bcFhw4d9IfWFp66dtUfzNxc58fXVoifeabu+65d+jnbG5Nt23T7eXmalojmOztb92v2bE133z4t\n8NSrp/lPTdU8GqPn1J49ug/VqmlYtWpOxfCpp+rn2bCh3hRu3655zs7W/Vm+XPflmGP0xz43V+ct\nW2rBde9evbk+eFDzefrpmn5Kip4z48bpjXi9esBPPwEXXqjHsG5dPV9soSQlRQtD48frPvfooek1\nauQ8xLIFH/9DFCJKTE8+6VRc2+/eJk30uvdr104rFRctAqZP10pvy1ZCNm7shNmHb4BWGkyf7qTj\nr5zo0kW/3+++WysFzzlH00pO1t+/p5/WZTt2AK+/7l339NP1d8TuzxtvAM8+6yyfMMGptAY0H6tW\nOd/BX3yh88svdx6It2mj8/vv13n9+s76vXvr79+ddzph1as7rytWdMoJ/gfvdevq/iQlecNtBS+g\nx/HFFxGUrUDv0UMr30ePdj6rUaOCr2PZynG3AQOcStF33wXeecdb6WK3mZMDjBzpfOZXXKEVyW5r\n13rf162rx7pvX324cPbZTqOHRo30YaxlK0QBPdZPPQUMGQJ89JH+RgH621W1qlaiP/64Vp4OHqzL\nHnxQ5y1a6PyRR5zPct8+7+dTs6aWi1ascCrI3dzlvoED/UfM2VZhTjjB+37ECGDQIOehxsMP6+95\nq1b63h4rIPA39vTTtYx30klacZ2RoeEVKngbluTmAtde6133nns07IUXnAYN3brp/MILtUxzww2a\n1mefOQ1azjxTz8UBA/SccD90uesu4JlnCj8G6elaRgrF3ZijQQPvg3jb4ALQMv+UKaHL8F266Odc\np46mk5KilcQ2r7t2Ad9+qxUrqam6/0uXavzUVOCss7RhgH2g16mTHhf70KFKFT3m2dlafq1ZU5et\nW6fXlX0oM3myliFr1NBzLi9PX7dvr2XKevX09a+/6n4feaROtmK4ShU9b778Uve1bVunAva117S8\nbq/P2rW1vN+woYbv2+c8ZKtTx6m8Wr1av2+PO07LyQ0aOA0YDh3S7dSooce+WTPNv72W7UOlnByt\noNu1yynfVq+uZdMaNXR5bq7znbp9u147NWtqGTU9Xc/zhg017Ro19Jxes0aPO+AcC/vbULmy7v/i\nxVpOPnRIy+RZWU5lM6D3ie3a6b1gz55axs7I0Pzk5OjkriBOSdHzfs0aPTZpafo97Z6SkpzXubl6\nPWZl6bo1a+qxbt1a98Pey+zfr+dX7dq63vz5+nn266fHuEIF/Y1LTtbttmih5fNGjZx7oPr1NY1q\n1TQP+/dr+V1E0129Wo/LGWfo52gfDteu7XzPVamin6GtkM7M1OPToIGe8y1batykJN2O/SztAzBb\n/s/O1mN09NF6v71+vV7LWVm67sqVet4mJTnfR02a6L3KihX6G7pihfPQp1cvPX/sPZO9v9u6VfML\n6PuqVYEPP9QK8A4dNN8LFuix2bdPywCVK2se//pLt5efr8exRQs9vuvX63nasqWeD3l5mt7Onbpf\nPXpo3jdv1vCDB/UhXpcuer7+/rt+biJadunWzXkw8MknOj/lFE13zRrdRosWmk6tWnpcmzXT62HT\nJr3eOnXS6zE7W8+ZWrX089mxQ49RVpZ+FgcPapwaNXR/FyzQvG3bpsexRQv9Ll61yqlcbtFCv1ey\ns3Xbf/6p127nztpQoH59PcaLF+vxbdpUH8T89ZfmIztbw1u21O1+9ZWm27Gjxp0yRfenVSt9aGLZ\nxlft2+sxqVtXvwtTU/V6XbcOqFhxHObNG4cKFfRzOnQISErKCP5FHkxhTbJLOiH44IwbANwdIv6T\nABb6wj5EIYMzsquQwKlpUx0sMNb54BT7af9+kS5d9PWuXfp3xqef1j7+unTx9n+5Z4/ISy/p61df\n1a42ZswQOflkkUGDtBuO7Gynb0DbTYjto9Hdj6Ttuy8vTwei3L/f+WvIzJnev+wNGaJ9GfoHF/LL\nz9fBd+64Q6R7d+8AVJHgX42ISk///rH/fuPEqbxP4bpkcE9PP639z/u787JTs2ah1332Wb2m3X1t\n20kkMMz+/X7ZMm/4rbc6XZQY400j2Ngrf/wRfHvubT71lHa5UbeuhvsHrrTTNdfo8hUrnLCbbvLG\ncXfZFSwNq1s37YLMPTDh22/rMveAmIDTdQigY4e4+4Lu3Vu79AC8/WhXrKhp2QEdRURSU52BKiP5\nvPft834fP/ushruPsx3wb84cLTP505g1yymbbd0q8t57zrING0Quukhf2zKf3YbtjgLQsVOWL9f1\n8/MDBxW3/V2vWRP6mG/eHHrZ2rXOe3tfY/3nP84yO2i87RIuWLciItpFzi23RH79Ad7ubrZsCbzG\nsrO1fH3iiXrOWP5zBRBp0ECXDRqk54c7zpIlgefnwIEaz53GjTeKrFrlvPcPNDtyZPD9sP2+2z7h\nbT/r9tgE60velu/DsV2QXHKJvl+8WGTSJJFt23SQ08K66AjF36VIMCzXxy9+NuVTSceuIrLipo9r\nEQGASwFkAxgC4CgArwHYCaB+wfInALzrit8CQCa0H+z2AP4JIAfAaSHS91Rc33ab80NbpYpWnLkH\nsXEX9uzrnTu10Ll9u1OA9q9zzjneQlGw6cEHtXDhDgs1MEqw6ZlntDCTkhL5OoMG6WAb+fnePolt\nn4DuPt2aN3f6M7TbswPzXXSRM+p9s2Za+Nq/P7AfNfeUlOR9776RuO46Xd++dxeMQk0XXaSVIHXr\n6g3D1VeL/O9/TqF+4EDt687dPxsg8u9/677a98cd511+//2RH89Qky2g25vHjh1FRowoejq9eulN\n3u236/vLL/cu/+UXHQEd0GMxbVrJ8w5E9sWxYIH27Sai+7liRWTr2fPGPUr7vHnaPzMLLETlm62Q\n4cQp0Sd/xU9xJv/ghHZylxdSU0Ueeyx8Oq+/rteXfS+ilXBDhmhFjrssB+jD51ADBQJaLrrgAg3/\n/ffg2/z2W10erALRn57tFzrYtnbudPpdtn1NV6+u8Wx5wU7Nm3sHGnRvz5+uTU/EGQTOP9kyx+rV\noY9tqHwDWtYLtQzQMTWCLb/nnsjOj/x8J+916mg69rybP1/ndrDIwtLyD9woInLXXYHxPvtMZPZs\nJ47/PiYzMzCd558PTMeWD7dtC1zmr5R0V+QDuo6I997LTgMGOOv5B/28/noNd99P+D/Hzz8v2mcs\n4pwnFSsGP7ZNm2olvO17e80afQ9oH+tuo0ZpA4/CzJmjlf6PPups3/9Qxf95uMMvu8x7jztihDdO\nRob3OyzYAyH3Z+UfCNXdH7y73/SUFOchVTh//aXxv/qq8LhEREQicVZxLSIoqHxeB2A/gFkAjnct\nexvAdF/8XgDSC+KvAnBFmLTTAMjQoen/X5j46Sfds0mTnIOSlaUjr69f7/xo/+9/It995z14K1fq\nuoMHa8uI8eO1sLJkibfgtmOHVg5ffLHzY/3777rMXzjYtUvz8scf2jrUFjjdlbnuSj9r8uTgo8W/\n9prIGWeIfPCBN769kZk/3xtut/n551pp2qCBVizbglNeXvDXIlrx/dlnWihzF2SGD9dBUHJztUBn\nW72uXu29oVm3TgfAEdH9P+MMkcqVvfvzzjuB++7nLzQdOiTy88/eMEAfONjXtoCakyPywAPaatg9\n0vuTT2orDpveJZdo+K236v7Y1hizZon84x9Oel99pTdaOTk60MmyZVrJ27+/htnCLeC0RLKF8cWL\nNY2MDK1wz83VAXcyMrzH3D0wyLvvatwJE+T/b2r+/W9nG+7Rv93bDlWIJyIqLe4WhJw4RTqV5QMP\nWzlVo4Y33N2y9OWXtTzoXv7rr/qbunixvve3InVPU6Zo2cC2brUNCvLztVxlK9dGjgx+/Tz5pFZk\n2vSWLtXlb72lD4JD+eabwIHUrMsv1zx/8UXw5fn52kL74EEtZ7jLfmef7eSlVy8NmzlT3z/2WGBa\n7mMRLKxHDw3ztz7Nzw/+HWK5W2y7l2VleVugtmqlx8oKVRY6/nhvvt0D//n3Ldj6jz7qLL/zzuBx\n3P86C5Z3W7ncrJm+HztW39sBEHv21PA+fcKf18F88klgvJUrvXH8xyaYYMfPfX64wzt2DFzf3eLd\nz5/uK684y+bOdcK/+so72JR7nbS08Gm6NW2qYQ8+6FSgW+np+s9C6+679bopK/fe68334MHe5e5B\nK4cO9T7kefJJjfP009qQSMT774fcXK0YP/lkXWYHO7fcD6jcD2ysQ4e8/5KMRCQV3ERERFbcVVxH\nc7IV1+np6Z6DYCuRi8pWQvtbkxTFt9/qTUph7M2QvwLaLT1d48ye7bSoDmXXLuevfNGyebP3L3DF\nsW6dHqOnniq8W4iieOklp2K4b1/npsDt4MHAQry1dq2Oxm5bLWVlOTd8Bw54WyMUpmtXpyC4Zo2m\nVVL5+TrK+qFDzsjp//hHYLxly7SS+6WXRH78sfh/zyMiioS9+f3wQ52np+sDz3CVLpzKdho1Kni4\n+59apTF9+23wFpn+ac6c6O3rKaeIXHVVYPg11+h8wgStlM7P1/KI7VYgP9+7XjBr1+rveYcOGuf5\n571/7T/jDA33/9soJ0db5RZWFsjLcyqtY2nWLOeYuVuAhhq1/r77NH6fPk6Y+9jPnBkYftppTpi7\n0t597IN9vpa70jlYA4hq1QLX9Td4+PFH73JbwR5q2x9/7CwP1u2JrVANtu7FF+uyJk30fdOm+t42\nSjjlFJ3bimt39xipqdqt2969WvluG4QEU6mSs97EicHjjB8fuL9+oT4//zJ3xa8/zrBh4dP1X2f5\n+do4Z9WqwPUmTnTW2bzZu8zdQrxmzcB1S/NeozT17Rv6WIjo522X2YcmtvHPhAmB8d1dChXGHZf/\njiQiolhgxXUJrVxZdj/iK1ZEvi3bWoiIiCheACInnODtYijYX7s5xWbq2lUfyAZbVhotnx9/3Hlt\nDR+u3X6549Wvr/MZMzSOv9KwKFPz5oFh9m/3Ivpwd+BAkYULneUHD3r/oRTKihX6z71wlizRffTb\nvj14hVJ5l5kpcu213v5obUti93khInLhhRp2+ulO2HXXOXFTU53wdu28n3Hfvs4yd8Xbl18G5snd\nHcsPP2jLXn95++efvenPnessC3beuddfvjxwue33c+lS7f7O9gcN6EMRd7q2ccX333vTsP1ou+MW\n1fjxga2L3dav13TDNfLZtEkf8Lz6auBxcz80KOr90vffa2vhyZOLPkbJkCG6TXc/5ZZtUXzTTUVL\nM5bc/+Kw3aL42QcwtmV6w4b6vrDvqEj85z9OF0FERERlrSgV175xrAnQ0T2NKZtttWsX+bb++c/o\n5oWIiKiotm/XEdyN0d80QEf5pshVqxa9tPPydGRvQEdy37QJePZZff/mm068qVN1tHC/fft0NPdg\nxo4F7r0XePll4L//dcKffFJHYp80Sd/XrAlcdJG+rlrVyYsIcNxxwdOuV895/eefOu/bV9MaPlzf\nd+3qxBk9WkeFB3RE848+0pHbV6/WfKak6CjphWnXTkeID+eYY3Qf/VJTgXPPLXwb5U316sAbb+gI\n9NbZZ+u8Vi1v3Hff1bn7nGrd2nntTqNLF+f12rXe89NddrbbcrvuOuCSS/T8PfVU4MYbA8vb7nPM\nn6fnnvMumz7du3779sAvv3jj2OusQwfgs8/02vPv1/HH6zwrS+d16njTcO9LdrZ+vxbVBRcA9euH\nXt68uV57Rx8dOk6jRkC3bsANNwQetyuvdF4X9X6pd2+9fs86C2jSpGjrvvkmsHEjUKFC4LIXXtC0\nX3yxaGnG0ldf6XzaNOC114LHqVRJ5/Y4b9mic/+5WxwjRgCnnVbydIiIiKKNFdcJ5MkntaBJREQU\nL1JTgSpVAsODVYJScKNHRy/tm25yPp/rr9cKqTvu0PJESgowe7Zu/4wzgDPPBBo39q5frRrw44/B\n0z7mGGcbN9/sXdawoVbCLV8OrFwJnH++hrdq5Y33/PPe9598ovO77nLC6tZ1Xu/cqQ/yH3lEK6dn\nzNBK04oVdZt+rVoBV1wRPP8UPXXramXvpk3e8OrVgVmzgJEjnbC77tLPEQDy853wt94C5s7Vc7VF\nC6di2DrhBKB//+CVp/Xr67kU7qHQUUfpdt96S9+7v8c6d3ZeL1oE9OkTuH63bqHTBrzXks27rRDf\ntStwO+54Nj+pqeG3cTipUCF0ZXe3bvoANTm5bPNUEsboud23b+g49jzZu1fnJ5+s82bNops3IiKi\neGIkwWtCjTFpANLT09ORlpYW6+wQERFRgbL691JpOv984H//K9ttjhkDXHutvh46NHxFdvfu2pJ4\nzJjwaQ4dGlgpHIkdO7T13wMPAE8/7VQgB/ssS7MIaQzw978DH3zgDQOA3Fyt0HvxReCWW0pvmxRf\njNHz7pFHYp0TfaBz0kn6eu1arTgPxn1d+K+H3Fx9OAToA5TVq/UhUO/e3vjuNPbti+4/MCixdOyo\n/15ZtkwftBAREZUX8+bNQ1f9+2RXEZkXLi5bXBMREVFU2L85J5IvvoheVyeFVTYDwD/+ERg2Y4bT\nErNKFW1hXBh/S85IpaY6XSaUZduGQ4eA997zhp17LnDffdrS8tChwFbdVL4cOgQ8/HCsc6FslzaA\nthIP5dVXQy+rWBH48kt93bGjzvfs0bn7HwVuifidSdHzwgvAsceyhTURER3eWHFNREREUfHnn9pa\nMd65u6IAildhG0mfo5dfHjzc3eLS3x0CAPToARw8qH3X2lbU3buH35a73+Cisvlxd9vQvHnx04tE\ncjKQ5CuVTpgAPPaYszwRW/BT5OLpM3Z3GxKu4vqGG3Res2bw5T176jwnR+e2AtJ2+QAAAwc6r4P1\n30yHr759tasatsInIqLDGSuuiYiIKCqOOCL0X+zjxcCB2m/y4487/XIXp+J61izg6quB/ftDxwnV\n/6rd3gMPeCvR27bVPoKTkrRCb/x4Z8C6YIMDWlWq6OCHxWUrD93HYckSYPBgfd2/P/Ddd8VPnyje\nuVtcF9YKescOZwBRv9q1dWBI2/1PWhrwxx/Aeec5cd55p0RZJSIiIirX+FyfiIiIoqpGDSAzM9a5\nCO7dd3V+771OWHEqrtu2dQZ5C6WwgcOOPBJo0EDn69drBXSjRsHjhsuju1KsOI44QufuVtY1augA\naO+/r62+27cv2TaI4pm7lXVhrcDD/dvCGOCVV7xh/n9D2H6wiYiIiChQ1FpcG2PqGGM+MMZkGGN2\nG2PGGGPC/tHJGPO2MSbfN02OVh6JiIgo+mI9DvSxx4ZeFqw1Zbj8/vILMG1a8bpA8XeFAQAbNgSG\nPfCAzk89NXRanTrp/PXXveELFgBvvln0vLn16KEtyAcN8obfcosOWsdKayrvatQou23Z7wX7wIiI\niIiIHNHsKuRDAB0A9ANwNoBeAF6LYL2vATQA0LBgGhQ+OhEREcWziy4q2+397W/e94sWFW39cBXX\nPXpov6MtWgBjxxY5awGaNnVe2z6lr7lGW2mOHBl6vdRUzed113nDO3f2dnNQXCeeGNjSNCkJOOGE\nkqdNFO+CPWSKNnef8kRERESkolIsM8YcBeBMANeIyFwRmQngXwAuM8Y0LGT1gyKyXUS2FUwZ0cgj\nERERlY0xY4CuXYFPPgGWLdMWu9OmRW97/srcooq0hfgVV4ReVru20x91Yc45R4/JOefoe2O0X9zK\nlSNbn4hK38UXAx99VDbbOvPMkv9TgoiIiKg8ilZ7gpMA7BaR+a6w7wAIgMLa6vQ2xmw1xiw3xrxs\njKlbSHwiIiKKYxUqAHPnApdcAhx1FLB8uXcQwtLWrJnz2nYTMnFi5F1chKq49nedEc4ZZwDzXaWg\nnj29y92tmY84Qo9JqP6sC/PZZ8Vbj4hC+/RTHby1LEyZApx7btlsi4iIiCiRRKviuiGAbe4AEckD\nsKtgWShfAxgCoC+AYQBOBTDZmMKGRSEiIqJE4h74LxJffRV53OOOA/74A9iyBZg5U8POOcdbkRxO\nqIrrwgZXtDZsCOxGZMaMyNYtjosuAh59NHrpExERERERxUKRKq6NMU8EGTzRPeUZY9oVNzMi8omI\nTBKR30VkIoC/AegOoHdx0yQiIqL4U7euU0HcpIm3r+dgldq9e2u/y4UZNkznrVsDDRoA1as7y6pU\nAf71L6Bt26Lldfx4oFcv4L77Apfdcw/w8svesKZNAwd99D+CL+1uQO6/P/aDYBIREREREZUmI0W4\nyzHG1ANQr5BoawBcAeAZEfn/uMaYZAAHAFwsIhOKsM1tAO4XkTdCLE8DkN6rVy/UqlXLs2zQoEEY\nVJT/9RIREVGZMkYrrkeP1j5lx47Vri8mTgS++AIYPhxYudKplC3sP1iRFGv27QNq1Agd372Nt98G\nrroqol0Jyqblz/+SJcCcOcA//lH8tImIiIiIiOLZuHHjMG7cOE9YRkYGfvrpJwDoKiLzwq1fpIrr\nSBUMzvg7gONtP9fGmDMATAbQVES2RJhOUwDrAZwnIpNCxEkDkJ6eno60tLRSyT8RERGVDWO0hfL6\n9cD77wODBwMXXghMmABs3gzk5wOLF+vgZTZ+OJEWa/wVym4dOmif00VJL9LtpKdrn9+dO5csXSIi\nIiIiokQ0b948dO3aFYig4rpCNDIgIsuNMVMBvGGMuQlACoAXAYxzV1obY5YDGC4iE4wx1QA8COBz\nAFsAtAHwFICVAKZGI59EREQUH5KSgCFD9LW7srhxY50i0a1b6eRlxgygfv3SSctPy2dERERERERU\nmGgNzggAfwewHMB3ACYB+AnADb44bQHY/j3yAHQCMAHACgBvAPgNQC8RyY1iPomIiCiG/BXOHTvq\nvCj9QPfrB3z7beTxG4YZKjo1VeetW0eeXigbN+pERERERERERROVFtcAICJ7AAwuJE6y6/UBAP2j\nlR8iIiKKP8uXA82aecNGjAAGDgRq1w4e/6ijnPft2mkf2O3aAb6hLsL6/XcgMzP08jVrgm+/qJo0\nKXkaREREREREh6NotrgmIiIiCqt9e6BqVW9YhQpAp06h47u9/Xbxtlu3LnDkkaGXt2wJ1KlTvLSJ\niIiIiIio5FhxTURERAmrSpVY54CIiIiIiIiigRXXRERElPDcAzoSERERERFR4mPFNRERERERERER\nERHFFVZcExERUcIyRudscU1ERERERFS+sOKaiIiIEhYrromIiIiIiMonVlwTERFRQvnoo1jngIiI\niIiIiKKNFddERESUUGrUcF7bFtdERERERERUvrDimoji3rhx42KdBSKKspJe5+wqhCi+8becqHzj\nNU5UvvEap1iJWsW1MeY+Y8wvxpgsY8yuIqz3sDFmkzEm2xjzrTGmTbTySESJgT+SROVfUa7zunWj\nmBEiigr+lhOVb7zGico3XuMUK9FscV0RwCcAXol0BWPMcAC3ALgeQHcAWQCmGmNSopJDIiIiSjgn\nngh8/DHw+++xzgkRERERERFFS4VoJSwiIwDAGHNlEVYbCuAREZlUsO4QAFsBnA+tBCciIiLCpZfq\nfPFinbOrECIiIiIiovIlbvq4Nsa0BNAQwDQbJiJ7AcwBcFKs8kVEREREREREREREZStqLa6LoSEA\ngbawdttasCyUygCwbNmyKGWLiGItIyMD8+bNi3U2iCiKinud//GHzrdvB/g1QRS/+FtOVL7xGicq\n33iNU2ly1eFWLiyukSL8t9YY8wSA4WGiCIAOIrLStc6VAEaJSNihlIwxJwH4GUBjEdnqCv8YQL6I\nDAqx3t8BfBDxThARERERERERERFRLF0uIh+Gi1DUFtfPAHi7kDhripimtQWAAdAA3lbXDQDMD7Pe\nVACXA1gH4EAxt01ERERERERERERE0VUZQAtonW5YRaq4FpGdAHYWL0+Fpr3WGLMFQD8AiwDAGFMT\nwAkAXiokT2Fr54mIiIiIiIiIiIgoLsyMJFLUBmc0xjQzxnQGcCSAZGNM54KpmivOcmPMea7Vngfw\ngDHmHGPMsQDGAtgIYEK08klERERERERERERE8SWagzM+DGCI673txb0PgJ8KXrcFUMtGEJGRxpiq\nAF4DUBvADABniUhOFPNJRERERERERERERHGkSIMzEhERERERERERERFFW9S6CiEiIiIiIiIiIiIi\nKo6Er7g2xtxsjFlrjNlvjJltjOkW6zwRHe6MMacYYyYaY/4yxuQbY84NEudhY8wmY0y2MeZbY0wb\n3/JKxpiXjDE7jDGZxpjPjDFH+OLUMcZ8YIzJMMbsNsaMcfejXxCnmTHmK2NMljFmizFmpDEm4b/7\niGLFGHOvMeZXY8xeY8xWY8wXxph2QeLxGidKUMaYG40xCwuuvQxjzExjTH9fHF7jROWAMeaegvL6\nc75wXuNECcoY82DBde2elvri8BqnhJDQJ4sxZiCAZwE8COA4AAsBTDXGpMY0Y0RUDcACAP8EENAf\nkTFmOIBbAFwPoDuALOi1m+KK9jyAswFcBKAXgMYAPvcl9SGADgD6FcTtBe0j324nCcBkaH/+JwK4\nEsBV0D74iah4TgHwIoATAJwGoCKAb4wxVWwEXuNECW8DgOEA0gB0BTAdwARjTAeA1zhReWG00df1\n0Dcu56kAAAVJSURBVPtodzivcaLEtwRAAwANC6aT7QJe45RQRCRhJwCzAYx2vTcANgIYFuu8ceLE\nSScA+QDO9YVtAnC7631NAPsBXOp6fxDABa447QvS6l7wvkPB++Nccc4EcAhAw4L3ZwHIBZDqinMD\ngN0AKsT62HDiVB4mAKkF1+LJrjBe45w4lbMJwE4AVxe85jXOiVOCTwCqA1gBoC+A7wE851rGa5wT\npwSeoI0754VZzmucU8JMCdvi2hhTEdoCZJoNExEB8B2Ak2KVLyIKzxjTEvrE133t7gUwB861ezz0\nqaw7zgoAf7rinAhgt4jMdyX/HbSF9wmuOItFZIcrzlQAtQAcU0q7RHS4qw297nYBvMaJyhtjTJIx\n5jIAVQHM5DVOVG68BOBLEZnuDuQ1TlRutDXadedqY8z7xphmAK9xSjwJW3ENbeGVDGCrL3wr9CIk\novjUEPpjFu7abQAgp+AHNFSchgC2uReKSB608swdJ9h2AH5PEJWYMcZA/0b4s4jYfvN4jROVA8aY\njsaYTGiLq5ehra5WgNc4UcIreBjVBcC9QRbzGidKfLOhXXKcCeBGAC0B/FTQ/zSvcUooFWKdASIi\nIkpYLwM4GkDPWGeEiErdcgCdoa2iLgYw1hjTK7ZZIqKSMsY0hT50Pk1EcmOdHyIqfSIy1fV2iTHm\nVwDrAVwK/X0nShiJ3OJ6B4A86JMgtwYAtpR9dogoQlug/dGHu3a3AEgxxtQsJI5/VONkAHV9cYJt\nB+D3BFGJGGP+C2AAgN4istm1iNc4UTkgIodEZI2IzBeR+6GDtw0Fr3GiRNcVQH0A84wxucaYXACn\nAhhqjMmBtobkNU5UjohIBoCVANqAv+OUYBK24rrg6XA6dPRSAP//l+V+AGbGKl9EFJ6IrIX+SLmv\n3ZrQfrDstZsOHdTBHac9gOYAZhUEzQJQ2xhznCv5ftAf4TmuOMcaY1Jdcc4AkAFgKYioWAoqrc8D\n0EdE/nQv4zVOVG4lAajEa5wo4X0H4FhoVyGdC6a5AN4H0FlE1oDXOFG5YoypDq203sTfcUo0Rscz\nTEzGmEsBvAPts+dXALdD/8p4lIhsj2HWiA5rBX1ntYH+aM0DcAd0tPJdIrLBGDMMwHBov1vrADwC\nHZzhGBHJKUjjZegoxFcDyATwAoB8ETnFtZ3J0Ke8NwFIAfAWgF9F5IqC5UkA5kNHTR4OoBGAsQBe\nF5F/R+8IEJVfBdfmIADnQltuWBkicqAgDq9xogRmjHkcwNfQQZhqALgcwN0AzhCR6bzGicoXY8z3\nAOaLyB0F73mNEyUwY8zTAL6Edg/SBMAIAJ0AHC0iO3mNU0IRkYSeAPwTeqHthz7NOT7WeeLE6XCf\noH83zId25+Oe3nLFeQj6A5YNHVm4jS+NSgBehHYLlAngUwBH+OLUhrYOyQCwG8AbAKr64jQDMAnA\nPuhfH58CkBTrY8SJU6JOIa7tPABDfPF4jXPilKATgDEA1hSUr7cA+AZAX18cXuOcOJWTCcB0AM/5\nwniNc+KUoBOAcQA2FvyO/wngQwAtfXF4jXNKiCmhW1wTERERERERERERUfmTsH1cExERERERERER\nEVH5xIprIiIiIiIiIiIiIoorrLgmIiIiIiIiIiIiorjCimsiIiIiIiIiIiIiiiusuCYiIiIiIiIi\nIiKiuMKKayIiIiIiIiIiIiKKK6y4JiIiIiIiIiIiIqK4woprIiIiIiIiIiIiIoorrLgmIiIiIiIi\nIiIiorjCimsiIiIiIiIiIiIiiiusuCYiIiIiIiIiIiKiuMKKayIiIiIiIiIiIiKKK/8HKRGDriuO\nU74AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac9a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _5[0]\n",
    "hp.show_complete_tennis(_5[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./1\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAc5vg0mTAq/XPp/zbHnWWXo8Zmc7x9jzzzsvcewzHOAtcGLZ4cOH9ZrtXk+7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\niIiIiIjipX379mjf3luoOC0tDU2bNo1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x108b2ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8sn7p3l1bRUeyPoqHWLpycFegwsS0JPr229JjvXzRRYV7vm3b7Nbu3bv9xQah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\nn+L66gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xeec5e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IZwVuc+KJvLZF94YNQ+O8yLW59loTJ+4wAOCss9zb265C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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf825f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ixar1kMpH9IQTguNbtdLlDjvo0nZ43cGvJfXnnxr/+++ZPXdDhujHftWq2DbU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\ng4wxDQE+44SUFowqfbWH/ke74/mME1Ly+QtATQC1toUT7A4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      "text/plain": [
       "<matplotlib.figure.Figure at 0xee5b1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f+egju5a++KJ7jJ3yMnaslcPvv1f98kvb5pNPWrnwP9bOd9XBg+3zf/JJ2+aK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ceeba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _6[0]\n",
    "\n",
    "hp.show_complete_tennis(_6[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('./2', [array([-0.01887206, -0.00781281, -0.03522965, ..., -0.00033572,\n",
      "        0.00033573,  0.00033573], dtype=float32), array([-0.02572783, -0.01065101, -0.04802772, ..., -0.00140345,\n",
      "       -0.00140345, -0.00045768], dtype=float32), array([-0.00484623, -0.00200628, -0.00904676, ..., -0.32012525,\n",
      "       -0.38169917, -0.32012525], dtype=float32), array([-0.01805714, -0.00747544, -0.03370839, ...,  0.06681863,\n",
      "        0.05090398,  0.0226102 ], dtype=float32), array([-0.02572783, -0.01065101, -0.04802772, ...,  0.00562606,\n",
      "        0.00802934,  0.00802934], dtype=float32)])\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xfaeae80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc260780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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y5mvNyeZffdVeVhZhZEFdE9e/AKgB0Fkt7wxgbh77mQBgk6QVhg4dioMPPjjy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85HkCGgoUapvy8xln/wQbJMPMjLVIxlHzLMuKjxuc027nfAgLh8SYwyAXLyJGtEfkSfg5DxXIah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\nIYQQQloV/wc433SX9cStngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcaf6e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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062bS9Dkee2yokLd58/gccT76aGia1poH+Dy100CALSR88IEzvy24DiI4jSSA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\naaQ4cS1JkiRJkiRJGin/ARCc2UUzf+0+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2b8cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d74438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _7\n",
    "hp.show_complete_tennis(_7[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./3\n"
     ]
    },
    {
     "data": {
      "image/png": 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69QqP5x1x7tnTdZatTTAbp0IFfW6l9i0XGqSRbRdlzIvgetEi3Uayqb1mjZ77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\nJUuAQYMi53PQQa7d4V2zwNblEye6NsSNN4an//l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kxyzgCWAk8Gm1/rQZV6P0a/cJSJKk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\npI7iwLUkSZIkSZIkqaP8AWomRqkXHHzjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac17f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QH90UG/YGmIA/4OoGt1PJJZ0JO+4I3HUX8Mkniet9913i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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc220828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xfae2828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+9VX9f02a5C8fSSi2+laMFNqyx7aO5/tdGDkyv9eLIq0+8Iorwr/z4TZkU3sH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\nhBBCCCGEEEIIIYSQQvH/X4Bx2+TU248AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebd5550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _8[0]\n",
    "hp.show_complete_tennis(_8[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-06T10-54-39\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc3175c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f/8S8PoM1ZzyRoKP5VCHl7nE9A6gH+ucs7w9MKbDOlALlZ+cGrbNVA/vmTDUt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\np/L/AZTnmhcu+R18AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd4ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qlP1Es9dliiXl5emT6/7HBasJ0pISPdexakDPnKnXSIFuXHj9W1ItDRkSWfOs\nJSV6vu3ftGEmpldeEfn0Uz3Gr12rFTutFh5OOMH78iUmuQ9cGxGJoEXsyBhj6gFYB6CliPzpGN8f\nQBsRaRlgmkUARolIf8e4ywF8D+AQESnwy58FIEebxM5KzA8hIiKiiDRsCJx7LtC0qXYWFKhD4ObN\ntWOdoUO1p++339bxHTtqJ29Ll5adpl077Tzu1FOBRYuAJ57Q/JUra+doY8dqhzJz5tjT1K2r83/+\neX3fuzfw8sva4ZBTzZp2p4hHHgl8/z3wzjvaacsxxwC1a4fuJIkyS9u22nHprFnaqXWVKkDVqtrz\n/Lhx2vnqo4/q+8mTNW/Xrprnxx+BVq2AWrWAPXu0g6369YHTTwf27tVOmQsLgRNOAI46SjvtKyrS\nTgqLi7UD5YICHXfeefrdK1dqWQ49VNfHKlWAXbu0Q9aGDYEPPgDeesvjhUaeqFUL2Lmz7D6NiIiI\nKDXlAmgGAM1EJDdUTgauiYiIiIiIiIiIiCgJ3AeuKyW4JJsBFAOo4ze+DoD8INPkB8m/0z9o7as7\ngBp+4zqWJiIiIiKi1HDEEfrkAABUqACUlITOf+yxWiubiIiIiCi9jClNTjtcT10hrmXxIyKF0KrQ\n7axxxhhT+n56kMn+cOYvdWnp+BAGA/jWJ2VlMWhNROT0yy/aotSBA/q4ughw773ALbfo523b2nmr\nV9fX447ToMrGjdoEg7NlKjd69So77oUXYvoZIVWrlrh5J1PnzsDgwb7jXntNX6tUAfLytEmBtm2B\nSy5JfvmCmTwZ+PdfYMYM33Xls898873zDtCjhwbvRPS3dOqkzYts3qxNhYhoMwuDBmn680/gk0+A\nTZv0s4ICe50W0fW0uFiHly3TdW/3bp2H/+effgq88oo2B/L338DvvwNr1tifB0srVuh33nmn7/aS\n6ipW1O2ua1dtNsWNhg3t4YceAoYNA04+GejXD3jsMR1///06fPvtQPv2Oq5XL+CMM3QfctFF9jzq\n1QOOPhpYsgT49Vdg8WL9X7/6Sv/vfv2A7Gzgv/8FzjpLp7n5Zm0uw1r+hYWaRIDt2+11R0Sb0ti3\nT//nPXu0CY+dO/V9URGwdauub1Om6P+4ZYuOs+aTzLR1qz0cbp0T0d/idt7FxUBuLnDYYcD//V+M\nK06KOP54/d+3bAHGj9dmhDZu1KaCnnhCA/uWrCzd/yxdClx9tXdljhdruwom1PpbUKDr/8KFwLp1\nerwfMQKjQcfQAAAgAElEQVTYscPenqz945o1wGmnaXNM5L1Bg3Q/uWKF7tf27dOmsEaP9qY811yj\n69GwYUD//nbTWxTYSy95XYLkuf124PLLvS5F/DVq5Pv+wQeBp5/W49CCBXq+Yowec+69F/jjD21C\n7MUX9dg7bpw35U4Hy5frsWnnTvt4tWaNnqMVF+tnf/2VXufZ8XDrrV6XIJE6wj9eqzFcl8I1gh1r\nAnAzgL0AugA4FcBwAFsA1Cr9vB+ADx35GwLYBaA/gFMAPATgAIBLgsw/C4B89FFOmQ4inD1NB0pN\nmkTWcP6//wYe//HH4af94Qd9veYa7bzI2dPvhx/awytWiBx8sN1Jxddf6+tZZ9l5mjaN/yXUSy/p\n63//GzyPMdrxpNV7ctWq+nreeZF91x13uM/7wgsijRoF/7xDh9Adbb74osiVV7r7rmrVgn9m9YoL\niBx/vMj/+3++PcAHS0OHaidYVqdqbtLixSLPPus+f8+e9vDnn8e2HsyYIfLWWzp83XWh89aqpZ2w\nuen06c8/RebN0w5nRozQ7WHjxtDrwuuvi5x+emy/x20aOlTL0r69fu+BA9pBmdVxmZvUqpV2Muam\np/ZQqXr1xPzGn36ye7FOlKIi/a979tT327eLTJzobtp49bb+ySe+873gguSsQ27S3r0is2ZpR6UF\nBbpf2LVLO7VZs8bO179/4M7qwkl0+f/6K/D4/v3tMrjpjb2gQPcz8e653UubN7tbhm+8kbz1rW1b\n3Z98/HHgMhcWaqeL+fm6HoYS6bpIqad2be/3gdGm3bvLdrgYiX37RK6/XjtvtMyZo/N+5x173Pjx\nIm3aeP97AbtDtxdfDPybtm9P/D502zZ93bMnut8wc6bI8OF6PmmVNd7L6fHHvf+vYkkvvKAdG0dj\n+/ay+2b/+R84oON//VXPw1euFHnoIXdl27xZ5x+uIzXr/OXxx32vlWvX1vOejRv1WvfPP7VT6jVr\nRPr103U7N1fnkZ+v11Ze/x/xSGeeWXYZeV2mRCen4mL9r/PytFN2r8vmJl10kT3s37l4PM5/vvpK\nY0Bjx2rn9ddeq9tk9+76nR98oOfG27ZpB9b//KOdZm/apMet+vW9X0bBkpt4yHPP6fEgFkVF3v/W\nRKdQrH1xSYl21vvPP96XNz7JfeeMIT+MVyoNPq8EsA9ac/ocx2fvA/jFL38baE3tfQCWALg9xLyz\nAEhOadfz1kK4/vrAwcLzz9ceYP1P9gCRTp1E1q8PvFCtA2vfvnpQ3rJFAzLffKPJyteihe90JSX2\nd82cqSfPzu8E7B6ZK1TwLdPatfZ0+/f7zuuPPzTAdsstvt+3fLl+fvDBZX+DFRBr3FgDjtb4a6/V\nadas0Vf/k/bmzTWwvX69fj5xoo53nuwXFvoG4J3pyy/t4csuC3xDwbk8pkwRadbM/j0HDohkZ4sM\nHqy/f/NmO6C5cqW9MU+das8jO9sOnjnn/dRTIrNn68kboK9Wb90iemAZOFCDX3l5Iq+9pjcTRETu\nv1/XEadNm3Q+X3xhf0dRUeCDXOvWIpUr628ItvE6g27WDvrUU7Wn4mBB3GnT7OF16+zlbI2bNUvk\n2GND7zQCBReLivRA2ru3LuctW7Qc48bpgddp+3YNjM6fb5/oFhXpfxLJAb+4uGz+tWv1ZLZTJ912\n27cXWbpUAy29etkBwFGjRN57T+fx0EMiVaqI/Pij3vR59VW9IWCtL0VFur5GciFs/abiYj2xCBbo\nKS7W/8H5v7hJgwZpoNyyaZMGnvxP+k46SV+HD9cTQ//59OpVdtzvv7v/nV6L9QCYqPnGmqwAQCg/\n/6w3NqO1erWu49Z3duniWwb/41Og9PXXIr/8Yu9Pd+60b2bt3y9yxhk6vGGD/X2kSkp0eZ1xht5U\nff11e7nl5YksW+abv7g4ths2NWuWXfd79NDhWNYjynzbtnm/TwyWnDfgp0/3bhnl5em2u3Rp8pdB\nqorkNzivEYKJNiAO6HXenj2+5WrZsuzxzOv1Odn/tfPad8eO4Pn27xfp00ekWzf7uBGvss2Zo9dX\n0dq4Mfn/w4YNka+P1nVvoLhCIPv3x1bGypV1Pm4qQ33+uebt31/P/US0UtRtt5XNu2hR2f+9uFgr\nVfzvf+G/K9yNDUtJicYaCgsTdyMrVJo+XbcJ57glS6K/cZRsweIsyUw7dvjGoyzW5zk59vBddwW+\nro+Fl7/9tNMSO/90XS6xpxQLXCcy+Qeub7hBg1WWH3/UE5e6dUOvFM6d6MSJGkC0aiGHW5mswOwr\nr9gnucuWhT/hfvJJPYiIiLRrZx9kIvXjjxpULCgo+5usIAOgAeDFi/UzK3jqXFaWkhLf4HKgz//v\n/zSI5+/pp0U6d9Zl98AD9vTTp9tBdREN0P32mwbQu3XTcfXra60M6ztCnfRcc43OOy/Pd/zIkfY8\nnBYvFnnkkeDzi4eiosDLxPm5FSgNtvFaNysszvVSxPeGg5Vyc33/q6++0tpJn36qwSfru608zgB/\nPHaW5I51kwPQoNasWZoGDdIU6sC+YIHuW9zy/3/Tqbbk3Xe7P9hZFzdbtti1ioLJzk7WAVjTf/7j\n3TZmPTnz8MP6aj3xYz0dc+utZZfz1q3Bl2FJiX18yc8XmTQpeb8l0xUX64Xlaafp0znO/+SEE8qu\nV3Xr6rHx5Zft48XatXo8FbGP30Ru7N6tNR/9n1iMNQW6qeomjRih5Zo/XysZpIpkHDNEUn/bLSkJ\nfHM8UNq61d08b7op+uVlWbJE12URDaKtXm2fj2/fntxjv9u0YEHizs2sShaRmDnTLlu465lkscpT\ntWrsQV+369OMGdGtg245rwUiTc4bEXv36rXt0KGRl81ZEerRR3Xczp1aQ37TprL5R40KXa5YnvzY\nt08D5zt3Jn6bszjHpdP1kaVbN+/2W8Fs326fk65cqU9oJoJV8TDZ6eWX7TJUrBj/+XfoENtyiWW/\n4n0qx4HrePv22/C1Blav1iX5778JKULMVq+2ayVEYsIEkSFD4l+eeBg/Xpe5swZ7Ogm04Tpr2wYT\nKHC9YIFe4IXbBJwHHWt48mStcUHJsX693oGO5ZFnN/bv11qzif6eRAl3kFu1SmsnRyKWml2Rpr59\n9T+wttcZMxKznMKxalFNmqSv116rJ5T79mktfEDk6qv1dedOb8pIvpw1qZYv1/+ldWt9f8cdkd3A\nIoqEVSEg1vTGGzq/aGoqL13q7TIIJpLf4P8kZKD0zz92cD87WwOv6SjQb2vdOvL5WM2iuEkLF9qV\ncNyKpPk9/zRwYGzbQ15e4KBcKsrO9m36y2vWssrP1/erV+sTYPG+0Rbo/4hmGrciDcIXFpZ9Ysup\nc2e9ZhfRa8Jp06IvWzChgqXxUlAgcuml8f9v/ctZWKgVOFLh5kw0wjWFG+90xRX6mirnn8n4zSL2\nkwiVKvne4Ni1K37nS/HcfpK5TkSbAjdD6z5wbUTEfYPYKcgYkwUgJycnB1lZWV4Xh8gVY8qOc7Mp\n9u0LPPOM77iVK7XzvHB++AGYMAF4/XXtiKegADjySFfFJUqqXbu0U7Fgoj1sBdru4uHdd4H77rPf\np8phdeJE7dRr3TrtqOzii4HDD/fNs3On7hduvNGbMhJR6ojHPtLa/4kAFSLsAn77dqBGjdjLEG89\negADB4bPd/TR2rlUxYplP/viC3s/myrHiFgFWl++/BK4/vr4zMvf4sXASSdFPm+38/d32mnAvHnA\nI48Ab74Z3fda/7X/eU2mrAOJVFICrF8P1K9f9rN47KvmzgVOPx2oXFmviZwKC3V8MNnZwKWXxvb9\nbvaRY8akTmdtX30F3HBD2fHxXpefew7o0ye+8wQya5vbvh044gj3+efN084Qr7oq8u9KteWWnQ38\n5z/a8Xr16on5Dje/+eSTtaPxWLz2mnZGHg+ffab7ijVrgAYN4jPPeOrUCfj0U2DtWu2ovVIl65Nc\nAM0AoJmI5IaaR4SnlETkpUA70lAnVk5XXKFBawCoVo1Ba0pdhx6q6/qHH3pdktAeeQS44ALgrruA\nzZuBOnU0WJwqLrlEl+PRR2sgwT9oDeiFNIPWRAT41oHJy4t8+q1b7WFjgKFDgZ9+Cj/d9u36nakY\ntAaA++/X144dQ+dbty5wIOqmmwIHfNJdSUnZcR06RDevvn3t4WBBq2iD1tFq1Upfhw6NbLpAy+XQ\nQ+3hTp2iL1N5UqFC4KA1oDcxYtWgge53/IPWAHDQQcGnu+KK2IPWgLvge6oErQH93cnQu7f7vD//\n7C5fpNtwqgt0Ph9Ily66jp92WuT75mXLNAiaai67TH9TtWpA5872+F9+8c03eXLg6RctCjz+p5+A\ntm2BbdvclSMe+6CWLWOfh+WWW3S5HHMMcPfd8ZtvLLp00ddq1TRoDWj5KlbUmw+RYuCayEMzZsQ+\nj1S90COKVfPmXpcgtOuvB6ZM0QPwUUcB+flAu3Zel4qIKHb16gFNm7rP37Zt2RpgDz8MuHkYMtXP\nYxo10qdq+vcP/PnAgVpD0zJvntYKe/ZZvZAcO1bHWzcFMoUxQO3a9nsRoEqV6Ob11FMaOOjaFXj0\nUd/P/vtfb2qQDRhgD3/yifvpjAGWLg1+86dfv9jKRcAJJ+hr+/bRBddEQj/ZF8r48dFNF8iBA8E/\nCxZ480rVqsn7LjeBtwYNtIIGAHTvHjjPY4/p6znnxKdc6cS/ApCbGyVPPmkPH3+8BhlT2ciR9vD5\n5+tTFJbWrcvmnzMHOPFEvRm9ahVQVAQMHqw3ry67DPjtN/c3BWJhnSslar0cOVID2cnmDMRfcEHo\nCmg//qj78Vq13M+fgWsiDyxdCvz+uwbmSkqA4uLI53HrrbrDPeSQ+JePKBWccooGPhLl1FOjm+6M\nM3Tbu/DCuBaHiCil5OS4Pz/57rvElsVLFSsCw4eXDZ6+844GNB9/3PnYq9Zuu/TSxDzunmo2bNDa\n5FaAKFrGaODggw+0dnJxsQYTCgv1cerVq2Obf7AL6MsuCzx+wADfAEaktaRPOEFv/jiVlOjvOfbY\nyOZFZVWooIG5CRO0Nl8wgW44RLMu9e4N7NsXuDZ9LELV7I5nbcxE+Pnn2LfLYEaODB3U/+YbYPp0\nHRYBBg0K/MRj1666jBs3Tkw5vbRuXWLmO2VKfGoTJ0OVKrqujBihT6A3aQJ8/LFuq4Bur/Pm6W8q\nLtamgSpU0GP3scfqsf2xx9w/vR6LNm3s4S1btDyhtv9YjRljD7/7ru4rY23aJByrmbQ773R3423J\nEm3K1i22cU2URtav15PsOXPi2y4SUSrzryUQ7WHLv43JTz8FbrstsnlkZQGTJiXnjjwRUSpwU1Mr\n2H65uNg3qBvJtKmofn27Jm06lZsCr8dbt5ZtOm/pUrtGb7jpA+F6kXzO/+a77/QpiSZN9P2999o1\nMz//3H3zaCedpOsCoDdREhXcCrZelZQkrm+WaDnLk4z13LpB4S/YdzvLN3hw7DfUUt348cCVV5Yd\nv3cvcPDBZceHW5+efDL4k0VUltvts3dvoFcv4K+/tJZ1srZr63vWrtVzl5KSwH1wROvJJ4FXX7Xf\n5+To+d7JJ9tPaBijlSz37Ak8j9zcXDRrxjauiTJOvXrAv/9qBwvBHosiymSRPK7rz9nGJBBdG4U3\n3MCgNRGVL6NHRz9tuIuknJzo5+2FlSu9LgHFU6AOzgIFrYM56ih7uEkT4PvvYy8TxebKK+2gNaC1\nK1es0DZ7I+nTw6rRCyS2RuYjj+irs9kDIPWC1kDy2+r/7LPI8s+apa+NGmV+0BrQdqud67olUNA6\nnJo1GVuIp7w8fXIYAB56SF/PPTe52/WCBdoP09FH6/tIO8wOpW9fvcnhvHGSlQWceaZvs0I9erjr\n68QNBq6J0lCjRql5QkOUCOPG2cPxbEM6mhO7O+6I3/cTEaWDcJ0ShpOf7/ve2czS6afHNu9kO+gg\nIDcX2LTJ65JQvFxzjT180UXB8wVqDqdpU62Nu3q1tq8abeeUlDgVKwING2qbvZGIpO3VWDz1lPYR\ncMstwMaNwB9/pF771pb330/u9znb0HejWTPtpC9dmrqIh9mz4zOfCROAunXjM6/yatAge7hePW36\n6pprfG9wJtOppwLvvRc8ZjRlSvTztoLTn3+uxz5n59xOr74auL3xaCQscG2MOcIY86kxZocxZpsx\nZqQxJkQrVIAx5n1jTIlfiqDlEyIiyjTOjrvieVIVTUczvGFEROXR3r3BP/OvKeivTh3fYHWfPto+\n58qVyWlbMt6aNtXaaZRezj5bX++7L/B4APj22+DTX3ll2Y4Vn31W12EvOo+kzHD00dopXPXqGixv\n0SJ+gZ54839yMdGsG5tvv+1+mosuCt88VSZJZDvJ5N5ttwGdO/uOa9FC22NPJV9/bQ9fcIE2YxLL\n+UzVqlrrP9DTS/GWyBrXowE0BtAOQAcAbQAMdzHdjwDqAKhbmmKs50FEROnMuiD84ovY5zVzpr5+\n+GHZR9hvuin89NWrx14GIqJ0E+oJlfbtw0//8sv6+scferF09NHAccfFp2xEbsyerW3j3nyz73jr\nMe5hw8If47UpTqBbN51X27bxLycRqaOO0u3sgQe8LklqGzDAXb5oKuyQO84+lFKZf4fEvXrZbfmn\nuoQEro0xpwK4DMDdIjJLRKYDeATArcaYcPXlCkRkk4hsLE07ElFGIiJKD8cfr48gxaNtvXPP1Xnd\nfru+HzHC/uycc8JPn+zaJkREqSJYMwrHHht+2latdN/bokV8y0QUqXbttK+YkhJ9X7u2rpuRBMe8\nevSbQps71+sSUKKx88Cy3F6bhNrHWe0xk3tW+/SAXqsmo9ZxrKwnh1u1ssc5n2x265BD4lOeSCSq\nxnVLANtExNnqzkQAAqB5mGkvNMZsMMYsNMYMM8YcGSY/ERFluHieDBxxhH3gdj6mHq7N6xdeiF8Z\niIjSzS+/lB23bJn76dPhoo7KB/++YpznBaFYnVw1bpyYclF06tXT10Ad1cWqTp34zzOd5ebG1jZu\nrNiBYFlWc0fVqwOTJgXPF2wf16qVN4HIdNetmz18xhnp0USNtQ5EW9YWLbTpnrvvjl+Z3ErU4q0L\nYKNzhIgUG2O2ln4WzI8AvgSwAsAJAPoB+MEY01JEJEFlJSKicso62XMTUGGnJUREviLt8IwonTVp\nojdrGjXyuiTktGQJsGtX/Oe7cSNQpUr855vOmjb15nsffRR45x226RxI8+ba3MMJJ0Q3/RNPxLc8\n5YV1wwwo2wRHqrIC1nfdFdl0y5ZpBa8aNby7yRFRjWtjTL8AnSc6U7Ex5uRoCyMiY0XkexGZJyLf\nArgSwHkALox2nkRERMGcfro+/v7zz8HzHHecNjFy/fXJKxcRUarjPpHKo+OPZ0fNqaZatcRULqhV\nK33ars10r78O7N/vdSlSl5ug9eOPBx7foUN8y1JeHHYYkJ2dXudCFStqu/Fdu7qfpmdPPe7Vq+dt\nzfxIa1wPBPB+mDzLAeQDqO0caYypCODI0s9cEZEVxpjNAE4E8GuovN27d0cNvwZaOnbsiI4d2bcj\nEREFVqGC/fj79Om+n/XqBfTpowf3F19MftmIiFIZn4UkIiJKD/XrA0OH+rbNPGGCb7OJFJlLL9Xk\nfJ9p4cdXXonPfMaMGYMxY8b4jNuxw313hiYRLXCUds44D8A5VjvXxphLAfwA4BgRcRW8NsYcA2AV\ngGtE5PsgebIA5OTk5CArKysu5SciovJn7Fjgllt0uHVrYPJkYPRo7RSSj4oSEfnWNL3uOuCrr7wr\nCxEREUXGOo7XqAFs28YnSCj0OpDISgq5ublo1qwZADQTkdxQeRPSxrWILDTGZAMYYYx5EEBlAEMB\njHEGrY0xCwH0FJFxxphqAJ6HtnGdD61l3R/AYgDZiSgnERGR5aabgCOP1JoHzUu7Ee7UydsyERGl\nKl7sEhERpacuXXgcp9AOP9zrEtgiauM6Qp0ALAQwEcD3ACYDuN8vz0kArPY9igGcCWAcgEUARgD4\nC0AbESlMYDmJiIhgDHDJJUCbNqxhTUREREREmalBA69LQKns8ce149tUkZAa1wAgItsBdA6Tp6Jj\neD+A/ySqPEREREREFB8nR90dOxEREXmhUydtCpGdMlIoDRsCNWt6XQpbImtcExERERFRBurd2+sS\nEBERUSSqVtVXNhNC6YSBayIiIiIiishBB3ldAiIiIiKKt0R2yhgNBq6JiIiIiIiIiIiIyrlUC1wn\nrI1rIiIiIiLKPO++63UJiIiIKFJ9+wLVq7OfCkovDFwTEREREZFrV13ldQmIiIgoUnXqAEOGeF0K\nosiwqRAiIiIiIiIiIiKici7Vmgph4JqIiIiIiFwzxusSEBEREVF5wMA1ERERERG5xsA1ERERUWZi\njWsiogiNGTPG6yIQUYJxOyfKbNzGiTIbt3GizMZtvPwoN4FrY8z/jDHTjDF7jDFbI5iutzEmzxiz\n1xjzszHmxESVkYjSAw+SRJmP2zlR6uveXV8rV458Wm7jRJmN2zhRZuM2nvlq1tTXunW9LYe/RNa4\nPgjAWABvu53AGNMTwMMA7gNwHoA9ALKNMVGcHhMRERERUby88gowbRpw+OFel4SIiIiIYuVs/q1d\nO+DXX4Fbb/WuPIFUStSMReRFADDGdI1gskcB9BGR70un7QJgA4BroUFwIiIiIiLyQOXKQKtWXpeC\niIiIiOLBGN+mQS680LOiBJUybVwbYxoBqAtgkjVORHYC+BNAS6/KRURERERERERERJSpatXyugSB\nJazGdRTqAhBoDWunDaWfBVMVABYsWJCgYhGR13bs2IHc3Fyvi0FECcTtnCizcRsnymzcxokyG7fx\nzFazpjYRkqy/2BHDrRour5EIuos0xvQD0DNEFgHQWEQWO6bpCmCwiBwZZt4tAUwFcLSIbHCM/wxA\niYh0DDJdJwCfuv4RREREREREREREROSl20RkdKgMkda4Hgjg/TB5lkc4T0s+AAOgDnxrXdcBMDvE\ndNkAbgOwEsD+KL+biIiIiIiIiIiIiBKrKoCG0JhuSBEFrkVkC4At0ZUp7LxXGGPyAbQD8C8AGGMO\nA9AcwFthyhQyOk9EREREREREREREKWG6m0wJ65zRGNPAGHMWgOMAVDTGnFWaqjnyLDTGXOOY7HUA\nzxpjrjLGnAHgIwBrAYxLVDmJiIiIiIiIiIiIKLUksnPG3gC6ON5bTXxfBGBy6fBJAGpYGUTkVWPM\nIQCGAzgcwBQAl4vIgQSWk4iIiIiIiIiIiIhSSESdMxIRERERERERERERJVrCmgohIiIiIiIiIiIi\nIopG2geujTHdjDErjDH7jDEzjDHnel0movLOGNPaGPOtMWadMabEGHN1gDy9jTF5xpi9xpifjTEn\n+n1exRjzljFmszFmlzHmC2NMbb88RxhjPjXG7DDGbDPGjHS2o1+ap4ExZrwxZo8xJt8Y86oxJu33\nfUReMcY8bYyZaYzZaYzZYIz52hhzcoB83MaJ0pQx5gFjzD+l294OY8x0Y8x//PJwGyfKAMaYp0rP\n1wf5jec2TpSmjDHPl27XzjTfLw+3cUoLab2yGGNuAfAagOcBNAXwD4BsY0xNTwtGRNUA/A3gIQBl\n2iMyxvQE8DCA+wCcB2APdNut7Mj2OoAOAG4A0AbA0QC+9JvVaACNAbQrzdsG2ka+9T0VAPwAbc+/\nBYCuAO6AtsFPRNFpDWAogOYALgFwEIAJxpiDrQzcxonS3hoAPQFkAWgG4BcA44wxjQFu40SZwmil\nr/ug19HO8dzGidLfXAB1ANQtTRdYH3Abp7QiImmbAMwAMMTx3gBYC+BJr8vGxMSkCUAJgKv9xuUB\n6O54fxiAfQBudrwvAHCdI88ppfM6r/R949L3TR15LgNQBKBu6fvLARQCqOnIcz+AbQAqeb1smJgy\nIQGoWbotXuAYx22ciSnDEoAtAO4sHeY2zsSU5glAdQCLAFwM4FcAgxyfcRtnYkrjBK3cmRvic27j\nTGmT0rbGtTHmIGgNkEnWOBERABMBtPSqXEQUmjGmEfSOr3Pb3QngT9jb7jnQu7LOPIsArHbkaQFg\nm4jMdsx+IrSGd3NHnjkistmRJxtADQBN4vSTiMq7w6Hb3VaA2zhRpjHGVDDG3ArgEADTuY0TZYy3\nAHwnIr84R3IbJ8oYJxltunOZMeYTY0wDgNs4pZ+0DVxDa3hVBLDBb/wG6EZIRKmpLvRgFmrbrQPg\nQOkBNFieugA2Oj8UkWJo8MyZJ9D3ANxPEMXMGGOgjxFOFRGr3Txu40QZwBhzujFmF7TG1TBoratF\n4DZOlPZKb0adDeDpAB9zGydKfzOgTXJcBuABAI0ATC5tf5rbOKWVSl4XgIiIiNLWMACnATjf64IQ\nUdwtBHAWtFbUjQA+Msa08bZIRBQrY8wx0JvOl4hIodflIaL4E5Fsx9u5xpiZAFYBuBl6fCdKG+lc\n43ozgGLonSCnOgDyk18cInIpH9oefahtNx9AZWPMYWHy+PdqXBHAkX55An0PwP0EUUyMMW8CuALA\nhSKy3vERt3GiDCAiRSKyXERmi8gz0M7bHgW3caJ01wxALQC5xphCY0whgLYAHjXGHIDWhuQ2TpRB\nRGQHgMUATgSP45Rm0jZwXXp3OAfaeymA//+R5XYApntVLiIKTURWQA9Szm33MGg7WNa2mwPt1MGZ\n5xQAxwL4o3TUHwAON8Y0dcy+HfQg/KcjzxnGmJqOPJcC2AFgPogoKqVB62sAXCQiq52fcRsnylgV\nAFThNk6U9iYCOAPaVMhZpWkWgE8AnCUiy8FtnCijGGOqQ4PWeTyOU7ox2p9hejLG3AzgA2ibPTMB\ndIc+yniqiGzysGhE5Vpp21knQg9auQD+C+2tfKuIrDHGPAmgJ7TdrZUA+kA7Z2giIgdK5zEM2gvx\nnQB2AXgDQImItHZ8zw/Qu7wPAqgMYBSAmSJye+nnFQDMhvaa3BNAPQAfAXhXRHolbgkQZa7SbbMj\ngOAFBNIAAAG1SURBVKuhNTcsO0Rkf2kebuNEacwY0xfAj9BOmA4FcBuAHgAuFZFfuI0TZRZjzK8A\nZovIf0vfcxsnSmPGmAEAvoM2D1IfwIsAzgRwmohs4TZOaUVE0joBeAi6oe2D3s05x+syMTGV9wR9\n3LAE2pyPM41y5HkBegDbC+1Z+ES/eVQBMBTaLNAuAJ8DqO2X53Bo7ZAdALYBGAHgEL88DQB8D2A3\n9NHH/gAqeL2MmJjSNQXZtosBdPHLx22ciSlNE4CRAJaXnl/nA5gA4GK/PNzGmZgyJAH4BcAgv3Hc\nxpmY0jQBGANgbelxfDWA0QAa+eXhNs6UFimta1wTERERERERERERUeZJ2zauiYiIiIiIiIiIiCgz\nMXBNRERERERERERERCmFgWsiIiIiIiIiIiIiSikMXBMRERERERERERFRSmHgmoiIiIiIiIiIiIhS\nCgPXRERERERERERERJRSGLgmIiIiIiIiIiIiopTCwDURERERERERERERpRQGromIiIiIiIiIiIgo\npTBwTUREREREREREREQphYFrIiIiIiIiIiIiIkopDFwTERERERERERERUUr5/wAL94Ez506eSAAA\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfe2eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2i/epqir/LFdUxO266CJfPvrvEh0HLFhgVlYW74vpv3cVFanHDMnvmEmT/PUc\nM8anr7nGj8WS++k778T3o+Nt8OPgv/2t4c9drs4BV13ltw895M/j8svj96Kmxo9pwYPbjz/u9z/7\nzL9vhg71kzIffeSfu3z2hx9+8NuSEu/ctPPOPn333fHznj/f34/x471d0bFVTY3ZYYfFz+ecc1ID\nvpWV/vmNptdc01/Tjz9Off+j/x+77hp/7qPHX3zRX4dk/blzfb+/5BKzW27x9zn5nJKfryFDMj/f\nYpXHHzd7+WU/RqitzfzbFn3eamvzO0ZorGOYhtYddXJpSKbnlH482lD9TEaO9O+CXOtubNnWne0k\niQLXKioqKiptorRv3/jr7NSpsPobbGC2/PKFLVNWVn/eZZfVnxcdUGcrv/udn9zI9Ngf/lB/XtTL\nIir5HPAXUi9ZKioa5w/8xRfX/6M8ePCSrTP9T3qmkgxSRCX9yo/0suaahbUj+SdepTild2+zHj0a\nd52FntRs6WXbbb0XaHLebrst+XrXW89Psi2/fPxZX399s5VWylx/1VWL8/yiXrLpZbXV/EqZxt7e\nmmvmdxXFkv5+de2a/bHG+swvu2zTvEdNWZKBr2SAqRjHEypNV44+Or6/pFcxqTRNWXfd+H7Xrh6I\njaaPOy6+v/XW8f6ZnN/Yv+2tsUQdQMB7nac/ftddZh07xtPpV3Ake4OD2cYbm628cuq86KRfVG6/\nvfmfd1ssyf8QK6yQ/3LJjnPZSvfuZsstt+RtjP4j5/u/N/2zE5V27fJ9Pi0ncN2EqUJ2MfhDWhnc\n7B9QFRUVFZXCy6abNv4B68orm224Yf7199rLLylekm3ecktqj6+ovPZa9uDYWmv55cPp8994w3uB\nJ+dtsIH3ZE6v+8or3ksk0/p33DF7e0eOTP1zmKmkBzZ2393PsM+cWdhrU1bmvd6S78lf/7r4r3W2\nAP9BB+Ve7thj40u/o3LyyfXrJA8y7757yT4XS2OJ0qbkUzp39u+AfOpmO2hujtK5c+b5yat+Cnls\ncctqq6VO77575tfzwAP9surF3c7OO/sf6V69PIVAhw7ewytTUKlr1/zf00Jf42zB1rXX9vQ5yUvK\nG6MkgwRNUZLbi/6Ybrml2UYb+f1llln8dbdr5+vs2tX/sCY/j7kC581devbMv+5qq8XPZd99m7/t\nKoWVP/4x/7rRPrG4JRloVVn8kh5gTT923Xjj+H6UImTPPf27fI01/HspeXI101UAS3t58cXU6SOP\nTJ3O1BFdtAVaAAAgAElEQVQjukIlU9ljD79CMTnv3HOb/3m25ZLvsUQ+xzBbb+3/H/M9+dxQYHr7\n7fNbz3LLedA8v2PxwVY/XruLtYjAdV1g+T3gtsR0ACYCF2apfwPwSdq8wcDzuQPX6nGtoqKSWtZb\nL3X6rLPq18mWnzaZ4iP5Zfy732WunwwGrrCCX8Y3dapP3323XyJ3xhlmN93klzy9+KLZnXf65WjD\nh8eXJw4f7pdOjx/vwcBrr/X0IWD29NPeSzRb3sDy8tTLzZL1kpfzjh8fpwuJljXzS8fSL+WZMye+\nvC8yb17hlxlVVcW5wNNVVqZeupjJrFm5L6VKvx0+3Eu2dv70k19Sv3Bh6jaffrp+nuX33/fX/29/\nq39J9o8/+iV2M2b486ipiVOBQFzviCN8eujQeN7PP3vg+Ykn/D355pvU7UZ5ESFOJRI9x2h+8n2M\nzpIfc4xPT57sBxTRZbUVFal5F2tqvMyb5ycJdtopdfszZ8YpaWprfX3Ra3X//XEbostkI7NmeUqc\nL7/0S7Nra/3y0/PPT71strraLwONpqMUIS+8EM/LlC6iqsrft7lz/TVLvgaRKVPqf96S6xo2zANt\n//ufT1dWxgGhykqv27Gj76/J1yvZdrPm/47LVdJPXFx1ladDGTTI/6D07+8nPaIUKdXV/hwrK7Nf\n0hddutyUovQ9kZqa1DyNDUmmQsqVzzF9mVzzqqvjz1dtbea0KpkU0u70bTeU3uHnn1NTiBTyHZ3p\nUtYZM+q/7o0l+X1dW+spbPJdprVbknQ5Dfn55/q/hY0t03qz5ettDOmfuw8/jMdvGDXKf7fmz/fL\n57fYIjWVw667xvdvvNFvL744zl3dr188nspTT8U9G/v1S/2NO/XU+P411zT/d/vilmefTZ2Ofn/T\ne/M9/HDqdK5xHLKVW27x3rVlZZ4uZMIEvxKjX7/66ePGj/fvt+i3vKrKv1M/+CCuk3wfa2s9zdUj\nj2T/rEyYkPs7K0qxF6XRMIu/Y5PvdUVF/ZN7yTQL2UryOGattXLnMU8PticDklGKoOTn8d13vSPD\n6af7b9qdd/pvy5w5cZ30tETPPWe2zz5+f+pU76AwbZrvQ9EyU6b4az9mTJzrvKbGTxxEqZzmzPF0\nVdFxX2Wlp0FKSqbmev997xhg5seEd9zh65w40bf5hz/EqXguu8xs883j9vTp47e77JL6nyx5peLp\np8fLp59omzvX/0MlX5Povpmf/FpmGX8Nq6v9JOeOO8bplM4+21N9fPddvFyUezpT2Wuv+vM23tj/\nE8yb58e48+b5e3fddf6795e/eFtGj/Z0OpWVcWqQu+6K13P11f4fMpqO9pXkeFHJ9B6XX+6f6+g/\n6+67++sR5flPfkai77cobVeUSgVSj3vBj4mj+w89VL+TRzHKmmv6/49//9s79ZhlHj9o4cLc6TUK\nlf7/cGm1pMd+6cunvy8tJlWImQEcCcwHjgc2Be4BZgCr1j1+PfBwov76wJy6dCKbAGcCVcDvs6xf\ngWsVlVZQLr00vp88UMpUll029dKoRx7xA54oB9o22/ht165xqoK33/YBHV580c86gg+EEh1wDxyY\n+kX58cce6I16ti5YEOcvjf5M//WvqQM05mPevPxzT0nb9emncT5tMz9gLSsrPHCVLSA2cqT/MUqK\n8jwnD7TS8583plmzsuc3zeX++/0g3Cy1t3iynffcE+ekbEn++1/Pgxhpyu/QXH98k5fkLW2DO4mI\nJI0c6UGO2lo/gff2256jFvxkajQmydNPe85f8LEN9tjD799xR5xP+bDDUgOVM2bE980y3x8/Pg4S\n9+jhJ6iT39dLcmVRISW95100bgT41RbTp/sgka+84sfCt93mHTxmz47rvfiiB9KSQcEvv4zvRycK\nunePT/Ivs0xx3temOnk1YULq8ceYMf5/YsgQ/xyZxc8//WTo6NHe6cDMT6jMn5/a7qiDg8QuvNBf\ny2HD4l7WJ57owV3wgO3XX2fe12bP9pPw4IHj5GNm8Tgmu+zi09Om5X8COynZsWbSJN9nzPxzEQW/\nzfw7pTEHFPzqK2979Blabjn/nkpasCB1nJ/k52vBgtQTQJksWhR/rqPpDz+M1/nee34y66uvfHr8\n+NSTlePHp+4vP/3k/7nB0/6NHev3t93W/zPk+s7abrv4isaHH16890palxYRuAZWAh4HKuoC13OA\nBcBIYOtEvQeB14AOdcHqT+vqVwGLgHHAcTm2s1QErhvKu6misrjljDPinsmHHBJfchpdLhQd1CfP\n9IL/EFVXpw52mF4239x7sUQ9KV95JR4kIKrTp0/9y526dvU6tbXeQzX5IxwNovLmm37wUF3tBw7J\nA8NZs8xOOy0eMClXcC0aCEZEmsdHH7Xe3pTffuvfWe++m9oTHvxS2WOPLTwvdqby7LO+vWi6qspv\nb7stbkvyRImIiKSaOtW/p//+d//+fOedeADGTz/1q7TABzhetMiDuBMm+LJXX+0B8eT3vJkHbaIr\nk6JBlM3ik7JnnOHTyWWiXoydOvl0NOjb2WenpgkbNsx7oW65pdnhh5sdemhhvxvRoH7RMX3Ujnbt\nGn6txo715xCZPt0HGovmJZ/PoEHxlThTpuQ3GG5r99RT3otVltzkyd7rNzlY9ssvxwMlnn9+fMwT\nfeaS96Mg6XHH+fTVV6d2VqqoUIei5pa8GmiffeL374gj/OTeK6/kN0CztD2FBK6DmVEMIYQXgB7A\nacAyeF7rD8zs2Cz1VwD+AwyqC16vBAwA2pnZtjm2UwKMglF4DDt2883w178u8VMRadNuvBEuvDCe\n/vpr+Phj+PJLuOwyGDIExo+Hc8+Fk0+GRx7xn5uka6/1ugAHHAAlJXDaabD22tm3u2ABVFVBt24w\nZQqsuSZccglcfz2stBLMnNn4z1VEpJjKy6FXL+jRA1ZZxefNmwc1Nf5dB9C5M8yfn/86TzoJHngg\nXvbmm+HMMxu33SIiS4t58+Duu+Evf4HBg+GEE/w4tEcPeP552Htv6Ngx+/Jffw2rrw7LL597O1Om\nwBpr+P1XX4UXX4SbbvLpSy+FffeFnXeuv9zzz8O220L37j5dWwvt2sGIEbDXXn58ffLJsP32qcsd\ncQSMGgXjxvn0HnvAa69BCL4O8OPyv/7Vn/uS+P57WLQINtxwydYjkvTQQ37MM3EifP657yMHHQTP\nPAO/+Q0cdxxcfHHqMjNm+P4wYACst16zNFsKUFMD330Ha60Fyy3X3K2R5jZ69Gh69+4N0NvMRueq\nW5TAdQhhU+CLugZ8VDdvH2A4sLaZTc1zPVsD7wPrmdkPWer8Erj+zW9K+Pzz+LG5c6Fr19zb+OQT\nL8cfn0+LRBbPNdfEgd1ievhhPwBvyPLLw5w5fv+f/4SLLqpfZ/BgOOYYeP112G03n7dokQdcVlgh\nta4ZfPUVDBvmB8QhFN72WbNgxRXhwQdhu+38AEVEpK04/3zo398P2H/1q9THOneGU06BSZPgqad8\n3scfw9ChcPbZcRBcREQa18yZsPLKzd2Khs2e7cHqoUNh441Tj7WXW86Pz3v2hLFj/fk89hjsv78H\nuu+5p/naLVKIGTP8mGfhQthxR3jiCfj1r5u7VSJSDIUErtsVqQ07ALOioHWdEXg38O0KWM+Kdcv8\n3FDF007zs8pJ7fJ4dlts4Wfv8vHoo5nnDxnS8LKXXuq3q6/uX8DZpK/r73/Pr23Ssp14Yv51Bw9e\n/O106pRfvT594h58VVWZ65SWetB6113jeR061A9agx88b7KJ99xenKA1eC/rEPysuYLWItLW3Hgj\nvP02rL9+/cfmzfPeQkOGxBd69+oFV1yhoLWISDG1hqA1+PH3F1940Bo8QD1pkt9fdVW/3Wgjv502\nDfbbz4/x77676dsqsriiY55ll/UrCBS0FhEoXuB6deDH5AwzqwFm1j3WoBDCssANwGAzm9tQ/T59\nYLXVUuflE7guxD77ZJ6/7LINL9u5s9927eqXciU7uj/+eHz/j39MXa5Dh/rr6tKl4e0V6tBD/XaZ\nZXLX+81v6vdO33//wrbV0KV1SQ0dbF18ce7Lgp54AtZZJ//t5WvffWGnnRquN3Uq/Phj7pQZ6UpL\nC6t/yCHx/YYuuXnoIb/t0CG+bD3b5ZAheE/rxQ1Ei4hIrEOH+r8bZ5/dPG0REZHWbZNNPM3ev/8N\nb7zh8wYMgEGD4v+PHTs2/v9hERGRplbQT1kI4foQQm2OUhNC2HhJGxVC6IDnuzZgsTM5NvRD/eqr\nha0vWwAvV7aVq67y2ygwnClIGAUQI2+/HedAiy4n3mUXzzG8114eDM1m2DDYcsvsj2dzxRV+mytQ\nvNpq8NlncOCBPn3llVBRAcOH1w+45zJ8eP15L7yQue6OO3pv+myOP97zrF17bebHjzgCJkzIr13T\np2d/LLp0G/wSpmee8ffpgAMy199wQ0+r0aNH3AuiEIV8NpOBj1w9rnv18tfrjju8J3/0edYBrYhI\n8+jf309uioiILI4jj4z/L66/Pvz5z83aHBERkUaXoT9vTjcDDzZQZxwwFUjp/xxCaA+sXPdYVomg\n9TrAHvn0tgYoKyujW1oE+IknSoHSenV32smDjpl8/nnmNAU9esQ9nbfdFv71L9hgA5/OFbi+/HIv\n4HmEM+UfTu/lvNNOXvbYA7baCj76yAdiii7/MoPzzoPbbqu/ri5dvH6hvWR79fLLcbbayvNsZnLk\nkX4bBTo7d47TRtx2W2pwN2nnnVNf77XWql9n330zL1tbC/36ee8BgOpqD0RHlw21b++3Z54J337r\n+ZEb0r07XHCBDwR4++3w+997wDf9cuznnvMg/e9+F594gNRLCsvK6gfia2tzv/5mDb8/G2+cWm/4\n8OxB8ug1gNxB+o8/9tuzzvLbfff1ATB0gCsi0rQGDPBAQ4cOi3dyU0REREREpDUoLy+nvLw8ZV5F\nRUXeyxdzcMbPga0TgzPuDTxPjsEZE0HrDYDdzWxmHtsqAUaNGjWKkpKSlIBgTU1qUA886LpwYf0U\nHNFy2YKKCxd6gHnePA/YhgDvvuvTCxbAwQdnbl+ulzfaTtTOZZbx7eTrvfdg8mQ47LB43iuveCA2\nV2B0t908GPuPf2RuZ6Zlb70VzjnHX7+nn/Ye1jfcAH37xnXuvTdz7+j013T27MyD+0V1qqrg9NM9\nB/Po0R5Mr672gHCUluXgg713+bffxicQkm3//HMfdLO0NHX+nXd6apMXXvBg9/DhqalOXn7Z34cd\ndvBt3XefP77mmqmfkcgHH/hAglde6SX98aSGPmPg+U2TvdfzWeatt7xHftSebbf1z+j8+an1irCr\ni4iIiIiIiIiI5K3ZB2c0s7HAq8CIEMLcEMJs4AngiWTQOoQwNoRwcN39DsAQoAQ4Fuhfl37k0hBC\nliy8udqQOQVCTU3mvNHgvWeziXpFd+kSBxB33NFTd9TWxvV22KHQlsbtbCg/cbrtt6+fomPTTf3W\nDL78MvNyr7wSX1IW1U2K0oYkHz/vvLid0W3yeYP33m2IWcM5rjt2jHugRdvq2DE1l3g0P/3ERKRn\nzzhond7G9deHU0+FgQPr9/Tee28P7EfbOvVUD1qDn6j43/9S62+zjfcG79sXNt88DiBncvDBmQfl\nSiopqT/v4ov99oMPMqeBSb4GUU/0fPJvi4iIiIiIiIiItFSFpgopRKgr2aYBNgKi/B5rAXXZk/mY\nOKh+DfA28FZxmukaozfqDTfAccfBa695KpFMuZyL1YarropTkkTSR8meMMFzJ3fo4L2Ys4l6D2fr\n4bvZZn6bHqTPdkIgUsggjpddBuuuC1tskfnx6LXKts30trdv7yctooB0x44+oGchMp2UCCFOtfHp\np7mXHzq0sO1B6mdim208Z3eU8iOSDFxHJz+OOMJ7j4MH3GtqCt+2iIiIiIiIiIhIcylK4LouVcie\neJfvKFXIPsDwEEJZ1OvazH4JuZnZeKB9CGEtYCSwD55apL+Z5R20HjAgNcD43HNQWQmHH55/+196\nCWbN8hQcmQZTTBcFF9u18965xx4LxxxTv0dyQ3bdtbD6kUWLMvcuT/ZQ7tAB1lkHTjzRp6OevSef\nXPj2NtrIU3fkClQnU2dA/cDpo496rusDDvBUK+m6dPFUHg1Jf94lJZ5eJF11tacgaYsDEaYHrqP3\npmNH71m/OFcBiIiIiIiIiIiINKdi9bjeAZgVBa3rjAAM2A54JtNCIYQAPALcaGZjQqEjDOJ5mJOi\nAe0K6V27996FbTNTT+kQsqexiPz0U9wzePz4xR+gKdt2ll8evv7aA82Z1j1uXOaBEvORLWj9009+\n2707rLgiPPmkT6cHjI891m8nTfJAK3gqjVw9wTNJ/4i8+SZkyvEeQmogv6VajI98vfc/em8yDQQq\nIiIiIiIiIiLSGhQrcL068GNyhpnVhBBm1j2WzcVAlZnd0dgNGjiwsddYX6FBx+7d4/vrrtu4bYls\nuKEP+JcpIJzMc91Yks/pvPO85LLSSvH9xUmlkf6ad+3qpbVqKP93Ju3b++ugwRdFRERERERERKSt\nKChwHUK4Huibo4oBPRenISGE3sC5QIF9bovrrLPgiy/yq9tSA4fpAzjm6+KLYcSIxm1LY4kC1i31\nNV8c339fPy95Ptq399Q2IiIiIiIiIiIibUWhPa5vBh5soM44YCqwWnJmCKE9sHLdY5nsBKwKTEyk\nCGkP9Ash/MXMNsi10bKyMrp165Yyr7S0lNLS0gaam9sdefT9PvBA+Mtf4IwzlmhTLc7113tpie68\nE3r2hB49mrsljWeddRZvufbtIe2jLyIiIiIiIiIi0qzKy8spLy9PmVeRKcdvFsGK0GW1bnDGz4Gt\nE4Mz7o0Ptrh2NDhj2jIrAWukzX4Zz3n9oJl9nWVbJcCoUaNGURKNOCjSwmVKK1Nb23C6meuug0sv\nTZ331Veex1xERERERERERKQlGz16NL179wbobWajc9UtSo5rMxsbQngJuDeEcAawDHA7UJ4MWocQ\nxgJ9zewZM5sFpCQ8CCFUA1OzBa1F2pLFGZgRGh4EVEREREREREREpLVpV8R1nwGsAnwAvI3nvy5L\nq7MRkJLkIITQM4TwTAjhZ2A94PwQwtpFbKdIq6bAtYiIiIiIiIiItDXFDFwPxHtQb4Pnr24H3Jqs\nYGbtzeyRaDqE8Gs8yP0FsAvwa+BsoLKI7RRp1RS4FhERERERERGRtqYoqULqclzvg+cqiXJcnwMM\nDyH8NVOO6zrXAsPN7JLEvO+K0UaR1ihTSnoFrkVEREREREREpK0pVo/rHYBZUdC6zgg8Xch2mRYI\nIQTgAODrEMKLIYRpIYT3QggHF6mNIm3C4ubGFhERERERERERaamKFbheHfgxOcPMaoCZdY9lshrQ\nFegLPA/sBTwNPBVC2LlI7RRp9doVM+GPiIiIiIiIiIhIMygo5BVCuD6EUJuj1IQQNl7Ctgw1swFm\n9qmZ/RN4Djh9Mdcp0qJlSv2RS6be1epxLSIiIiIiIiIibU2hOa5vBh5soM44YCreg/oXIYT2wMp1\nj2UyHVgEjEmbPwb4XUMNKysro1u3binzSktLKS0tbWhRkWbVrRtUVORXN1Ogu3Pnxm2PiIiIiIiI\niIjIkiovL6e8vDxlXkW+QTAKDFyb2QxgRkP1QggjgRVDCFsl8lzvCQTg/Szrrg4h/A/YJO2hjYHx\nDW2zf//+lJSUNFRNpEVIBqsnTSq85zXAEUfAnXdCly6N2zYREREREREREZEllalT8ejRo+ndu3de\nyxclO66ZjQVeAu4NIWwTQvgdcDtQbma/9LgOIYxNG3zxJuCoEMKpIYRfhxDOBg4E7ixGO0Way5gx\n8Omnfr9LF+jatfB1tGsHq67auO1qqdLPzolI26P9XKRt0z4u0rZpHxdp27SPS3Mp5rBuZwCrAB8A\nbwMGlKXV2QhI5vd4BfgvcDfwDR7IHmRmI4vYTpEmt8YasPnmS7aOpSm3tX4kRdo+7ecibZv2cZG2\nTfu4SNumfVyaSzED1wOBWcA2wE5127o1WcHM2pvZI4lZ/YF1gT2A9YBzgD4hhAOL2E6RVmlpClyL\niIiIiIiIiMjSpSiB6xDCpsA+wClm9qGZvYsHof8UQlg9x6I7AA+b2dtmNsHM7gM+AbYtRjtFWpv1\n14/vK3AtIiIiIiIiIiJtVbF6XO8AzEoMzAgwAk8Xsl2O5d4FDgohrAkQQtgdTyfyUpHaKdKqHH00\nPPGE31fgWkRERERERERE2qoORVrv6sCPyRlmVhNCmFn3WDbnAIOAH0IIi4Aa4M9m9k6OZToBjBkz\nZslaLNJKrL8+7LMPHHUUjB7d3K1pGhUVFYxeWp6syFJK+7lI26Z9XKRt0z4u0rZpH5fGlIjhdmqo\nbjCzvFccQrge6JujigE9gcOA482sZ9ry04DLzeyeLOv/K3AKcAEwAdgFuAE4xMxey7LM0cDjeT8J\nEREREREREREREWlOx5jZ4FwVCg1crwKs0kC1ccBxwM1m9kvdEEJ7oBI43MyeybDuTkAFHqR+ITH/\nXmAtM9s/R5v2Ab6vW7+IiIiIiIiIiIiItDydgPWBl8xsRq6KBaUKqVtZzhUChBBGAiuGELZK5Lne\nEwjA+1kW61hXatLm15AjF3ddm3JG50VERERERERERESkRXg3n0pFGZzRzMbiAyreG0LYJoTwO+B2\noNzMpkb1QghjQwgH1y0zB3gTuDmEsGsIYf0QwonA8cBTxWiniIiIiIiIiIiIiLQ8xRqcEeBo4A5g\nBFALPAmcl1ZnI6BbYvoo4HrgMWBlYDxwiZkNKmI7RURERERERERERKQFKSjHtYiIiIiIiIiIiIhI\nsRUlVYiIiIiIiIiIiIiIyOJq9YHrEMJZIYTvQggLQgjvhRC2ae42iSztQgg7hxCGhRAmhRBqQwgH\nZahzdQhhcghhfgjhlRDChmmPLxtCuDOEMD2EMCeE8GQIYbW0OiuFEB4PIVSEEGaFEO4LIXRJq7NO\nCGF4CGFeCGFqCOHGEEKr/+4TaS4hhEtCCB+EEGaHEKaFEJ4OIWycoZ72cZFWKoRwegjhk7p9ryKE\n8G4IYd+0OtrHRdqAEMLFdcfr/dLmax8XaaVCCFfU7dfJ8kVaHe3j0iq06g9LCOEo4BbgCmAr4BPg\npRBC92ZtmIh0AT4GzgTq5SMKIfQFzgZOA7YF5uH77jKJarcCBwCHAbsAawJD0lY1GOgJ7FlXdxfg\nnsR22gHP4/n8twdOAE4Erl7C5yeyNNsZH3B5O+D3QEfg5RDCclEF7eMird5EoC9QAvQGXgOeCSH0\nBO3jIm1F8E5fp+H/o5PztY+LtH6fAT2A1evKTtED2selVTGzVluA94DbEtMB+AG4qLnbpqKi4gUf\nnPWgtHmTgbLE9ArAAuDIxPRC4NBEnU3q1rVt3XTPuumtEnX2ARYBq9dN7wdUA90TdfoAs4AOzf3a\nqKi0hQJ0r9sXd0rM0z6uotLGCjADOKnuvvZxFZVWXoCuwJfAHsDrQL/EY9rHVVRaccE7d47O8bj2\ncZVWU1ptj+sQQke8B8ir0TwzM2AEsENztUtEcgsh/Ao/45vcd2cD7xPvu1vjZ2WTdb4EJiTqbA/M\nMrOPEqsfgffw3i5R5//MbHqizktAN+A3jfSURJZ2K+L73UzQPi7S1oQQ2oUQ/gR0Bt7VPi7SZtwJ\nPGtmryVnah8XaTM2Cp6689sQwmMhhHVA+7i0Pq02cI338GoPTEubPw3fCUWkZVod/zHLte/2AKrq\nfkCz1Vkd+DH5oJnV4MGzZJ1M2wF9T4gssRBCwC8j/K+ZRXnztI+LtAEhhN+GEObgPa7uwntdfYn2\ncZFWr+5k1JbAJRke1j4u0vq9h6fk2Ac4HfgV8FZd/mnt49KqdGjuBoiIiEirdRewGfC75m6IiDS6\nsUAvvFfU4cAjIYRdmrdJIrKkQghr4yedf29m1c3dHhFpfGb2UmLysxDCB8B44Ej8912k1WjNPa6n\nAzX4maCkHsDUpm+OiORpKp6PPte+OxVYJoSwQgN10kc1bg+snFYn03ZA3xMiSySEcAewP7CbmU1J\nPKR9XKQNMLNFZjbOzD4ys0vxwdvOQ/u4SGvXG1gVGB1CqA4hVAO7AueFEKrw3pDax0XaEDOrAL4C\nNkS/49LKtNrAdd3Z4VH46KXAL5cs7wm821ztEpHczOw7/Ecque+ugOfBivbdUfigDsk6mwDrAiPr\nZo0EVgwhbJVY/Z74j/D7iTqbhxC6J+rsDVQAXyAii6UuaH0wsLuZTUg+pn1cpM1qByyrfVyk1RsB\nbI6nCulVVz4EHgN6mdk4tI+LtCkhhK540HqyfseltQk+nmHrFEI4EngIz9nzAVCGX8q4qZn91IxN\nE1mq1eXO2hD/0RoNnI+PVj7TzCaGEC4C+uJ5t74HrsEHZ/iNmVXVreMufBTik4A5wACg1sx2Tmzn\nefws7xnAMsADwAdmdlzd4+2Aj/BRk/sCawCPAIPM7LLivQIibVfdvlkKHIT33IhUmFllXR3t4yKt\nWAjhOuAFfBCm5YFjgAuBvc3sNe3jIm1LCOF14CMzO79uWvu4SCsWQrgJeBZPD7IWcBWwBbCZmc3Q\nPi6tipm16gKcie9oC/CzOVs3d5tUVJb2gl9uWIun80mWBxJ1rsR/wObjIwtvmLaOZYHb8bRAc4D/\nAKul1VkR7x1SAcwC7gU6p9VZB3gOmItf+vhPoF1zv0YqKq21ZNm3a4Dj0+ppH1dRaaUFuA8YV3d8\nPRV4GdgjrY72cRWVNlKA14B+afO0j6uotNIClAM/1P2OTwAGA79Kq6N9XKVVlFbd41pERERERERE\nRERE2p5Wm+NaRERERERERERERNomBa5FREREREREREREpEVR4FpEREREREREREREWhQFrkVERERE\nRERERESkRVHgWkRERERERERERERaFAWuRURERERERERERKRFUeBaRERERERERERERFoUBa5FRERE\nROaSv+4AAABHSURBVEREREREpEVR4FpEREREREREREREWhQFrkVERERERERERESkRVHgWkRERERE\nRERERERaFAWuRURERERERERERKRF+X9AeOMgUN2V2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf0d2978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l7nXZapY6x/VUQk/pfinl/YDJGeaZnKH+rNSgdbIaYL+UKet4jiIinU5q8LNS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfabe860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _9[0]\n",
    "hp.show_complete_tennis(_9[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T19-38-59\n"
     ]
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc317710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zzabn6dUrOujMuuqq9P3AgTBgQDq+115w6qn50wcNSse/+lVYccV4f/jh8Xrz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x785c588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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61rOKbZwoDajqflVdoqozVPVR2OBt/wDbOFGqawfgUADT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\nawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xee353c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5Nprr5z+Hb3yj9Pxttml6Hdne27t3j07qNt00TSvWm30pp56aP3388XDSSel0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc307be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xef99b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zo04dvWmyerXeCGnRwv/GWzAiwEsv5Sz/hVGXLnozNJAePbSX+Pvv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\nlP8DAU48nsc+3LAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d5df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf5f3be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IiIiIiIiIiDRk2exxXStmtj3QEXghmebu/yUGcxyUq3LVJ2q4FhER\nERERERERkY1B1npcr4OOgBM9rNPNTXxWmWYAM2bMyFKx6o+lS+Pv4sVQWprbsohsSGVlZZTqpBdp\n0FTPRRo21XGRhk11XKRhUx2XupTWhtusurzmyW68NWBm44GLqsjiQC93/zBtnuOACe6+ZTXLHgS8\nCnRy97lp6X8C1rh7USXzHQU8VOONEBEREREREREREZFc+pm7P1xVhtr2uL4O+EM1eWbVcplJcwAD\nOlC+13UHYGoV8z0L/Az4DFixjusWERERERERERERkexqBnQl2nSrVKuGa3dfACxYtzJVu+xPzWwO\nMAyYBmBmmwO7AbdWU6YqW+dFREREREREREREpF54vSaZsjY4o5l1NrO+wHZAYzPrm5g2S8sz08xG\npM12I3CZmR1kZr2BB4CvgMezVU4RERERERERERERqV+yOTjjr4Bj094no7gPAV5OvO4GtE5mcPff\nmlkL4A6gDfAKsL+7r8xiOUVERERERERERESkHqnV4IwiIiIiIiIiIiIiItmWtVAhIiIiIiIiIiIi\nIiLrIu8brs3sTDP71MyWm9mbZjYg12US2diZ2V5m9oSZzTazNWZ2cAV5fmVmX5vZMjN73sx+kPH5\npmZ2q5nNN7PFZvYXM2ufkWcLM3vIzMrMbJGZ3Z0eRz+Rp7OZPWVmS81sjpn91szy/tonkitmdomZ\nvWVm/zWzuWb2VzPrXkE+1XGRPGVmp5nZvxJ1r8zMXjezH2fkUR0XaQDM7OLE9/UbMtJVx0XylJld\nkajX6dP0jDyq45IX8vpkMbMjgOuBK4B+wL+AZ82sXU4LJiKbAe8CZwBrxSMys4uAs4BTgIHAUqLu\nbpKW7UbgJ8ChwGCgE/BoxqIeBnoBwxJ5BxMx8pPraQQ8TcTz3x04DjieiMEvIutmL+BmYDdgX6Ap\n8JyZNU9mUB0XyXtfAhcBBUAhMAl43Mx6geq4SENh0enrFOL/6PR01XGR/Pc+0AHomJj2TH6gOi55\nxd3zdgLeBH6X9t6Ar4ALc102TZo0xQSsAQ7OSPsaKE57vzmwHDg87f3/gEPS8vRILGtg4n2vxPt+\naXmGA98BHRPv9wdWAe3S8pwKLAKa5HrfaNLUECagXaIu7pmWpjquSVMDm4AFwOjEa9VxTZryfAJa\nAh8AQ4EXgRvSPlMd16Qpjyeic2dpFZ+rjmvKmylve1ybWVOiB8gLyTR3d2AiMChX5RKRqpnZ9sQT\n3/S6+19gMqm62594Kpue5wPgi7Q8uwOL3H1q2uInEj28d0vL8567z0/L8yzQGti5jjZJZGPXhqh3\nC0F1XKShMbNGZnYk0AJ4XXVcpMG4FXjS3SelJ6qOizQY3SxCd35iZg+aWWdQHZf8k7cN10QPr8bA\n3Iz0uUQlFJH6qSNxM6uq7nYAViZuoJXl6QjMS//Q3VcTjWfpeSpaD+g6IbLezMyInxG+6u7JuHmq\n4yINgJntYmaLiR5XtxG9rj5AdVwk7yUeRu0KXFLBx6rjIvnvTSIkx3DgNGB74OVE/GnVcckrTXJd\nABEREclbtwE7AXvkuiAiUudmAn2JXlGHAQ+Y2eDcFklE1peZbUs8dN7X3VflujwiUvfc/dm0t++b\n2VvA58DhxP1dJG/kc4/r+cBq4klQug7AnA1fHBGpoTlEPPqq6u4cYBMz27yaPJmjGjcGtszIU9F6\nQNcJkfViZrcABwD7uPs3aR+pjos0AO7+nbvPcvep7n4pMXjbGFTHRfJdIbAVUGpmq8xsFbA3MMbM\nVhK9IVXHRRoQdy8DPgR+gO7jkmfytuE68XR4CjF6KfD9T5aHAa/nqlwiUjV3/5S4SaXX3c2JOFjJ\nujuFGNQhPU8PoAvwRiLpDaCNmfVLW/ww4iY8OS1PbzNrl5ZnP6AMmI6IrJNEo/UIYIi7f5H+meq4\nSIPVCNhUdVwk700EehOhQvompneAB4G+7j4L1XGRBsXMWhKN1l/rPi75xmI8w/xkZocD9xExe94C\niomfMvZ09//ksGgiG7VE7KwfEDetUuA8YrTyhe7+pZldCFxExN36DLiSGJxhZ3dfmVjGbcQoxKOB\nxcBNwBp33yttPU8TT3lPBzYB7gXecvdjEp83AqYSoyZfBGwNPADc6e6XZ28PiDRcibpZBBxM9NxI\nKnP3FYk8quMieczMfgP8gxiEqRXwM+DnwH7uPkl1XKRhMbMXganufl7iveq4SB4zs2uBJ4nwINsA\n44A+wE7uvkB1XPKKu+f1BJxBVLTlxNOc/rkukyZNG/tE/NxwDRHOJ326Ny3PWOIGtowYWfgHGcvY\nFLiZCAu0GPgz0D4jTxuid0gZsAi4C2iRkacz8HdgCfHTx2uARrneR5o05etUSd1eDRybkU91XJOm\nPJ2Au4FZie/Xc4DngKEZeVTHNWlqIBMwCbghI011XJOmPJ2AEuCrxH38C+BhYPuMPKrjmvJiyuse\n1yIiIiIiIiIiIiLS8ORtjGsRERERERERERERaZjUcC0iIiIiIiIiIiIi9YoarkVERERERERERESk\nXlHDtYiIiIiIiIiIiIjUK2q4FhEREREREREREZF6RQ3XIiIiIiIiIiIiIlKvqOFaRERERERERERE\nROoVNVyLiIiIiIiIiIiISL2ihmsRERERERERERERqVfUcC0iIiIiIiIiIiIi9YoarkVERERERERE\nRESkXlHDtYiIiIiIiIiIiIjUK/8PwLrr+A1yaY8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfafaba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E11/ridioUfp9XHCBbn8rVuhn3GUX/8nc2We73+Df/9bnM2a4aY48UtfX3XYT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\ntrnf8Mgjw6e1ebQT7TDzr78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eh4mV0z4Rv/2mfSN8/LEbtnEj8MorqS03mmBO6zAiQOfO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\nEREREREREVFO+X/wgnGx3/hhhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e35630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bccPlsce8Z9TgwX6GPlMdkpeMjx6dva7JW+V07eo76uhAOzpB8cknPr/oig3w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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebc4d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _10[0]\n",
    "hp.show_complete_tennis(_10[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T19-52-50\n"
     ]
    },
    {
     "data": {
      "image/png": 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Lq9PLoAfoyLVf4v5GHfP3qgFSL6qBp5/252UNij7T0UbDb/J+9dXhsulrh4hr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1lFJFnMyvI+95w7RvLgwbbMrvZ8++1WUc7vCUHHJyVYGY+fJAFmz/b/zvuJUCJzKvvgwfkhjgCr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\ngJGwVlF7ArjMGLNd9xZJUZRqM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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e35f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bZ9/up+3ndu769XkyI1oeggr87r2XLVPGj7dPhABWPzJI/vQ+pU5QTZxkJLf4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\nlCnDAqXq1blB9RswSpl5802r07h1K2t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E15WobVuKyiGH8L5OnnnGOs9ZZ0U/TyIARG3a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\nyI6JY5nIuvZaHsAsXpyZvrgN6UUmu7Zvt9c14j6kJCL1rPj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3/pdrjdaMGfC+95Udheqg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\nKv8POowJ2HM3uKUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b6908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2fa400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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H5ReW/+VfYMeOerhly+A734HduzO+fX3w7/9en97fD/fdB+98J6xZk+N27YL16/P/hx4a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\nKwLa2jLsjh31B66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CDzVOLKXsISvPGsPsaz3geUJ63CIiyNcIf1JKqfrNM49Lo0BEnBUR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\nRAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e7e240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DPC+5Yd06+UY42bdP65Ur7fabb9p/4aJFEmb+o8lm0SKpE6xbJ3ked5y9Xjt3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\nAFq+rZP8s0iCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ea7eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _11[0]\n",
    "hp.show_complete_tennis(_11[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T17-16-25\n"
     ]
    },
    {
     "data": {
      "image/png": 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EPw/RSH36OC15/NPTT4ssWaIFt82b9YLPXYOoSpXApp+rVvnWHJ461aktJeLU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\nvG7QQIdeN0geeMB5bS/IbAD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9b1/RL74mTgzsM5QXUUTecnNFnnkmdk3dgrHN2t1BYdsX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\nERFRQmHgmoiIiIiIiIiIiIgSyv8BbyBe0KW764UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xce697b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8OO+npPD75MUDD+g0Nm8mevnlyJVr+vblOL76yj4QHNqJ4FqcOHEnnWrMP/xw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\nAh8zTjVTRs1mUzMwnc9k9OjQwkMvwpVTjx72mWE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gNRFl5iQjTsGtU6iqBIE5EVybwl+/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\nkiRJkiRJ6in/AXl0KDnfOdqyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2305c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/Ro7UdTVrpu1y7VqRp5/WY9Xevfq5cu6Hu+7S5+3cKfLII/aytDT7WGPtU3/D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\niIhiCgPXRERERERERERERBRT/g8P8Y7z/g3AMAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcb06eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hc4ZJk+xcVbXv/M78++6z8ZVX2ndm/3OvVCnfecuX2+fcI4+48/r1cx+vXm31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\niCih/B8+b886ttoKDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d03eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6THHNz3/GGQBXX61fh5MyYYprSe6Y6vLww/E3f/oTwCOP2NV9cSDjlcdFWRlu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      "text/plain": [
       "<matplotlib.figure.Figure at 0xefb8cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rNLmr0WrFVVfhqhutxv/jH/h96lTtdvztt+HVzWOPxbIHASYmSiRw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qmnqlQsQki96ezsxLJly+pdDNKLOOAA4GtfsxbyfPVqQzPW87FjgRdfBCZN4ntCSBbNWMcJIflh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\nw+g0CYk7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf0cbfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xefad9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xdebf320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _12[0]\n",
    "hp.show_complete_tennis(_12[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-06T20-18-37\n"
     ]
    },
    {
     "data": {
      "image/png": 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BgQcf1Hd21lnRQu4obr45uXCFsSyc+0L8/ru+80aN1PRIFCJqgkVEn8uOZq1fr9vFi4Nh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc23bbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2fb0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IfjlzW12GDe4PFCI6buclwx8Iq82hstIL9rrTrbDlbrghdlpZmQaS/fvtlpk9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd035f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PH3Pnnb68uowe7b3XAY45BrbcEk46yaft0MH/HLj/ft8P+Xr9i4iIiIiIiIiINHfrNXUB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\n0FxOOMEbHe+80z/HHrlnn52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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf872cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x108a8da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _13[0]\n",
    "hp.show_complete_tennis(_13[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T11-49-41\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2202b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h/7/ZvLl1f+hQKcnh5PZdd7sQdOSI9Hi44ILQ6c7usW7dvZcuBYoXlz+v/xda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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc300f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZnVPw4YdEzzwT325Tgev2oIOIDjmEveJlnYf3+QjXvo6svCcgEPmsWm68keh3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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf619ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RGTVKTHzmU1a6Bn0bbKr0sjiuZeGarlHbsY8iMcnMBhuI71xE4nktWKB2XJcp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\nBAKBcniwgG6zo47KnwYRRcC116aXzZ0L7LRT5XaAmJiIvzDopbLSSuo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Oi/0dWLs2PG3c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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcff5e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5rtGiKSzUmm19+3otBYL5s9fQInrs6949Nd/rnisefdRrNRFN//7Ru8WYNcs7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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfe5470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _14[0]\n",
    "hp.show_complete_tennis(_14[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T00-23-35\n"
     ]
    },
    {
     "data": {
      "image/png": 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0M86AwYNbrkzrKrn5UFsLL7+87uvZe+/YtwMH1v3R2adPw9vm2GPj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\nd2s2cBExOMP27r4mtY4biFGITwaWAdc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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd17c240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe341a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3oYe6/gP9PhUT8alcp06wTz4uC+S9+YVvf5AZgJ555cqUlveSkQF07BjsO5uP\nY+JVKqxcGd9+iTBpEvmtZOXqFVeE73vvvcC778Z/bn8QotxEps9Pvv2WlJ6jRtn/S1qMcofRY4+R\nBRZAHSpslb5oEXUu8X3On2+/3xEjcuZHVkmM2bNJ4Ro26kJJDJaRuGw9cMD1kSr/Y1l+yfopSLld\nvrxNZ2cX3wB/0XywxoN0FZLTYN9sFRmt/pPPOq9Zsya8PH/qqby/nlLwbNxIHTW7d9tRc1JxvXKl\nawEt3bXJb+7zz+13yt/tOeeQ0UWibh2kmxyAFOp8rbQ0t70mfevHgsuxtLRgxXS/fqSgBVz5LcjF\nnTzfMcfEb3Htl4c5UGNY8HKWZf/+Ozjoo7SyZsX1oYe670ZaJvvLEjY4ueYad5u/zVKtmk1LJXoY\nQTKvfI5pacDFF9tlGU+F7ynWqJYpU4q+0URRZ+1aGoFZmIT9L6q4VhSlQGnZkiwoU1KoImX/1JI5\nc2xvN/v2kixfboe3ByErLan06djRpsMqWDm0Vfq05cLSLzwxPHTshx/coWJK/hOkJGUS9SGZF8Ty\nc5kT/IKt9C8YTSBmYgWFBFy3HkH/R9C/GqS4zsy058zKsr4v2a2E3Nfz3OvK80lrbZlPJh7hNF6F\nqTyX/5igoYnyufvdfwweHO5DPchVSFGAh57mJenpNFT3vPNsZ+LYsa6FekGTlUWNaWOsNWis4fpv\nvgk88giljz3WWqW/8AIpTrdto0bVWWdZH5FK/pGRYd+h9Ceq5Bx/ec/lYWqqa5Eo95P1jjQGCArg\nKJXV8VprlkSmTrXD/8ePz925otUf0i95XnPZZe7743gXgMZ+KSk8/TQwb55rUZ+WZuXp/v2t6wbA\ndaHjl9O4/cZuLTjWSW7L7IwM216TeQMScycQS3EtkWWelOXkcfxfZmTYfaIprhctijSmYtmErd0Z\nVtry9u3bbbkqFbrSCIUV1wsXugpt2Qnnl3Hl85PlzK5drmKZ8wHQ/QaVSaedRvNKlYLbFXJdWpqb\nl1tvtWluAwVZXMvA8oC2wXPL8cfTCMzCJMyyPsxVTBCquFYUJddMnAj897/AihVUCTZuTJXOmWfa\n6PRNmwInnkjKAhlN+cMPSZl80kmR0ZGDIhgDFKk5iDA/WFIgD7Kirl/fpqWgNG0aWTFecQX1Uh+s\nrFhR8I1SFgiLiiIwP4Sm7Gwavuh5pAxkYXvjRtfqIYx4LK7l8wvaX1rVMFu22PTYsfZYGXiQFdNB\ngrUMUCU1sE/nAAAgAElEQVT/Ld4mYYFl0ybg+efje9+bNgE9e8beLyWFrGeDOjrCBCX+7mRjIFae\niqriWvLdd7H3CStXJRkZ1u/l+vX0DV9zDbknKWhWrKD5l18CbdtSsDG2mE9ODvYTGUSQP3MZeCls\nNI+Sd7z3Hr1DWT8frIrQ3JCaChxxBPmo9fuf5W/7wAFXERNmZSjLtTDFtYxVcLC+r44dwwOwJUL3\n7pHKGklYQOO8Qr6/k06y6eJqSa+QQRHXf9wBkZJi//P09PgUwtFc9rVta9P+uvbjj90yfdgw1+KW\nqVmT5tEU17Esrj/+2KZ5lGKiiuuw0YR8vsxM1+I6TN5r3NgGQ+zQgWSVm26iZb4nvk+Wofk9yBEx\nUr6WaekqRbZNoimu2Wjk8cfdfJcta43KANf94oEDwX7Mjz3WXkPWDdxxIdelpbnPWBqSRbO49ncK\n5HZkjEIUZj0d5tozkYCvqrhWlH/ZsoUUpePHR7f8VcKRVnd3300K6SuvdPfh4dkAKQQeeMANkDZi\nhE1LpZq0elu3Lvj6YY2H0aOjZjsqzZvTfP16sgrnoXA7d5JQyEL90qV2mN1ff1mh4csvreXCjh0k\nABWnBt7atUCjRhTluiCJprguDIvr/GDkSPLNDlCwx0SVni+8EL5NWkczQf6gpe8+5vbbbZqF76ws\n1+KLzy8FTraekFYaVata33o1akQKwWy5k5pKyuhowTKZ++4jJXcsKlWyjSaZz59+Cg+eKJU7jPQT\nzlStatM5cRVS0LCfWyB86DcPZY2GbOhmZ9tyTlroFQTz5lG59OWXtsNENuByqkiTirhoEc9/+kld\nSeWEcePsqKf+/e2IDf7H9u+PfN5ffOE2rJVwli6lMvSee9wyzJhgi+uMDFcxGaa4lrJdkMX1way4\nzitef92Ny+AnPy2uAfIjzIS5iVGKF+wWLy3N+qNu2NBVXMcjT7doEb7N78bx5Zft93P33WQ80KgR\nLbdvb0frMVu22DxkZlrF5pQpiVlc3323TfNo2a1b3UDqQchOGln+ybZq//42f2HyXlj5t2YN3T/7\n/ZcGHoCVTfleU1PtPmGKa/l/hsn4fllbKonlMampbqwaWdbv3++ep00byjcbQqSnu+digxLZlvFb\nXMeruPbHClCL65wjy/DCjFkQZgSSSNtXFdeKAnJjUbMmCW5XXUWWv2H+WhXLoEE0/ISRFX3Y85Ou\nAlihJXnmGZsuSg0hzyMfbjfcQK5K+vUjK/N33iElximnANWr075HHWWDs918s1XAd+9OAfqiWdUU\nNViIWby4YK7H75yFw99/t8MQmfnzCyYv+c3DD1sh7rvvIt1oxIL9lX30kbU+ve46+vaCLK47dIg8\nR7y+lv0CKv/fUoBmgUgqrrOybMT3oGFqfgVyPME24x2OLa8nhTUO3MrwSI9zzgnenxtdkrCgOUXV\n4lryyis5PzYjwzYgjbEND77vW24hNxz5DXdwLF/uBkaT74X/gWHD3PcSrV6RCr1o7nouv5wa5PEy\nfz7lLajzqCTQty9wwQWUnjePrLi47mja1I7cuPpq21HdtavtuGNkQC5u5Nx6K43Wys6mci4nMQpK\nMtnZ9vtmBcCJJ7oymLTik+n09HCLa3m8VBpIZbUqrguOjAwa6RTLH2xeI2WEg+kdGwP06hVfZ3pR\n5ZBDaC5dZ+3b5/q7z0see4yMEe6+27XKZvk0iJkzbZk/bJiViXv3dpXVOe2wCZJ7w5AxLF5/PXK7\ndJknOwOBcKtRdiPkV1RLdyaAa3HNcvC+fXZ9kKsQwFUsS6Wz3+JaGptIeSg1lZbZGMOvuJZyUKVK\nkfF+5DfEynm/xXWY4pqPDZKL/HLqkCGR+yixycpyRysEWdAXBH//bWPJ+FGLa0VJkKZNI9d98EHx\nUjDmhHHjrCXToEEkpCXCY4+5Ps1kYBpZUckKx+/fy4+s8PzD0/KaMMvtIDZtshX4hRfairZrVxvw\nCyA/nUBkkJK+fW2FwQEFJ0wIHjZXlGAhg+99yBCgS5f8udYrr1ghTX4/bdq4+wX5ZS6u8PPNzSiP\nJUtIubp8OfDNNzRqgQXTWA3NMJ+ERxxB88MOo7m00uNlIFI5AkQqrjkdjx+zvGwkBinaAfeZVKpk\nG3cy0GMs4U7eS3FTXEv8nUKMtIp68UWbzsiwjUxpcc33PXKkHR0zcyYpMQGyqM2Ld7tyJV2X/5us\nLDc/jLSYBlyrq2+/DT8/n+O88+LzMw8AX30VbMU+fbp1ocKdlyXV7UiXLnZ0xvDh9OyWLqX5nDnU\nyeuHy3oeJg64ltUc+IuZNYt8cd5zD9UBs2bRu7/00oNLoebnppvIFztgh5B7nlvm7d1rv21WVACR\nFtfym5fD0aUbtiCL6xkzwhulSt6RmRk9AHR+c889B48CadMmoEeP4EDORZnNm+0IqIoVaf7777au\n3r/fVWLmR9n55ZfAE0+462TdJ4PEpabauqBPHzc+iuyILgjZKpY/9/T0cPd7YfKtv3PAb5wxYwbJ\nSnyu/futQci+fXZUZJirkLCRMVLRPW+eG7Bd7peaSttOPTXyOs2a2TrB8+je/e/Bb8GbleV+U+np\n0V2FVK4cPKqR96tRg+bS93ZRY/ZsK//kF1OmWHk6EfydAoWluL7qqvBtieSpQBTXnuc95HneWs/z\nDnieN9vzvCYx9r/Y87z5nuelep632vO8Owsin4oiefRR8m2cl+zenfOo44BtpMdjcTRnjmslc/fd\npDAdPtxWKldfbSurTp1ISGPGj7fR6L/+mq779ddU6e7dS3nxB+SSjZu5c21aBgOJRSLK5MJi2zZX\noOra1aalvzepFBo0yAog8+bRO7jySlIQsSJYWpvxkGnpt62gmDHD9ekG2IqlQwdSwgN0D717R49U\n/P77QOfO8V2XFWT+4XjS53JJI5GAM7GQQx7ZH1xOGyUs5LLQ7fdlJ9f71/kV13KIeizy0o+d/C5l\nY8FvYSgtEZlYlkhhiuui6iokDGllLpEdas8+a9PS8n7TpkjFteT884Em/0p7NWrYzpD9+4MtbObM\niWzA/P03lYOjRlE50LAhWXRLdyVcZnqeq4STeZKNsWhuTfh42VEp1wOkMJXceKO1Dura1eanbVvg\nk0/oe+PGeGYm/QeeB3z2WXg+ijOyU4Gfe9C/z89Jlu/33+/uIzsf+vSx/2XjxtSQA4Cff6bnfN11\n1Bl/MCCHUX/9NSnyjXEVGn7FdZDFtd/HtfzmpXwn/1fpTkeWd5dfnrN7URIjyBK0oBg8mGTAo46y\nrvFKKnx/xaFOnznTdmi0bGmNsVjZt2ePLYP9iuuCcgUjR9hyGwKgckTKZ2HuQYrCe/AHK5TKuDCr\nUb9i98kn3Xvs25dkJZaldu92La5lPBmuW8MsrmX5L8vvJk1s2b5vnxt4kxXX/K348yt9ek+fHnmf\nCxe6y3IUJmAtrvme2frXGKqLUlLIKt3vGuTqq2m+ZQspt+vUQSivvRbp8mbevPC24z//hOsa7r+f\nOl4S4dxz7YizWPTvT7GzEuWSS6w8nQj+2F/yGwHo3Uhjp/wir0ZK57vi2vO8WwC8CeA5AKcDWATg\nB8/zqofsXwfAWACTAJwGoC+AQZ7nqUik5AvRKu1ly6igyE2PdFYWCXtZWUC9elRBXX01DeWUDBsW\n2/cQN0TuuccKVdu2kZXSyJE0zZtHDfOmTa3V3MsvkwJ09GjyXztgADX2AKq0Pvww8lpXXUXWTdnZ\n5B4DoHnlymSleMst8T+DJUtsuqQMlY7Hp6tUCi1d6voT5qHTgCvE8bnZquXuu+130bdvYtF3JbLH\nHaDzv/UWpadOpUqf/QZfdRW5NJHD5YMq8t27yapC+pbr2BEYONAud+5Mymv+hyZNstbFq1fTddli\nnQWwPXvit3Ys7rAbjbyGA8HktOzyW1TLSOdyvSTMVUgiiuuHH85ZfoOQyko5KsJvIR2kuI6V1zBL\nm0SGvBVHTjrJ3u8HHwDvvkvpVasiGx5hnH22tW7/4gs7SqVpUxLO2eXH4MF21NNPP9m6Y8kS1+qT\nWbPGfnfPPON23Mp6R45ukOX47t3ue+UyaPJk973KBo+/o+Xtt2k+aZIdXXTXXbbBOXu2bVAOGEDz\nkSOt+5vs7GDro4IgLzoI69a1yoZRoyKHRTNSwQ+El1Oy0fXVV+42+Y8uW0ajTa6+2p5rxw773qS1\n/9ln23gYu3fb78+PMQX3LqZMobogzA3Eli32GY4aBRxzTKTv1l27rEIjM9Mtz6RfUzl6Rrr7ANzv\nXCo+5HuQ7/Jgsb5VXP76K36XXcWNAweo7GY/vuXLU53nV7zs2EGGQAD9kwXpg9cYkrO5HXj++TTy\nBCBZh8vycuVovnu3rbf37rX/+dKlhTNaRXa+tGvntodl+SJdHBRWvehHBrqWMo9s90ji9SnM5fWO\nHcGuQqQSWyquwyyu58xxzy8triWpqSTrsOLaL9vLttjGjZHHv/yyu3zPPZHHZ2TYd8kyXWoqfXts\n0HDCCe5xaWn073ke3TfnY8UKMsKT3wm7/+O8Z2WR7qZmTXqeN93kjuCuXh047jhEMGQIKZaly5gg\nFi+m9ivg/j/y2Z13XmTbHiDFePPmicWFkaMVEv1f33vPXfaPIDn1VHIv+cYb7voHHqBnnxfGhHlp\n5V0QFtddAfQ3xgw1xqwEcD+A/QDuDtn/AQB/GGOeMMasMsa8D2DUv+eJSUoKfTieRw2qFi1IKTN/\nPn3AnmcrF/bJ5hfcYlHYgSp27QpvHBsTWXka4yoOSzJbt1JD+LnnrKC9bx+99zBL55Ejo59z3rxI\ny2ImOZnOfdFFtPztt0CtWrSOG0oDB5IyLynJvht20fHpp/R+Zs2iHtBHHqGG75ln0jlYaT5qFDXa\n5HDb6tVpnxo1qNK/5RaamjQBatemfWbOpO+VA6Ax999vhRzADWq4Z487FNFvAcX4G5HRKKyhKflJ\nTv4p2VD3K3lkuVK7tjtcbsMG6njo0sUKogAJAOwjdM8eOv+ECfZankdlxfbt9F0kJ9O3tmMHWc1w\nICC2qOTAGtwjO3RouEXl5MlWaSMtywcPBu69N/LeWZBu3px8Cmdm2n/S3wB///2DR3Gd33AgtETx\nB5ABXCuBIMV1kMW1HFpYmOWAVFZypx3g5i8sEE4s5LdaEss6P7JOmDjRprt1s2k5UkTu/+yzVgif\nNIn8F7dta4XrZctskMiOHW093r+/dRFUqpQtl1591X6jb73lllODB9v0q6/a9Cef2LR08SEDbgLu\ne5WKO9nR266dTT//vFVQN29uOyqHDLHre/SwDRb+Vm65xVpuvfoq1elpaXRfDz5ofUquWWPr5i1b\nqBzlDpnu3amjmZkxI7iTMzs72HJt0iSSkSdPpuUJE2wDfcIE4IcfIo9ZuzZy6Ooff9gG6rvvWuur\nP/5wXUmwgj8I+Q/5lRWynpT3JzumOnem53HYYfTtffcdNY4ffJCOnzuX3uHSpSRztW1rFUCvvGIV\nci+8QO+C7+Gff9y8sZVzEMa4+Rs9mhTrzODBrgz13//SO+Nv/IILrLwweTK9m1ataJk7JSdMiFQq\ncN0tLSwBKpuDXIUA7jlkWpaBYRZ+o0ZF3rtycHDHHVS2LVlSfFz1xGNVuHo1/Qccb6dsWfofzzrL\njfVy2GFkCLR9O/2TQRaXe/dGWjxKpAs+7qydMsV24G/damWXrCw7iuzXX0nOfvNNW55LP9YA/fN8\nvzt32vJo506rQ1iwoPB1GoCroJb1k8wbKwoLG+m7WyJHLEvi/TdY5k5JsW2rfftchTMrsePxcS0V\nzMce61rZS7/fbHHNbmXkdfznCVr2468T0tIiLdXleTgv/jZFaqrt/E9OtiPVGjWi+vTRR8kt3eWX\nW33L4YfTXP4Lhx1GeWI9jRwp4rcWl6PZWek8eTL9b+yrfOdO4LTTgPr1aVlaMFeuTPNrrqG2tt+t\npvy2a9eO/DbmzSODED/ShU2incUso82YYe9H5pn/qyefdPPDcm7HjoldL4g8Dd5ujMm3CUAZABkA\nWvvWfwJgdMgxUwG85VvXAcDOkP3PAGDq1ZtvKlaUqujo06RJwevbtTPmiSeMqVrVmJdfNua664x5\n/nljsrKM2bPHmMWLab8BA4zZu9eYJUuMmTOH0nfcYcyoUcbs22eMMXTM88/T8oknGvPXX7R+505j\nduwwJjXVmJkz7f5MVpYx2dk0/89/bN6eesqYZ56J7/62baNrv/WWMVWq2PVduxrTty+l//zTmI0b\njRk92pgNG4xZs8aYN94w5ocfjLn9dmMeeoj2mzDBHj9zpjFbtxrzxx80LVpE62vVMubXX42ZOJHy\nbYwxGRnGnH22MZMnG5OWRs/Tf6/Z2bRt/35jUlKMWb2ajsvMNOZ//6N8pKTQ8oMPGvPCC8bcdBMd\nm5JC+65aRc/p8svpOcfzfKZMsXl44434jvn7b8rHokXGzJ8fuX3NGne5WzdjXnwx/m9Sp5I/3XWX\nTZcr527r08ddfv55mx440JjGje3ys8/S98/L2dnGDBpkl7OybLp9e2PGj7fLLVoYc/jhdlmep0kT\n+icaNKDl114z5scf7XZjjClf3i7PmWPTX39tzIEDdjkjg/bn5Z9/pvKGl9etM+bDD91lef/ffFP4\n70snd5J17NFHR24/8kibPvZYmterZ8ytt0YeX5SmU06h+fHH23VnnRX/8XfeWfj3UFgTlxWAMfXr\n5/35S5WyaVlmPv64TffqZdPDhuXuepdcYtOzZ9v0L78E7++XOeQ3fuqpNi1ltxEjbHrzZpvevt2Y\nyy6j9Pz5JNvwNlmWbttmzPDhlL71Vnfb9u3GfP+9Xc7KMuaBByidlmbMzTdTesECY3r2pPR555F8\nBhjz+ut0fj4+M9NNP/QQ7S/X79ljTOnSdvnpp21ayo8XXug+q8qVbbpHD5t+9VWbfvjh8O/hkUfi\ne6ddu9p0jRo2fcQRNt2ihVsXyme6cCHVsbycnU11MkDlhDG2LvzkE1rma06fTnUhHztlCsnevLx2\nrXvugQPpPfHy3r3GtGxpl1NTbfrWW41Zv94ujx9P7QS+T/nsf/7ZmLp16T1VqeLKC7Iev+ACm77v\nvuB/TCed/FOVKsY0b27lvrFjqa20ciV9s0OG2Lahn40bqf20c2fktuxs2j5oELVnly+P3Oell4yZ\nMcOYWbPoulOnGvP559Su5TY7QP8eQG3VffsoPWKEMZ06kWxujDEffEBteXlvHTva9OjR9jheJ/+l\nuXNpfsghbhnSuTO1afme9u835v33aZv8T485xqZnzLDpyZNt+scfjenfn9I33WTMpk12m5T9J082\nplkzSj/zjDEdOlD6+utt2V+xYu7rzJxMsuwFSFcAGFOtmjGPPWbXV6pU+N92QU+3326fT+vWts57\n9VVjkpMjn8t119n0pZdGnq9KFapHa9a06x58kNqUZcrQd3jIIba8v+kmV9YaO9Y937hx7nKsdzRo\nkDEVKrjrJk+2363UwUief57aFMYYU7u2qw+LNhlD8k3YNnm9iy+mdVu2UNkl69qqVd1/k4+fN88u\nZ2cbs2xZ5D5y+Y47bNkm/1XAmH797P1y3Q2QDCbh9x70nGIRli//dsCYNm1onZSFEr1eECzLvvlm\n5DOlab4BYACcYUwM3XKsHXIzAagJIBtAU9/6XgBmhRyzCkB337pWALIAlA3Y/wy62fmFVsjoFDk1\naZK/55fKs9xM995b+M9Kp4NnYgVePFOtWjbdvHn0fd9/35ijjrLL/v9v1Cib7tjRFRrnz7edW/Xr\nu43oW26xwi5Awv5xx9llqSDp3NlVPn//vdvI/vBDEtx5eepUUozzslTUA64iQ6eiMXHjAqAGhn+7\n7CTl6bjjSBAGXOVWUZpOOIHm/F94njGNGsV/fCL/dUmeatcu/DycfHLeneuHH2y6bdvEj5dl8kUX\n2fSNN9q07PSoXJkaDrz89dc2LcvWIUNsp/ihh7qK5kMOsUoJwFVKyo7C668PznO1ata4ASBDDk7L\neuiQQ2y6UiVjypYNvtd+/Wz6tNPCn5VfQZ2XU9j/6S+PrrzSpmfNsun27V0l0oIFrnIrO5sMFXh5\n61bbadGtm/ser7jCmDFj3Ov+849Nd+tmzO+/2+XFi918LVxo06ec4nauDBhA9TBA70Ned/x4Y+rU\noTK6bFmr+AJIqR30fNq1s2nZGaGTTjmZnn7alg1h5XTt2rZskvKGnPh/7tLFLWNjTdL4gyfZWc1K\nZ/901VXB67mTUpZrUl5essTdX7ZbZaddgwZW3r/66uBr/fe/Nn3FFfZ/rFvXLeNl2XHllcacfjql\n77vP1mEXX+wqyc45p+C/BVlfAMaccQbNk5PdjsaDcWrdmhTKgFuX3n47yaaAnfP3wIrmMIOLGjWM\nqV7dLrdvb0zTppR+4QV67lyHXX011emsYBwyhOZs4PH55+65g5TlgDGDBxuTlETt0zJlyLhQbue6\n65NP7DrJf/9LdZYxZCBwyy2xn90ZZ1B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v2WOVGi+8QMK1MVQXDh8eWZbkxnezDG63Z48N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\nw7q2jUfsGy3sGk8fjc+xbJm/jqNGZX0dONAPZv3oR/5lK1ZjjznX0nQ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R+jfluBYRERER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\nRERERERE+hQFrkVERERERERERESkT/l/r8Kdxsos88UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf61a160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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V72+5hWX3oov4fa9ezWPS+032zTdmL7/MZf72G8+VixZxv6Wnc78NHMjvxLsG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\nAfwoK0CovT/VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e8b6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _15[0]\n",
    "hp.show_complete_tennis(_15[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T18-56-39\n"
     ]
    },
    {
     "data": {
      "image/png": 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NGWs7+Q1AU51at2744/enaMLLtIsNN89+lv7znxrX81vcv/WWS9tW6D17ihx1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\nExEREREREREREVGj8v8Apn4khG5yhAkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe355a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xee4c4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xfab85c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yCtaDKwzkjBkmcc3r0WXX8Xq0zXHWWitMAENh5+rrzevyhR5OjB93XPocFOPe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\n7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4EXHtjW7kQtrNGEuK5SsaZI43PPBbbbrrosOcV1TiVeV60a2z+1GKQhY6fef9gwv0gB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\nMBgMBoNhscL/BzX+otgBObZzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf892a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xded6cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _16[0]\n",
    "hp.show_complete_tennis(_16[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T00-05-59\n"
     ]
    },
    {
     "data": {
      "image/png": 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3W08H64/u61Ba6k87F9Xi2t2H7UwP8HeaOGhQcp1Vzp+vw2+/Va0fmlQ1bRr9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\nPRuYMEE7x7AuuMAfmP7gA6+FMKAJ7W2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ff+6fv+Yab7p9e+Cqq6K3/f57/62L48d7rbS3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\nkiSNlD8BMihnTjVaa2QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe226898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+271HD/fDDw9lzeL1t9vO/fLLw3W5eHG4Vs46q/F6X3ll+H53+eXuO+4Y9v/h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\n//zzW7c+reH550Pu69dfb+2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x48c3rcYi0mZVVVVRWVnZ2tUQkRLSfS7SsekeF+nYdI+L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\nFLgWERERERERERERkTbl/wM1UqJJc0BSsgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xded6cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OlZHhvf/uNXO2bAHGjLF6NGlifR7eequ1Kli/3s7brCxLH3OMlefer5JQtde/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf888a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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n34vWWvftK9smb/Y++x7s8NatWo8bFy7tBRe4wzNmxF8nn+GyMgm3aSPhX36R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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x79ed048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _17[0]\n",
    "hp.show_complete_tennis(_17[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T21-40-42\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xee35fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xee63048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UqaIIWrDA2rPOkmfWq5coARI9v/z84PMdMsTaE09056Oe/fPPS9o118Tfr6hI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\nv3DdqVZx1soESjL/bRWJ+vv0y4BGPgdkwqd//6D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VVnFdOjucB4leCuD/lyy3BfBTrvJF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\nkHIeRI5myWLbNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1048a6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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53n1XhBPbbSeznZIQtrsMyCyM0aPjNfDcunTSpNT6yizI6KZjhx0ys9NvOta7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\nA38prEy+Vc+NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf80cda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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At99GfwbbTvannwL336/NmAB6olpaTlbmzi2+oAMRpVdRa4gUh/HjgWbNdN8YlpOjVZTX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\nRERZ5f8AF+sAZ+Dbw8MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ea6eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EiOu0JauhSaDGK6/wNrTku1hvVAnpmZo2EddBDeviiSrLEfdq1szfB3//fb50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      "text/plain": [
       "<matplotlib.figure.Figure at 0xefb6d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xce8bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OnWN70adOaW0yk/R0fpeFC/P+ypWcN2Vz0i3NlSv5eUycqGfxmIsd3XKL/dyH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\nkiRJQ8WBa0mSJEmSJEnSUPk1inBf7oRXvFgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc239ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xce65f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe326c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _18[0]\n",
    "hp.show_complete_tennis(_18[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T15-16-17\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf82ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ll+h5QSHkp5/suFox5uQA5+w1Ixo5suDrR0hR8uefQIUKwFdfybTeLxTDCxf3eLvjQSvv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\npPCYMGFCkW4/mZbhqQDeB/Byogt4nnc/gDsA/AvAqQB2AZj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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b6080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e73b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf80ddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d45cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " print _19[0]\n",
    "hp.show_complete_tennis(_19[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-06T09-19-07\n"
     ]
    },
    {
     "data": {
      "image/png": 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OraCB67p1gRIlNG3J/PkF/4yJiIiIiIiIiCi5HLSB6/nzXXDaq0SYdyQnR2viLlvmn96k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\noqTy/8P3jwmyk6YSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2d1860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jrvV3Qyqux4wB1l/f+UzLdyMEn+Jap2+/fmHFdeh5cGdSKHwL336b/V/vUHdN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OvZZ8dnp/B3S6M8rqk+0ewu3v464YTsNz8PxxwTNoaWGa7ltePb9e3rykHbT57sjnP77d3AibXO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\nGII3tqpq9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2PM4QAOALA7gFcA/ALA7caY0dZaT9dTURRFUb4YvPKK8wKWnVFj3Ij/yis3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xecfb780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/dt4uXfRZoGdP/a3ttfHqq932vf56/bzoIv30vrApKHAvdE8/3X8OtNau1f0r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\netMZmIdHH3Wlhrwn+QUL9M3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3ExERERERZZaEBa5FZAuAa6Kkqejp3wng/ETlx0q1B9tY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfcfa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MpGxZHf7sM/2h0bmz/rBp1kxLk1t22bFjgy8b/HnHHqs/YmxAdsMGfWCvU0dL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\nA50ffqgN30U1KPP++8FGBe2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aWHzjjeD03XYDfv/dlayO5/DDtX/NNcHp++8fv/G9cD7j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\nBq6JiIiIiIiIiIiIKKv8P5I8uiH+moL1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd19fd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd186908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _20[0]\n",
    "hp.show_complete_tennis(_20[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-12T14-39-21\n"
     ]
    },
    {
     "data": {
      "image/png": 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6ug6Xlbn9LDNTnwsKtP227GNhoc7foIEut7hYvyt7XNhjMCtLv7eUFFeazH4H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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf880a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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15WjDBjd+7bVaFvr313rV8OG63A036O/0+ee6rhkztF6wbp2W07lzdX8xaZKW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\nH4R6801XiTv4YBewsa2G//v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ElPLK2lVIWfwVwFAAUwAUAngfQJ+QeY4DYPv3KABwMvTh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e7ec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Zuj0WLNA3Pc8+O/K1su1sfn/FFfp53HGF5+nRwx2Hdpx9qAS4EtmAFrLxl/31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\niIiIiIiIiIiI4sr/AzyJCq9Fj8LvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf61a828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LJFxuG3cPA/amicWyZWqZLuL8xFi2zOn0/ec/4Y1Xb95Wce22mCMk20m2M7Vx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\nffWFO3++KkW9CtCaNZ1JCQC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EPcfPP4+tuL7oouguUoLi566tcWOtV24jkmSx75dUULWq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\nNQAAAAAAVYRrAAAAAACqfFkLI1ghWh+7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebcfeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe35dc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _21[0]\n",
    "hp.show_complete_tennis(_21[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T09-44-12\n"
     ]
    },
    {
     "data": {
      "image/png": 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d6l+nrK1bRR55xAvkNmum04OBmOC6a4NFbvm+/16X9913Oi0vz78OiWiA1C3D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\nYvD99/MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd320ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _22[0]\n",
    "hp.show_complete_tennis(_22[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T18-19-16\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d767f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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D0KhRo5i4/v37o3///klUQwghhBBCCCGEEEKisMw7v97Ba9zyU1w3b+6f1q+crKzEhuuw\nc6auMPzy7bknsG4dsHhx4vwVjbe9Rx+9da5C3LR5edHqV8r/XifKV9FQcZ05wu7nqFGjMGrUKADy\nHglrI5edUcO11rpEKTUZQC8A7wOAUkqVHz+eRFGdIC5EAhk6dCi6dOmSalMJIYQQQgghhBBCSBKs\nWRM9rZ/hOhm/017DtR9hRtoodfkZN7UGOnasHobrVF04GNzrT8YYnawhujIM11Rcp49k+tIVFU+b\nZlwITYEsiZiYTCuuAeBRAC+VG7B/gLj8qAvgJQBQSg0G0FJrPaD8+CoAcwD8CqA2gAsBHAHgyApo\nKyGEEEIIIYQQQgiJQDLGTK/hOi/PHkcpJ8gdxU47AQsWxKYJc2sRRlC+rTUIZwpve3Nzt05xnaxx\n2sQla+Sm4bp6k+ozViV9XGut3wRwLYC7AUwF0AHA0Vrr5eVJ8gHs5GTJAzAEwM8AvgKwL4BeWuuv\nMt1WQgghhBBCCCGEELL1+Bkz3ThXQe1N27dvfDlBrkIeeCBx3UFxXoIU19XFcL3fftFV2Ntvn7i8\nqPVXB8M1XYVUPqncgwp59bTWT2utd9Va19Fad9NaT3LOnae17ukcP6y1bqu1rqe1bq617qW1LqiI\ndiZLcTFQVFTZrSCEEEIIIYQQQgipeJJVXP/znxL+6y8xqAYZstyFFJPxce0qrmvVit5WQ2lpfFxZ\nmf9ij8my555bX4aXKK5XgtSwyRr306W4LisLPr/LLsH5thYqrtNHqn1ZJRXXNZlatYDatSu7FYQQ\nQgghhBBCCCEVj9cQdfXVsedcg6/WwO67S7hNGzGoBrkK8fO1nIzhGgDq1AGGDQtP72Xlyvi4dCmu\nM6HaTqRq90vjUrdu7HGYInb48OD6zf7ddxPXGaS4/vNP4IorgvNtLVRcp49UDddVVnFNCCGEEEII\nIYQQQmoWYS4+vMfGYGkMuGGuQlzlcyIf136KYnPulFNsXBSjWZCqOB1Gz8oyXAe1XWvgoouCy/OW\nM25c4na419irV2yap54Kb09WFnDssfZ45Mjg+lIh3YrrU09Nb3npZr9oax+mhah9S8U1IYQQQggh\nhBBCCKkQEimllQKOP94el5VZQ7OruAasz+WGDf0N18m6ClEK2HHH8PRR0BrYtCm1vH5tSydR1NVh\nhmuvMT2sf8NchZg6THl+BvSGDYPPmbxue844A5gxwx5vrRuRVO5/vXrB5954I/W2VAQdO4aff/rp\n1Mum4roasHGjDc+fD/z9NzBtWuW1hxBCCCGEEEIIIaQy8XPx8dBD9jhMcd2smewPOcTfgJqK4RoA\nPv88OH0U5s61ZaSbm29OPa+fEtzPf3Sqhuso/rO9innXcO3mf+wxez+CfFwrFd+ePfaw4Z139r+O\nqKRiNP39d+DBBxOnu+OO5MvONDk54ed32in1sr33b999k8t3/fXR66LhOkV+/92GR48GWrQAOnUS\nI/amTcBzz9HxOyGEEEIIIYQQQrYd/BTXrjHZVVy7izO6hmbvoo2uS5BEhmsXU167dtHSZ4JrrgGO\nOy62PekkGVU0AFx4IdC1qz32Ljrp1+9Ryk5kuO7WLVyNbdpi0rRuHX/eq7h+9dX4NGEke/+bNhXj\nrp/Be+bM5MqqaBo1EjtlEC+8APTpk3r53r6MagQ3fbn//tHrouE6RVat8o8/6iiZSnDxxcC991Zs\nmwghhBBCCCGEVD9KS4HLLweWLYuNX7ECmD27ctpESBjz5wNLl8bH5+fbsJ/h2lX5el2FBBmuvW4o\n3PKDcM+59aeD7bZLnMYsZKhUuIH1nHP843fdFbjvvsT1mGu65RZ7/PHHsWlM/114YbzKPRlXIWH1\n+/kbd/NnZydWXLuDF65hc8oUUb0/8wwwZkz8dUUl2fQrVvjH77WXXWS0Q4fM1N25c3Lp/QjzqX7+\n+f4DKQUFqdUV9frC/NIHUWMM1/vtB2zYUHH1HX20Dbs3yPW/89lnW1dHURHw11+xcffdF+1DkhBC\nCCGEEEJI9eDnn8Xf6MCBsfHt2lkDSSJ+/x3YsiX9bSPE8Ouv1vC0yy7ADjvEp+nQQfxKn366HCdS\nXPstzhikuM7OTmxYdctzfWkHpU+FMCWroX17W3ejRv5pFi2yanDDEUcACxYA06fHKqODMNfUsaOo\nlLUGLrssNk1ZmfRd586xgwVaxyuuw1yFhBknEymuXf/VQYprN941unbuLM9b/frAP/4R354GDYLb\n5ddGL14/1k2aAMXFwfncY+MGJxHJGGrPOw/Yc8/o6YO45prk6tQa6N49/tz8+fFxUdT4fgQNQoVR\nYwzXgLzcmcKMCH36afwD9/DD/nm++y61un75BVi+HLjkEuvPp7QU+Ogj4NZbgdWrw/NXhR8rs2cD\nd99NdymEEEIIIYRUd6rC/4uagOnH226zhq/Zs4EPPpA1kwBRSq5eDdxwg/wHdGf6XnGFGLnWrxeD\nRFERsGYNMHmyhPfaC7jpJuCLL4CRIyv22kjVJtl3+Isv4v/Lz5oF7LOPqF5d/Bavc11zhCmuy8rs\nIoxRXIVE8XEdZrh2y9x11/i86cRPWaqUvLv168ux12gMAKecArRqFb4ooFuHW4/XlYqpx9izvGmS\n9XHtZ7gOcxXi2sTc58BVXJsBDkCeBVNHFENvMmn92mgYPDj2+Mgjgdzc4HLOPDNafUH1J6JjR/me\nAMSdx59/Al26xKdr2TK8nCCDfrJ2ulNPTVxGsobrbVJxDcgX9cqV6SmrrAz44Qd7bHzt9O4dn3bx\n4uBy5s6N/TD247vv5IsBkJvdoYOspvvSSxK3YoU4VT/2WJvn0Udlgcj77491Av/KK/KCrVuX6AqD\nOfhg4KuvJJzsF9x77wFPPSWqgDvuAEpKkst///3Atdcml4cQQgghhBDiz3//K396k+Xpp+W/1Ucf\nyf+LhQvT37ZtiZkzpR+/+EJcSv79NzBxovxv6tsX+Oc/bdp99hEV37hxNq6sDHjySbmXzzwj/wfv\nvVeUgV27WnXgpElAr17AWWfJf7GOHSXu6aeBSy+VNL/9JsZvkjm0Br7/XsJPPikuGtJR5ldfybMw\nZYrc95ISGbT48UdJc+21ot4vKwMeeEBsBqNGybO3ZElseSUlMuhhMP/9v/lGnqErr5Q6zz5bhHXG\nbcLll4e30zWOBvm4NobDlSuB22+PzQtsnY/rqIprd7Z8srz+enzcuHHA//7n32aXRx4RVbV77ocf\n5D551dKJjHuuqtkomt1rHDZM9q7hOpGrELffa9UKr9+U4e5dw7VLkOL6rLNi6w4yLvtx6KGy91MJ\n+xGk9vW6a/nPf4LL0Nq6ZQnixx+Bc8+N1iYX4ydaKSAvT8KNGwNt28bOvOnXD5g3TxT7Xi8NQVx1\nVfLtMUSx61V7VyFKqcuVUnOUUoVKqYlKqVA33Eqpw5VSk5VSm5VSfyqlBkSty/1y3xqGDwcOPFCm\nZ9x6a+rltG4tRu+cHPngv+IKGTWfMUM+RKZNk5etVy8xbpsRMZfHH4+PM6N0t9wiyuYlS8RQPKC8\np1asAN59N963kcvs2fLlNG6c/HD69VdgyBBgwgT5wnvzTfmCa9RIRnvcHzcTJohRvrhYvog3bJAP\n2hNOAP71r9h0L74oPr/HjIn1EbRxY7zR/5ZbpA1nnSVpV60K9isURLLGckIIIYQQQmoSxcXAnDkS\n7t8/fiq61v4LSxUUyB/hVavEOHXJJVZM8/zzwNdfy5/N0lL5H/PbbyKYUUpmjbosWgR8/rmtz/xZ\nff11a0h/5BFrPEo0bbwqMm8e8O234WnGjJH/WmbKtvvfsls3/zzmP5Jr0GnYMP68u6aS+Q/kCqbG\njxcj5v33y/189lmJ33tvMZYXFQHvvCNxgwdnXoG6LTFqFHDQQTI4ccUVshCa1rLY20cfBecbOdKK\nyLx8840YPIcPFxeikyeLj+natYEDDpB3ccgQGaz4+mtR3++2G3DGGZJ/3jwpWylg82agZ08xfk+b\nJuKz3Fz5X798uaR/912Jf+01Eda576KruvYzWLmGa3MMxLsKcYniKiRIHRxkzHYN4X7nateOb0cU\nzMx4lwMPBJo3t8dmVoVxGeK2x/u5tv/+scpjg9/nX9++see9imuvew4gWHHtpvGrMzsbOOaY8PZE\nNVx7FdeGgw8WAeQRRwA775ycInePPaSeE09MnNZt02uvifG3VSv/uvzsclHo2VP2Xbum5uL30Udl\n7+daxv3ueOQR6SsgdgDAHaRO9rvTr7+NfTHR+5pMfVVSca2UOg3AEAB3AOgMYBqAz5RSzQLS7wrg\nQwDjAHQE8BiAF5RSR0apT2t5CPfdNzbejB5++618cRuGDZMOKy4WI6/5wjcLYAweHM0hfhSeeEKM\nvE2bir+aQYOATp3s+ZwcYNOm+Hz33JO47JYtxYBt2H134KSTZFrBoYeKQfnnn6Uf5swBRo+WNLfd\nJj6CunWTkX2jdp48GTjtNAmvWyc/iho2lL7q00c+XNq1k3KvuEKmIJgvRJfDDxen7889JwtXnnSS\n9PEnn8gH0447Sj6lZDqGYeRI+dBv2lT2K1bINmyYjBR5R69WrZIf03ffLSNTxtht7nuYMXvLFjGs\ne0egKxKt7Z8LQgghhBBCUmH8ePld3LWrGKxcAUhRkfyOLiyUWaRt28p/o6eeAo4/XtIcdpgYwIzB\n+e23rZrr7rvltz0gxrFOncQAatSBAwYAa9fK/4mFC8VQevTR8lvbVdqdeaY1pF93nfy3WLhQzo8d\nK24yJkyQ808+GW/AAmQBw40bg/th9epYFxuAlLE1Cks/9t7bKv0efVT61RjlmjcXI+BRR4kBy9Rt\nri0KxoAIxF6vd5AAEJchgBg3DeZ+vftufPqCAlHSnnKK/H+++WYxbBYVyXmKgSwrV8qzHYVp08SF\n6axZcuz+x1u/Xp7LY4+V/lZKlLbGoPfmm2J8OuIIEYm98YbkO+QQ+T9tnunLLhPRGRD7TLt+aM36\nX8YFDSD31yh9TzrJDrpMnmzFZ7ffbsvWOtYQ5r6Hriq4TZv4fghTXPupfM25VF2FmOty4/wM2N44\nv3cpCllZYi+54AIbl5MTa4zbc0/gjz+smrdxY2t8NLPpUzGQHnWUDSdyFeI1InuN22GGaCBWHZ8o\nvZ+S1rXLhfm47ttXZqPk5aXmA3ngQOnrRJiye/WS9y1qHVEM41qL2yfzHiZjODb9cdJJMljsDloa\nOnTwdxdirik7W77XDVFFvWFrKISpo1M1XCejqDdUhOJ6EIDhWutXtNZ/ALgEwCYAAwPSXwpgttb6\neq31DK31UwDeLi8nIaefLl/A06dL5/boIaM3ubmi5u3eXfZXXy2jIYPKS61VS3405eXJy/XIIxLv\nNwWkuvHdd9IHHTtKP+y2m33xHnhA9smsVG1U3MXFYoBOhm++kT4+5hg7nWnUKNmPHRucr3lz2QYN\nEgX6yy/Ldf373+Jv59BDgYsusm5TmjeX+5+bC5x8stQ5ZYosmHnKKfKjffx44MMP5Vl57jkx/o8Z\nI/nGj5epXevXy7NgfnCUlcmz4zVyr10rAwOjR4sxPwruYqI33CD3pXdvGTm75JLwvF5/UYaNG6u2\nKoUQQgghZFti1Sr5DQrIb2jz+83PTcPmzWIsLCuT38pjx8rvZaXEmPjrr1ZQ89//SnxJiRib77tP\nlJeHHCLCD2OMcdV/p5wiv6Pr1rWLyHfvLgar99+3BpXFi2PV2NOmxbf1hhts2EyNnzpVDDNDhsh0\n5/fek/hXX7VpXWOoccs4a5YsKgjIb/FLLxWRzNq1MmMVkL5wjTL5+WLwGT1a4laulHWHzJ/rli2l\nHwDgyy+lb195RQxJc+fGXsvGjWIImj9fjOzDh8tv/VWrpLyRI8U4qJTkvfFGW48xJq9bJ4rqTz+1\nhsIVK2KNhn4CpVQxbiZd/6VRF3AcP172ZWXW4HH22fb833+LgSQvT6573Tp7HW++af+7ffihqHoB\nua+FhdHqnzrVGmQ//tiGFy6UMkpL5f9WSYm8J1Onyvlhw0S1DIjR3fT9lCnSxiVL5L6sWiXPr5kp\n8N131lfsl1/KQI0pzyibb7lFjF7Ll4uxf9EiMT6//LKcb9ZMtuJisTcUFAA//SQK9QUL5P1r3lye\nzU6d5P9b1AI3AAAgAElEQVSccX/hiruMQRiwPnUPPNDGXXyxDR96qNQ1frxsF18cazwyBuuhQ22c\n+7wNHx7f96+9ZsPu//g6dWx46FBrbFy8WMR3hg8+iC8zCNeAGrY4o18+IHnDtXGr4MYlchUC+Bvd\nXRetgP8gTlaWfA4//7yNy86On93Srp2te/VqsU0AYrsoLpbP4zDcfnrxxfjziQzXxoe2q3JN5OPa\n2+9uG5JVXHsHCvx8XHufBaM27tgxvq4glIrvez+8dXr3QURdKLFuXevuI8x1RlB9WVkyCJyd7Z/G\n73O+Wbkk2CxaedddYhczC3v6uTt2GT06uE3JqKMzqbiG1jpjG4BcACUA+nriXwLwbkCerwE86ok7\nF8DqgPRdAGhgsravBjdu6d/uvFPrAQPscb9+WnfurPUpp8SnbdNG6+ef1/r227W+9lqtjz1W4qdO\n1fqtt7S+7jqb9tJL/eu75hqtu3bV+pZbtC4u1vqTT7RevlxrrbX+8ENJM2yY1l9/rfWcOVpff73E\nPfSQ1mVlWs+fr/XixbraMW6c1oWFld0KQgghhJBobNok+wsv1Pq887RetEh+kxUU2N918+bZ8G+/\n2fANN8h+3Dj/837bM8/Y8LBhNty3b+X/Xk5m69LFht9+24Z32SU+7ccf2/Bhh4WXe+WVNmx+MwNa\nn3GGDX/0kewvv1zre++18U8+acNPPBHfzzffbOMOPdS//vPO849v1ary+zzKNmKEDX/yidZt20q4\nrMzGax0b7tRJ66wsrbdssfd2wgQJjxwp/2sArf/1L5tvxQob3rDBhq++WvZ33mnjZsyw4ZUrbfiv\nv2z4xhtl37+/1gccIOHvv9d6770lXFJi027ebMNLltjwI4/IvlcvG/fppzY8apQNN2kS33cjR4b3\nbePGW3dv3Hd8v/2i52vUSPZ33x0tfXb21rVTa62bNtU6P1/rww+Xd2/+fPtMDR4s573P0aWXyrOk\ntdZnnil5DZMmSbqzz9a6Xj0bbz473Odi/Hg5d+edWu+wg4T//lvOvfuuTbdlS2wbzHbMMbGf8S++\nGJ+mpMSeN3Glpfa4Zcskv0gC+PxzW/5rr8ne/WzavFnrpUsl/P77Wu+5p9aDBsXnMZ+FL7wg71j7\n9lJ+vXpaDx0aa5946CFbf58+Wh9/vD3XoEH8da9ZI8e33SbH330n++nT7fsHaD1zprQRkDafemps\nfpcZM2x/+uE+N37xQeffeUfiV62S49xcOV6/PjxfWJ3mM+L222Pj3e8iNx+g9SGHaL3//vLM//67\nf32zZknaM8+0cf36Sdy8ebFpw+wn5rPYbY/L9OkSd/758ddqvjcPOCC+XO/n3ZAhwW1wMf310UeT\ntdhy0UXrcNtyThI27lRoBiAbwDJP/DIAQeMh+QHpGyqlammti9LbREKiceedscdvvSV7owJwmTnT\nfwGOzp3j47yrMhuGDJH9pEnB7mquvjo+7vrrZfNDKRndHTdO1OruFK/jjpOpYDNmiNLAKBC6d4+d\nctinjyhjiotjlfotWsi0TcNBB8n25ZdWqXPEEaJmmTUL2GUXma7WoIH4fzruODn3/vuS9txzJV+z\nZqKSycqyqo4uXUSFk58vdR5xhCh8fvhB0hx/vFX5dOxo68/Lk7SrVomCqWdPuebiYvHb1ru3+Lma\nNUvUNVrLNKKVK+XePf20uNQpLRXF/M47i7ri7bftSHy/fjKDo3t3uXd5eaII+vtvUd78+KOMtNet\nK31z+OGiLtlnH1F3tG4t98CdlnXCCeKjrqhIym/dWspasED6YcoUmXmw004yPfexx6RvioulT3//\nXe5FQYHUvXy5Var07Svtbd5cVCD160vZ+fkybbB3b1GbnHOOzGBo2VKe/f32k3u3dq08V/vsIyqc\nhQtlJLhWLZlF8Ouv0od//inn+/SRe7JokahUli6V6+jZU65j7lxRi23eLGqxnBy5J82aSX/Omyfh\n444Tlc5vv4kya8kSea6PPFKuoXlzuf4tW+QZ2WsvmV3xww9yL/faS1QS69fLDIfatcXv4667inIt\nN1ee+xYtpJ8OOEDSTpokeXNy5Blo0ECeE7Pqt9ZyX5s1k1Hu+fPl+S4rk2ehuFj2eXnSrmbN5P43\naCDnNm6UZzk7W8o3z1qrVvLczpsn/TdzpihESkul/4yPs02bJH1+vuw3b5ZFm7Kz5d60aiVqj0aN\n5Plas0aupU4dCTdrJmWY96uoSPpGa7nPS5dK2kaN7MLD2dnSN7m5duQ8N1fymjrr1pX2161r/QkW\nFYnfx4MPtv2ptbil2rBB2le3rsRt3ixqqhYtbFvWr5d7vX699N/q1ZI3N1euYckSeQaLiqS/N26U\n9KaNGzZI+UZxlpcnZdStK2HjI3TLFqsQUUrKqVVLrnvBAqlj82a7TsWaNXK+Vi25/pYtJa5OHdvP\nStmpoZs2SZ2bN8s+K0v6v1EjObdihXxebt4sZSolcfXqSdvy8qT/srNt3xglg+kjQO5dy5aSJyfH\nfq4WF0tZ5l4bpk6VZz0rS+ooLLQqp1q15LhOHesn081bVib15OZK2KTNypL40lLZm3D9+lJmaWns\nokHmHQHsM2La67bJvFvFxZKubl3pu5IS6xO2sNAudr3DDpJ2+nR5n3JyRFW2aZN8jublyTWtXSuf\nJVlZcq64WNpZt66E162TttSpI/1bXGx9JS5eLPfQfE7Wrm3VYFrLvrTUrli/caPcgyZNpBxTt9by\nXDZpYu+pUlJuaalsWVl2enJpqVyrUvb9WbVKPldycuR8UZG0ubBQ7k+dOvb52bhRrsk86+vWSV1G\njbd5s9y3hg2lT1aulD4rLbX3y7yD9evHLlC+fLn0fWmpXGNurv2sM/1UWiqfmb/9Jsqp4mL5vNt3\nX/nNYfr02WdlGu3ff8t3R//+oqqcOlXcU3zyibij69hR7vPOO8s9+Osv8Ye5eLHUccwxVml0/PHy\nfdetm3zW3HmnqH3Hj5d+v/hiqXeHHWQRvUsvlXdEa/mOfvFFq7z78kvZ9+hh34tddrFhV4H84IOy\n79XLxu21F0IxC+wBsb8FzW+oqoJX+efFKNEB+7sXkO86L66PVfN7MAh3fSBXOenOpO3TR/ZPPRX7\ne9hVl7tqOaPSvv9+eR9Xrw72bT1ihH98dVnc8rzzbPibb6yrGKNUBmJd0KxYIepjwCpCp0yx/rvP\nPNOmffJJGzaf70DstHjj8sTsAau8B2L/k02fbsM77ij7UaOsUtNVM5vPW0B+Sxtc5fFNN8nenWLv\nLprZv78Nr16NONxr9cO9plRw33G3/xJh3Jzcfrt8t7guaPxw/aQni/mdtXKl7I3iOEhxveuusQvr\nRVFcu5j4IFVwmOI6SPHpvX6z8KmLn5uDpBSkETniCPl+uOGGWEW9wZgNTf1BrkLMNfktzgjIf++H\nH46NM+EoC0QC1sWt1y3MhRfKDILdd7eza8rK5L+hm97Fz4d4OvCqfdPhEskorL3uii+7TGY3PfaY\n/AY3/PGH/JZw1y0Iw70f5j+n9/kL89Vu3If06yfK8aD3O1nFtff7Pez7PmqZgSSybG/NBmAHAGUA\nDvTEPwhgQkCeGQBu8MT1BlAKoJZPeiquuXHjxo1bjd7q1vWP31pFTJQtKyv9ZRp1A6B1Xl5sHXl5\nselycmLTu5tS8XlycmRz07jl16ol6hJzbaZst45krrlBA//74LYh0ea2P9G9qFUrvIzateP714Tr\n1/dvm2l/drZsdeoEt8/0uXkua9e2bWvcWOvtt4/t66j9kJMjZSuldcOG8efr1IktK6gfAHt/ve11\nr9e9x64CznvOPBumnOxsrZs3D667fn15Jsxxs2bx/ey9bre9derYdA0b2mv2a5f7rObkSHr3et0+\ncp97b1tyc7XebrvYuBYt4tvr1u8+Yw0a2Ha67192tm2PydukiQ1774HJZ5SBfs+ut26ztWzpfz+N\nItJ9dpo2teH8/GjPJzdu3Cpu22knGzafE7vvXvnt4hZtUypWsdmjhyhGFy6U448+klkO228v6Q44\nQOsLLpDwJZfIjGatZabzoYdaleYPP0j+886T3x+GN9+U+NWrbZ3ffivn7rjDKp+NItsoboFYhbS7\n/eMfsQrRZ5+NT1NWZs+bOPc4XYprF6NwffxxW2dhocyyBkRVvddeWl91lT3/xhuyN0rzF1+UGeF7\n7CFl1q0rM0p+/dXmeeABW+c//6n1SSfZc/Xrx1+3US+bY6Pw/flnUXYPGmTzmNkuZmYSoPW6dcn3\nhbfPvfFB583zYlTeJp0768MvX1idWmu9YEHy15AIMyvFVTKvXq31U0+ltx5z7y+6yMaZazWq+G7d\n4vO9+mpsnz3ySLT6zDPw6adVR3G9otzg3MIT3wLA0oA8SwPSr9OhautBALxLb/Yv3wghhFQG9eoF\nL57UsKGo+QxGARhGkHqrfv1Yv/ENG4rK5osvrGpxt93EF73bnlq1RH24xx6iMC4okPgddxRV+NFH\ny+yD9u1FQf3KK1LX3nvLCP28eaJG/+orUd8efLAoDbUWdXfbtrL9/rv42jz2WLta+/z5MjL/1VdS\ndr160sZ77xVl2Zo1clxYKOqu6dNFiThjhpTVubMoKAsLRdm0zz7Sn0qJurBePVEP7r23qIzatZM2\n5eXJ+Tp1ZP/LLxJn1MfNm4uKaMUKUSRt3ixtycoSdc/ataJW3H576ee8PNkvWCDKzt12E4VkixbS\nzlmz5Hq7d5dy8vJEMZKdLXXUqiXX1bCh5DfKhwYN7Ih8cbEoE5Ytk2tZvz5WPW7U1cuWiRp0/Xqp\na/Nmuf7580XlkZUlcZs2ifJh3TpRHTRoIGny8qQthYVWdVtSYhXJRUXSB0VF0v7ataUvGjeW/lu+\nXOLM4jPG52d+vvTJ3Lmimlm0SOrNz7f90by5VQlnZ8t1mJkQRUXib7S4WBRM+flyH+rUkfS1a0s9\ntWtLmzdvln6pV88qnlaulL4297BJE3mW2rWz93uXXaTekhKrDMzPl3o2bLAq/tatpZ+WL7d1bdki\n7dy4Uc4Z1X1urvTPpk3SJ9nZ8twalfjixVbVbhTxq1bJvezcWepo0EDuaa1a9nNjyxbp89JSeU5q\n15bzJSVSplFxb9woypYOHeQ9/+036e+dd7ZK/Q0b5Hlo1EhUvStWSD+1bi3Kzr//FqVQ/fqiKmzQ\nQJ7H7baT2SQTJ8rzt+uucs2lpfKZMX++tHvXXaXNxl9r48bS5saNpX2bNsm9Xr/eKpWbN5d3p2FD\nuU6jLjd5x4yRNDvuKNdunvvttpP0JSXynLVoIe39+29JY2ZLFBfb8KpVUr7Wohpavlza27y53Kef\nfpL4Ro2krrp1RYFZp458DixaJG3Oz5drrlVL6ly0SPLk5NjP6VmzpG/z8uReLFwoM2hmzJA+rV1b\n3udGjeR6NmywbWrWTN7rKVPks3b6dDl/2GHSxqZNpT8mTZLP/y1bJM0RR8jzP3Om3McpU+zsiFmz\nZMZPTo4or/feW65rzhyZ1fL993YB8hNPFNX1bruJ4vO228Tf64QJsijfv/8t19m/vyg+u3aVd37F\nCvEhbZSmZ59tFdcnniiL5h12mPTp4sWiPHX90AKi3J49W/prn31iVaaVwRlnhK8D5M52cwn7TVDd\naNMm1g94KhjldkVifvdUBk2b2u+kMBYssOGyMvmuMAsdJkP79lbdab4fAXmH/dZ3atfOfi8a/9Hb\nbRe/yGcyuKrhnXeOXTwxCub7DxA198iRqbelovCqKLUOV1x7/S0nUlx7/wu48d44t7ytUVz7qXLD\n1KLdusnCsxWBMRuaNnl9gAcprt3FGb3X4va71x+53/8wb5yb3pvf9XHtlz7TfPSR7JNZGDAKZsZd\nOmnaVD4z3LIbN46dJZQO2reX2RhXXRV/znz2JrOosB+jRo3CqPIFEsws/TvuiLjiLYBQq3Y6NgAT\nATzmHCsACwBcF5D+AQDTPHGvA/g4ID0V19wqZEvkTy8TW/fuNmxGwkaPltFoN139+rEqq0MOkf3h\nh4uv7eJiO8Ll+uNyKS62I4Vr18qo419/aV1UZNNs3hzrN7usTEaqCwvFN5PxE+aed1myxMYtWeLf\njtmzZXTRZcsWaV9ZWXwdXlavlhH1r7/W+j//kbLcay4rk+swbNgQ3CfJYPxbVgaJ+oQQQggh6cP8\nlikrs79nzOyDr7+W/e67a926tYRdn8HLltmwq1YyqnLXJ7MbNtvZZ9vwvvvasJ+/XXdzFXOuv1Kz\nuYp8V63nbvvsE3/+uONs+L77ZH/kkTbO9cn74IM23LFj9N/DRx1lw2bdmKBtjz1s2PgCBbQePlz2\nLVrYNnftmtzv8nbtbNj1gexuTz9tw66f2dGjbdj0T9A6N4muMdHWrVu0dDvuGH5+4ECtTz5Z6113\ntf0HaH3FFTZs/OcCWj/3XHh57vNsfOACWr/+enxa1xe226cTJ9qw8f8KyBpCJmx86DZrZv8THXGE\n9bXr+vIdP96Gv/wyvh2dO9vw/ffb8CefyH6vvWLTmPfQ+NsGRG0MiF9nv2vu3Tu+3hYtZO++J88/\nH96/7n0xW5s2W/csuduQITb88ss2/M03semysuQz0Rx37y6fW0YV/N574jfX+J4+8EDrW/fii8V3\nt9YSd9BB9nPXlHfBBfJ5W1io9RdfaP3f/0r82rU2TUGB5LntNvEtr7VVZLvPivks917rYYfFfuYb\nv+vu5uIXlwn8FNcbN1o1+yefyPeC+/4YhblRGr/0ktY33aT1brtJmbVrS3nu2gr33WfrPPLI2M9S\nV+1u4sx/d+97Om2afCZfc43NY/wbG5/ngPwfT5ZFi+S6vYTdJ/f8+vWxxxs3hufTWq7dvZaajN9n\ngJdXXok9//DDsedHjpQZb17MZ/Tnn0dXXKd5nMGXRwFcqJQ6Rym1J4BnAdSFLNAIpdRgpdTLTvpn\nAeymlHpQKdVOKXUZgFPKy0mJnj1ltNJdabZDh1RLI9UVP5/TXo480oZvu836dKtXT3ydLVkiapcf\nfpDRr/HjRXGitYzGr1ol6aZNk7iyMlFjmFVztZZzGzZI3PDhssK7WUH6jTfEvxQgI7UFBTaf8aN4\n/PHiF/vXX8VnUlmZjMS7dXz7rey//BK44IJYn245AfMscnPtaF7DhnLNbdrEvje1aokiymBGbGvX\nFn9JZtVi97xLfr6Ny8/3b0fr1nYVeEN2tvWf663DS+PGoo7o0QMYOFDKcq9ZKbkOQ716wX2SDO5q\n3BVNoj4hhBBCSPpwFXzm98yMGfKbsEcPUVcXFIja88wzRaH888/AgAGiZD/9dJl9Yfw2X3ednXF0\n4IGiuu7eXdTihu23l/2wYVbtPHGi9Xft+n0+7rj4Nl9wgQ1fcUX8+fvus78DTzvNxt9yiw0bv9B1\n69q4s8+2YeM3eMsWUW8B1tcwIL8VDca3KSC/WQ3GT/G998bWYa5z2DAb7yr2jL/pk04Sf6IAMHSo\nPT9woD1v/II/9phV0373nSiRp0yxvuDbthX1/P/+J2nee098XAPAp5/ast21YNz+eOABG95tNxs2\nPszd39iHHGLDjZxJxD17IhSzVs7pp9s4PzWx+a3Yvr31d+reG5drr5X98OGyjsucObJGzqRJwIcf\nig/x44+X389nnmn/f1x4oZ11snSpzEgrLJQ1RVq0kP9ZDz4oyuNu3eQ+fPqprNNy8cUyQ8Hc38su\nk/di333l3u+zj6yv4vqsdvv05JPj++yss6zP3REj7KyHyy+XdVIaN5Z1cwyHH27rfrncOuH6gjb9\nBlj/u7/9JrNqDMaHtXlXAPsZ4b43bllLl8bnMf7y3Wdkv/3gS9eusu/UycYdfLDsXV/kl1xiw24/\n3n23DffrZ9vr/X/k+uw3n0eA3FuXRIrr+++XzzAz28BVUD/3nMw8AeIV1wajlL3mGrnXxn93Jn1c\nu3kqE79rMDYHcz7Ix7Xbl36Ka2+ZBq9iOopS2evjOhOK65Yt7fdFKnivI0obNm4EHnkk9TprEp98\nIp/xYQweLL8HvFQ5H9dmA3AZgLkACgFMANDVOTcCwBee9D0ATC5P/xeAs0PKjlNcm1WEAbHyGzZs\nkBG5sFEEwK4mnMlt7Fj/0dV0bj17Jk5jRnPTtbkrbfttn3yi9Zgxsgrq55/bkfnTTw/OY1anBkR1\nu2qVjO68+KLWJ5yg9U8/yf0sLhYFSYcOMpJuRga1tv6rli0TBfFPP4maeNas8NVqK4v33pOVjwkh\nhBBCSM1nzRqtJ02S8JYtdsbbypWiBNu4UevJk+PzubPRJk6U2XM//hj/e7qgwIZdpeq998r+4YdF\nAQlIPeb8L7/Y8AMPxOYBrC9TN229elp/8IGE//1vrfffP74NWseGn3lG2rBhg/WXqrUo2I0q0lzn\np5+KYlVrrb//Xvyoai0KvJISSTdvXnwdS5bEzkLcWkpLtZ47V8LG97rW1s+9W7+rtPfbjCoXiFXO\nPvWU7F119sCBNmyUy64C3FX2mm3qVNmfdJIoWgHpjwkTpH+N2nLOnOjXnqn/UIlmQrrP/Lp19nlZ\ntCh2VmVUxo61NoPiYntdDz8s5ZeVyf/XkhLx91uvnpwHRA0+d67WxxwjCmDji9v1t3zllbI/7TQb\n9/vvNmyU3hdeaON+/ln2nTrZOLdM8y4CdiaDqyQ2nwHuGinujIG2bW34rrtin5VnnrFhV+Xt+kCe\nN8+GXV/FgKxvYPoHENX7gAFaL10a3yatZYbAeefF5tFa1Nddu9r7ZM5dcoms23DMMXL85JOyX7fO\npvnqK8lz663iM11rq8g2Cm1Tj1u22bz+fP3U7C5+cZlg1Cip57HHbJ3r19t7+O67otK/7DJ7/r33\nZG9U/i+/LEr0nXeWMvPytH7iidj7e889ts6ePWNtNa7/axO3fHnssfFHPnWqqP6vu87mGTPGftaY\n9Bs3pq+Pwu6Te97Mlt5lF3sclm9bY+ZM+Y4I6hP3e8hsDz0Um8bMcvFi/K2PHVt1fFwb4/jTAJ4O\nOHeeT1wBgIAxxXBWrpRR6k6dZMTOrGYMiLLSVRD06CFqiOJi6wvIjCxedZWMSM+cKQrTJUtSaY2o\nJdxReEBGmnv1Ag46SHzsAeJr58YbxddoKgwYIKstFxbKaPGWLbIqrBmZLSkR5cNNN4mvx4suEn+A\nb7wh6tply8SP3+23ywjsjz/6j3Ju2RI7+qq19N+IEdLXHTrI6Lk7CvvJJ0Dv3sDNN8euyrzzzrK/\n8EIp59prxaffqaeKH9krrpB75qpJc3PFH5xRM7irXufm2pXhAWm78QNmRtRMu4IUBlWFvn0ruwWE\nEEIIIaSiaNTI/m7Pzra/f7fbzqZx1aEGdzaaUVG2agW89JL46n39deCJJ2J9tBql6vnnA/vvb+PN\n/x1XpenOgjP/W1wfyc2a2bD5nb1xo23T6tV2tl4jz3JEW7bIfwAgVg1ar54NuypPU+bRR9u4Aw6w\n4ZYtbdj8z1i3zqpgg2b7pUpWlqwNAMiMTOPX212/Y9Uq6YPmzW3cSy/ZGZYGV5V21FFyzwDgoYdk\nb5TVQKzK0NyTceNsnFuXoUkTGzZ93rCh/B8F5H+viY9Cuv3DuiSaCek+8w0a2Hj3/idDr1427M5S\nNcpzAPjHP2T/4YexSlWD8Zs7Y4ZsjRvbc6aNv/1mfVa712ie1bWOu1dzv376Kb4cQBT2N94oYTPr\nc9Mme958brhxM2bIjOJ77hGVtJlZbGYUGEw8YGeFALGKcff63HggseLa7/76PXtBiut0+rgOwqu4\n9mtHZeK9/vfek/D69cGK6yAf1ybOnVUd5uPafQ792mPKc88lUlxn8vMkCFNny5ayZlFF+tmuDuy+\ne/h5v/6K8p7MmWO/15Lp8woxXFck5kM6igH444/lh4z7BWXIyZGpYhs2yI+cMWNifyRFpaBAprs0\naCA36eWXgeuvl3P16snUqQ0b5EvhmGNSe2HOOEN+ABkWLJBpfa47lJwcO7Vt//3FMD1qlPwYNHUa\no/Irr4jRf8iQ+A+R7GyZxpWfb90t5OVZVxeAzVOrlkwPMNOW3ClcXpSSH+vmB7s74ADI9MUhQ8J6\nIR6zOBYhhBBCCCHbEgMGyL5tWzE0H3qo/IY3RlzXsPPSS2IIGzdOXDe4C0G5huvJk2WfnQ2ccIII\nRmrXtueNMevqq60bgO++s64bWrQA3n/fGsgrwtVZgwb+hpZ0s/32sS4HDU2aWCNkq1bissUYKl0e\nfFAERYAIfgw77CBGFRfXSOTnqs64iXAx92n77cVdyllnVa6bu+qKO6gUdN64gjGLUd58s4jEHnlE\n/hs/+KDcw1GjxJjYsqU8ExdeaF3omGemd29ZzLWgILZeY/Po0cMOSplFHIHYZ+zbb+X9B2SA6J57\nZNDikEPk/dywQdxgmkGgAQNkwdn8/Fg3IK6B2gyYAImfI69h2Wu4DrJ/hLkKScVwbewCqRiuvceV\nhV9f+RmN/QzXrnsGP1chTZpIuGXL+P51bSp+/RfUp0aL6+b3uw+V4fbS25fusd8ihUTcXx17bPAg\nYZR369RTxe0UkJytrsYZrpOhXr3YEX0v7g+do47y/1CMgrmxHTrEG19dBbjL4sVSz19/yQ8W4wfr\nzTflZjdvLmrjPn1ilQiAfMn85z/hbcrJifXB5rLnnvJlZTj1VNnfdJPsjbIgCPMAXnklMGiQhJMZ\nwffj5ptlI4QQQgghhESjaVPxVQzIb3jv73ilrJH7k09EOdyqlfzn+PNP62O3QQOZ1TlihBiqzjlH\n1KeNGonhq6hI0prf/KWl4lP4pZdEld2zpxjB/PxvbyssWCD7wkL5D/fcc1Y9vcsuIh5y1eqA+Jhu\n1coqdb24s1xbtZL7Z+6xO/O3RQsRTPXpI0bHM89M//WRWObMESV93brWZ/Udd4hNoG3bWD/X3sGJ\nevXkeWnZUv5bn3iixJ90kqi769eX//LXXCP3/csvZTDi+utFZe0ahw84QIzUL75obR+lpeJD/Lvv\n5KSUSrIAABhtSURBVP/6/vvL50TfvmJLePVVWYcpO1tmZdepE2ugdg1OXhGgsZWcc474Wy8tDVdc\new2tbh1hPq4NQYbrZ58Vg38yiutvvgHuvNP6vjckUpKady/T9O4tdqkzz7S++r3X4zXsJ1Jc+ymi\n3fxlZbF97tcXQYprreMV2+nycR3EwIHyrCfC+1wA4rv+zz9j/b4Ty003ydaqVayod8ECmREWRXHt\nzv7aZhXX7nSeTDJ5cuziCHfeKVs68L70ZkrbLbeI6rhfP/kAPvTQaDd69uytW3hu0iSZOuadAhRG\nkyayaKFZKIIQQgghhBBS9TFq6379bJz5f/Lhh7Jv104W5ysstP8zvGKg7Gz5P2Bwy9vWqVPH9uWS\nJVYF74qKGjcWw9+OO0o/7refLIp43XUiYPr0U1k40LhfOfxwCS9caAcb9txTVL4//ijHQYIpkhn8\nlP516shs6SBcW4A788Hwzjs2/MorNvzBB7LfuNHG7buvuAXKzbWLl2ot7kLOP18GONz6LrrIhs86\ny4aNEttvkTUgWDWplBiyvIZRv3TJGq6jKK7Ngq5m8cwohutDD5X3xuvqNZFBbmtFelFp2BD47DMJ\nG/sQIIv/AsCsWbbfDWYgLJHi2uDXv0ELXwYRtjhjphXX//mPbIlsZaYdrgF7l13EcE3C8Q7S7LBD\n/HMH+M98cO/7Nmm4njzZ3+9bJnBdcACxKxq7/PFH+uq89167unb37tHzmdW9UyVo9eJEeF19EEII\nIYQQQqovffqIgMb8F9kacQwR8vP9fW8bVyuA/V9l1NlKxardpk0Tg0t2tszWzckRY/U++4iLENcP\nONl2MMZMF6VSV5NGfd9dQ6BruExkOPZTDof5uHaNYia+TRtZo8zPOOan9DX06mX9xGdnJ+/juqIM\n1y7GHavWdlDhxx/jBwK81x1Fce31cZ2sq5Aww3WmFddR8T4X9HGdHN576h3wcAkavEqmz+kBOAVy\ncmIXxTjjDPFd7cX4gCaEEEIIIYSQ6oxSyQloSHo57DD5H9qnT2x8hw6itq5fH+jcWeK6do31P05I\nOigpie7vOchwHZbOJRXF9ZgxsXEm3t37GdfGjLHX5VdvVTRc+12PccsRxVVI0H108z/6qMz4cO+d\n3+KkO+wgbnC8bTPpEimuK4NUFu3cFhk4MHEa836HKa69cUByPq5puE6RW2+14exs68OJEEIIIYQQ\nQghJJy1biuEwaLYvIZkmJ8cam8wgCRA7891Pce3GBy0mGGa4DjN2eQ2y3vRRFmd08/q5LnENcgcd\nFJ+/qhius7KiLc7opgnzcW18s/sprr3XPHRofBujKq4rkl69xG2SdyCFhmt/zDOQiCCXP0B67jUN\n1ymyxx6yf/VVG+d1y8GHnxBCCCGEEEIIITWJggJg6VIJ+yknXWV0IlchiXxcew2xrqHba5ANKs89\nl5Ulizf64WeAc4/HjRPf9C6jRwNXXeVfXqZINBBgCFJcBxmuvffN7Fu2jK3PW29RkX/bTH9721NR\ntjK/QQi3Pc8+K6rivDy6C/EjzIe9GzbP3YgRdrFZv2eUiusKpmdPcX7vLlwAyAq0V14pYXflXUII\nIYQQQgghhJDqTv36QIsWEvZT1Eb1cR0UH2S49hpmXYNs2AJwYX6X/drj4rrVqFs33i/9gQcCw4b5\nl5dp/PrNb+FDr4E/yMe0e85Vq//+uy3n449jFwIFgOLi+PK0tu5L3Pa57ck0foMQbnv22ssu5kjh\naeqY/hs4EOjdW+KCBjncPFHJmOFaKdVEKTVSKbVWKbVaKfWCUqpegjwjlFJlnu3jTLVxa/GbptWk\nCTBkCPDDD/4LbRBCCCGEEEIIIYTUBPyUk+n0cR2m0kykuE7WcO3N79ZRlQi6Vq9R2k9xHeTGxYRN\n/PLlNq5hQ7F1rV4tfvaNWDNR2yrbVUgiw3WUPCQx7nPjHdRYswaYPz/+nlcVxfXrANoD6AWgD4Ae\nAIZHyPcJgBYA8su3/plqYKbIyQH237+yW0EIIYQQQgghhBCSOVwDlGsoLiuLpriuSMO1SR/mAsHb\nlrp1/dNWJn7X2rlz8j6u/crVGvjuO2u4dg3cRlm9eHHitpm8QYszHnUUcMopweVsDSNG2HpcvK5C\nXOgqJHXcZ8r7zuXnA7vsAtxzT+qDAhkxXCul9gRwNIDztdaTtNbjAVwB4HSlVCIdcpHWernW+u/y\nbW0m2kgIIYQQQgghhBBCUmfChPi4qIprIDnDtddgm8hViDefm94Pb3xREfDiixK+6KLga6ho/Np/\n3XXRfVybQQVvWcbVyIwZNs4vXRTFdCLFdRT1c6oEKbszWee2hOsaBoh3MVNcHP8efv117HFVUFx3\nA7Baaz3ViRsLQAM4MEHew5VSy5RSfyilnlZKbZehNhJCCCGEEEIIIYSQNOD1ce2ND1Jcf/NNbLxr\nuPZzfWHijFuCRIprE/b6b/bDzT9/vn9ZlY3ftTZsGNzvforrIFchQUZp1392mOE6zFWIq7jOpBE5\naBFIGq7Tw8svxx4rBQwebI9r1bJ+0Q3eAapk7kNO8k2MRD6Av90IrXWpUmpV+bkgPgHwDoA5AHYH\nMBjAx0qpblrT0wwhhBBCCCGEEEJIVcY1ciZyFTJ6NPDGG/H5w1yFmHOPPBJblje9qxx2jbJRXIVM\nmgR8/318+VUB05YNG2Rfv76N9+tjP8P1okWxZQXl9zsXZp3zGq79XMlUlOI6GVchJHWi3EfvYEfG\nDNdKqcEAbghJoiF+rVNCa/2mc/irUuoXALMAHA7gy1TLJYQQQgghhBBCCCGZw09xnchVSFFRfFwi\nw7VxfeGt05ve27YorkJMfu+6ZVXJ4Gna/+CDsjcGbD/FtduXgD0+6aTYssw5r0HZvY/JKq7LyvwV\n1+PHA+PGAaefnvhaUyEVVyGDBwMlJUCDBplpU03G7dO5c/3T+LkEikqyiutHAIxIkGY2gKUAtncj\nlVLZALYrPxcJrfUcpdQKAG2QwHA9aNAgNGrUKCauf//+6N+/2q3tSAghhBBCCCGEEFItCTJcr10b\nn86PRD6uXYNkug3XAHDffcHnqjKu0t0QpLg29yKRqxBTnmu4LygIbkPY4owmPGhQfNp0YtpaUAD0\n7g0cfLCo71u1Cq6zSxfgiy8y0x4yCt98MyomZtCg6MsZJmW41lqvBLAyUTql1AQAjZVSnR0/170A\nKADfB+eMK6cVgKYAliRKO3ToUHTp0iVq0YQQQgghhBBCCCEkTbg+p6MorhMZrq+6Cnj88dh4IFxx\nff754WWG1QtIu2+9NXpbKwPTllq14uNnzow9zsqKX8RS69h0bno/v9BB58IIW5wx6DhdmHJ795b9\n+PGyX7kSOOCAzNS5LZP4PvYv3yxDh07BfvvtF6n8jEx20Fr/AeAzAM8rpfZXSh0C4AkAo7TW/6+4\nLl+A8fjycD2l1ENKqQOVUrsopXoBGA3gz/KyCCGEEEIIIYQQQkgVxih3f/kFeOKJ5A2UxsjsGq1N\nPABs2RJbl7tfGSC1VAqYOFHCs2cHpwlTbFcVTFuys+PjJ02yx5s2xSuuva5D/Hxc+11rVMO1yduj\nB7Bmjb+rEL+600lYuVXpPtYUMt2nmfTScwaAPwCMBfAhgAIAF3vStAVg/HuUAugA4D0AMwA8D+BH\nAD201iUZbCchhBBCCCGEEEIISQN+vpaD0vnhNa668UC4q5AgioqAt9+W8PTpwe2pTobrxx7zjzes\nWSN9ZlyfuIprg9eHeJCPaz83JGFt8zuuaMW1H1XJV3lNIdPvRrI+riOjtV4D4KwEabKd8GYA/8xU\newghhBBCCCGEEEJIZvEaOdNluDbpf/wxPi4Z45lXqeyWNW+e/7nddotefqZJpj+9hmNvGu8gQFkZ\ncO65Ns51FfLEE4nb5rpxAWINxRVluA4zTlelAYiaQnVWXBNCCCGEEEIIIYSQbYitVVyXlQEbNsTH\np8sgmZOChPNir/+ASiToWj//PD7Oazj29qHXcB3k4zqqf+uiouC2etv9yy/RykwWugqpWGi4JoQQ\nQgghhBBCCCHVgqiG6yA2b/aP9zNcp1txnWyeqozWsQMAfopr730KMlCXRHTg6y3fzee9fz/9FK3M\nZKGrkIqFhmtCCCGEEEIIIYQQUi2YNw/48097nIqrkKjpUzFcJ1N+ojyVQdRr9RqhE7kK8fNjHVVp\nHdS2pUuDz2WKsHs1ZkzFtGFbgoZrQgghhBBCCCGEEFIteOut2ON0Ga794o06OxnjmdcPcxSqkouJ\ndBqut2yx4fXrgRdeiD1fXCx71wCdTNvCXIVkirB6ZsyomDZsS9BwTQghhBBCCCGEEEKqHI0bp7/M\nZAzXUc5FTVtdfCOn2hY/H9fPPGPDM2bEL4r53/+mVpdbp6GiVOtV6V5tC9BwTQghhBBCCCGEEEKq\nHKedlnredCiuo5zzEuT+oqYZrr3X+fPP8XlXrEhPm4Jw63PV3Zlk9OiKqYdUDDRcE0IIIYQQQggh\nhJCkadgw9bzJLng4d256ykpFcV2VWLIkWjqv4XrmzPDFGdOBt3y3rRVluHb9q5PM8+uvmS2fhmtC\nCCGEEEIIIYQQkjR33pl63iBjc5AB+bXXgsvyM0Zfe230tACwdm1w+VWJ995LLZ/W8deebsO1F7et\nFTUwEPZMdutWMW0g6YOGa0JIlWfUqFGV3QRCSIbhe05IzYbvOCE1G77j2y516wL9+qWWN1nFdbJl\nnXiif9ogA+rQoelrTyaJ2m9eo3Rp6dYYj1N7xytDxd6gQfC5Fi0qrh3EnzffTC59xgzXSqmblVLf\nKaU2KqVWJZHvbqXUYqXUJqXUGKVUm0y1kRBSPeAPYUJqPnzPCanZ8B0npGbDd3zbJjc3tXxvv51c\n+s2bg8/5GUjz8vzT7r57cvVWNbyG6x128E/nXWhRa6CwMD4uGtHecW95xcXBaZs1i1p3cpSWBp/b\nbbfM1EmioXXyA12ZVFznAngTwDOJEhqUUjcA+BeAiwAcAGAjgM+UUgEfN4QQQgghhBBCCCGkski3\nqjaovA0bkisnyHB9/fXJlVPV8Bqup02Llq+sLH4xxky7Cgl7Nrp3z0ydYc/Jv/+dmTpJMA89tHX5\nM2a41lrfpbV+DMAvSWS7CsA9WusPtdbTAZwDoCWAEzLRRkIIIYQQQgghhBCSOhXlDqKkJLn0QYbr\nIB/XRx+dXPmVhVc13by5fzo/VyFeo3eYOjkduM+G9zmpXTszdQbdXwDIyclMnSSYc8/dukVcq4yP\na6VUawD5AMaZOK31OgDfA6D7dEIIIYQQQgghhJBqRKtWyedZvjw9dSdrpDz11PTUm2maNo2WzmvA\nLSsDfvsttbJSJWywoXXrzNQZNpBSGT63t3WaNwd22in1/FVprCEfgAawzBO/rPxcELUB4Pfff89Q\nswghlc3atWsxZcqUym4GISSD8D0npGbDd5yQmg3f8W2blStlf911wJQpwIABwMsvS1xJicR58Yt7\n/HGJf//95OoPevR+/x1Yty56+u+/T76OyqBHD+DZZ+1xUNuWeaxry5cDX34ZG3f++YmvTc6vBZC4\nE379Nfa4Wzdb/rx5seeOOy4z/TpzZvC52bOBhQvTX+e2SJs20e7flCnAkCHArFk2vWPDTai7VzoJ\nhzZKqcEAbghJogG011r/6eQZAGCo1nq7BGV3A/AtgJZa62VO/BsAyrTW/QPynQFgZOSLIIQQQggh\nhBBCCCGEEFKZnKm1fj0sQbKK60cAjEiQZnaSZRqWAlAAWiBWdd0CwNSQfJ8BOBPAXAAha8wSQggh\nhBBCCCGEEEIIqURqA9gVYtMNJSnDtdZ6JYCVqbUpYdlzlFJLAfQC8DMAKKUaAjgQwFMJ2hRqnSeE\nEEIIIYQQQgghhBBSJRgfJVHGFmdUSu2klOoIYBcA2UqpjuVbPSfNH0qp451swwDcqpQ6Tim1L4BX\nACwE8F6m2kkIIYQQQgghhBBCCCGkapHJxRnvBnCOc2xcdh8BoKA83BZAI5NAa/2QUqougOEAGgP4\nBkBvrXVxBttJCCGEEEIIIYQQQgghpAqR1OKMhBBCCCGEEEIIIYQQQkimyZirEEIIIYQQQgghhBBC\nCCEkFaq94VopdblSao5SqlApNVEptX9lt4mQbR2lVHel1PtKqUVKqTKlVF+fNHcrpRYrpTYppcYo\npdp4ztdSSj2llFqhlFqvlHpbKbW9J00TpdRIpdRapdRqpdQLrh/98jQ7KaU+UkptVEotVUo9pJSq\n9p99hFQWSqmblFI/KKXWKaWWKaXeVUrt4ZOO7zgh1RSl1CVKqWnl795apdR4pdQ/PWn4jhNSA1BK\n3Vj+e/1RTzzfcUKqKUqpO8rfa3f7zZOG7zipFlTrh0UpdRqAIQDuANAZwDQAnymlmlVqwwgh9QD8\nBOAyAHH+iJRSNwD4F4CLABwAYCPk3c1zkg0D0AfAyQB6AGgJ4B1PUa8DaA+gV3naHhAf+aaeLAAf\nQ/z5HwRgAIBzIT74CSGp0R3AEwAOBPAPALkAPldK1TEJ+I4TUu1ZAOAGAF0A7AfgCwDvKaXaA3zH\nCakpKBF9XQT5H+3G8x0npPozHUALAPnl26HmBN9xUq3QWlfbDcBEAI85xwrAQgDXV3bbuHHjJhuA\nMgB9PXGLAQxyjhsCKARwqnNcBOBEJ0278rIOKD9uX37c2UlzNIAtAPLLj3sDKAHQzElzMYDVAHIq\nu2+4casJG4Bm5e/ioU4c33Fu3GrYBmAlgPPKw3zHuXGr5huA+gBmAOgJ4EsAjzrn+I5z41aNN4i4\nc0rIeb7j3KrNVm0V10qpXIgCZJyJ01prAGMBdKusdhFCwlFKtYaM+Lrv7joA38O+u10ho7JumhkA\n5jtpDgKwWms91Sl+LEThfaCT5het9QonzWcAGgHYO02XRMi2TmPIe7cK4DtOSE1DKZWllDodQF0A\n4/mOE1JjeArAB1rrL9xIvuOE1BjaKnHdOUsp9ZpSaieA7zipflRbwzVE4ZUNYJknfhnkJSSEVE3y\nIV9mYe9uCwDF5V+gQWnyAfztntRal0KMZ24av3oAfk4QstUopRRkGuG3WmvjN4/vOCE1AKXUPkqp\n9RDF1dMQ1dUM8B0npNpTPhjVCcBNPqf5jhNS/ZkIcclxNIBLALQGUFDuf5rvOKlW5FR2AwghhBBS\nbXkawF4ADqnshhBC0s4fADpCVFGnAHhFKdWjcptECNlalFKtIIPO/9Bal1R2ewgh6Udr/ZlzOF0p\n9QOAeQBOhXy/E1JtqM6K6xUASiEjQS4tACyt+OYQQiKyFOKPPuzdXQogTynVMEEa76rG2QC286Tx\nqwfg5wQhW4VS6kkAxwA4XGu9xDnFd5yQGoDWeovWerbWeqrW+hbI4m1Xge84IdWd/QA0BzBFKVWi\nlCoBcBiAq5RSxRA1JN9xQmoQWuu1AP4E0Ab8HifVjGpruC4fHZ4MWb0UwP9PWe4FYHxltYsQEo7W\neg7kS8p9dxtC/GCZd3cyZFEHN007ADsDmFAeNQFAY6VUZ6f4XpAv4e+dNPsqpZo5aY4CsBbAbyCE\npES50fp4AEdoree75/iOE1JjyQJQi+84IdWesQD2hbgK6Vi+TcL/tXfHLnMUcRyHP5tCQRSsAiIW\nQooQQZu0NhaWloKIgqXpDGgqQREEESwULFSCiGhhqSikiH0K8x+EoCKCqISIimDGYk54ObCUd/fy\nPPAt7m64WxZ+zPHb3Zn6uHpkjHEtNQ4HZVmWu5tN6x/M42zNMvcz3KZlWZ6sPmyu2XOleqH5KOPp\nMcZPx3hocFvbrZ11qjlpfVOdb+5W/ssY47tlWV6qLjTX3bpevdbcnOGhMcZfu+94t7kL8XPVzert\n6tYY49Ejv/Nl8yrv89Ud1cXqyhjjmd3nJ6qrzV2TL1T3VR9V740xXv7/zgAcrl1tPlU90bxz4183\nxhh/7saocdiwZVler75qbsJ0T/V09WL1+BjjshqHw7Isy9fV1THG+d1rNQ4btizLm9XnzeVB7q9e\nrR6uzowxflbjbMoYY9OpzjUL7Y/m1Zyzx31MIrd7mo8b3mou53M0F4+MeaU5gf3e3Fn41N533Fm9\n01wW6Gb1WXVyb8y9zbtDblS/Vu9Xd+2NeaD6ovqt+ejjG9WJ4z5HIlvNf9T239Wze+PUuMhGU31Q\nXdv9v/6xulQ9tjdGjYscSKrL1Vt776lxkY2m+rT6fjePf1t9Uj24N0aNyyay6TuuAQAAAAA4PJtd\n4xoAAAAAgMOkcQ0AAAAAwKpoXAMAAAAAsCoa1wAAAAAArIrGNQAAAAAAq6JxDQAAAADAqmhcAwAA\nAACwKhrXAAAAAACsisY1AAAAAACronENAAAAAMCqaFwDAAAAALAqGtcAAAAAAKzKP+4x2CJOF+dF\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf82bfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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pHPJD//T46VutuV8u4to1wC8Dvd0iEyCm8mWrH0CWp1Kd0eubqdxyhJJb/J7u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\n0acwwbVhGIZhGIZhGIZhGIZhGIbRp/h/q6hksiAlGawAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2e2e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/vfDzz2xAtHIl63x2No9BixYs77x5fP3yy0x3mZ3NRhK33MLj/8wz/Ox++onb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\nDwbpgEZGUhm9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1047be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UdhEEdB4bbUQWqsUiYye4nnH2NnEkWZfa8QdY4JwzJ6wDcUFYedn119N7649/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\ngtbmmwOffx6Ws4s0Za4W15WH63qmMZB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LI3bD57O4lv9l3XdZjkqL6/XXD+/FY4+laYcO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      "text/plain": [
       "<matplotlib.figure.Figure at 0xfac74e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _23[0]\n",
    "hp.show_complete_tennis(_23[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-11T14-13-15\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZzGnJY5W0dGn6NZJ5vUTjUd6ie9HixV4XaPTHaeZ5kLwezeL8l5T4d5NZfA9O\n7ufy5b7ezOMAvo3kn4wVFfH5YBZ/h61aFS+3YEE8HC2bPC9GjPDvUYApU+DBB+P83nFH+ndS8t4Q\nfbck9zHaRnTMFi1KPy7jx3s9r5nLRMPJz7qyMvvzQnSNRddztoDkt9/6+Z1t3sKF6evNvOYgfb/y\nKWRQm4IIua6tbMMLF3oJvHPO8fvA736X/3aak8mT4+Hkffn+++N5773ndQl37uzP1Pvt5wVJdtgB\nzjgD1l03fhYfODAevvBCf42/Sxdf1zHHwE9+Ag8/7HUcX3+9l7a87z5/LvnPf/z8+OMf/fN54w1/\n7vjhB7/3PfGEP2d89plfy/Pmxdfm88/7NTZvngetrr7an4UWLfJ1TpsWB3UmT/Ztf/mlr3v2bB+u\nqPBr6NtvvX2usjJ/Xl+wwINA4N+x06d72hUrfHtz5/qxi75D58yB11+P7wULF/o97f33PS8ffeTn\n3LJlXnf6ggXp99DnnvP71OLFvuzw4f49+/rrnq+ZM+NjfO+9/j0eTXvoIe+//77v/yOP+H0oSp+t\ne+gh6NrVf3OMGuXrPOEELwWbmXb77bNPDwH23de7E04ozLkqsqYmTfL71ptvepUxO+zg534Ifo3N\nmOH3k+Tz5epIfucsW+b3i+Rzy+zZ+RUKi75TKyv93nnUUX7PGDnSf39PmwaPPeb532Yb2GUXv7fc\ncYfHI/bbz+8FQ4d6bGTPPX1a9N08fbrfJ6JnhIceqtVOVt9645p0wBZAJbBfxvTbgA9zLPMFcHXG\ntCOBCmDdLOm7AAbFebVaqk6dOnXq1rzbdNN4eIcdvL/++mbdu6ena906TrveerXbRsuW3g8hv/Sb\nbBIP77139jQ//an3k/lM7suWWzb8sa2rLnk8mnvXvn3NaXbf3Wy77bLP23jj2m2vS5d4uHXr6tNu\nvXXt1t2rVzzcooVZ795mHTv69bPVVrmX23bb9G2FYHbJJdXvZ3I/wGzffdPHzz47vm47dzbbZZd4\n3m67Vc3D9tunjx91VDzcoUPuz6ltW7N27cw23DD7/PXX937mOZ3rOk92m29et59Pc+yie21j72r7\nHdKYuuQx3myzqvM7dqzb7e2zT8Pvc65u/fXNOnXKPb9VqzVbf/I7Perat4+fVaD6eymYnXRSPLz5\n5n7/iz7DzM+qTx+//0bjP/pRvNyFFzb88VanTp06dU2/i367brGFP8+fdprZySfH89dd1/tt2sTT\n+vXz9MmPzDq+AAAgAElEQVT1tGxptuOOZnvt5d+X3bv7b6TVzVe3bvml23nneHijjaLhYvNYLl1q\nii0XtI7rVFUhy4ETzOylxPTH8Dqrj8+yzLtAsZldnph2JjDAzDbJkj5Vx3UvoF3G3L6pTkSkedlw\nw/QShYXQunXVf2ezTavJ+utnLwlbKJtskr3UVVL79l5qZXX2p65tumlcwrV79+pfqaqt+jhPmoJO\nnby19UmT0htira1WreKSlu3bp5cY7tgxLnW6995eYj2y007ppcxqo3NnL1E0blxceqtFi+pLBbZu\nDZttFuenOm3bwkkneYm0TOus4yUoSkr8upo+3afvvruXeCtJ1Ua30UZxicmddvLxaN4OO3gJ9kjL\nlukliZOi+gbfeqvqvPXWSy9Zmvwsclndz7pDBy/Btjp23jn+nAptTc6rpB139JKD+dh/f39jpyFk\n3h833jh7KaXMcyWX6hrE3nzzuKR0fenUKb0Ec2PUtm3u0u756tXLS9TmstVW6W8Q1Na++8ZVRWTe\nb5L3aYCePf3cz3xbYrvt4vtdTaL7RXLd227rJdG++cbfONl117jaCxERkdW1xRbQrZs/K0dvFHXr\n5s/mjz/u44cd5m+QRE4/3dN8/LG/fbLFFv499f338Omn6c+Amd+Tdaco1SUtBt6DPOq4rjaqXUel\nrkcDdyXGo8YZr8yR/q/AxxnThgD/yZFeJa7VqVNXb13v3vHwSy/Fw5995v2nnzZbtMiH//1vs2ef\n9X8YV6wwGz3a7JZbzFauNPvvf81OPdWnP/GE2eDBPv3MM83mzjUrL/e0H3/s0y+80Ifff9/s8cfN\nli0zmzbNrGdPs5kzzf71L7PrrzebPdvshhvM7rzTbOpUs3PO8W1cdZXZCy/4usHs5ZfNzMyeecan\nrVhhdtttZpWVPj59us//5huzsjKfPnmy97/80uzBB3140iTfpplZRYXn28xswgQ/Dtk89JDZlVea\nPfaY7+9HH5ndc4/ZsGFmr79u9uSTZkuXmh1yiB+z994zKyoy+/xzs2uu8e3eequPV1aa/fCDr3fO\nHLP583149mw/RmZmTz3laSorzebNi/MxcaJP++67eB3PPGM2frzZkiVmN9/s+/Dtt2YjR/r8e+4x\nmzHD9/Puu82WL4/Xt3JlvP8VFX7covHKyuzHoqLC+8uXm5WW+vB33/n+L1tmtmpVnHbVKs9/ZaVv\na8IEs0GD/Nw75xyzgQN9X2fN8v046CDfRzP/N3yffXwdo0ebXXCB2e9+58dp4kRf34IFnp/p0/14\nv/FGvF9jx8Z5/fbbOF+Vlb7NL7+Mp82Z48tE+xwd26VL/bgmVVb6fkTnYHTeVVaavfuu70u247d4\ncTz8/fd+XKLjZ2a2cKHnIVNy+99843lbsCA9zfjxvq4VK+J1LF8e7195uS8bSZ5TpaVmU6ak7190\n3KLxsrJ4fNmyeN8qKsxGjPDtJteXNHduPLxiRXrakhK/P0QqKszeeSf9HBw3Lt6n5LVj5schec1G\n131Scryy0q/dKE+VlX58o/2trExP/+abft5F08aPj+8dpaVmjz4aH+MFC/y8jvYzymd5uZ8vkQcf\n9M8/Slde7t2iRen5iIYXLozPneizWLUqvm9E152Zf65z5lTd78WLzd5+O/dxMUv/zCPTpvm6Kyri\nbcya5fs+aVLVZSorPT/ZPoPovCgvj+8JUZ6z5SO5TDQeLROdD2Vl6efDm2/6MV240OyTT8y++CKe\nV14eX0sVFZ4madGi+N4Y3Quj8ynzHEru94IFPq28PP7uS36vRPlMLlNWFuclue6yMs9Dts8ieSxm\nzaqap+g4Ju/vlZV+70tevwsXmn31lQ/Pnx+fW59/Hn/OUd4XLYqvr2nT0tf9/ffpx7C0ND4/o3Nw\nyRKzMWPi67a4ON5u5j1s5Uq/NqJ70ddf+/d3ZNWq9O0l75XR/kXXc/SZZV4D0T0+Oreyfcdlm5b8\njo6u/yhPuT7HyMyZ6feC6LMtLfXvzaQVK9LXk+08WBPJ7+akXMfCzOy66/zZK1uJcHVVu5tuioeT\nb+8kSxius473i4rMzjrLh//v/7wU/JFHmg0YYHbuuf489+yzXnK+Wzd/7n7iCX/+mTbNn5dnzPB7\n7ty5fg+YNcuvuS++8PP29df9fJw928/Vr77y66i01J9Tp0/359gffvDr78sv/dqeP9+nffmlf2dG\n96Xych+eP9+f2SdP9m18/rnnZ84cP+cnTYqfVb/+2vMdXb/FxZ6urMzz8c03fu5PmWL2wQdmn37q\n592ECWaPPOK/PRYs8PnRd8zChZ6fTz4xO+MMX0dlpe97jx6el2uvjY/5TjuZHXig2dVX+/d0VNqy\nVSvP68iR8bS+fav/jFes8GfIf//bbI89fNrpp9d8biRLlKpT11S7G27we8Xzz/t94PvvvVu6tOr3\nx1dfpT8L5TJxYvz8HD0vJH87ZBN9j3/4YfxdWlER37fuuMPvXbfdFuf9kks83ejR/rblr37l0484\nwuy++8yOO87vZyed5M/7w4b5b9No3yZO9Geq555rJCWuAUIIJwOPAecDY4H+wInArmb2fQjhVmBL\nM+uXSr898ClwL/AI0Bv4B3CUmWU22pgocV2cimGLiNSNV1+FX/wCXnvN68u7/nr45z+9DrgWLbzk\nUWWlD4uIiIiIVGf2bPjzn72O0EGDGjo3DefAA/0YvPeevz3y8cf+tsSkST7esqW32/LWW+ntWUSi\nEMbKlb4c+Nt9662X3pC61I2oHZFNqrz/Xj0zX7ZNm9Xf9tKl/jm3b599/pAh3raPSGM0cKDX1b7H\nHh5b+O1vm+496sMP/U3M8eP97dLIqlVeV/0FF9TuWi8pKaFr166QR4nrggWuQwibAPcARwOt8Tqq\nWwHjgYvNbFwq3aPAdsBhwM14fdadUmlbADOAG8zsiRzbUeBaRFbLuuvGDcNErxxPnuyvli9c6K9E\ni4iIiIjUtTPO8Gqd/vGPhs5J/enf3wPSHTv6+P33w3HHeZUrIqvr++/hRz9quO2HEP+ZIo3bY495\nlVUXX+yB5H79/B5cXu5VTQ0f7tWFDRni1dedfXbt1v/QQ17I7bDDPFgtuTWWwPVrQAfgXGAdvNT1\nWDM7PUf6tsCzwAPAJ8AmwECghZl1r2Y7axy4zrcuPBFpXkpLvQ7UDh28Vd+PPvI6VkVERERE6sNx\nx8GLL1atl7QpSrbbMWaMP1f/4hceIAIF96RwspViLWScZ9Uq/x0ZeecdOOQQHy4u9t+Ze+/tbf1k\nuuQSuOuuqtNvvBH+9Kfqt3vnnXD55bnn33cfnH9+Tblv3B56CM45p27XOWyY32OTxo6FffZJ/xyT\nzGDUKC9pfOWVPu2++/xPx/XW83aSli+Hp5+GX/0qfvtD8lObwHVBXnAPIewKHA782szGmdko4GLg\nlBBCx2zLmNkPZna4mT1vZpPNbCxwEdA1hLB1bfNw2235p+3fHy67rLZbqL01eUWmoV1ySUPnoP68\n/fbqLbfzzvDCCzB1av7L7L8/PP98+rT6PtYvvFC/22toF17oPw6uvdYbMIP4wUNBaxERERGpT0OH\negCkqQebwIPWhx7qAaLu3WHiRA/qiBRaebk3tHrYYV7i1cyDiqWl1TdoXZOpU+Hbb33999/v08rK\nqgY7Dz7Y01RUeBWTPXp4IHPAAJ9/7LHeHzYse9AaPHB95ZVe2vepp+I3E1q3hiOP9PX37w9PPOFv\na/Tu7fMrK30/zeC887zB2N/+Nl7v9dfH62rsZs+GX//aP7sueZZL3WmnmtNkBq3B71G5gtbgf4bs\nvz9ccYUHsD/7zI9vFKBu3RratYNzz1XQutAKVTNrT2ChmX2UmDYcr3i7NqGhjVPLZGkzPN0pp3gL\n0JGrrvLWnNMy1TN9PPnPrwf6va7a44/34egfs0zdc5b/ruqss+LhGTNg5sz8l10TvXt7vbx1JfNY\nZnrwwdVb7557wkEH5Zf20UdrTrPpprXb/u67+wNV5LPPsn++U6bADjtUv66JE73ExPbbp08/77z0\n8eS/wS+/7NVVRB58EE44Ia+sA/4gWFYGt97qN81cJk9OH0/uY3UlH3bbLf+85HLRRWu+jnzlagH3\nqadgyRLf10GD4Jhj4JZbfN6vfw3PPVd/eRQRERERibRoAa1a+W9Qs/g3ar9+DZuvfCV/+3TpAiNG\neHAOYNdd/XX7n//cq+UTKZSWLb2Kh2HDvB2iSOvW/vt78ODql1+8OB42g+nTPRi8/fawxRa+/nPP\n9XmtWuXOQ2bbR5dd5sv8+9/ezxZATfrb36BvX/jlL+HLL/33bWkp/Oc/vn6A00+HefO8Wgsz37+o\nQBZ4tSn33ONpFi70UtyzZsHXX3ud8WPGeDUWN9+cOx/bbFN9Pmvy0Uden39NRo2C666DE0/0fYmq\nDVpvPS+5fv75HqzPpbzcj9O0aV7PcuT9931966zjb32sqZ496yY2IqunUIHrjsDc5AQzqwAWpObV\nKISwLvBXYIiZLa0p/ZVX+sma9Mgj6ePvvJPeuEP02kbUPiZ45elRkPaaa7yf/LcKYORIv8C++AJO\nOgn++tf0+clSm4884gHr66/3BgW2TpQdj+phim5ur72WHnzP5eCDa04zfDgccUT6tCuuqHm5XAHo\nXr1yr6u4uOZXOc45x49bpu7d079Ycnn33ewPb926pY9PnAg33ODDF16Ye3377uv9jz/2B6rIbrtV\nfZ3niCM8aL3ttvG0YcPgppvS0+VqoG+HHeKbZWWld9EXVosWsNdePjxunB+nKD/Rv6LR5/jTn8br\n/P57P2dPPtm/OK+5Jv5H8owz0rc/axZ06uQ371WrfLkxY6oei6FDq+Y9+udw1Kjs+5aP6LiMHev7\neuqpXqfUmsr2z2ryIeIvf/H+1Kn+xb/hhtnX89BD8b/VIiIiIiIN6cc/9n5TacBr6lQPUPXrl7t0\n9RtveABNpKH86lf+mzb63bfXXvDPf/rvYjOPSQwaBP/9r8/fdtv0YHBD2GijNav/fbPN4j+MWrb0\ne0vXrh6D+fRT+P3v/Zjcd58fg8pKn/bddx7DMvM3KCB345jgDWiOGeOlpKPY2j77wB/+AC+95Nuc\nPNkD50lmHhD+y1/g2Wezr/uf//TqUcw8GP7++zB/frydKJi/3XbeOOCUKZ73qK2qVavglVdW/xhK\nI2FmeXfArUBlNV0FsDNwLTAxy/JzgPPy2E4r4CXgv8CGNaTtAlhxcbGZmW20kZ/CZmbffuvDr7xi\nVlJi/3P77T7+zjs+/+qrzT77zIeLi81KS83GjTMrLze7/HKz7783u+MOs9//3uyFFyyr6NIZN86X\nrw6YbbWV2cKFZhMnps/r2tXnT5vm/U6dzO66K14/mH3wgfevu877Dz4YL9++vdnBB1fNF5i9/75P\nW7rU7OKLfdp555kdeqgPjx2bvsyNN8bDkVmzfPzNN82mTjX77rt43uDBZmefnb5NMLv22uz5KS42\nW7nSrE+f9OmdO6ePd+wYL//ss2ZDhvj09devuk4zs9de8+FHHzXr2TN9/tlnmx1yiFmXLj5eWZm+\njsjkyb5/0TJmZvffXzXdqlVV85hc39ixfh4tWWL26afx/J//3OcvXmw5LVnin9PKlT4e5adv3+zp\ne/f2+aefXvWYZHPRRVXnf/KJ2YgRZt26me26a3ycxoyp+rlCfL5GXcuW3r/77njaZZd5f/ToeDvR\n+bc6XbTNZcuqzlu0KB4uL4/PaRERERGRpuDzz/1Z9swzV/95uVDdeuv5b+xFi/w5O/n7RqSpGD06\njgNIfmbMiO8DDz/sMYpJkzymVVvTpqXHkWTtVFxcbIABXcxqiBHXlCAtMWyWCkxX17UCzgLmZyzb\nEigDjq1hG62AF4CPgE3yyFMXwHr16mV9+vSxn/2sjx1wQB/r06ePDRkypNoD9e67fgSuumrNDzqY\nbbdd/mlzBR8vvNDnz5vn/Ztv9kD4LruY/elPZj161D5fYDZ0aO408+ebDR9edRkzs913rz74mamo\nKF7+gw+qzn/4YbNjjkmflhm4PvFE/yKJxr/5Jj19aalPv+IKH58wwWy33eJ8VlaaPfecWUWFjz//\nfLyuykoPaEbHOVJS4sHqTK++6oH+yAUXVD0eH3zgAf2kmoLGI0d6gL68PHeaTKtWme20k/85Ut06\nzz033v499+S//mz23dfXM26c9zfc0Gzrrf14Rcdm113j7UV/skR/LoDZQw95P3l8o+MfdUcemd/D\nco8eZvvt58MrV3p/xx3j+dEfCUccsWb7LSIiIiLSEPINXA8YULXASqG6xx/3/qBBDX10RKShvP66\nF2wTqa0hQ4ZYnz590rpevXrlHbgO5sHfOpVqnPEzoJul6rkOIRwG/AfY2syy1kQbQmgFPAvsABxi\nZgvy2FYXoLi4uJgu+dbenlJW5g3h/eUv/hrFmvjuO6+/K59qL6ZP92ogknUbJ/M0a5a/xvHVV17N\nRK4qKPKx4Ya+/A8/5L9M9OpF+/ZeL/CSJbDllvkt+8wzXi0DwAcfpFdvkcv06XD00TBhgo+feKK/\nKhKCV39RXFx1mSlT/HWQqGqIlSu9EYJcVa2MGePHNKqepazM6xuvqd7qTMnPpzoh+Cs4ySo56sv5\n53vDESUlcTUgq2uffbw6lfHjffjMM6vWNf7DD16/dtu2Xn3KZZdBUZG34PyjH8FRR3m9U8l60h97\nzOt/f/RRfyVp//3Tq2wBX1903n73nTe20akTHH64vyJUUeGfxeab+7Xy3HM1t8IsIiIiItKYTZzo\n1ReeeaY/Mycln4+jn/H9+tVcf+/qePppf35/8UVvGK57d6/68YAD6n5bIiKydikpKaGrNzbY1cxK\nqkubo1r5NWNmk0III4Dhqbqqo6pEnkkGrUMIk4CrzezFVND6eWAf4GhgQAjhV8Afgb+ZWVld57N1\na68zpy5ssUX+aaurx7p16zgo2qnTmuUJvEL+2koG8TfayLt8HXdcPJxvvWzbbed1LH32mTcSkFwu\n1zp23DF9vE2b6o/rfhlNgrZuXfugdbRcTUFr8HqeGrpOrLqoF2/lSu/vsYfXHZ6tocW2bb0+K/D6\nsaJtJxsmzWzcs18/b1l5k018PPn/2d//7g/Ft93mf7o895z/0RPV+f3kk/4HSYsWcb3je+7pnYiI\niIhIUxbVJXvwwd517gyXXgqjR8Mpp8ADD1R9tq4Lu+/uv8ciJ5/s/b339v7ChWpgUURE6l+hGmcE\nCKku1zjATkC71PBWeMB6a2A8cEYq/Z+BngXMZ7PWpo139WWddWDBArjqKv9XvjZ2280r8B840Mdv\nvtkDlE3RBhv4sWgIUYOV1TWgkK+oIdCWLeHGG3Ovc731vIsC0DW9JRBCHLSOxn/+cx/+zW/ghRdg\n5539z5uokdTIdtt5Y6wiIiIiIs3N5pv7G6/9+nnXvTu8956/FXvvvV6w5NNP4/S33w7XXutvuz74\nYBxwHjasdtuNnq/vvtvfnMykoLWIiDSEggSuU1WF9AZ6m9mGZtYWOBk4KYTQMUpnZi3NbHBqeLqZ\ntQS2Bb4BdgOmAZeZ2XuFyKcUxiabeGnZqIXXfIXgLVJHJWt///vVKxW9tvv1r70Kja23XvN13X23\nV8GSr8pK769Oae/oDYPanjciIiIiIs3Jhhumj7duDZtu6s/J666b/mbnj34Et9ziVTSecw6sv75P\nj/q11apV/RZ8EhERqU6hSlz3BBZG9VunDMcr3t4v+yIQQgjAYLxqkIkFyptIsxYCbLVV3ayrdeu4\nXvB89O7t/ajUd23ceafXXb26D9kiIiIiImu7fN+AzNQz9Y5zr151mx8REZE1UZA6roGOwNzkBDOr\nCCEsSM3L5Rqg1MzuKVC+RKSA9t03vb7q2mjTxhtpFBERERGRNVPbNyB33nn1n+NFREQKpVb/w4YQ\nbg0hVFbTVYQQdl6djIQQugKXAGfVlFZERERERERE0p1wgve33LLqvJ5qOUpERJqY2pa4vgN4tIY0\nXwOzgbQKBkIILYFNU/OyOQDYHJgZ4r+HWwJ3hhAuM7Nqazvu378/7dq1S5vWt29f+vbtW0N2RURE\nRERERJq+Pn285PTSpT7+05/CqFE+nK0U9tCh8NZb9Zc/ERFZuxQVFVFUVJQ2bfHixXkvH6wA7wOl\nGmf8DOgW1XMdQjgM+A+wtZlVCV6HEDYBtsiY/AZe5/WjZjY5x7a6AMXFxcV06dKlDvdCRERERERE\npOlZvhw22MBLWX/4oU+LgtgvvgjHHgs9esTzRERE6ktJSQldu3YF6GpmJdWlLUgd12Y2KYQwDHgw\nhHABsA5wN1CUDFqHECYBV5vZi2a2EFiYXE8IoQyYnStoLSIiIiIiIiLposYZs5VTixpSb9Om/vIj\nIiKyOmrZ1nCtXABsBowFRgIG9M9IsxOQVr9HCKFzCOHFEMIiYDvg8hDC1gXMp4iIiIiIiEizUV3g\nurLS++uuW3/5ERERWR2FDFzfh5eg/glef3UL4B/JBGbW0swGR+MhhB3xIPfnQC9gR+AiYGUB8yki\nIiIiIiLSbFQXuN5gA++fc0795UdERGR1FKSqkFQd14fjdZVEdVxfDLwaQrgiWx3XKX8BXjWzaxPT\nphYijyIiIiIiIiLNUXWB6zZtsk8XERFpbApV4ronsDAKWqcMx6sL2S/bAiGEAPwCmBxCeD2EMCeE\nMDqEcGyB8igiIiIiIiLS7ITg/WwB6mieiIhIY1eowHVHYG5ygplVAAtS87L5EbAhcDXwH+DnwAvA\n0BDCgQXKp4iIiIiIiEizEgWnf/Ob3PNEREQau1pVFRJCuBUPLOdiQOfVzEsURP+3mQ1MDX8SQvgp\ncD5e97WIiIiIiIiI1CAqbX3rrbBkSTxdgWsREWkqalvH9R3AozWk+RqYjZeg/p8QQktg09S8bOYB\n5cDEjOkTgf1rylj//v1p165d2rS+ffvSt2/fmhYVERERERERaZa++sr7vXp5X4FrERGpL0VFRRQV\nFaVNW7x4cd7LBytAqwypxhk/A7olGmc8DK8CZOtcjTOGED4AvjKzfolpQ4HlZnZ6jmW6AMXFxcV0\n6dKljvdEREREREREpOnbf38YNQrKyqBVbYuwiYiI1JGSkhK6du0K0NXMSqpLW5A6rs1sEjAMeDCE\n8JMQwv7A3UBRMmgdQpiU0fji7cAvQwjnhBB2DCFcBBwNDCpEPkWkacj8d05Emh9d5yLNm65xkcaj\nECWudY2LNG+6xqWhFKpxRoALgM2AsXj91Ab0z0izE5Cs3+NN4H3gn8BXeCD7ATP7sID5FJFGTl+S\nIs2frnOR5k3XuEjjocC1iNSWrnFpKIUMXN8HLAR+AhyQ2tY/kgnMrKWZDU5MGgBsCxwKbAdcDJwX\nQji6gPkUERERERERadbOPdf7quNaRESaioIErlN1XB8O/NrMxpnZKDwIfUoIoWM1i/YEHjezkWY2\nw8weAj4GuhcinyIiIiIiIiJrg379wEyBaxERaToKVeK6J7AwapgxZTheXch+1Sw3CjgmhLAlQAjh\nELw6kWEFyqeIiIiIiIiIiIiINDKFaku4IzA3OcHMKkIIC1LzcrkYeACYFUIoByqA35jZB9Us0wZg\n4sSJa5ZjEWm0Fi9eTElJtQ3NikgTp+tcpHnTNS7SvOkaF2nedI1LXUrEcNvUlDaYWd4rDiHcClxd\nTRIDOgMnAGeYWeeM5ecA15vZ/TnWfwXwa+B3wAygF/BX4DgzeyvHMqcC/8p7J0RERERERERERESk\nIZ1mZkOqS1DbwPVmwGY1JPsa+BVwh5n9L20IoSWwEjjRzF7Msu42wGI8SP1aYvqDwFZmdlQ1eToc\nmJZav4iIiIiIiIiIiIg0Pm2A7YFhZja/uoS1qioktbJqVwgQQvgQ2DiEsG+inuveQADG5Fisdaqr\nyJheQTV1cafyVG10XkREREREREREREQahVH5JCpI44xmNglvUPHBEMJPQgj7A3cDRWY2O0oXQpgU\nQjg2tcwS4F3gjhDCQSGE7UMIZwJnAEMLkU8RERERERERERERaXwK1TgjwKnAPcBwoBJ4Drg0I81O\nQLvE+C+BW4EngU2B6cC1ZvZAAfMpIiIiIiIiIiIiIo1Ireq4FhEREREREREREREptIJUFSIiIiIi\nIiIiIiIisrqafOA6hPDbEMLUEMKKEMLoEMJPGjpPImu7EMKBIYSXQgjfhBAqQwjHZElzUwjh2xDC\n8hDCmyGEThnz1w0hDAohzAshLAkhPBdC+FFGmk1CCP8KISwOISwMITwUQtggI802IYRXQwjLQgiz\nQwh/CyE0+XufSEMJIVwbQhgbQvghhDAnhPBCCGHnLOl0jYs0USGE80MIH6euvcUhhFEhhCMy0uga\nF2kGQgjXpJ7X78yYrmtcpIkKIdyQuq6T3ecZaXSNS5PQpE+WEMIvgb8DNwD7Ah8Dw0II7Rs0YyKy\nATAeuBCoUh9RCOFq4CLgXKA7sAy/dtdJJPsH8AvgBKAXsCXwfMaqhgCdgd6ptL2A+xPbaQH8B6/P\nvwfQDzgTuGkN909kbXYg3uDyfsDPgNbAGyGE9aIEusZFmryZwNVAF6Ar8BbwYgihM+gaF2kughf6\nOhf/HZ2crmtcpOmbAHQAOqa6A6IZusalSTGzJtsBo4G7EuMBmAVc1dB5U6dOnXd446zHZEz7Fuif\nGG8LrABOToyvAo5PpNklta7uqfHOqfF9E2kOB8qBjqnxI4EyoH0izXnAQqBVQx8bdeqaQwe0T12L\nBySm6RpXp66ZdcB84KzUsK5xdeqaeAdsCHwBHAq8DdyZmKdrXJ26JtzhhTtLqpmva1xdk+mabInr\nEEJrvATIiGiamRkwHOjZUPkSkeqFEH6M/+ObvHZ/AMYQX7vd8H9lk2m+AGYk0vQAFprZR4nVD8dL\neO+XSPOpmc1LpBkGtAN2r6NdElnbbYxfdwtA17hIcxNCaBFCOAVYHxila1yk2RgEvGxmbyUn6hoX\naVHXgyEAAAQJSURBVDZ2Cl5155QQwpMhhG1A17g0PU02cI2X8GoJzMmYPge/CEWkceqIf5lVd+12\nAEpTX6C50nQE5iZnmlkFHjxLpsm2HdB9QmSNhRAC/hrh+2YW1Zuna1ykGQgh7BFCWIKXuLoXL3X1\nBbrGRZq81J9R+wDXZpmta1yk6RuNV8lxOHA+8GPgvVT907rGpUlp1dAZEBERkSbrXmA3YP+GzoiI\n1LlJwN54qagTgcEhhF4NmyURWVMhhK3xP51/ZmZlDZ0fEal7ZjYsMTohhDAWmA6cjH+/izQZTbnE\n9TygAv8nKKkDMLv+syMieZqN10df3bU7G1gnhNC2hjSZrRq3BDbNSJNtO6D7hMgaCSHcAxwFHGxm\n3yVm6RoXaQbMrNzMvjazj8zsOrzxtkvRNS7S1HUFNgdKQghlIYQy4CDg0hBCKV4aUte4SDNiZouB\nL4FO6HtcmpgmG7hO/TtcjLdeCvzvleXewKiGypeIVM/MpuJfUslrty1eD1Z07RbjjTok0+wCbAt8\nmJr0IbBxCGHfxOp741/CYxJp9gwhtE+kOQxYDHyOiKyWVND6WOAQM5uRnKdrXKTZagGsq2tcpMkb\nDuyJVxWyd6obBzwJ7G1mX6NrXKRZCSFsiAetv9X3uDQ1wdszbJpCCCcDj+F19owF+uOvMu5qZt83\nYNZE1mqpurM64V9aJcDleGvlC8xsZgjhKuBqvN6tacCf8cYZdjez0tQ67sVbIT4LWAIMBCrN7MDE\ndv6D/8t7AbAO8Agw1sx+lZrfAvgIbzX5amALYDDwgJn9sXBHQKT5Sl2bfYFj8JIbkcVmtjKVRte4\nSBMWQrgFeA1vhGkj4DTgSuAwM3tL17hI8xJCeBv4yMwuT43rGhdpwkIItwMv49WDbAX8CdgL2M3M\n5usalybFzJp0B1yIX2gr8H9zujV0ntSpW9s7/HXDSrw6n2T3SCLNjfgX2HK8ZeFOGetYF7gbrxZo\nCfAs8KOMNBvjpUMWAwuBB4H1M9JsA7wCLMVffbwNaNHQx0iduqba5bi2K4AzMtLpGlenrol2wEPA\n16nn69nAG8ChGWl0jatT10w64C3gzoxpusbVqWuiHVAEzEp9j88AhgA/zkija1xdk+iadIlrERER\nEREREREREWl+mmwd1yIiIiIiIiIiIiLSPClwLSIiIiIiIiIiIiKNigLXIiIiIiIiIiIiItKoKHAt\nIiIiIiIiIiIiIo2KAtciIiIiIiIiIiIi0qgocC0iIiIiIiIiIiIijYoC1yIiIiIiIiIiIiLSqChw\nLSIiIiIiIiIiIiKNigLXIiIiIiIiIiIiItKoKHAtIiIiIiIiIiIiIo2KAtciIiIiIiIiIiIi0qgo\ncC0iIiIiIiIiIiIijcr/A/zikYRlaS1EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf82b860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e45668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x79e1a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XBQVq3/irr9T30vTpqsQTz1dIp07eflyqcPtHSZZEZ4V98YUq3oSlNM7qI0os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\nSZIkSZIkSRoUG9eSJEmSJEmSpEH5Aw2VCpz6O4lwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe023fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P5+2XXmJ3BQC3HUEF0k6BXhicbXg04qlbb7st9muF1CesC4t4mDGD+1Yq9sLc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\nseFakiRJkiRJkjRQ/h8OfnymPVe6VAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xee34c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _24[0]\n",
    "hp.show_complete_tennis(_24[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T11-00-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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JSeTvexFgxoyKl5GUO4rX8qeyiGTLFv29LCoCunXT38qDDgKaNtWG4OefB954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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf80f860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf0c92e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4ZhiGCUlxMXaAmjXD77ZBserOm1SSvBtuALj5ZvvvUa1XN2wA+Pln73W++w7f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1AAAG\ngklEQVQR6VrqbSKq60Skm4g8LSKfisg2EenjMc91IvKZiHwtIi+KSDvr9e1E5B4RWScim0XkCRHZ\nw5pnVxGZJCIbRWS9iIx359HPzdNSRP4uIltEZLWI3CIiZb/vIyoVEblSRBaIyCYRWSMi00RkP4/5\nWMaJypSIDBaRxbmyt1FE5olIL2selnGiCiAiv8+dr99hTWcZJypTIjIiV67dw7vWPCzjVBbK+s8i\nImcCuB3ACACdASwGMENEmpZ0w4hoRwBvArgIQI18RCIyHMDFAAYBOAzAFuiy28g1250ATgbwMwDd\nAewNYKq1qMkADgTQMzdvd+gc+WY99QA8C53P/wgA5wI4DzoHPxHF0w3AWACHAzgeQEMAL4jIDmYG\nlnGisrcSwHAAXQD8GMAsAE+JyIEAyzhRpRAd9DUI+jraPZ1lnKj8vQ1gTwDNc8PR5gWWcSorSqmy\nHQBUA/iTa1wArAJwRam3jQMHDnoAsA1AH2vaZwCGucabAPgGwBmu8f8CON01z/65ZR2WGz8wN97Z\nNc+JALYCaJ4b7w3gOwBNXfNcCGA9gAal/m44cKiEAUDTXFk82jWNZZwDhwobAHwB4Je55yzjHDiU\n+QBgJwDLARwH4GUAd7heYxnnwKGMB+jgzkUBr7OMcyiboWwjrkWkIXQEyEtmmlJKAZgJ4MhSbRcR\nBRORNtB3fN1ldxOA+XDK7qHQd2Xd8ywH8IlrniMArFdKveFa/EzoCO/DXfMsUUqtc80zA8APAByc\n0Eciqut2gS53XwIs40SVRkTqicgvADQGMI9lnKhi3APgGaXULPdElnGiitFedOrOD0XkURFpCbCM\nU/kp24pr6Aiv+gDWWNPXQBdCIsqm5tAHs6CyuyeAb3MHUL95mgP4t/tFpdT30JVn7nm81gNwP0FU\nNBER6GaEc5VSJm8eyzhRBRCRQ0RkM3TE1TjoqKvlYBknKnu5m1E/AnClx8ss40Tlrxo6JceJAAYD\naANgTi7/NMs4lZUGpd4AIiIiKlvjABwE4KhSbwgRJW4ZgE7QUVE/BzBRRLqXdpOIqFgi0gL6pvPx\nSqnvSr09RJQ8pdQM1+jbIrIAwL8AnAF9fCcqG+Uccb0OwPfQd4Lc9gSwuvY3h4hCWg2djz6o7K4G\n0EhEmhSYx+7VuD6A3ax5vNYDcD9BVBQRuRvASQCOVUp97nqJZZyoAiiltiqlViil3lBK/RG687ah\nYBknKnc/BtAMwCIR+U5EvgNwDIChIvItdDQkyzhRBVFKbQTwHoB24HGcykzZVlzn7g4vhO69FMD/\nmiz3BDCvVNtFRMGUUh9BH6TcZbcJdB4sU3YXQnfq4J5nfwCtALyam/QqgF1EpLNr8T2hD8LzXfN0\nEJGmrnlOALARwLsgolhyldanAeihlPrE/RrLOFHFqgdgO5ZxorI3E0AH6FQhnXLD6wAeBdBJKbUC\nLONEFUVEdoKutP6Mx3EqN6L7MyxPInIGgIehc/YsADAMuinjAUqptSXcNKI6LZc7qx30QWsRgN9A\n91b+pVJqpYhcAWA4dN6tjwGMgu6c4WCl1Le5ZYyD7oX4lwA2A7gLwDalVDfXep6Fvss7BEAjAA8B\nWKCU6p97vR6AN6B7TR4OYC8AEwHcr5S6Or1vgKhy5crmWQD6QEduGBuVUv/JzcMyTlTGRORGAM9B\nd8K0M4AqAL8DcIJSahbLOFFlEZGXAbyhlPpNbpxlnKiMicitAJ6BTg+yD4BrAXQEcJBS6guWcSor\nSqmyHgBcBF3QvoG+m3NoqbeJA4e6PkA3N9wGnc7HPTzkmmck9AHsa+iehdtZy9gOwFjotECbATwO\nYA9rnl2go0M2AlgP4AEAja15WgKYDuAr6KaPNwOoV+rviAOHch18yvb3AAZY87GMc+BQpgOA8QBW\n5M6vVwN4AcBx1jws4xw4VMgAYBaAO6xpLOMcOJTpAGAKgFW54/gnACYDaGPNwzLOoSyGso64JiIi\nIiIiIiIiIqLKU7Y5romIiIiIiIiIiIioMrHimoiIiIiIiIiIiIgyhRXXRERERERERERERJQprLgm\nIiIiIiIiIiIiokxhxTURERERERERERERZQorromIiIiIiIiIiIgoU1hxTURERERERERERESZwopr\nIiIiIiIiIiIiIsoUVlwTERERERERERERUaaw4pqIiIiIiIiIiIiIMoUV10RERERERERERESUKay4\nJiIiIiIiIiIiIqJM+X+O9FKmzzSHmwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1089ad30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xecd4940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XXSZLrcUJoZ+Na6WS8xMUZHYhEC8c++QTWYa1iwuEE1yb4zr/y2rWjNeQNprE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\nIlwDAAAAADDKH6hJ5SHGiVoIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd44b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _25[0]\n",
    "hp.show_complete_tennis(_25[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T14-24-22\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ddq16+WX7zfLKK3aNBFRHj1YdO9bO3T172rH84492bj70UDu/tW2rOmOGLdu5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\nVRi4JiIiIiIiIiIiIqJS5f8DwNAcyZIICEoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd72c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf0cf278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4K6RNKbHdj2HDsjt/XLui1CxZQiEA9e+6cmU6W1YQskT3ei4GW1z/H36g947b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\nLfVEvrZQIXrYMqAvHn207/9CGbZqBRx22DjceWf3WGXNpfvr+/5XAIY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3+dFHm9eoZXzM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d6f630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe228e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+fCkvuIDyffppOvcff9C+99936ub886W8+GJa/vBDmjdv7tTRa6/R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\nuMcB8b9hO3dO3NaihePL2kTdv7JlE9u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/j0ymTQPeece5BiHc92nIEJrHqVcAOOMM+/Yw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\nkiRpoNhxLUmSJEmSJEkaKP8FapsaWgIoOGkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7d01198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _26[0]\n",
    "hp.show_complete_tennis(_26[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-11T14-47-48\n"
     ]
    },
    {
     "data": {
      "image/png": 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BA7rMwoXa9qtV03PgqVP6nen0aR0QpnVr3dauXXrpX9Om2o63b9d21K6d9uDI\nztbvJJUr63nh66/1eetcsHWr3taurevy1rixHo8odIMG6bnKmfOwqLh9XjffrN+hAG0L9eppMLZB\nA/2OZ7G+T3Trpt/fU1N1v2nRQs9jlkaNtC0kJen3wq++0uN6vXp2GqMbbtDv8kXl/PO1zjt3Fs32\nypTR78qLF7s/P3y4HjeGDbO/hyUk6PGnfn1dft06u3xKin63W7JE2+yLL+r5dNs2vVzY2T6t7xWX\nXqrvffny9jamT9fPBtBzdIUKevyoXt036L56tfbqatRIf9QeOaJ/8pw+rcevSpX0ONqihf7B2a+f\nnsvr1tXvEklJehycNk0/+/z8gbh5c2h/Wn7wgXZ0cXPNNfr6v/gi+HoyMtw7Lpw4ofuPszd3//76\nO+bHH/X3GhERUXw6ywPXREREREREFD38/VF1tjh6VP9QPHlSOxZYveSXLdM/+Nau1U4ugA6uZV2x\nREREFH9CD1yH+yK/gwCyAXhnFKwBIM3PMml+yh/1Dlp7GgWggte8QblT7PPusRqq7t3998qIJ1ZP\nWCIiorOddeUZ4HuFSMOGgUdxJyIKl7M5aA3YV9F669LFdx6D1kREFD9m5k5OoV8KHNbAtTEmS0RS\nAHQHMBf4/8EZuwN4xc9iywH09prXI3e+X/PmTcKVV7Y7K3LBbt2q/9AnJxfdNrOz3UcIjXavvGKP\n6urNujTVGL0U2spZXLq0zgMC5401Bnj/fb2EUETfoxIl7GUffVTXOWiQXoZdooRerl+YjNHLbydP\n1m14f0ZZWcCIEZqr84039A+QhATdd5KT9VLdY8f0EszixfV+Sooud8cd+vp0oFe9dPP0aTu9iZUL\nOznZvkxTRC8/t3qQHD+uj60v6lZqCmf9jdHy27driptjx/Qy0tq1ta6bNun7dvy4frHPztaeKklJ\nmoaiTBntnWK99pwcvVz+xAngzjt1m9bnY6XN+OMPvbz9+HGdl5Wlt7//rpe1JiVpWgBrEC9rpGBA\nU+ekpOjrSEnRy/UzMrSOaWn6Go4e1dRDLVvqpaytWun6brnFczTd7Gy9tS7VrVpVU8U8+6xeHjt3\nrm774os1nUaLFnpJbWKips4xRl/vd9/pqMXWe7x0qV6me8EF7rl4c3L09RRGXnfr83Z+lhkZdl7G\nrCydX6KEXuJbunTgPN/G6CXK9evr+3PsmJ372blvAXYe8XA6cEAvq27VSgdq+tvftA2MGOF/mRtv\n1Euqs7J2tkftAAAf4klEQVSABx7QeQsW6P576JB9zNm2TfeXWbO0fZUtq3loa9fWdCf162t6lV27\ndNmTJ/US+L59geef13X17KnHsRIldJ+oW1d7aaWmauqnHj08P+esLO3ZdeCApkOaOVMv+bZGny5s\nzj9de/XSy7/PnAm8zGOPaZqW06e1TbmpXFlTxTz8cOh1WbBA22/XrnrcOHoUuP56TcVRpQrw+OOa\n8xjQOiYmaru1Unw1b651SkrStATdu2vapypVgm977149v+Tk6GPmos2b7Gz97L77TtOjANrOdu/W\ntBPt2wduk5H04IOafsGfHj00tcecOZr27d579Ri+cKGmDChVSvc9a+yD+vW17desaZ+bMjO1TRcv\nrvOzsvR89sYbevxo00bPMRs36rl961Y9P0ydqueuXr30eLp+ve7PzZpp+2jVSufVravbKldO28s9\n9+ixd+9eTfl02WV2jm7rOH36tK5/yBA9tmVl6Trd2ovzHFtQmZl26h5rDID0dD13Hjig5+a339bj\nzJw5Wv8mTfRYkpmpry8jQ/cp63gA6DGjXz89Zn79tb6nZcvaqc4Az9cwZowe4wOlLZk3T7/jPPhg\n8NfVqJGm3QtFerq+1hIl9DuNlTpozx6tE6DfK4oV033h+HHgf//TZTp10hQfN96on+Hu3doLWETX\nk5ysx9/OnfXW+b2zf389LltB2JYtdVk3K1botgA79ZKVgi85WdPiWd+pc3J0W2fOaLu46ipN5/S3\nvwHffBP8/ahSRdsMERERRYpbp+L/73EdnDEmrBOAgdABGm8D0BTANACHAFTLfX48gPcd5ZMBHAMw\nAUATAMMAZAK4ws/62wEwKSkphshNTo4xpUpZYTWd7rsv0rUiolh2/Lgxn39uzIABxqxcGenahMe7\n73oeNwNN48YZs369Hm+9ZWQY06ePMWfOeM6/807PdWRn+y4/a5YxBw74r+O6dcYcOWJMSorvMf7n\nn425/37f7dLZYepUz33iySd1P9y40X0/NcaY7duN2b1b72/ZorerVhnz/ffG9O3rvu9Xr65lT53S\nbU6YoOv3tw06O4WyPxw5Ysz+/cacOGHMnj3GpKf7L5uVZczRo8asWBH4GBlu/vZ17+NuTo6eI775\nRo/1/soVBqtt7tzpW4dTp4wZOFCf79LFmBYtQj/PBZpOntTzUWGsixMnTpw4xfd0ySWRrwNgTNu2\n+nts8GBjypWz569bp+fNLVs8yz/zjDEff6znvBo17PkVKhjz4ov24+ee09u77rLn1a1r3//4Y+t+\nigFgALQzJnBcOaw5ri0iMgzAQ9CUH78AGG6M+Tn3uXcB1DPGXO4o3xXAJADNAewCMM4Y84GfdbcD\nkJKSkoJ27ZjjmtyNGweMHWs/LoLdnogo5v35p/ZWswbleuQRvSIA0F5wLVoA774LXHhh/ntM7tmj\nvUQL2gt5927tPVpYPTcp9i1bpj1LgYKf942xr1Y5dUqnypULXkciKlzWz+FA55TMTPsqgePHtcf9\na6+Fd5tERBR9RowAZs+20842b64DmudFq1Z6BdeUKXrFd1KS/7LLlukVR/feqwMVA3r+OHTIHizd\nnzJl9ApO5wDXgRw9qgP9XnmlPW/1ar3K6sordXsW64p263zmNGuWrscaCNvJeSX3sWN6Je8NN9i/\n79LS9Gq1v/xFr8K3zpWbNgHLl6firruiYHDGosDANYXihRf08kVAL7f0HvmeiIjcbdoENG7MH+RE\nRBS/Ro0CXn5Z7195paaECWbpUg0ktG2rj596Sn+oDx0avnoSEZ0N7rxTO8cE0rmzpoz78MPg6/v3\nv4GbbtL7VvpQQONCjRrpsbxPH005mpVl/7mZlKR/cBqjAe1mzezfRH366OMXX9RlrNRhxgC33ab1\nOnRIUyWWLavzr7rKrpPV2cYZks3K0lRlQ4fqbe3aOjbNsGGafqtFC99OOu++C/z8s9Zl3TpNFedc\n75w5mmZy1ChgwAD/71FOjk4J4R4JMVdqairat2fgmuj/HT4MjB6t+QkvvLDwc00TEREREVFsysnR\nIMPgwRqU6NtXx3/YsUNzcg8caJe9/HJg8WL/65o0SX93ANrbrFQpHUdhyhTtifbJJ3ZAgVcJEdHZ\nrHhxe9wnp6VL7avmnGrXtgf6NUYDvYmJ9pVxs2bZAWrL5s3aCcc63ubk6LH4s8907Ae3seOWLdPx\np5KTdUwPZ5m0NA1+V6jg/3U5ex/7k5qqr791a8/506bZges77/RdrlQp7Zhpje/iHdKtV0/PXdEe\n6s1L4Jr9p+isULGiNvxrrmHQmoiIiIiIbMWKaQ85qyfdpEk6gO855+hA6E6LFgVe15Ahejt+vA6M\nWqGCDhhvjAZVnMGEgwcDB8Hp7PLEE0W3rV69im5bFDnNmxf+Or2PiQWxZ499v0MH+/5FF7mX37jR\n83GJEpr+ac8eDUzfeKP93C23AFdfDZx3nj5u0kRvRYDp0zWFhVvQGtCBhps00aC4d5maNQMHrQEd\n0DpQ0BoA2rXzDVo7+Qs8nzoFDB+ug5a7Ddz80UfuAe9YxsA1ERERERERUa7GjfWS8eLFgUqVNIAw\naZI+F6yXtHVJ+MMPB99OlSrag7sgObYpfhRlD3wrjSbFt7VrC7b8zTd7Pj733MCplKyUS94+/xwY\nM0aDrU7Vq+tYOgDQtKn2NF6wwH9bSEoCXn8dWL7cnpeQoLmfLStXAidO6FU0c+faKTxmz7bH6ilT\nxrdndrSwAtbB0jR27Qo0bOg7v0sX7bQZTxi4JiIiIiIiIgrggQfCd+n1sGH2/aNH9XL4777T7aWn\nh2ebFJ2KMng9frz7/GC5hS1t22rvTqcffyxYneLdzp2Fv07nIHveCro/3X2352MrkJ2V5Tl/zhxN\nTzFyJHDkiO96unQBnnvODlIDdu9o63bqVA1K9+gRuE5Dh+oAh/506KCBaW9Nm+pA89EuJ0dvOb6Q\njW8FERERERERUQS1aaNj8ZQrp8EtK8BTsWL4t+2vlyQVLRE7CNmmDVCtWni3deml7s+5Bf3cPPEE\nMGiQBi0tF15Y8LrFs9q1C3+d1gCxbkINXK9fr6k1nKZOBS67THMxW+lWrStJrKBqkybAmTM6llid\nOjqvfHlg61bPdVnBWKeePfX2r3/VdZQr579+rVsDd90V2muJdX366NU+l18e6ZpEDwauiYiIiIiI\niCJo1aqi7606blzRbu9scv319v01a9zLvPee52MRzx6p/npcWmlrCiLY1QOJicHXcc01emulYrAc\nOGDf79sX+P33vNUtkt59Vwe/Cycrl/NLL3nOP3Mmf+tr1y60crt2Abt3uz/XvLlvL+bBg3WfbNvW\nNxezMyBevLjv+s47T/extWs113OVKr5l+ve31+W2jhEj7ID5W28Bb7/tXvd4k5ys+0I4/uSIVQxc\nExEREREREUWpxx/PW3lnD9hArB694UqBEit69tTB3aZMAWbMKJx1Tpxo32/Z0r2MW2/YV16xn/MX\nuLZ6tgbzwAO+8/r1879tp/r1Q9uGm6pV7fsi9uB4gAbEA6W28OY9GJ/T00+Hvp5LLgmtXJkyBRsw\n1bvXspuZM4Hbb/ftUe8WvA2FM9WQP02ban5qKxAcCucfEtYxwtpvQu3J3aKFDkqbkGDP279f04lU\nrhx42cmT7T9H6OzGwDURERERERFRlBo3zjMY6MbZy/WKK0Jb77nn6m3NmvmrVzy4+GLgq690cLf7\n7/cdjM7NddcFfv7SS4G6dYHp0wMPgugd/BOxg4UtWmgQ3a0+oQYNK1YEli61H6elaQDTWkebNkC3\nbpqnetmywOsaOdL/c8Hq43w+Lc29zK23us9366n7+++aisItX7HbYHWA/YeAm+rV/T/nz1132akc\nkpLs+aH0Cm7YUHvbu/0xMWJE3utSkB7i1asDBw/6zp8zx3O9EyYAvXtrGhCn/OTQrlbNdz3+WH+g\nVKiQ9+1Q/Ahb4FpEKonIDBE5IiLpIvKWiJQNssy7IpLjNc0PVx2JiIiIiIiIot22bYGf9+7lGoqr\nrgKWLwd69cp/vWJdfnq5XnxxaOu89VYN+PlTurT7/FWrgGnTNL+w1QPcu6fsxo3B616smA6Kt3y5\n5hiuUcOz52zp0sC332qe6hYt7OVE7HJWcLVkSb3t1i3wNoOpWFGvIEhK8nz9det6lhs+XG/dApb1\n62svbrfArzNQ72T9IVCunGeP9eXLPXMJi/imSbHSt9SqZc8bORL4/HNNhfHhhzrv2WcDp1h5/nn3\n+ePH63oA7WWcVyLB/3Dxd0yYONH+c6B3b72dNcvumW9p1QqYP993nwv3YKKjRgErVgCNGoV3OxTd\nwtnj+iMAzQB0B9AXQFcA00JY7ksANQDUzJ0GhauCRERERERERNHO2avTkpOjQbVduzznhxJMmjFD\ny3Xq5B5su/PO/NUzXELtRZ5X+Qlct2kT+PkePYKvY+pU/z2327TxDOp+/jnwww8aYAb0c2vaNHhO\nZCuXcqdO7r27ncqXB1580X5sDaZnlfNOJ1Ovnn0/O9t321YaCLd9cdAg4Ngx4J//tOf97W/A66/b\nj3v00G1aAfOCat4c+Ne/tMf3jh2aT/6HH9zfG++c0d99B8yereUBbS+tWul71qIF0KCBzg80SCLg\nv2d3uXKefxxY3n0XWL3aN3VJw4a+ecWd3FIL+UsH5Ext0qCBlrvhBv/rLmrFigEdO0a6FhRpYQlc\ni0hTAD0B3G2M+dkY8wOA4QBuEpFgFyKdNsYcMMbsz52OhKOORERERERERLFKRINqVsoPb945dC2z\nZnn20PTu+fv99+4pGiLpP//JW3krSLhjR+BywfLsAsCbb9r3X39de0I7/f3v9v309MDpQYYM0UH5\n/vpXDcqNGAFcdJE+5+8Ph2uu0UBxsIC5059/2j1oQ3XjjRoUvfxy38D1kCFA48Z2b/N33rGX69LF\nd11WTuOKFUPbdpkywNCh9uNQBod06tdPU574C9CKAPfco9sBgAsvBDp3tp+zGOP5+ORJve3fXwfN\n8y4PaND5zz/zfuVCjx76fl97rfvzd9yhAXJnj/Bjx4D16+16WZw903v29F1XKPt5XnXpArz8cuGv\nl8hbuHpcdwaQboxZ5Zi3CIABEOz/km4isk9ENonIVBEJQxMjIiIiIiIiih1W+gR/Fi3SoJYVNPTX\na9o5UJq3t97S4GS0DdhYNmDSUU+DB2uP2jlzPAOnCQnA6NGeZf/1r+DrcwYFK1Xyfd6ZAqJixcA9\n3qdN86zD5Ml2ruZQ0y4EK/fQQ+71BHwH2XOqXRv47Tf908J7MMNGjYDNm4F//MNOY2JxC05bgdIp\nU/zX01kH77Qfzh72VnqS778HUlI8y3XqpLdz5mhPbn/pV0Ll/b6Euj5/7/fdd/tfd7Vq+n57p4H5\n9lvtae0mKUl7oXu34eeftz8z757dH38MfPZZ4Prnx9KloV1dQFRQ4Qpc1wSw3znDGJMN4M/c5/z5\nEsBtAC4H8BCASwHMFwl35hwiIiIiIiKi6PXMM/Z9t1QB3btrSoSEBGD7ds/yobJ6z1q9PFu0CJ5f\nuyi45TMGtJettwEDtHesd55e77Qgder4Dzg6OYP4VvqNcAgW9Qjlz4RXXgn8uVvvSbCcwW+84d5b\nPTFRe1+HOiBjqIPqBcqd/MUXwO7d+oeKdxqPRYuAPXvsxxUq6MCNY8eGtt1wu/pq+74VZA+mWzft\naR1McjJw0016PylJr77YskU/219/1fcBAAYOdB+A1epBThTt8hS4FpHxLoMnOqdsEWmc38oYY2YZ\nY+YZY9YbY+YCuArAhQC65XedRERERERERLHOGbjMzAxctl49/z2rA+V1rl9fb620FI0aaYCre/eQ\nq1mkBrmMiOV8fc73zPt1B0sjYrF6xI4ZY+czjkSPdLfe0t4pVIYPD9yj/pJLdD01agTeVsmSGtj/\n7LPgA//ll/M9DBQIL1PGt1eypWxZz0ETAR248ckn7SsU8jKwn78/SCw33aSpdkJ1xRWao3n7dk21\nkl8jRmjOa6dt24CZM+3HIvb+2aiRvg9unngi//UgioQAhzRXLwJ4N0iZrQDSAHhcoCAixQFUzn0u\nJMaYbSJyEEBDAN8GKjtq1ChU8Po7b9CgQRjkdiYjIiIiIiIiiiHBgmqhCpT72BoMLxpShcybpz1n\nvdNDBNKypf9cw8WL2wHS554LfZ0XXQQ89RQwalToy3j77DP/g/NZeZfLl8/7ev3lRy4s/fr59lwP\nRc2awMaNoZcPxzX2VrqSTz8NrfzgwZrLGtABETMyfMs4A8X+fPyx5gsHNLC+YkVo2w9k8uSCr8Py\n1FPAuHGFdzwhCmbmzJmY6dV4jhwJfTjDPAWujTGHABwKVk5ElgOoKCJtHXmuuwMQAD+Guj0RqQ2g\nCoC9wcpOmjQJ7byvGyEiIiIiIiKKA0lJOhhanToFW49bmpGFCz0DbNbgeJFKJ9CrF9C3r6bmCDVw\nPX06cMst/gNyzh7X1iCD/jRqBHzwAVCunK7PrZdq7drArl2h1e266/w/d9llWvdgfe4C5aeONrNm\nAT/8YD/+5RcgO9u97C23hKcOjzyin2MoaTcADehavdWdAyLm1cCBduA6msXCfkTxwa1TcWpqKtq3\nbx/S8nntcR0SY8wmEVkA4E0R+SuAkgCmAJhpjPn/HtcisgnAGGPMHBEpC2AsgM+gvbIbApgA4FcA\nC8JRTyIiIiIiIqJYMXJkwZb3l9P5yit1slStqjlzO3Ys2Pbyo0sX7bUKaEqLPn18y+zYARw/bj9u\n2xa49Vbfcv5ShQTqUb5qlQalq1YNXM+UFGBv0C52wYm4191bvXp6GyzNR6Q4/xCpWtWzp3br1r7l\n69bV2yFDPOe75WPOj8TE8AXFg/ntt8ApeaKBlQ6IKNqFJXCd62YArwJYBCAHwKcAvE+zjQBY+T2y\nAbSCDs5YEcAeaMD6CWNMVhjrSURERERERBS3+vQB5s8HLr009GW6drXvF2XvzG++sVOW+OPsdb55\ns/9grjOY6hwcL1DgOtSAXvXqdvqPP/4IXueCGjRIexBfcIHn/OLFtTdzXlJzFLZt2+yUJ6EaMAD4\n6Sff1+P9uKgUZnqchg0Lb13hsHatnc+eKNqFLXBtjDkMYHCQMsUd908B8JONioiIiIiIiIjy45FH\nNH3B4IC/0P0rypzXeQ0ABxr0rkwZDbobo724x47V+YUdiLd6D4eTiHtQd+9e4PRp7SUeKflJKeP2\nejZtKngqnLyy9p+8Bt5jWYsWka4BUeiYjp2IiIiIiIgoDllpGESA224r+IBsixcXvE75VaFC8DJu\nrAH3ypaNz7y+1apFNmhdmJo0KfoA8mOPAStXArVqFe12iSg0DFwTERERERERxaGkpMJd3wUXFDz4\nnV8bNuRvuenTgSVLCrcuFD8SEnQQUCKKTgxcExEREREREZFfzp7Kr74amTqcc44OnPjdd3lbrlw5\n4JJL9L71Oooy9QkREeVfOAdnJCIiIiIiIqIIefRRzX/csWPB1mMFekWAihULtq6KFYHDh+3Hn3wC\nZGRoKpNgQh04kYiI4gMD10RERERERERxqEqVwu0hbYzdezm/vPNMDxigt3v3AjNmFGzded02ERFF\nN6YKISIiIiIiIiK/nAHf2rWBQYPyvy5/aToeeghYvTr/6w1F+/Z6e8454d0OEREVDgauiYiIiIiI\niChkd90V6Rrkz8CBwL59QIMGka4JERGFgoFrIiIiIiIiIgpZLKfcqF490jUgIqJQMXBNRFFv5syZ\nka4CEYUZ2zlRfGMbJ4pto0cDCQlA6dL6uHVr7xKht/Fq1QqtWkRURHgep0gJW+BaRB4VkWUickJE\n/szDcuNEZI+InBSRr0WkYbjqSESxgSdJovjHdk4U39jGiWJb795AVpYGrwGgalXvEqG38cRE/3mu\niSg68TxOkRLOHtclAMwC8HqoC4jIGAD3AxgC4EIAJwAsEJGSYakhEREREREREREREUWdhHCt2Bjz\nFACIyO15WGwkgH8aY+blLnsbgH0AroEGwYmIiIiIiIiIiIgozkVNjmsROQ9ATQCLrXnGmKMAfgTQ\nOVL1IiIiIiIiIiJPvXrpbd26wPnnez7Xu7fn459/tu/XqhXeehERUfwIW4/rfKgJwEB7WDvty33O\nn1IAsHHjxjBVi4gi7ciRI0hNTY10NYgojNjOieIb2zhR/DlyRG8zM4GMjCMAUpGUBEybBrz2mmdZ\n58/1Rx4BnIcDHhqIoh/P41SYHDHcUsHKisnDqAgiMh7AmABFDIBmxphfHcvcDmCSMaZykHV3BrAU\nwDnGmH2O+R8DyDHGDPKz3M0AZoT8IoiIiIiIiIiIiIgokm4xxnwUqEBee1y/CODdIGW25nGdljQA\nAqAGPHtd1wCwKsByCwDcAmA7gFP53DYRERERERERERERhVcpAMnQmG5AeQpcG2MOATiUvzoFXfc2\nEUkD0B3AGgAQkfIAOgJ4LcByhwAEjM4TERERERERERERUVT4IZRCYRucUUTqiEhrAPUAFBeR1rlT\nWUeZTSLS37HYywD+ISJXi0hLANMB7AIwJ1z1JCIiIiIiIiIiIqLoEs7BGccBuM3x2MrifhmAJbn3\nGwGoYBUwxjwvImUATANQEcD3AHobYzLDWE8iIiIiIiIiIiIiiiJ5GpyRiIiIiIiIiIiIiCjcwpYq\nhIiIiIiIiIiIiIgoP2I+cC0i94nINhHJEJEVInJBpOtEdLYTkUtEZK6I7BaRHBHp51JmnIjsEZGT\nIvK1iDT0ej5RRF4TkYMickxEPhWR6l5lKonIDBE5IiLpIvKWM49+bpk6IvKFiJwQkTQReV5EYv7Y\nRxQpIvKIiPwkIkdFZJ+IfC4ijV3KsY0TxSgRGSoiq3Pb3hER+UFEenmVYRsnigMi8nDu9/WJXvPZ\nxolilIiMzW3XzmmDVxm2cYoJMb2ziMiNAF4CMBZAWwCrASwQkaoRrRgRlQXwC4BhAHzyEYnIGAD3\nAxgC4EIAJ6Btt6Sj2MsA+gK4HkBXAOcA+MxrVR8BaAage27ZrtAc+dZ2igGYD83n3wnA7QDugObg\nJ6L8uQTAFAAdAVwBoASAhSJS2irANk4U83YCGAOgHYD2AL4BMEdEmgFs40TxQrTT1xDo72jnfLZx\noti3DkANADVzp4utJ9jGKaYYY2J2ArACwGTHYwGwC8BDka4bJ06cdAKQA6Cf17w9AEY5HpcHkAFg\noOPxaQDXOso0yV3XhbmPm+U+buso0xPAGQA1cx/3BpAFoKqjzL0A0gEkRPq94cQpHiYAVXPb4sWO\neWzjnDjF2QTgEIA7c++zjXPiFOMTgCQAmwFcDuBbABMdz7GNc+IUwxO0c2dqgOfZxjnFzBSzPa5F\npAS0B8hia54xxgBYBKBzpOpFRIGJyHnQf3ydbfcogB9ht90O0H9lnWU2A9jhKNMJQLoxZpVj9Yug\nPbw7OsqsNcYcdJRZAKACgPML6SURne0qQtvdnwDbOFG8EZFiInITgDIAfmAbJ4obrwH4rzHmG+dM\ntnGiuNFINHXn7yLyoYjUAdjGKfbEbOAa2sOrOIB9XvP3QRshEUWnmtCTWaC2WwNAZu4J1F+ZmgD2\nO580xmRDg2fOMm7bAXicICowERHoZYRLjTFW3jy2caI4ICItROQYtMfVVGivq81gGyeKebl/RrUB\n8IjL02zjRLFvBTQlR08AQwGcB2BJbv5ptnGKKQmRrgARERHFrKkAmgPoEumKEFGh2wSgNbRX1AAA\n00Wka2SrREQFJSK1oX86X2GMyYp0fYio8BljFjgerhORnwD8AWAg9PxOFDNiucf1QQDZ0H+CnGoA\nSCv66hBRiNKg+egDtd00ACVFpHyQMt6jGhcHUNmrjNt2AB4niApERF4F0AdAN2PMXsdTbONEccAY\nc8YYs9UYs8oY8xh08LaRYBsninXtAVQDkCoiWSKSBeBSACNFJBPaG5JtnCiOGGOOAPgVQEPwPE4x\nJmYD17n/DqdARy8F8P+XLHcH8EOk6kVEgRljtkFPUs62Wx6aB8tquynQQR2cZZoAqAtgee6s5QAq\nikhbx+q7Q0/CPzrKtBSRqo4yPQAcAbABRJQvuUHr/gAuM8bscD7HNk4Ut4oBSGQbJ4p5iwC0hKYK\naZ07/QzgQwCtjTFbwTZOFFdEJAkatN7D8zjFGtHxDGOTiAwE8B40Z89PAEZBL2Vsaow5EMGqEZ3V\ncnNnNYSetFIBjIaOVv6nMWaniDwEYAw079Z2AP+EDs5wvjEmM3cdU6GjEN8J4BiAVwDkGGMucWxn\nPvRf3r8CKAngHQA/GWNuzX2+GIBV0FGTxwCoBWA6gH8ZYx4P3ztAFL9y2+YgAP2gPTcsR4wxp3LL\nsI0TxTAReRbAl9BBmMoBuAXA3wH0MMZ8wzZOFF9E5FsAq4wxo3Mfs40TxTAReQHAf6HpQc4F8BSA\nVgCaG2MOsY1TTDHGxPQEYBi0oWVA/83pEOk6ceJ0tk/Qyw1zoOl8nNM7jjJPQk9gJ6EjCzf0Wkci\ngCnQtEDHAHwCoLpXmYrQ3iFHAKQDeBNAGa8ydQDMA3AceunjBADFIv0eceIUq5Oftp0N4Davcmzj\nnDjF6ATgLQBbc79fpwFYCOByrzJs45w4xckE4BsAE73msY1z4hSjE4CZAHblnsd3APgIwHleZdjG\nOcXEFNM9romIiIiIiIiIiIgo/sRsjmsiIiIiIiIiIiIiik8MXBMRERERERERERFRVGHgmoiIiIiI\niIiIiIiiCgPXRERERERERERERBRVGLgmIiIiIiIiIiIioqjCwDURERERERERERERRRUGromIiIiI\niIiIiIgoqjBwTURERERERERERERRhYFrIiIiIiIiIiIiIooqDFwTERERERERERERUVRh4JqIiIiI\niIiIiIiIogoD10REREREREREREQUVf4PjnMGZeqdCQMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd317e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eLSdp7WnffOO//BNP+L923uP+kUeCPw/tEqlzi/kuL0155x3/6XfdpfVttzmP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\nvtw/x7mfoFRKJl2VV6RUDn7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D3H579O01tH5VsMc1ERERERFR5khWj+vTAGzTWs+zpk0G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\ntzMxMWUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2c4f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fG6cBtDx5qAOlvz+mTXOPiWi+n2bMoLrUMeTObe+NobxkrK5T8eL24V6CwM7b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\nygkTpPzsM5KZ9OWllPKHH2i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777RlEycCR47YK64zuHMMwzCZgPLlyQqLYRh7fvjBWuk8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\nsPxClgtzLOpatayzpLtRoQJZU5rvpVy54ms9wDBObNmiJUC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SBooD15IkSZIkSZKkgeLA\ntSRJkiRJkiRpoPwLLELsY2qvaNQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uXaBbN+Caa/zLsicq9KvDW2YivPBCbJoRrkeMcNKMQB/mcZ2fL2FVAOCQQ9zt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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2cbf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AoYcCDB0a/zXD3IBEtWTk+U6dOtHOefFFgGbNADY7Wjv16gEceaQWPUpicU1iZlZWtOMr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\nRUWm0Enx8r//Db/O/Plua3Q7b7rpJhydxDuWqN7BR9skJZkiLtURqMP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      "text/plain": [
       "<matplotlib.figure.Figure at 0xfae48d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m+pPClWCKJgXV/rPtKdcmuW+O/clWw69NatAg/fs53SmeQLJthifVSUQD1LY0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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d08cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x104a8128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0O69ZupSeUTi793Nd5gCaZonseVi2LPRYrGadLF9OaZnT2ZcsoX1O2i7KOVG3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfa0c160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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T77wVv/1G+8bT7V/9B/15csNppOH2TA0ZAtStay3/+ivJXfv2RddG5zuMCY5Xn+Rk4EDy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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e976a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IaZ8nXrdhHTnFxX5volRDZfr886CI+9JLAM89hwk0x47FZ8Fm5O+rDBqUnLie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lAAAG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\ncgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e7ee80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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J8sMP6rrL4s6oCypgbf6wYdpnuv0ZoP1sRYOdVqZkAjtjcNo0/ywQlyuvVMt/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\nDCZj0SKRa64RKS4WGT5cyz/4oMjGjSI9eogsXlw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itusK4JXYJ0EIIYQQQgghhBBCCCEk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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xee344e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M9rMrXHtt7q4751lcrPXzz3vvUEmJ+73MFO7zTJuW2T2eNGmSJlkuWmodIVeO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\nlP8AS5sP8kIDoKAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfad6e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+3u1GXh6NcNJH/vl962QcHRaujx/c3OeULUvxQkyGTM7nw9SGGDiQvsWXX04B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\nizSNr74iPaRhQyH+8x/7Pa1SJfnPjNc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hD1I6aZL53GhHaTEFj7PPVta/0hpals1hhGsp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\nD80Sn80YssR1RFwXEf8WETsj4tV+bHdTRLwYEbsi4sGImD5UY5RUDh4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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf86f630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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36eTJJu75583SVaJYvtzMNBo71sxMsr+Jbv32ubj00nA59r9B3Lv8+eejceec\noxPp0SM8eC28847J37t3fN5nnjHXXM75xx8H/SG5x+Oe/azMmqX1Dz9UrAxCSOFYtkzrv/893NeY\nNSs6o9r+znXtGsRLXNp/exLud+zjj028zHiTd7f9j7XxxlVMcA3g7HIBdAcAuwPoDWARgEYx6ZsB\n+APAAwB2Kxd6rwFwfEz6ggmuzzmnYvkZGKp6mD/fTF214zbZxGgu2Vp/xxxjfgjiuPtu88P6xRdG\nWySNfv1MR3LCBKMV9Pvv4TZ06mQ6Qc88Y9K3axfs23NPo8knHc8kDZratYN9d98d1iq36xNWrQoL\nN0UDZLfdwuW6AtJttvH/gNi45/6dd6JpbCHQWWdpfeCBZtpkaanWxx0X7Pv++9zqAsz1sfn44+R7\nwxV+5VKfrfVqh1tvTS5HRn2zhKzHDQTa23vuGc1ja/lUtJ649HaeV1+N5slFqCp5Djoo93bYQgU3\n+H6KbOxp31mP2dUIv/JKM2iWNb/WWv/vf8nHKR0h4emn/elc8x254M6w8AngsoS0+1+wTVFIkMEz\n1xyPL5x+erg8W1PdfcZ9175xY3/6u++OttWeeu+ep7RrK7jar0n32Bdf+Pcfc0y2umyS6ttyy3Ba\n36BY7dph8x3nnx/e7wp4tt7axNtChs8+C+eZODGcp1YtI5w85hiz/777TPxGG2U/v1nPrY+WLY32\nqi+9q41qm6fylTtkSHr9rta6aDba6WzhkC1UO/poszz33PRzcthh8eejV6/0AbWs59M1SWIHMX9k\nI9c5n9C6dVQAaQ9wZjkel6QBS1/6U06JT2sLC919l11m+jo+jXWtw9/pWrXM9ZH3V1Jw7107JJm+\n0Do6ECnh/vuTz6GEf/zDf57sNLYmr+AOFiXlT6rfDrNmhd/VErbYwuS9//748+MOBr/2WlDnPfdk\na8/mm0fjRMu3Rw+zveuu0XLsZ91+XmwzMfa/iV2+zOj47rtgVoYEd8ZWnz7h/WLGxacFbqe7/PJw\nOXbfwJ254Z4nW7PenlW0dm1YcWTSpGgbpkyJ9o20Nko/J52k9c47G2Ukd9B99myz7NbNpN9nn3D+\nkSPNIHyuyCwooaQkMPlSVma+YUmKHeuSxYuzKRvlwv33h02+XHNN2OzCsGHx7zZS9fn9d2MyK1dF\nI5uystwUwipKvXrmmTzwwCBOnnV7dtqRR0bfI+6AbxwzZ5r3XEmJ6cva+BR+ZPZry5bhsqdPD6er\naoLrMQAmQdADAAAgAElEQVQetbYVgFkAro9Jfz+Ar524gQAGx6Sn4JqBoUhBXkarVhmB8yabaN25\nczTdzJlaH3+80YSWF73YK95yS5Omfv0gvdtRv/LK4AdW66jtUAk+8xT2h8HdJ1p0riaN1uEOqnSw\nliwx25tuGn4h21odEv797+hLXWu/yQsJrsaoL81xxxnNX9+18BGnJeQKneI0UyW0aGHOZZomrvuj\nDPgFWIDW//xnfDlJP/hx96Jw++3B1FdfEIGKT6Bx551Buq++CueLs1MoAijRdslyXWS//DjYIRcz\nPfmcH2HRIrPv+eeNACzp/hDWrDH34MYbB2nXrDEj+WnHfM01QRpbM9XVmk2y3fvCC8nH6f6AynRm\nNyRNz0/jxRej5/bHH3O7X4GwNkMSvryjRpl9aYJ8wFwbG/en3Q2u4Pqvfw32yb0OaH3GGdG2DhsW\n7PcJd7NgP4NxQYQocYNivralcd55Qf6DDgo/mzvtFE4r2ul2aNzYDPAKp59uBHfybj3ttGCfLXyw\nBV/yPZRg+zCQQYonngincd8hO+5o+qs+2/zu9+CSS0y8HZckpG3e3Ny3AwZEr+nUqcnXzNbA+/RT\nYyc96V0VN7vCTffaa+n3y4cfxh+TffxxA7gyaO5DvnlPPmm2x40Lm6+xmTUrvo2iPe1rV77BNmPj\nBtd2sK9eF9FUlWC/G3zpk9r29tsmjczys4PdB/ThXvOk770dbDMhbnj88fjzkXQsL7yQnD7JFrhv\n4NE107DHHvH53XbZg95J5+GTT6ImSOyyffG1apl9bv/73XdNvG8gfMkSf3tuvTU6ECCCaFcz3z5e\nW6Derl0Qf8klQby8T10Tbm++GX9sW29tZsCUlZm2xZ0Xu6/iO67LLw/8HBx7rNZ/+Uuwz54a75qR\ncc/rcceZuAsvDOJES91+byZd67IyrevWTb4PZFC6detoOfYg1apVgabmDz8E16q01LwDHn7YKND0\n7Ru+fg8+aN6Lsr1wYdhEVBbTNH36hP+nRo0y9c2dG/TjVq2KH3iy/U4sWBD1h7L77uFzWVYWFbql\nsWyZEfKvWhX8J/quj6Rxn9cRI6LC86VLg2/x3LnZTFbVVNasMef18cejduRd7HfOqlVm8NfnA2fs\n2OD8L1liZl3Z9OplZn8IH3xg+ohax7+Lc0Hy+3w6lJYaXy5pCmNr1kRn2k2caAZA7fteayPviLsv\nTz01GmendWf0urz2WlgJSd579uCiz1ePzDZxy5YZ8BKqjOAawIbl2tKnO/HPARgUk+cjAI84cRcA\nWByTnoJrBoYihX//u2L5mzbNlq5z50CwPX26eaH70h1+eDTupJPMi9AnUAXMi9/WbAZMelvrT2xC\n2x2wQYNMp0LMlgDhad7SqXbNeKQdq8/Gkx3EPrMb4hwuiYNDN9hTrbX2a/4CgRDJHoVNwmfvWet4\nIUTcFGnfdOqk4DvH9eqZTqk4HHTz3HhjtF65h+Sn2jYJ0K6d+fi6ThSbNjXmZ7SO/tjHIfsXL462\n6/334/OJwCvODMrtt2v9pz9F433afHJNhg6NPgOA386oK8wfMMDE2z9YgN/BkP0DbmuSuuYRADMC\n79PIidOgtvP9+muQvnNn88NtO7gCop3UXDjtNP81zuV+PfxwrS+4IFt9kmf48LAmgtbGdFFaXa7N\nz8ceS07/zTdhTRL7fbt6dbxQTmvT2Zd9xx4bLtfWIkti553Tj0meN5lWLkG09f7yl2x12dhCvpNO\nCmuZuIJr27Fl3LuoVSvzo2MLKwU7fYcOwQ+qCK5HjIjmkWPt0ME857LfnmUU1xbBfc7t2Tqiie/T\nAiopCUxw3Htv+H0ufP118jWzf8yT0mVJs/XWgbZOFsE1kCyQt+v25U2aui9CM1eA2a1b9L4RG9Ot\nWkVtuO+8c7Rs331ma+6mBZ89ezusWBF8G+Q9HKcZrHUg1Nt992CQxi7PdbSZVLd8O6QfePnlUU0r\nCeLcUBCTJ927Zz8XaSHN2ambXvqD0se0sYVT7qAwELxfRfBvmwNx+3IXXBCeEbDXXoHZD7e/ZX8z\nk441aYadr09iX183TmZVur5UADPALc+dHW+bApQgg7G+epPi3X277GLiXFNN996bfl5klkaWNmgd\nrxjizj4BTF+8rMxce7dtS5YYRQ7ZvvJKvxksd1aBHKuvDa6/hLSQZi4QCOz+A/mZT40b4L/oInNu\n5HkQbXv7GGyBtx1sJZdu3YLvlz375vnnw8o58+YFz5nEPflk4FgYCGbabLCB2S4rM89dmzZmYO2X\nXwIH85KnZ8+weaLvv4+aTLO/1/JvKdvyrBxwgNmWQZgGDcL3u8w8sAX/06cHglipc8cdg/3Sfnu/\nvFcHDzYDEmvWBGkGDQr346Xv/9pr5rr8+9/hfxWfUtOQIeF+34IFJs42dWdTVmZmGMoMALGB717z\n++8PBKW2qQs7TVmZ+f6692tZWSCIFfOPkmbWLHMO7D6ozM6UbVdz2O5X2O8DrYMBqn79zH+ja5IH\n8Pu6scsX3O+C2w63XCC+z6W1EebbcXPm+GcVaR1VGLJnrNo+O3xBsGeJu/vd8+kqZ3z+edURXG8D\noAxASyf+fgCfxeT5HkA3J+4kAGsB1PWkp+CagaGah912M9rcsm1rZ2cJ330X3+kBgg6jaEOPHBme\nkjxlSvTl6gt2mmbNzFQiIPigu4L+Pn2iU92HDg1e9M2bp9cpQkpXUNOpk9aHHBJMNR4wwHw0RZO8\nV69werHx+dBDYVMtInSxTVEk4U4psh14+TSvf/zRX46brm9fc0y+c9CgQZDP1pSvV89ofAiuluSV\nV8bX6wo5xC637xw0aBD+6bWdQvqQzsXZZ5vtJ58MC7fq1/fn850XN5SVmc6krRnra4sdL9Ng58wx\nHXH3vGsdxNsCM7tMd2DA1i4V5Hlw+eEH/7Fcdlk0rW/atC+IqZ5LLgmmxtn7pcM6cWLu0/1EGDRz\nphFECb17R+2aAlGb0httZLRxbS2HefP8turdjrC7bdvmdYXYMgNABtGko+uaH3BnjIgZGNcOqZAk\nuBaboXHBx5o1RrNYBCDuPfbuu4GN0UMOCZcl51sEDlobEx1HHRWtp2nTZBNXYnMaCDRrbPvi9jsh\nyzHus495Z9k/XnH5W7QIX1uf810RZrvfI3tA1fc+sJF78fXXo8cv94s98CPYMxfExqHbPhEm/vOf\nfi3R//7XL8SyBzuaN4+eI9EcF804O/z8czBYkRYuvdSvreUK4X0Df+LYz4e0y/XFcf/9WjdsGI4T\nM2cffmjOhf0s7rFHtGzREG7ZMjAZ9OKLybaa00KzZsG6TNG1tbGSntfevU28LaSw09vf2zjTGhJE\nU0ychYrpkCzvDtFiTtJgTwo+UxjybvDd/3a7bKfHcedJZkHceqt/9pgr8LIHX9x7rW3b6OyEI47w\nH9eJJ/qvixtsW+ducAcD08Luu5v64mZCygyyLGXFzbRr08YfL4I73z6f+Z+s7cgSHn00/t27337+\neNcO+6abmmX79sEAR6NGubUjrv9UE0KdOvnle+qpymmvPfggwX637rOP1jvsEGx36hS2fQ+YQXl7\n235Wjz463DcAogpbPh8mtua/1CvrPkUGW1P/zjvjTbIB8ebq7G/U2Wf7Fc6kX+EbBIlTUPOFunWj\nWrpJ7zg7uCaTfO+/998P1t0BeunzZpkp+OCD8T5yzj7bnMs0WaM9u8QOp58e1Wo+/njzTrX7WIDp\ne2y3XbQM32wTrc0Mh/r1g9kU9ndeBlXigtC1q3+/b/Dv7rvNe/D11812v34UXOcV4j7KDAwMNSP4\npihmDfIij9MW9DksHD482lG3HcvssYfRcLC1AOwgo/ISbNy0vn133x3YNL/qKtNJdNMsXhw9piT7\nxyKcPuoo00FzEa0HGfEeOtQIr+Ps/4kwRQR7U6eG7Sief74xIyO4Wia2Zq1rY9k2V6F1VCiY5XyK\nkP+EE8LpRTjg0/KTY3Lz2B2oYcNMB9W1fZ50D9rnwdcZiCvHNU3iyyeagkll2pplojFhc9ddUVvB\nWifbFXenTXfpEphPkHP/5pvGkZKdTzQCdtzR2EqX9KtWad2kibnfZYAhTdPORTpVcbgaCFobLRux\nQ7znnkbwcuihZp/YNW7cOFqWCD07dw7iWrcOBBT2zASffX9729fhvfTSqPabaB7/5z9+m54dOwZx\n7nTEnj0DW3oSbO0JH65G0h13hMuwbWzaPw1aB5qKq1cHmlaXXGIG2lyS2mDvB4xgSBBhowib7Cnx\nImS3Zw/JoMn22xthmO+94rvXbQ0YW2NTEOGWCGtcXxC+4Dovlh9Fn+Ms0eJ64YWw4zytwwOX8k59\n4AHj6FeQb8mcOYHQqHnzsGmrPn2ig8giuJTgCvXkHbpmjRlkswdavvsurAUoQTStbJutgLGtC4TN\nqMjz+re/mW2fU1Eg6rRUOOQQv2BbhCe2+Qaxey7Tg+++O/59qrV5V1x9ddCuM88MhO+2MNNnos0O\nF1wQvgYvvZR+79jXQrjzTjPAY2P3m2wzaiLktoNSYQfgWpt3se1vIq4tNhLnmqdYs8Z8Z2yB9sqV\n0QHFq6/229KXGVNiVsJXp41rE1gQx4Iys801USLPpcxi0Dps893m+OOzm0KRvGlme3xmzSoS3Otm\nf2sGD/ab8fMFnzAlLSQN4sg3VrbjTEtVVijkjAEGBobqHeL8zxQ6+By+A/7ZXHafWwb5n3vO73vH\nF9Kc2S9aZGY12AJ7+X+WPlTr1lVHcL0OTYW00sBpThiQ04U+66x1c0MxMDAUP5x6ajTulVfyL69/\nf9NBdqffJIWxY4OfE7tD/eSTgbCjc2f/1E0RGNlxNm76pH0SxGGOnaakJPrzD4S9zNt8+63Z75rT\ncPFNpRRsAbPWUeHvmjVGmF9aaoTY4lBI66j2gthfzHJePv3UH+/LJzbT5HhdB03SAfFp+Ild4ocf\nTq/Hvre0jneU52v3zz+HzVpMmmQE+3vuGc7jahy7P/T33OPXJHFNUNjtt239CjffbIR5PiZNMvaA\n3QGe0aON8OS008wP6sUXB9rSSecuTmCodaDJIVMfZTp/aWm6w6CkwY249gjSWfzkk0Cw5tqrd+91\nEcDY93GHDoFgVfJddJFp/wcfhIVNdhvc6/fUUyaPT0scMBpl8l4S0xxam+fv8cdNfJMm4fbeeGNY\no1PqFm17EdTZ03R9ZoHsKZ62VrvWgbmkNWvMPWgPuGltBO8tWhiBicxgsbWC4rA1bW2bmmKWRwZD\nbMGmaLt17hwMAMybFwxIijBUHM0Kxx5rNFhsAb2UdeSR0es1a1Yw2Cea+XHT1O1gO+Kxr4MP1wyQ\n4JY5Y4aJFzNUzZub96C8I9w8tnmSLbYI72vePNAkt78zM2eaAdPrrou2055xNWZM1JkQENjTtwW2\nbigtDQSMQHgQRuJsW7Su2Q+5Bg0aBGYIbGSQ1p5V5N6v7oCby7bbxjtxlfN97rlav/xyuAx3sNme\nEdO2bbpZl7g2tW/v1wy308v0cXt6sW0L207vrmsdaFn52nHVVdE40VB0ndAC4cHAHXcM8slMMLcO\n2/G3PfhqO/+LO26tzbtqzpzgGysOWe3BPvs8xT1rglw3V1PXDTIoKnnlh9+eoWIHn8Z5rsGeWeYO\nRj34YLYy9tor6EMVI4iT3gsuMH0P28dMklmQdRXSTPkwVI9QESe6hQpffhnejnN+XKjgzozLxYRV\nMYOrsZ7rDIZChH33TU8zdGjyrKQ486Zu8A1+ZR0oBNJ9idjBtt8eF4YNM8cmmvyuk27A/J/JzAD5\ntgb+egZokdOeeqrIa1vpKiG41lrHOWf8BcB1MenvAzDRiRuwLpwz2s6nGBgYqnbwafvYwWfTuV+/\n/OuzBUuugy03iH07FzuN/SPgE1CIsNG1R1lWZrQo7bQXXxxfjx1soaJdZsOG/vQ+xG5nmjMsn5at\n2JWWkVxXs8uHaPnJ1GW3k+JO3046BvtHxsV1yCeDDjJl19XQEvtrr7wSLUvsQftMQ/jOs/xkx03J\nS7om9s/lp5/6r6WPLPe8/JTbiC3pc84xU/htobjrad6HCPjsNosmsQhq4uwXu+2zndbZyPRcWyvM\nnvngc9xYVmYEpXaHMI3ttzemTQSxz+3T9HOfAWHChPD9prUR3rRoET7mONq1C8wvxF13n4NQIDyF\n1L3W9qwHewaGaDuLqSVx8un+2G2/ffJ52Gcfc+/4HNdImubNjdava47hhhvCQiqtwwNlMjjw0Udh\nswC77240cbt3D2v6yz0tU0JFIPnWW2a/OIUSIefUqUYTGAhsTD76qJnOOmWKeVftu6+x6eu+q+rX\nN+8/rYP7FAhrXPrORdZ3QtL94k6ZXbs2OA5feXFaoG67kn7AhJKSsHKIaLD7BMJ2fnt2g61FKu+M\nW2+Ndw7sOs2zB41kirprc9nVQBbtYTG3ZCM2Y23nqPffHziF1joQMMpgmvtN+NOfjHDLh5j0adQo\nPD1cazO4INt33x3uQ4waFZ19JME3NV9IGrRzr7HWRrMbCAtV3fvDXRd8bfOZkdA6GKx2nSt++GH4\n/WHnGz3axLVuHXY0HHfsIni2r51bpu2wVAYkRNtebEPbswts03GCDPrtvXd0IOm776L+FSTEmc+7\n/XYzuBh3fHZwfc7ccINZ/vnP0dl9vufcDrZ9YTv06hU2NdWsmSnHnXWRFnymUu67z39+fO084wwz\nABnnKyQp+Oywjx8fHvSwg09wA5iBbNcu+FVXRZUTcjWNmFUTMt/g3pe5ti8u2LMSbHu4SgUzE9LC\nMceE+8muz5m44N5/114brC9dGnVO5/6/LFwYNhtz7bXRwRzbrvmQIVEb5mPHBn5B+vUL25OXwU95\np7ZrZ74V48eb9/v06Wa/vMtGjDDb9v3922+mXyPt6tzZzOKqU0fr224z34zffzeCxN13N30VuT/7\n9DEKDtOnm2uz5ZbmnS8DQbb5JK3NOZs4Mfheyj3ToUOQRr59335r+j4TJ5rBzrVrgzZ26BA/I7NP\nn+h35+mno+nnzo2aQATCM5lfein8zQSSv0WAORc+nzvSV1692rSlrMz0Z+33gDi61dqYYXHfA/Lf\nOnGieZeuWBHM1gICRRXBdrj+r3+ZOPeefe89/yCh1lGzpB06BGXKIPhbb8X35X74wfyLi812raPn\nU4L0l8WsiShvDBoUHVANzn8V0bjWWgPAWQBWAOgAYHcAvQEsBLBl+f57ATxvpW8GYFm5OZHdAFwB\nYDWA42LKp41rBoZKCLYGEGA+rq+/bjR9/vjDaAYuXx5M891yy6iDt6Tw/PPBT6NryP+ss8wLz+ec\nRDoGWkftPtk/HoDfkYgIJBs3Nj9FYrdJHMtoHfau6wbRILU9HwunnBJN/9FHZp870imsXBloj69e\nHZ2SCpgOvY3PUaFb7jvvBA6pkq6DnGdpuwj/45xv2LhlXXlleOpvmta21sGPyrPP+suUDp1gC4Ps\n49U6sFHmcxjpDh6MHBnuFMt1EuTn5u23w1rXtkZ4lnNiB5/Wsx3inN+JQMd1UJjUDlszKS74nLhp\nHdUO+/bbqG3iONw6Dj880O6V0KZNtrzyPL/2Wjidr/Nma3uKfWObM84w+2yTKblSVhZo7cbZxrSF\nXFoHWjMzZwZxvmsTR7dupuPpe5fZpF3rV18Np7eFgSI4FiG7z+SJqwWTFmxTHS52ujvuCNvR19qv\nlWnbAZWZB/Z+EUq7P2D2cbnOZZ55JpzO1soUm5Bit9f9tgBRm83y7hRTHLYgSRxEudfNHoAVQdgz\nz5gfoSOPND87NvvvH3+/uLNgzj03+X3h0+oRrWSxty52g33lvPRSuH6fKRuf4Nq2JXn66cE9Z5tH\nEK1dMbPhq9+dLmvTqpWJmzMnMC8CBANGgmh0+75V8s2wn2kpS1i71twjcn9In+TMM4Mf8Kee8l8v\n+RmXQeJOncwPvyBtFtM1t95q7mV3/157mW9Ehw7+H1Ppq9h9EB+yr2lTsy02R90BV63D2nq77GKe\nWV9ZdvA5qxNmz052vumW6XLbbcn3umz/9ls4X5ywEvCbk4qbNi24MxLcNHGzLOIc8S1aFB58chU2\nHnssMINpO5UDjObcRx+Z6+faTpUBSbe+E08M3nk+Z1xyL4rQSvw8ZBWuS/AJovr3jzqPPPZYU75r\nX7V9++Cc++y6JgXfNRg/Pl5zXGu/3XwxPWTH3XBD1IHuPfdEhVDiBNWOW7vWXC/3Ga5d298u30xK\nIKwtb3+jhg0z51Gun3xLvv7axA0b5i+vSRPz3MhsH8D8L/TqZQY/R44MbP6//nrwXZXn/eWXw8+Q\nfX5kgNI2/aS1EVY+/3zwzNjP7cqV5rmQPtjTT4cdU0qeTTcNZl6tWmWE22++ad4VWpsBxX33DQRx\n9n3h8+Vga0SLQseUKaYdcUyeHO/A3seaNX6lobR3Y0XIWvb8+cHznytTpxrFojffNApN9szIsWPN\ns/Tpp0GcPYtQmDvX3HO2osU334QHo/v3NwMltiNEGYQTn0gtWoT/qXv3NulfecUoKCQhsooPPoju\nkxnfST6Opk+POirW2lz3vfc25jltZaHGjc1AljyjWodtUouQXQbBJSxZEh54sQds7f/Q5s2jMyLt\nNrnvAvc/wt731lvm/SXbxx9vp6lCgmutNcqFzzMArATwGYCDrH19AYxw0rcCML48/Q8Azk8ou2CC\nawaGmh7q1Ik6EGzZ0nQgtDY/B089FXSEn3/ejKReeWXwY/3554EQt6TECLe+/97/YvMxfrx5uU2f\nHp5G+9hjphN6yinmZ9wW/NojrOKAULBtHcporG1zUvbdd19YGHPuuWZ/p05Gg3DVKvPRkZexaFjJ\nlGRxZKZ1uAPz/vvhH+0kfN6TpVOkdTD11p3+7XOEZYfJk6N1xY2G+kgqO87Oqmv7NqlcW0N9++2D\n9SxO8+Tn6OGHjRPPtHYsXWoE8jK4INqN9r0Wx9ChgcOPQYPC9bidN/cH9ZVX/FppLttum9szK6P6\n9v3nIlrXYrvYDm6HXygrS7ZN5tMWF9LscSYhaeIckCSVIYI2EQ6JgxmfUCmp7GuuMT9PAweaa5bF\nvneu2GWKXfsddzQDeePHB04xRZi5fHmQ152Sud9+8fXcdpu5p1xzINdfn/18AEaw5mLvHzPG/7Mg\nJNkx9wXbyZiLz6RT0rGsXRsWyowfHxYK23lspzOCCL1dTTjXrIwIuO0gjhR9Goh77RUVFgGBJrdv\n+rHP6eS8eYH5Dpu2bc2PxV13GSHxppuad23cjAXbrrYbRGDh4qYT7WARIstPYpbnx2cSK86ZpqvN\nJgMdK1eaZ1ZMYYgTytWro0ItW2tTNHAFGWgpKTE/3LaDrUceMd/qMWMCp71ffZV8fjp2TNZYtmcw\nSJBBTttPQy4MGhT14+Brm2vjX+LlG3nhhUawLQO1w4cnlyd9J9s0lEyJvuMOs+0OLrmzwkaOjAqq\nbR8K+byDbQeILkn+Tezvpv0e1trca66d8rT2uWnEZr3WYVvydrAH5+Lq8cVLv2To0EDAYO8fOTKY\n6eA6Q7MHQdyZF6LtZ2sBAoFAW3DNQAnSt5CZam671641wsQ5c8yzu3q1OU9NmgQCKntW5S23mGMV\nxYfttzfvAOmnuAOHixYFbVm+PKz8cvvtZtDh5ptNfz+Lc12foBIIBHVr1wb+GCRI394W8Bx2mIkT\npRwgmP3jc9hr9yltHnvMPLfDhpl/oA4dgplCvvbaz5owYYJJN25c+J8pCbE3vvPOgRNCySvn8d13\nszvEjutnlpYG9+Azz8QrUSSxdKm5f+UfYdWq7McZR0lJ+F9g9Wrz7CxcGFznG26oWB0knbIy853y\nzZ7Mh0mTwv/ixcL16VMMysrM99ju87gmS7SODlbmg++bEbdfZCrud9EoIVQxwXUxAwXXDAzJ4a67\nAttComErnSHXfmllINoCacjxJO1zfzq0NtNnxowJOhvLl0ed1SUxY4bpILodLKlzyJBAE09+opNw\nTTnYyI/9TTeF49O8J9s/Rja25+gs5y/OXqIvZBmFX7LEHFOcFlEWxFu2O+CSVkaSE4wk4sx1+LD3\nH3hgeNunlap12LRHlpCFOGdj3bun582n3qT22g4kfciPu2syxA4bbODPK5rlrgBMtJOytrGQ5z4O\n20yGmAFxyx8xIvjZtTt9rtf4uMEHrY3G6hZbmB9XO49twznL+fD9GMbZu7OnQeZShx1czXOXM88M\nD9jZuEIK24kdENWStNsmQjebOOdfLq59fSAwVeCbXm47SLTjRTDj8wMgGopZiPPL0rZtfB6l/Hl8\ng59aR2fvyICLi1veCy/404mWrgTR3kwr02dSxtaa0jp+8MTHmjVG4COkmWmK+95lfXe4WpZAIEz1\n+QsoBFKPO8NE4uPO18cf+8v79lsjsBIfBJddZgZnfPicSfrYbLNAI9i2ew/43+tpPPywEci7LFhg\ntPeTzIbEXWd3EDvtmJLSuMJNCbbGqMRttZX/HSbBNaHkq1/roA91xhnm+MQsiH1+bUUH2/yaK/Bw\nNSpdc0hx2Jrmrq3yOOz7M01wOXhw9uvim+GwYEG4Dknbr1+47592nHYa+16SuAYNgriSkmCGlmDP\nvMqlTq3NAL6b9rPPgsHVQvHyy+ZclZaG36GEkKrLxx+H3w92f3bLLfMr87zzTH7XB5Rgv5Pl/Srm\nV8LpKLhmYGAoD/PnB9MMxS6W1kZL2udYrqpy443mR8mH6xhrXSDnN05oHIetFWYLNoQvv4xqBbg/\nvQcfHDgwA+K1G0RwLYKeXXf1pxNTDUne292QK27+Aw7Ilk80pZPsrfqIs2eeZbAmaz1J58d22JVL\nPiCs4ZUFdxqxaI7mohWfy/VNctIi0zfjkCn+PocjEtKEmm67bbtraceVS6gIohl25JHB8+mro3fv\nqCDYNfkS5yhV68AUkxtcExLvvmtmh7jmk4B453Bumzt1Msu4qY6FPL/u7AEb29GtL9j2ryWvrIv2\nuzMrm58AAB/vSURBVE3a9P6kY/QJJyTYgxF2vD2t081jm3pII8lhVBxx6cUZbVoe0ahNSnPQQfFl\nlZQEQs2TTko+vrh7OUuefJ7jfO5VX1rXTnJa+a65q0LRrZsp3xVE+54LOyRpJcpsF3tgzoc7jThO\no1/rsPkwO7hCvUIhZoOyXuc4HwE+Z55aB2YyAP8Ajm8Q3mbKFGNCy34vae0fOPNha0FrbUxvAcHg\nj2hR2wLNuOs5ZUoQ7/tOyHv6iiviB7+01nrrrYNyfOaa4sj6DIvvlaT0MgsnizZwXDlHHhlVLHER\nIb2vvB12SK87a1tcSkvNua1O/3WEkHXHpEmB2U2tg3eLb8AsC/PnBz42fIgT47T3V8OGFFynhqOO\nyp6WgaE6B3vKXE1l6dJ1P/J/773m/GadEie4tlez4P4ECqNHJ//cSfqJE0170zTNy8qMRtzs2YEW\nlB1EAyhN4JDUFgmu/dM4fHZWx4wx5mZsm2e+Y4l7JnJta1yepOcuCZnx8Nhj5gcVCE9rF43bjTdO\nb6vWUc25XDTVfG3ffPPkPCUlxuHGrrtG8yaZGBEmTjSaW757LGsZdnqfNpav3EMOMbYv096Z558f\nHuQrFL66HnvMDDDZuN7jkwRbccdw+eX+9LadYAk+O8OCPUNEBpFatUpui8/epxvSBpDEcZjveUqb\ngeLaU7U12F1b9VrnNiPEFmK5fgwkvk+fqPkHu1zbBIlbZ5xJCh9JDs/iiEufZJvSdmrr03zW2gy2\niCPdnXfOfgxJiCa9a2s8iXfeMTZAjz8+27vYJskkVxy+tD77lnFpATMwXQyWLjVmzNw+ysiRgbma\nXI5V68CRk20CJw7bTnGSMNz3/BVLC13w+TSK00y1j+OOO4L387ff+tPb32PXZrbWUbNOSedw3Dhj\nn1TIkk/6TDKILDOVZCr8iBFm2x7YlpkVnTtHy0u6HosWmVmdaf3gRx815Wy0kX9KeRxZn2FbmzAu\n/aJF2QdDxHRQPkyZYr4BNuJEL21g30f//rkNaBJCSBZy7SPlW36STxuttX7nHQquI8F12CWOWYCw\nbTsGhpoW1gfB9fqAXM/33889T76jqbYnZNs+opicyYWvvw5rDGV1+OFqY+Xy02PbP7dDGm561/ml\nsHSp3+lQPogTGjk3U6fmpnGWb/12Ppn2JVPB01i+3PxYi23UrIMRNitWaN2smZk+1qNHdiGVaJGd\ncop/v5iKEW/ncl59WmuAmb58221Gg7lYHHlktN6OHY2g18Y1O5Ek2HKdQIrT3DjzImLP2daAE7vF\nPmynZjLQ4HM8q3WQbsWKsC37/fYzx2RPZT755KQzZfJIWqXC+2xHS3awp9bHhTjcdOKgycUeRIwr\nw8eqVWa2gTsT4667zOyQOnVMXp+gK44VK/xmDJLsPuZ6XnJBNEQPOaQw5Ymd688+yz2vCMpyOTbf\njKOk2Qham/fLmWeGnZPGzcIaNcrsF4ePhTz3+SJONrO2Rwbs//rXbOkPOMA4lE5jXZ8P19773/4W\nn9YWrGe1kSvpfYOw4jcln2P+7rvwfVpIxozJ37lasbjnnsDBWBpyTuLMtOXCnDm5+e4hhJDqxksv\nad2zZ/HKl3fyLbckpxs/noLrSLC9bL7/fliDxPYozsBQ0wKpGZxxRu6CQbkH8nFsIixbFvysSXkd\nOuRf3sMP5zY12tXGyof33w/yH3dcenoR4PbubYR0aUJ2W4Mq33Od5NgrC6IJGqftF8fbbwfe4Dt2\nDDxoV3XErrzP3I4gmq3PPRfWEha761qb5c8/5z5zIh9ce8GAEey4Gu6uAC1JWGI7dAICm6RXXOFP\nL3ar33gjsAWd5Exo7dqw9rPrONbmm28Cj+iS3hVaSXyc2SdBnAEDZmDDxX6eZd3Wotx3X60vvTT7\n91D233JL+P5ISusyZkygyZoPrjPIrJSVmevauHG6/Vhp+/z5ZhCwbdvsMzuy8NRTWk+bVrjy8j0n\n/fvn/z7N53tj28iOQ57Vyy4L0jZtmnv7Co3MkOjfP322jnynxDzbyy8Xpg2V0Wd98cVAG9nn4Nfm\nySdz03oVnxc+bHvSJSV+3yxpsH8fZfDg5Fl4hBBC1h3ynfL5nbCh4DolfPFFWPPJdhrBwFDTAll/\nES3pXLSUk9h3X1Nejx6FKS8rhbiff//dOCktBitWGLthWbXI43j55dwchxYK8S7tOvEihWfFCqNV\nLvfziSf6NcR69852z48fH6S78MJ0wbWNaICmTcsfNiyoI85MiMv8+Vofe2x0QODXX415nLSBgh12\nCOr0Ta++806jLWo7W3v4YSPkBoxA2x6wArR+7bX4+iRNnJMZm+23z3Z+qyLrS79AzDE9/HDueVu0\nyO88vfiiue/jkMHFTz+tWn202bOTnw0Xu+2Fsqd78MGmvMMOK0x5VRkxJVK7dv5lAIXRLCaEEEKK\nQZ8+5luVNpMnF8F1LayH1KoFfPJJZbeCEEKKS79+wIsvArVrF6a84483y003LUx565I//Qk4//zi\nlF2vHnDhhYBSFSvn738HttqqMG3KhTVrzHKjjdZ93esb9eoBF10E/O9/Znv5cqBOnWi6Sy7JVt6q\nVcH62Wfn1hapt6QkOd3y5cF6/frZym7UCBg+3PS3bJo0AT79NBrv8uKLZtmmDdChQ3T/LbcAnToB\nHTsGcVddBWy+uVnfbDPgqKPCeY44Ir4+eTe0bp3cLgD4+WegV6/0dKTyqF3biFavuSb3vJMn51fn\n2Web+z6Oxo1Nmw4/HDjuuPzqKAaNGwNnnplf3k02KUwbDjrILPv2LUx5VRl5961dm38ZgwcDQ4YU\npj2EEEJIobn4YtPn2XDDwpVZIwXXG2yQvN/9YaqosCEr//znuqmHEEIAYIstchdmJSEC8OoouCbx\n7L8/cPfdQI8eld2S9YdWrczy008r1qlr0iRYLy01QigAOPTQ9LxNm5qlCI3i2G67YD2r4LqibLml\nWaYNptxxR7C+wQZGYA0Ar7wSHRBIKut//zMd7AMPzL2tpOZR7EG8ww4zy8cfL249xaBr12C9UP9P\n99wD3HsvsOuuhSmvOnD66fnnPekkYL/9CtcWQgghpKpTIwXX22yTvL/QgutTT82W7okngvV69SpW\nZyHYe+/KbkHlc9ttld0CQqoPkyaZpa3luS659trKqbemU6sWcNNNRiudrBvq1jXLsjJg2rT8y2nW\nLFgvKTFC5nnzss0uaNLEpPVpNNvYgu1XX82rmTnTtCnwl78At9+enG7LLY1WR79+Znv4cLM85pho\n366QWh/VlQEDgKuvruxWVH0WLAD++KN45XfvbjS7L7+8eHUUC/nHKuSsg4YNgRtuWHeKRJXN4sVm\ncI0QQggh2Sia4FoptZlSqr9SaqlSarFS6mmlVKKujlKqr1KqzAmDc607rVNeaMH1229nS2drgr/5\nZrY8hZri70M0mtZnLr20sltASPVhcPnbeOLEyqn/oYcqp15CCo3PPIiPM87IXqaYfMnl277lllVT\nWFSnDjB0KLDbbulp+/QBzjsvHOduAxRcA0C7dpxZkYX69Ys/u6BFi+KWX2ySzKKQZBo2zP4NIIQQ\nQkhxNa4HANgDQGsApwBoBaB3hnxDAGwNoHF5aJdrxWnCXnd/rj9thZielbXD57a1InVzen+UqvjD\nTkhV5bPPzDIfu6EVJc0mLiHVCVtoEdcfKC0FBg3KXuYJJ1SsTVmo6oNHV15pljJ7QDSwTziBgmtC\nCoEI9Atl35oQQgghJI2iiAKUUrsDOAHAP7TW47TWowF0BnCOUqpxSvYSrfV8rfW88rA09/qT96fZ\nwK5o+VmwhTA77ZQtXZa6kwTirmOiPfZILksYOzZbuhtuyJauqvDWW4E90HXBLrtUvAyxi0pIZXDo\nocYObJo5pkIzdCjw3Xfrtk5CioktuF6wwJ+mdu3c+hsNG1asTUncfLNZVvXBXnEkKUI1sVl9+OGV\n0x5CahoXXWRmOZx4YmW3hBBCCCHrC8XSYTsMwGKt9ZdW3AcANICWKXmPUUrNVUp9p5R6XCm1eS4V\nDx2ansYVXOeqyVdowXWSQKZ2bWDPPYPt9u2jaR58MFjffvv4smx7dGeeaTqfWUhz3CTsu2+2dMXi\ngguypRO71qedlnsdX3+de57Ny+/gceNyz+vy0UcVL4OQ6sZf/lKYgR9Cqgp16gTfBLF3nS8nn1z8\nGVXVxSdG375muWiRWTZoAHz/fSB4J4RUjA03NHblOQuKEEIIIeuKYnU7GgOYZ0dordcCWFS+L44h\nADoAOBbA9QCOBjBYqeyi4iyewNNMiRx1VNba0okry+7wJU1f3WCDQPAJmCn6WofT2Da9b701viz7\n53j33ePTFYI//QnYYotw3CmnpOf76qv863S1p13bmDJgcfvt0XOYlXwEDFJXoQQLSYMThBBCqgdi\n+qu0tGLlvPsusDTnuWn5UdU1rv/zH7M85pggbtddi+svhBBCCCGEEFI8chJcK6Xu9ThPtMNapdSu\n+TZGa/2y1vodrfU3Wuu3AJwK4BAAx2Qto1Yt/4/VDjsE69ttl1zGqFHB+mabRfen/bhtvbW/LJus\nmgpZbDLa7TnppPC+Cy/0p7O3XQFzLthOJu0fQ6WAN94wzmfOP99fvw9ba/uKK3JrSzvHGrp77uJM\nxDz7bG715MrLL8cfy5FHmh/sI44A2rTJVt5PPxWsaYQQQioJ+WZWh8FI+X5XdTvRnTubweKmTSu7\nJYQQQgghhJBCkKu154cA9E1JMx3AHABb2ZFKqdoANi/flwmt9U9KqQUAmgP4MDl1FwANcMMNtuZR\nO4hvR1vD1tW8ydXmdZqn8blz08vIqrX01FPAww9nS+sr95lngqmz9j6ljJD45puNvVpxaJSFG24A\n7rvPrJ9+ehB/xhnmXJaWAg88YISykycD8+YBL7xg0jz/PNCxY/a6csHVaB4+3Ghf3X232f7iC+CT\nT6L5Lrwwu9mUXKdGHnss0Lo1cNxx/v1NmwIDBpj1f/wjvK9BA3MvTZwItGxZ8enkhBBCqhb33AMc\nfXRltyKdM84AunXL/q0khBBCCCGEEAAYOHAgBg4cGIpbmsOU0ZxEtlrrhQAWpqVTSn0GoKFSan/L\nznVrAArA51nrU0ptB2ALALPTU/cAcAAeeACYMMFo3WRFvM9nZeBAYNttc8vjsnZttnRNmqQLuW1N\nKFcbyhVWC7VqmXDXXUD//iauRw+gS5f0Nt17byC4tqlTx5TRuXPYeZvUW78+0KEDcNllwMqV8eV/\n+SUwbRowYkR6W4RmzcLbs2YBW21lju/4440wfe+9K26nc+edc0t/883J18+3r25doKTEnOO6dYFD\nDknP49KiBfDNN+GZBoQQQqoWN95Y2S3IRt26/u8+IYQQQgghhCTRrl07tHNMJEyYMAEHiif1FIpi\n41pr/R2AoQCeUkodrJQ6AsBjAAZqrf9f47rcAeMZ5ev1lVIPKKVaKqV2UEq1BvAGgKnlZSUijvbi\nhHozZ4a3bQHkk0/Gl1uvXjSuSZP49Fm9bLuauy1a+NMplV0723biaDNunLGBaWNr74o2+oYbGud/\nI0cG+957L73eyZOB114z65dcYpxF2vast9wS+O9/A+eQrn3piRPNctdyIzP77Qe0bRtfX8+e0bhG\njYL1c84JDywcfbTRek5C2pCGUkCrVtnSZqFOnWBdrsk111S8XHFkV9XtkRJCCCGEEEIIIYQQ4qOY\nPqHPBfAdgA8AvANgFIBLnTS7AGhQvr4WwD4A3gTwPYCnAIwF0EprvSatsuuvN5rALVsmp3vpJbPc\neOMgbtmy+PS52j9+6aVAQzbOvrUPW8DYvLk/Pi2vawJFHDAeeCBw8slhgbFPs1qEsva05RNOSK+/\nRQvgzDPNep06QNeu0bZ06hTY0hah/YABwKRJwD77+Nvv48UXgX/9Kxz3xBPA669XTEgrbcjCoEHZ\n0ya16Z//BB55JNi+915jYkUE+HE2yd34iy82drS//DKIk2tNwTUhhBBCCCGEEEIIqY7kauM6M1rr\nJQDap6Spba2vApBRXznKxhsb28tAVFj3j38YW89A4ADPNZsRh+1oMQu1awemRzJqvYf4+GNj9kIc\nC8VpXPfsCVx9dTjOtdXtajbL9plnhgX365rRo4EPP4w6U0xj+XJ/uy+7zCy1NtOuXcF2odl882D9\n2Wfzt/nZtWvY+WeDBsB11wHPPZdbOW3bRgcY5FrnapObEEIIIYQQQgghhJCqQI0Ua/3970bz+owz\nzPa11wb7fFqrtnDPZwbiqaeM+YosKAWUlUXr8KV76KHAcaCkPewwYLvtgnRa+8txhbMnnQQ8+mhy\n26RdlS3M3HffqNA9C7bQumtXs3zqqSBOKePoKtfBhjg+/jg9zYUXBuuiKQ0YcymHHRa1T50Fn7Z0\n+/bAK6+E0zVpAhx6KHD44dEystyDhBBCCCGEEEIIIYRUVWqk4HqrrYAxYwJtVp+Q2hbebrJJsC5a\n2zb//GfYDIONa5qkVq1sZho22MAI1G+6KTntTjtlc844eLARYtq4Gte5CK5PPdWEyuScc+L3iVa7\nLeQvNEnn/ZhjzABJHF27Gs3y+vXD8WedlV6vDJ4cc0wQ98IL0evxwAPAZ5/5nYuKBnY+gnNCCCGE\nEEIIIYQQQiqbGim4FnzmEsSOsi2UFLMcALDjjvHl+TRbP/rILI84Iij32GPNumu6w8Y2EWG3xxWW\nbr55vGPBS12L4SmIgPOoo9LTvv22CS4bbphbnRXhqKOCa2g7W7RxhfMVwb0mSWV/+KGxK50rL70E\ndOyYnGbnnU3dtga3i9bAeefF799rL7Pcfvvc20gIIYQQQgghhBBCSGVTowXXW25plnXrAqtWAdOn\nB/tsYXbTpsD8+SaIQ8MOHaLljRgBLF0ajhNBsy0kv/lmYMECv+BatLvFUaFbjk/L98YbzdI1gfHf\n/wKLFkXTx9GwoTnGTp3C8SLQbtAgmsdlyZLs9eVKnPb0smXADz/49xVScD1rFvDHH0DnzoUr08e6\nMN9RyPNCCCGEEEIIIYQQQsi6pmjOGasCd95ptKR32MFs29rUrvCwUaPwdr16ZmkLAOvWNcGmTp1w\nOqWM8NoVTKeRJMysVctodu+0Uzh+gw2iWsJpuMcJAKefDrz4YrLpi0mTjKkRsTP99deFFcAOGRJv\n1sI25VJM5NhEq1wpYOpUI6zPxeTG8OGFbxshhBBCCCGEEEIIIesTNVpwvdFGwF//6t/32GPGJvTl\nl/v3d+0KfPMNsMce2erymSXJhSSNa8DvNDKNPn2y13322clpxPSEsPfeubcniRNPzC29q+leLHbZ\nJT3N5Zcbsya33262xVRMHDfcAEyblmyWhhBCCCGEEEIIIYSQ9ZkabSokiZYtjdDz8cf9+5s3Bz7+\n2Ai/s3DccWaZpoXcpo0/vpDay+LE7+ijC1dmVWP//c2yWbN1U5/rhNPm8ceBdu2yl7XbbsCoUYG2\nPiGEEEIIIYQQQgghJMx6K7guNHfcASxcmC6A7tsXWLw4Gl9IIeZrrxXXFnVV4NRTjb3uFi3WTX0f\nfRS1b16VEc3/fGcAEEIIIYQQQgghhBBSmVCslSeffGLsQgu1agGbb56eb4MNjJNElxdfBB56qDBt\nq1Mnm6PF6o7PXnexqFsX2HTTdVdfRTnySODf/zZmSWoCAwcOrOwmEEKKDJ9zQmo2fMYJqdnwGSek\nZsNnnFQWRRNcK6VuUkp9qpRarpRalEO+7kqp35RSK5RS7yulmherjRXhiCPS7ULbtG6dvH/77YFr\nr61YmwgRatcGuncH/vSnym5JYeBHkpCaD59zQmo2fMYJqdnwGSekZsNnnFQWxdS43hDAywCeyJpB\nKdUNwJUALgFwCIDlAIYqpaq1NeDly4EhQyq7FYQQQgghhBBCCCGEEFI92KBYBWut7wAApVTHHLL9\nC8CdWut3yvN2ADAXQBsYIXi1ZOONK7sFZH3hhReABQsquxWEEEIIIYQQQgghhFSMogmuc0UptSOA\nxgCGS5zW+nel1OcADkM1Flzny2abVXYL1k+aNDHLXM1s7LILMHVq4duTC+3bV279hBBCCCGEEEII\nIYQUgiojuIYRWmsYDWubueX74tgIAKZMmVKkZlUOAwcawfWECZXdkvWPVq2AXr2A0tLczv/11wNt\n2/KaFYOlS5diAk8sITUaPueE1Gz4jBNSs+EzTkjNhs84KSSWDHejtLRKa525YKXUvQC6JSTRAPbQ\nWv+/3mm5qZAeWuvNU8o+DMAnAJporeda8S8BKNNat4vJdy6A/pkPghBCCCGEEEIIIYQQQkhlcp7W\nekBSglw1rh8C0DclzfQcyxTmAFAAtkZY63prAF8m5BsK4DwAMwCsyrNuQgghhBBCCCGEEEIIIcVl\nIwDNYGS6ieQkuNZaLwSwML82pZb9k1JqDoDWAL4GAKXUpgBaAuiV0qZE6TwhhBBCCCGEEEIIIYSQ\nKsHoLIlqFat2pVRTpdS+AHYAUFsptW95qG+l+U4pdYaVrSeAW5RSpyml9gbwPwCzALxZrHYSQggh\nhBBCCCGEEEIIqVoU0zljdwAdrG2x4v5nAKPK13cB0EASaK0fUEptDKA3gIYAPgZwktZ6dRHbSQgh\nhBBCCCGEEEIIIaQKkZNzRkIIIYQQQgghhBBCCCGk2BTNVAghhBBCCCGEEEIIIYQQkg/VXnCtlOqk\nlPpJKbVSKTVGKXVwZbeJkPUdpdRRSqm3lFK/KqXKlFKne9J0V0r9ppRaoZR6XynV3NlfVynVSym1\nQCm1TCn1qlJqKyfNZkqp/kqppUqpxUqpp207+uVpmiql3lVKLVdKzVFKPaCUqvbvPkIqC6XUjUqp\nL5RSvyul5iqlBimldvWk4zNOSDVFKXWZUmpi+bO3VCk1Wil1opOGzzghNQCl1A3l/fVHnHg+44RU\nU5RSt5U/13b41knDZ5xUC6r1zaKUOhvAwwBuA7A/gIkAhiqlGlVqwwgh9QF8BeAKABF7REqpbgCu\nBHAJgEMALId5dutYyXoCOAVAWwCtADQB8JpT1AAAewBoXZ62FYyNfKmnFoDBMPb8DwXQEcAFMDb4\nCSH5cRSAxwC0BHAcgA0BDFNK1ZMEfMYJqfb8AqAbgAMAHAhgBIA3lVJ7AHzGCakpKKP0dQnMf7Qd\nz2eckOrPZABbA2hcHo6UHXzGSbVCa11tA4AxAB61thWAWQCur+y2MTAwmACgDMDpTtxvALpY25sC\nWAngLGu7BMBfrTS7lZd1SPn2HuXb+1tpTgBQCqBx+fZJANYAaGSluRTAYgAbVPa5YWCoCQFAo/Jn\n8Ugrjs84A0MNCwAWAriwfJ3POANDNQ8ANgHwPYBjAXwI4BFrH59xBoZqHGCUOyck7OczzlBtQrXV\nuFZKbQijATJc4rTWGsAHAA6rrHYRQpJRSu0IM+JrP7u/A/gcwbN7EMyorJ3mewAzrTSHAlistf7S\nKv4DGA3vllaaSVrrBVaaoQAaAGhRoEMiZH2nIcxztwjgM05ITUMpVUspdQ6AjQGM5jNOSI2hF4C3\ntdYj7Eg+44TUGHZRxnTnNKVUP6VUU4DPOKl+VFvBNYyGV20Ac534uTAPISGkatIY5mOW9OxuDWB1\n+Qc0Lk1jAPPsnVrrtTDCMzuNr57/a+/uQi0dowCO/9ehmRLTJB/JR02domEc4k4+R6NccKMpiXKH\nm8nUmCRFSkm5QOcCTZrEhUsi0ijJMJk5NxIuDoY45avTEZpjZrlY7+htN4acYb/Pnv+v1sXZ79Pe\nT7vWfk7rfd71gL8T0opFRFCPEb6bmYf75pnj0gSIiIsiYonacTVL7br6FHNcal53M+oS4P4jXDbH\npfa9T7XkuAG4C1gHvNP1nzbH1ZQTxz0BSZLUrFlgPXDFuCci6Zj7BJihdkXdAuyMiKvGOyVJKxUR\n51A3na/PzOVxz0fSsZeZb/T+/Cgi9gBfApup9V1qRss7rr8HDlJ3gvrOBBb+/+lI+ocWqH70R8vd\nBWBVRKz5mzGjpxqfAJw6MuZInwP+TkgrEhFPAzcC12Tmt71L5rg0ATLz98ycz8y5zHyAOrxtC+a4\n1LrLgNOBfRGxHBHLwNXAlog4QO2GNMelCZKZi8BnwDSu42pMs4Xr7u7wXur0UuDPR5Y3Au+Na16S\nji4zP6cWqX7urqH6YB3O3b3UoQ79MecD5wG7u5d2A2sj4tLe22+kFuEPemM2RMRpvTGbgEXgYyT9\nK13R+mbg2szc379mjksTawpYbY5LzXsL2EC1Cpnp4kPgBWAmM+cxx6WJEhEnU0Xrb1zH1Zqo8wzb\nFBGbgeepnj17gHupRxkvyMzvxjg16bjW9c6aphatfcBW6rTyHzPzq4i4D9hO9d36AniEOpzhwsw8\n0L3HLHUK8Z3AEvAkcCgzr+x9zmvUXd67gVXADmBPZt7eXZ8C5qhTk7cDZwE7gWcy88H/7huQJleX\nm7cCN1E7Nw5bzMzfujHmuNSwiHgUeJ06hOkU4DZgG7ApM3eZ49JkiYi3gbnM3Nr9bY5LDYuIx4FX\nqPYgZwMPAxcD6zPzB3NcTcnMpgO4h0q0X6m7OZePe06GcbwH9bjhIaqdTz929MY8RC1gv1AnC0+P\nvMdq4CmqLdAS8DJwxsiYtdTukEXgJ+BZ4KSRMecCrwI/U48+PgZMjfs7MoxW4y9y+yBwx8g4c9ww\nGg3gOWC++/96AXgTuG5kjDluGBMSwC7giZHXzHHDaDSAl4Cvu3V8P/AisG5kjDluNBFN77iWJEmS\nJEmSJE2eZntcS5IkSZIkSZImk4VrSZIkSZIkSdKgWLiWJEmSJEmSJA2KhWtJkiRJkiRJ0qBYuJYk\nSZIkSZIkDYqFa0mSJEmSJEnSoFi4liRJkiRJkiQNioVrSZIkSZIkSdKgWLiWJEmSJEmSJA2KhWtJ\nkiRJkiRJ0qBYuJYkSZIkSZIkDYqFa0mSJEmSJEnSoPwBuKmS7tJTs9cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebcaf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p0SjGr79mXR3kaVsgCMzcBWpqOCLwjTfMsQkTmKR207CNHWven3qq/Zl8vphH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9XjsX4R0hyYlzWgY+qQd7974MpCyGCkTKJvQghhEAYhJJeODmDcuEaXghBSlsce69332tpSGYJa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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xded2d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _27[0]\n",
    "hp.show_complete_tennis(_27[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T18-43-40\n"
     ]
    },
    {
     "data": {
      "image/png": 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4XAcRJS/a0nneedQxMwdJ0sXGjV7vYT86dEi8P3F1uP/8UzUk77hD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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd19e630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lO23cKPtldbVTT01reZ6VJY+zs+X1FhbKftO2rezbZjn19TK91vKZYG8Ls73b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\npWSEn5yc8M4ZvevIzw/OuPZ2nGh4M67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XXzmPM7XzQfJXWyv7RvfuqV92xgSuIUFrDWCN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\nlP8DHu7RTCos9mQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe036e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Anj2VD3xRKYoNSZSoeNO2OPr5o583e/YAdOuGNh233RZeJtuziu5TegT3kCEA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\ncnY2Pov5c5c6YdPSlFd+0DP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J7tcPo1/JQ9QkHJMXIkU6m+Y56yy8UU2ejL2UJKZycTuK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QAAAG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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe3386d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/WZMnA716AW3aaLqcP/7QbbntNu2EoKwMOP10reutt2rHAr//Dlx0kXak8Pnn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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfa386a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FvmFDZMqRV9xyixW0BmIXtAbCC1oDst916mz78GHZ38Sqdd2bb1odazv9//wF\nrc8+O7j13XijjI8ckfRxpjPeeDp8WG6WRoPWUksfkOumo0dDX1ZGhrTO9rWuQJw4Icd+QMqmtfz2\nsfrPLVrk/Vz26NHAOpx3/6wrV0paG0CuPd1bIW/aFPh/7cYb5Rr4p5+smypt2oTY8s9fEuxwBwA9\nAGQC6AXgXABjAewHUM7L/DUAHAUwFMA5AB4EkA3gCi/zx7Rzxuxsrbdti8mqiCgEK1dqfcYZken8\ngkPeHuwd9732mvy/OnTQulQp5/kvu8x6/Mkn1uM//givHKZjTDNobT2ePVvrP//0/l77vEbHjvI5\nAK3LlHHejsx7vv1W62XL4v9bcPA+nDoVvf2pkZ0d2HymTLNmyfPt26WzpUg5fdp5eadPW9/D449r\nPWyY1hkZWh89KtNWrpTOn+L9W3HwP2zaFJn/illeTo61zKwseX7vvVp//LH8L+bMsd5z6pTWnTrJ\n//btt7X+8UfpUBXQ+vhxGdv3x6aT2X//tabVrSvjdetctxv3z2W/ntiyRf7DmzfLejIytF60SOsT\nJ7T+8EOZZ+tW6cx1/nzZvnbskA4WN26U9T37bGS+/1OntH7vPc9tPitL69Gj5fv75hvpWNf9ezaP\nr7jC9Xt5/nnrtbZtZfzMM9a0efNkvGOHZ3lycmSbPnFC6yJFtL7rrvj/RznEbtBaOqEbOFDrFSsC\n3/67dIl/2TnEdrjkEvntT5+WISPD6hD41ltln5qRIfMcPSodrvqSmal18+Yy76RJWu/b5zlP//6y\nTzL/U1OWceNk3KyZ7EsD/QxVqwb3mT/80PV5nz7WY/uxze7UKTnW2H32mdaHDvnfrrKz5Ri4dKlc\nHxg5OXLM3L/f6kR0yxb/y/PnxAkZz5ol1zqjR8uyt2+X8VlnWfPu3i2/s/0ccfZsrZ94Qh6fPCnl\nXLtWjsetWskytJbrtAMH5Lk9hnD4sJxPHj0qn9sc5wYM0Praa7WuX9+a94knZNyvn4y7dHH9fk6e\nlGP+eefJd7NwoXxffftqff/9Uq5x42T+77+X/9+6dVpv2GCVX2vr861ZI5/DrD8jQ67vMjO1vvhi\n6Yz4wgvltZ07ZfzRR9b8F1wg4w8+kLG5ljTTAfnezeMFC7S+8kr5Tsy0Q4fk3Nr+ez36qJTx6afl\nM7r/Z99913pcvrzWQOCdM/p8MRIDgIUA3rI9VwB2AHjKy/xDAPzlNm0ygB+8zN8MgO7ePU0DWrdu\n7fi/j5je98FxAAAgAElEQVTHH5dv7fTp6K6HKFHs3CkXS3YDB8rOd/162dlnZWn9+utywXX8uLVT\n3bnT9X2nT2s9c6YcNHfvlp1sTo7W+fPLAfDAATkYai09ci9cKCcazz0n0/bvl/knTZILqwcflO3R\nXFBy4BDN4YsvfL9uLsgBrcuWjX953YdJk7T+4QfP6cWLaz1jhjyeMkVOOuJdVg7BDdOnR+8YkJHh\nuT679etlWpUqrvNcdJGMmzfX+q+/ZH9u9u/B2L/f+n+6D4sXuwaknY4FDGAk3/D776H/X19+Weta\ntaxlvfSSjG++2fv6hgyR8SuvyLhAAeu1c88N//OYYMIff8hNw6lTrddWr5axudh1GiZMiM/vcPq0\nHDMWLtS6Xj3XzwLIRbV5PGdOYMusXdv7a40be04zNwc4cADkGsCbtWtlniZN4l9ODvEZLrnEeXqJ\nEtZjra3H48Zpffnl8njgQBnv2+d9+Tk5Wo8c6Tm9f38rqOo+LF4cePkLFgzu844Y4fv1zEzP7aR/\nf3nNXNub7QaQa3n7Nf+RI7Jv79VL6+++0/qpp1yXb+zaJc9vvtk6RsyapfXgwZ7b7OHDcl64ZIk1\nbfdurYsWlYoyhgmorlxpre+WW2Rs/6537ZJg6P33y/MffpCKR/bjpgncmqA6YN0kMMfgq67y/P7s\nQVxA69tv9/5d33CDjM85x5o2YIBUajLnFuZG+ODBMj77bGtecw25ZImM7Td8zfe+YIH1f3NfvwlS\n33ij52tOny3UYdAgz2nmdzGf03497H9IkMA1gIK5taW7uE3/GMA3Xt4zB8Bwt2m3AzjgZf5m8mHT\nPDaiSFuxwvqSDx50nicz07o7pLVsTP/+a9X6+ecf1/mPHtU6LU12Gunpcjdl8WKtv/pKlvX119Zd\npblzrfd9+63WDzwgNUbc7wAePKj1Tz9pfd11suFOny7Bwkcf1bpOHTkJf/VVKVtWlpxIb98uO4av\nvpLgoZMjR6T2yRNPaN2jh9aNGmk9fLjsIOw7pQMH5PO0aSN3lT77zHWZ2dmy3kOH5LM61eQ6fVpO\nlM1y3Xd6O3bIeNYsuVANhK+THfK0apXW//0n/72LL7Z2pLNne+50xo+X8bXXeu7EzjrLmvbCCzK+\n5BLrxPLee63XixSR8bZtnusw259TbeprroncDpkDBw4cknFo0CA6ta+jsX89ftw6Jq9fr3XlylL+\ndetcT9Y55N0h2P9ytWrxL3OqDabmdCCDCcbnz+97PvuFuhnMBTcHDoEM6enSAsE4diz+ZeKQPIPU\n8swbwxlnSKCxWzeJG5laxoDWf/8t52H21i+A1qNGSZDavTVnsWL+byRecIG0xnEvAyCxoJIlrVjA\ntddKxYM9e7SePFmmVahgvc9UFjUxBkDrO+7wvu6KFWV8/vnWtJIlZfz++zJu0CC871Mpz2nebjaY\nmAYg8TfAOp9+8knv6zA1krt1s6aZY3HHjv7LaALo9qFhw9j830ytc6fgufch8MB1VDtnVEpVBrAT\nQGut9SLb9CEA2mmtWzu8Zx2Aj7TWQ2zTrgTwHYBiWuuTbvM3A5AGpEFi2J4+/BA46yzpHfrECck5\nc8YZ0tvxhx/KPPnzA82aSQcfxYsD5ctLHpYlS+T1Pn2sefOS554Djh8Hli2TvHPRUKqUdKqyebNn\nDh3A6rTr6quB778PfLkXXyw9DrdrJ8t47z3J/bphA7BgAfDNN9JL9qRJ8lq+fNIj+dlnS0c1q1dL\njp958yQ3308/yf8jXz7pqK1ECcmhd+WVQNOm0tv2449LjtlWrYA1a+S/pJT0SN6iheQgnDhR8h/P\nmSM5gurVA267TZb74YeyzieflHxJO3ZIJ3Hffy/z7d8v/90zz5QO9saOBW6/HTjnHMlvlZEhOa6U\nApYvl/Lef798H/XqSc7akiVde1a/5BLJc3vllfL4/vtleevWAQUKxC5Hk12XLtIzvN2ddwIffeQ6\nrUYNz9yTREQkBg4EXnoJePZZOa6sXg2sXSv708WL5TgyeDBw/vly7OvdWzosLFZMOvkkSlQHD8q5\nYU6OnIMVLx7vEuVt5cpJ3mm7woWBkyed5yciouTiryP1YsWAu+6SPnTc1anjGn+wxxiuvVb6yWnU\nSPqQAICKFSWuceONwNSpMq1WLYkXFSsm8Sm7/Pk98y4XLSqxv1goW9a1z4ZSpay+gsxnadxYOuj0\n9T1ecw0wY4ac1yxfHv1yR5LpLNR83sAsAxBY54x5InBNREREREREREREFGn58skNdQpU4IHrfFEu\nyT4ApwFUdJteEYC3Prf3eJn/sHvQ2lVfAF3chslBF5gomTVsKLWmE1mtWr5fr1lTxvXrW9NKl45e\neYiI8pry5eNdAqLoO+OMwOctXDh65QhHgQLxLgERESWbKlW8v6ZU7Mrhz3XXeU6rUMFzWrCxgHid\n5zJo7ctkeMZr+wb87qgGrrXW2ZCq0B3MNKWUyn3+p5e3LbDPn6tj7nQfRgCYDmA6SpSYjk2bpiMn\npye0lj+QU0aVrCypxr5/v6RsmDFDquQvXAhMmSJpGEaPBn75RZol2JvALV4szRG0lvE33wDvvAMM\nGiTDpZdKSgYnnTsDb74pzR66d5dpjzwCXHaZpLAwG3Djxp7vfeMNed+zz8rzs8+W5pKZmcDs2ZLq\n4o47pLlF/vxy1+e226T5b9eu8p6aNSXtxlVXAXv2SNPhbt0kVcRZZwHbtklT4TFjpMmD1tLUYehQ\n4NZbZd1t28qyihYFWrYEevaU13/6Sb6bGTMkNQYgKVg+/VS+o8OHpWxffSVNJY4dA44eBXbvlpQc\nx47J77V0qax//nzr98rOlvGqVcCuXZK+ZNMmaSpy4oSk2bD/1ps3W8/NbxWrIdbrM8PffwO//249\nP3YMmDlTUoZoLd9zerr8XxYulO/e/v6dO+X73L1b0oc8/bT8hj/84Plf7NNHxq++6vnaSy95TmvX\nTsaXX+68XRg9e8p4zRprWrduMi5Vyvd7iYjyuqws/P+5j7dj0b//Bn5ciZZChazzEiJvOnSQ8+GD\nB+X5uec6n3PZmwhXqybjZg4NMcuUkXGlSjKuUUPGRYt6zhtM4DtamjePdwlC4yto4qRIkeiUg1LT\n6NHxLgFRYjMVwZzUrSvjxx93fn3WrMDX8/LL/ud56ikZ33efZ9lMQPrJJ61p//4rY3sszZwD2BUq\nJONWrWTco4f12t69MjbHejtzbnDxxZ6vmXjFOed4f38onOKC5gZCvXqu5QKA2rVlPGiQjJP1XMBV\nT5h4rTWMCPzt/pJghzsA6A7gOIBeAM4FMBbAfwDK574+GMAntvlrADgCYAiAcwA8ACALwOVelu/S\nOWO0jRghnRgGw3RMeOqUcweBp097f++OHdL76qZN0iMqUaxt2CDjEiW0HjNG608+kV55MzKkl+ED\nB6QX4XfflY4+GzWS/zSg9Usvaf3999KpwIkTWt90k3RW2r+/vGfnTq1btNB640arF97sbBl/9JF1\nWWo6Xpk1S8alS0tHoYB00hKf2wQc8trQtKmMH3ss/mWJ1nDmmfEvA4fQhmiZNs1zXVu3av3pp3Ic\nMJ2x+BoaNbIee+sA2t1bb2ldrpxrZz1Og7239CNH4v87cAh/CLTTbXcrV0rngKZzo86dPZdtOimq\nXFnGTvvzl1+Wcf/+nq99/rmMA+24sHFjGa9a5TnNV8en9o6dvC3TnDdFY9i1S87PmjWzpvXsaT3+\n5BPf73/gAc9pVap4Trvttvj/3zgkz7Bpk/O2f+pU/MvGIfmHr77y/ppTx3yJOJhyXnWVnL9t2mS9\nduKEbC/m+erV0mFj8eLy/NVXpaNEOzPv559r/fPP1nNzDNy2zZo2caLWv/ziWSYT/9q1S54/+qgc\nT777Tut//pFphw/LuF0767zOvj4z9OrlOe3RR2U8cqSM7cdPc+y1H5M6dZKx0zHYdIBojq9O5wFm\nuPhiGZtj4w03aF2ggDyeMkXGQ4bIeNAgGX/wgdbz50sHjUOHyrQffpDxm29KJ5iA1u3by3jePOtz\nX3qpHJfN+k35nTptNB1Cduni+dqvv7o+f/pprR98UB7PnOn6fvtnadfOmtanj8SIPv9c6xUrXPfF\nCxfKb/7ll/JZzXvsx/vrrzePA++c0eeLkRpyg89bAZyA1JxuYXttPIBf3eZvB6mpfQLABgC3+Vh2\nMwB6yJA0vWpVYCe2RBR92dnON2qiITNTguXp6d579+XAIZjhggtcH2/bJkExc0J38GBgy7EHFiZN\nsh47XcB7G/79N/TPMWOG60mXOYECtK5ZU8bjxskJysGD8tlmzpQTEdPLd6CDCQRxiP0waVJ097GL\nF2s9bJjW69Y5BxVfecXz5N5czLzySvjrP3DA9aIjJ0f2+Tk5Mnz9tdbr18u8Zp4vvtB6zRqZ9vDD\n8jzevxMH/4P9AihUx4/LssaOlXHr1nLzHdD69ttlbC4GN2/Wul8/uXCcMUMu4LSW84mcHLlQe/11\n66LOLHv2bAmUL1pk7aPXrNF66lTv5Vq61PqfGtnZMp41Sy4Cu3eXZZ04IeNHHrG+m3fflYvFU6ek\n3FrLTfwDByL/O9idOqX1n3/K49OnreDH0qWyb1i1SgIF2dlad+gglRS+/FKW89ln1mcylRrGjbPW\n899/Mm7SRMYtW2o9apQ83rNHxs88I8v75hvfZX7oofj/fzlEd/Dl669lHl83hDik/rB1q+c0c84A\naD1hgvWfOXlS9i9mn2aYfar9HD4nRypo3XCDNe2uu7R+4QXnGycmSOsUyI3UYC+LGUwQt3t36/O8\n8Ybc8DSGD5d5Tp6U5+Z6YOxYz+1q1y7X45ZZjzl22acZx47JOZdTHODXX7U+etT3tnzihBxbtdb6\n3nvlO77vPlmHPRBataqMP/vMKn/PnlJpbtkyrZcscV3u5s1ynDXHpw8/9Pz+nn1WxkuWyNgEcp97\nzqrAeuiQdUx0KntGhjxOT5fxH39onZXlOW9Wltbjx8v3tGOHPN+8WYaJE2W9+/fLNdn+/db7MjLk\nXOXQIZln+3YZ16ol38+ECbKs9u3lhsDatTJPRoacR+TkyH/g8GHnz3DqlIx37pR15+TIzWrzfwnW\nihXe15WWlmCB62gOJnCdlpYW2jdJRCnHHNw4eB9Mja1Qh1dfjf9niOagtdbvvCOP3QMNdocOudb6\nd6+tMXiw9Tg7W06o58+3LtY7drRaGQDWBb4ZqlWT9Zjnn30mAfQRI+Rk+Oef5aTq8GHXGn1mMEEg\n++fKzta6R4/ATkAyM4MPYHOI7bBlS8i7yqjIyXG9oImkH3+UwJYvS5dqrxUZ4v1bcXAeDhyQfenX\nX0fuv5KZ6XrRvGuXBIdzcrTety9y64mF7GzrQtKfnBzP79cE9LwN9puqkeSrQtHhw1p/+608zsry\n3frU7r33pJyHDslNgrffluB5pUrOn51Dcg8LFlgtKAoX9v//MMGheJc7GQenmpnJNixbJr+/2Wea\n6eEwNVyNY8ekpZl7IPKss2RwWqeZ1qmTdVMy3GHpUtdlP/ecBD/N8z59Av+MS5fKe44c8T/vkiXS\n8touXz6t77478PWFIidHvruTJ6WsV18tv/OqVfLahAnBB1bNMaNZM1lWdrYsY906eT0zM/KfIxjB\nrP/kydhVGIwkBq6JKE+z1z4aNiw+J0++mhYlwqB1eO//9NP4f4ZoDSbYm5Njnbz407Sp1vffL48H\nDpQLakDuzL/+utalSrnOb068zIX7hg1az53r+rusWGGdtADSlM8f989i0jLUqiUn2qFaulRqrQJW\nzUX3oU8f+b7MRaa3+ThEbti9O/TfNC9auzb+vxkHz4Eia8wYCVZnZcnNzqNHPb/zQoWsx3/8kTq/\nxZw5cjyN93+agwxz52pdt274+4bffrNaGQQi3p872Yb69eV809RcTbbhtdecW7t8/bVrTdVYmDHD\nqnFrrFsnLRtPnw4vrU3RotZjU5vYPH/rLdfnQGw/dyxNmiRBekp+wQSuldY68ITYCUgp1QxAWlpa\nGpo59cJCRHnSyZPSqeiXXwIPPijTataUjipjISsL2L7d6lwh0Wjt2av0mjXATTcBK1d6zn/sGFC8\nuPV87VrpJGvgQOCFF6Jb1liL92Hx5EnpNNd+SDt4UDrc9dbpr+H+m0b6sxw8KJ3+ZmdLea68Epg0\nCViyRB6XLAmcOiXTbrxROlYdOxZ44gng888jW5a8rFw56Sx5RBB9mpA4dkw6kG7YEChbVjqlpviK\n9z43L1ixQo7ZphPKgQOBCy+UjrFOnwbatJHpqfJbHD8uHZFfcYV05h6qHj2AUaOAu+6S/UZeVaMG\nsHVr8O/TWs4X69cPbb2h/h+zs62O28i7bt3kOsl8z/PmWZ3T7d0LlC8fu7J88AFw993BvefwYSA9\nHWjQwPP8N1FpLefRobjxRmDqVHm8cqV0XHzVVcCPPwLvviudH9q/h1TZn1PqWrZsGZpLz5PNtdY+\nj9YhbjZERImtcGGgQgXXaV9+Gbv1588P1KoVu/X54u3E5ZprZFy+vFyYnXuuXNy6q1rVutgFgEaN\npLdlrYGLLnKd95lnZHzPPcDbb8vJVNGiwP794X+OvKJwYdegNSDBBX9BawDo31/GGRlyIyLSSpcG\nzjhDAn6lSwMLFsgNoe7drfIVKAD06iW/+/ffA1WqAFOmeF/m/PneezZPFE88Ee8SWK6/Xi4oGbQO\nTfHicoOuYUOgcuV4lybvuPRSoF8/z+nnnBPzouRJ558PFCliPb/oIqBTJ6BlSxlSTbFiwJlnAr//\nLp/v3XdDW86UKXIu2bFjRIsXVxMmuD7/5BNgzhzf7wmn0se55wJ//BH8+378MfR1FizIoF0gpk51\n/Z7q1bMelysX3e/wySdl/P77wOzZcnPo00+DW0bJksB55yVP0BoIvayffw6895713FSMMssrXDi8\nchElOgauiSil2S+KmzaN3XpDvZseS127ynjLFuDhh73P99dfridad93lfd477wRuvx0YNgx44AGg\nc2ep+VSmjBXUpuh57TW50KhQQS4WE8m4cc7T27QB3nzTc/qCBcD69dEtkz/m5k48jRkDTJ8uv+uy\nZcFf2JFvplEtRdcvv8hxQWvgt99k+543Lzo32Mg7c5OwRQtrWv78cj4wa1Z8yhRNJUsCCxcCZ58d\n/Hv37rUem1qoAPDFF9Z+w16be8eO0MsZKnNcnTYt8Pd07+76vFcv188XDe6VHAIRiRaL27aFv4xE\nc+210Vt2xYqex8TDhyOz7OLFXZc7aJA8v/tuoH17mXbbbYEvL5QWAInItHbx56qr5GacYQLVP/zg\n+pwoVSVBaIWIKHQ1a8Z3/W+9Fd/1+9Knj6R1sKcAAYDFi4G//5bHDRpIzVo7e5C7XDnX10qUAMaP\nl7G7wYOBzZslxUEi+vvv0GoFUWA6dbIe//KL5+tVq7o+r14dqFtXmrG//nr0ytW3r/fXzIWRrxrj\nobjwQtfajz/+KKmF3C1YIKmOTAC9aVPP7ZXIn3nzXJ83aeJ7/pdfDn1d1ap57v9HjJCWGMallwKt\nWgEXX5xcNeVSwZtvynG/VCnX6dOmAR06xKdMsVCxYvDvsZ/fNG5sPb7xRutx06bAI49IMDiQ4PhD\nD3lOO306+LIZffpI8M9URAhEwYLA0qWe0196yXn+zp1lvHEj8OuvQRcxZHXrhr+MatXCX0awevaM\n7vLdt91oC6S1XyBatXJ9Hm6gtXr18N6fCD75RLbhQLh/X/ZjKmC1imjYUMYffRRe2YgSDQPXRJTS\n7Hf3I3mB/Nhj3tdjV7ZsYMt76CGgTp3wyhSK/Pk9p11wgXXi07at62sFC7p+j02aSH7jV1+V58WK\n+V5fzZrAZ58lRk1Wdw0bhlYriAJTpYr89ocOAZdf7hncWrFCLoyHD5fnJtVPvnzW/zESrr/e9YJ4\n6FDv85oUN0416ZxyI5uy+zNlCnDihPW8c2f5fj7+2HU+9ws9ip4BA+JdgugwAWK7kSN9vyecfgsG\nDgSOHLGe//ab5/GS4svpuJ/qLrzQeXrBgp7TWrYEvv468GW/9VbgfTjYW55t2SJpvdxb6PlLMzds\nmPP0QGqrmhRTklLUlekPxp2prFC7NnDZZf7XAQD//isVFRJBrLvAGjMmOsutV09aQA4Y4LuW7pIl\n1k13e8sKd6+9FtHi+WW2wfR0YNcu7/PZb+LfdZdr4Lx8eeDnn+PTuiEaTFo9QI7T9nO+++4D3nnH\neu4eqHZnKhwtWyYpRe64I7JlJYo3Bq6JKKXVqBGd5V52WWC10oJZvwkI209677wzqGJ5yMiwHpcr\nB8ydKx0WBSI9HRg92nWaUw2JFi3kYmzLlsBrgnzxhVzU7NhhdTRCqe/WWyVHNiC//b591mtnnikX\nxn37yo0ge3AlkjedBgyQFCSmNp2vi4GsLO+vzZ1rPTY3Yho0CKwMpqbQgAGuzfODaSZLkTVoUPDv\nWbQo8uUIl/tN1PPP95zn/PNdjw1GuDXgnn5aLsTtQqnpShQrToHrKVOA667znL57t3TuGqoGDVxr\nZdeo4dkXS+vW3gPImzZJZYKHH5bjp/u5XE6O7/U/+CDw6KPeXy9Xzrqhaq+EcNVVvpfrpHx57y0e\nY52aadKk2K7vzDM9W7mEY+BAaZW1bp30MVOnjvQN4k2LFnKOsWeP5Hh3bxlpOPU5EC1bt1rH2KpV\nffcvUaWK9fiDDyRVyYYNcn60cKF0uBpK6p9EZToR7dxZWtkZ/foB999vPfd3HmyO3wULAvfeG9ky\nEiUCBq6JKKX5q1kUTPNKd6bGpb3jQndt2kgt00CYkxJ78MpXGgNfhgyRWm7moqh3b6kR1LZt4MGJ\nqlU9L+q89dKeL19wQfoiReSi5uyzpVdzyntKlQq8RUKlSpFbrwmc2+3fD/z3n+d0p8C1yTFomiDf\nd590/NWunVULqmxZuch017q1jM22PmiQa/P8ZMiNT+KBB7zX4kx0SnkGzADXgJJ7axt/Nm2SlD7m\nv50Kzbgp9Zx3nvX4lluAr77yPHfx1nKsUiX/rcqcdOkigea0NHn+yCNy897Jb795D+zWqiU3TAsW\nlHMn93M5fwHhOnX8B7/sKaw+/lhuRgXDV2qO1av915SNVm3laPnmG9fnJj2geysXADh4MLBlurdQ\nef55K12L3VNP+V5OxYqSWsy9lnzBgpK6L1Y5kQcOlONBOC096tSR/j0SpdP7SHK6eQYEnxYuL7ak\nobwlapdISqkySqmJSqlDSqkDSqlxSimfm6BSarxSKsdt+CFaZSSivGHXLu89ooeTQ69LFxn36OE6\n/a+/XJ+7dzBjrynw008y1tqqLeOtpqmphTNxov+yPfKI1SQUkAsQ0/lJqM4+23dahXBs3Ai88UZ0\nlk3Jr1kzqYmycGH4y3Lq8KlMGddObwynppZDhsgFYcGCEogYOVK2jTlzJP1J6dKy7dWrJ7l87X79\nVZpxMq9vYtq+XVqaBKJ/f9+vL18OjBoVfpmcBJM6p3dvz2nmgtjeBPvss10DX2XKBL6OkSM9Awqm\nxqq/5s1EsbJmjWtN2I8/loCge+fATjd1AlWvnue0Cy6Q7csEhd96yzVPtl3hwsD//hfaur3lIn7u\nOefp27Z5DySXLSv7jmD7l1i+3PmmLeBZ49xJNGqKegsM2ltNBcPUCP72W8/KL488Yj2uWtW1Ikqg\nLRKHDHFNEeGNvQPulSulLE75kt3TwoweHfnO0n112h7KzZ68xHR+6Z5axykdnS/mmpQoVUWzbs8k\nAPUBdABwNYB2AMYG8L4fAVQEUCl3iHIXB0SU6ipX9l4bONROTkyNtfHjPfOFNmrk+732CwV7E76N\nG2Vsr3VpAlwdO8rFzttvewbKDdPhltautWYiZceOwDsRCVbt2uEH1sMR66akFLxWrST3aDT98IPr\nRbdTzvO77pImuIAE1N1rLR044D3lR5Ei0plXIFasCGw+ipwqVSTY4K/Wn9auzZmdnH9+9G5QmKb7\nTzzhez6tnfOkm2Dy4cNyTAEkP6Y9cP3RR9JaaNUqee4tbVWTJs7pB155BRg3LjIdrBFFwrnnut6Q\nMdvnDTdEbh1OnS8Gsh8oWdI6lpxzTmjpNN54wznFib2WuV21as6B5G++8Z2KwpuMDLkB7BS8dzdj\nhvP0AgXktU2bgl+/N7VqOf8GwdycszO/zXnn+f5t09OllrCdt5r2xi23SMvGq6+W5776IzAB4QED\npPPQadNkn+vuscekVZi5ae/t/+DLkiW+r218tRbz1xmwk2XLpDJAXrBmjYy3bZOx+3VpoP0f2W9k\nEKWiqASulVLnAugEoI/WeqnW+k8ADwO4SSnlr8HvSa31Xq31v7nDoWiUkYgICD3XnmkGePvtkenh\n214Oe41rU1OkQQOZ/sADrq/PmWMF8775xrpzn4xinffQLtq9wFPiGTfO82bJlVfKRbepoRRu4DHU\nC+Nzzw3tYo8i48EHXVvO2JvsBpNC45JLnKevXx9auYzBg6XZ+euvS6oao3Fj7++55x7n6fffL6ly\nypSR1jwmKF62rOSkr11b/o/BdrBYvHj0bnQShaNjR89pJjj0xx/hLTvU2qUZGXLTMxwlS7p2Knns\nmOTlNgI9nl17re+UH94+YzA11f/3PwnUZWc7vxbplBDuLSG7dg39nLN8eRmHkprhxhtdv9srrnDN\nNW1uEFarJvtlXznJDafWYnaFC8txYu1a+c6d0pj406JFaJ2X798vnXEHq2lTSb+WF9x/v/ynpkxx\nfn3VKtfc+q++6pwmhq2bKNVFq8Z1awAHtNbLbdNmAdAA/NWXulQplaGUWquUekcp5Wd3TEQUnKJF\nPWtg9+7tWTMCkBymH35oPX/mGekkJNSAlDtT47pZMyuftQlW16oltdXGjZMTFSdly1rNw8qU8d5U\nNBl460CGKBq6dgVmz3Z+zdR8s1/YrlghHR0FY9y40Hp2N7myKX7stcvs6UPcm5eb4OxXX1nTzPHF\n28SshrIAABJySURBVHEi0BpU3uTLJzdM8+cHhg2zpi9bJuM//wQWL3Z9z1gvbR6VssrZvTvw/feu\nrxcpIjXCvNW2i+cNR6JQTJokN2nsgUdTYzSU4Jxd795SuzVYRYv67i8lmPQhf/0laamKFZO83GZ/\nFKnWD8OHR2Y51arFLtjWsKHsq0yKjEcfDS7lkt28edIixXyv5kak6aTZH7OfBoDJk2UfvnOnpBaz\n56P2d51h+hEI9HctUMD3DQl/QrmRH6lrpVR29tnAv/9a10D2fk8AOR+13yx69llJJ2OsWyf7h3DP\nK4gSXbQC15UA/GufoLU+DWB/7mve/AigF4D2AJ4CcAmAH5RiNkgiipwBA6zHnTrJeNAgad5v0nUY\nDz7o2kT62muDPznwNX/16sA//0jN7SFDpOdtpaT2jUkV0KeP71o8Tz8tudFKlw6uXImGnXlRNPlL\n7WB3990yNkG5ihWlBrS3GrTenHmmXOACzp1COklPDyy/JUVfnz7+b6i9/77sf6+/3ppmaj57C+ra\nz2pvusn38gcP9v26/dhgAnGtW0teXSf2vg+CZWqqPvts6MsgireyZYGbb47OsgsUkNqt+/dLDu1I\n2LEDmDo18PkbNXINgLZuLee2pjVFuCIdjDSBuoyMyC7Xn1CjCyVKuN6QrltXfiN/aUCMsmWBzEzp\nU8F0UH3WWdIxZzBlatVKftdQc6KHw70z6169Yl+GZFatmqSFcTJxovw3AlWvnvfUO0SpJKjAtVJq\nsEPnifbhtFIqgMxWzrTWX2itv9Nar9ZaTwfwPwAXArg01GUSEdlp7XrRfeGFMq1qVXleu7ZrDTZz\nMmbyhPrK8fbhh87N+sqXl3V4ywFXv74EHAoWtIK3FSoEVntaKXlvzZr+500G/vKDh8Nb3m/WGMwb\nxo93zv/p5Pbb5X/RsaNs+5HIN+0rB6Rd1aqS45Lib9w4YO9e38GEfPk897+mFmHlyv7XMXq079cD\nzYkeCK2DT/lhN3OmLMPeAshfPnCiZPD++5ENAHrr8DcU9o4dQ+XUKXGoIn3ONGuWLDOcTjEDdd99\nkl7P2429UPn6jUaN8rzZV7hwcDfTvYnk7+qPuT558UXX6xOtpZWYyW3Oc2r/tm0DJkxwfq1Ikcj8\nN4hSTbANdN4EMN7PPJsB7AHgcvhRSuUHcGbuawHRWm9RSu0DUAfAb77m7du3L0q5JZrt2bMnejJx\nKRE5qFxZajc76ddPmkzba7gsWOB/md46rzLYdsS/adPkRLx8eQkYRRJPplPD1KlykWiadPftG1gt\n0ssvDz7XYunSgW37gQg0cE2JJ9hcpiZVQIECwEsvyQAAW7Z41owqW1ZyVZsm7O5MELx6davzJnel\nS0vO63gIJuc3UaK65JLgW9RE29Klrp0FJwp7zv9kU706sHCh9bxCBUnTYHTqJPtc95RJ4Xj44cgt\nK57MDfX69Xk9Q0TBmzx5MiZPnuwy7dChwLszDCpwrbX+D8B//uZTSi0AUFop1dSW57oDAAVgUaDr\nU0pVAVAWwG5/844YMQLNmjULdNFElMdNm+aZA9SuShUr53SkNGrkWnPT5LIOxb33Ss7SZL6AcFKr\nluT8O3xYPmMkhdKRDiWebt1cn1dyS0C2YgVw/vmu0xIhDU2DBvEuAYUq0DQvhreagzVqeAYxlJJ0\nT94C14avGx8rVnimuSKi+DI1rt2PUYFq3tzqKDiRXH11vEsQOV26SMsaY/hw4Pnn41eeRGb+x/aW\nBKa1KgCcc45rx8N5pXNFIgqMU6XiZcuWoXmAB7qo1P/RWq8FMBPAB0qpC5RSbQCMBjBZa/3/Na5z\nO2Dsmvu4uFJqqFKqpVKqulKqA4BpANbnLouIKGIqVIh9XrjZs4G0NHm8apX3Gt+BGD1a8uElQkAu\n0m66yXcnRcEyzRfdGuVQirDXpO/Vy8ovbGe/uIqHxYuZgzAv2L5d+iwIxz//uOa3NDXb8ueXXNob\nNni+p3p1zw6diCi+2rSRNBihdNCbyNxr2xYqBGzaFJ+yhMu9Y8MGDZzPFT/5JDblSWQ9ewK//AJc\ncYU1zX4NMnGi1UJt8WLg229jWz4iSm3R7Mv3ZgBjAMwCkAPgSwDu2V/rAjCHh9MAGkM6ZywNYBck\nYP2C1jo7iuUkIoqJM8+0aiqcd154yypYUHogT1WRTOvBgHXe0aKF83SnYHYsRTqfJsXe9u3+0704\n5aU0ea799VmwfbsEp93zYpsgkVMu7XhKT7fSmBCRs7xwQ6lePWktl4wef1x+oxYtrPNzp/2svbPL\nvEopK92aORbaz61KlrT6A+I5DxFFWtROObXWBwHc6mee/LbHmQA6R6s8RERE7taujXcJKFzVqlmP\nndJxrFrlWauKKFihdpZkcrF37+75WunS3pf/8svSCZYJpjRpEtr6oyXerRiIKH5My4+6daPbqXa0\n5c9vpWMxNwlNLeI2bYA//pDH3N+5ypeP51ZEFFusK0FERAknGh0pujdvHT1acvJRctq2TWp8Vq5s\n1fZq2dJzvnBbNxBFgvv+Z+NG37mzn38e6NxZAtYrVwJ16kS3fEREgTL7o1TaN5m0crfdJueGLVsC\n778vKcjc5yGeWxFRbDFwTUREKc1bEDzRajBScOw1rZ0C1gDQtGlsykLkj/t+qHZt3/MrBVx4oTyO\nd6obIiInqbJv+vNPqyKDUtY5xT33WPMsXiwd7BIRUewxcE1ERHmCe+AoGrW6KbGUKxfvEhAREVEi\na93a/zzM20xEFD9+upkhIiKKPad8sKEyAWr3pvqUuh56KN4lICIiIiIionAxcE1ERAmnaFHJMxiO\n0aNl3KGD8+sNG4a3fEpcr7wiY96sICIiIiIiSl4MXBMRUUrQGkhPt54/9JBMc89J+OuvMv3MM2Na\nPCIiIiIiIiIKAgPXRESUcrp2tR4XKybjokXjUxYiyruYqoiIiIiIKHTsnJGIiFKGCRIVKmRNu/VW\nIDMT2LoVeP31uBSLiIiIiIiIiILEGtdElPAmT54c7yJQkrHXbsyfH7j3XqBnT3neuHF8ykS+RXI7\nL14cKFAAeOyxiC2SiMLEYzlRauM2TpTauI1TvEQtcK2UelYp9YdS6phSan8Q7xuolNqllDqulPpF\nKVUnWmUkouTAg2TeFErT+iJFZFyrludrjRtLjeyyZcMrF0VHJLfzAgWA7GzgyisjtkgiChOP5USp\njds4UWrjNk7xEs0a1wUBfAHg3UDfoJR6GsBDAO4BcCGAYwBmKqUK+XwjERERgAoVgPnzgYED410S\nIiIiIiIiIgpH1ALXWuuXtdZvAfg7iLc9CmCQ1vo7rfUqAL0AnAXg2miUkYiIkkvt2kDbtvK4VSug\nZUvPedq0AQoWjG25iIic1KoFlCgh6YqIiIiIiCg4CZPjWilVE0AlALPNNK31YQCLALSOV7mIiCg+\nypXznLZxI9C9uzx+8EFg4cLYlomIKBjFiwNHjgAtWsS7JEREREREyadAvAtgUwmABpDhNj0j9zVv\nigDAmjVrolQsIoq3Q4cOYdmyZfEuBsXYDTcARYtK+o9jx4CTJ4Fly4Dt2+X1rVvlucG/SHLjdk6U\n2riNE6U2buNEqY3bOEWSLYZbxN+8Smsd8IKVUoMBPO1jFg2gvtZ6ve09vQGM0Fqf6WfZrQHMB3CW\n1jrDNv1zADla655e3nczgIkBfwgiIiIiIiIiIiIiiqdbtNaTfM0QbI3rNwGM9zPP5iCXaewBoABU\nhGut64oAlvt430wAtwDYCiAzxHUTERERERERERERUXQVAVADEtP1KajAtdb6PwD/hVYmv8veopTa\nA6ADgL8AQCl1BoCWAN72Uyaf0XkiIiIiIiIiIiIiSgh/BjJT1DpnVEpVVUo1AVAdQH6lVJPcobht\nnrVKqa62t40EMEApdY1SqhGATwHsAPBttMpJRERERERERERERIklmp0zDgTQy/bcZHG/DMDc3Md1\nAZQyM2ithyqligEYC6A0gHkArtRaZ0WxnERERERERERERESUQILqnJGIiIiIiIiIiIiIKNqiliqE\niIiIiIiIiIiIiCgUSR+4Vko9qJTaopQ6oZRaqJS6IN5lIsrrlFJtlVLTlVI7lVI5SqkuDvMMVErt\nUkodV0r9opSq4/Z6YaXU20qpfUqpI0qpL5VSFdzmKaOUmqiUOqSUOqCUGmfPo587T1Wl1PdKqWNK\nqT1KqaFKqaTf9xHFi1Kqv1JqsVLqsFIqQyn1jVKqnsN83MaJkpRS6j6l1Mrcbe+QUupPpVRnt3m4\njROlAKXUM7nn68PdpnMbJ0pSSqkXc7dr+/CP2zzcxikpJPWfRSnVA8AwAC8CaApgJYCZSqlycS0Y\nERUHsALAAwA88hEppZ4G8BCAewBcCOAYZNstZJttJICrAdwAoB2AswB85baoSQDqA+iQO287SI58\ns558AH6A5PNvBaA3gNshOfiJKDRtAYwG0BLA5QAKAvhZKVXUzMBtnCjpbQfwNIBmAJoD+BXAt0qp\n+gC3caJUoaTS1z2Q62j7dG7jRMlvFYCKACrlDhebF7iNU1LRWiftAGAhgLdszxWAHQCeinfZOHDg\nIAOAHABd3KbtAtDX9vwMACcAdLc9PwngOts85+Qu68Lc5/Vznze1zdMJwCkAlXKfXwkgG0A52zz3\nAjgAoEC8vxsOHFJhAFAud1u82DaN2zgHDik2APgPwB25j7mNc+CQ5AOAEgDWAWgP4DcAw22vcRvn\nwCGJB0jlzmU+Xuc2ziFphqStca2UKgipATLbTNNaawCzALSOV7mIyDelVE3IHV/7tnsYwCJY224L\nyF1Z+zzrAKTb5mkF4IDWerlt8bMgNbxb2ub5W2u9zzbPTAClAJwXoY9ElNeVhmx3+wFu40SpRimV\nTyl1E4BiAP7kNk6UMt4GMENr/at9IrdxopRRV0nqzk1KqQlKqaoAt3FKPkkbuIbU8MoPIMNtegZk\nIySixFQJcjDzte1WBJCVewD1Nk8lAP/aX9Ran4YEz+zzOK0H4H6CKGxKKQVpRjhfa23y5nEbJ0oB\nSqmGSqkjkBpX70BqXa0Dt3GipJd7M+p8AP0dXuY2TpT8FkJScnQCcB+AmgDm5uaf5jZOSaVAvAtA\nRERESesdAA0AtIl3QYgo4tYCaAKpFdUNwKdKqXbxLRIRhUspVQVy0/lyrXV2vMtDRJGntZ5pe7pK\nKbUYwDYA3SHHd6Kkkcw1rvcBOA25E2RXEcCe2BeHiAK0B5KP3te2uwdAIaXUGX7mce/VOD+AM93m\ncVoPwP0EUViUUmMAXAXgUq31bttL3MaJUoDW+pTWerPWernW+jlI522Pgts4UbJrDqA8gGVKqWyl\nVDaASwA8qpTKgtSG5DZOlEK01ocArAdQBzyOU5JJ2sB17t3hNEjvpQD+v8lyBwB/xqtcROSb1noL\n5CBl33bPgOTBMttuGqRTB/s85wCoBmBB7qQFAEorpZraFt8BchBeZJunkVKqnG2ejgAOAfgHRBSS\n3KB1VwCXaa3T7a9xGydKWfkAFOY2TpT0ZgFoBEkV0iR3WApgAoAmWuvN4DZOlFKUUiUgQetdPI5T\nslHSn2FyUkp1B/AxJGfPYgB9IU0Zz9Va741j0YjytNzcWXUgB61lAPpBeivfr7XerpR6CsDTkLxb\nWwEMgnTOcJ7WOit3Ge9AeiG+A8ARAKMA5Git29rW8wPkLu/9AAoB+AjAYq31bbmv5wOwHNJr8tMA\nKgP4FMD7Wuvno/cNEKWu3G2zJ4AukJobxiGtdWbuPNzGiZKYUuo1AD9COmEqCeAWAE8C6Ki1/pXb\nOFFqUUr9BmC51rpf7nNu40RJTCn1BoAZkPQgZwN4GUBjAA201v9xG6ekorVO6gHAA5AN7QTkbk6L\neJeJA4e8PkCaG+ZA0vnYh49s87wEOYAdh/QsXMdtGYUBjIakBToCYCqACm7zlIbUDjkE4ACADwAU\nc5unKoDvAByFNH0cAiBfvL8jDhySdfCybZ8G0MttPm7jHDgk6QBgHIDNuefXewD8DKC92zzcxjlw\nSJEBwK8AhrtN4zbOgUOSDgAmA9iRexxPBzAJQE23ebiNc0iKIalrXBMRERERERERERFR6knaHNdE\nRERERERERERElJoYuCYiIiIiIiIiIiKihMLANRERERERERERERElFAauiYiIiIiIiIiIiCihMHBN\nRERERERERERERAmFgWsiIiIiIiIiIiIiSigMXBMRERERERERERFRQmHgmoiIiIiIiIiIiIgSCgPX\nRERERERERERERJRQGLgmIiIiIiIiIiIiooTCwDURERERERERERERJRQGromIiIiIiIiIiIgoofwf\n2syMlUClWlMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc3014a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _28[0]\n",
    "hp.show_complete_tennis(_28[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T23-19-55\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xee35278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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apMeezZt1GbVqadz15s01ZFJKiuavWlX3xxUragirbdv0kf6779ZOZJcv13Lk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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe341518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd03add8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe222cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sXXbR81GGaVsaIgks/7FbaBQ6TZiufZzh2jVSKOw4TKmJtERJatj6+VFSIa5t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\nY+hRWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf60cf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1QRB8EgTB4ZZ9jwmCoEL5Kw+CYKd85NVTPFDnN66mmyc76CMYFejM4ykU2RqX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owZsWazpChKpRhjNgB1Ou9mrf3Pms6PoijVx1o7W/x92RjzDIB/ATgY9H5XlJqhlj2u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\nGhVquFYURVEURVEURVEURVEURVEaFf8PTWlP6vhlEDAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e80630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QF18MDvt11db/9euDx/lNm4K/U3b8W2/pcGysK4NNCWM/F3qLuO/Y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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfb9e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CPW5PJv/8s75GgMam/PPZqwr37hV58EEdnzFDg+mASPPmocvk5jod+v74Q+s3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\nRQoD10RERERERERERERUpPwfQHfLQR43mAgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc247cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xce7aeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf615c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _29[0]\n",
    "hp.show_complete_tennis(_29[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T00-09-32\n"
     ]
    },
    {
     "data": {
      "image/png": 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8y8s9zmNDaNPGYy6Cf+6npob9/u67OA7/BRf4ecMnn8CBB/pvon6L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\nq0hUWsQAAAABSURBVHEPOjxCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfaba390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QULu273t1++3u8/r17fH88+2c3pl+2WW+67j1VjuP79PHzs+d9+GYY9z3sHdv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\nERERpRQGromIiIiIiIiIiIgopfw/TG0xomZGMFoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1088f780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g58+PTnOGD49t77lnnFsPPBD5aNq0WP/CCyPNf/wR59Ydd0CnTvGK25tvxnfS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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ce4f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tW1nh8N573H+ff875xYrxXq9sWe7Tr7/mdaN9e36nG8PlHn2U+6J1a+Zn2jSW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\nb2VvUpJvZG7btpFv/7//9R33r0Ts3x9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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1c3eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3Exs36u956ql687xsmf62/ftrzffo0d5F88iRIh9/nPi/LF+uN1jffee/Sd20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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d6ff60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1IFLbbYC1227+171767z9+umARsk06T/0UA22tWun/+egQXqDk0zBQrNmHKyI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\n4LocPtwbBNXeD0ya5A2CJ6LP7fxud4J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/GpP6fNetm1jf0aly2mlAfn7mBnchqmxs9xu1\namU2H0RERJQb7LUFA9dE2alhaZXCFi0ymw8ioljSFdZrCOAPd4KIFANYX/peNJ8D6ArgbAD3ADgT\nwGfGpLfDhHQsvUsX/0jpROVx662ZzgHlsjVrvEFZiYiIiFLB9p/LwDVRdjr1VOCXXxIfl4qIKBOS\n6uPaGPMEgHtjzCIAmpc1MyLi9lQ62xgzC8CvANoCSNPQeTpQX5s2wEMPpesbiMqOAUUqC5HECuXs\n9mUf2a86ERERpYKtcV1YmNl8EFF08cbCIiLKtGQHZ+wPYFCceRYBWAVgP3eiMaY6gL1K30uIiCw2\nxqwFcDjiBK579eqFevXq+aZ16dIFXbp0ifs9NWoA33yTaK6IiHKP7dtujz0ymw8iIiLKDfbWrG7d\nzOaDiIiIMmfYsGEYNmyYb9rGjYkPZ2gkDdU5SwdnnA3geNvPtTHmXACfAfiLiCQUvDbG/AXAbwD+\nKiKjoszTCkBeXl4eWrVqlZL8ExHlgmRrXH/wAXDVVZWjb3j3t7FVAhERUfax1xZduni1r4mIiIjy\n8/PRunVrAGgtIvmx5k1LeEJE5gEYA+BNY8wJxpjTALwEYJgbtC4dgPGvpc/rGmOeNsacZIw5xBjT\nDsAnABaULouIiMrg22+Bf//bez1xYuQ8xgDXXFM5gtZERESU/ey1BYPWREREVFbpDFFcCWAegHEA\nRgGYCOCmwDxNANj+PYoBHAtgBID5AN4E8AOANiLCntGIiMro9NOBzp31+d57A2eckdn8EBERERER\nERHFk7bybxH5E8DVceap7jzfDoDj2RIRpVHTpt7z44/PXD6IiIiIiIiIiGJhwy0ioiog2N/13LnA\n/vtnJi9ERERERERERPEwcE1ElMNq1/a/rl9fH5s1q/i8EBERERERERElisNwERHlqNGjgZ9/1ufG\nAEOGAO+9l9k8pcr06ZnOARERERERERGlE2tcExHlqE6d/K+vvDIz+UiHli0znQMiIiIiIiIiSifW\nuCYiIiIiIiIiIiKirMLANRERERERERERERFlFQauiYiIiIiIiIiIiCirMHBNRERERERERERERFmF\ngWsiynrDhg3LdBaIKM24nxPlNu7jRLmN+zhRbuM+TpmStsC1MeZ+Y8xkY8xWY8z6JD7XxxizwhhT\nYIwZa4w5PF15JKLKgSdJotzH/Zwot3EfJ8pt3MeJchv3ccqUdNa4rgngIwCvJvoBY8y9AHoA6Abg\nRABbAYwxxtRKSw6JiIiIiIiIiIiIKOvUSNeCReRRADDGXJvEx3oC6Csio0o/2xXAagAXQYPgRERE\nRERERERERJTjsqaPa2NMIwANAYy300RkE4DvAZySqXwRERERERERERERUcVKW43rMmgIQKA1rF2r\nS9+LpjYAzJ07N03ZIqJM27hxI/Lz8zOdDcoy774L1K0LcNPIDdzPiXIb93Gi3MZ9nCi3cR+nVHJi\nuLXjzWtEJOEFG2OeAHBvjFkEQHMRWeB85loAz4nIXnGWfQqASQAOEJHVzvQPAZSISJcon7sSwJCE\nfwQRERERERERERERZdJVIjI01gzJ1rjuD2BQnHkWJblMaxUAA6AB/LWuGwCYHuNzYwBcBWAJgO1l\n/G4iIiIiIiIiIiIiSq/aAA6FxnRjSipwLSLrAKwrW57iLnuxMWYVgHYAfgIAY8weAE4CMDBOnmJG\n54mIiIiIiIiIiIgoK0xJZKa0Dc5ojDnIGNMCwCEAqhtjWpSmus4884wxf3U+9jyAB4wxFxhjjgHw\nHoDfAYxIVz6JiIiIiIiIiIiIKLukc3DGPgC6Oq9tL+5nAZhY+rwJgHp2BhF52hhTB8DrAOoD+BZA\nRxHZmcZ8EhEREREREREREVEWSWpwRiIiIiIiIiIiIiKidEtbVyFERERERERERERERGVR6QPXxpju\nxpjFxphtxpipxpgTMp0noqrOGHOGMWakMWa5MabEGHNhyDx9jDErjDEFxpixxpjDA+/vYowZaIxZ\na4zZbIz5rzFmv8A8expjhhhjNhpjNhhj3nL70S+d5yBjzGhjzFZjzCpjzNPGmEp/7CPKFGPMfcaY\nacaYTcaY1caYj40xR4TMx32cqJIyxtxsjJlZuu9tNMZMMcZ0CMzDfZwoBxhj/ll6vf5sYDr3caJK\nyhjzcOl+7aY5gXm4j1OlUKk3FmPMFQAGAHgYwHEAZgIYY4zZJ6MZI6K6AGYAuBVARH9Exph7AfQA\n0A3AiQC2QvfdWs5szwP4PwCXAmgD4AAAwwOLGgqgOYB2pfO2gfaRb7+nGoDPoP35nwzgWgDXQfvg\nJ6KyOQPASwBOAtAeQE0AXxpjdrUzcB8nqvSWAbgXQCsArQF8BWCEMaY5wH2cKFcYrfTVDXof7U7n\nPk5U+f0MoAGAhqXpdPsG93GqVESk0iYAUwG84Lw2AH4HcE+m88bExKQJQAmACwPTVgDo5bzeA8A2\nAJc7r3cAuNiZp2npsk4sfd289PVxzjznASgC0LD0dUcAhQD2cea5CcAGADUyvW6YmHIhAdindF88\n3ZnGfZyJKccSgHUAri99zn2ciamSJwC7AZgP4GwAXwN41nmP+zgTUyVO0Mqd+THe5z7OVGlSpa1x\nbYypCa0BMt5OExEBMA7AKZnKFxHFZoxpBC3xdffdTQC+h7fvHg8tlXXnmQ9gqTPPyQA2iMh0Z/Hj\noDW8T3LmmSUia515xgCoB+CoFP0koqquPnS/Ww9wHyfKNcaYasaYvwGoA2AK93GinDEQwKci8pU7\nkfs4Uc5oYrTrzl+NMR8YYw4CuI9T5VNpA9fQGl7VAawOTF8N3QmJKDs1hJ7MYu27DQDsLD2BRpun\nIYA/3DdFpBgaPHPnCfsegMcJonIzxhhoM8JJImL7zeM+TpQDjDFHG2M2Q2tcvQKtdTUf3MeJKr3S\nwqiWAO4LeZv7OFHlNxXaJcd5AG4G0AjAxNL+p7mPU6VSI9MZICIiokrrFQBHAjgt0xkhopSbB6AF\ntFbUZQDeM8a0yWyWiKi8jDF/gRY6txeRwkznh4hST0TGOC9/NsZMA/AbgMuh53eiSqMy17heC6AY\nWhLkagBgVcVnh4gStAraH32sfXcVgFrGmD3izBMc1bg6gL0C84R9D8DjBFG5GGNeBtAJQFsRWem8\nxX2cKAeISJGILBKR6SLyL+jgbT3BfZyosmsNYF8A+caYQmNMIYAzAfQ0xuyE1obkPk6UQ0RkI4AF\nAA4Hz+NUyVTawHVp6XAedPRSAP+/yXI7AFMylS8iik1EFkNPUu6+uwe0Hyy77+ZBB3Vw52kK4GAA\n35VO+g5AfWPMcc7i20FPwt878xxjjNnHmedcABsBzAERlUlp0PqvAM4SkaXue9zHiXJWNQC7cB8n\nqvTGATgG2lVIi9L0I4APALQQkUXgPk6UU4wxu0GD1it4HqfKxuh4hpWTMeZyAIOhffZMA9AL2pSx\nmYisyWDWiKq00r6zDoeetPIB3AkdrXy9iCwzxtwD4F5ov1tLAPSFDs5wlIjsLF3GK9BRiK8HsBnA\niwBKROQM53s+g5by3gKgFoB3AEwTkWtK368GYDp01OR7AewP4D0Ab4jIg+lbA0S5q3Tf7ALgQmjN\nDWujiGwvnYf7OFElZozpB+Bz6CBMuwO4CsDdAM4Vka+4jxPlFmPM1wCmi8idpa+5jxNVYsaYZwB8\nCu0e5EAAjwI4FsCRIrKO+zhVKiJSqROAW6E72jZoac7xmc4TE1NVT9DmhiXQ7nzc9I4zzyPQE1gB\ndGThwwPL2AXAS9BugTYD+A+A/QLz1IfWDtkIYAOANwHUCcxzEIBRALZAmz4+BaBaptcRE1NlTVH2\n7WIAXQPzcR9nYqqkCcBbABaVXl+vAvAlgLMD83AfZ2LKkQTgKwDPBqZxH2diqqQJwDAAv5eex5cC\nGAqgUWAe7uNMlSJV6hrXRERERERERERERJR7Km0f10RERERERERERESUmxi4JiIiIiIiIiIiIqKs\nwsA1EREREREREREREWUVBq6JiIiIiIiIiIiIKKswcE1EREREREREREREWYWBayIiIiIiIiIiIiLK\nKgxcExEREREREREREVFWYeCaiIiIiIiIiIiIiLIKA9dERERERERERERElFUYuCYiIiIiIiIiIiKi\nrMLANRERERERERERERFlFQauiYiIiIiIiIiIiCir/D/P0ecNodtmIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf7fea20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/NmaMmhz58svgZVjfPGuweeSImhm54YbAtAsX6vaFF1RzC1At9fff130325v+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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf86acf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M8bpERJJbEsTHtaZp2QGcBXAPEU0zpI8FUICI7rI5Zj6AlUTUy5D2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\n3XkndwKN5eXM6Xzxs2fnY4ONACqM7TD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Xz7wdbT/ijju4H+U1c+YAKSn2+6ZOBaZN877O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\nXBAEISZkzep3C4RkoWhRoGBBtlxdvdr9cUYFznXXsS9sQRC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      "text/plain": [
       "<matplotlib.figure.Figure at 0xecc7f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uuwLfpTPcvQKYlVlWnYuAxe5+a0NWJhkEMN04nd97utBggEnv63XX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\n7eCvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xefc0ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XkiWt5eOwYW6XPrfdZv8oadHCzT9sWOiyypf3HW/Y0F7btrUW448/bt01AdYV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\nhvf4477jxYsDZcM+yjK8884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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe044828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _30[0]\n",
    "hp.show_complete_tennis(_30[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T14-48-18\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xebde908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xface4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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38MQTwEcfFXQp8o+cHO7/RNuGeZGRkfhJ/O++A+65J1zYRLXtSRFjKKXOAtAS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\nFdi3zx3m+OO94777rv345JPdx4muH4n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k96xYsehWpOfmusPHYs/db3KyR4/waYRRugO4\nPhJ5hz/7bF5hZ/bJTCKtcIqWZAquPwCwG0BDAJfn5WX7/y4RFSUi87ciA8H2rK8CUAPAIwAeUEoF\nmNAXBCEZ6KVOujOUzOU4icRpqzFIQBemk6DTq1yZB0mm9mLHjrwNY3bB2THQM7lOrSOzs+unFR0k\nDDIFP9nZ7sGcU7vQhAjYs4f3nT/N1NrGFSqwEMnrhyp+QjmTUqXiF1wXL25fihXU6RozBti8ObbO\njSkcJ4q93F6C1IMHve06Fi9uCWABnhHXPzcL0iRu1y5YQG92Koii054nstL20jJ5+GH7/TXfg99/\nZyGJE+efzYcNsx9rzR2vVRtvvMFmH5xl1JM+Wij966/+z93PpqvWTDSftTONiy8OnsRo08YeRwu6\nKlbkSRevFRVaiON1vRdcwOnF8kO/6tXd9cP5HuvJMy2A9BMcedV5s43y0o4KamPffNPt5zcAUCq6\nlShOYaaua05tzlq13JOHxx0XrkMf9HMnE692I5qBDlFwux0ULx6eecZ/gscUCjknCUqVsgbueul1\nGPNQRJxfJC2nBg14cKa19LRwoUULd1g9CW3i9U726xd+8Bj0HShWzC3ErFyZr81pzueJJ8LlF0TZ\nsu7rWbvW/ezPOMM++Vijhl2grut8pPfS650y3wW/+F6TLqVLc3q6r7l2LWvamu2P7o/ovPfts6ex\nb5+l/X/vvcDevcHl1/n6cfBg5PjaTq9ZN7zeWa+ymAJ8vz61FnClp9v9vd5b/R3q39+uWOAltDVX\nWel77/Ud81N20Oj+bqQxweDBnEekSXIiq71o187d1/rpJ/bz6kcEEYt5w+OOY43r3bv5+OyzWRhL\nxN8OrRFOZNfgBdwrRfwE50p5/9NCC4fNuM5JlLB9UN2WEdn7sU527vQ/Z76rJUrY6+pJJ7GgUq9+\nrFaNz0ejMWz2wUzBtcmBA/7xq1Z12/tu0sTeRjnbf63cYdYl/b8Cr/fF+e63bMn1zM+U43XXWQJF\nPWbSaTjNh+TkWG1XUJvUtKm77+fVFvhN+gd9T8MqpPXrB/z5p92vfXv7t9+5UkFjTrQ57T1rtAa/\nH6bZt9Kl7eU2+6V+k+1h+kJnn20J+wEeewFWnTt0yHulafHi0ZkprFnTvTJh2jTO26xjkfC7l/ff\nbx9D6jy9SEmJTrnIS1iu643fOPyPP6yJqESQFMG1UuosAC0B3EdE84loJlgIfYdSKkgXqjGAYUQ0\nnYjWE9EQAIsBJHAuWxCESKxZY9lt1o22n9ZoIgmyRx2JyZP5h4zOD1ffvtxwehHGjnSvXix8M5ed\nr1nDH7UPPghnAwtwdzgfe4zL6xzQmx0Sv4+tV2cj7GBi5Ehg1SreNz9YTruFznujO3fz5/MyuMWL\nWfPFFCBGWv4+YwYvFYpWE8a55N/ZafNaWrxyJQusTaLRKpg61bqneuDlnKBw/nSqUydvAZOXQMT5\n09M+fazy+tlPDZogiVQ/9Xth2s0MWrZ12WVcp/TEygUX8DO/8053WOfzCDJ3sWQJL2M0l1wDrCGy\nYIGl5aM7Q6tWsT1C02SIPudnK++mm7is+lnM8fyzBr8j5sSOaS9OPxet9WZeU6lSdsHm9u281QI0\n5/ut7482QWI+x0WLeIm5n73GUaPYFAhgtQdewjg/mjVj4ezo0VZ9d7Yr3bsDY8daWlNmW/Xbb9z+\nLV7MAnkvZszgFRqXX87Cp9GjrXN+7+zLL7sH/ppoV0jM8liTp9vIFSv4HdLtlDlgGDKEhYn9+llL\nay+9lN+v776ztOqdk4tz53JdDdIGM7XDveqmn1Bl1y7go4/8012zxv+c5v/+D9i2ze43e7bV7pvo\nSTEvSpWyX4cW1D/9tP0dqVjRHu/EE/m7Nm+etULpmmvcGol+WmtmG3PnncBff9nPv/EGb51mzLy+\nA/36uf1KlGAhkWmXVg8aNdWqcbuxciX3H+bP57oKuL/l5n1NSbFWM3TrZn9en31mD9unD/DJJ/a0\nwizt/vZb65tYooT9XVqyxD1IXbyYNV7T07mOL17sNh/k9S6bgoqxY+1CZJMwCgBOwczs2VY5naYY\nTMF1pB+0paTwO7Z4MQt8Tzgh8o+t/VYuff21t7/zeetjUxDsNG3Rrx+X5ddfLb/q1bmt37yZn4Up\nFDNXy+g6Y+Z7//3eq578BJnHH88mTzZt4vd2xAjut+k27X//422nTtzHNUlJYdu1WrPZ+b3Qz8ls\n15wTyYBdYBrtpP+BA/xtnjfPbpIFsPpxznYHsLd7SvG1f/YZ9xWcQqclS9zxdT0oV46/e85/7Iwb\n598GO+tQUD/3l1/sigteAuQNGzivjRtZEGVem1mftMDbvMfjx1vl1O/7N9/wd82vn25OWDi/H9H8\ncycWUxD6HfvpJ7u/n2BdX/MPP9j9dVv499/8/jsFeHriy2yz4lGkcZp8NI+nT+dvlxbuvvuufbyY\nksL9qxkzgHXr/POYMMGuSPTll+5JLcB/vBikgavHBV7P988/7RNbp5/O7ayufyVK8LNeupT9TVNm\nfv0b/Y1esyb8jy+dk+clSljPbNMm7osvXszf6Tfe4HfX7DNo+9KrVlkrBO+4g9vhxYu5nq9ZY630\ncr5Tut0tWtS7DS5WzN7+63dOt/NOSpb070sD8a9uL1rU/U32+wcOwGP7ILM7Zv3o2JFN0gCWgF1/\nD8w89Yoo/ez02CLIRGpoiCjhDkBHADsdfkUBZAG4ISDeYPDPG0/OO24GYC+AywLi1AdACxYsIEEQ\nEs9zz/GQ7scfY4vft68eEkZ2RNZ+t27+4b7+mug//7GOv/8+cjmGDeOwV15JVKEC0UMPEe3ZYw/z\n7rtE8+bFdp0VK3L65cpZ5XrySd7edhtRbq5/3DPPtOLk5Fj+99zjff0vvWQ/fvttooULOc7999vv\nZxB//03UowfRE08QHTliPzdmjD2Pgwf90zn9dA5z3XVW+JYtOW19/MknVvitW4kefZTPv/Za5Pei\nbFn7sb6X+njGDN5edlnwta9YYU+nUyfv/GrUIMrOJtq1i49bteL4S5faw+3daz/etYvowAG7X716\n9rI6r+HwYb4Phw7Zy/rzz0Sffmr327nTnsbIkVY9ueEGdz4mw4ezX58+dn+/e/7II/7P2xn3qaf8\nzxFxnQOImjWzh3nnHfe7QUTUvz/RsmX+aU6aZPmNGEE0eXJwOc3n9vzzRB9+aJ37+mvv+7VnD9ff\nrCw+7tXLCnfNNey3ahVR7978LPV789xzRJs329Pau9ee1p9/Wmmlp7vL+/nnRIMGEb3+ut1/zRqO\nk5rqf6063ddeI1q+3H5u0ya+fmf92bnTnU7fvu74RPzM3nsvfBuzcqX73Rozxl3exx8nuvVW9jv5\nZOu9WraMr8UZ/vnnrf1t29x5BLVXNWpwmLlzLb+cHP6mbNtm+aWnEz37LJ8z09bPd+1aPj73XH6+\nzzzD78ncuURbtljhJ0xwl2/UKKLjj3f7a0qUsNo2J199xWn27Oldd3/7zQr75ZdEP/zgTsPMT3/j\ntfvzT6L//td6T8aOJRo92l4n/v6bqHJl63vZuzfHffBBot27ve/7oUPc1o0Zw9ffvr33tWdmWn5/\n/cV+L71E9PLL9rp+330cZskSov/7P34uXum9/rr/+3rttezfty/RggVWuD/+8L6Gl1/m5+53P3Nz\nuU1/4AG+R178/ru9bp9wghX/wAFu/77+mt/7hx9m/3bt7Neg2x5N165Ed9xhz6dDB+4PBDFkCL9j\nmzZx2qecQjRgALeZ5nV5Xav5HTSZONEdb84cy++VV+zhmzVj/02b+Fi3pyedxMedOhHde693GQ4f\n9r4us545MduOvn2JfvqJ3x+zj/bBB1aYatXs8f/6i+jFF61y6uscN846zsx0l+Xaa91lGTeO65b+\njnfoYJ1r2NCKO3GiPd6nnxJNm+Z97UF06MDpmd/XnByrr/a//7njrF9vfd/ef59o1iw+fuwxvnfD\nhnG4MWO4rwQQPf20PY3MTHt/0KuehiUjg/usBw9ynm3b2tPy+67t2MF9ccDev5k5017/YmX/fiud\nRx91f/v++IOoXz8r/LZtROedRzR4cPR5/fabuw6sWcNtav/+9rC7dnG7nZ1t+Q0axO0dEdGrrxJd\ndZX1PWvTxgqn8/j11/Bla9DA/WzN4zlz+D0y2brV+taa7Nhhxb3kEt4WK2adz80leuEFK0zTpsFl\n089/zRrLT7+b+/d7x9Fpz5njPrdnj/0ZO8dRRO7nrsP69bHN9mn6dMu/d28e45iY4+ugMaYOM2+e\nvbylSvH57Gz+hph9EiLuPwD271WtWuxnvk9eeWnMZ1ipkj3se+9ZfQivtgEgatyYz3/xhdX3X7uW\nv8V+ONtmTXY2t007dvjHXbaM4zVowMf16/NxTo577G3e99Kl+Vi3h07GjuXzum/q1wY2bmz533Yb\n0ZQp/u2mn7/zvTxwgN/x8eO983WOw6++2tpfudJ9b59/nmjjRn4nV61if7P9O3yYt2eeaS9nz55c\nzwGi5s3NPBcQAAJQnyiCjDlSgFgcgGcBLPfwTwfwQEC84gA+BZAL4AiAwwA6RMhLBNeCkET++1/y\n7dCGYd06/w9SUEOsCero6o5wYWDkSC6L/qibA5dIvPyy9wdMp+l0phDNGWfUKPZzdnCixdnB8eqQ\nOcv52WdW+Jtu4nNeZTT54Qf39XXtaj9+6inennGG97uhhcUDBkTOz0zXFDzfe6877u7dfKwHnH/8\nYYW5/37ugHg9B9NPCxf83uFoMdNYuNC69iFD3OdNFi1iP1NYR0RUvLgV3uxIdO8evixebYO+n0Q8\nSIr0DoVB5+cliAvCFPg70fUl0jPR7SDAE1xeZXvuufBl+ugj690Ni34fP/vMP8xdd4V/v8x6EC1h\n32MtbDeFlCb6/TN55hn/tM003n+fbJ3kZs0sQWQQ337LYZwTDEGY9UoLRA4d4uNLL3WHT0+3wk+d\nau3rSbZly4huv533mzZ13xstyApTrltusZdv0aJw8W6+2TrWgnIgeACcSJzfN4056AxqM/QkrXm9\nOl7VqpafOWHpRAuXfv7ZElx37Rr9tcTTrutJb6/4I0aw/1tvxf/tCEJP0jrfZa889cSSdl59HWc8\nU3hhTlwR8UQgYJ/EA9zCT5NixSJ/55991vvcE0+Eu5d6wvyZZ4Lz0eno/kSdOt5hzAlTJ7q+m9/n\nfv2suOZkbTy0bs3pOYURQWzYwHH0xOLcuXzcrZs77Lvv8jk/4Y2+nmrVeBskfAqLs98XSz2pW5fj\n+AnjwpCVZeW9datbcJ1o9MRGNGONIPRzNr8LWnnGbyLPi0svdV9zrPfgyBEr7uOP8/ahh9zhdJgm\nTYLT09/K9evDlyFS2aN9xjqs13WYYWrUiJyWnqz99tvgcPo5ErHwWL/vzjLoPo0O+//t3X2wVdV5\nx/HvA/ciGFR8v6IkOiOixJciCiiKScyItigaKxSNGjCGaB0dbAWj7dhELWM0GgVNNQYcB0W0WqmI\nAxqT+kLQCeALjW8RU6EWWsXgNTHlXlz94zmrZ919z+t94d5z+H1m1sDZZ+1z9tl3r73XXnvv54mD\nuOkAerxRqdSyZ9+PfbUbbyw/XywzZvi/Y8aU/m2lPi97kbQSa9f6vNOm+es4qBuCf152OaN4cfbV\nVytfvkLratSo/PQVK9rXTec55ZTiy/Poo/56993Lf+/zz+enDR6c76dW22bjOWS8+eCQQ9r+pquv\nzr8Xb1zyUvnAdVWhQsxstpl9XqJsM7PO5DK+HBgNTMgNSP8NcJeZVRg+XES6WiUZ60upJHEQtH8c\nMCs+hpKGwrjllu0TwqQSkyd7nLYhQ/x1JXGvo2uv9Xmzcd7iZ4IniIhZ60s9tnfOOf4oYKls3JXI\nPmpU6vfE5fzmN/3RLWgblqOaxwxbW9s+Lj1vHtx0k3/+228XjoU3YIBPrzSzMfijlOljX3E7TbfX\n+H6cFtfBaad5jOZij0inbSabwKezWlvzmbzN/NG7Tz8tnYAFPHFiS0v7rNDp4/rLl/vjjVDd32z8\n+PbT5s3Lt83LLvPvrjYhXVaxJGzlxPiAheKsVRq2Jj6+t3QpXHJJ+/dbWuCGGypfposu8nkKhTco\nZtCgfDsr5r77qt8nVpJ4s6Oy4RyyCoWLmD27st8wfbqvj/79vf4zz/hjteXmnTjR5+to0ta4b4vb\nTqFjZLHfe/zx/t3Dh+fni499p4/XzplTPO5nqrXVw8mkKmlnra3wyCP51/Fx8paWjsWG7YjJk/Nh\ncFLp95f6LaXiMqftatgw2Lq18HZxyCH+m8eNy39XR5K6dUahZIBRXJbO7jvLice4bGiOQv2S9et9\n2rZt/m+h9ZXdp+y5Zz5UQzZea4zVmfbtWltL7++LJaZKl7tYyK1iiVuzNm/27Wb27Mrqx+0x9gGz\nioWDgvz6T9dbmqi7mv5kKTE8RTX9+vioePw7x/1foWWKx8ly+5B33/WcHddeW/lyFNPZc5T0MzoT\nNqKhId9eqskh0lHxuNFV20b826WhdGI/sJpjQjymp/HiW1u9LVWrsTEfwmHQIP+cuXPb14v5X8qd\nb8Ztt7N5dlKtrf791fa7yiVbr2Q/td9+vr1NnFi63vz5+eXbuNHDY7S0tF+X2bY0fLj/3dK4y6Xi\ncRf7nOnT4bPPiifwy/rwQ7j5Zv9/NeciqZaWtqERKxW3jbgtXXVV/hhYal8zapSvqyOPrP47U+l3\nxGXJHpfjdvzUU/lEotmY1zE8SCWJ5E84IX9MX78+/72VJjyOli/37SzOH/vB8e++//5+HGlpaRt+\nsVC4v2Kq3d3dAswvU2cdsBHYJ51oZn2BPXLvtWNm/YEbgTNDCDHCzFozGwH8LfBsofmiGTNmsFvm\nLztlyhSmpGmzRaRqMS5lNoZfpfbZp+3rM8/02FaLFnncvXfe8cGyNFFQIa+84iXt2Jt1bQeksxoa\nPNbr449XNxhkVrzz2dDgiQjHj/d4Ytdc43EJR4zweGnZ9QudyygfHXmkDxiffronjijXcY3LP3gw\n3HZbfnBtwYLCiWiKyf49Bwxou34Krac+ffLr+/zzSye3+OUvfR2eeqp/1znneOzWiRM9ZnW8OADe\nAb/9do+HBvnOy957579z7lxfvtGj8/O98Yavv5kz8wMOF13kMY6nToVJkypeHe307eux5JqafDAa\n2g7SPPSQDxBk41ZC4XUX4xMfeKD/nuOP9xP1Si4CPP108e02bZultu9qXH65n1zFBIrVKhQ7bsIE\nj4ldaPA9FTtg/foVbgvV/r6OrpNy81Sz35k/32P1V3IikvXww+UHjyC/rkLweI7Z+KAvvti+01pq\nv750af7EOF2H1R4Hql33v/2tJ7iD/ABO374etzIbLxjabmsnneTxVGOuhfjdt97q+4lp07zdLVmS\nn6fS7SP+7tdf933aJZdUlsU9u75efNEHkbtqEKRSo0b5cse4vtHMmaUTh4EnMh48OJ8EC3wfu25d\n+0RppQZ+428+/HCPTZyNv1+JF15onziwUsuXexz6OXPav3fWWT4AO22aL18a678rDRgAd9zRNtYy\nlD/eFtvfvP56PiZ4dPXV/j0nnth2+pw53kdIY+OWa88LFpS+OF9qO77ySu+jpQmeC0l/ZzFr1+Zj\nJTc2ep8pO4j0k5942yp1QeS667wvl/aVGht9e9ywofLEoeXcdpvvc6pJltXU5PuqmNjuiCOKt5O4\n3yu23p5+Gpqbu6aPGk2d6v26uN5fey0fY7VSjz2WT8bWGel2N3Sor6f9968ueVulFiyo/lyjlCFD\n/GagdN85e7YPfMWEoZWYP98viqYDjn37dvxcbdQobx+XXVb8M/r18754qVi+4Pu4Y46p7qL14sWl\n43Z39LfFG1AKufvu8n3SqJJjdtqniv8W226efLLtQGn22PnEE23Pk7IKnfOZlb+osGyZb3vTp/vF\nTbPi/atKdLQvM2yYt9vYJ0n7Ypde6jeGxQtu557bdt6OXGCOMaOjBx7wY9SGDfkbjV56ydv6ypX+\nb8yV0aePHz+PPRbOPrv9PqzQdvTQQ7782Rtt0vU1apRfOE4Ta1Yie6NKfD1hgvdjvv1tWLhwIQsz\niShmzaogq3KOhWK3hXRCLjnjvwPHhBDW5KadAiwFDgghtBu8NrNd8HjWp4YQlifT/wk4MIRwanae\n3PtHA6tWrVrF0dWMjojIdnPVVd4hAh/wyJ4cpb7yFU8ME3dNZn4Aufvubl9M6QHLlrVNcpT+3cFP\nQtKBiZSZD+CnSba604YN3rlftKj6weeVKz2p3sqVbQe5Zfsw807nnXd2bP4lS/wizjvv5Acwpbz3\n3/dEfZMmebupZTfc4BeFtm0rP1jQ3OwD7HPnVt/5FxGpRc8954Psq1ZVd8OCyI7iwgs9GXQ3DL/J\ndjJ0qN/M0Jm/4T33+CD95s2ln7qqVWZw6KFtE5IWqgOwatVqRo4cCTAyhFDyjL5bHhANIbwJLAN+\nambHmtlYYA6wMB20NrM3zWxibp5m4N+AW8zsJDM70My+BVwAPNbuS0SkZsQrvI8/XnrQGvzqLJ5a\nQwAACcFJREFUY/qIWXMzjBtXJk281J2tWz0TfLFBa/C7zwo9at5dDjgAfv/7jt0xPWaMz6tB6+Ky\nV+G7UnOz323TURMm+OOLGrSuThzg7Wym9N7gmmv8rtpK7nDbZRdv7+njkNK9bVxEeta4cXDvvQs1\naC1SxM9+5v3RWrajH8fXru38008XX+x9xHoctI66I+xcN0Y25NfAF4GXgeeB54Dsg0VDgTS+x2Rg\nGx4W5D1gLvCjEEKZB7pEpDeLJ/qVPJLe2Nj2EbOBA2HRoh37IFnPxo71R4dvvNEfD48aG0s/ngf+\n2PH2jkeajTW2vebdEXRnZ3jgwM6HFdpzz65Zlh1JU5OHdikUuqbW9OlTPi5larfdtl+86Fqxo5/w\nitS7xYvVxkWKaWjoWHi23mRHP47vtFPnY+ub1fc54Te+UT4cV0d0ZzS7bXjM6iHAtBDCxdkKIYTs\naeRU4EvAROB3wA3AuWZ2fQihA2H9RaQ3iMl4ujKundSHgQM7n0hSRHqnhobS8RBFRERERKQ+PPpo\n93xutw1chxC+D2BmJfIot3MFcH0IYUlu3guATcCZwMOlZhSR3uuKKzzxzNixPb0kIiIiIiIiIiJS\nC7ozVEhVzOwgoAn4eZwWQvgEeAk4rqeWS0Q6r7HRM5LrsWkREREREREREalEd4YKqVYTEPA7rFOb\ncu8V0x/gjVJpK0Wkpm3ZsoXVq0smmhWRGqd2LlLf1MZF6pvauEh9UxuXrpSM4fYvV9dCCBV/sJnN\nBmaVqBKAw0IIbyfzXAjcFkLYo8xnHwe8AAwOIWxKpi8CPg8hTCky37nAAxX/CBERERERERERERHp\nSeeFEB4sVaHaO65vAeaXqbOuys+MNgIG7Evbu673BdaUmG8ZcB6ezPFPHfxuEREREREREREREele\n/YED8THdkqoauA4hfAR81LFlKvvZ75nZRuBk4DUAM9sVGA3cWWaZSo7Oi4iIiIiIiIiIiEivsKKS\nSt2WnNHMhpjZUcCXgL5mdlSufCGp86aZTUxm+zHwd2Z2upkdAdwPbAAWd9dyioiIiIiIiIiIiEjv\n0p3JGX8AXJC8jlHcvwo8l/v/UGC3WCGE8EMz2xm4GxgEPA+cFkLY2o3LKSIiIiIiIiIiIiK9SFXJ\nGUVEREREREREREREulu3hQoREREREREREREREemImh+4NrO/NrP3zOwzM1tpZsf29DKJ7OjM7EQz\n+1cz+08z+9zMzihQ5wdm9oGZ/dHMnjazgzPv72Rmd5rZh2bWbGb/bGb7ZOrsbmYPmNkWM/vYzO5N\n4+jn6gwxsyfN7A9mttHMfmhmNb/vE+kpZvY9M3vZzD4xs01m9i9mdkiBemrjIjXKzL5rZq/m2t4W\nM1thZqdm6qiNi9QBM7s611+/NTNdbVykRpnZdbl2nZbfZOqojUtNqOmNxcwmAz8CrgNGAK8Cy8xs\nrx5dMBH5AvAKcCnQLh6Rmc0CLgO+A4wC/oC33X5JtR8DfwGcDYwDBgOPZj7qQeAw4ORc3XF4jPz4\nPX2ApXg8/zHAhcC38Bj8ItIxJwJzgNHA14FGYLmZDYgV1MZFat56YBZwNDASeBZYbGaHgdq4SL0w\nv+nrO/h5dDpdbVyk9q0F9gWacuWE+IbauNSUEELNFmAlcHvy2oANwMyeXjYVFRUvwOfAGZlpHwAz\nkte7Ap8Bk5LX/wucldQZlvusUbnXh+Vej0jqjAdagabc69OAFmCvpM504GOgoafXjYpKPRRgr1xb\nPCGZpjauolJnBfgImJr7v9q4ikqNF2Ag8BbwNeAXwK3Je2rjKio1XPCbO1eXeF9tXKVmSs3ecW1m\njfgdID+P00IIAXgGOK6nlktESjOzg/Arvmnb/QR4iXzbPQa/KpvWeQt4P6kzBvg4hLAm+fhn8Du8\nRyd1Xg8hfJjUWQbsBny5i36SyI5uEN7uNoPauEi9MbM+ZvZXwM7ACrVxkbpxJ/BECOHZdKLauEjd\nGGoeuvNdM1tgZkNAbVxqT80OXON3ePUFNmWmb8IboYj0Tk34waxU290X2Jo7gBar0wT8d/pmCGEb\nPniW1in0PaD9hEinmZnhjxG+EEKIcfPUxkXqgJkdbmbN+B1Xd+F3Xb2F2rhIzctdjPoz4HsF3lYb\nF6l9K/GQHOOB7wIHAc/l4k+rjUtNaejpBRAREZGadRcwHBjb0wsiIl3uTeAo/K6ovwTuN7NxPbtI\nItJZZnYAftH56yGElp5eHhHpeiGEZcnLtWb2MvAfwCT8+C5SM2r5jusPgW34laDUvsDG7b84IlKh\njXg8+lJtdyPQz8x2LVMnm9W4L7BHpk6h7wHtJ0Q6xczmAn8OfCWE8F/JW2rjInUghNAaQlgXQlgT\nQrgWT952BWrjIrVuJLA3sNrMWsysBTgJuMLMtuJ3Q6qNi9SREMIW4G3gYHQclxpTswPXuavDq/Ds\npcD/P7J8MrCip5ZLREoLIbyHH6TStrsrHgcrtt1VeFKHtM4w4IvAr3KTfgUMMrMRycefjB+EX0rq\nHGFmeyV1TgG2AL9BRDokN2g9EfhqCOH99D21cZG61QfYSW1cpOY9AxyBhwo5Kld+DSwAjgohrENt\nXKSumNlAfND6Ax3HpdaY5zOsTWY2CbgPj9nzMjADf5Tx0BDC//Tgoons0HKxsw7GD1qrgSvxbOWb\nQwjrzWwmMAuPu/U74Ho8OcOXQwhbc59xF56FeCrQDNwBfB5CODH5nqX4Vd5LgH7APODlEML5uff7\nAGvwrMmzgP2A+4F7Qgh/331rQKR+5drmFOAM/M6NaEsI4U+5OmrjIjXMzP4ReApPwrQLcB5wFXBK\nCOFZtXGR+mJmvwDWhBCuzL1WGxepYWZ2M/AEHh5kf+D7wJHA8BDCR2rjUlNCCDVdgEvxhvYZfjXn\nmJ5eJhWVHb3gjxt+jofzScu8pM4/4AewP+KZhQ/OfMZOwBw8LFAz8AiwT6bOIPzukC3Ax8BPgZ0z\ndYYAS4BP8UcfbwL69PQ6UlGp1VKkbW8DLsjUUxtXUanRAtwLrMv1rzcCy4GvZeqojauo1EkBngVu\nzUxTG1dRqdECLAQ25I7j7wMPAgdl6qiNq9REqek7rkVERERERERERESk/tRsjGsRERERERERERER\nqU8auBYRERERERERERGRXkUD1yIiIiIiIiIiIiLSq2jgWkRERERERERERER6FQ1ci4iIiIiIiIiI\niEivooFrEREREREREREREelVNHAtIiIiIiIiIiIiIr2KBq5FREREREREREREpFfRwLWIiIiIiIiI\niIiI9CoauBYRERERERERERGRXkUD1yIiIiIiIiIiIiLSq2jgWkRERERERERERER6lf8D1+zt2Ugx\nZLAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2607f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BayIiIiIiIiIiIiKKKAxcExEREREREREREVFE\n+T9pyY1wwcuIfQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfbef28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hy5ZJGY9a3mKt08yLw6efBrXP8421sqQ9Uw2EDz+U3ztzpny3p54Sjc1c8Ndf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\nAAAAAIAU4RoAAAAAgBThGgAAAACAlAsJYqFmV5AyJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf8379e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _31[0]\n",
    "hp.show_complete_tennis(_31[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-06T15-29-59\n"
     ]
    },
    {
     "data": {
      "image/png": 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ICPY+O3Xyztuvn06/777IbDs3V2TMGJGFC51t/vJLxXwej8hLL2mgOlh5RUTmzg3vWObm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\nGEFXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc3035c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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n5b4OHNA7Qd56S+9UP+007/XZLlQBbTh2//26nEiCtPn5Gitw83j0brS5c3XZ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\n32CN7SarUqXEly1cqlcvfst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5X4vrkgcwXlXyurYx5kVjTDtjzHHGmM4AxgNYWbIsIqK0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\nKgxcExEREREREREREVFS+X9Uyad4W3X4iwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd186978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Y4jqKceMAOipSBX/3HYYDkK0rli7V70sWC6Nm/TPJ4YcL74y4+D7+/rXXUncD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\nhBDSVPw/OrBxkGXotcEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe23ecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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A+J8aqFJKAZgGoHfMcacA2BZAwjRZHh4edQHTWGIStbLSTahWVwNbrhMD6tvX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\nTOj17cvHV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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e1d668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xBx/0On/+uZ+X118PW28Nl1zi45lMmeLlH3yw/D/cFRR4Gxs+3D8Xpk71c/jj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\nfdvqk+TjlO64FRT4d7zk95c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FUuXCrs3+9CdPEdKqFaxa5dPM/FGVA0KmcthhMHmy/52Y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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd001eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _32[0]\n",
    "hp.show_complete_tennis(_32[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-07T10-39-12\n"
     ]
    },
    {
     "data": {
      "image/png": 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CzJtnPqdePcoX6fvBITqClaNHqV/txo8/0rlt25r7s9ayJ0wwX+eHHyg+YoTz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\nH6r4u++65+3aldoeve/btq25Tdm4UYi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Pa9SoQduHHjKnjx9Pz6vk9GkKR48Cly4Ffj8D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\nSZIkSQPlfwG1suS3ys8qngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf2e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd186b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yr/UBP0FH95HLVK+evB5YtYo6eFg823vv3HOZ77g4wnXjxuHCdbVqweLUgQcC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\n6quDz8s88ED4frNTjDHfdUFtApM43wF+I1XSoHV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bEv0+/fILTcL6xRfJ48uXuBbXgHdS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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2e6898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E/RFXGec5OM+3dm2rl4j90CAiIjoYB3quTHbhnGcrug6JZ9X1vjt/AFQm2LVp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\nREREREQUV9hwTURERERERERERERx5f8B1CJtlTgNhJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc260e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eCqirIAg5sGZN9tAcegdIA8akSZgoLCum+kyejFvfwV1fzUwb1iKNAETH+rgr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\nIiIiIiIiIiIi0lT+D3yxfhdOezAmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf5f3358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _33[0]\n",
    "hp.show_complete_tennis(_33[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-11T09-23-39\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd041208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fIMnkjDPc27bpz7YZCuvXh5/W+9lnOD3ZT3ie7gwfjo1OU5BD6dkcYBPCE9SJ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\nOE4fx3EkeQpCGhC2sWo7L9FaN+eei16HRZun6FG/PpoIKWyv74JgEm8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95Lu8lwJ7AbcC\nj6aUfre1fhqwlvzW5BXALwC3A3+TUvrjzv0FpO7Vis1lwFnknhuFgZTSG606xrjUYBFxLfCv5Jcw\nHQicD/wBcHpK6QFjXOouEfEgsDal9MXWZ2NcarCI+DPgO+ThQX4RuBo4FjgmpfSSMa5GSSk1ugCf\nJwfa6+S7OUuqbpPF0uuF/LjhDvJwPuVya6nOn5APYK+R3yw8r20bewM3kocF2gr8AzCzrc4Mcu+Q\nAWAzcAuwX1udOcA9wKvkRx//FJhW9d/IYmlqGSa23wEuaKtnjFssDS3AN4H1rfPrjcB9wGltdYxx\ni6VLCvAAcH3bMmPcYmloAfqAF1rH8eeBO4Aj2+oY45ZGlEb3uJYkSZIkSZIkdZ/GjnEtSZIkSZIk\nSepOJq4lSZIkSZIkSbVi4lqSJEmSJEmSVCsmriVJkiRJkiRJtWLiWpIkSZIkSZJUKyauJUmSJEmS\nJEm1YuJakiRJkiRJklQrJq4lSZIkSZIkSbVi4lqSJEmSJEmSVCsmriVJkiRJkiRJtWLiWpIkSZIk\nSZJUKyauJUmSJEmSJEm18v9ZiLk1CWRvZwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xecf47b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1088ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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H2rULfouGGD48tWVU166p/T86p+ebqirgySeD6f66/WDQyJFauHv++Q3PWy78QFAuXSrM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xeec0dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10484f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _34[0]\n",
    "hp.show_complete_tennis(_34[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T12-14-18\n"
     ]
    },
    {
     "data": {
      "image/png": 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GDzb7v//zOjsvz+/FwM/TCRP8GCxe7OfMxIlerq6+2uvDAQPisjh/vu9n6lRf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\n/D/S7WVT9AhuGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe01fac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10473b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zbpwrDZUqJf7dTZuwgGTbtonPhwcztt/cpUu475oh6rEKr3GjPBGksOMe1yUl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\nmmGRrLKqECa2b8e5oKyG12Zn+6ecSQVhPK45Nq/XRFKF2BSBPOIHwKu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1lqUKkSRJkiRJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xee9ff98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iU6KEflvVold9SZw4gXUgK6NwsPaKitt0MHmy3sGskSVL9NtW34QZxvaGW8N1\nuPrvAFeY4XrPHhQpJ4FyJjxCdYLDOGfwYCzY1q4N3LdhAzoZMbJ3r3VFSQh0tLFkifNCyOloS4bx\nklOncNTCiBFYsTaOclMx+w4IO4d5dJ5V4+z48eDxVGnfPtBZGmE0iJDhOj4eK6pxcfJ+apzNvv1Q\nsRodCRDouGbsWOzoBXBecVIrNR9/jJXwrVsxr0pIQGOvEOgYyQwawXb2bHCHQUbsRorQNQGw4nT2\nrBzJYTYaavx4+dvKAPfhh/rtQoUCRzO6GVURKk6ek1q5btgQ1+qIvEigpmNKV1YEM0xt2IDlUpcu\n+Nx79NA/+0WL8P+R80TVMOYl0RgRRV7cW7fWN0JVw9DixQC9egUauX/6Sb/9ww/hxSUx0bzj5Kqr\n7M+79Vb5jmvXDi8OXmNmuDamx48/1m+rI1rVupdqoFSdKGVmApQqFehYSeW22wDuuSdodC2ZOlX+\nPn0aoHRp/L18OTqzItaswXWvXs6vXa9eoHNbK6ZPt95Ho9Jq1XJ+bwDzPHvOHPm8zWbJtG0bWOd1\nMivggw9w1gdh1sg3m31jRM2n3Tb2VaN3MDIyAsssY3o1o0IFfB8XLwKUKeMqegCA5e/OnTgT0wyr\nepGfkBPs3btl2OnT2AnToAF+I+npAG+9hfty5wYoXhxHkAfDrtPPOPOjS5fg11ON60SdOoHPrVUr\nfwzXiYlYHrRujfld7tz4H9PSZGfXHXfoy5yuXbHsTU+3NxaalRHhOrJu2RLXqoG4Tx+cCdCkiaxj\n7N8v99eqhZ0Tan5NzjL37dM7AXeD2vk3bBiujYNiVIMn/ff77gu8Vt68Mr16+Z5TU/Fd0WxVp9So\ngbazatUAnnjCu/hYYZzZoDoxNSsvzdJW69YAEybIwRlmGB0vO8VY337nHflbHWW/fz/Wc1q3xu+D\nOi7oO3czA8sur3n7bRyQ1bOnDOveXX4XTgaTpqY6j8vffwfe3w1W5YMbrgjD9cyZ2MgpW1aGaVrg\nFFrGHcOHm4dPm+afN+7sQlqa3qOxG1RD8Wuv4YiB+vX1PYvp6diwMRtpetNN5p0zx45hxbJPHxz5\n+OijocXPjP373Rv5GMaOQoX0UzfJMCUEGntVyEBlxsaNOLqWvDADBDbSb7klcIryzTe7NzympuLo\n0muuCWyIGOOsVqjz5sXp3VTZVo1w6vRHv6hfP9Co9dxz8pk5nf1BDfLffgPo3BkbP1WqBBomqMI+\nciRA0aIBGpa4AAAgAElEQVQy/Kef8Br58oU37d+MIkWw0VKqFDYI0tPx/5lJZRQvrpdqOnMGG7wX\nL2JFWQh8JvR8WrTACqI64gLAfDRIWhrAlCl6Y5im6adku8FYcTeOSAEAmDEDK9zHjsnyJSlJVna9\nGMEYjPr15W87I8b69fo0ofLGGzjSavJk3FYNSur3ZJwa/8EHrqL6/5gZcFQjVb582DgBAChfXn+c\n1ZTkcKFGzN13y9ErnTvjSLjmzbGMV2c2qI1fGn128824btYsvLjExdl3KKqoecDWrfJboYa0FyNx\nvBhBvndvYNj27fpttbGWmoqGCKNMkFl86DvbsQPzeLXRa4U6cpogKQ4jqnFEHW1/5gzmf4TaWUBx\n7NtXX2+89lpzeYRq1TCftpoyTQ3latVw3bYtwIMPYlpr0ULK/jRsiPFKT0djqzoDJtioV7OGdtu2\nWI6ePq3Pu3//HUeuzpkD8PDDOIOGjG/GUZGE8VsOhhPjgGrwcFtXdjIKnSDDmUow+ZV9+zBNtmiB\n78E40ys9XY5GTUpCA5jR+H7kCMrFVKigvy4xeHDohkEr/v3XegYKgLnhauhQvdE0IUF2YFC5YZTa\nAQC4+mp9x//p07j92GOBRqjvvnMWfxXj6OoWLXC9aJHeVvHzz94OZgBAw2uhQoHhcXGB9SOzzp6E\nBFkmE6ohW53ZoEooeFHv6N4d28iPPqqvY8+Zg2uqa6rfaM6ceM6iRdIu9N9/gbNRrFi5EvNfah+Q\n4frsWYB27fC3Me9X64JnzwIcPiyNeDNmmN/HS8O13awOO/mcX37BelCBApiHUTqxGnwSDseOyfqU\nU2iWQ58+AJ9/jnXHGjWwbvvGG/I46vAPl9RUTGvLl6N0ijpgZtYsOTBEJSEBy8wffpB5sRP5JuLs\nWX35TTRtCvDSS9gxNmGCfh/VBUqVsr7uoEG4301H6rp15vmjE0iKBwCgcmVsu4Q0yyGYCLYXCwD0\nBID9AHABANYBQK0gxzcCgE0AkAoAuwCgs82xQZ0z3nOPuUB5u3byGPKqmZqKwvg7d7qVG7/yCCYA\n/+CD0Y5hZFi3Dv/v/v0yzOhM4PnncXvoUFy/9x6mM/ImPn++c2H9995DQXw17L//Au9t5ziAltat\ncf8ff6DXdApv1AjvkZVl72TJuGRm2jsdIGcdEyd69viZyxDVYRQtY8bgvvPncXvmTNz+3/+EuPZa\n62t16iRE6dJCdOyoz/fNPCmnpUkHUY89ht+oG4zfvZH//hNi5Ejz49SwRo0wzgDeeZA/c0b/PCtX\nRgclBQqYf8tqvHLkcHYP8ti9b5/9ccnJ+N7IOdeBA7gYGTUK37tVfjN5shAtW6LHcbvnLoQQd92F\nx4wfL0Tu3Ji/5ckj92dl4bsHkM6ztm619z5ODh47dMB3BiDE1VfjtRo2FKJt28BzKO7k2Xv//uDp\nxo46dQLz4C5d0DnQe+9hmNFREDFnDu5342HdaVngdgl2fXUffctW1zA6B6tdG9cffIDrPXvs/2OO\nHHjcwoWYt6jXat/e/n3R/rg458/UDXRvN57gFy/GugahOs0KBXKuc/fd6HTQyfs1Om797Tf9/wEQ\n4tw593FRz+/SJfw0qG6Ts8KtW63T2po11vvefVcfvnEjhufJI8OOHw/+v1Ref12Gq45p9+zBMMrP\nhw2T+9q2FeLOO4V45pnAa5KzJfVaqtPEtDT5OytLiMaN9XErX946rnZQWVGuHL63OnWkE6pgjr8P\nHsTjqD5tdl8AIYoXt7+O+h1MmCB/P/64EAsW6P/Xo49Kp2AAGIfJk4W47z7cVp+TGcOHy3PJ0Z8Q\nsj5jtkybZv9cz57F96y+LyrnrNKkGdSeuP123CbncLT8848QGzbg719+kecdOiTEiBHB8yK6zhtv\n2B/nlooV7f+b+h8+/VQ62TSes2qVPvzIkcDnV6EC1lto+7vv8LkAoLNRNT7G6xuvFR8vxNGj6CSa\nwoxOk2fP1l/j0CHpYNrNd+aEZ57Rp8lgmMXhr78w7LrrcK068lPTuBD43wDQ0XCo0PVOnQp+7O7d\n+LzNyMpCx+2jRmGdFAAdFNpB/43aCsOHC1GoUGDcVIoXx7y7YUPcR3VWAKyzCYHlA4U1bixE06bB\n/5tTChe2zmfIhgEgRN265vlGs2Zo08mZE58P5dHbt5vX3UPhyy+t42i1kHP733+3v/aHH7rLE624\n4w6sf9rRqhXadKwoVkyIwYOd33PAAGwPNmyIz4jsOUY7ivF/bdyINk0AdCCdloZlGx136BBes0MH\n53EBEKJHD/x9xx24vWKFs3NPn5b3fvJJY7ydO2e03enFAgBtLhmgOwFABQCYBAAnAOAqi+NLA8BZ\nAHgbAMpfMnqnA8C9FseHbLiuVUseU7UqZj5UQe3WzdmLuJJxkqls3x7tWPpHVhZWxOjjBRBC04R4\n9VX9/x8/3n1mHGx58knz8Jo1A8OMhg3jkj+/9T4yrDtdqFGlNoJULl7E/cEqSYMHYwFpRUaGEJs3\n218jNTW8ihETPcw83FetivsOH8btBQtwmxqc1HjKyMC8nBpz9etjZez4cTzu/fedxeGll4QoU8Zd\nvJ1UiDIy8JiSJc3PXbEi8L+HyzvvYCNbvSZVuoXQG+e++07fCK9UyXkcqAPOjcdsJ8yeLcRrr8k4\n7t+PhgNi9Gj0BJ+VhcaFvXsDr0HnTp2K62HDhEhKCjwuNdV5vO68E6/VvTt6OFfT6WOPSUMA8d9/\nge+VfufO7fy+KtdcE3pa+fZbPEd9lsHwuiwzxttqv1q2dejg7hqUhqmx+Pnn9v8xLg6N3EIIsXy5\n/lpTpqARq3Zt83NVj+l+4NW16Tpu0jtBdYo775RpyGo5c0Y2Kr//XoZ/+60+HgBCfP116P8DAOvt\n4aZBszDq0DJLaz/8gNu5cgXuU42Vap771FMyrF07NL7s2yfzTdWgql5v5Up9+IkTct/PP1vHsVkz\nNK6R4bp8eblv1CghEhOdP+/Vq+X1Z81Co8u5c2h4U8uUYFAj9tprhWjeXIgHHhDiwgUMa9XK/tzf\nf5fPMyPD3Gi8ezcaIIOhPiv6b6NG4faOHXJ/0aJ6Aw91spARa8IE+/s0bSrPfeklGX70qP6d5cyJ\n61q1MD3Yfe/0PlUjJ3WmAqCxln5bGdY/+USmR+pEocEqpUrh+scfZcesm05OguLw+OPuzyXIsLt2\nrRDU3KfrWrUz1eeqGomrV9cfl5IS+JyprUJLyZJC7Nolt+Pi5PYDD+A5alvLLB7UYdWokfl909Px\ne7p40fo5DB/u7nt1Qtu2aMBySrduWKYauXgR0xOVkyNHyrxm2zZMj0IIsXQpHmPVoe6EatWEePrp\n0M9XKVMGy/R+/YJ/L0LIjvBPPsHtTp2EuOEGub9RIyFKlJDbZLj/8EMciKKmK0oLRL162EnSsSPa\nFqzYu9d5vc2uzOvdG8ubJk1wW02Tf/4pr9GmjQwvUQIX9Trp6Zh/nz3rLE5mlCzpvsymNsfhw/bX\n3rRJnkMdFDR4xA01a2J9PxzKltWXAcHo1SvwezPLI/r3l9+YCgB2DguhL78vXsS8q3lzZ/GYMQPP\ne/FF3FZtq198Efx86lyvW1df76xXT4hYM1yvA4BxyrYGAIcA4GWL40cAwFZD2BwAWGxxfFDDtVUP\nNC07d8rfNHriiSeCv4QrmV9+cZ6xlC2L6zlzsIfaD7Ky0CiQkoIFe7BMzAmnTsmeUDPMDEy84HLn\nnTjykN4NAI7+I+PhrbfivhkzsMFFI2h69NBfx+w9Z2UJMWgQ7rdqmPzxh6xEumXPHmz0eEVGBo7g\n++ILbAg9+aR9urrSyMrCCo86amf9enx3vXphhbd6dTmDgxoLK1fiNo1Kom++Rg3cJkNg9epYsRQC\nG4lORyqOHo0jMdyMbATA+wdj3brACt7MmdbfUzgYjSC0rF0rj1FHGJn9J6dxoEZLKMYwJyQkmMdl\n+nR9+V20aOAx9D+oM+7ll9GQGQ40ev6uu+Roz0cewX39++PoIyFkw1od1QegfzcFC7q/f0YGpvNQ\n0woZ5DZscH6OX2XGN984v77aiFKXIUP0DRRaypTRb5cujYYHqzIGABveQmDepHbuOh1dGO53awaN\nnvHi2nQdq5FoVpBxEUCIBg2EWLTI+j299Zb+XHUmzfjxGFa0KHbyAMhOH6ccOKC/3xNPhJcG1edC\ny8SJ9nkyGZMLFJD3J159VRr/1PPUTjh1oTxANR6oaU41SgIIMW+evBd1sKgDJYjSpbH83LIFwxs3\nlvteey2wEzUYq1e76+yyomdPbJDXrSsb1i1aBB9pSHU71bASKikpaFgiVq2SAy/UWQL9+slOZ/Wd\n0EhTSs9WDBqEdeJbb0WDM0GjaOvXR0N1ZiYajpct05cPFy4EXtMsPfbrJ0SRImhcPH9eDnKxmmVi\ndg3atptp4Aaqz5HBIxSMs2zUeKqjwIlz56y/86lTA483+38UVr48dozT/1DvC4AdQ0LIumf+/Ppy\ngo6nju6BAzFcTU9OoRljXuJ1eRWsw4jKaLP35pQKFcJLTyo33oh1NbXjMznZ+ng6hjqvu3bFfJ4Y\nMkR2kpcrh20YAJzBZewQsZpxQx3ghLHecfXV+g5IK9TZBGZLv36B50ybFvgO1bLVbPS2cdZCKIRS\nZlNnULAZL+pshc2b5e+lS7FTzCmVKuEM+nCoWVOIhx92fvwTTwhx222h3+/ECfl8qNOX3lO7doGd\nJ1bQedTWVgci0KwTJ+evW6cP//57IYoXd2649lXjWtO0HABQAwD+3zc2Rh6WA0Bdi9PqXNqvstTm\n+KCouipmqHpUpMO4fTvq+fz+u9TQsWP7dtQ5cuNEI1YJ9ry2bwd44QXn1yNHA+3a6fWL0tNxIY1A\nOy5e1OuLZWSgt+LDh1FvLS4ONX3y50ftquLFUWf1yy/R8drBg/gut2zBTyc5GXXDdu7E68TFYfje\nvejJvXlz1MTKnx8deAwdilrpzz+PWkmaZu5Mg0FWrkT9r3ffld6je/aUOk2//Yb63B07oo4xaSYZ\ntUjJS32VKriOi8Pl889x/5Ej0lFXrVqoGfn006ifRI4S8uTBY86dQ22406dRY7ZKFUwXFy6gLiDp\n1N10E+qeCYHXfest/H3uHGqRPfgg5gmahtqigwZhGsrMRP2qEydQI/CLL1CnbvVqTOePPIK6uJMn\no46rpqHW4mOPoT7rlCnoLFAIvNb06ZimhZDPw/htnjmDmvLqMQB4PmmIpqUBbN6MjgOXLkVdKTMH\nVG7JzAy8L4V/8431ecZzbr0V39H110sNRNJNfe011GOtVEn+H9LjIn1K0qg7cQLXmzbhOjUVn/Hm\nzQA33ohhRYs6dzaakIDPyqhbHOx/menOG7nttkDNNdVbOwA+C9InM3vOTrHS2levWawYphMzT9fk\nNd5Mr9lISgpqIpLjSa9JTzd/FpSvkCZr9eqBx9Svj06XSKPxxAlzfWs3kM7rihVSQ5HSWkoKpmNN\nA6hYEdfPPov7Bg7ENK9qnZ465U5rLi0N8wtV73XePHfxJx3xHj3cnecHzZrpdXntsNIyHjjQXO/e\nmN/99ZfMSw8c0Kd7qmeQXmbu3JjPnjwJsG2bO2fFqlMwLzA6/wyHiRNxbebcyA7V+eDq1dZlScmS\nWBdTiYtDLd0CBbAutWsXfgNU77ZyhGqF0ZdKOPmkFc88Y7+ftGkffRS/c1XD9dw51F02akVb6VtS\n+8F4/MqVuDZqsKoOwKid0rUrht99N25/9hmm9wULsKx9+GF8D8Tp06hb7IY77rDXznTK9dejs6dj\nx6RDz9Kl7dtcqamybudEWzoYiYmYFxMNG8pvP18+rDONH4/PXtXQpXyAyu2ZM+3vQ8+5cGFZVwGQ\nOufVq+MziIvDfOOee/R5jarnDxDo+4LKkuRk1KT98EP8X+TzYNaswDipTuVUyAlb5cr2/8kptWuj\nznE4+VecjbXCLA+y0wc2c764fHmgvj05VOvZE7/lVavkvs6dZV5I9Yi0NGx7pqSY65h//TXme2++\nidtGvydOyJUL8w8v87rERIAHHvDuesEcZVN9LRy/SOfPY97qBfv2YT3g+HGpte9Ee5ec554+rffR\nULiwbDfs2iX3lS6N1ydN6fvvD9STJypWxPXZs5i+4uL0dpIjR9B+EQzVaZ8ZZnX+Ll0C36Gqsazm\nX4Sd1ryfkO+AYHV5skO0aYP+F6i8adLEmXNd9X5qeREKp04BzJ+PixPOnnXmSNiKQoXk8zGWmfnz\nO2t3qD4arr4a16qfi4ULZds7GMa271132dsMjCQEPyQsrgKAeAAwurg6AigDYkZxi+MLaJqWSwhh\nWuVLTsYMIT0dYNIkbGw89xwWLKqzCDN+/TUw7KefzDPFIkWwcVSiBBpw4+PR0Kl6Z//gA6y8VqmC\nCaJePQx/9VV0UDFiBMYzLQ0/pmLF0EiybBkm0AcfRANZmTIYh4ED0fhSqhTAgAFYcD3wACb+335D\nJ4ljx6KBrUABacAtVUo6lDh1ChsqDzyAzyUjAxvRpUtjpbZAAcx8e/UC6N0bM64DB/A/kqOUyZMB\nnnzS/lkGIznZuuH3/PNYQfSKqlXdHW9WMTp/PjKedC9Xnn/eet+CBc6vo3qyBsBOCAB0qkf88gsu\nRlJT0VBoBhVmAPhtPfWU3KYGxf/+h4sKFdLTp1vHmZxfqs6V1qzBNeUJ5JjKrFFBlCyJHTQqBw/q\nHSR07w7QoQN2FCQlYcFAxp0aNWSBQg5LALCgWLkS/+e992JlJCUFC/GxY9FxyCuv4H/dvx/ziUaN\n0AHPihXY0OrcWTagvvsOr3PbbfJ+WVn4vZ86hc489u7FPHTfPsxz1q2T7/LgQcz3+vQBWLIEC1hy\nBFKihHRIQ40FMhBQxe/4cWunsMGcPZlBlc19+6ydxamQMaJ0aff3AsAOE5WiRdEJWPv2uKjvzooz\nZ7BxSJXeyZP1aVrF2PDJkUNW5lSoAnv0qGzIWZGSYu3wyk+oUk2dT2aGTWroqIZr1SFYKJADsurV\nZT2CDBnlylmfd/vtaAihPLB3b4AxYzAN58jhzDHlDTegcyoiIQGgVSt38ad0ommyoy6akOO2YLh1\nwmf0hK5C74u+BzKCJBhqxwULOjOUbdggnd+VK4eGz/fecxdfAMxXH31UOlQEkMZmL6Cy04nheulS\ndHL1448yzRBWHVqDB5unp/LlZR5eoQI+dyf5qxO2bQvv/GCDNlQ++wzz+gEDcLt3b+lclr6llSsx\n3zQaJ8ycC6rcfrt+2+gAc84c6QTs2DF8fuSQMDFRtoUApHGbHFXly6c3Vhw9GtzQ5BfXX49tnj17\nZNlTrhx2lmZmmhv21M4gLwzXwWjc2NzxpkqpUvbGjPR0gNGj8fctt+gNdu++i2srw+xnn2G+3qMH\npqeJEzE9qc7vALD9VqSITA8EDRYye8c7dpjf88MPsR2rabLdd+edWC8LldKlre/nBKu6HYA0Uk+c\niPXW8+f1nToqx4+bpyvq6FFZvx4706hu168fruPisCOBBimQUSg9HdP04cP4XV11lSxXRo3C+se4\ncYH3cVPu5s6N10xL826AQGJioANtP6Fv3emgEDMOHPDu/+fJg4a5gwexvN25095wff/9AIsXY51t\n6FAsz1TnllZlIpWdHTtiWarW34wcOoTr3r1lneT++2V7ySnBysSpU/XObK1Qv92WLXFQoIqbsjNa\nqG2eGTP0TqydkpoavuN4Ks+d5ofnznnnXNLohNWp4ZocVJPTWACsIwuB+eLbb2Mbf/fuwLaskbAd\ncQcbkh3OAgAlACALAG4zhI8AgJ8tztkJAP0MYU0BIBMAcpkcXx0ABOqjhDbVgBdeeOGFF38W0oMz\nLqrO54ULQtx/P0oukGZo//5yKpGqw0lOk8ghKclcLFiA0+fM7kXT/t1AsjbqdGw7TpzA41UnaG6h\n+L75Jm7/9psMcwI5fjFez2whR2HBIJ3MBg3wHVjp1wshRN++KA0VaUg+hnREq1QJPKZ8eSH69BHi\n11/xmDvvxCnZXkFpj/RG09Ksnz05oUlMxPXXX+Oa/COUKBFc7kq93t9/6/Vu3UDXWLrU/rhp03Da\na7TzEwB0DOT1NefOxWn6JNMwZ05oz1MIqQfr5ttVUbV1hRDi5MlAh2HhQtNlnUzXVvNVyhdpIUdb\nxsVOR9x47Lx5KN0DoJdtCMbeve7e8bhxKNtjtV+duu92EULvdEyVVDl5Uv4maQmrRXV2SJr4OXLI\n6eaky0/HDBig3xZCahSr4STb8tRTejmrPHmCa0r7haoZTWU0Sc+oUlYq5GAVwJ2Ml1fcfXegVnP3\n7vKZPv10oB8N9f0+9ZReY5nC1fqOipnzRiEC5Y8GDJC64XXqBN6fHIrt2CHDv/hCnk+a837x8sso\nydC5c3D/NEbOnUNJIfX/rlkjJZy++gqPc/qdusWoLU8LSaORw+8yZaRWMMlvkTTExx+bX7tPH+fO\nzYTAcgoA33Uo/PqrXhOcnNaFq9vrhqws9AkQTF7HSEoKytdQ/UnVkQ4HkjxISJB1SCtfOGbpqXZt\nvV80M4fiXbvK/ZmZWBbZSeqpMgxq3mGMRzC8+iZIBoeejfEaqj64XRsh3LjSYtTDdosqWwZgLdli\npFAhlKMNB5Jdef11Z8c3ahSaHrcZRsfcb7zh7DsiZ8pmMqqqL7TvvtPvW7cOfSxdvIhScKpMlsqm\nTTEiFQIAyZcMzlcbwq8GgMOBhwNcCjc7/oywGG2N9AaAFobFwRA1hmGYbEK4Pb1mNGoUGGbVE923\nr/w9apT8vX+//risLJT4AMARiAA4QkgIlFABwJkxADiiJXduHE3w4484CrVwYZxBQhQujKNq0tLk\nCAIaxUY9yCdO4PQ5M2j0uxsKFcLeaKPUxrlzcjTGf//hiCgAOYrOi3dUsyaub7lFjiZWp2pZsXkz\nrjUNRzZacdVV5pIKZtx7L65Xr8Z3YDZNkDh+XD+lMFIYR1ybTYGmafs04vrkyfClQlR27cLZUY88\ngttW1376aZyeCCBHilGcBg/G9X//4ZRjlcxMObNLHXGcmYkzR4wjKdyyb595+Btv4MjGrl3l8402\nf/7p/TXbtMGRePQ9hzKNmzDOJrKShrDCOEPk+uvl9EyvoBmFdiOu9+/HGTdqvmocWWUlFWI3Gs54\nTo0aMp9RpfvsOHPGvczJ88/bz8AMJllnBc3copHMO3fq/4c6zTfYjBx1+jflAT17yhlHNIttxQpc\nv/VW4AwEM6kNGqGdN688ftkyLFeojI40qjwWjQim0eZmM2EBZLodMyY6M0SWLw8coXj99VJ+6P33\npTyHGbt2YTl96hT+B8I4w4MwG8l98KCsI3x/SYjzrbek5AtJqajMmIEz6SpUwNGiAHI2YFoazqjw\nE5pp98knKI/nhtq1AyUN6teX6dipxBZ9M25RZ2bmzYujYCtWlDNHSF5q3z45C4DiRvU2qxH577yD\no9mdQtdxUh80o1o1/ayZ7t1x7UQawys0DeugycmYh1vNiDLmY61aYZ24ZUvcpjZGuNCspowMKfX2\n9NOB9UhjuUWzGc6c0UtEPf544D1UaZ+4OMzH7crIOnVwnT8/vvOSJQPrhHZs3YplEM0KDJflioCv\nKvkjBL6TESNk2LffenNPO9QZEkYJLSfExckyEcBaUlFFCG9mlU6ahN+gcSa1kcOH8Vs5dCg8qRAV\nY5lZoICz/JPyOrN2htrWNH6zdeqg3WDgQDnrdc6cOdCiRQvd0rt3b8f/wVfDtRAiHQA2AcD/JzFN\n07RL2z9ZnPazevwlGl8Kt2TTpjEgxEIQYiGkpy+89LudZeXHKXXqoHTH4sVYKTl5EhPRnj36/p/t\n27Gg+uwz+36i3bsxAbjrW7JesrKk1uzJk2hMou30dJy6SNvHj2Nhl5WFDWY399i6FaePZWWFNu1e\npV07gK++writWIEVGSGw8qTGa/p0rFitX486vgCY0c+fj1NXnaJOgRo7Fq9N01w6drQ/16vMgokc\nRiMlZdRxcfrClaZa1qwpZXcGD8Y1MXkyTue6cAEbBtRYuOEG1KQGkNPCc+XCKbxHj8qCgKbnAmDG\nDSAbXqo8CFXA/v0XDbNffokVnZw5sVJLUimPPab/Nj/9FL/NP//E7UOHsLD78kvMk2h66oIF+P1X\nqgQwd67+GitX4nS3UaNk2OLF5nnMyJFohElJQcmhnDmxQVS6tCzUL1zAZ75tG+5btw4rBfTsH34Y\nGyE7dmBFkCp/TZtinvXhh1gQqgUsGalPnpRTs0nmIUcOrEio029vv13/H91qeALg/W+4IbBCc911\n2Dj5809Ma61b4z3IcB2O/pkQmBbVjgNKLyRdY4fa+LUzMrZu7bzRb6yoWHUOAETPcF2wIP4f0qi0\nMlwnJspKp6pn6AUFCmD+YXZNNQ22axeYRkjj1wgZCQ8exG+0USNsHNO7XbfOXvvTDWQAIU6dwrxl\n0CD3jdpwjL5usZNrCgVqdAoR+jXURixAoJbnhAn235/R0K3qSgMESkmEAuUrRhmKn3+W6atRI6z/\nqqiG6xIlrA3XdmkgPl6vqVqiBDbMAXD6vRM9/aQkKbXlFcGkakqWlB1TZpDRqmZN/XNLSEDt5FCo\nWBGfMaUJ8i+jGruonkr1WTKS0FT8qlWlwTxfPmnwpw7ncNJ6OKjyFSR9VqgQyiQaO8MJahi78bPj\nN9dei984Te9XUX3zvPyy7KzcsgXgxRflvmCSlirXXYf1OADzgQdW0GAA0hP9+GNce9mBa4X6HP78\nE/2XOMVK7oDyIjs9axXVAO0GVeqnc2cpo0nGdPqe8uaV5TGFBTNcu4UGRhjTmp0cFmGlaQ6AZVIk\nKVYM45wvH+ZN1DFHbNiA/mvU/NYoVdOrlzdxUSXwypSRv198UZ9uqcOHoLai0XBtNGxu3+6+XkyD\nLFJSsH5YsKA7H2q33ooDJFQbWDg65gULYtt22bLAgU3G/9a8uf0Al3DYuxfL/nHj0GY0eXKglKdT\nZjztRmkAACAASURBVM+WbYYaNaw7gw4exDzywAEsi8M1XMfHY9ty0SLsMLSSDitRAtd79ngnFQKA\nbX6SnMmfH/NPK6kXav8bfUupVKkiO+pVw7Xx9/nzmA+2a9cOFi5cqFvGqL24wQg2JDvcBQBaA8B5\nAOgEABUAYBIAHAeAopf2DwOAT5TjSwNACqCcSHkAeAYA0gDgHovrVwcAsWnTJtPh51lZQsTHW5tl\nX34ZPdS3aqUP/+MP9L7JmPPHH+7N7L/+6m0cTp9Gr/J79uBU088/R5mBnj2FmD4d372dZ2Biyxa8\n1uHDeHxWlhD79uHUBiGEOHoUw2kRAo+ZOxenTwwZ4lU3xOW3FCliPa172jT0lEvbq1YJcc01cioc\ngBCaJsSkSULMny/ECy/gNNHMTHz+mZl47IkTON3uzBmc0kfTR4cOxWvkyCGn7l64gMempOAxTtJH\nqKSn43r0aCEmT8Z0VKCAEMuXy2POn5dxsSMrS4gJE4Q4dcp9PIJ5W44lypbFd9a2rT78xx8x/M8/\nZdpQuf56nCrbogXuu3DBm/i0aIFyDj/8IMPo/o8/LtN2Soqcyr1mjTf3Js6dw+uaTSVetgzzP6JQ\nIWff5bvvuotDs2b681W2b8fvTgicRt2mjbtre4XR0znl30TOnPgNnT2L+3PlEqJuXX/j1Lq1EIMG\nyW1V/sP4PM3eU7dugVPFf/sNZSwAUIIgXKzea7TLjtmzcSp748b2x506hR7ajeHGqaRulz59vHuu\nW7fq91E+ZyXvQnIJAObyFUav7KFw9GjgezdOIzV7Lvv3y99XX41lm9lxVP5ZYZbuaHvCBPtzDx8O\n7Z2a3dvNct11KLFkde0DBwLD4+Nx3/Tp+vC779Zvq88eQEoNGK+nTsM2Tif/6CMM/+gj3O7bF9c9\neshz3noL62VZWfK7+fBD++ftJxT3Y8dkWJMmQjz0kP3xsQTVWdV2JNVDFy6UYRs3CvHTT/i7V6/A\n928FTdPv0sU83RnDjM/OeK8cOTC8Xr3AupZfqM9BjTvJmxilStLTsYx28l2OHCnrScYlLg7lUVq0\nwDZDKKjf5oAB8jd9P3ffLW0Nw4djGEnM7duH28uWhf7sVObNw+tVrizDNmwwf4ZGcuSwzgsjzf33\n699Tv376/SRR17KlDDO+2507vYsP2Ynovmblhpns4bhx2EYYPVp/PS+eK0k+de6M32qXLhhuLKeN\nGGUwANDWdeZMYPjtt7uPF8ngDR2K248+av7tpacL8eSTuKaw/fvN5SaEcPate41avx4wAJ+TUeas\nTh3c/9xzuP7yy/Dvq/6n+fP1+wYPDvzfr74a/j3NMJMeOncO5Uko7wLANmPOnPbXatoUv+vJkzGN\njB0rz69dG7+Td94xP9eNVIjtTq+WS8bnvwDgAuDI6ZrKvmkAsMJwfAPAkdoXAGA3AHS0ubat4Zqw\n+ghIjzQzExsLP/4oxOrV9i+HMc8YrZYNG1CL8HKFGoCkOXfffdbPonhx58/Nj2XpUvfnkA6rk2XM\nGGy8/forGmy2bMFndPo0Np7UQoIwVthPnhSidGnUrQ2H1FQ0aB45Et51vCQamozZCTKQGnWwNm3C\n8EqV5FqlWjXUf2vQwDstMCH0DT6Ctt97T/7+808ZxyBFUUgAoCHOLFytTDj5RgsVcp8OSUtSfRaf\nfx74Pdetq9fyiyQUj6QkXP/zj9xHFe2PP8ayS9Nw+557ohNXIWSjhDok1Oer6nmuX6/fN3Ei5q3F\ninkTD+N7FcJd+e7Xohrlq1SxPu7CBXzXxvBrrtFvx8XhulQpXFMasFpIZ96L56p2Vqr7unTRG6FP\nn8a0OnOmPGbVqsC4BTMKO4G+iYYNZZiqXz16tPydL5/8rT63okUxPSYkBMYxGOr/Ikjrfdgw+3NJ\np97tQoSaJsuUsTdcq1rWxn1ffaUPGzAADS/qMfR73z7ruKqQXwVaFizA8M8/x+2nn5bfCDFunBC5\nc0udWCfvyk8oDmqZ9MwzGKYa54zHxxJmuul//40DIxYvlmE7d8rOd7vOYCMbNmAnxLFjQlSsKM8h\n46jx3qqOtRCB3wvpXZcpI8RLL3n/PMw4dAjvrdap9u0TYtYs82eQJ4/z7/K114SYMcN8n9EoFCp0\nvREj9MZrAGxnkPF46lRcT5uGHc/UmeHVgAYyXKvPi/zF2Bm3jGX6K6+gURhAiFq1vImbG4zvaexY\n/X4y3vXujdtbt7ovY0KJz/LlgZrmQgjRoYN9GjT60dm0CdO8F3EaMACNgtQhpXbSmGHWsSuEHLSh\nLk2ahBdHIYS49177Z6N+81ddZd6WUf+v3eIHZveh77hFC+zoBUC/OADYYRwu5NMDILAuT+HqYBxj\nx4hXfPstXv/gQRlGxuxOneT9hw3D52AHGfYBUP/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sqmzd6vzY8eOl5vnRo/7Eh2jYENOU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\nnSpkId4NfALYCOwCPgdcPpRzMjD3UOlzwKtpizMuBbbQOqx/s6p2jrC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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe3409b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PZ8u3Xr28ZWze7C3Db1/z54efXyK2xO/dm6hbN6LMTH1tr77amzc7m+/xbdv0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\nrfw/iAu7QdFBVjEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7e7eb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/ZIUKwTSzy8sLDvgm8x+ztQCXOSXTtWxJ4VhJwG5P2YLna64hJR7T\npCS7+fODg17mgqqJZmPws514Ig0OmdeY+cXENPfBs4ft+zLjx+t0mrhm36fLLEbUs5qDCtxvYOsC\nSrlN4/E5cw0O+9zXX/vrQ1c+qlo1PM3cxxk3jo779aPjMWPS807IVGnuCK4PAFAM4ATLvyeAb0Ou\nmQfgfsuvHYAiABUc4RsDULvvPs350eI4M3PnsqtTJ/tpECdOnDhxu6Zr2NB/bGu+Rq0pYDpbkL//\n/n5tAnNa/WGHaWEbO16pHqDr3npLqZtv1madXnpJd0avu85/bZ8+frMIgwYFNW9GjQouHvv223q/\nbl3SeAbIBnrFijSV1RTqszv1VN245I7jySeTH5vIWb6c/LmtwZ0CU8uBBbcFBaQ1fMEF5N+wIT07\nd46aNSP/Qw4hDc1mzfTU7Tian3YYNpVm2mEFqMNrCg6ZQYPc8S5a5L7/sGGktcqLVHJHkTV7zHua\n9+E8dNBBdMzaUFde6V6wLszZph/iuiVLaEBkv/2C75ZNWxxwAA0IsL8pxI6DrYnmeh9R39QFd8xZ\nuGFiC0xNWIDDJtk++YRm3nXpQgOBYbBgJex72m7jRv3OKlb0//M2PPCXrGOzPfa7SiWudLuXXtIa\nqVdfTe+DF+liDbHWrf35itO/erUW4kW5RJ1szlMu0x2mljpAnVxbC9t+nxMmRNvRBehb3nprYuE1\nP2eiMCa2cFUptwBIqaCwPSpfJMKVt/kbmlPe2dl2Y033xx9Uf0QtnpqIvDz3f2Rift+oZ2ETmy47\n8Hwtlxm2mYzOncmfB1mV8tverVAhuRk/PADrEhzOnesvI00h4ldfueNjV1SkBadm3LvvTtdxPrz5\n5nAhW/36NPhw2GFJfar/YSokKKXfy4gR4YuZ8v/NM/rY3XGHP+4nntAmnExsrWZAL0B91VU6LW+/\nHZz5xRruyfwvUYtEsvlRc4DanB1kanUuXKjNu5Ut67+HOUjJmHnhjDN0HOy3bRvV7wBp1drfmOG8\nwW1C0w0e7NfkrlxZt3fy8nTb76CDlHr0UZ3+wkK3CYxEpm3Z8XeyTWDweVtpkgXSieJnc1bXXkvC\n3oUL/bNXbBNvl15KChqm3e9Ejlm8mI6bN3drXnftqp+pShV93f33k9KKC/N6c0ZkrVrBsGPG6PLF\nxDVYZNu+T5Wo93Lzzf7juXP1YHVxsZ7VDPjrZKVIKSjsXbvKj2T+XxbkM9yGHzYsPe+E6pj4gusy\n2EXYujX1a3/7LW3JyCgLFmQ7BYIgCMKuysyZ/uNHH/UfH3NMvHhWrvQf5+UBX3yhj+fN0/uLFgHn\nnOMPf9NNev+LL4CrrgJefhlYvpz8brkF+Ppr2h80yH/t3XcDo0cD9erR8YMPAl27+sM88ghwxhm0\nf9ZZtH35ZX2+oACYPRuoWhVo1Aho0gRYvx74/ffgs06aBJx2Gu1//z2wYQMweTLw1VfAwQeT/+rV\nQJ8+uq1x++20Nd/vtm3A9dcDu+8O7NgBfPQR+a9YARx4IDkA+PZbncZjjqF7LFtGfhz/PfcE08n8\n+qve79EDeOgh2j/3XKC4WL/XK64A6tfXYadMoe111/nje+EF2s6cCWzapP2ffFLvb9oE7LUX7e+9\nN+B5wF9/+eOpVg04+mh9vGIFcOed+pv//DNtFywAdtst/PlsbrvN7V+hAm1r1nSff/99YOlSSi9A\nab7jDtrn+69bR/nj9dfpmNMal82baXvQQZR3TObMoXzsecnFOXEibffYI3huxozw6zZsoG316rTt\n0AH4+GPKE/ztXaxYQdv16+Olb+NGYPBg2p89W/vzuzDp1CnoV65c4nsUF8dLSza45RZg5Ejar1gR\nqFyZ8hAAjBtH27Fj3e9jn32A554L+pvvEdDfJIwtW2g7cKD/Pz3zTErT5s3AgAHk164dcM01wTj4\nfwaAU06Jvh8AlC0LvPgiUKZM+PepUYO2BQW0bdqU0mTTr5//eOPGYJjy5d33eOQRvd+mDW2V8oep\nU4e2hYXuOACgqIi23btrv732AsaMoX+Zy2mTdetoe8YZwIgR/nOvvEJlcVh5FIfrr6e6k7+vC7v8\nZnr29B9/8w1tCwv1e7Lh8m7+fL//8OG0NdsLX30FfPop5feNG+k/jlOOn3UWsO++tL96tfZ/6y3a\nbtni/1cOOUS/20R9+7JlgcMOo30zT559Nm3XrKHteeeFp7V8eWDPPd3/axwmTPAfz5lD20suAU4+\n2X0N1wnbtvn9+/f3H5v1rsn11wf9iouBuXP977VLF6oHTCpXpu3kyfRe4rBjh96308PPMHSo9jPb\nHWZZdvzxOm9xnct89ZXenzWLtma5MGYMbcuW1X5FRbodUqZM8Bu//TZtuTziZzfp2tVffpx2Gj3j\nwoXA/vtT3Q5Q/Vi1KnDBBTptGzcG45w/H+jYkfa5XefikUeAG2+kfLd9O/2LXH4CwP33+8NXq0bt\ncm4fhMH5eNs2aiMddhi1BRluHzLvvQeMH6/b0XH46y/qA+Tn0/Hzz/tleFdfTdvXXtP5w8yz5cr5\n81QYXI4DwJIlwL33+s9z+W5/9913D8Z12mnBeoLp35/+yThpqlXL7b/PPkE5Zt26up26dauu0wYO\n1O8IoOd44gl3vFznMGXLUlqPOy5xWpnZs+n/YCpWpO3ll8ePI4pk5beZFlyvBmlK72/57w9gVcg1\nq0LCb1RKbXOE/5u7AHSw3PCkEywIgiAIuzphHdg4VKuWnjTYDUlu1KdC69Z6f+VKaggC1EhmQVlB\nAXDCCcD06VrI+sADtN2yhTpGAAmoH3iAOh4ANZTffVd3xN95x3/v00+n7U8/6Q7YySfrcP37a2Hy\n0UcDxx5L+08/TdtXXiGBcuPGdHzffdRI3b6dOusHHOAX2L37Lj3XEUdQg3LsWGqM1q5N588/H7j2\nWtq/+GLgscf0tQ0b6ud+9FHdsVq0iBq1p55KxzfcQFvzeRYt0vGwnsall9LxY4/pTk379hR/pUrU\n8TQ70GXL0rfhDiMLRqtX14MJDAuo/vxTD9xXquQWyjLceWOBs4t164DPP9fxubj/fuDVV/3xsHDn\nrbeAtWupwV2tGv1L553n79hwZ3fJkvB0cMdt2DAS0pnUrauFdjff7L5+4EDq5Jsd3IEDaWt20OPw\n/PO0ZeEpEyUEA3Rn7fDDo8MNG0bbpUu1Hw/sAFQW8PuIImpQxkzTVVclDpdtzMEym/ff1/tcRgG6\nI2tid7QPPjg4MGTCZV+VKiQs7dWLBtZGjyb/PfbQAj1bUMHwt6pYkcqg5s2DYcxBIxa25ee7B2MG\nDABWraL8xgLRXr3835vLcVNYDPjrDRb8ud6TLeirUiUY5owzqPwEtPDWBb/DY4+lgUguy8uVC/7L\nDAsW33+fymWTp58Gnn2WhKX5+eFCkjBWrCDBMEBlz6mn0mCkDf+HNtu3+4+5jiosJAEfD2iZtGpF\n299/99cNLNQ3KVuWBqg3bNACGNfAgP3cnTpRfixTRguSAarHAbrv4sW0z/Ucf7+xY2kbp73Cg0cA\n8OGHtOUBmz33DL+uuJjqEFNwPW9ePCEWX8+MHavrZxuuZ818nWgQL0xwXSZE8mOWGWvX+s+dcw7V\n63xt8+bxymJAf+exY+n/nD9fC8hZuMwD84D/uUyFB1MIZz87C9MA3Rb84APa9u6tz5llj5lPWXj5\nzTe6XrrqKkp7QQGVseY9WbjM/wfTrx+9czMf77EH5Y8qVUh4DZAge8OGoOB65UpqdzZqpNtmNrVr\nk2PBeoUK1P7Iy6PjPn3ofc6fr5Uq/vMf/zu24fKLFRtYcA0ALVrod+9S3gDoPgUFlJ+53czv0Rwc\nBagsqVtX1yF2HjXbZJw/zEGcKMH1hRfqfXswqXdvfx7iMs8e5HQJroGggNXzqMy+8046toXEAA1g\nDBgA9O0LfPKJvz3IA2QA5Y2pU4PX8/v+7Tet0HPjjf4wrFDhom5d/zGXbVOn+tvvXJ7aDB5MfQCz\nnOLvY+bxZAbuhg8fjg4dOvzP3XlnB5AMNyaJVLJL6uBenHEpgPtCwj8LYIblNwwJFmckNfP4UxVK\n07kW/zjrrKAf2+m03ZYteuoVoKfdNGqk/cyp0cOGBePo0iW1tFepkv33J06cOHHJOnv17Ww5nk6b\nSXfmmTTVePVqmnrosgE8c6bfhpppX/evv2jKKk+bNE15NGig1Gef0WJh55+vTSdcf7023dG0adDG\nXXExmVs47zztZ9pWHjVKTxMFyMSBOVVz61aayrlkCZnO+P57mpK5ZQvVgSNH0tRstqW8Zo3fhvSY\nMf7Fs264gdJtpnHoUL+93S5d6Ln4+LjjgtfY35RXledjnr67ejXZ37SvrVvXH95ccJAXPxs5ko7Z\nlMIHH7jT8c03/nYAuzVr9Cr3N91E165d6zfNwIvOueIFyM5s2Hl7sRpAqcsu8+cnpWj6NK/TwVNQ\nlVKqXj09rfnQQ/V1vJgXw7bCFy3Sdrd5jZGwf+HUU8lkh+u9sFNKryVi2ih3uVNOCT4roBf1/u9/\nyd+0rQpQ3maTEPbiP0r5bW9Pnx48b2K2/1yuenWa0msuaueiRw9/vps6VZ/j6dC2vcdXXqGy1Laf\nyvBUd3txMTufmtO/+b0rFVzYyRXHuefq/QceiH4XgNtMg52mTLg//nCb1YiTz6Lcv/8d/m4Bysu2\nqY7+/f0L0TI//URmjwAyvxOGbes6zL3zDoV3LSL37LN6/9VX/d/iP/+hhc3Y7/33aXvaadqu6g8/\nUD3SsWN0/mY/cwFi13ToceOUOvBAfXz11Tp8Xh7VOUrp9Xx23z3c7AqbIYiy8/nLL2Rey15UluOM\neq/33Ud1kz0134bt75rmH1wLxBUW+s2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UBWtQA8GOh+taNvHRqlX0sxUUJE5/2H1cpppY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\nOOPEYWOmN2wxSdt+9dSp0fc/7rjw+7G5p5o1o+MI87fNlNa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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10499898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P1u+tVSv9H9Cpk25n82Zt/HTDDSK3367nk0ce0YrpWrVEjNHjwdKlzrFgxQr9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\nf2FGzEBVMlLTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd7de48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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89796bAry8MNan/r1NUj++uuaPifsYZqrV8dfv9/ChcAZZzjD7rsi5s7V79aY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\niIiIiIiIKKv8P4ugwzNMS6JRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d0ecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ddCnQkiXR13rJyws+3f9AuX9/4bX+Iv3s3NzQn1sSVq8W+e230PPT030vtjZt\ninzde/cWr9Q7P9/VpFu3Tg/6I0eKfPFF4Mltzx4Ninj17Sty4onRf25amv5/0dTMzM3V42Oo7ztv\nnn6PUAE1f/v2hf78N97QGlVZWfobDRigx/SuXTWAOHu2u5i+7Ta3fdrfq1cvVzvGO92mjRv14js3\nVy+Ee/bUi+UuXXTdY8bo+8aO1SDBunX6m/31l15M7dnjLlgGDdJk87Bli9ZM3bhRf2Obj0WLXK3Q\nrl31gnH2bBc0bNRIa+gtWqQ3Fb/84i5Og6Xzzgt/ocYkcvTRJftb2fOoTQcf7BvY8hYmnH66bpuH\nHqqFJaHW+fzzgdPuuceNr1ihQ3sj502nn67Dv/7S4YUXumk//+yW++Ybrfn39ttuWrAaZYmavEHt\nN9/UY16lSvHPl01Ll7rxrl3d+Jdf6gV8ly5uWrNmWogG6PVPfr4GH2+9VWvKZWToTUCkN8xMxU/R\n1KANlmwAxltJpjymI48MnGbvEwAtgGrWTAMdO3boOdh7Hwbo8fSmm4If75iYki0FC1T26qVDbyGT\nf7KF7iWVvLWw/efddZe7Vtq2Ta9dvfO9MRTAtwAp2BMDS5bodXqwgmqbHnvMN3Ddp48b79zZ9zO8\nteK959d//Sv+/29pJm9B5L//HXyZDh0Cp9nC5Usuifyzjj5ag8f+01etCv7EgX+yBd3FSY0bx+d3\nDleQHSwtXBhYoGWfVCos1anjYmCLFul3XrpU72+XLhX5/nu3rDG+28DNN+v94z//hA5mjxihcYXF\ni/X15s1aCGYrEQ0ZopVsUlM1zrZvn7s36N9f72WffdbF9Fau1PtiG6Po31+fDgv23Y45RqRHD70n\nvu46vQ8R0SdLxo/Xe5sBA0Tefz9xAteHA8gH0M5v+msA/grxnlQAff2mXQggD0DVIMv7BK6Lk44/\n3o0vX643eN266QE4K8sFIdLTNViVna2BjIwMHc/L03mZmboRLVigy+3e7YIVubm6ke3bp+vcuVPX\nuXOnzsvO1rRvn5aY/fyz1jZIT3eBpqws/Yy9ezV4snOnBlWWLdPA8c6d+p6VK/UE9OOPWuIZ7U1e\nUR4nDZZsLRGbjj1WL1r9l/vPf9x4zZpaemprfthUo4Zu8PffH/hY8imniDzyiJ5g16zRINSOHfob\n7d6tv8mBA3pgaNtWd7rUVP29lizR33jtWv0fcnP1N05N1YOB/c1zcvT9e/fquufN00dd/v5b/9cD\nB9y2YJsINPZSAAAgAElEQVRiycvT96xYocH9jRs1uPHNN5rXgQN1e/n4Y93uvvtOg1m//KL5WrNG\nH08ZOVJLVXv31v955Eid/vHHWgNn8mT9rz/9VOf53wz4H4wLq411ww2B04pT8yGS/S7ctuMtlAJ8\nH3MNl7yl8MFuTr219Tp2dOPeQMltt7nxWrWCf46tHfHvf4scfriOe2spXnONqxVVEsl/3wA0+Bqq\nZukNN2jtsnvvDZzn/7scd5wO33pLh40ahf5/7P/Xv3/gOu+5Ry9Ga9TQ7f2jj1zNQe//V6OGyB13\naP5s0M2bgtXEDJb8t5FIL3psjafi1uaqXz94/v1TNLVXmYr/nwCR/S9MTExMTExMTGUx9epVeM1U\nwLcGaqzSfff5Nnly8cVu/KqrfJd99FE3bgOCxx7rW7jrf/1flFRScQ8mpnim5CvQiTxwbQqCvzFh\njDkcwEYAHURkpmf6awDOEpEOQd6TCmCIiLzmmXYhgLEAqotIlt/ybQCkACnQGHbisp0D+fd4WqlS\n4DQiIiIqnkMP1Y5tWrYE5s+Pd26IiIiIyrerrgLmzNFOuP/7X+08dPt24LzzAju77NLFdWxavbp2\noNm5s3aSBwDNm2vHigCv9YiSzxwAbQGgrYjMCbdkpRjnZAe0pnR9v+n1AWwJ8Z4tIZbf6x+09vUw\ngFp+03oUpKJ74QXgxReBWrWAxo01bdqkvZZWqAC0batlBcccowHoH37Qg+ro0fr+mjX1/bVraw/o\n2dmajNHe2A87THuMXb0aaNZMe/tOTdWbbdvr7gknAK1bax5atdJevleu1GkbNgC//x7Ye/qxxwJ1\n6wKLFunQ2zt7edG8OXD88fo779ih/11amvYcPGVK+Peec46e+HbvBvr1017XRYCKFYG9e4GDD9b1\n/fEHsHy59ohsXXIJcMgh2ht1aiowdixQr55+LgsoiHzZi9BkdMstwOefR/eeq64CRo7U8WuuAUaM\nKNpnl+eL8yZN9BxoVamiPdMH63k9M1OH+/eXTt5KwtlnB+99PhR703bTTcBXX0X3WfbcZJ14ou/5\nLFJHHQX880/077OqVgWysvR6Z8mS4MsYo+dhKh3JfGwOxxZmERGVB/b8WhSNGgHr14df5uSTgQUL\nfKcdcYTGS046SWMRXpUru+vg2rWB+vX1uqNBA42L+JswQa8x7roLePZZnXb00W5+s2YucH3sseX3\n2pgo8Q0vSF5pkb89lk2FFNTmDtY54wYAj4VY/lUA8/2mDUOEnTNGm55+2o0vXKiPyNt2YMqSrVu1\nLalRo7S5ij//1Een27XTx/ltw/422Q5ibHrqKW2T8dBDtSfUxYu1aY1OnbStnBde0GY0Nm/W9d5y\ni3b0sGmTNrFx443a4cGQIZqXnBxtYqBnT+1leNEibVYjK0vzZ9sYzs/X/yUlRaf5t+GzY4c21bJl\ni45729UmbSJl8GDfNpv379ffOydHmzn55x9tvsS2NbxggW8nUtu3i8ydq+NZWdrMyZQp+punpur2\n8Pffru3lXbt0O7HrmDJFm7LJztamTXJz9X/ctk3fs3ev/m/5+dpsi7fzrREj9H35+e6/375d85uZ\n6abl5el6pk3TJlnGj9fvuX27dpbw88/a0chvv+n2MmSIrnf5cn0ELTVV3z9mjDb/kpurHW2kpWnH\nI4D+ll99pe1N2c/Nz9fP++sv/Y55efrezZv1u/h3zmXzmp+vHYfNnavtvAHa1MZ992mzGAsW+LbR\n37Gjtr+fmqpN6lizZ4u0b6/fZ9cufS2i+8LatdqEzPff639se6g+cECbkrn/fv0/1q3TNpxXrtTf\n3v4/dtmsLN1WbK/el16qzS/4t0nep4/IOefoMqtXF75tpqaK/PSTjmdmul6nbVv6Tz+tx4ydO7X5\nE9s3wcUXa1t93vYvv/nGPeL38su+xy5v+2Cnn66PUN17r+u0Jz9f8247VnnuOW0axnYWuHKla0Km\ne3dteua77/T13Llu3SL6ewHaUZ+Ia3fY9hZuP8+Op6drs0iA7jNAYI/m9jvb8WHD3P8Q/8e7SiZV\nqxb5smed5Zo8sh1SVqlSeu0Bh+uY6fHH3bi3j4hgKVxnkbb9Y28K1zGT7fQlWDNANg0YEHy6f7M1\nd9xR+G/gfbzXpkiaborkf460bcFgj/Ta9hj9HzOOdSrs8eIrrgg+vXFj3Z569nTbyyWX6HHcdl4U\nz2Tb0LTHJiB8017Jkuz3MSb+eSmvyZ5/CztOlvV05ZXxzwNTbFM8O86+5BJtd37HjsjfY6/1o0ne\npjxsstfJl10W2OHh1Ve78Q8/dNe9zZtrZ+R23ubNvu/79FM37m0/+5FH3Lj3Oqy8pho1knPdiZSC\n3YuFSqE63Iw05eZqjKJiRZHLL9e4gO3npkePwt8/eLA2G9u0qe6L6el6j37mmfr+q67S/rDs/Wa4\nNH++3ucGuz464QR3L3LMMdpEbyTf7913NS+7dmm/dLZT7Ndf1+EVVyRIG9ciAgDdAaQDuBlAMwCD\nAewEULdg/gAAX3iWbwxgH7Qd7OMB3AsgG8B5IdbfBoDMmJEiPXvqD/7KK9r26t9/u7aQNm3SNl77\n9dPAyBVX6E2DiAYSYtkxXLIYNMgFKEVcW89EVPrS091BPxF7EI6lohx3bO/s6el60l2xwvWmfcUV\nerHlPdZv3izyxx+RrXvfvsAOO+26I83rhAl6fhLRE/fkyb7zhw7V//qzz/R7LF/u5tnOGwHXa/VN\nN/leGNh2uhMlRdOm9P/+58ZtQREQ/CKrTRvX0V29ejqsXNmNl3T6/nvtD2H9end+tB3TtGsnMnq0\nFtL++qsW8Hz+ubYhafsYmD/frevzz7XzxJdeCixgGTHCjX/5pQ69F8MiIg89pB2l2Gm2/W57gzhw\noG4fXbu6zp9s8HH5ct1Wu3XTbcyuw78d+Msuc+vKytLCr2D9Jfin664rfBn/ji2DJW8hjU3ejqEy\nM7WfC+/vYJPdJ8aM0Qv55cu1EDNcB1HFTb/+6o4D3sLGPXt8twFv59ZTp+o27+3k1nbAOW+evs7K\n0hv6Bx4onfZGgyXbb4M3ffut7+tE6iAzVPIv1KpTJ/p1XHONDr3H2eee811m0CAdejtWBSIL9rdp\no9tFqPnLl7vxKVNCL/fmmzosifZeg6Vg/dPY1LGjFphfcIGb1r27b2dh11+vheUZGVohRUTP2QMH\naiH8XXdpoXVGhhYEeztla9my+P1QJFqyx2mm2KUzziiZ9eTluXFvB4E2hSrAnD3b9/Wnn7pC1vR0\nDVQVN2+28z3/5FWjhl47deumxxNv3zHnnacVZ7Zu1WXHjRP5/Xc3/+KLdd/v0iV4nzfvvOP7unlz\nV7nk+ut1nbt2uflpaW78669dB64dOvh20ijiu17v8cDb+Z+3T6b33ov/NhcueSud2ELtAQN8/0N7\nPRAqFdax9vvva6ff11yj/+uOHe4+cto0vZ7dt8/FyAYP9j1vPf20uyd55RWt7AToOcpb+cabbGd9\ngF6fLVzo+51uvTV0fp980vf1Aw9E1zlv9equc9HC0ief+BaY3nOPyEEHude2U/Pt27VfqmrV9BrC\n/3wP6PvWrNHfdfduve856SS9FhQJfa3xwgtu/Pbbg98z5uf73l/u2+fbl9SRR2pwOdr4QG6uHnee\nekor89lrWH/TpunnLFmi24/NU06OXmfs3euW3bpVK6L176/rffFFd79t75W9NmzQ+yERnZ+SkkCB\naxFBQfB5LYAMAH8BOMUz7zMAk/2WPwvaaHUGgBUAbgqz7jYAJMVeAflhUJqIktXChRrwoOLxvwBI\nRLm5GlAMlc8HH9QLKlvL2wYQbIepkZZ8xyLZGjLemrjeC+8fftDh3Xe7p5xGjnQ3Kz/95Jb11k73\n1vyxN1EdOrgLf9ubfaVKrkPUkkrPPx/+/9qwIbL/VERvXP0vUezNlf0OmZnus/PyRP77X30qZPNm\n30IMEb0oPO00F0zLz9dglv8FrH0qZf36wLy1b6+1OtLS9GZw9GgNgNsg06uv+i7v/W169gz8vWzQ\n2BuQP/10V7MS0KBWqN/bbgveZGuee2+U/P8D7zwb6PcWwIuEvtEqbqpZM/B3nTpVZPjwwG1ARCtT\n2MB0tAYP1lor3kIHoOid8ETS0bJ/LfpPPw38LYMVNNjaNLan+WBPEJRm6t7d97V/J8neGpE2iJSa\nqkPbebN90sIWBN18c+B/tG2bzrMFcQ0b6jl81y6dVrGiK7z55ht9esTmze6799+vN9KzZunTPv/9\nrwYBRDTI8eCDOn7LLXojbbexlBSRa6916/nzT9cxtX9H5t4aXG3a6PL29bJlerz2Fgxt2aIFKd5t\n2bu+P/8MPPasWqXzJk50N7v2aa5orVypT9lZtuDw8cfdU07JmrxP/TIFJhtYi0U6+WSRunWD1yDt\n1k2fJvVOE3GF6Q8+GHq9tmC9Xz/d7v33l2Dnc//P+eIL347gV6wI/dSViDtOPfCAFuTPn6/7npd9\n2tP7Oj1dl01LC77vXXSRBklD+e03/dyUFK1V3aGDyNixur/aJw7vvNN9njfPZ52l42PGaKE8oJ/n\nDYyLaAUBQK9PvMclbyeT3msL/yfIo02VK0e3/OjR4Qug/As07JO5NjblLcAeMkSf/BdxT7+1bq1P\n2gJawWH2bL228557N2zQCi5ZWXoNEmncKzNTz1vWpk2+T1zbJ7FFfI//kya5gO2qVfpUr4huy198\n4bv+bt30fCei1/e7d2vN4Acf1HOHiDt32rRunU63lTL80/TpGjz12rDBVbwIlZ5+Wn+jdev0ddeu\n+t68PL2/euSR8L/XunVacxjQc/r+/eGXX7Ys+P4qotfl0Z4P09L0983JKVsV2hIucB3LVFjgmoiI\nqKzIz9daj1lZepE/ZozeLNjS8Vgkb0DaBlq9yd40XHqpu+lIT9cmLJ5+Wi+EAa1lYGstfP21C6z8\n+adbV3a27wWeHV+0SIcdO7rHTO2NXIUKvs0ZFJZCXQwDepM2fHjsC7zXrdMblM2b3Y2L/Q6RSk/3\nbVqpJOzcqTVG7I2DlZ3tCk22btUb+FdfdQE9eyNva47XreveW7eu+169e2sQNitLb2pszZeUlNAX\n+CJaa+jdd4PnOSNDf4fMTK0hH4z/uu32VNS0ebOrhVLadu/Wm541a3wLesIl/5rRwYI1/o+G2gKi\njz/WWlf2Riknx/1+3ic/OnQQOeoovZlbs8bV4ApWUylUatXKjd99tw6XLNHjnJ2+cKHevPfp42qC\nAYE1m/fu1WVvucVtY/PmaVNWgKtxOGiQ3rD71zzKzHRPuDzxhA6PPFKDSN5gg/97RPRGfvfuwPk2\nGGWbtcvPD72ukjB5su8TO5mZevM7apR+rv1Pg+1zwaZZtgm3YM2hWeHmFYcNctiAWnH242jTxx/r\nkxR//x35e6pV00DLnXcGznv77dLNf7KlSJ7kKSyFKtw780zdftavd81t2Vqbw4drk5je5UU0WHXx\nxS7QalPLlrpNZGfrtcOyZb5Bv+XL9ZwxcmTg9pybK7J0qQ5toDsYezy06cgjteBLxD2tsWJFsXev\nqNn93BZOWfacbpvOE/H9LW0B2h9/uIoY553nnlxp1EiXs82DjBvn23TI3r1u3FvJwVsrO5pkC1yj\nTf7HUO85CdBrqQsu0P3fbnORyslx20Sw4+myZbrdlQWZma7QxxtMX7zYt8CisPOl97cfNMg3wG/l\n5up/MmNG9Pm016y7dkW2/KpVen9WvXrwAm9i4JqIiKjcCXVh3aRJdNP9U0aGG7eBa1vDB3A3E5de\n6pqe8NYGyM/XmoO7dukQEPnoIw1iAr5NUXi/h3d8zRodnn22q51rmyOJtq1a2375hRcGzgv2WFtp\n2bVLazcmI3tjYYNkhxzi5q1ZozV0wrE1zitX1pvYkr4Z8/7HJ54YOC1UUzv+bYC3bx/9zWeshdvW\nbbvi/sEb76Ox/tNsDWQbWJgwIfAzbZM+dn8GNJDvfRLBPvLtfbw1VLL7orcQy1/btjrd/ykkG+iw\n7cafdJLm3bIBQ//a7rm5hQd6MjO1Np1tI/bWW8MvX5iUFL3xLW3jx2sTO6FcdJEGwrzmz9djc6Kz\n/VOURvIX7FzlTb16uWWDPVVim4WKdWrRovR+o5JqmgNwTz5406+/amBr587gBen+aexYPa74r+vc\nc91/Y58kGTbMTcvJ8a1J62UD1zfeqO20lgZ7vPruO33yxtv3TyLKz9faod5Ao/e3vPFGHZ83z12T\n9eyp81audIF/2wSbfXLSrsP/SSw7Pn160ba1pUt1eP75gcFv/4KKgw8O3C7sa//AdaI/7ZlI7LVC\nsP7KunTRWvqFeestLbBNTQ1fMFscibzfJaNoAteVIu/GkYiIiJKNMTqsVw/Yts1Nf/VV4OqrfZf9\n9Vegc2ffaZUru/GrrwZeew1o29ZNq1sXuPFG7e19927gv/91n2k//7bbdPyqq4CffgKuuw74+mud\nVr164d+hVi0dNmzolj/kEB2KFP7+YN+nQoXAeVWqRLeuknToofH77OJq3dr3f8jPd+ONG2sKp2pV\nYORI4Nxzgdq1Y5FDtXNn8P/Ybq+dOgG//eamV/K7Sv7tN+Cgg2KXv6Kwv/tXXwF79wL33efmHXII\nkJEB1Kih393KzAxcT5UqOv2UU4ApU9x+5v0vrYYNgQ0bgCOPBG6/Xaf961++y/jvZxdfDIwbF/w7\nHHWU77Lhvme1ar7Te/UCLroIqFMHGDsWuPZa3/lXXgkMGQIcfrjv9IoVgSZNQn8eoNvl4ME6vnmz\nfkZxtGmjqbR16aIplG++AdLTfaedfHJs81RSnnwSuOQS4O23gc8/L/p6Tj8dmD499PxQv1+DBuHz\nZrVuDQwbBnz8se4Ho0YBhx1WtLxG66+/dN/+17+ARo10342VqVOBF14A+vUr/rqaNg2cdu65bnz+\nfCAry/fYs2QJcMIJeo1x4IAu73/MAHzPA8YEXkdUqqT7/scfAy1a+M479lgdPvII0KpVdN+pqOzx\nqrBjVqIwBrj55tDz7bG+alV3LZeSokP7+wL6P/TsqeMVK/qu/4wzgCOO8F1vUY/R9rqjenU9n4i4\n64L+/YHmzfXcUrs28O9/67YXzhNPAKed5ptnCq9vX/2vg90TjB8f2Tr69Amc9s03wOrVxcubl/f+\nhkpXmEtEIiIiSnb2IsteQJ99tu9rL29A2vIuZ28KvMGsihU1aNa0KdCund7ohVKrFvC//2mQtndv\nDZCddBJw/PHBl//oI73JP/RQXXbIEKBmTZ138MGhPyec7Gzf73XrrW5ejRpFWyf5euKJ6N9z5ZWx\nC1oPGaKFMnXquO1n8mSdDmgAQgT44APf9/nfoFStGpv8lYSbbtJ9ql8/4M8/dVo0+4gNyDdrpsNr\nrtHhSScFX/6oo8LfwP373zqsV0+HwY43H3ygwbz+/XU/bNcu9PpOOEGH3oI0QPPQsKHuu/5BawDo\n2lWDdjYfRdWgQXwLtmLp4IOB+vXjnYuia9EC+Oyz4q2jVy/f1++/78a3bg0eOFmyxAWwOnYMnO8t\nsHvkES34uvNOF6izgWtb+AP4FjwFU6EC8Mwz4Qts27bVQP7q1cC6dbpv2OBuuIKTwgoYI5WRUTLr\nAfR72nO2vxo1AgOVzZsD06YBX34JjB4dPGgNBB5HQlm4UM8VXvfeq9NatoxsHaSWLwc2btTxHj10\nePjh7pzz4IPRrW/qVOC773R80CDg++99KwA8/HD4948c6cbtucy7Xw0dCvz8swZSe/VyFShEAs9n\nGzcCK1a417VrA1dcEd33Ke8qVtTC8JJ27bW+hYiUvFjjmoiIqAyzF9j2wrxjR+CPP9zrWrX0Invd\nOt/ATIMGwJYtvuuytWSireUcTIUK7mZ/2TI3fc0al+d77nHT7bI2eFjUwLVlb2iN0ZvQ2bNZk6Ik\nlMS2UdK8hRNWp06B844/XoO/LVvqjWrnzhr86dEDGD48ObaP554D8vJ0vFcv4PHHwy9/1FEa/Nm9\nW1/3769PSLRrV7z/8o47NNhsAwnBalP37u3GbSHC+vXBa3kPHgw89FDR/gP/mvNEgAY4Tz9dx/1r\na99/P/DAAzoeqtCjeXM3PmaMnkMzMoD27QOXNQY45xwdt9t3jRrA338DJ56oTyoBGpT2L0Cz5s+P\nrCb80KGhC4O//loDbFlZWtj85JMa4KteXWtjjxkDdOsGDByo5//+/Qv/PMt+5ldfRf6eULw1JCMN\nMlv2P/X3ySf6ve+7L/J1Biu4q1DBnT8ocscd58a7dnXnl1q1Ij/X/PCD79ND1l136TAry00Ldq44\n+GBg3z4d91ZUsIVJ3bq5addfHzwPIsA//wD797tptub3ggXh809ERcdLOSIiojLgjz+09srQoXoz\n/NNPOt0Geu2NgQ1O+9fE9o737q0BpDFjfD/DBp/y8nQ9oWpCFUdhtb5sEKqogeucHB3aGoZNm+pN\nKG9EqWJFDRqJ6H5zww3Af/6j231JBGNKS8WKup1XrKiB63BBgXXrdGiDCtWrh6/57O/RR/VY4a9C\nBeDMM4GVK/V1pIGJhg2DT69ePfgTIURWbq4GlE44IbDpk2BCBTgLawYgmFq1XFC5Th1g167Qy/bq\nBUycqIFi+wSI5V+rPzfXnfP8g9bXXae1tocNc5+XkxO+oKZmTW22xLJN4ViXXuq7Dhu4zsnR3yUn\nB+jQIXC9CxZoAB7Qgr/Nm0PnIRLHHBP9e+bMCT//jjs0sPnMM4XXxqXEdPnl4ed7n4qy16fPPgu8\n9JKOv/mmC3J7A9vVqum+Fq65Kuvkk0M3EXTGGVoowtrWRCWPgWsiIqIy4KyzdPjCCzq0F+W2CQAb\nOLrzTn3E0rYV6X2UtkoVYO5cvfHPzvYNSNWt6y7q8/O1ncwDB2LyVcKyN9TB2sH76ittMiEcW9ut\ncWOtZV1abVRS8gjWPmeytVVp95NbbtGmCOwTCy+9pLXDbPMEdp+23y/a5jDeeCP8fBtIyM110woL\n7BEVRcWKwNFH63kp2pr5l1/unr4obvveqamuVmcwZ52lzY94rVkDLF4c2NdBuOPO8OE6HDjQfd+S\neLrAfx2nnKLT2rYNXQDVtKk7lgwcqG3NTpwYvD39WPEG5EOpWtU9XUJlm62k4G3G55prXODav8A1\nknP8woW+bXD7q18/NhU6iIhtXBMREZVJF1ygQxvQPu88HTZoAEyYoDWv+vQBfvzR932tWmnwqmZN\n164soM0m2At7EX18uii1oorL3lQHC3zZNgjD8d54t22bfAFJomh89pnWfB40SANdzzzjOkv11i6z\n+1VJ7w82EO7d71avBrZvL9nPISqO2rU1mLx3b/HXddhh0Z8bGzfWDky9EqHd8c2bgd9/d6/9CwTe\ne889oWI1aaLtS4fruDKcZOmAkBKb3Va9TzUceqg2OTV/vnbmG62TTgrdbjoRxRZrXBMREZVBP/6o\nNYvq1dPOhA4/HBgwwHeZt97SYcuWrsmAYDZs0BrXe/ZoLaouXWKX78LYx5QPPzxwnv9j18HYAFoy\ntFdMVFJsLTNr507fwPWQIdqhW0nvF97CLiuSAiai0lbcDjxL2vLlkS8brN3fklBY8DlcE0BDhmiH\newsXRv55W7cGDwz26RO6aReiYOy5x78983fe0WHnzsCoUaWbJyIqupjVuDbGHGqMGWqMSTPG7DbG\nfGqMqVHIez4zxuT7pZ9ilUciIqKyqlo1bRKgUiV9fLpKFe2ILZihQ8O363nUUVqjqn59rUlVp05s\n8hyJTp2A6dOB7t0D5wW74V292re9TQauiXQfrl3bvW7fHvjuu5L/nEMO0WPQQw/p63CPWROVlGBN\nSVm9egGXXVZ6eSkq22FcJOrUKb3zcuXKrj3rcL9zp06u09VI1asXvP+Kt94CrroqunVR+dS5sxbU\n2v0hVLvVvXrpMJImZogo/mJZ43oYgPoAOgOoAuBzAIMB3FjI+34GcAsAe0uZFXpRIiIiKq6aNYvf\nrmdp6tDBdfrmFeyG1/+RbQauiUpPlSqurdFvvwWaN49vfqh8mDdPayxfckngPP8OCSk62dnaV8Sg\nQa5d8FC8TYgQlYZJk3SYkaGVN0IFpm1Am9eCRMkhJoFrY0wzAF0AtBWRuQXT7gcwzhjzqIhsCfP2\nLBFhy3dEREQUkv/jn4Bvbc6DDgreMdQFFwDHHcfaW0SlLdhTEkSxcNxxmig2KlTQJsgKE21nr0Ql\npVo14O67Q8+3AetQNbKJKLHEqsZ1BwC7bdC6wCQAAqAdgHAtCp1jjNkKYDeAyQCeERH2PU5ERET/\nr1KQK5iDDnLjCxcCqamBy9StG13boUREVP5Mnx78PFPapk5N3g7hSqPG9S+/hG4GjSgUBq6Jkkus\nTscNAGzzThCRPGPMroJ5ofwMYCSANQCOBTAAwE/GmA4i4bp/ICIiovIkWI1rryZNNBERUfl04onA\n4sVFe6/tCLi01a0LXH65e33GGfHJR0kojcD1+efH/jOo7LEB63vuiW8+iCgyUQWujTEDAPQNs4gA\nKHLrdSLi7RZmsTFmIYBVAM4B8FtR10tERERlS6jA9VNPsR1dIiLSJ2/uvVfbY04W27YVvkyyiDRw\nfdddwFlnxTYvVH59+CGwaZPvNGNcnydElPiirXH9JoDPCllmNYAtAOp5JxpjKgKoUzAvIiKyxhiz\nA0ATFBK4fvjhh1GrVi2faT169ECPHj0i/TgiIiJKEqEe4e7fP/j0+fOBuXODzyMiorKHHa/FV/Xq\nkS2XTAULlHwiaY+diGJr+PDhGD58uM+0tLS0iN9vYtECR0HnjIsBnOLpnPECAD8BOKqQzhm96zkK\nwDoAl4nI2BDLtAGQkpKSgjZt2pRI/omIiCixZWYGtvvJ2jNEROR1zz2+gVGeJ0qPSGRtCPM/ISIq\nf+bMmYO2bdsCQFsRmRNu2Zg0Ry8iywBMAPCJMeZUY8wZAAYCGO4NWhtjlhljLisYr2GMed0Y084Y\nc2PAJMsAAAqESURBVLQxpjOAHwEsL1gXEREREYDC27gmIiJirev44W9PREQlIZb9qF4PYBmASQDG\nApgC4C6/ZY4DYNv3yANwMoBRAFIBfALgbwBniUhODPNJRERESaZiRTdepUr88kFERInr+OPjnYPy\nbdw44KGHdHzGDGD1at/5ydz5JBERlY5o27iOmIjsAXBjIctU9IxnAugaq/wQERFR2fTPP0BWVrxz\nQUREieb++4GzzwZat453Tsqniy4CunYFevYEWrUKnM+CBSIiKkzMAtdEREREpaFu3XjngIiIElGF\nCsEDplR6+B8QEVFxMHBNREREREREZVZqKttcJiIiSkYMXBMREREREVGZ1bRpvHNARERERRHLzhmJ\niIiIiIiIiIiIiKLGwDURERElrRo14p0DIiIiIiIiigU2FUJERERJSSTeOSAiIqKiat8+3jkgIqJE\nxxrXRERERERERFSq7rgj3jkgIqJEx8A1EREREREREZUqY+KdAyIiSnQMXBNRwhs+fHi8s0BEMcb9\nnKhs4z5OVLZxHycq27iPU7zELHBtjHnKGDPNGHPAGLMrive9aIzZZIxJN8ZMNMY0iVUeiSg58CRJ\nVPZxPycq27iPE5Vt3MeJyjbu4xQvsaxxXRnAdwD+E+kbjDF9AdwHoBeA0wAcADDBGFMlJjkkIiIi\nIiIiolI1c2a8c0BERMmgUqxWLCL9AMAY0zOKtz0I4CURGVvw3psBbAVwOTQITkRERERERERJ7LTT\n4p0DIiJKBgnTxrUx5hgADQD8aqeJyF4AMwF0iFe+iIiIiIiIiIiIiKh0xazGdRE0ACDQGtZeWwvm\nhXIQACxdujRG2SKieEtLS8OcOXPinQ0iiiHu50RlG/dxorIt2n2chwOi5MLzOJUkTwz3oMKWNSIS\n8YqNMQMA9A2ziABoLiLLPe/pCeAdEalTyLo7AJgK4AgR2eqZ/i2AfBHpEeJ91wMYGvGXICIiIiIi\nIiIiIqJ4ukFEhoVbINoa128C+KyQZVZHuU5rCwADoD58a13XBzA3zPsmALgBwFoAmUX8bCIiIiIi\nIiIiIiKKrYMANIbGdMOKKnAtIjsB7Cxangpd9xpjzBYAnQEsAABjzCEA2gH4sJA8hY3OExERERER\nEREREVFCmB7JQjHrnNEY09AY0xLA0QAqGmNaFqQanmWWGWMu87ztXQDPGGMuNca0APAlgH8AjIpV\nPomIiIiIiIiIiIgoscSyc8YXAdzseW1bce8EYErB+HEAatkFROR1Y0x1AIMB1AbwJ4ALRSQ7hvkk\nIiIiIiIiIiIiogQSVeeMRERERERERERERESxFrOmQoiIiIiIiIiIiIiIiiLpA9fGmN7GmDXGmAxj\nzAxjzKnxzhNReWeM6WiMGW2M2WiMyTfGdAuyzIvGmE3GmHRjzERjTBO/+VWNMR8aY3YYY/YZY/5n\njKnnt8yhxpihxpg0Y8xuY8yn3nb0C5ZpaIwZZ4w5YIzZYox53RiT9Mc+ongxxjxpjJlljNlrjNlq\njPnBGNM0yHLcx4mSlDHmbmPM/IJ9L80YM90Y09VvGe7jRGWAMeaJguv1t/2mcx8nSlLGmOcL9mtv\nWuK3DPdxSgpJvbEYY64F8BaA5wG0BjAfwARjzGFxzRgR1QAwD8C9AALaIzLG9AVwH4BeAE4DcAC6\n71bxLPYugIsBXAXgLABHABjpt6phAJoD6Fyw7FnQNvLt51QA8BO0Pf/2AHoCuAXaBj8RFU1HAAMB\ntANwHoDKAH4xxlSzC3AfJ0p6GwD0BdAGQFsAkwGMMsY0B7iPE5UVRit99YLeR3uncx8nSn6LANQH\n0KAgnWlncB+npCIiSZsAzADwnue1AfAPgMfjnTcmJiZNAPIBdPObtgnAw57XhwDIANDd8zoLwBWe\nZY4vWNdpBa+bF7xu7VmmC4BcAA0KXl8IIAfAYZ5l7gKwG0CleP82TExlIQE4rGBfPNMzjfs4E1MZ\nSwB2Ari1YJz7OBNTkicANQGkAjgXwG8A3vbM4z7OxJTECVq5c06Y+dzHmZImJW2Na2NMZWgNkF/t\nNBERAJMAdIhXvogoPGPMMdASX+++uxfATLh99xRoqax3mVQA6z3LtAewW0TmelY/CVrDu51nmYUi\nssOzzAQAtQCcWEJfiai8qw3d73YB3MeJyhpjTAVjzHUAqgOYzn2cqMz4EMAYEZnsnch9nKjMOM5o\n052rjDFfG2MaAtzHKfkkbeAaWsOrIoCtftO3QndCIkpMDaAns3D7bn0A2QUn0FDLNACwzTtTRPKg\nwTPvMsE+B+BxgqjYjDEG+hjhVBGx7eZxHycqA4wxJxlj9kFrXH0ErXWVCu7jREmvoDCqFYAng8zm\nPk6U/GZAm+ToAuBuAMcAmFLQ/jT3cUoqleKdASIiIkpaHwE4AcAZ8c4IEZW4ZQBaQmtFXQ3gS2PM\nWfHNEhEVlzHmKGih83kikhPv/BBRyRORCZ6Xi4wxswCsA9Aden4nShrJXON6B4A8aEmQV30AW0o/\nO0QUoS3Q9ujD7btbAFQxxhxSyDL+vRpXBFDHb5lgnwPwOEFULMaYDwBcBOAcEdnsmcV9nKgMEJFc\nEVktInNF5Glo520Pgvs4UbJrC6AugDnGmBxjTA6AswE8aIzJhtaG5D5OVIaISBqA5QCagOdxSjJJ\nG7guKB1OgfZeCuD/H1nuDGB6vPJFROGJyBroScq77x4CbQfL7rsp0E4dvMscD6ARgL8KJv0FoLYx\nprVn9Z2hJ+GZnmVaGGMO8yxzAYA0AEtAREVSELS+DEAnEVnvncd9nKjMqgCgKvdxoqQ3CUALaFMh\nLQvSbABfA2gpIqvBfZyoTDHG1IQGrTfxPE7Jxmh/hsnJGNMdwOfQNntmAXgY+ihjMxHZHsesEZVr\nBW1nNYGetOYA6APtrXyXiGwwxjwOoC+03a21AF6Cds5woohkF6zjI2gvxLcC2AfgfQD5ItLR8zk/\nQUt57wFQBcAQALNE5KaC+RUAzIX2mtwXwOEAvgTwsYg8G7tfgKjsKtg3ewDoBq25YaWJSGbBMtzH\niZKYMeYVAD9DO2E6GMANAB4DcIGITOY+TlS2GGN+AzBXRPoUvOY+TpTEjDFvABgDbR7kSAD9AJwM\n4AQR2cl9nJKKiCR1AnAvdEfLgJbmnBLvPDExlfcEfdwwH9qcjzcN8SzzAvQElg7tWbiJ3zqqAhgI\nbRZoH4ARAOr5LVMbWjskDcBuAJ8AqO63TEMAYwHshz76+BqACvH+jZiYkjWF2LfzANzstxz3cSam\nJE0APgWwuuD6eguAXwCc67cM93EmpjKSAEwG8LbfNO7jTExJmgAMB/BPwXl8PYBhAI7xW4b7OFNS\npKSucU1EREREREREREREZU/StnFNRERERERERERERGUTA9dERERERERERERElFAYuCYiIiIiIiIi\nIiKihMLANRERERERERERERElFAauiYiIiIiIiIiIiCihMHBNRERERERERERERAmFgWsiIiIiIiIi\nIiIiSigMXBMRERERERERERFRQmHgmoiIiIiIiIiIiIgSCgPXRERERERERERERJRQGLgmIiIiIiIi\nIiIiooTCwDURERERERERERERJZT/A9Y9wK/6RnQYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd318e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uAd56y8ZPOw044QR7Pm6clWvu+dPMqFHWKevGjUCXLnYN+/JLYNcu6yDymmuA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd29fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _35[0]\n",
    "hp.show_complete_tennis(_35[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-09T09-30-51\n"
     ]
    },
    {
     "data": {
      "image/png": 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NMr+h7QffLB/tuyKisqXFqkffflsfANSeYdw4W3f06mXPvfhiO+O1\ntTVLtJKl2YEHuuNKawL99a923QaN0OffDA1guohMaaHjswo5+WS7xhJhwgRDqPO00d6Lq03hmxEH\n5Ms3V30pz3Wtu0LgzzZwYHYwmls7pKmZiUhwrV9StOgzxyGH2O0LL8xblwBm4XCqE3jYnAD1QUtX\n2badPj3fd+/XDzj99Py1PH6SuCZL0TLgg5L8nf7ud1ZoIa2byPueIL9rOVOwI4hrQE9b+c61QURt\npgnQcWtihKCjFdfzA2gE8IXY/wWMBYiGSQAOBrADgO0BfAxgdJIkq3ZUJCMiIn5+uPnmrIWIXMSq\nO6DWxQciIroK7fUfaw86ovFDxJyEa8pyURzkNNAycHVq5b19jUyNpOYdbAI1rDXbDj5gqSnFJFHt\nUpL67BBC3qU8h//vmw3E40LPGTK7RUtzrVMnF6zyderKfCdaONyWQlPiymt43vjzn7PHWlqAf/xD\nP9el8uX5yXWOjEeI4lrr2BJ4p4rHkQ+KaYQLB+3jZDbdz7XehI9c4Ndr0Owt5pwz++35vm+eTq5B\nOklcE5nDCSfXQlsyHMCqxH3fRsgAnos4lqSvRlxrxDBX7/lUhtTJrwdx7YJW1srZBvzcKVOyNj1a\n3CZNyn6HofCRmtoidj58/XX5+3cGBg/Ozo7xKZBl3uR1dnuI6zS1CyDz9W4Imse1Vu9q9aKrDKBv\nuRarEAk+YCZRrVpC7ocf9MHLlpZ8+pGiGcgS1xytrfb5d93VvjtpS8HLd1r0rrnZhqkNGvC1MLS0\nJLS1Aautlt1HaxvJuABmoE7zM0/TYuW0HIjlcZDwDS76FhD2lbM+K6b338/6PvPyRr7bxRbLEqbk\nl+4akPz973OPkHtnrkFJGiyVx6QSWYMWHlkA8WNyAHLCBH1GC08/+ia4Sr3sjGju/S6vpTqhrK3c\nDjuUO3/EiLDzeL+npUVP2xDimvYVDZ4XpaVWXtdahnezpaSANE0npGl6TZqmr6Zp+nyapvsDeBbG\nciQiIiLi/zFlStcrSSIifonoCuK6qQk466z6hulSVrlWEa9lSmIoOGHjI+N8HSON3NZUEdRZeuGF\nfFjcp5KucalPfB0tXye8yLqjTx+/L2OIsn/QIDvtsa9LCsGgPaOmuKaOMb2veg2ouMgAbdtFXHNl\n1YUX5sN98EG77fKi1gY9nn8+S9S0l7h2dWzlebzDw/OMNk2fd7R9Az8uuAaxfGES+EKIfBFVl1WI\nT3HNLU18HteffZY9p6mp2AcVsGlHMytC7Bh8CipXukgfcfnNV6t572kZthwk4iBSMdQqhNu5uMom\nshfwnedbAFfG59139XP4IoOh6EzVWneBj7j21S+uwYUQ8AHPhRYyv9ribC6rEJpJWURca+VsKHGt\nfXNrrWWP8YUr557bWoX062f9mmUcKMyPP87PIuX/y3KSyobWVht/Xn9zu4MxY8x6CRJtbe46zRVP\n7XvQyjLub17mG9JmhWlkp4T2Dn2qb96W8bWnfArrvn3z9+X5c5VVsuFwJa8c7CS/dNe9tUFaWT+4\nZlRpC2YCeRtP+Qxym0ALDPPwvmBSWOl1z8HfJdUNXKVeC9lKkOVWyOLgGuTC00X9riuuCAuXf8Ny\nlt0f/2h+5fP5ymLpbU8+1QSZliGKbM26KwQdTVxPBlABsJDYvxCAz/OnO/EigGV8JwwdOhSDBw/O\n/N1atHJaRERERERExP+jKxXXQN4DuL1wTZN0oSPIAyK9uO+fdh9f51ZOVdY6ShpxzX1Ot9/e/JLH\n7Zxz2mtogUcg2wgNtTwoO4CoEZu84RziWc09kWnaspwiyRFKXEslmY9sKPPc2rk8rTVlVshAykKs\nhc2Vli7FtUsBxu/pU9O7vDH5s7S1hRHX3EJBLgRGoDTgvp1FqjeNpObxK2vJwa/lnXOXVYiMHz/m\n84Sth1UIpftcc5lfbZFQAp86rYUBuPP44MF2+8EHdcW1L37bbuu3oaOy2/X88n6czHPde511suS1\n1lkvs0iaK/6+NA8Jtwg+wl/D55+HLRBZT3z2mfEF/0LOuWbw5W1fuTvPPP57yzwrSWb53vksCEm+\n8fKwUrHqYE1d7SIw3347v88HTSVMA3eVSvZ77d3bKsgPPzx7jWsA6vbbs+f98IPddqlGOXHtKt/T\nNNvmIIsbfr5WnoQuTEzpyBE6mC5BZL8rLJfHdVHdI/MWEYWA317Jp7jeaiu3AjtN8zOOubc4HzTQ\nrqcwtDhp51LcfGnta9tx8EGPMuER+KCFJI99HtcNDcViB9+36iK9y/ZfZLoU9btC+2V8kH/mzDDF\ntS9fy1kOEjI95OBv9jlvBTAYU6davnbo0HBtcocS12matgIYC2AA7UuSJPnpf8+yaTmsCmMh4sRF\nF12EESNGZP52CzXWiYiI+NmCr7weERFRH3QVcV1v1EKo1hsaOeRTE5UlrrUFbKihyK0oiMzTFvXh\nDW7eYXv+eXe8ZaerTFprxDWPfwhxzRHiV6ilK6lagTxxrU2FrjdcimuupiqzcBK3hnF1irWBiWWW\nseefcIJfce2aQi3j7yJN+HkvvZSPC6CrBl3kO4EvOqg1//mi0u0hrnl8OLnlSmMZNhHKGrQ41FqG\nhSwEx89Zfnm7zVWCRR7rgPH4lHFva9P9oisVY/N2333Z/bysAoqtQuR3yQcpfeU4t3DTvu2iwU4e\nn7IDoz6UKWcWknIwAT6oQJhzTuDVV8vFqT1YdVXjjbueZ0UrXznve4dFgznyWm6FoRHXHJpVCCcJ\nfbYgroFdKudC37FGgHFCl4fd0KAvxizj4LP58kFTXFcq7rKKh00Dyfx836A9j6cWvmYD5VM7S/CB\nJulTDNhFwoFsm6KIHOfHZdlPg+oyTJlWPmsQTeHM86RvoLG1VZ9F4rp3CHHtmlHleseueoOXR7V8\n76+/bre577e8Rs5mTJK8TZVsQ/q+VVf5UXZwUN5DzmKqFY88Yrdd6niZptoz+b5ZDvkc06dn1fDZ\nsHcDMAL77Wf52otKLCTWGVYhFwI4MEmSIUmSLA/gKgCzAbgeAJIkOTtJkv+3Wk+S5MgkSQYnSbJ0\nkiQrJklyMYBNAVzeCXGNiIiIiIiYZTF9+i9rynJZH7uOJK6LVqYvYxUSqrjW1LG88V5EAEhlVr0U\n1z5FLuCfAqqB3rMvHtr9+CJGPG7ab0fARVzT9g03ZO1elhFzD6dNKyb2Bg0qVlz36FFMDBN4B497\nvsv4uwgFWsgIcKv7aaEwQCcytPhx4lOSoIBZqEu7l2+fFk+NQJIDDD7i2kX8y/N8+3ygOIWUfS71\nvOvb9n1fGvEyZIh+XmMjMGBAdr8cLCXi2vVeaiWuuZ2Olo+KyGhO6nMLGRdCB+HK1D00ILDmmvpx\nl5XG6quH36O9oG9YW+yU4LOE8pW7Rd+EvJbXJ9VqmH2ORgzyAVrtu3B5XLvi5YK0EJDx4mFz4to3\nGFwUN4JrAcFvvnGvicDDpf0LL2y3zz23PsS1XMwO8M8Qk+Azkvi3TzYsfFDRtXhjUfxl3qKFObW4\nuspfGaZm33XttfaYHKTeZpts3DX7jzKKa7mviAyVx4rsl1z33WMPPTyCLOfGjLHbWvuDfrlowxVH\nXxvIVX6ElOEjR9pt+cynnuq/NrSO4LOPtBl0QJjiWutbaNCu5bM/tOOUf8uiw4nrNE3vAHA0gNMA\nvApgZQBbpmlKzdK+ANjEEvQAcAGA1wGMBtAfwIA0TUd3dFwjIiIiIiJmZUycCOyzT/lFRror7r+/\n3PllSaIQaFNktYYcTf+up8e11iHkxDWPE6n4uApZwqe4dkGb1j7//PUdJKCOhC9MLV01Zakk/X1h\nliXsaeEjmm5eRFwDZiFignyGPn2y08qPPTZ/bmurmzjVFiAD/IQSn2L7wAN2mxPacmCCb/OF5vr3\nt9s8LXn5o3WGtU6la2q3BgqTTxevp+Jaxq9I0eaLQ63EdYjimlToSRL2bbvSVSNW2trcneGGBmCL\nLbKWDzLsIqsQlwJRxl/ixhv95xUR16586oKmOtdQZoCMznWR4j+Xwedaieui77uIwPV9G7KOlYpr\njbgusgohX/zQd1xECsrjFC6fVSLD8RHX0r6IrEc4Bg/Opo32XXLhgyRmtUF3LZ6Urtp5WtukWrXk\netHaGM+yuf4Ut/797WCqq550kdgEHlep3OXXShW3T3Et35dMD1qsVNbdQHaAqqOsQsoQ19p9JLT7\nLrusP7y113aH4VNca2kWEh+Cq/yQ+7XFh/lssLKiiNByndc5Rep4X1xqVVwD7vZse9EpXdM0Ta9I\n03SJNE17p2m6XpqmL7Nj+6Zpuhn7/7w0TZdN03T2NE0XSNN0QJqmY/SQa8Ptt+dXY4+ImBVQVn0Y\nEREx6+Hmm385ViFl0VmKa5+qxdex087RiCpNcS0b7w0N+rR338JXLgLOZxXC8xJtL7NMfdOaOoRl\nlGRA1hNbKtIpDbWFu9oLiievk7lthqtDo3UA+PTn+efPh/HNN8WKa+lZyQmxHj2yBN3//I/d5gQH\nJw2k4tpF6vKOp7ZAlFQ7amFo9y/qEFKYXNlYC3Ht8riWba2QxS21/137fNDylgtHHGG3QxT3vinf\nMv1uucVNgjQ25ssfl/q8UtEVez4f8dCyhcLgRE+ZQdt6lmFlwpoViOtarANc18q6SuZvnr/kTJsQ\nxXWRVYjPdkpTV/tmZMlZNk1NNtzzzstew+PA67E33sied9xxdlt+l7z+LlJcf/99tny87rp8/LXr\nfO2UELz5pvktWtxbswqpVgFaEs1nfaVtE3yKa35+keKa162SWJbpRvlGksg0iEjWcLIu1sIvGliV\n35tLce0anJCiAA1aeK7FHgmSyyMyH9C/RV5fF+UvX1xdx/r1y/6/xRbG853WlwGAqVPD7gHkF0UM\nLdd5u8o1u/Hll7P/15u45tCeU864CsUvRFNVDrvualdjj4hwYcSI2hZY6c7gi4NFREREuDCrEtdl\nSaIQUKMtlLgO8bjWlEx8n4+4pvOlVQiRuKFkgm+aqwtcTVVPC44Qkk5rfHPCgnxFZbyeesodZtnv\nRL5H3qDnnWpX2mjP6VLSURhjxxYT11Idy/PAgAHW/3jjjbP34P7akjh2qQ+XXlqPC19Qkfsta6SQ\nlj6u74tUTzvumA/TtVClRD09rjtLcV1GqCAVaEXKNYnhw/Pp98knwOjRevw04tqlACNrEQk6ftJJ\nNlx+jxDQ++cKtTJ1QD1n6NSTuO5Ie6N6oozi+oAD7HbRO5LXyvw86adVsyjN+awgOTjsUlxzFBHX\noWpjV/x52LI832sv9/vm53HfW83Wh5Ak7rKDt1G0eH/3nftZtTLXdX/teh/IQmSSdzU0WwcsvbQ+\nK81l98Stq2T8+/TJpr/PK1nmCUke02ympiadjObYf397TLbFOHFdD8W1pgYvo7im8H11kq/McuUF\nuQgz5/bKEtcbbRQeH9dzyNmFlYrxTddmMBTdAwAWXxzYd1/gmGNseCGQA8LaddyCzhUXPrjjQxEB\nr4UdYh+jYZYjrnljOCLCh223LV5J9eeG//ynq2MQERHxc8CsSlx3BMoqrn0dB01xLRXCfJuUSID1\nveOKax4OdQKOPlp/Dh4PeT/ZsOXer1pH36XYqhUhJJ3W+NYW8SszrbFWUlEjrnmnJ3QqqoyDK4+5\n3ptrWjf3Em1stOH26WPCIiUQV6dyEs3ncc2VNjwumoUJt7DQyHfuZc3VfTxcKst4XLXBHt8Cn64p\n75zQKrIKWWqpfFghHte1+MfL+4Rc4xqU4nGSlgIcmirvo4/08xoa8sS1jC9P54aGrA0Ond/UBGy4\nYf7+FBa3giHst1/+vEUXtfvKLAzrKsO4BQ7BRV7IuABGDcfVg9p9m5r8iuvNN/ffr6MhfXVp2j+H\nL62vvDL7P0+/soprWVfRQAXt1xYg1kguF3GtlVGaojXEhkHGV4Yhtxsbw4hrX1pPm2a3ebtgu+2y\ng0a8/aG9g2nT9LKVx0Wrq9uruCaFqeapz0HvubExS8ptskn23q54ynMAky9DFdey7pXPTWFrCzfK\nfMLrHlmnVCpWiCCtwuT1APDoo9aGJZS4LqPQDRlM1cLji3tqIEKXwMt7rT7jA83yftqili64jmnP\nTYO0GkLsShobs/EOQZoCW29tt7X0O+qo7P/aM5FNnW+QguLpgxZ2rfYhvxji+ttvw84LIe7WWQe4\n6672xefniDS1/k+nn25Gebo77r/frFzdUeAG9z93/JKeJSIiomMRiev6oR7EtewYax3koumssmMi\niSNuz8DhWrRNdpaKno/DpdgpA04O+UhHfk+JhRfO7+tItaJ8f7wjt9JKdtvVqNdsS7Qp64B9Dl/H\nmuc5fk+uhGxuznZIq1WrlnHZi0gFtyvf8Li4vLc1NaM2o4CT7RoRoi2w6CLOJVxkP+9Q+siLatV+\nX52luC6Dlha3As/l+UwLZxFkPHl+lvFrbMzP+HBZf5Di+oILzP80M4LCofjJMnHuufXvRcuLf/6z\n7UuElCVaWBy0XgDHllsC11/vDuu998zvV18Ba6xhZki6Bi3a2swggk9xrZH2nQn5Pl96Kf88PsU1\nt04CbFq/8EI5hV+SAMcfb//nBCGFIy2WpJc1/859xLWLXKbj2qLD33+f3+cjrvv3z3+rWpnCF0d0\nhUngZSdvF6SpKf8JRVYhM2e2X3FdduBtp51sXl98cbu/aICBD0z897/5a3g54LOUKir7tUFUioNL\nVS0HQjXFtTYjgJ9bpLiWfuGvvGLPl6hWzcKVVAaHKK754nz0fWl17OefZ5+HQ1v0VN6PD5C5Blxl\nnqpWa1MJE3i5xctZbbCmsdGubSIh4zB4cD4OTU1GMABkre184O+/yNbFFXfAlk2VSn7B66L+hnbu\nzjvbfbM8cU0j6M89l60EKhVg1KhyYb34IvDHP9Yvbl2JF14Ann/eTNkrwj33ABtsYNLrpJP8Dayy\n+P57827qgcces4XZ0Uf7VQk+fPJJdlGjXwpaWvTpmdxjKSIiIsIH6kRHtB8aca012nwdNhqc9xHX\nRQsISQ/nSZPcZJV2HeCeCi079B9/7A+3Hoprfn0I2aTdzzeA0BGQgwwaWQvUrvp2kbsuJRmPj0ZC\n9+uXJXqIuNZI2FNOsdtvvOFWH7oW7XGlhZbntVkGHBrR7LJIIfjykDa7QJIfrjReeeVsmvHnkAv3\nuQiG5593x02izHe1007mVxLXPB6vvpoPu0eP7FTfXXfNx33BBYFNN9XjRyo0Odh12GHAbbdl70WK\na/keqVNPajZZNhE5Ptdc2fvz90xh9ewJXHGF2V5mmXycXXARKlq+bG72C23+9CfzK5XKGtraDJnx\nwySWqAwAACAASURBVA9uIrBokcmOBt1/zz3NL+X13//ebhctpsdRrZrFB9ddFzjjDP+59Py9eumz\nGmRe6tkT+MMfrF+0a6p9keLaVT/yciIEPjWrLGs4cc2JL0lc8zLpt7/Nhs0V13xAic/EWHjhbBtF\ne5Zf/1ovr5dYwk9ca+V9aD3sItB89T0nLmmQC3BbhfD0keFKYlAS3m1tdgaatKRxKa6rVeDrr933\n4PGQAxcUDpGccjYNgUhoAn2vbW3mW+CgWTI0a4LH55ln8nGSRKcc6OYDSWTlVUbBTWhrM9eTAME1\nC3DddbP3IMX1iisaD2oNvjbYqaea36eeytZx8hqqo9Zcs/gevXvny2y6/n//1/zPPdB9oMFeoDxx\nvc46eni//nWxiGWvvew+3mah59xhh/y+svjFENcffmimxK6/PrDPPnb/5ZcDAwcC48aVC08WyF99\n1bkq7IEDgYMO8p/Tuzdwww3G6P322/Vz1l0XWG8994fJQeS2NiLcXuy1l3k37cXo0cbsnlYFlx1x\niUUWAS6+2P5/zz3AF1+Y7aWWMoqQDz8Mu/ctt9RPtUwj+hyXXKKrv8rilFNMQSpXly77DURERMy6\n+Mc/ujoGvxxQWT+GLTNdVnFNg6xyyiPfLlJAUDyIGALcNhMcLmJUdpZCridS5rXXjFdne/D223a7\nVo/r0Gna9QLvbEqUUbBwUFiNjdm0pg60HCTQiGM5bZkIJQpTkiakwuPXcCHAP//pJq55O4q/t+HD\n7Xao4tr1ruj62WbT1e0aiRJKXJdRXPfrZ4igNNXJ/s02QwYaGbTLLqYdHwotT59xBrDCCvn9ROrK\nPOIi2C691PxKe4KePd1KxN13N4QNWTVSp1qzCllmGUuq8bRtaABuusmeR79NTbrimqZYA36rFQqr\nudmk8VprlWuHuwgVrTxqbjYEXhEkeUHEr7wvLfLF+7wEShvCttsW37feSFOTX266yWwTkXbPPXZg\nswxxXanY8/l6AEDWNx+wxKo2CMBtArhdRGOj9RZ2Edeuek4j2DQSO1Qx6VNc8/jQN0TPw/OufA4e\nprQucCmuObk699xuxTXl2bnmMueQxRMRnbx8LLIKKUtcP/qoVTLXQlzL+o3A48kV+aGK6402MoRt\nW5sp/xZbzKqLAcMp0HX9+uUHRYgQpoEEF3H9+uvAk09m49Pamq2jQwZMKE/IsoPCJHsn+cy8vOLf\nAd8vB4oGDMguIEj3lSgirltbTVyvvTZ/Hl0799yW8OXfsfacMmwXqC5bcsnsN62p4hsbsxZbW22l\n32OzzfLXUxx79zbktytOiyxi/dEpHnwgQqY1xU3eCzDOCzSgrYVH/QetvXrCCXYf95uneIfY4RXh\nF0NcA3ba6MSJdh8l3IsvZhO0CPKF7rZb/kVKTJqUVRkV4fXXsw3latWu8jlqFHDNNf7rZ8wwK+ge\ncIBRO8jKgLxpCG+/bUbnCSNHAldfbf+nArPMFPGXXw4rEO+7LzxMDRMmGEJ9l13M/w8+mL1vc7M1\nmm9ttQqRzz6zqyUPH25Ge/r2NZ1m+mjWWstYo4wbZ5Th48dn7/3tt6aBuOee2akv7UFzM3DOOdl9\nxxxj8tCbb5ppSx98YI+9+252JVofiIiXUwjLrJQeEREREVFfcAWNjzDVGvBywSKtgxaquObg9QId\nJ3UKIYS4dqk65H25+pGrM9qLWhXXXUVca6iVuOadOx4+tQFkx5U/HymfpPqLCKKmpuy7lYpr3/O4\nSJxLLrHbvN36xhv5OLpIhVDimqcJtxTUvhmyoNBQRFy7PK6bm/0qdcB2qgcMCFdk+qCFceKJwDvv\n5PdT+su8M9tseth33ml+JXGtTWXngxwHHZRdmNXlcd3cnCeiqdNMvuoUZ01x3dICHHqoeZfS+ogW\nW+c2HvSe6FwZp3799HQg+AgVCVJ/F3mWSzJlzTXz76OtzaqW+YAPj1djI7Dccub/e+8FjjjCbd9S\nb0ycaNKRqzE56B2XsWV55x07o1rzkOcgcZCLuObfMJVvDQ1WcS1nIrm+c0Ko4jp0NkQRcU3bzc1Z\nxa0sc12KaxkP/h7k7AY+UMS3XYPnlYoh8zhxzrd96cePh6bVtGlmMASwHAqQHdiW96lUsnWMNiuO\np1fPnnYmhoyXTGcSAVLdSeRqQ0PWp/3ss20ZtsYa7lk7FI5MN5ohcsstWWeBSsXUsTS448qz5IFM\nCCGuqR3aXuKaDzjyc7R9/FdC1gFau5hbnUnFdVOTfSZZLtO5fCYZgeqFhRcGnnjC7ncR1z16mPB/\n85us7QznK2XdQ9fTu+jRwy3QWHrpfDud0tK3DgJHa6utl2kh3FVWseFRGnNCnEDbroEAOk6WJ3S/\nWvCLpLKo0H37basaO/hgU0hwnHuuybCakvrrr60yF7CFAmXsyy7LK3UXXthI6T/7LNtBBcxo5qmn\nZiu3VVYBjjzS/P/aa8DQoYZE5aoVPj2Fh0Uf2oQJtsCeMsWM5l1yiSlkH3ooe92KK2b9ZQYNAg45\nxP5PmV5TIKepmcLHP7IJE0x8L78cGDbMqKfOPjv/8fORXI6WlvDFAvv1M41NUoPfeWd+msuQIYbw\nPflkYPXVrbddS4tZTZn78XGVy+TJxhpltdXMQhRyKsbVV9vC4p57jMr9vPPKL5gD2HwJ5PMdfcT9\n+xufLlrIBzCNzzKKGyB61EZERETUCt64rBd4w/LWW/PHfYpr7jMpz9Gu86lXOGQHHcg3dIs643SO\nq3Phur6eqJW4lu1CIEy9XStCiesyjXpXZ5vaSJJkIOWqjFdrq53SS+22pqY80eNSXGthatscRVYf\n8t4ELc8PHKgfp+tefNH88g4iD/P88/W4yHjy+JC60EUS9ehhCQmN7OfvzkUwdCSkKv/gg83/88zj\nv66hIT8t26VElCQ1deZlR50IHklcUxikbONku/S4Hj3aLOp3ySV5xXWfPqbf5etwyzgVlVc8z3Fo\nZQgXCtHgjfa+JXmjERZtbdbeQAORMi++aL1siZTtDNCiwCQokqD0LqO4fvhh23eTi35KP285IMEx\nfXr2vdLidQ0NdkCG3gstTEuWlFo+B2x4fHDIReyGoMgqhMKbOdPMpqAZtj7iWj4zB89fNEOE4kHf\nJSeupZqb8MQTlriWhLqvbNMsCGrJq3xQlPMdBBp442Q1H7RzKa5nzLCewUWK6xNPNL+Udzi5KgdK\niZikckcreyic0LaTRqxraT/ffMYelp8H2PdNSFMj/Pzqq+wgIaVfYyPwr39lw6AyW8aJz3CRYjoX\nYa49E7+mudl+/3xQkq6lNgy/P70XXta6Fmfcbrv8fYcONb9Jkh3w1lTx/B40o4PAhRwacc3jyBdp\nJCyzjInfoEH5WSKUvu++m48/hS3/p/RfcUXzS0pxTlxr7Rhe3hL3yAdG6DhvV0TimqGx0SiRV1zR\nkLkukBJ3yBCjZr377izZ17cv8Le/Za/56CMz+nLEEcCOO5oKQzbwFlnE+hkRLr/cXNfUZEhSeuFX\nX22U1auuaqfg8RFxMnRfZhlzzzR1r+q98MLG6+fUU02BqxGr//53PrOOG2c6KX/+s/lfI8tPPdWM\n7vERRyqoJk40nuBrrmkKN1I1AIbM5vHlquE//clMtyhqqNOiCRKjRmU/yAkTjCqeOqKcMOdTM4D8\nwALh8cfz+5LEfmA//GCm5R17rCmshgwx0yCTxOz7+uvs8zz/PPD3v5vt2283jVwqEBoazLOdeKKb\nBE8Smyf/85+wirwWQj0iIiIiwqIjCFZeN3z1lfueWjkvvXCLOsVUZ/HOgVbX8mtoINlHXPP6XRJw\nMo7aeR1FnNRqFaKhIxXXvuevlbh2dbZ5uPwcrhDi57S12fYa5QEXcR2iuOYz/MoS10WEhzY7gbcv\nuQWKFE/wDmIoUawpuShdSNGlvQeNuOYd/mo1uwBVZxPXlDZE3nBfVB9kJ9pHXEuSWtvH08iluJbE\ntaa45uWdJK579DDnazNTaCBGU4HXAt/sGcCWlXwWgIw3oUeP/DdcqWQ9xiUojeeay3rIdiZxTfeU\nAiMCPWMZ4hrQF9sE8msdcbWqxN5750kXSi8iluh4U5PxsaU1P4oU13ymrFZHh9ZBPuLaN8Alv0lu\nx0Vq3/798+G76k+qF8jywmUVQnj00Ww5MnOm/abKEq/trYe1dVpIMCAV13RP1yDwjBnuslE+G6Uz\n1Z1ErkriGjAzCMiLX75XngfL1A38PC1cAic36bqpU226nXVWNh6APZ8T6Y2NZj0Dfi5X/PL9fCZS\niOKa1w9UZpIIkQ+qkC8zKYX5tS7FtVSRS7GfpiKm/MG95NdaK39P/kz8ellv8ra2i7im67Xyu1o1\nFmDyWp7+554LFfJ7pHxK8aR9Mjxt5hjNhGlqMnxb//5Z+yZ67716mfL0gAMicZ3Byy8bcjgU06cD\n885riGiJ44+3hDJg/JXJlP399w3p+M03djoW4bvvsgvk8Rd0+unZF+7zsn7sMfM7caJReYfYPVDj\nnftp8nhI5daoUcC++9r/+aIXw4ebAoGeGTDk7kUXWbN4iTFjDPk+enTekH7eeU1aDRhgVNqATYtr\nrzWNj2HDzAf1xhtmMIGvEswxcmR+HylqADutsBaQfxFgBiu0Sn3BBY1yiSrC884zI5hE7re1GZU0\nKVh23TWbJ156yTzbGWeE23g0N5vC9dJL7TShGTOsf/UXX7gbWFGBHRERERGGjiAvizpunGwrio/W\nKeYkAG9w+u6v7fMR16efnr8HkPUw3XLL7PUa6VdvhCiuq1WrmvKhIxTXVMeHKq5rsQoB9LhzdZQL\npB4m4tplFeJTD0vwBZ5c57W02LbJoEF2fxFBon0rnKSRswE4+OJjodDIToobdYw1xTUntWWakZIu\nhJDqKNx/v40T72QX5RduJwBkiRXqQ9A+UkVzEoKIayCbv7TFFqXiWi7OyIlu3s51EdfaAFEtimu+\naKUEvX9XuUQiGa4QJcj+gPattbX5y7KZM/MkUGcS11deaX5d/Td6Jpp5+sAD9phrALQMfMT100+7\nFddycUZ5fehCZ4A+ABKa/qEe1754VKtZ8R0p9OXgDZDNp3zNBCJ4e/fOW4X4yHPKmy0teduQIrRH\ncR2KalVf38G1gDYnrvnMCQqrUrGqX+rzU93pUlwDpp7limu5WC0PhxZvLQINam25pXvQgOoaXta0\ntdnvdvRou7gifw+ax3VTkx0M5wvrNjZaGyNJXPfo4V6IkIPXAbPNZtKY2gzNzYbvoGt699YXEueK\na96OIeLeZRXCSXayVKPrV10VWHRRs/3SS/l78mfiz/nVV1b88eabWXvhEOJaU9MniblWruFRtDiv\nRlzze/FzuIJeswohwStZWsm6huflDTc0XFmt7exOIa6TJDksSZIPkiSZniTJ80mSrFVw/iZJkoxN\nkmRGkiQTkiTZuzPi6QLZeQBZhS9Xd2hS/E03NRk6SYC//jV7zDfFS6JWwpGmh2ngNhVHHw3ccYd+\n3h57ZMlgwJDOxxxj/+fEPgDst5+xO9FWEwdMWnFl8+TJwP77m79VVzXq7aYmsxK7NpjQGeAWJsOG\n6VOOXPjgA6O+5gMEjz5av7gBJk8edpgZ2dpuO2Nz8sADZpYAeXwts4wZCfzhB9s5iYiIiIgoRlcQ\n1y5bLSCMuC4iPkP3SRWcq8MpyUE6T/OW9N2vHghVXPsW4ykTVll0JHGtLbYIZImtomci9ZJGXMtp\n1dVqmFUIn86v+fBSfBsazKI9WqfdReaGPI8EEQ+1ENf8frTAFid7fR7XnMDlcZOKa7k4V2dCEtdF\n5Z/P43rzze0+6vByopv2cb9U3rGV3wqlHeU5n+KaL0ouv/XmZvOnfWcuxTX/XtcSPddXXsmnC4Gr\nOTVQH0wuMgjk+3xSgU5kGOVnSWDPnGlEQP/8Z3Z/ZxLXJLpyLUZIz0TWlHyWcj3W46H0d5E3GnFN\nimtpFcLhUr76VNh8O3TgVssXcnaCBu2eBJ7XZT7QiGvy5y+juKZjfHZErcR1Rw1yA1nimpOwrkFg\nTlxLi1M+84aHoXlcy3K1tdUO4sk6RBLXoYtZVypmwGillbKK6xVXBK67zoadptmypk+frFKeD2Lu\nuacR6xFJO25cdgCW7DImTcp+O7vtZup2OpcP6GrEtc/jurHRiELJ7gUwNrCuslsjrqXiOkmKfZmb\nmuzCxrytrV3HPdZ5vAmvvWbPITslQhFxLetceo6GBiPk/OEHS4S3l7jmbZXWVmOTS+S0NrhN+YgG\nHWVceXuIfrut4jpJkl0AXADgZACrAXgNwMgkSeZ3nL8EgAcAjAKwCoBLAPwjSZLNOzquHQFtJU+g\nYz0UQ1C00GRnYpFF7Iqw3RWhFQbhvPOy/0sFWr3wyCNWeb7NNvnjr7xiKo3Bg60/eERERESEHx1R\nR7sWSQmBj7imjlS9iGuKZ+/etvO6+ur581yKS98i1R1FnIR6XBc15oHuQVyXiQM/l6cDn6pZFB4p\n64i4pkEUqSYmAiJUmUvgC3QvvHA2XkRs8rhzNZyWZkX31TpFJBhxET8uv2JXeETqcDsQglRc84Xi\n6HkkWVFmOni9UTQgIQlIn+KanpMT9i6rECDrhcs7zpLo1jyupeJ6byZzkoprIia1gR6X4rqtzfiZ\nfvllfqFG37sii0OejlzMs//+5jdEXSy/NT4Fnj8DgSx65DvsTOKa1KH9++vHJTnNhT71IK59imsg\nT6pQHpOLM2qK6yKSmqANgISSsQ8/7A6vjOKaZgAD2W/M53HN8xeVv5K4njnTHwcaTJk505aPoc9e\nVp3OfY1DwVXWIcQ1J+OlvU+1avr8ZE3LB03S1NiEjhrlJq5pgUBX+c9nq4SgWrUDBlTHUJnLywwi\nPWldtZ49rf0QJ5FpdscSS9jr+ftvbLR2rBtvnN1Pv5riWn7nmrBA1hkaXFYadE/Kx/QsFC4R99Qu\n8Cmu5aCz5l4A5AczffGW17sWZ+QWHZriuqEBePJJ8z8NBH70UfEguAyLe5vzOofW+Hvqqex1NIBP\n1/LrXDObfhbENYChAK5O0/TGNE3fAXAIgB8B7Oc4/w8A3k/T9Ng0Tf+TpukwAHf9FE5ERERERERE\nxM8O7SEN5LW80akRFdq96BpOHN57b/48Iq432MAsViynlGr3qFaz071d6ChFaUi4ocR1R0CqJjXw\n9NSICxd4mM8+a7dnzsx2NIvQ0pKd4g2Y6zlRUkZxzQc7eIeOE4CkuG5s1K1u6J4SRZ0eLV5cYacR\nAVItxaER/0TqaFYh5HVbxuO6K6xCCLLjKdN3tdWy/0tF1ZJL6sQ1V1y7iGuuuOYem1JxrXlcy3Bk\nHAGbvkliZoPQgvYUBo+zprheYAHzJ8uYECKOpxGf+Uj2i5tsYvfNN59V9mnPIclPqfAsildnEtdp\nml8w0Qc+MKLVNX37lrs/L780SMU15UltcUaOtjbdO1lL86JZUWXBiesQxXW1Cmy/fb6sLlJc8/No\nv7QKefvtfLtgqaWMqpeTvK2t5RXXUh1bBJcgYOWV8/t4GcwHwDSyXJb5VDe6yFUCL1P4MY24njHD\nvTgjV6+WaTdVKpa4JkL85ZeNip8T12SVwcsXIq6nTcumFZXBNLi71FLZeowGSBZZxF+WFymuedou\nvnh54lrmf9qvWYVQ/j32WLNPWyyS4ioHnTnJu9RSery0ePPyXs6saY/imodVrRpl+jXXuOPFn4XA\nF63lzyvj9Pzz5ne99ew+jbjm4V9+uY0b0I2J6yRJmgGsAaOeBgCkaZoC+DeA9RyXrfvTcY6RnvMj\nIiIiIiIiImYZSNJY7vMR10UNRuqs8g6n1mng9yDVDscuu/jv09noSuKaOkW+tG8PqUEdTj7FfPp0\n2/kNUXDPmGHDkYphqU4L8bjeay99P18ckhTXjY1ZAoKnhbaAXS3EdZH9iGvhN4qnhCSufYprF3HN\n7UG6UnEtFaoyfbVOtssqSBLX2kKMRGbT/z7FNZ3vWpzRNSjE40H48ks3SUfPJYnrELsJDfy57ror\nu1D9PPOYX05IzTsv8Lvf5cOR+YZ+XTYc3YG45mWPC9z/mqeDZo+57LLl7k95JNQqhMo0uTijvJ7W\nZvKFx/dRHucWG7WCfz88HFoMEMjmbWlh4VNcFxHXUnFNz8IHBvr0sft53uxoj2sXca1ZuNIspJYW\n3SrER1zTM0lLN/lcnMRLU5OHll1WJ67Ji56U0WlqZ2ZQ2lI4oSDimtbESlPghRdMOknFNfkj03VU\nRvE6nmYg8DKbfyOyDPaV5XzRYvlt/etfxmqE0LNnvs7QwBcG5OlbZBVCiuuddjIzdVyKa/58vAym\ntDzlFD1eQF5Fztc5k6jV45q/F7pnCOS9zjrLWr7w533wwex5WrlO8aSyW9Y1FN4cc5jfbktcA5gf\nQCOAL8T+LwC4xk/7Os6fM0mSgGV1IiIiIiIiIiJ+uSiy/fApTn1e2kRcAlnSTes0FDWQpSdsV6M7\nENfSH5ODN+RdU+xd0DoTM2boxDUtoCNx//02fkRYcDUxdUA1xfWSS9pFykNIbcCE19JiO+4uxfVr\nr+WvLSI1fAM3vqn2LrisQlyKayIA+DFKM06KccK3KxXXUqEqn5dUVgRpFcKJKa4E5kpWrhiWSmnN\nskNahdC3y0kIzRObEPKthyzOyBf/4qCF2SXOOsuGTXEiUo+gWe24yidJzEtiSIKeiZSE/J6dSVzz\nukQDV5dzn26NuC5bbhdZhUjimvJS0eKMEkSoa9/tZ5/lZwO05/vWyomtt876g9NzL7mku6zW8gGv\nHzhxzW3DOHE9//zZsOU5krguYxVSlrh2zSaSa3UA9ttwEde83JPh0jMtv3x2v0txTQOTa69tZq+5\niGtpFULfgku57cJvfmNIbypPuVUIgewdvv7atut4uUrP+NxzZhFTwFiSkniBn8vrMV7n8+enX5m+\nzc35NuW4cdn/acCDwuVlwJpr2m2azSVnEviIaxokoDho3wSPq09xzfO6tJPilitAdgBOfg/tUVzT\ncyRJ+e9MA6+fZN1/4IH583l60PU8rlttZdqdvF3UXYnriIiIiIiIiIiIOkJrdBYR10RY0yIrGjip\nSR0Hrhxz3Y+DCJ6NNnLfpyugeSh2FkJ8W4venw/alHhNQQ2YKfwuteYnn2TP51YhXDmnkbAU5002\nMdNnizpQpJAqsgrRIDs98r1qnSLNc5FjiSXc93MprklJ7VpYiw/+SAKpPYprUuzWC5LoK0p/qbjm\nxDUnN8gLVFqFhCiuOdnX2JhdzJHC4Wo4l1XI4MH6M0ycaP07KS6cME9To+YjRZ/8Zp55Rg+XiMSW\nFjfJTNO7Q4hr+U4ofttvb37JX5Zw4YXmV5Io3U1xzdOTW4FoxHVZ3+taiGttccai+sI3SPfll/lB\nFfrdYIPiZ3DFWQ680YKkjY3Z2VJydkxbm0nbxsZwxTWlIymu5doD/B3ONpu+v1bFdUeAPze1h7h6\nOMQqRNrWVKvAhhvaGWZ8MEzOOvEpruXMHF63hiiuKZxKJe+dTSALsrFjreKYD4zRuXPMYf2SJ07U\ny2weP67Q9dkv+RTX2vO4rEK08kAqrrki/PvvzXdCi+JSWlNZw8l1AqmPaUCLng/IelzzMkIOdsh4\nH310Pn78mcoqrr/80pS1vMz87jsEwfed8XLryCOzx+ad1/xyixTp+S3rGlkf9OmTtSYpg44mricD\nqACQ1vkLAfg8fzrw037t/O/SNPW49A0FMFj8OYbDIyIiIiIiIiJ+pnBNTSa4FKJF4MQ1J900VZMr\nvCJFYFfBZXnSGQi5b3uIayIKllvOTsecOdMS1/z90YJZLvCFErlVCC1y5CJhpZJYewaeJ4hA0axC\nitQ48rh8nqIZCRoR7UtzLT5ckcUJCn6MD/5ohEStiuvDDw87LxRFViESPsU1J5Jpyrq0CpFEtG96\nuSRNiMSRHtcuq5BbbrEkBMcyy+RV0/y+ZDXgmwqugfvES/WhjJ9MwzKK63nnBTbf3H7vhEsuMb8f\nfZS/X0i5suOOwEknFZ/nA5/t4QKPCyde6qG45qSV6zjFjyuuaQCu6HoZL1ddKI+HEuISRETLQbIH\nH7TENVdIazM92tpsWastzrjddiY/8W+Re1xXq3Zgk882IXDimivoeb0Rgo4krvnC0eTjzMsfXi+0\ntGTzIvft5qByjucnwL4rTlzLeocrrum9yjok1CqE8i+pnrlVCIEWTV1ttbxal78j6X0tZ8lwsp8T\n19JChI6HWIVIaOsibL+9GWDWyjGX4rq52azlsuiidj2YlhazJguVkRopfN555rdnz/x3PHOmzeP8\nOYjsJ8gyna+7IBcVLVqcUVNcA8CZZ2aJ/Ouuy5+jQT7vggtm/6f6QhNFbLih+QOA224zhDyfyekj\nrm+99VZccYXhabfZZjAGDx6MoUPDlzHsUOI6TdNWAGMBDKB9SZIkP/3/rOOy5/j5P2GLn/Z7cBGA\nEeJvtxpiHRERERERERHRfVGL4joEnGzgHU5t4TpXB1OuIA5kVY9lFu2qJ1zEUGegSDEoG/pl3x8R\nc5ww4uTM1Vfbc2nhJhcaG4EXX7TxInJVW2iQ8gAnMqmjTWEAwK672rD5fcjj2mcVokEel50r7Xre\nKdSIa58PuO98zceaE9cur9myiusjjrDbrkXnfNhhB/exssS17ERL4poIE6645uQdJ0HStNjjWluE\nUXpcy3dO+3v0MAsfhoBPrfd9sy5fXbofYJ79OU/PVX7zoYprnn98ZPTGG+v3KyLB7r4bOP10/zkc\n116bt/O58krg1Vf91z30UPg9ypbbRYOnbW12UM9nFRKiCgXc3y2VaXwhQF+8XFhsMTv4JQfJCFwh\nzctqSVxz5S/N3CAClc+kkIprwCg86TlcViFScU0EXz0sDOqJadNM3DjZKolrTsBLj30CEdeURrJ8\nL6O4Jk9sHk6oVQiVhTTThd4n/97pGehe0iqE1+e//a3Z7t8/3CpEU1yHWoVsuCEwZIj9X9pFLG+m\nsQAAIABJREFUNTYa8rlXr+xiz/z5XR7XEtddZ97/xIk2jrIc3Xtve70sg3k7Sw60tbUB991n9k+d\nqhPX2kCOJK7pHfkU1wS5OGMIZFjrr2+shwhUFmr35HHZbbd8eDI9f/zRptduu+2GE04wPO0tt4zA\niBEjcNFFF4VFGp1jFXIhgAOTJBmSJMnyAK4CMBuA6wEgSZKzkyS5gZ1/FYClkiQ5J0mSfkmSHApg\nx5/CiYiIiIiIiIiYpVGkuK6VuHZZhWiNf1I8brON+ZPg1/BphZqirjPQlcR10X1l+ha9v4MOyv5P\nRJpUOmqqR/K/JGy7rd1ef/18R4viQp18TtDyTjrfrlZN540werTJA/zda1Yh0t8T8JPsrnPKKraL\nrtGOSeKafyd33JE95rJXKaO45p7xteTjnp5VgsoS19JLk5N9RI5Vq4boeuCB/LRvl1UIpZGmuJZW\nIdLjWs4KqSWNOFlCaTB8eP68M890h8EJrhNPNNuaPZNGXGvlrFT7cfLTpcIDgJVXzt8PaJ/Psob9\n96/vegbagEFIGcAhvcslKpUscU1pT4SMi7iW6wOUTdNaFddUNnDFtUynHj3sN0AL2115pVUZc8U1\n5Znrrze/LS154porrqVfuaa47tXLbRVC9w9BZxLXvXplSVg560d7jlDiWlNcy3J15MgswcwV17Va\nhVBZTIrratX4X++1V15d7bIKaWy03/Sii+qKa/6cPAyX7dN//2tsLCgPynYgtzbj11G4RJy/8072\nui23tPeTimu5cKELGinc1GRVyPKdcA9/7rcNmHd8991m+7PPdIsTnuf4MXre1lZbx7g8runcU07J\nDgKXLYsI3JaE7scHdTh89Q7FmV8nrUJc31IIOpy4TtP0DgBHAzgNwKsAVgawZZqmX/10Sl8Ai7Hz\nPwSwNYCBAMbBeIDsn6bpvzs6rhERERERERER3R1FVgi1LnxCiiqgeHFGruDSOlZysRZCVxHX33xT\nm1K1Higi0UIUwxzSHoDw5ZdZiwBtgbSWFrtIE5D1S3722WxckyRve6FZhXDCj3c4CaSw4u9eWoVw\nMqms+lxaQZT1yHbtI8gOFlcjcjKJ0m7KFHueS3FN3w19O598Atx0k37/xRfPfoNlPX+B+hLXPo9r\nTlzTMc0qxOdxXaTQBvKKa6mC1shBOeAjwfMukXa06Cgv4374wf1N03tuabFhuGxzZD4vo7jmCmHX\ns/jC0UBWEGWh5ZdVVikXxv77m19eRvTpkydIQ1CkuOZT/b/80vxPKtW2NrswnbxelgMutX8RyhLX\nfGCMk6EcnLim2VIcmuKapyuRiZJ4BfIDoHIwjsLXFNcuiw0X6kFcuxYg5pg2LR83PvjlUlxrViFE\ncvP6MsTjGrDpLuuJWq1C6BmkBQknqatVsxjz/fe7rUIkydrYmK3DXFYh0h6JyvLFFweOOsqGIZ+J\nf5N0nUZcSxDBLq1C+GAM4Ve/0tNOI2K5TYZPcb3IItnrWluzliCSDKbnkXmBP++tt1q7Jk1x/fjj\nwLnnmm3eNuAD4U1NwM47689LceB44IGs2IDKQq1s4wPLGjSrEGlDCNTWT+mUxRnTNL0iTdMl0jTt\nnabpemmavsyO7Zum6Wbi/DFpmq7x0/nLpmnqaMp1LbpKudOV4Jm6VvTvH37uwgu3/361gBY98cE3\n7bI7oV+/Yq+5iIiIiIgsFligq2PgRhFxrXlSh2DSJLvNiUoXcc2nuUoLENkpJtRCutULZZV79UKI\nVQhgSZsQ4jAEGnENAL/+td3mncWjj7bv6n/+J09yuKxCeEdG62j366cT19wqhMdXm/Lrg7zf1KnF\n10j41D8y/J49/YprQhmrED5oJCG/wVoGf3x5v4i4PuCA7P9JArz5pv2/tdUu/EXvk/LDwQfb/6dM\nMb68SVK8OGOR4prSu4zietFF8+QFnx7N401EOH0fPM1dSjQgS3DRwo4aNLsVLc6c7EhTm7eLrELm\nnjv7fwhxTYtVhoI8YyX69jVe2T7IwTftfMonrvx+0EH6sSLi+u67rR8t3ffRR2167ruv2Sffh0w7\nCn/sWP0+LrRHcU1lcIhVCAd9RzRgSNfwOEnFNYHXI0SKS4K6f3+/4rqexLVvEA7I+u36wNs7gJ+4\n5t71EpwkpeeUViGc1Oag66gclN9pWasQTlzzwVFZ5hI4ma0R1/ROOXHd0gKMG2evD7UKAWx+kHXq\njBlu4vq998yaA5qCmv6XViFELvPzXXWgRsTyBQel4nrKlGxYDz8M/P3v9hxuk8S/o/feM7+TJ/uJ\na542msf1gAHA8cfb69Ze22zzAavBg/NlBE+Lou/MZxVSC3GtKa67LXHdVeCNkfZAmwJ7003AjTf6\nr5Mm7YDJbE88UZdotQsrrVTbdYv9pI3fc8/a7/3668CIEfqxhx82aqHZZzf/S/P6jsbSS5vf9dfP\nr9QtMdtswO9/X9t9llqq/fnz1VeB/fZzH190UfN7++2mEj/mmPbdLyIiImJWQleoc2nF7iJojUZJ\nghDKkLV80JZbhcjOAjVcuVpIdq5ciuvttguPTxH+9rcwdRWhuxLXsoNU1FENJa5dg9ZzzWW3eZqs\ns46NA6mkQxTXvCOjKa5JhaRZhXDVrKa4rgU+EliiFvVPz55WVc3JJElIlbEK8eHjj8sR16utlt/n\nyvs77ZQl4YF8WshBPKn+vvlmYNgw+78kwIhAOe44s49ICMBNXHOFtlQAAnbgjPJOCHGtKetc09O5\n7QJgbT8A4LLL8mET+DRo8jjWvlc5nTqEuB42DFh9dfP/t9+a9+XKtzKPSELsyCPNOYcdZvpdH39c\nnlD97ju7zRe+kySUho020uOr5e277tLDOOMMPc1q8ZKmvMTzh+t66qPWKmALuY73LzkBStsyTzU3\n2zyrEddccS2teQD7nVLaSf9qwjrr6FYhPXpYm4qOtgqh91LvNpokrkMJeCKuef7RrEIIRKw3N9tj\ndK5rgLMIFA5X3VPbjPysfcQ1H4zTvK8bGrL1Ay1eKBXX8tuTJKc2mFepmEGwPn3sPp4XH33UKOSl\nDzSPv1RcE1nK0921NoEkWm+/HTj/fGNvwp+FznnttSwHOGiQtRVpbc16/vNv/bbbzO8LL+jE9auv\nmrL47bezcdPiyMM/4wyz3dxsRAKAUVu7ypki4pmfQ/c87bTw62Vcucc1xRPoplYhXQFaNfU3vwm/\nZqedgKFDs9MnCbvsYrdXWw14/nlgjz2MITn32nnmGTtKCxj5/gcfAJdeatS5X3xhpPibbJINf8cd\nzeg04YsvTCFz6KHmfxqh2X13/zM8+6w1kwf8RKU0tqfRGg08bgRtcaVHH7XbQ4faFbk56Nm32cY8\n49dfmykPb7xh/h80yCiBxo41fkwdpXh76im7zRtPfFGWhx4Cnnwyf+1bb9lz7rjDjtjOO69RpE+e\nbArg22/PXnfkkUZ5Mnq0WRDgzjvNflfH8ne/0/cvsYT5XWQRf+flyivNLxHYPpI7IiIiIiKLriCu\nQ4lVrdH46af6uVrjdbPN8vuAfONSI9ZIucM7wmWI6z59gMMPz++vBQsvnFcW+lBEpnQUQhXXUtnj\nQqji1tW+4OnO04QvmkQdX+pgaR7XnIT1dbRJWS0V1/TbXuK6PSp+19RlH3r2tCrL11+35KssMzQ1\ntktxXYQyViE+ywmJOefMewLL9JflEv9fPjO9ZzllXS7+xUkUeX/eMeYLPAImvVpaTHubyAwgT1xr\nz6t5mfJvRFNcU57s2zfff9PAO+VcwajFRfNk1c4DjPUGlZuAITluvdWIoa67zvR96fsaNMgdDt3z\n0kvN7xVXABtsAAwcGD5wSiCPZMD03VZd1cThm2+KZ3rKPKUR10XlnMvDtsjjWkNzc/6d8OvXW8/8\n9uhh80RR+NT/kgiJF38u6XFNZCivxzXietNN7RoGmse1tDFIElOeyWOc6+DEqpxVxesKQr2Ia54e\nnKysJ9qjuKYy6oEHbBylVQhg0pgTwLJ8lLNeevSoj1WIVFGvuSZw4IF236OP2vJKqrPpGTRvYl5/\nuxTX2uAsfyaancJnYWjXaeWBS3GtEdeUNlQ2UXnK65spU8xi0rz8DmmX0fO+8YY7znxb5iOK5zrr\nWBsQHq6LuG5osHmzWgXmn99sr7tu9tnPPNOmOYkQtt3WLWTlViG9e2cHbrV6VLuWIBXXcoCcL+Rd\nhF8Mcc2n6WiE9eOP5/dRpQ0YAvLCC43C97//Bd5/3zYo99jDnvfKKyZTJYn569fPjI588IFR6V57\nbfYeSyxhPoy77jKjMVTZcU+cO+800zMJNGozbFjWaD1JgH//OzsiRbjqKlOpXn+9acgA2UxKoJW1\nm5uBl14yjb4xYwwZ/+67wNlnZ8///vvsVBoirIk8pbR75hlg882N+umtt0xaLrNMPp6ykplnHlOx\nyg+nXz8zmlVmERGpfm5osN6NAwdmj224od3myiNS11PhstFGJn1ISQIAyy8PHHusKViamkxjdvx4\n8zd4sEnj2Wc3o13jx9vrLr7YvCda6bt3b0veS4J8wgTjPSUxxxwmr6WpIfUpnm+8YQjzo482qocJ\nEwzxnab2nbeXIIiIiIiYldAVZWYocV2GZCPVH4erw8f307RDTeFCXphcLaT5GhNkp5M6Au21sZJK\npiJ0d49r3rH0ob1WIVIpR+Dvpp6Kax9xze0eqAMWon7mYbXnvdbynfN0pbjzBbp4vCR5oSmuQxSY\nZRTX2jO58gxZtvDrZPprhLzrGJEkPEwqI/g9ufWHb3o594+l8x95xGyPHm3TTqrp/q+98w7Xorj+\n+Hfuey9dUKTZBbFgQ8HYUOw1ipooBgu2xBi7MXb9qcRYo8aGGrsRidFExN5bNBIVW6JAYu8oxZqo\n4P7+OPdkz56d2fK+7+UWzud53ue+d98ts7MzszNnznxPUY9r2QZleVwD/ny/6abk/1yfXnstNgT7\nnHD04D7P41ozYkT8ff/9gQsvjP9fbz3/9QC/8eP992nckLUieLPN6P5vvZXGIf/9b1rfVXoaspRA\nCM4nHqNUY7iWBjZJnlSID5Y8kG2vzHvZXjF5kkQ+x6+i6ZL3xe3E/Pk01vvsM/pdathOm0bbAcrb\nL7+k5ymNitKTFvB7XPvSKD3rpdFJvzuk4ZwJeSpvvbX/vqv1uJZ2Cea559LbssjyuM5amePTUw55\nXEdRulzJPpT2RuV3SO/e2Rr9/O6WHtfyvD4varna6eqr4/204ZrfUb48YHsYv9uy4hVI2CkToDR/\n+SXZOG6/HfjLX5Le1Z07k2KBr65LwzVf+623qG6GDNe8jZ09Zb331WnZdvJ+bCDW++j3kOwLjRlD\nf/v183tcA+nVYrKshwzXWtaFt8tyduSR8Xee2Jo8OXbG1PC78ogj0mMI33tUp7mIVAiX8V/8Inwu\nTYcxXANkSHz00bhzJF94m22W3j+ktbzMMsDAgcWvu+yy/gYzi/feS3rAHn10eAA3aBB56p59NlVc\naUQFgO23p9+Zn/yE8kB3JqMoNrACNNvWrRsZ+p0jQ/Pxx5OuIcOF/tZbaUZ/hRXISP3LX1LD8Pbb\n5K2+4Ya033HHJY///nsyoD72GHD44TSzX4YrrvBLavAs83XXxdsuuID+SomPadPoc889ZJy/7LJ4\nNpTZdFN6FrNm0ewjkOz0bbwxeb+ffTYZmBsagHPOiScYADJmy//l9jy6dIln8pkVV/Tvq/XnuIyz\ngfq882iG33d8aw3YDcMw2iNt2eO6VkL3pgecbKiU7zI2OskBWZ7HNev/8fHc0Q4ZVosiDa1FaK33\nYL09rrPOJwcoofwNeVzLgWynTknDdZbGdUNDPGALeVz7pEJC15SGkhDyHmp5rtUs95d5JqUqtEc/\nDxClx5sOuuXrr/so43Gtzzd8eHhfn+FaG3z0+fLyXpcbvcT7jTeShhzWSpYTOFy22ICkDSnyWgA5\ngej70jQ20iD6T3+Kt4U8rtnIkdVGNTUlnZuAuA3dZ594paxvVetbb5GDERMyXIeMnHKspeGl477z\nyOCgGl7+D6QNMI89Rn9Hj6Zx6T77ZBscQsvyGb3SwWe4ZkNsCDaaaaoxXHfqFPa4lpNujY2xTFCe\ncT5rsijvGO1xPX9+vCr8t7/NfvfJOskBN+UKKUZ7XId+k574vJ29jJnHH4/rjpTv4jZRG7pCbZ5+\n93E8Bp+8RdbKDyBtXNRIp7bOnZPvHR18Mk8qRK4KAbKlQmSgRKlxLd+tWnLEt6JHws/Wt9LFJxWi\ng9sCwIQJ6VUiPo3rr75KX19LS8gVVb48k3WHV8116UJScrvsQtefODFevfPww8k8XGed5HWkYXfg\nQODKK0lywycVIo37fA4d/FbCz+RXv4rroHR+lfv48oZh58ju3anMyLZLvg8lspyEpEJ4n1Gjkv0w\n+Wx1316ei1dlnH128n5C/VCeIOEAkr7f+fzff58dnPG00/znCNGhDNfHHENGyA03pEzZZZfs2Vq5\njKOehKK9a66+OnntUForFTLg8pKjzTenbexan9eBveMO4JNP6HvfvvnGVFlpuCLuuiuw7770fcMN\n6frLLZcM8OPDOfIc3mQT4KKL/F7YWaywQtrQfP75scabPN+AAVQxTjwx3tavH3lvNzWRMfrgg2ND\nOBu9d9kFuOYaejGvthpVNm1IBsgorzXZihAyQksaG8nw/JvfhIN8nHRSHD23Gszj2jAMozgLysgp\n3+Gtbbj2eVxrw5r0uOYB/axZ6aWPstP8/vtxH8cnDVEtoaXiIdqLx3XeajPdX5T9JGlkKCIVor2g\n5UBQSoXIiQyf7IU8hx58vfIKDVR9HtfSA61Tp+KG5HoZrquRGdFBpAAaMPokNeTAv6Eh9l7q3Jny\ncvbsfCOfTmdZj+s11wyv0qhUYs3VUD9Rb2eNXyCd9716pQ0o7Pk3dy5t+/zzZFn/wx/ouww8KA3X\nWipErrAMeVz77oWNKFICUhuuue7p4IxAOt/1/w88kCwDX3/t1xuXfPJJsj31pdlHpVJOJonz48kn\nyXCf18Z8/DHl/SOP+D2xH3vMv5qH8a0OlvD1OV1ZGtch8jyupWTj3Xcn99Eev926UVqkBq80bPF1\nykx0he4lq82RxnJGSwp98w39HqqvsgyyraCIx7VM7/33x99lrC9pvJT585e/xPv4jFS6rITSLu0i\n2otZHyvT75MB870XZIwNuRKic+f0RMlzz8XX98lkMN98kzYC83vQZ7jm3/mvjBOiV700NaX1r33w\ns+V2K0sqhA3XOl1SRlV6Z7PRnPeXKyvk/tIjWU7Gy7Y5q83yvVclsnzqOGRZUhoM1yGt8S6P9bVp\nnBdPPBFPRurYKny/J5+cPl6fZ968WAJrueXC+8tjsu6P73HWrPjdqJ+t7Jc1NcXvXCCOO3f++cn7\nCXlVVyrU/v/61/7f2eg9fjzt+9xzYamQ00/3nyNEhzJcM/37U8MSMhiyBjY3FkU6reuvX/z6r79O\n3gR56GsXfVkvvTQVpmHDyNtay3toRo3Kn3WUcMF+8cW246UrA11KHTdJly70IpUyIFnsuy/dq/au\nr8b7JospU/x63xLnaPnXiSfGRnnJ88/7Z6WOP5607FiMP4t635dhGEZHZkFN9knjbWsYyyXag4kH\nT7oDrKVCtOeZz6AsPdb4N5MKIbTHtdbr1eh7lmVIPsMihmt5rBx8a6kQqXHNz5cHNlIDVQ6Q9ODS\nZ7ieMSNpHCjaF5YDzFrqajV9I5lnnN4JE9I6842NSamQSoUMY5x/995b/Jplxgu+updluJbpBWic\nEZIDGTQoKbHnkxHRUiGcXjkQlkYUDgrL/XEp2eGTCvHda9bEmb4/CXvP8jHa4zprMpHTdMMNpAG6\n1VbJ/b/6Kr9sSq/lMh7XlUrSUUf/FjrPmDFJw32IH/4wXqLvi4mQFwA1z2DPwb7YoFyN4Vq/Z9jB\ni8uZHE9tv33y2AMOSP5/1FGUb59+Gm+T7TKnq8w7JPRuKmu49nmeZ3lc++Jd5Hlch4zEgN+z+d13\nkxOuRx8d78MrKOSx7LGvz6ORhmstq8GwhOkHH8TbfIZrX9159tn4u7Qt5E2ic/6EZKx8UiFSZoN/\nW2aZZNrkxJ7UuJZSIUU8rtmLWx4npUKkzWn+fJpU08Z2iWyfWYubz+vLKzZW6nZTrsYCsh0YZTnz\nTayFyi7/H/JIDsH5Kfu6euWOvhaXGd234utoe4+8DznhzyuJpk5NyqZo2J7I96edG/VklG87OyEw\nst5I5KSdfBdqivRn582jwL9MllRIGTqk4Vry2GNk3GPWWCOpL1eUhx9Oaj1n0bdvOakR5v77k1rX\neVQq9MIPCavXytChLXPealhuOeo8acrofLYWiy1W3tNcM2yY/wU8aBANfIp46ZXpDBqGYSzsLCgj\npy+QUa3vjDx0gGZGDkTlEk+f4TrkSQT4l3BLj+vWkgpprZVHRaUdit6LPp/sA8jyVEQqRHpGZhmu\npcc1G0B42ezHHyfTFkUUOFNr4PqkQoCkx3U1g5lanmutHtdHHBF/59WNDBtgZZ69/npsSJD5Viad\nZdOcFQTS54EZ0ncFqD+at0pEG659y6ClYYTHZbIezJ9P8n7vv59tuOb0a4NSUSPw1Vcn08TpYbkN\n33Juhn8bOzY2xMrrfvNN/ntExmDypTnLsCQNDRKfLGPROsKxgULap3k88ggFjszS4wVoRW0UxUv+\nOS+LjrX5GD5u3Lh4Ao0NWL6YV4wuR8svT3kkJw1rNVyHyKq//LzlPrwiQp9D7iO9oqXxnfF5XMsy\noc8nJzdCY0xuByuVpMSmLJehgMhFDNfz5xdv64oarkPtWiid3GbxuzH0ftJSIXwdvgftsc9pe/31\nfI/rUPBfSZZUyIsv0ruG03DeeST1muW8KY3c8tqhdzS32VxWeVWO9rjO0h2Xz0ZLo8o08XkljY2U\nZ9JrXB+jkYbrefNI7kbHRNPX4nvRhuuQkVfHduB92eO6d++4LfShPa65vZS/h1bq8PaibZb0hs/y\nuM57l/iO9XlcF5lA1XR4w/XIkbFH8kcfAU8/HetRl4me3K1bOMhCvRgxIqkvZiS58854Fvmww0gW\nZvhwv87bAQfESx/aM0cfHQfbrJX2YOQ3DKP18QWGXRhZUIZrGQwmS0exnoSWifP12SCs9Q75Ny0V\novENiHxSIbV6XLcXqZB6G651nvsmP4Bihmsp+yAHOzzwlWXx22/JI4k1q33SZuxx/d136ev7PK6B\n9HLsslRjfPalIwuZdr6vxkZa5ZmXLt+y7LJpLuJxnTWgLONxPXNmUqtTB1qVaQlpXOsgYUBycK89\n+uT1KxWSEzn0UDJGsseYz3Oc068NIiGpkCzY+NLYSIYdjc53n8SLvMakSeFnwjIFsv3P0lf1XSe0\nVHu11YqfR5MXcDCPJZcE1lqrvLMM719GvtO5WJe4Z89kfQPi9sSnxe2LydDYmHym0vtZtotl0uej\nrOE6tJ/0Hpb9Ni1Z6hzwzjs0KRCqu6yDzEgZDbnfbbfF36VXrcwXKaPAk5ua0MSIb/KvCL52yLft\n0EPj74MGxd9D70ppuJYTchrtcS0N1z6pGS6306bFE2Z5UiFZZU9LhXCbyen/85/ja+tVDj6krMXz\nzycntEMa1/PmxYZrLgPacJ1F3vtf5u9WW5EdiAMsch5qO1oRwzXXe45zppH5zveu+66hcuGT32Wp\nEHm/ofezlFQKSYWEPK55RZdv4suH1KzOkwrJIs9wzfftm2DLo8UM1865xZxzE5xznznn5jjnrnbO\ndc855jrn3Pfqc0+90tS/P3mWHH44Beoroj28MPJ//1dcp3tB0rUrdYgAWmrz6KPUMD75ZBxwkrn6\nan9Qx/bGb39LwTbrQZmJGsMwFl5kZ35hpjWMnHzNMvJe1SA78zJwmPS4DhnZKhXqvH/5ZbZUhza0\ntZTHdRkDYFv1uPYtDy9zvpDHdWhiQJZtaWRobIwlON56i67DhqTbb4/3O/VU+m3IkPS52bt33rxs\nw7WU+pAe19VQixRa0Tz3eerllT/+7bvv0vuWNewVOTarzSpjuNbIe3/wweT1Z8xI7+9c0uOar/Hu\nu3E6+RwXXZTWHNUGIvakjaKkJ69sp/Qkii+P8up/QwN5C9eCzxPQh9ZIBfyrbkNlO6vM+665oNq+\nautiNatC9USYlqThcuubqPV57muDi5xIKeu9qNOnrxWCr/PHP2af++23w3Vat/s+r08gXSZCqwvy\ngjlz3jFyMi8kg/Dyy/7tGilDlYXvGfvK/DbbxN+lVr7P41p6sReRCpF5K50QfIZriTRc6xUkTU3x\nu/KVV/zXBtJSIZxenzwTkyVjyvveeCP9veyy+L58hlCWCqnFcB1aQcLI8rnYYmQHYqdSdrSQK1jk\nffiQHtdAOj/Y61s+MzZc6/Y7ZLj2SYWMHk1a2HLFVaguswd4U5NfQi5kuK5UiskWS6ScEk9E+KjG\ncO3Tva+GlvS4vhnAEABbAPghgJEArixw3L0A+gMY0PwZU++ENTQkl7QYScaMKRbRva3Qu3d+wEmD\nXjaXXNLaqTAMo61Ti/diW6TaSerWMHLy4GnxxVv2OlLCgfVlgbTHNSM75VLbtKhUiDQq1NPjuq0b\nruU9Z9FSHtehvJHXkc+gsTFe2TZ1avh4HmD7DDNffUWarHke19LhoFbD9YLwuJb7sbxKLYbrhobY\nGSOP4cOLeWtzOfI9l9AqC3muUP2QA805c/LzOyQVwl6WZ5wRb7v0UsofuUqjUkkO0kNpZ8kVH6EA\nYlnk/V7EuKrP4fPcDm0/7rj0tiyP6xC+c+cFSyyCr7zecEPy/xVWqO7c1awKlc/j6aeT9Q2I2xPf\nuX2SAiGPa/nOkprt++5bPH36WiH4t7w4BzJ91ZxfH3/nneHJsTypEG082223+LvP270l8Dnc+fJH\n6vPL33332K9f/J3LgOwLyeO1VEhotU3IyKgDH3/7bWyMfu892iYnjzUNDUnNbp4cDKU/GqLIAAAg\nAElEQVRXnm/33dNlhv/XxtympqSGubwH1m52LjkJ2RIe1zof2fgvy9uGG2afT3pc++Dy7ftd911D\nEsE6sDmQjKvAhNo/diTSMkby/L76Xk2fSAaKDF0PqM5wretKtbTI8NQ5twqAbQAcEEXRc1EUPQ3g\nMAA/cc7lCW58E0XRJ1EUzWz+eEISGIZRDXlRxA3DMGrxXmyLVBNzAmgdwzV33Ks14BVFdpJ9Qdi+\n/jpZDv72N/95QlIdWpuyb19/cMZaPa61R1EeRZ+pHNzWQlHDtQ7OmIce5EjDtfweGiDIfJADMH39\nLENdQwPw6qvp7ddfT3+//DI8MXHzzelzAS3vcT12bHpbNV7uPXvG1y1iJPIFRnOu+BLeIt7EnB6d\nVqYWj2u9PU/OQRquiwystX6r9tKrZoLLVzZ99/ePf/jTVC36Gq+/XvxYKc/AhMp2U1M4X3xLsKV+\nKbPHHsXTBlBMpe23Jy9MTtfYsSQfNHcuPceWiKcjzynvQz6v6dPDUiG+sq/LBxsJZZ2Uxkbpcc3n\ny1sZVYvh+sQTgZ12ItmVEKGyIa+70krhY2RZfe21pNOarON5hibtcS2fEbeVLQ1f8/HH4215ckHy\nOfjifui80h7X8n316ad+w39Rw7WWCnnkESpnzsX1fL/90sfKe5HBfrXU1847Z6/eCAW91W29nFQc\nI1xL2eOa71fiM3T72h6Zf7puXXppvuF6/nxaqc4ceGC23UMa131Ir3GN7rv6ZGuBZBmpRsor79jO\nncNlqgxPP50+Xq6KK3PuhoZ0rIKHHoq/1zK+aSm/qg0AzImiSC64eghABCDP13lT59zHzrlpzrnx\nzjkTODCMOmGGa8Mw8mhvHtdRlO1ZUa1x9L77qjuuFnjp4F13JbfXauDVyE6yNHJoLVsm5Bkqvc8k\n2hPyzjvj/6UBrx4e1z69xRC+Afi226a3bb559WmScD7n1SkebIe8MzX6XS6N1UU8W+Q+0qtMD46K\naLECsc6kRg+GON16YmBBeVw/8UR6W9EBnhx88zHacH3KKfH3iROTg3+975w5ZOzL4gc/8G8P9eVC\nhmufNrQ+Bgjvo8tRXl8y5HEtryO3vf56OlinNFxX46EV0mGVHHpoUg+6JTyuy+DL19D5GhuBW2/1\n/+bzeuagi5JTT01vO/LIpHyUZORI0sfde+9kYK3FFqM6Xcu9ZxlupEFfBifTzyNkuPblq2+lLgd4\nY3jlk3xn6YCG1ZB1HK9oqlRII31MxrrzIoZrLTeZZfyT7bXsc8jv0qAoPdxD3suhoIeavP3yvNsn\nTaK/nwl3R199DRmu8/AFZ5Tt0gMP+MuZbvtDk3jsce2bPObzjhgRTp9zFP9Lplca2vfcM2z81BPJ\nQJwOPfH25ZfA3/9O36UmMnuNay3uhx7yy73kGVtlmdttN+CQQ8IxMvh/nf8rr5zdrvDz803E/v73\n8aSRL9+yymuoLtTiDBOq6506+ctU2bZY9/GlbJzW/pbnXn11kg+TmvW+2AvSsN/mPK5BEh8z5YYo\niuYDmN38W4h7AYwFsDmAYwFsAuAe51pi/tYwFj4226y1U2AYRlunrC5aW6feRt9akHm7667p37WX\nQkshO/PSWCo72bJzuueewODB6fNoYxwHv9YstVRsiLrhhvjc9dC4Zt3cIvgGDqNGpbfVq9fJ+ZxX\np8p4jcvzMqHnVmSgKmVjyhiuZRC3oUPpLwdDZ3TAvNmz6a8euCwow7VcSs1U86xDhmsZ+EsbbLX8\nThEt5Q8+8G/PW8LrG4i3JcO1Dt564YXZHtchfNIaWcGFdfmWMkmc7izqabh+5pn0to02Sm/LkoOQ\ndTfvPLqtvf762Bt3iSWAe5ojSh10EHl7yrI3fTptO+GEeNu115Zre1sC/Tx0gEftcS2NM3KSidF5\nzfIqUh7Ht/S/aPqYIu0VG3+KTh5K5GS0z8DnS8fSSyfrtZTekEY6GQOFvdO/+CJ5XplHstxdeqk/\nvUB+288reUaO9P/OaeF3TAiZTvndN0motcH1s5D32bVrss5cKcRxq5EKYaT3apbB75NPkjEntFSI\n1uDOI1TuPv00nsTVdWHePL/HtYTfe753SEgOq4hmP0uFSFZYIftdxefw7fOznyVXCWqyDNe+VYxA\ny0zshTyuGxrIcF8ULU/4xBPxu1RqX2tmzSIdbmmY9q1yDennl6XUoc65szzBE+VnvnNupfwz+Ymi\n6E9RFN0VRdE/oyiaDGAHAOsC2LTacxqGETN0aHg5i2EYBuAPuNaeKbocf0EwQEzd+wzBISNFNfqf\nWUjpD7mUNzSo23FHf2dTG6V8y9F5P+aDD+rncV22A+zLX+5Q//zn8bZQoJ1q+eST9Lbttqv+fFmG\na5knRSYGtKerpKxRVw9YQs/HuaTHJnv6VWu4rmWioZqVaOxBpo0Z2rtKG65D+RHSH5b7y2ceKp+8\nYuPBB9O/FTFch/JCG0yKSIVw8DXffe+9d7YRSOui+tLVpQtw9tnp7dwG+eR+dP3Xzhz1kMkqWhZ9\nsZak9zej03TmmfGzLBJMM8SPfxx/79GD2qMoImNH9+5kzL70UrreSitRXsln1rkzGTvrRdF3nNxP\n5jXLKkh5BO1xfdVV9Pf004Fll42P9XlTA3Hf4Ztv/IbrlvC41mSVp1B5lRMa++8fPp/0Ll911WQ9\nk9/ldY44Iv4ugzCGPNHlO0i2c1JPFyje9i+zTPbvoT7FMceQF23IcP/ss+ljZB5MmZKcrAWSadbX\nfeed+HtRwzWQHTAzy3B9yy3JY/n9Iw3XZTx+dRn1yZTI9LBUiPa41rAX80knJSdBNtgAWH/9+H/f\nBLwMvBiSCpH07ZvdrvA95rU9vmeWZbju1CmexJeSKLVIhYRW13TuXF7jeokl4u933UXXzoqBkPX+\n9zmr+CaU6yVBWbbJ/S2AVTI+QwC8AeAjAP3kgc65CoDezb8VIoqiNwF8CsAzvEty1FFHYdSoUYnP\nxIkTi17KMAzDMAykjY/Dh7dOOuqF1DBtbfRAW/Pmm/7jigRqqpb996dluOecE/Z4qVTitMvlqnka\nv4z2Oqmnx3UZfAM/HpxKuZmQpne1+Axvu+xS/fl0cB+ZD6GB7pWB8Oh6sCuRz9ZnJNTXzDKoSz78\nMHktlsyQ+z/8cPh6Wecuy7//Xf4Y1mtk7WpG56U2koTqyjXXlLt+WQ99oJjhOmQY0XmdZ7gGYskD\nnwfeEkuk80J7iUrDtTSwMVdcEX+X0hirrELBH32rHGQ6fIaqenhcV0tInkjXSdlmynJw4IHx97z7\nGDs2NlSMHx97W2sOOSTpZd1ayLIbMlxLKYaQxjX/DXlqZxmW+PxPPZXeFkIaLyVl3lsyrVqSKXQe\nLiPjxycnFzp3Tuaf9LKUckJ9+4YN1zLYNedXz57FJlGksU8/g6LteV6eh9Jx7rnkRcv34lsJApD3\nKKPzQO8v06z7MqFjQ96x7MWsJY5kPuUZnnVb7lxyErPMiqqsiUVGr/TyeVyHgnMOGZLsZz39dNJ4\n6jNcy36wbyWB771YpH+aN3ldxOMbAEaPpr+ffQYcfzzVJ+msklXv8wzXvncgQM/Ad14pMaN57LH4\nexEpH/3sZT7364cUcv+TTiJJqqOOov8nTpyIUaNGAZCfo/IT0Uwpw3UURbOiKJqR85kH4G8AFnXO\nrS0O3wKAAzCl6PWcc0sDWBxA7uLZCy+8EJMnT058xmQJQxmGYRiGkUJ2ZB57rHWCFNYTnzxAFquv\nnt52443AddfVnhaf4Vp6LbUEf/lL9u+dOtG9HXtsWP9SGt20oU7eU8iwI8uQlAlY0IZrX1lmI5w8\nl1wmramXwbSWesUakz16kBdSaHAm78mn5a3TkeVxnTXA4UBnb76ZNJRIjypJp07++w9JnoTOsSBZ\nu3lEIyf2Zs/ONlzLYGfSeLHFFslzDwiIKMrVEPJZFDEca/IM11kr8spKhchBdig4Y54nqTRc+2RD\n5OBZeuo1NtJgubcnQpJ8PlIrWV43i2o8bH16nz7WXtu/XacpZLj+9lvg0UeBk08OX+Oxx2gC6pJL\n4m2/+IV/9c+CJstwEzLa+ILhSV1fbrPyDNdrrEF/ZV7fc08yTWW9GoFw36Naj2v9nEKxJ9gLcocd\nktvvvjt8bufiCcSmJr/hukePZB3ifTiwpQ+5PbQyiK+ZRZZGdBnyNK5lEDmZB127pts9eT9Z6a9U\ngD/+MX19gDzP5bYZM5K/h1b0aH75y/T7Z8YM4KNmd1Et5wIAF18cPl8R5D2/+ipw0UVpj+vf/77Y\n8RrfezUvWLQ0bHM8C51nO+1Ef6VUUN77rGg/U7/XNbV4XFez8iJ0Thmw1Wd41ujnxOf96U/94yK5\nv3PAaafFkxJjxozB5MmTAdDnlFMmA7gwPxHNtIjGdRRF0wDcD+Aq59wPnHMjAFwCYGIURf/zuG4O\nwLhT8/fuzrlznXPrOeeWc85tAWASgBnN5zIMow7Ue8m5YbQX5PIoI4zsXG2yCbDmmgvu2g8+mL38\neMoU4Pzza7tGntecb3Dwox+lg1tVI7vEnXG5hPHyy+PfdST1euALQiUJDc5DHtdZ8gehvNXLq/mY\nooGbQshr8yA9FCgQ8A8ceNAiz5U1oOJI87VSi+GaDevbbZdewq91OZnQJEFIE/vFF5PnDUnKAMD9\nzb30Z5+loISM1LyWQcKamuI8lgNI6fmZVzZCEyZZ3vIyyJu8nyKwNqcOXJc12RNaLq71VOXAWUpI\nSGOmvE7I4zqUZyuuGJcL3R5wmvfeu9jEE5BvOH/vveT5yxr9KpWk9r5PvkrmgTT2ZBkZ8upcnpG5\nmv4zG0XzCLU5Op/kM5ZleNAgYNNNs+9hk01oGXfZsr+g4YkwJrTiyNcGfPcdcPvt9J3bPK5fIcM1\nGyvlSpa1106W87KTL1lUa7jW5VfKgMj+yamn0iSGltVoagKmTs2/zoABfsP1Kqsky6nMzywtduaL\nL/zbgfy6ecEF9Ffq9nJd2Hxzmqzi8/pkghi+lzwtZiCZByutlG241gFRZZslr6MDFt93X7YxvahU\nyBJLZMe3iKL0NmnAzMPX3/U9s5NOilfbAMk6pIM0ZhniZZvO1wn1T/l/GSBw443pr86zn/+c6vu4\ncfE2/Vx1QMqi9bwayZGix4bo0iXcnhQ5Z5H3U+g57b67P+ivjN+QNylQ9r5bxHDdzB4ApgF4CMBd\nAJ4A8HO1z4oAuHmZD2BNAHcAmA7gKgDPAhgZRVFgrtUwjLKUaSR8wWPaC7fd1topMNoaG2zQ2ilo\n+7z0UrqTdvHFwNVXt8z1tGfrlltmd3TWXdc/KCkzgPzoo2wvbDaISM3CarytfPjSKY3Vcrl8Hrvt\nVv01Tz891ncNGa5DHtd6cBQymkrkAGfo0PiYWr1mfZrcWRqY7Kks4fKW54nFhJb0l6WWyOpPPkl/\nDzuM/kqjtH6e99xD3l4hz5qQx/CSSyZ/kxN/2juUPQH79El6ukpNUKkpy8uYgaQutjSqhJ4B55sc\nEMsyLr1vNVLuRHpx3l/CPUbXJ6k3LcuQNiKH6pDeVw4E+VqXXZa8LrdRf/5z8jznnktl/L774m3P\nPUf6rlzOQ4Ex9eoJOQFR1uNan79s+8nL5gHSbh0/Pr2PNFzL/KvFcJ2Hbt9CEhuSovW8aNpkvq20\nEk0WPfdc25D0qBd6okJPFjGyvPoMMEU9rlkyQ0p1deqUNLT53qMtabhmw1rIWHfMMcn/r702/t7U\nRJMYDLcpTU3xuyOLXr3CUiE+w3WlEi6/8ljW4AfKG64HDaJyfuyx8TaWPGhoiJ//gAEk/xQKiFz0\nPQ8k88C3YknmxU9/Gn9fd92kYTSrTerRI+xVvf765aRC5O8+eQd9v1ttlX0+yeGHp7fJaxSJjaOD\nBZZtG7PiqYTyWPcxv/wy7Rkt+yZAeKVYHnkBhcuOGf71r/Bvq65K9WGppcp7XEuKtGGh5xSaKJfy\nNHl9BV9Q1CxazHAdRdHcKIr2iqKoVxRFi0VR9LMoir5W+1SiKLqx+ft/oyjaNoqiAVEUdYmiaFAU\nRb+IosgT0sYwjGoJNWRnnJHeJj1/Nt88rHWbtay6tfjxj4FJk/y/+QZBWWRF1DXaD7UuMeyoyCBp\n0ruajVFdurSc1/Wmm6Y9gGRk9nqgpT/69UsHBpKwwVoawBoa0h087R3t80gJaWlKPUlfx7HI6gBf\nm12UU06JBxpFDNfa47p79/T2LOR5x42Lr1mr4drncZdVz33euD6P65bwjNHUYkRjD0Sthwmkn+d2\n2yXreBY+jUxGepTpVQ8HH0x/Bw9OPtN3342/S0/fxsZ4kkYuzZbkyZ9krXj497/9noWc5127Ju9n\n663D59JkGa518LrQ6gT97PMCvnXtmjS0s9Fet0EHH0wDQRmcbfhwunYooJ80pst7k21QVnCmPAcH\nbZjR1/Xx2Wfx92HD/AHXZPrkxE1W3fUFSa2FUIBVafAs2sYVNYLq/dZZh55xe5f04vLJk3GSO++M\nDbHa+5rz4ze/SR/HhhVu43nFhS+gGJA2/OX1RVrScM1L60MrS7RMSFZa5KRVyHtda4f7DNcNDX6p\nEG5jfMjt0kCo06slMnzn0dfhydiGBtIXnjqV+m19+qQDBfvSU8Zw7dtXTp7JNvLBB5NGvaxgzzoW\ngmwvVlut+EowgFYkyvOG0lqWFVaIn9fRR8fb5eqzUNua5dWddT/y/Z7VV2byJroZOXnC1BIoW8L9\nsaKTiHJFlu5XfvJJUhpIe/Q/9VRsk6nF4zqEbIdDUiEhw7WMgxMyXP/rX8DjjwOjRgE331w8XTaM\nN4yFDNkQvvUWLSebPTvc6fjnP2lgMmkSDSB8lDE+PPwwedzVg3vvpeXMIUJLYPTsKpD0ctIdwrZo\nmDfK05KBldozvno9fXqyE9xSLLdcWNtT89pr6W1s0NDPdsoUmryqBq7/J54Yb/N1DHVnV+7z1FPk\n+ag7jj7vZF+5LKKnXVR3L+QpxpIscvDB6dtjj7Snl9SYZM+Zxka/F3MWHH0eiA3g1SKlHzg/swaj\nPrkMn+E66xy8v09DtwxFjBehwXfWOaQMgPZKykMbbkKDZp2PfJ3+/ZP7yfPJCeCGBgrQCKRlAeQ+\nPtirSXreaVZYIX6nyzLGnlQrr0zL6SX//CfphOahJ8KyAqTJulepxIEg9TEyn4qUCzZChM7j0+nn\n+sGSJyedRO08n0N7RmcFbZSD0Tx5o/79wwHJQsjyFTJuyOCmso+W1S5KqQIfkyfT35/9zP+7r+/o\nQ3oWFvUqLKI1ujDA7debb8ZtxCKLxEEBZUBBIK5jPiMKlyMu+xtsQOOZUAisjz6Kv3fqlJxs88nj\nSEmcMuiy75M/k5Pcepv+DmTLY/BEUFNT3EbIyS0gWbajKGy01X2YV16hlR+h/rXcXzpDlY1P4ZMk\n4GfOjgVF+pK+gJ6AXxs+z3At2x3ZhutglVntjgxWDdCqR24z9CoYbXx+881YQuXLL5OerrrdyeoL\nlJEOCnnIhlYLZvWTfGXcdx2ebAlp3QPh94m2T/jSU9apScYI8F3L9/71IVcHsgY6o9+rR6n4hfJ5\nhtKvNfGzZBg1xx8ffy8atJmRzoEhw/XgwcDIkfRde+JnYYZrw1jImDAh/r7ccuTF4OsQsEF41VWp\ns7HIIvUx/G2+efkl0v/+t9+rZ9ttyQgeGmwOGkRad8ceC5x5ZrydO7FyaZOUkSizfMpYMDz+eLLT\nWw0toR/cHvnhD5P/+zo9K63k7+CNGBF7V9bK3XfT0nZNaBafB5FsaD3mmPBSunXXJePv44/H9b2o\nnh/r82mDrmz/7rsv3e7IfNxwQ38Hv2gbqgd1vgCOtRiuAcq/++9PDs5531VWSXsm8W/SwFWpkJG+\nDFEUGwEWX5wmM+sByyNk5bHPc5PTIp/fP/4RPgfvX3RwEqJIWagmYI9cIq4npXjSOKR3nWW4luiy\nt/nmJJswdmzy/c5eg/rczsUDr9/9zn+NvMFknhGRj5cT5ewJ1LdvemJr1VWTmtw+7rqLVisU0Tnv\n1Ss50JZ5pg0ZvnIJJJ+/Lygf5+ngwfkSANroMXQotYlsfPv887ShndFtshyMFvH09XkcFjUWhNq5\nUP3JahdDBkuG+8I9e1IbIKUjAODC4jGk/keWtyWz3XYUJLEIHTVOjZ7IXX75ZNBSNsxqY4yUq9Bo\nqRCA+pGhsvPss/H3pqbkcT7DdUgvOg9d9n1tWZ7hWrcZRd5HURRfa5NNkr/pdtjnca3zLYrouj16\nhD16+dhOncJG4yL4pP74XVPWCO5LgzYMAvlOS/L9ljUZ6Vw6v+V+Mh0PPRR70jY2JuWgZs9OHrv8\n8nG/dv78ZJ9d56+c6NPkySjKelB2ZUeROCa++jh+PPUngLhscdn11buiHtehdwBPjBVB9rF816rG\nViJXGfkok+9sdP7Tn5Lbn3uOPoDf7iMpMnkcynO5vYysWBHMcG0YCxm9epFRmrXBGN0Z9nlFt0SH\n+fnn8/dZYYXYaLnYYtS5lAEusl66O+8MnHNOHElYIpcH1yIjccopae8Fo74MGFCb4bpHD+C88+qX\nnvbMpZcm/y9S9rnur712OJJ9Wbbaym+wyfMKGD2aAhqedVZ2vVtkkXhGH6BVI7femp8u9iKQKzZk\nHm21FbDNNtSRnDoVeOCB9D55SKkQH9qzxKe5V6vhurExLZHA9+BcWipEelzzOUOd6UMPDacnipKG\nt1o0o2UesldOtR7XRfOTDRj1XJovDSbV8tBDZGzLGjRttBH9zTIy8OCwsTGZv3J5vS+A1Hbb0V/p\nhbPjjslzM01Ncb5Lb69dd02eM4uGhmzDgu95OkfLUidMoO8vvkiTW0ze6rEf/pDSKydrQvV44MBk\nPss805I1K65IwUV18Cpp9ORgU0CyDN56K/DEE/GzDaHbFM5fNlj99a9hw3VWcEb5W6gcyyXR+vo+\n5OqasjqdWefNc5rg3+fNo2X6WlJCvq+KSs7pQF8+/vjH4u1PRzVc53H66RRr45xzkttDEjhAWiok\nDxlUTrdxXOY5CCBQfZwC/ayzAj+GvJ31xFsRY9ns2XGfSa4oA5JlO4qSgSq1EVbul3d9vtdhw6g+\n7b47Gc/qId1XRB4sC1kuuO2XdT4vEHgoX4B0YGQt9SD30+VBroKR8Vh87ztpGD799HBas8pHnozI\n++/H38uW+dB9S3xp69aNAgYDsSPBWWcBV17p96wPtZ86vaF8eOYZMkjLOBhl0iu3V2Os3XPP6q7p\ngyfotZd9//7xpMg//pE9HpLlSr9zuLwUWW1vhmvDMGpm6ND07G+RzvAZZ/hnpWvpSIfkR0JEEWn6\nSWM1X5+9M/K0yH7wA9Jv8i0Nk+f71a/II5FfGNJrWzJuXNiDzagPRbV0Q154BxxQuyxBR0HXjyID\n5jyNuSxDpU97UqfjqafCnpeaSgU46KBkujl9Z54J3HFHcn9O85AhScNYCB6gNjXFWtjOxeeRxvC1\n146DHFYq5P3i8yLX5C3/lcFjTjoJ+MMf0ufwPbff/z77WnnwM/n++/SAWQ4SQ0HmmCzvdm24rgU5\nccETDVn3W1QqJIuyhu686/bpA6y1VvFzAfFqIVkWt9iCjG0AcM018YSKhNvAq67yn7exMRkI6Z//\njH9zLpZQyMorOVCUAxv5XLp1Iw9fviYjpV/ynkelQgbb0EAz9HzGjImvM3RoMg8B4KabSFNXe3bu\ns0/8XQ7Gs/o/xxzjT480CgF0r3femV4yu/ji5Im7++6Uf7fcQh54Uipk112LaeKz4ZrlMHhSgXU5\ntXdxlhaslEiQz3uddfzX9j1LbVCQk3Nz58bf6z3wzWL4cOCII8J9Q0le3/XAA+lvEXmRvKX6EybE\nz8vn+dsRyOtjdOtG/bjGxmTZYU/soh7Xkr/+NTmRL9sfDRu1Zayf6dPD+2dR5F3D+SAnr0ITS0Cx\ncViXLvFEnTRGaq69FrjxRv+1ll02Lvuh+BgSfgZsGP/jHykP67GCt5p3MbP00smVvN27kzbxI4/E\n23r2JKen/fZLHst9jSwjrnyvRVF4X61xvdde8bGheAQSmY/SA7wMecHXpS56tdfIIlR2uMzwhOiA\nAXG7mnUO2ScoKmXauzdJpx53XPZ+Rx2VXKUo2X9/4JBDgB/9KHw8Tz7omGFydYkPOfF82mnZ+8ry\ndN11/iDCSy6ZPR6Shms9scG2oCwv9b32or9muDYMo0Uo0unp1y/W0yp7LBA3kvXWGubZxccfp4b0\noovS+2gPoYsvJoPBdtsBRx5JgxWGX4ynnUYeibyE88gjyYsqS0tOsuWW9He//eLvRnUUNVy3d2+k\nWuUHiqA7iUUCk+TpB4c03wDy7NH31aVLWlqD6yBfa99946WCecE7jj2WBrbHH0/BPiT/93/5dXaH\nHeLvxxxDHeZQh1eXsUqFOqMnn0wDWWmsysI3UOd0ymufcYbfa8U3WJMrS6pZBcJ61ZddFva4jqKw\nx3WR+jd4MOkxAtnL6LM0jAF6H8kyVCSAqM/Dv1rDdRmju89Tit9JJ5xQ/p141llUh0JldP/9/ZJX\n7NWz4440cNKTSjr4lh6kSo/UEKFAg3LisKEhNho0NMT34dNbD9HQQAb/447zD474Psq+E/bck9oD\nTtMee9BfKSMi850N8D4WWyyexPHp2/uQv3XuTJ69nC+jR9OguIjX/7BhyTQfcki8yiKK0ku4Q15/\nOu0A8MYb8fci9cD3LHUehFby+LSfr7wy/5rV0NhIE6hFZMXydDn5fRYy5gO0Wo8nPrPYY4/4HSsn\nNRdWZH3PkgrhehoynowYQfWiCNxeSSNQUc1zDbf3PDnma/+5X3bKKfE2LfMmt/E5shw0OneOJ7l8\n8RPOOosm4wcOjINTd+uWDM7Y0BCvNihjuNZk6RUXZdFFqc76AnoyxxyT/n3AAOpXyQll58jxQefL\npElkyJfccgv9zYqjog3XoXe8luTq2TPpcS2fZ/fu6UlKXh29227VS6bolSVZZO6R/2MAABxlSURB\nVMmoMb7VzCGJwZVXDjutFJEZ0dcBkjJ+tQYA11xwQTife/SgibCQ9BdAMoZA2vic1weU4yIdnwOg\nvgE79Emj+L77Vhd8UpZfHcx+iSWy8wGIJwTZgF0vzHBtGEYC3UD50B3nrEFYY2NsUNDBB4qgvZ58\nLLkkpWGllSgytc/7U3pSyM7KPfeQbqE0LI8YQefjDsPIkfR/1640YJPeaqFlUIcfToEyoog6PTJo\nhlEeHaQkhC6LPNGyIA3a0kuxrfCb38SdbJ2PReoYD/zyJC5C6GP+85/8YD7XXQfccAMdm6dNOmoU\neQ76zrnbbkkPPh/yuB12AL7+mtJRZCmsc2S82nnn8Pm1EVHmY1mj5bhx9NfnxSs77+xRxecvEvxr\n0iT6O3Nm2uOatfHuuiv+LWS4zrqnXr3i/XSgLck558SGVl/apQcspxHI9vDw5Rl7OxcdvFXj5eUb\n1LPxseiknDQI77RTdh0KseaalPeLL07Pk5eLSw1TGUQxpNuZZXTwDRQ32SQcgLCxMW4zeVAH5BsP\npd6nr02qdhDPcD5MmEDnlwaDkHHehzRCMFkrtOS9hDyaiqxYeP75ZIClzTaj56aNAexhpg0i774b\nf8+6R05DVl32Ha8nE0Nexz4jgPa6K/tOKjLJlUde4NNVV6V0ZbW748YlPTyzWG45Ol9ewNb2Spn3\noa+N99X3aiavtGSGPrecqKpWvo7Py+2ITB97M3O/TOrhr7hiPBml6zGfQ07CM1xfGhtpJSngj5tx\n/PGxfjA7GzzzTNJwDcRthYzjEar/vnsE4knrvPbTN+nLkz2dO1ObliU3du655Kgk+fBD6j/wPepV\nN42NfqNpFNFnyBD6yyucfOgVgaEyqD2u118/6XEtJ/CXWQb44AP6zqum+/Shc6+5Zn3kV/L4+uv8\nfaS2MhtTQ6tYpk0LG7WrleKRxxUN/l4EX90qC4/D8nTFNXnOQ7fcQhKqee+csteMonytdx/czw8F\n86wWM1wbhgEgbhR/97twdGDm7ruBOXPSx/ooEozj00/pZfzFF7T0l5k1C3j5ZX86y7L00hQxfObM\n2iUjdtsN+Phj6sC+8gpt0502n2f6rFnZnqkhspb0LSxUKsWWyOryESpzWR1OoPqAcR98QAPWMkh5\nhyLeDD58g/411qByOnMmDUhCA8MyEwINDckAMHvtlQ4qwkvRJWWWiy2IzrfGOWqHWqqu3XVXss0E\nqjdcn3QS8Mkn/oFVSNf388/TUgA+QsEuK5Vk3frvf+kvex5p8trpkOFNe6/yee64gwabABltP/ww\nLd3E5YbbCV6JI/FJKowaRfVEBuvNgtPkC14agtPGXmwynVmGa77WzJnp8lNPZKCe3/427gPoessD\nwizDtS6Dc+eS5JZE9wsGD6ZnMHp0vL1//7QWtD4v43sWtRquzz6b6pmPot7TMh3ymKIDcl8ZBmJP\n+DIeaSH23Zf+6qXKLCECZLfJfH++iQbWXPXlUZ8+cf8J8NcBGUy8CEW04ufOBaZMKXdeo20hy1PW\ne5TLZplxg8+bm1ciAckJl1DAvby2WsqRafKCph17LL0PfBM6s2f7ZcWk48FRR9HxefI0/Ls0rPI4\nZ9llqb2W3pR9+tBkqO4P8jte35d+bnKSTfLhh+lgtvfeW5/34frrU5/70UeT2+fMScs5+cjqu8m+\nzfffh8ugc8n2de+94/Lx8svJ8/Dk+pw56XcqEH7n5T3rEDKWFFOkLsk6st9+VFaKyFlpOF+0k4KP\nULq22IKuXyuzZycDZVbLQQdRerImen3IOrwwY4ZrwzASNDbmN6idOye9TfQLo0sX0okEkoPyUIO7\n+OL0UuvRI7lUeNFF052zWjxn+/fP1rArQ79+NAvJ6dOB33wdiN69q5tBruaF39Got+HaN3khPQXz\nvKkkL74Yf8/TKfNRj9lxnxSGc3Tuvn3T+SCNy2UN1/vsQ6sUrrmGlozqTrEvLWXqba0Gp2pwjtqh\nrMCT1XQYX32VtIY7dUqWqaLBxHw0NNAgUT5TXvkRMlwvskiybS1C1jLgGTPyj8lCavRKtGcHS4p0\n6UJ166abyBN/wICw/qPu4EtvnlCwpWrqYEi73QenTb5/8gzXsl717NmyGv0yLyuVuA+gJUGkXAxz\n+eXJffSS9V69YgMrLyH2abX6nsF664X1N2WZ/Mtf0r/X2o5UKsUkI/Lw6cEXjYkRqk9nnkkruerh\nfcvPXj/rbbaJv+v6LwPo8n35vL9POIH+hiYuV189Dpos82fbbelvWcN8kcDBvXpZTJK2SLV9+yKO\nM2Umzn37ynenjPPj61/ee2+2NNmUKelryLozcWL26tSGBv84JorIOOwbY8j+m3PFxkG//jW1vUOG\n0Dn53cv065d+bw0fnu4P8ngwT0c5JK/QvXtaskqPQWthtdXSz7FHj2Lv26y+WxkNcr0vG83vvts/\nSbzoov62MTS+zJKz0sjAuHKiPY9XX/Vv53FINciA4Hlk5W89xliLLVYf2ZFQfnBZuvRS4LHH0r/n\neVwvLCzkt28YBlOt9588lvnPf+Il3pUKabRVs9SE0zJx4kQANNvMg5yWYL/9KAhSNSyxRLHAb3xP\nSy8NbLRR8jdeFvyTn/iPWZipt+Ha18mR+xaRzwBIn23o0DiwVD3qTzX4rpuVlh13LNeZYy/yPfag\nDv2RR5KOrq9e++6nyD1yPT/ttHyvo3qw1Vaxfm2onJxxRnpJbZnnNWSIX2u4yHnWWCNpaD3zzGRA\nMH6+G2+cXNK8zjpJbdtq2w+ZPu3xFEq71NjOQhptNTKwI0+w8PLUPfcMlw0+lzYKSPmrvHK1ww7J\neAdZlAlSJDUXmTxtbdauBFp+Mif0PLUGOb/XpWZ9SC7Lx/z5VMflPet723bbWCfeOQrI5huQy3I9\nYABpvUot02q8Lcuw9trhwJASn8d11gBYpjdkcOvRIx0wrFqWWorSqOU3pOEmS17KN5nB8HPLivHB\nXpuyHPDSfm04WXNNf/Dbww4r5nRhtDz8Hq+WIu+r3/0uf2Vbp07kLJKngew7t9aelmnKm0zZdtvs\ne1h33fj9x3VGtgd9+5Ybhxx5JNWdLGP5AQfQ3zJaxhwMk9lzz3KrjCS+Y/mZyDpbZAzVXpCTEc7F\nbfnhh6f31e9AacS//vq6Jw1AHD9GIwMPcjmW6aNJj3QdL7pirQzLL0/X/ulP8/e97776X39Bwnm9\nxhr+lRxlY7F0VFrs9p1zJzrnnnLOfeWcm51/xP+OG+ec+8A597Vz7kHnXEHzgWEYtVCL4ZojLPtY\nay3SdJIzvqGIvPr62nD95pvhiML14Nprq9PhLgN75I4fDzz5ZLx99OjYYB3yCmyLLCjv2MZG0nfL\nI2S41tulcYyRhqKePcsZPFq7M9HS1+/dm/KjiF6cL99kpzY0eOJ6Pnp0Ur+2pXjggdjwFCrHe+9N\nEkOSehjCQueQbenLLycNniecQLq1DD/zFVdMGq6ffTa87DYPaYSURjPtfSRlBCRZbbvEZ7jmSZDp\n09P5U8Rjjr1P+ZzsQerz7g1x553JQEE+43QoGFhWhHX2IJVwHoTqrnw/tHQ7GwoKy4ZrNooMHUr3\n37t37MkeCtQoPXaZ99+nOi4nvPT933tv2jjJ+xx0UOAGQHI8Usu0pfNs6lTSh86bAHzhBfortUGz\n6oks62UmR6qla1d6h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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe227898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc226d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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CLFwY/xjTp3s/BAsLgYkTdf2rr3QoXRRbtujH6bXX6oST/pm633nHu/3zz16r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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe22dac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LRq8vJyc+/3NU2MVOmzbW/KefAuvXJy9oTU4OUIQtijzHz9cjIYT4ES0IGiGE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\nikMsQH4xeVprDWAigIbpkosQ4o9S6gxIj6/92d0NYBasZ7c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      "text/plain": [
       "<matplotlib.figure.Figure at 0xef94b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LFulrgwbArbfq8LHHAiefrMNLlwJNmwI5OUVfRiIiIioa+fnA2rWpLkV0/vgDKFMGaNIk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\nGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xce70a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mFZ9/nuPRzLqJI9ggE2dit11Ml4pfAYDNkQHBfVU5ln+6fpBPI2lnyLtYHPaO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf61a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KyGd52zZpPUZElFPKlrXSAuzYYfUcAuQ37fbbnakZ0tP5PUXxV6+e9IYzvfu0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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe360470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9bnXTrJnvd7bl+HGRAwf098qBA/bne3a2fjfNnOn9WZ2drcOxY3qh2fkdP2GC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\nIiIiIiIiSigMXBMRERERERERERFRQvk/h5LFoM8WtUQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe01f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xf86dcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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54gqRLl3cyw0YIFK+vP2+Vi2R+fNFZs70/ZxFini+HzkytHPJe3AGA0M9Z9zq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d03f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _36[0]\n",
    "hp.show_complete_tennis(_36[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-10T14-01-01\n"
     ]
    },
    {
     "data": {
      "image/png": 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+rP/vf/6d0qKFn8fXrfPP+Omn/VxdVOTL1Knj5/yCAn+9IUP876RJk3wstfff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\ntYiIiIiIiIiIiIhUK/8PYo6Zwd6GWSkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xce6d4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h+G24jz4a39J/553xey8r82MRfQb33uvfs8ltL18en6/jx/vj8OFe33Hj/DiB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\nEZFmRYFrEREREREREREREWlW/j8v4tFaGl3MnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xde9f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7DMMFpA4e1PU3Vvuxm28OXE4ZGfrdgcCgdzSpVy/tFsK6vbog0ooVwf/Xo5WT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\nNiVL6nqdlaX/K3v36ucjRuj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5+lqrVp6q5EsEqFFDX5OTtdsSkcBW3xYruOwM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\n2g9AldXpW/IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d75ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xdd64860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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klUJJmcI9QPZ//zGmOLp18/7nb75ZvPX4C5Fat/YGs3JypJVgUIDE1F4EtD7g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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1d6128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _37[0]\n",
    "hp.show_complete_tennis(_37[1]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./2016-12-08T20-18-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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9VatKuQ0bpINAk8KnKLSW9XzXXTLfYK3sAck5buzaJS2Yx46VeVSubIOm/iQn+x9/4IAd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\nGD1ahpUCWrSQ9wF7HhsOMy9AGtsVdl/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gPV2GTzsNOHLEfwDuhReCp1+ItIcfLrhMx47u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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf876eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XURQXi33ceXlE6eYI165YpXV5441kYThpvkaP5qnDU0/Fp9M8rsvKCoVroH1F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\nSZIkSZooDlxLkiRJkiRJkibKPwCi6qCXOFYHFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfaac048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zZ3usS/CYPCNGeAymVBtt5A15Xbokd6ZmFi+voRqu9Ue0Zt984/Gg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc3014a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wS21Zpt9o0aL0FUqqVvGczfFXNX05ZejQ8HrTrcu/fvMbwgHhcrvrzTR/vr1O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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfc7f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TUQEEn4uaxNHpqQpXIkR2xiJEXHd0VPu9j4FMHybNQmmG8i00EAVCk3SdaSOJ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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf89eda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print _38[0]\n",
    "hp.show_complete_tennis(_38[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
