Nightingale

gistfile1.txt

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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Nightingale Chart"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<img src=\"http://i.imgur.com/WffDiO4.jpg\"/></a>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import plotly  \n",
      "plotly.__version__"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "'1.4.7'"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import plotly.plotly as py\n",
      "from plotly.graph_objs import *\n",
      "py.sign_in(\"IPython.Demo\", \"1fw3zw2o13\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "trace1 = Area(\n",
      "    r=[1, 12, 11, 359, 828, 788, 503, 844, 1725, 2761, 2120, 1205],\n",
      "    t=['April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December', 'January', 'February', 'March'],\n",
      "    name='Zymotic disease',\n",
      "    marker=Marker(\n",
      "        color='rgb(106,81,163)'\n",
      "    )\n",
      ")\n",
      "trace2 = Area(\n",
      "    r=[0, 0, 0, 0, 1, 81, 132, 287, 114, 83, 42, 32],\n",
      "    t=['April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December', 'January', 'February', 'March'],\n",
      "    name='Wounds & illnesses',\n",
      "    marker=Marker(\n",
      "        color='rgb(158,154,200)'\n",
      "    )\n",
      ")\n",
      "trace3 = Area(\n",
      "    r=[5, 9, 6, 23, 30, 70, 128, 106, 131, 324, 361, 172],\n",
      "    t=['April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December', 'January', 'February', 'March'],\n",
      "    name='All other causes',\n",
      "    marker=Marker(\n",
      "        color='rgb(203,201,226)'\n",
      "    )\n",
      ")\n",
      "data = Data([trace1, trace2, trace3])\n",
      "layout = Layout(\n",
      "    title='Mortality April 1855 to March 1856',\n",
      "    font=Font(\n",
      "        size=16\n",
      "    ),\n",
      "    legend=Legend(\n",
      "        font=Font(\n",
      "            size=16\n",
      "        )\n",
      "    ),\n",
      "    radialaxis=RadialAxis(\n",
      "    ),\n",
      "    orientation=270\n",
      ")\n",
      "fig = Figure(data=data, layout=layout)\n",
      "py.iplot(fig, filename='polar-area-chart')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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PMPiv2u9O/PypP/t361rV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XTZM53WT+UM+6D5G/FTWtRQBjmTxDpnMqR6tb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       "metadata": {},
       "output_type": "pyout",
       "png": 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itQOKsScEqzBz5swpPcf/34BY/O2CCy6QQJ2bm0vXXnstNWvWTNa/fPly+uab\nb6TfvjAe0IYNG2R7YG3++OOPac+ePfJ6DRs2pBtuuKF0lUx1FH976aWX6C9/+Qvt3r2bFi5cSIMG\nDTpLBzMW3kht3bFjBy1evFiG8axatSr17dtXAnSotvp8vpB9iFQXW3gtTWUunMgKJBvoBoItIFD8\nzqcss3j4KItoCRTGDLNm5o9dwGvmWhhzwLCyWIuoG6UwLPos4R59TwYQDgTfxo0bOzLeZsaJy7AC\nuhWwC3gBt3BXeOSRRygrK4veffdd6tGjB82aNYsGDhxImZmZ9Pbbb1PHjh2lS9Ebb7xB999/v3SX\nA6R+++23dN9994UF3oMHD9KECRPojjvuoPPOO4/EqhitWrVKQikS0qD+hx56SAL07NmzZV0AXsD1\nunXr6O6775bAC5CF5RngG3h88MEHEoSxMfvmm2+WmR0DDzPAG66tCJ84fvx4uvfee+WegpUrV0rA\n7tevX8i2Au6D9aFKlSoR62Lg1X0Xcf2eUABRF2DlwgMqEV0XAHZ4uADuAHX4b4nPaynQlcBd3CHH\nSeANNznxQVDyEVBq7YbVAfCLjwH8F/Ml0fxfFfhivuBe4KgOnniEcSNjVMAu4EUz3n//fbrooouk\nz+6rr74qLaXz5s2jJk2a0Pnnn08vvvgiPfbYY9Lqix+AKw7A8nPPPUdPPPGEDHUZysILiHznnXfo\nySeflOdhM/XUqVOl2wH8bn/44Qe6/fbb5d/8Lc6ASfjcwrKMtiiXs0DpYHHetGkTpaam0gMPPCD/\n/OWXX0rfZCS3UYdZ4A3VVoArrLKq/4WFhfTCCy/QqFGjJKQHa2uoPpipi4E3xpuET/e2Aoij+/33\n38tlbCwPJYpfJ2ANwKLgFstFCtQUrLkV1NwCvMFmtrIIQ1elLV4ASlsAcKK4Q2AO4cUJ9xa8pMW8\nifvHkLefNtx6NytgJ/CuWLFCQig2esHyeuedd0qAhFHlwgsvlC4NgwcPlq4H8KHHhjZ1PP/88zRk\nyBA6efJkWOCdNGkSjRw5Up4GAFb/XrZsmazzpptukn/zh1L8G1beNWvWSJ9bWHd79+5dBmK3b99O\nq1evllbgyZMnU7t27ahRo0b073//W26y8z/MAm+otkInPO/hwqAOPG9gncYzNVRbg/0efYpUFwOv\nm+9Abps2BWDFAuhiuQag6/WXOfqDh5wCMblZfy0AACAASURBVAC8AtuSJXnPwIqbgTfYhAQYKn9n\n6I8HNrTHD5Ypvf4RhY9CWKHgDwjw9Xp/tD1UuGJPK2An8AImP/zwQwm8sJJeccUVlJOTI6ERwIvj\nD3/4A23cuFFaeJU1Vll4YbmFa8LMmTOlawQOWGo/++wz6dPrD7iBwAsLL8rCLQAHLKiff/55qU+x\nGiS8+2bMmCFdItA+dSxatEjCJlwu8E6BawNWepBUCb+zE3jxEQB4Vf0PNYFCtdX/9wqQw9XFwOvp\nW5Qbb1UBWOjg5L9//355EwsfKs+AoH9flYsCHoqALPhjKcjyehIMrwFv4BxUyR7Uxwc2WWBsMC5e\ndoEQ1ikZzgz+fhzKzOqTh8u7XQE7gRd9HT16tPTXxaawevXqye6PGTNGAjB8euFSAAhWPrwITwZr\nMCysf/7zn+Xfxo4dK90hcA5cIvDuigS8gG1ljYUPL9wC8Dv48MJyC0js2rWrbA8iRSAToz/wAsLh\nRwyrNFavcF1seoPVFR/wdgIvNu6h/+gv6obFGNfGBrxQbYUrXrA+XHLJJRHrYuB1+13I7bNNAfjp\nYokWNxa+at26pB+qw8qKqzK8KcAtseR6EtyD9dXrwBvYJ1iAFfwKi4kPm+FgLfGi9Rcwj3sIlh/c\nQ+zfa9vjiStKMAVgnd25c6f0x8VHLw5ESNi8ebP0vQW44YCFF/6x2B+AD2JEaVAbxObPny+ttdiQ\nhfsN1ttIwIs6UR/i6GJfRtu2bSVIw79XuUnA3aJcuXISxOFOAaBWB4wnsAijXSqSAzbXoQ5sLAMI\nqyNWlwbUA41gVYZ1GyuTvXr1ki4UodqKcvBtDtaHSHUx8CbYTcbdOVsBLMnioYEHDB4aXvKx9Idc\nFbYFlsJEzvCWaMAbOCOR8QyWefyodL9eg1/l34uXNEIhed0liJ+brAArkPgKMPAm/hgnbQ+V+wJ2\nuwJ0vQKJgAl8vcIqCMgF4MIi6CVQj2XSJTrw+muDsYbFHvCL5UNY62FF8cpYA95h8cWyqAhj5rlV\nk1jmKZ/LCrAC3lKAgddb48WtNakAXsTYlAZ4gK+u290XAOeAXPhIYhkp2SDXf1iTCXhDwS+WQLGM\niPnrhbmrElfA2uuVD0uTjxIuxgqwAgmiAANvggwkd+N3BQCOAF0Ep/ZC9AXhCyktfMeOHSuF3GRf\nHk5W4PW/h+GGoyy/8Ocr8fl1tZ+2iuaAjTqI5uB2UOdnJivACiSXAgy8yTXeCd3bvXv3yuQR2EEu\nrLquhQP45Yq2ymVs+BXDkuf1yAp2TiwG3v+qqSI+wPIPf1nME8xvN4cGQzQHzG/e1GbnXcF1sQKs\nQKwKMPDGqiCfH3cFVExd+LvCqutW/0dEiYDVDtZnWOwAum4Gl3gNLANvcOUxzwG+mEOwomIOuTVK\nAnyTscsbfskcuzdedxJflxVgBfwVYODl+eBpBWDV3bNnj4RHN8bU9ffNRcgVQIr4ca312Q2TgYE3\n8igI6JUfT0hy4WZfXwHo/rF7ed5HHlouwQqwApoUYODVJCxXq1cB5auLANTIV+42S6lyWwCUIOQU\nQDfZfXPNzggGXrNKESJ5SPBFXFzMMTe6Oyhrr8rUxr695seXS7ICrIB9CjDw2qcl1+SQAnjJb926\nVe5gF36CrrIaoW2ItoBQaOy2EN2EYOC1rpu/uwNChOHecNsHlghfJu+NVq1aua5t1hXnM1gBVsBr\nCjDwem3Ekry9IoGEgbTAsOq66YUO0EXaR1icscQM2GVLVnSTlYE3Ot1wFlY+YPGFry8sqoiN67b7\nZMuWLVS3bl0krHDVx2r0qvOZrMB/FcBH3YQJE8pIglCT2F/Sr18/rVIhLXCbNm1kil6kFEY64WgO\nPEOmT58uz4+1rmiur+scBl5dynK9tiqAZVGEG4MfLB4cboFJf9BFvF/2z4192Bl4Y9cQNcDPF1FL\n3Aa+gHJsaIP/MTa0uXWTqT2jwLUkuwJi9YX+9a9/0U033SRjwus8/vnPf9Jf/vIXKi4uJlw3IyMj\nqsv5A2+sdUXVAE0nMfBqEpartU8BN25MY9C1b3wDa2LgtVdbt4Kv2tDGH4r2jjfXFp0CD90yKeiJ\n42b1j67CkrNmzJghMyj+8Y9/pIkTJ9KVV15JLVu2lH/duXMnLV68WMLwnDlzqHnz5oSVQsDqdddd\nR6tWrZLhK5s0aULXXnutPGfbtm20ZMkSmaCoUqVKshzCFU6bNo3wIQmXJlzrs88+K7Xwbtq0ib78\n8ksZ2hD324033ihDYvofy5cvp2+++UZ+IMPtaMOGDWdZeHH+xx9/TNgojus3bNiQbrjhBhigaMeO\nHbIviJaE/vbt27cUuNevX08rVqyQIJ6VlUW33HILValSRbYnmvqiHRAG3miV4/O0KwBLkHBhKE0i\n4QZLkAqBBtcFflHrmQIMvHp0VeCLkGbIiOaGjZ5qQ5tqk1tWbvSMANfqZgV0AC9cDFavXk333Xef\nBMyVK1dKF4Fbb71VSvHpp59KAGzRooW0Ag8cOJAaNWpEM2fOJLhGDB48WJYbPXo0PfLIIxIQ33jj\nDbr//vvlZmgA6rfffivrP3nyJL388sv0zDPPlHFDQIr6N998U9aFa3344YcSVAHe6gBUv/322/TQ\nQw9JiJ49e7Z0iwp0aQBsr1u3ju6++24JvAsXLpTwDngdP3483XvvvXL/APq5e/du6cKh2vXwww9L\nEAbglitXToJ6NPXFMocYeGNRj8/VpoByYcDNJ1wY4u7rB9DFlzcyojHoaht2WTEDr159Ab5iA5m0\nBMHH1w3gKyxTRl5enrQsuaE9ekeAa3ejAnYDL94VgMgBAwbIew0HYrCPGzdOuh3AKvrKK69IyIVV\n9L333qPHH39cloM1FqDYp08f+e8xY8bQbbfdRti/AivuHXfcIX8vjEL03HPP0RNPPCFhOBjwwroK\n6+vtt98uz8G1AJz+Ft61a9cSngmqDAxNgPFA4AXEwjf4+uuvl1Zn9AEHIBjXUO0qLCykF154gUaN\nGiWvhX+npqbKsps3byZ8CACao60v2vnDwButcnyeNgXE16b014UVKt4+sbAyI2sUHjQq6gJbobQN\nvayYgVevviUvytIkFthAhnBm8Z7XAHG8aOHXK5Zo4/6Rq38U+ApuUsBO4IX185133qGLLrqI2rdv\nX6ab//73v6lDhw7S2jlv3jxprT148CBNmTKFHn30UVkWLguAxB49esh/jx07VroB/PjjjzIEIVwS\n1PH888/TkCFD8KEYFHjhSoCoQXCbCHUsW7ZM1qvK+G9UC9y0BqvsmjVrZAIcWHd79+4t/43ntr/P\nMHz0YTEWK7P01VdfEd7pPp9PbuyGpfmee+6RzYmmvmjnDQNvtMrxeVoUEFZUmUgCO03j7cKAzGjY\n9IObE1ZdtjxpGfKzKmXgdUZnXAUrF5jj2dnZco7HO3MbVnZg/cGSq7A+M/Q6NxWS/kp2Ai+eYXiP\n9e9/tv8vLK645+CSAKtnp06dTAMvwBgWXmWJVRbeJ598Ulp7g1l44YsLqLzrrrvkGMM/GDANNwR1\nwMKLj00VRQLW2s8//zxslAaAK/yTkUIcUItrqHb5T6bt27dLgIe7AzadwwUDPwp4VVmz9cUyURl4\nY1GPz7VNAf9EEoDdeFqb1IY0fKUDAtwU1sk2wV1cEQOv84ODOY+XMCww8Q5lhmcBoJcTVTg/D5L5\ninYBL3xfsYEMVleAYOAB4IRbA9z17rzzTgmeZi28qE/58FavXl1uagNQ/vnPf5ZRT+BG8NRTT0mL\nrgpLptwoBg0aJDe34fdY1fH34YW1FpbnBx98ULYLZfC7QJcG+CMDTLt27Sq7NXfuXOmucckll8h2\noR0AeViFAbXYaAfrL2Aa7g7oOyAZwI32RFNfLHOUgTcW9fhcWxRQ/rqwpMYzkYTaJMd+urYMa9SV\nMPBGLV3MJ/r798KlKJ4fnkhUAcszhy6LeVi5AgcVAATigw0fj/4HrLmwxOKYOnWqBEdYPXGYBd56\n9epJC6+KuIB3JjZ/VatWTdbzwQcfSNjs2bOndCNQcXhhfZ0/f76MktC0aVPpg6v8b1UbUSesz3CN\naNu2rYRpuFj4uzTArxjRJLChDr65aA/cK9A3RJxYtGiRtDTDkturVy+5AQ/nwF0DsIv2XnPNNXLj\n3KWXXiqt21bri2UoGXhjUY/PjVkB+OvCWT7eG8EQ+gwWLvgyInFEPF/0MYvq8QoYeOM7gPjwg5UK\nvuu4L8U9ETfXAhVZAsum7Ncb33nBV7dPgU8++URGM2jXrp19lXJNERVg4I0oERfQpQAg86effoqr\nv64KM4adq0hoEW+/YV1ae6leBl53jJYKGZaSkiKtrPHyYVd+vYDeeG9idcfIcCu8rADcDSZPnkxD\nhw6VllA+nFOAgdc5rflKfgqIHZsGfIvi6a+LDXKIvgCLrviJmxWLJ0ZZBRh43TUjVIIIbCSLl7VX\n+fUiXq+Ab75X3TVFuDWsgCcUYOD1xDAlTiPV5jRYVFu3bh0X1wHlM4w4hLDqxstylTijam9PGHjt\n1dOO2rASAt9BxPqMl08tnh1btmwhZXFmtyM7RpbrYAWSRwEG3uQZ67j3FC8s7NyMZzIJFfaMl0fj\nPh1CNoCB171joza1xTNsmEpSgZ3hDL3unSvcMlbAbQow8LptRBK0PbCqbt26VTrqi40wji9JKqsu\nfKZg1eUXpXsnGgOve8cGLcOHK6y9CIMUL2uv2GBqYKc4MrOx37275wu3jhVwiwIMvG4ZiQRuB2AT\nlt14ZU7D5jgEAY93JIgEHmJbu8bAa6uc2ipTERTi5durMrPB0svQq22YuWJWIGEUYOBNmKF0Z0fU\nEmg8Mqf5J7OAvzD76rpzjgS2ioHXG+OEVqpIDvFKEoGEGfDrZRcl78wZbikrEC8FGHjjpXwSXDee\nsIsXIVwoEFc3Hi4USTC82rrIwKtNWm0VI0mEcjFwOjMhhy3TNqxcMSuQUAow8CbUcLqnM2q5E5ZV\np5cbRRpDGW4M13b65eueEfBuSxh4vTl2ytqKtKXCfclRP31ALyy97LbkzbnDrWYFnFCAgdcJlZPs\nGoBdZGpyOsYuQifBqssb07w94Rh4vTt+/hvasKHMSTciFasXcbU5QYV35xC3nBXQpQADry5lk7Te\neCWUUC4MjRs35iQSLpx7+BjBrv7AQ4zbWb8TO/B9wlJnBP5BWOvPKouPGyehyoXSurJJSFYhQgDK\nKApOrrJwggpXTgduFCvgCgUYeF0xDInRiHjBrkpRzC4Mzs8jLCUjGQHAVcAGNjGRgFv8lFnSFmBq\nCDA9q4HBIFaAkk98uJwFvMHgGNcSIF3mWsKFxhBh5+BKg/BzAC5CkhGnXWucHw13XVG5ODRp0sTR\nDG0Mve6aB9waVsAtCjDwumUkPN6OeMAuXmzCX5finaLY40MXsfnhoFYkETkLLktgM2ofzlhdGtBe\nwLc/hOPfeXl5PgHdErwZhiMOuy0FYNmHby1SAiMsoVPxrxl6bRk+roQVSCgFGHgTajjj05l4wK5K\nJBHPrG3xUVvvVaFrdna2hMUSa61PQS0spcpyCmjU5UoQK/CGUwgABqsw+uYPxQqGAcLoZ1ZWFluE\nbZxqKjuak369DL02DiBXxQokgAIMvAkwiPHsAmBXHDIOplPWm8OHDxviunFLZBFPve2+toBbA3Cr\nABc+sQA+/AD+dEFtuH7oBN5IMAwQVnrA51gBcAkER221tnvcvFifShSB7Gw1a9Z0REtA7/r166Vc\n7du3d+SaXhwbbjMrkAwKMPAmwyhr6iNgNz8/H9EYHHuRKH/deCSy0CSjo9X6A64AO2m9VYBbYsF1\nbCxDdTxewBvYHsCSgl/8F1ZgoVGpXsIKHHetHJ08NlzM6Zi56oP86NGjcnWCodeGQeQqWAGPKsDA\n69GBi3ez4+HGEI9rxlvnWK9/5MgRw89q6ROQVgpsJX6sroM2twBvMAD2twCLj4dSAIaWNWrUcJ2W\nsc4fHec75WqgYPeCCy7w4ZqrVq2i1NRUhl4dg8p1sgIeUICB1wOD5LYmOg2eKkVwUVGRTCbhlOuE\n23Q32x5Y0ZD1Srh+yOgEYvlYuSl4AsjcCrzB9EckAlh/oTWiVUDrOnXqsP9vhMmKexqb2VJSUggu\nDnbf0/6wq5qioBduO+3atfPEvWD2nudyrAArEFkBBt7IGnEJPwVEjFQDL3enkkrgJfXtt98Sb04L\nPw2xGQuQK/wkCT7VIvC+/ImHD26sN4yXgNe/rxgD6I8fn88n9Qf8enEMYh1Ds+erzWyXXHKJbdAb\nDHb9oVf49Bq1a9dGrGeGXrMDxeVYgQRQgIE3AQbRqS44nUENlkpkTqtfvz4nkwgyyPgYUJALX2oF\nuV6PN+tV4PUfIsxdBb/p6eml8Gu3JdOpe1/ndfARjXmMCA6xzt1wsOsPvRs3bsQzhTOy6RxYrpsV\ncJkCDLwuGxC3NicesAvLLmJ3cprQ/84KQK7wy5VL6MeOHZNL6CU/CWOtSgTg9b+PEVUE44WfatWq\nyfES/r62WTTd+syw0i4VwQGW3mih1wzsMvRaGRUuywoklgIMvIk1nlp6g5fRDz/8QJdffrkjy7Pq\nehyJ4b/DCV/REmuuT8CSAWhK1A+BRANe/5sScxvgi1jHyt/XydS7Wh4QNlWqMrMhxKHVuW0FdlVz\n4YKydu1aGVLR6vVs6jJXwwqwAg4qwMDroNhevBSsU8LPTvrsRmt5sdJvht2yagECRKpdgsuC8DmU\nkJToy+KJDLz+FkaAr1jOJ7g8iFTK2FiYMFZ6K/e8f9lowpZFA7vqmup6IpKDY7GBo9WGz2MFWIHY\nFGDgjU2/hD4bLwPspEZkBIZdZ4daWHMNwBCiLCSbr2EyAG+g1ffXX3+VUR7wUSM2uiU1+FqB3lhg\n1x96nXzOOfsk4auxAqyAUoCBl+dCUAWw3Ldu3ToZMsiJrEjKRxhwncy72hXoInQS4CcZrX7JBrzq\nBoQ1Hx85yPCW7OCL5w8gNNzHnh2wq7RXPsRt27ZN6ucPvw5ZgURWgIE3kUc3yr6pUGCIjuCEb5tY\nsjcOHTrkWKizKGXRdpqKtgArXzKDrhI4WYE3GPgC+BDaLNHdWILdXCpBRa1ateDyUcbqbSfs+kOv\nyORIdoZI0/bQ4IpZAVbAsgIMvJYlS/wThGXXcCrurdNJLNw0enih4wUL0MWufcCNE64jbtIgWFuS\nHXj9l9oxNxCVA3MDH6DJBr7BsrLpgF2luYoLLCy9Se1W4vZnBLePFYhGAQbeaFRL4HN0vkwCZUtW\n2A0EXSxfJ7MbR+C8YOAtqwiW9+HqkKzg6w+9UAaJVZAuWNdjGNCLxCHCnUvbNXS1netlBViB0Aow\n8PLsKFVAhB6TaVKdyKKWrLArLLoSXmDRZdANfvMx8AbXxR98MXeExTdpgAzQu3DhQsKKyH333ae1\n3wqwERGFs7HxC5IVSBwFGHgTZyxj6omTiSWSEXaxIWnXrl0y6gJCILFFN/R0ZeANfysDfBEqEFEd\nkJglGTY24pmB0Hx/+tOffNjYOmvWrJied5FOVtCbbBFSIunCf2cFvKwAA6+XR8+mtqswQE7E2k02\n2MWLE3F09+/fzwHuTc5XBl5zQqmY1XXr1pVxfBPVv9ffzQpxwa+44gpHoNfJ56K5EedSrAArEIsC\nDLyxqJcA5wLIVq9eLfPY67YUOWlFdsPQIMQYMtRhlz2WoBMVSOzWmoHXvKK4f+Eigyx8yBiWaDF8\ng+0pUNDbpUsXmjhxonmxoiiJlZmtW7dShw4d+P6NQj8+hRVwkwIMvG4ajTi0BREZAGRi6U6rX1wy\nwS4sQ3BfwOYaQAhHXrA2sRl4remF0phz+LjCZiu4OSTCnAu3gVakZjbEJj4fLNtwE9J5CG1lNjzd\n19HZB66bFWAFiBh4k3gW4IVSVFSETGraYRdWqMsvvzyhrST+7guw6Or+iEjUqcvAG/3IijBm0uLr\ndTeHcLCL/n377be0e/duysnJAdxT8+bNCRZfhFMMd/z444/0wQcfnFUEQPv444+X+X1eXh4tWLCA\nduzYIf2lRUxyuuGGG2R6b/8jsFyjRo2oV69eZ5WLflT5TFaAFbBDAQZeO1T0YB1OWVyVn6ET/sHx\nHAYss8Kqm5WVJa267L4Q/Wgw8EavHc7EhxesvcIKKq29TmRKjK3FZc+OFBrxvffek9noWrZsKe83\nJK1Zs2aNhN2hQ4dSampqyOYo4O3ZsydVqVKltJy4X6lFixal/y4uLqY333yTALPdunWTdS5btgyW\ndHkNBdZmy9mpD9fFCrAC0SnAwBudbp4+y6nNGIBA7CZPZNjFjnnxgiZYygG6uv2gPT3xTDaegdek\nUBGKwf8U4JuSkiJ99L3wERYJdtFlxCNGWD//Y/PmzTJyAyywl156aUTgBbTWrl07ZDlYkOfMmUMD\nBgyQ/vc4YE1+/fXXqX379tSjRw/5O7Pl7BlRroUVYAViUYCBNxb1PHiu2qQmgqprtfwAqrds2QJ3\niYTwJww21GpDC/wI2X3BvpuBgdc+LVET3BwQKcSJjamxtNwM7IaqPzc3l15++WW65ppr6OqrrzYF\nvNWqVZMfA8GO6dOnywyII0eOLPPnyZMnS+AeNmyY/L3ZcrHowueyAqyAPQow8Nqjo2dqERYJA8uA\nOgOqw+opNsMhU5FWqI6n6AIgjD179iS09Tpe+jLw2q88Ps7wAdqwYUOEMNPqsx9N62OBXVxv27Zt\nNGPGDOrXrx9WWoxQ1mzl0pCWlibdIgC8cPuAxRYArI6xY8ditYb69+9fpjtIfvH111/TqFGjYDEn\ns+Wi0YTPYQVYAXsVYOC1V09X14ZMagJGtW5SgwUZy3wiCxQ2ebjuxRrrAKF/CFOECAywXnthmTjW\nPjt9PgOvHsUxdwG9iOTgJheHWGEXCSkmTJggIykMHjyYBNQaoeISI1Pbpk2bCBvL4Je7b98+Wrly\npYTXBx54QG6AwzF69Ghq0qQJ9e3bt8xgLF++nBYvXkyPPfaYLGu2nJ4R5VpZAVbAigIMvFbU8nBZ\nZeHp2LGjVkhDmDNs6NCZ6z5ew6BcGADzOi3k8eqfW67LwKt3JESUAwPg5wYXh1hhV0A8TZo0SW5c\nGzRoEFWvXp3EvgEDm83atm1r6oMb7h7YCNe5c2fq3r07A6/e6ce1swJxU4CBN27SO3dhp5JLxPry\nck4R61dSLgyw6vLGNOv6WTmDgdeKWtGVdYOLQ6zPC4QKmzp1qvS1HThwoAwbpg5ALyzZwq3KFPS+\n+uqrEpbvueceWYVZVwWz5aIbJT6LFWAF7FSAgddONV1al1iCN+CzJnzbTD38o+kG3CXES1T6tCbS\nMj+7MEQzG2I7h4E3Nv3Mnh1PFwc7YBcbxhCT9+6778am0TLdRt82btwoY+GaWY3BhjeUVcA7bdo0\n6e4wYsSIMvUGblozW87smHA5VoAV0KcAA68+bV1RM3Zoi1i4SPqgDXadiunrtKDswuC04r9fj4HX\nWd2ddnGIFXYR+xYb1BByDZvK4K8b7FAfq8J1wwcfXRw4t1y5cmWK79y5k6ZMmUJXXXWVjLmLA7A8\nd+5caTlW9QcLS2a2nLMjyldjBViBYAow8CbwvHAiNJhTMX2dHiZ2YXBa8f9ej4HXee2dcnGIFXah\nzMcff0wbNmyAjy41bdq0jFhwS1CuDQhVBt9cZHgUZQ2xSc0Hf9/MzExZBpvW9u/fT+vXr5eJJIYM\nGUIZGRmlYIyNcNgQBwhGNAcknkCdiOGrNrcBoFU5hERTCSoCyzk/onxFVoAVCFSAgTeB5wQ2kOmM\nluBUTF8nh4hdGJxUO/i1GHjjMwa6XRzsgF0oM378eLlJLdjRrl076t27t/yTSHxD48aNkxvRhJUW\nz0LfqlWrCEkqjh07RoWFhaVpibt27VoKsapebHybP38+wQIMf2FEdkCGtlq1apW5tNly8RlVvior\nwAooBRh4E3QuOBGCzImYvk4OjwqplqhRJpzUMpZrMfDGol7s56ooB5dccolt/vh2wa6V3sEKDGAd\nPnw4ITY4QjLWrVtXm2uXlbZxWVaAFXBeAQZe5zXXfkUsTyKlL5bydG0gcwKotQvldwG4ZiC+Lvz1\nEjF+sJNaxnotBt5YFYz9fPjlq+xsYvk+JkiMB+xCgdmzZ8tkErDe4hAxiI2KFStq27yLD2ZYkDmS\nS+zzj2tgBXQowMCrQ9U41omHrspypit8VqJtUgPsIlkGMi4x7MZx8pZcmoE3/mOAFuA+37VrF8HS\nGy30xgt2gymIZ+PatWsRtUHbfQ5jg+iz9C/WZWxwx+zgVrAC3lOAgdd7Yxa2xbC8Ihi7rsQPTmyE\ni3ZIFv3nG6N773aWrFHKGq7zJRhtfxLtPMwd+EL6H5ir4vdlfieiBvjEeBj+v8QmIbXTXv2+fPny\nUYNYommrqz+AXoT+gtXSKvS6CXaVPk48v3RbknWNNdfLCiS6Agy8CTTCurOpKeuxG5f9R//vFGPF\nl5vp8o4X0DMvDjAFvXiZI7QRYgdbfZkn0LSxrSsKaBGPWYEs/CbFjxwP4RttBEIr/q12vKuGiKV0\nHzYZ+TcMUIw6A2FZbBiSdYularlcrcBYrG4QA7E9Q6sisYg43qYto26EXaWGctfQZYVVrg38XLFn\n/nEtrIBdCjDw2qWkC+pBVAbAqAigbgr4rDbZiQQWVtuE8oDdTWt+oSrpDX1Hc3cbrS6tHxF6GXaj\nUfr3cwBA2dnZ0jILoC2BUZ8CWsCmAllAqPixNB+jcWlQm5IUGCvoBhCLthgAYQXEWVlZ/IFjcfit\nQK+bYVd1GythBQUFSK9saW6alU1EiJA+0GbTG5utl8uxAqxA9Aow8EavnavORPB4vOzF0qOWB7gT\nCSyiERSwu2bZd1Q9sxlVKF9e9j0S9CLGLsIaYZnWKoxF00avnyPgVmbRK/mRYAuoVQAZDdSG0yQa\n4A1Xnz8MA9DRD4Cw6IPsB34EBGu5kUTTkAAAIABJREFUb7w+9v7th45iuV6G5RIf1kH18gLsqj4J\nf14D8XhFljYtYw/XBnxomcn0lkjzhPvCCrhVAQZet46MhXYp6wuiMugAOCf83ix0t7Toe+P/Y3z6\n0aoysKv+GAp68UJGUPhES4EcjX6hzgkFuAoOdW/GsRt4g/UTy85+EM8AbHICqZS9SN5w/vnnlwFF\nL8Euuqv7uYYPBGyS0/VcNjlkXIwVYAVKFGDgTYCpgHi4NWrU0Gap0J3AIpohWPTpN8bEVz6hqpWa\nllp2A+sJhF6G3eBKA2KOHDmCXfmwfvqEtbPU8qkr0oeTFl6z8ws+8AqCBfT7hGuQIX4I95ZuyDfb\nRjeUCwa9XoNdpSNWrg4cOKDN9QD1494SkS60WJHdMB+4DayAVxRg4PXKSIVoJx6oyCgkLJZaHqhu\njLcL2B3zj4/onOoXhoRdf0vvxe0bGL3/dIkvLS1NW/QKL04j8SI2ALli/vjq1Kkj4U6X/7cVfZyw\n8JppD/wwoY/QScIvlr8F/Gq5z8y0x21lkKACfrBIp+vz+Tx7b+mOqrBx40Z5b+lynXDbvOD2sAJu\nVYCB160jY6JdKrUvdhvrcGVwIoGFiW6WKaJgt1ZWM0pLzYgIHxVSyxldbqlKp4sM+tNdfSKWt9oe\nr5UH5OIDCT/YvFUCua6yYLoFeNXY4j5TmmGzHjQTHwjw/U36+bRkyRK5bD9w4EBXfCxFcz/qThgB\n1wbERu/QoYOr7rNotOJzWAEvK8DA6+HRg4UFG4Z0bIpQMC12Mbvmxb5p/Q/G/wyfSGZhF0PbvkcN\nEd7KoM9nbiQz0Rs8PB1CNh2+ili2BbQhVBcslYA2HR9JdujnNuD17xPgBTrC8ouYwgp+kzGsnXJj\neOqpp3xItvD111/LDYBePPBxj0yLuqAUm4qxYVJXfHQvas5tZgWcVoCB12nFbbqe2qjWsWNHLVYD\nhCATu/G1wHQ0EhzYf9QYeseLwme3MaWnZZqyrAF2U1J9tOKTw6aiN0TTLjefg5c4QiPl5+dLMBNL\nqq6FXH8d3Qy8gfArXIrkh0R6erpMS50sVt9An90bb7yRdu7c6Wno1RmqjGPzuvlJyW1LFgUYeD06\n0tiohmVVHalw4buI7Epid7EpsNQt4YncfGPEva9TQW46ZWZUN9UmwG7VmhXoi48O0enC4tJzIoUs\n090XJ+r3B10vZpDzCvD6j6XKSJYM4BtsgxqA7n/+5398nTt3puuuu86Jaa7lGghVhntGhy875ghW\nWngDm5ah40pZgYgKMPBGlMh9BfDghGVJB5AqVwbxUHZNcP5nhk80dm07JMKPNTIFu+e2rGS0uLTy\nWbCrRjJRoVe8TOW8KCoqgmVey8eQE3eDF4FX6aLANyUlRVrUxUepqTnrhK52XCNUNAZ8IIuPcNq9\nezfl5OQQwpYhM1uXLl2QYS/ipUVcZFqwYAHt2LFDuoo0atSIevXqJVcm/A+7ywU2DCtn6Icu1wad\nQB1RZC7ACiS5Agy8HpsAKr2viIGpZfnUbdnUVKzd2lVbmAIHwG6rjlVo/uQDZSy7gcOcSNAL0AVw\nIAoFQNfry+peBl41z2Blx5ggigHGJBHAN1zosffee0/2tWXLlnIzJBK7rFmzRsLu0KFDZSSHUEdx\ncTG9+eabiIVM3bp1k2WXLVsmM/jhXAXMdpcL1R64NiCNtQ5/W8wL+DsLoDb1PPPY64mbywq4WgEG\nXlcPz9mN07n5wW1RGRCR4V8vzaUamc0jhh+DUoDdS7tUFZbdg5R9uCjiC8Xr0JtooKtmeyIAb6KB\nb6Q4u4g1i3jFOGChLVeuHCEr26xZs+iGG26gSy+9NOSTFhbVOXPm0IABA+THAQ5YiV9//XVq3749\n9ejRQ/7O7nKhGgSjAiJPCODV8vHIGdg89tLl5iaMAgy8HhpK7BAXMR1lljC7d9jrthxblfnHHXuN\npx6eQJmpDUyFH8uqmWJceX1NWj7vsCnYVe3xIvTiw2TXrl0y4kIiWHQD50YiAW8g+AIGsTrjpagO\nkWA32L0trL1GYWGh7+WXX6ZrrrmGrr766pCPgOnTpxNccUaOHFmmzOTJkxEDmYYNGyZ/b3e5cM8k\nZYlFyEe7k46oMGW6wklafdZyeVYgWRRg4PXQSOsMQ6ZzGc+qxNikdv+f/kFpVJsqpWdFtNQCdrvd\nVoe+mHHAEux6DXrxUYKoC/v375f+kTo2LFodKx3lExF4lU7w8RX3GtWtW1dGdbAbpuwej2hgV7Vh\n27ZtNGPGDOrXr5+0loY6xo4dK8OZ9e/fv0yRhQsXyqgPo0aNgk5kd7lIWuF5i+uKey3iMyhSXYF/\n17lSZ7UtXJ4VSBYFGHg9MtIqL7uOMGSwZmD5UUfd0cg7pN+LRn5OecpMj7zhJyOzvNGzf13asOQY\n/bw9L+oXk9stvXBfACghMgesum4HpWjGXZ2TyMCLPuLDBf692LGPDxe3+vfGArsIhTdhwgQZrm3w\n4MGyz2IjX9D7c/To0dSkSRPq27dvmWmzfPlyWrx4MT322GOwiJPd5SLNUZ0JKVTdYuOx7at1kfrF\nf2cFklUBBl6PjDw2k8FHTodVT2QBMmBt0hGKx6q82KQ2f84Gql65cUR4RRa1brfVph3rc2OCXTdb\nerFrHO4LhmFIOPLSUrjVsU8W4FX9xNjiIwZpeZs1a+aqsY0FdrHha9KkSXLj2qBBg2TEhk2bNhmI\n/BLsQ81ukDVbn5n5iRCNWFUR7gcRn0dm6vMvg7Tw2JinY3Oc1bZweVYgGRRg4PXAKKvNZMICq+Wh\ni8D5wi/Y9rqtSqsyqZ1T/cKIm9QU7O7ddZK2rsqxre1usfT6uy/AoitCXNnWR6vj4nT5RLfwBuoJ\n8IHFt2HDhlS/fv24W+9jgV34KE+dOlX65CLdMLL64cASPvxxg0Gv3a4KZuszO6/FvgmjJHGL7ffg\nqlWrjNatW7vqY8esLlyOFfCaAgy8HhgxXUkmVMxdN2yegN/u4H4vUEVfHVOZ1FTK4DULjtr+Eoo3\n9KoNMwjvBKtuIrsvBLv9kg14oQHuRVh7s7Oz5aa2eIWWixV2sbEM8H733XfLOMT+B3xiYc0W/Stz\nz06bNo327dtHI0aMKFM+cNOa3eXMPvp1xublZBRmR4HLsQKxK8DAG7uGWmvQad3FRjU0XsemDKui\nILnET98dE6mD60UE2EiJJaxeO1j5eEGvWD419uzZQ7D6xAt67NAvljqSEXiVXsqfHtZe4WYU8V6I\nRefAc2OBXcTIxQY1QDs2n8FFKvAA1CPKDJJK1K5du7Rv+N3cuXOlRVidFywsmd3lrGincwMbrLy6\nQqBZ6SOXZQUSXQEGXpePsC7rrs5NcFYlRbzdia98QjWrNI/4go82/JjVNqG8k9ALGBB+2tJXF7Cb\nbFZd//FJZuCFDpgL2EQKa2irVq0cmQuxwC7a/PHHH9OGDRvg60pNmzYtc7tVr1691LUBFux3331X\nZjLr1KmTLAdYxgY3bHRD4glkqUPiidzcXJl4AhvWdJSz8kzQucmMrbxWRoLLsgLRK8DAG7122s/U\nad0FSGMTXLx9Qw/sP2oMG/CqqXi7dm9SMzOATkAvxhmwC/9N4a8bEfrNtNvLZZIdeNXYwe917969\nEnp1WvtjhV20d/z48XKTWrCjXbt21Lt3b/kn7BcYN24cde/eHcBriAQVcr4jy9r8+fNp586dpamF\ne/bsSbVq1SpTpd3lrNwn8LUu8UO2/R5lK6+VkeCyrEB0CjDwRqebI2fpsu7qBGmrwiAEWd6xFMqq\nXCviS0Sn3264duuEXnZhOFt5Bt7/aqLbxcEO2LVyz8MKDLAdPnw4IBebwSLe91bq111WF5iylVf3\nyHH9rAARA69LZ4FOKF29erURz40xSnIrIcic8Nt1EnrZhSG02gy8ZbVRvq+IaYv71i53F6dhF72a\nPXs2VatWjbp27QoXCAMJOHSEWtT1WFcbSoVLhu2grgumdWnB9bICXlOAgdelI6bLugtLgviJexgy\nGYLs0Yl0TrXIIcic9Nt1Anqx6xsuDHApccOGwWhuAUTVqJyZbvtLH21h4A0+IthkiiV1uDjEGo85\nHrAb2CvcB/BV9lpYLoQpQ7g1u0GdrbzRPIn4HFbAvAIMvOa1cqwkNpRhR7LdcXdhKRJJJmx5YcYq\nxv23vWAUnagcMXVwPPx2dUKvSi2LXdleWs4F4K5atoWWzN9I277dRf/nb/2pU5fWDLyx3ggWz0ci\nBBExIKbU0m6AXdVt3A/wUw6VlMKiPI4U12nlFdnlDM6+5sgw8kWSUAEGXhcOOkLgVKxY0fYNTG7J\n3z75rfnG3KkrqVZW5Bz18fLb1QG9CnZFko+YLXROTFtsKFz11Rb6UkDuTz/spYyKVSilXCadPlNA\nnf/YlB56/FYGXicGIuAasIzigxgxmq1aGd0Eu6pboeLzxkFa05cUlmlDbCS0fdOvW57RpoXggqyA\nhxRg4HXZYKnwN8K6a5uvHrroliQTKipDVsXGlFIhLSwwxdtv107oBWggzBJg1y4fTB1TV1lyP/lo\nJf20E5CbRWkVsspY4gsKTxpG2lF6e+aTDLw6BsFEncqvF2l7AxM5hDrdjbCrnk0AeCSqsArwJqTS\nUgSrcFgtQ3g1O+9nXc9/LSJwpayAxxRg4HXZgOn6wtdVr1X5Rt4/xvjt51NULbNuWFhyi9+uHdDr\nBdiFT/V/Zq6i1Su2UMXUTEorXzWsu8mvhzcbb057gurUrW479LIPr7m7ygr0uhV2VU+96M+rayVO\nV73mZhWXYgUSVwEGXpeN7YoVKwy7U/26xbq7cukW49VnZ0RMMAG/3V79z6ENS47R3h/zbQcqO4c8\nXMgy6L5r1y4qKioi+OzaaQmyqw+L/vONMe3dL+jYkVyqWKGGgNzqVKF8+YiaHz3xizFoeA/q3qdd\nxLJW28rAa14xzDH49CJZQ7NmzYLOMbfDruqt1/x5dVl5Vb2dO3e2/d4yP7O4JCuQeAow8LpoTPHA\nR2B2sWvZ1gedG6y7WCof3O8FquirQ+lpmWH716pjFaNSlQq0ZsFRW3XQNdTBoBcgIiJtUKVKlQC7\nruoHxmLxf76hD99bTMaZCpSRUjPimARql3vyqNHysmr01HN32943Bl7rMxVWQSRlCNz85RXYVT2G\nbywyq3klAYsuayx0EJtaPePiYX3G8hmsgPMKMPA6r3nIK+qIj+sW6+64F2cayxd+T9UzG4UFpIzM\n8kbPu86hee/sp9OFxbbDlK7h9odet8IuQHfmpCU0Z9pSYcmtRhXLV6O01IyoNC46XWDkFu2mqZ/9\nLarzw40DA290szQQer0Gu+i1zhS+0aka/ixdVl6dkSB06MB1sgJeUICB1yWjhAeciLNJIiSNrQDh\nBuvujzv2GiPue91UzN1r+tY29u7Kpx0bcm3VwYlhBvS273KucfW15/vq1Klj+w7uWPow5e0Fxkcf\nfEFpKVUoM71OxA2DZq514Ph3xov/GkpNW9S3dawYeM2oH7wM0t8eOHCA0tLS4N7gutUFMz3TmcLX\nzPWtltFl5V27dq2BSBw600pb7SuXZwW8rAADr0tGT9cSlg6fYKuSDRvwqnH8QDnKzAi/wUlFZVgw\n5YCtAGW1vdGWh+/xdfeeQz99d9QYPKxvuWjrsfM8+Oi+PeYTojOplFnxHFtAV7UPgN9v0JV00+1X\n2zpeDLyxzYA1a9YYn3/+OfXp04fEfgBbxya2lpk/G7An3Bo8EasaVl64L9mdfU2Xi5v5UeCSrEBi\nKcDA64LxxANTPOCRaMLWjU1uyKpmZaPa9YPq0fKPD9GhvQWee0n7J8hYv2Y7tbq0Pj3z4oC49QNR\nF8Y8P5Nyswuj8tE1c1vk5WcbdZtWoOfHDbG1nwy8ZtQPXka5McyfP5+eeeYZ35IlS7AJ1tbxib51\n5s/EiheyEdod9st8C6yV1JF9zWvuHdYU49KsgPMKMPA6r/lZV8QSngjLY/vyow6fYKty9b/ur0aq\nEXmjWpsuVQ3UvXHpcc+9nBXsHvz1VGn7w0VvsKqhlfLw033jn7Np9bJtVDmtbsRMdlbqDix7+swZ\n49eDm3yfrnwplmrOOpeBNzo5A312X3zxRePZZ5/1LPQilTKU8EL6bQA6IrLY/XEBdwls4hMxij33\nXIxuFvNZrIA+BRh49WlrumaAaatWrWzNvoUHMMIV2Z2e2HSnRMFFn35jvPXa51SjcpOIMXe79a3t\nuY1qSgv4HeflnD4rqoTT0Av3BbE5kDLSqlPlinVMhRezMp7Byh7K2Wk88+LddPFlkbPmmb0WA69Z\npf5bLtQGtTFjxhgZGRm+QYMGWa80zmcoC6dXMhOuWrXKQPhBO31uEZ+4xNLNwBvn+ciX974CDLxx\nHkNdYCp8ygxsnIpn5qI7rv1fI73cORFDXgEYf9qaRz9vz/PcQz1S6mMnoBfZ654fNYn27z4i/HTr\nRx15IZpb4VjufqNPv4vprvt6mh677OxsablTB1Y3BNyU/ltstPQJ/83SMth8BSuX/5GVlWX6etH0\ny0vnhIJdZPZbvnw57du3j4R7k9R4+PDhALKI3fvxxx/pgw8+OKtceno6Pf7442V+j3BoCxYsoB07\ndtCZM2eoUaNG1KtXL/jfRlXO/yS4ZWETngi35vrx1tVWHSAdcQJwAVYgARVg4I3zoOpYslI+wVde\neWXcXhKT35pvfDJ9LVWv3DhsG1pcmmnUb5pOX848GLe2RjsFALtVa1agSJvsdEIvfKRf/N9JVCm1\nDmVVruW4hvkFuUb5jByaOOOJMtcG1AKwALNiPsqfErD1idjEBiBWHYBZ/3//8ssvvsaNG5cCr6pH\nlce/BWT5xDlyubdixYryR9WTTDAcLvTY7t27afr06VSvXj2Z/ER8SFgG3p49e1KVKlVKxwrj1KJF\ni9J/FxcX05tvvonxoG7dulFqaiotW7ZMjvXQoUNlHGocZssFuxd1+MdGe89HOk98YBgi0g7mo233\noi6Xt0h94b+zAommAANvHEdUxci1e2OGrjA5ZqWCH+k91/8NGdXCRgWA7ys2qn0x4wBlHy6y7QVh\ntp2xlENyDID6Fx8dMhUv2G7oVb66q5ZupWqVGztq1Q3U7ef9G+jtWU8UFxTm+8SKBYkfCbUKQgOA\nNOI4m3VpwP0TCNQAa8CwsGIasGTiJ1EBOFKcXcMwyOf7XW5hJSRsZLNq4QW01q5dO+StgugEc+bM\noQEDBiBZhCyXk5NDr7/+OrVv35569Oghf2e2XLALYVm/JAqCrZt6Y7n/Q52rIwykrveEjv5znayA\nmxVg4I3j6OgIO4OHowhF5hNpKWFFiwgXOrr/3vj/GPNnb4yYZKJ9j+pGYUGx5zaqqfBpZmFXaWwX\n9CKu8TOPTiSjKJWqZNR3xFc3cJ5k1UwxGp6XQbUapFGt+mkCqyoYjRrXl1ZWQGYsc88s8Iaau7gH\nAN6AYfxXWJtLAbhGjRq2+srruH/M1BkJdgPr8Ade4XZgCB3CPhuUSwOAt1q1ajJ1cbADFmRhgaSR\nI0eW+fPkyZPpyJEjNGzYMPl7s+VC9R0b2GDZd1vWwsD26nr+6gpbaWaucRlWIFEUYOCN40iuW7fO\nEEu3tsaajPfyFyyPd1/3N6qVFd66KyDJEMBL8ycfMGUhjeMwlbm0sOqWtPs3Opl7xvIHRazQi42A\nY174iKpVaqQ1AkMwvZEF7/zLqlD9ZukE66HwuaaDewroh+9/pU7dG9FDj99qWY9g14kVeIPVCV95\nwC98WWH1hH9p/fr1bV16dmqOWoVdtMsfeIXLiIG+Cw1CjpcCXiSwKCgokMDbrFkzabEFAKtj7Nix\n8gOnf//+Zbq/cOFC+vrrr2nUqFHSXcVsuXAfMQjdaPemMB1jpsNNTaScN8S42R4FQkf/uU5WwK0K\nMPDGaWTgZyt802yPohDvUGQv/t/JxpZvfkM2r7Dw48WNajLtcf+6MbtgRAu940fPMr5auIUqp57j\nmAsD+txAWHLPvbASpaT6aO+P+YQNhv4uKAWFJ42Txftoyn/+6lrg9b/NsUQO8BUQIUFObOwkWH7t\n9LvU9ViJBnYDgVf42RobNmwAPIXs8969e2nTpk1yAxr8crHxbeXKlRJeH3jggdJNhKNHj6YmTZpQ\n3759y3QZm+UWL15Mjz32mCxrtlw43XRtCrN7rHSlBcbmNUSs8MI8tVtTro8VsEMBBl47VIyiDlhi\n4W9oZ4xJvMjF0pftEG22e8q6W7tqy7DL7Mq6++m7+20BJLPti6WcirX787Y8W9IeW4Fe6PrM8In0\n26/ZlJXeyBEXBrgsSGtu04qlkBsuIcivhzYbb05/gurUDZ9Nz8wY6LDwhrou4ETBb61ataTVVwCa\nK+dltLAbCLywyKoUxFbixsLC+N5775Fwl6Lu3btLSc2CrNlykeaHVyIWoJ2tW7e2dS7BrQP+8ByT\nN9Is4b+zAsEVYOCN08yAO8P5559v6wNRx1KaFXlkZIZp6yL67nrRuhsp/JgVnVRZM9ALf12EHDuZ\n46OqleppBzF8jLTulEXCsks7N56gH4U193RhccTrZufvNQY+3I2692kXsWwkrZwEXtUW+F4CfOGP\nitBbcDWyM55qpD5H+nsssBsMePE7+IUCoKx8dL/66qtUvXp1uueee2STzboqmC0XSQevWHl1uJbB\noCHmAbs1RJok/HdWIIQCDLxxmBo63BnUTt5wy5S6u3pL1yeNSJEZvGjdjXaTmhm9w0EvYPcvg8eI\nJBL1KDMjdstpuPb4g+7WVTmWYyLnnjxqNGpRkf7f64M9Cbz+2gCqEMLLLeAbK+yGAl48M+AXi+gK\nZuN1v/zyy9L/WQHvtGnTpLvDiBEjykyvwE1rZsuZuWe8YOXFM14YNWxPjcxuDWZmCJdhBdjC65o5\noMOdQUfEByuCYTPV268tiBh312vWXSztX3l9TVo+77C20GnBoNcp2I0VdNUcKTpdYIisazR7yT88\nD7yqT/7giw1b8XB1sAN2QwEvfq/coC666CLEzC0dO8TNLVeuXJlHwM6dO2nKlCl01VVXyZi7OLAP\nYe7cuTRw4EBpFccRLCyZ2XJmnjnxftaZaSPK6IiswG4NZtXncqzA2QqwhTcOswLuDHiB2rlkisxq\nkXZe6+zqnb3/alT01QmbVQ0boATwkld8d5Xf7o71uZYtnla19ofeTet/MP7+5PuUmdpA2+Y09O0i\n4bpwbssM2rD0uC39O3D8O+PFfw2lpi3qxwS98XBpCDdeACwBGlS3bl0JdbGEXLMyL+yA3W3btslL\nAlYBnX369CGRapgyMzOpYcOG8m/Hjh2j999/X8bN7dSpk/zdpEmTZBls6MOmtf3799P69etlIokh\nQ4bIOnAAjCdMmED5+fkSgrEJEIknkOUNIc1Uhjyz5czqoyPBg9lrmy2HyArY/GdnljiO1mBWfS7H\nCjDwxn0O6MiCpqNOK0Ih29eYf8yhaunnhgUdxN3NyzlNYsk8JiCy0rZYyurw2w3XHkBvrXrpxi8/\n/uarldVMG+w2aVnJaNO1Gv207QRtWZljykfXjI7H8/YZt/25I910+9Uxja/bgBd9x/I/3ByQ5lb4\nvJJI2x1THyPpaQfsAjKfffbZoJdq3rw53XnnnfJviFYxbtw4uRENG9JwICLD5s2bJQwXFhZKcMU5\nXbt2PSvNM7KsIakFoFqlFkaGNmwC9D/MloukDf6uI8GDmetaLaMDzHXUabVfXJ4V8KICbOF1eNR0\nbGbAMhe6YWXziZ3dHjbgVeP4gXJh/UxlSK+7zqF57+y3DbDs7ENgXTr9dsO1e9+hbcUVUir6aldt\najtQwT3jMgG6JGbL+qXHbHfRyMvPNrLOOU2vvTs8pra7EXjVmMEFANZexPLV5eZgB+xauTcQokxl\nYUNSini4blhpr/oAQWxhu9P4Wm1HpPJ4NiOUm/CTjume8L9OvDcnR+oz/50VcKsCDLwOj4yOZBOI\nvduqVau4+Bhi+f3Z//Me1c66IGGsu8r1QqffbiToTU2r5KtZpbFtL8kWl2YarTpUoa2rc2wJqxas\n/acFLP16cJPv05UvxXRXuRl4Vcfw4QqLL2LQClci28bJadhFf2bPni2TScB6KzaxyXBaXoj16gUr\nr47ICuzWENPjhU9OYgUYeB0cfB2uB/GOvfv80x8YW9cepqzKtUK+9L1m3cXGur278rWBoZkpB0uv\nHdALX92OPavLMGMA+Giyw5lprypzLP9n48m/304XX3Ze1BDoBeBFf3E/I+41ojkgxGCsvr3xgN3A\nsQXIIyWwnX6nVuaPlbJwM/GClVdHZAV2a7AyU7gsK/C7Agy8Ds4EHe4MOiI+mJXkwP6jxuB+L9A5\n1S4MmwyhTZeqRlFBsSd8d5Urw4IpB6IGNrP6RSoXK/TCheGqG2rRr7tO0salxx3pz7Hc/UaX3s1p\nyIibor6eV4BXjR+WrQGJsayyuAF2VX9g5UWosnCphyPNXaf+rsNlwO6264isALcGJBAxG07O7j5x\nfayAFxVg4HVw1HSEqdGRwMKsJHM+/MqY9vbysIkmYGG8flA9mj9pv3brotl2hyqn2rr840MULqtY\nrNexcn600KtcGNYsOIpMaVHDp5W2omx+Qa7hq5hNb898Mupreg140W8sMwsIicrFwU2wi74g+9zW\nrVttjyFrdS6ZKa8r3q2Za5sto8OtwSuh2cxqxOVYAScUYOB1QuWSa6xYscLo0KFDzEufqsk6ElhY\nkQOhyDLK1QsbTaBVxypGpSoVSIBX1ABkpU2xlIUlGuc7ZQ0121Yr0Ou0C0OwPvx6eLMx+dO/UuXM\n9KjG3IvACx2icXFwG+yq8Yz3Rliz9wbKwdqJjHF2bgyzcn0zZe12a1CJhkRUjajuMTNt5jKsQKIp\nwMDr0IjiKx8WILGr2LYHVDzdGZAY4fEH3qA6VcNvVrt5aAPDC9ZdLP93EzGC3RpFwgz0qrjBxw8V\nxvUDIyd/j/Hgk9dTpy6to5rDYJIeAAAgAElEQVTrXgVe9SgBgCEEl/CDDftx61bYRT+Uf2ybNm3i\nshnWymNZWXndDH86IivA9eSCCy5w/fhYGUsuywroVICBV6e6fnVjR7F4idgaOkxHxAezcrz4fycb\nm1YdDLtZrX7TdOPcCyvRik8ORwU+ZttiRzkvZIALB70Kdg/+eiruFursE4eMizvWpsf/v7uiGnev\nAy/mIyyk2dnZIaHXzbCr7icsmyPusBc2sMFdDEky3Op3rCOyghf8l+14NnMdrIBdCjDw2qVkhHpE\nliO5EcSu7Go6Ij5YkeLmrk8atao0p5QKaSGhpvN1NWW0g5+350UFPlbaE0tZ+LsKOKcvZx50dTvR\nx2DQK63Tt9WhDUuOuULrgsKTRt6ZvTT1s79FpWciAC/GCsC4a9cuCb3+sW29ALvqfsJzCyDp9s1R\nXvBptTuyAiBarPKRsMJHdZ/F8szkc1kBLyrAwOvAqGF5UPjv+rp06WLb1XREfDDbuEWffmP8e+wi\nqpLeMOSDFhbHW4bW9816Y69xurDYtQ9ktVHtixkHbE/EYFZPq+X8oddtsKv6cjD7O2PspJFUp251\ny2OfKMAbDHq9BLtoP1yxRNpy129gU89Y4daARA+W55zVezCa8jrcGnCvuLnP0ejE57ACuhRg4NWl\nrF+9+BJfs3IjffPVHuOqP1zsu7R9C6pWPTOmh3I8l/CeemiCsNwWhM2shvBetRumxdWX1MzQIt1x\noQiZ5raNapHaDuht0qIudb/pQp9ou6ORGCK1DX/Pzt9r9B3QKao0w4kEvNAC9z+ys6WkpFClSpVI\n+F3GdO+b0d/OMlg6hzuW29utIwqOnTrqsELDAt+gQQPXunLYqR/XxQrEqgADb6wKmjh/65ZtxkeT\nvjJ2bSj0Ffvy6eSp45RVLZPad76ALr+iJQGAK1Qob+klaHfEBxPdkEVU7N0GNS8K2174xO5Yn+s6\nEPPvp9cSYvi3HZbdTn2y6PMZ2w06Wauc2fFzqlzuyaNG/WZp9Py4IZbmNdqXaMCLPgHGZs2aRXXq\n1KEhQ6xr4tS4BbuOVxI84MNi7969rvU51hFZIZ4bl+M5J/narEA0CjDwRqOaxXO+Wrrc+GzatjM5\nv2VUUKcWFp4yThbkEJU/Rdk5R6nJefWp8zWtJfye3yp8SlnEyYTFyM6ID2a7ZCb2rgLJ2f/aaxl2\nzLbDjnKw7ublnPZEQoxA2IXPLtwwtm//1rAjI5sdevrXgTTDB7O30+wl/7A8BxINeJUbw9GjR6ln\nz56+f/7zn4bXoNcLaXwx/+z2k7X7vkBkhfPOO8+2vRw6Yvza3WeujxVwiwIMvJpHAl/1Xy1dRu+N\n3mhkZoS2xOUXnDBOCQD2VSikEydzqdXFTalzt4uoTbvmVL9h2bS9OiI+mJVh0K3/MHwF1cPG3sUm\nsKq1UlztzuBV624wn10zIcvMjq+d5Y6c+MF4buz91LRFfUvQm0jAG+izu2jRIuPmm2/2HPR6xcqr\nw0/WzntCR2QFQH7Hjh1ti+9uZ3+5LlbATQow8GoeDSyzLZ7/NS368CClplQ09eI/I6xjpwpzqfBM\nHp0pzqNyYg9Gm8ubU6euv1uAd+zcTs2aNbPNSmBWAunO8KcXqEGt8O4MPe46x0DEALdkKwvWPy9a\nd1XoMbiKBEa+cCP0Hs/bZ/S+7RK6676epua9GqdEAd5QG9SWLVtm7NixwzdgwABAitnbL+7lvGDl\nxeoXImO0bdvW0pxzSly0T+hoa2QF9uN1avT4Ol5XgIFX8wh+/92O4oWfrKXtXxdH7WdZdLrQEClb\nhfX3FBWcPmE8+HT3ct9tOG60/93/17EHO9wZPvr3SspKD22xg+VU+O/Sp+/ud6xdVofQi9ZdBbs/\nb8ujHRtyg2rrNujNy882MmsV0pj3R1iaC4kAvKFgNzc3F8vutG/fPoQtQ4IHGj58OD5eTU1jJLRY\nsGABCWAm8WFMjRo1ol69emHTUpnz7S6Hyr1i5bU7q5mpgbFQyO7ICvgQweXdnGnOgjxclBXQpgAD\nrzZpf6946ZIVxoKZm43jeytHDbz+TUQyh0YtK9Jn074Tlt8COnrsiK95y8aG8v897/wGluDCSvcR\nnWH/j6epUnpWyGu4NT2vfz+R7jglrZynIjPAam4mg5rboPfn/Rvo05UvWZlmnt+0Fi702O7du2n6\n9OlUr149KioqIlj7zAJvcXExvfnmmwSY7datG6WmppKwFiN0GA0dOlRGgMBhdzn/wdOxJG9pcpgo\n7Pa0yHZH2NFhNTYhMxdhBTynAAOv5iFb8uVS48NxW86UL86yZe0SQHky50wZK9/Jglyj6LRwf/Cd\npIJT+dSqTTO6sltr4f/bIqo4qMEkOZGbb/Tr8YyvQe2LjQrlQ0eUuO7eesayjw+5NqatirvrhXTH\nahww5pUyK5jOWOcm6D2W/7PxyJM3WUoz7GULb6Q4u4ZhkM/3+/eisETS/PnzTQMv4uHOmTOH4AqB\nJDY4cnJy6PXXX6f27dtTjx495O/sLuf/PFBpfDt06OBan1Fs5Nq6dStiB2v7+I/ltWF3ZAUd0R9i\n6R+fywq4VQEGXo0jgwfvV0u+pplv/EwV0zJsefjC0rd6/pGQQAn/3/zCHDJE+DP8NzWtArUTrg/t\nOreky9qfT+kZoTOjhZNi5dItxvh/zAubbAIbqjr0qE4Lphywpa86hgbW3UpVKrh6Q51/v2HRF8BL\n8ycfICsJPNwCvcdy9xud/9iUHnr8VtNzwqvAGwl2A+ezP/CKvxmRsjDCMozMWiNHjixT1eTJk+nI\nkSM0bNgw+Xu7ywW2GxvDKlas6OoldLg1tG7dukyGOx3Pk2jq1BFZwc39jUYjPocV0KEAA68OVUvq\n3L//t+JZHy6ibcvIFncGlb1s+mt7TLe68HSBcepULpHw/83JPUZ16tUQ1t/foz9cfNl5piHk+ac/\nMLauPUxZlctGjPBvCDaCHT9UFNLH1HSjNRX0mnVX+hr3ryvDj2UfLjI9Vko+N0Av0gwbaUfp7ZlP\nmm6/F4HXKuxijPyBV7g6GC1atCABkiF1Gjt2rPT17d+/f5k7ZOHChfT111/TqFGj5CY4u8sF3o5e\nsPLGMxOlmceX3XMcHyGYG25PAW1GGy7DCuhSgIFXl7Ki3jWr1hWv+OI7+mGtYQvw1qqfZrTumEVf\nzjxoGh7OelkV5okNcCfkBrjj2cfoQhH+7IourWT0h3Ob1Q1Z781dnzRqVWlOKRVCW4hvHtrAcLOr\ngNesu7Dmh9ukZmbqugF6fz282Zj86V+pcma6qXlrNwyY0SmWMtHAbiDwFhYWGnv27AkbXWD06NHU\npEkT6tu3b5nmYhPc4sWL6bHHHoNFk+wuF0wbt1t5AeUlKZFNzblYxj+acxFZAW4pkaz6Zut2O+Cb\n7QeXYwV0KsDAq1HdLxYtNT6ZstUoOF7FFuC1e7NVsXAoROzfouKT4ueE2PV9WoQ/a0Edu1xIlwr/\n3xq1ft+c9uOOvcbTD0+kGpVDW4S9EJ3B7f7F/lPRqt9uuGkcb+jNyd9jDHi4O3Xv084UfHgJeKOF\n3UDghXUOm5ngKiASEwTVyW6QNVtfsLnldj/ZEn2NNm3ahLWaa3z8h63a7s1/bg/HFi+d+bqsgL8C\nDLwa5wNe3O++sLm4UsWqtgBv5+tqSovf3h/zTYGD1a6dPnNaWH9zCOmP8wuyKbNKJbq80/l08Ldj\nxg9bjvuqZYa2AJ/bspJRu2Gaa31j4V985fU1XR0uTY1XtH67boXe7BOHjFaX16Snnrvb1Lz1CvDG\nArvBgBebj0QmLgAvwoydpZXdrgpm6ws1r9zuN+rmZX7EZ0dYOuFnbOqeMPMs98p9Y6YvXIYV0KEA\nA68OVUWd+OL+/JOl9MW0w5SSEt1GscCmOe0yUFh0Sm6AO3nqiFFQeKqccGcwKlVElrXKlJ5WucyD\nGv67B/cUnJUQQZO8lqt1u3+x6pDyM14uIl3YnbgjXpbeIuFHnlu0m6Z+9jdTL3cvvLhjhd1gwIvf\n4blREmHgrCgI06ZNk/F7R4wYUWb+B25as7tcqJvN7mgDlm/qCCcIoDSEnnTBBReYmnd2Xz9cfcoP\nunPnzra1zW43CSf14GuxAk4owMCrSeVfft5d/Pm8r2nTl6dtse66wWUgJ+9AcV7+cV/RmUIR6/O0\nL71illExpTJVFAB86wPnyc1VJ3PP2PYAt3NonP5YiLbtuuMYxwt6D2Z/Z7zwxlBTaYbdDrx2wG4o\n4MXvYZnE5rNA1wYBNDR37lwaOHAgNW7cWE6xYGHJ7C4Xai7rgLZo75tg57ndjxcpgS+//HLbXC7c\nbNG2c1y5LlYgWgUYeKNVLsJ5a1ZtKF65ZDvtWBN9hjX/S2CZ+9wLK5mOxaqpW6XViuxvxbknD9Mp\n4fqAMF/9BnfyTXp9HaWVAHC4zW262xZYP7QT/s+uDpeGNsPtopvIUjfvnf2WQpBZ1TMe0Hs0d7fR\nb9CVdNPtV0f8IHIz8NoBu9u2bZNDtnPnTgKc9unThzIyMigzM5MaNmwoM5odO3bM9+GHHxKAqFOn\nTrI8EkpMmDCB8vPzZeKJlJQUmXgC2duQeAIb1nSUCze/hAuG3HwVzAXD6rzUUd5uqLSzjXYnoOCM\na3aODteViAow8Goa1UULlhqLZn9v5B7IsMXCC8tfUUExbV2VExEYNHUpZLXw3z2nSQp9MnWTUVCQ\nIyzAp0U0hxQRe7gqwQIMF4hwySp0t9ft7haq/yIls/HT1jxH3EKchl6kGa7btAI9P27IWfM3Oztb\npkZFml1kDRMvbp+AKAMAB0un/BjICp3dT/f8UfXbAbuA1meffTZok5s3b0533nmn/Jvw8aRx48ZR\n9+7dSSx7l5ZHljUkqwAsq9TCPXv2pFq1apWp0+5yoTR2s9sA2gyoRNplN4brAqBizofapGh1XnPG\nNauKcflkU4CBV9OIL160xJg18ftiKqpU3o5LXHNrbWPLqmzb/TrtaFsw/9i8/KPFJ04ep8IzeT4R\n/cGXlpZhpKdkBfX/taMNoepQPrHz3t6n1Woaax9aXJppCEt0TCHnrLbBSeg9LRKinPL9bDw37j4f\n/CrxI172En4FzErgBdwCcn/55RefWLI3AL8AAhwCimVZUUbGG8VPjRo1bFsOjqSdHbAb6Rr+f9+w\nYUNpFrb09HQrpzpaVmX5cmvmNTeH67IbUN3uwuHoxOSLsQJBFGDg1TQtsCz7wejvjbRUezKswQfV\nrdBmJtxXtvD/PXHyqE/4/tIZ8SP8f6X1N0P8V6f7A6zP9Zulu8YVJNh0U1AebYKJWKawbuitVb+i\n0eC8dMIYnCkuEpBajZqf31QCq4DXoKsV4VwaAFiAZVhA8V+k6YUFDz+6rMBOwy7Gc/bs2dLF4Zpr\nriERPRA+va5b2VHzzs1WVDeHT9PhA+1md6BYnlN8LitghwIMvHaoGFAHvtw/m7eUvpqVS+V8FPOL\nSgLRvXVp9r/2xlyX3d2V2cDuOsdS28Su/eKcvINUeDqPiooKhEI+ykgX1t8KiP4gQKh8edv6iVBu\ne3flO+ImEK228U6IYTf0Yr5e1rWahNy87CKE0aNff8inXbt+ohvuuJTuuq9n2PG18tIG0AB+8VNQ\nUCDBt1mzZiFh2uoYxQN2/duIfqGPwsXDtnvCqgaRysOtAe20M8RWpGta+Tv8eDt27GjbnLBy7Uhl\nMdeFy4ptHzQcqSGS4vz3ZFaAgVfD6G/bsrN41fJvfesWnLLlJWVHhjUN3ZRV2rGZLr8wtzj3xGE6\nfSbfV3i6sIz/b6X06H031YeC7k1gsWjrlnTHdkAv+nLBZZnUuGUGPjAI/sj+UTvyC3KNSjVO0Zj3\nR9gGvP7aw2KG2KZ79+6lBg0aUP369WOCnHjDLvrmhTS+sLojTbJbodLuzWGx3O+B59oNqBypwc7R\n4boSTQEGXg0j+tWS1caGVTtFhIbYrbtoHvw7M6qUp41Lj9sC0HZ2GZvpTuacoR0bcm1rW97JI8U5\n+Ud8p4sL6czpIp9wCzHSU7OE9beK8AE27yIC3arWSnFtMgyMQ7ytu/5zIRbohdatRNrrvbtO0paV\n2SHD0/28fwNNW/D/jHBphq1YeIPNZUCi2BBER44cIUQQEOBreW66AXZV39yexhf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V0a7C3rsK1jnViGBcBmA1l49Ud4rT7TBio88fDDDxubwOn5dNlll8H06dNtzo6bMwLRR8CzhPdb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\nzc01iK9K/WCsL1kmvM4iTC9hdM3V19fD+PHjlZJAZ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stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"0\" style=\"fill: none; stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"38.02969938428106\" style=\"fill: none; stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"76.05939876856212\" style=\"fill: none; stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"114.08909815284316\" style=\"fill: none; stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"152.11879753712424\" style=\"fill: none; stroke: #c0c0c0;\"></circle><circle class=\"grid-circle\" r=\"190.14849692140527\" style=\"fill: none; stroke: #c0c0c0;\"></circle><g class=\"tick\" transform=\"translate(0,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">0</text></g><g class=\"tick\" transform=\"translate(38.02969938428106,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">500</text></g><g class=\"tick\" transform=\"translate(76.05939876856212,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">1,000</text></g><g class=\"tick\" transform=\"translate(114.08909815284316,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">1,500</text></g><g class=\"tick\" transform=\"translate(152.11879753712424,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">2,000</text></g><g class=\"tick\" transform=\"translate(190.14849692140527,0)\" style=\"opacity: 1;\"><line y2=\"5\" x2=\"0\" style=\"stroke: #000000;\"></line><text y=\"0\" x=\"0\" dy=\"0\" dx=\"0\" transform=\"rotate(45) translate(0,16)\" style=\"text-anchor: start; font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px;\">2,500</text></g><path class=\"domain\" d=\"M0,5V0H210V5\" style=\"fill: none; stroke: #c0c0c0;\"></path></g><g class=\"angular axis-group\" style=\"pointer-events: none;\"><g class=\"angular-tick\" transform=\"rotate(270)\" style=\"display: block;\"><line class=\"grid-line major\" x1=\"0\" x2=\"210\" style=\"fill: none; stroke: #c0c0c0; display: block;\"></line><text class=\"axis-text\" x=\"220\" dy=\".35em\" transform=\"rotate(-270 220 0)\" style=\"font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px; text-anchor: middle; display: block;\">April</text></g><g class=\"angular-tick\" transform=\"rotate(360)\" style=\"display: block;\"><line class=\"grid-line major\" x1=\"0\" x2=\"210\" style=\"fill: none; stroke: #c0c0c0; display: block;\"></line><text class=\"axis-text\" x=\"220\" dy=\".35em\" transform=\"rotate(-360 220 0)\" style=\"font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px; text-anchor: middle; display: block;\">July</text></g><g class=\"angular-tick\" transform=\"rotate(450)\" style=\"display: block;\"><line class=\"grid-line major\" x1=\"0\" x2=\"210\" style=\"fill: none; stroke: #c0c0c0; display: block;\"></line><text class=\"axis-text\" x=\"220\" dy=\".35em\" transform=\"rotate(-450 220 0)\" style=\"font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px; text-anchor: middle; display: block;\">October</text></g><g class=\"angular-tick\" transform=\"rotate(540)\" style=\"display: block;\"><line class=\"grid-line major\" x1=\"0\" x2=\"210\" style=\"fill: none; stroke: #c0c0c0; display: block;\"></line><text class=\"axis-text\" x=\"220\" dy=\".35em\" transform=\"rotate(-540 220 0)\" style=\"font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px; text-anchor: middle; display: block;\">January</text></g></g><g class=\"guides-group\" style=\"pointer-events: none;\"><line></line><circle r=\"0\" style=\"stroke: #808080; fill: none;\"></circle></g></g><g class=\"legend-group\" transform=\"translate(532.5,40)\" style=\"display: block;\"><svg width=\"300\" height=\"48\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.1\"><g class=\"legend-axis\" transform=\"translate(12,6)\"><g class=\"tick\" transform=\"translate(0,0)\" style=\"opacity: 1;\"><line x2=\"6\" y2=\"0\" style=\"fill: none; stroke: none;\"></line><text x=\"9\" y=\"0\" dy=\".32em\" style=\"text-anchor: start; fill: #808080; font-size: 12px;\">All other causes</text></g><g class=\"tick\" transform=\"translate(0,18)\" style=\"opacity: 1;\"><line x2=\"6\" y2=\"0\" style=\"fill: none; stroke: none;\"></line><text x=\"9\" y=\"0\" dy=\".32em\" style=\"text-anchor: start; fill: #808080; font-size: 12px;\">Wounds &amp; illnesses</text></g><g class=\"tick\" transform=\"translate(0,36)\" style=\"opacity: 1;\"><line x2=\"6\" y2=\"0\" style=\"fill: none; stroke: none;\"></line><text x=\"9\" y=\"0\" dy=\".32em\" style=\"text-anchor: start; fill: #808080; font-size: 12px;\">Zymotic disease</text></g><path class=\"domain\" d=\"M6,0H0V36H6\" style=\"fill: none; stroke: none;\"></path></g><g class=\"legend-marks\"><path class=\"legend-mark\" transform=\"translate(6,6)\" d=\"M-3,-3L3,-3 3,3 -3,3Z\" fill=\"rgb(203,201,226)\"></path><path class=\"legend-mark\" transform=\"translate(6,24)\" d=\"M-3,-3L3,-3 3,3 -3,3Z\" fill=\"rgb(158,154,200)\"></path><path class=\"legend-mark\" transform=\"translate(6,42)\" d=\"M-3,-3L3,-3 3,3 -3,3Z\" fill=\"rgb(106,81,163)\"></path></g></svg></g><g class=\"tooltips-group\"><g class=\"tooltip-43\" style=\"pointer-events: none; display: none;\"><path d=\"M0 0\" style=\"fill: #ffffff; fill-opacity: 0.9;\"></path><text dx=\"15\" dy=\"2.4\"></text></g><g class=\"tooltip-44\" style=\"pointer-events: none; display: none;\"><path d=\"M0 0\" style=\"fill: #ffffff; fill-opacity: 0.9;\"></path><text dx=\"15\" dy=\"2.4\"></text></g><g class=\"tooltip-45\" style=\"pointer-events: none; display: none;\"><path d=\"M0 0\" style=\"fill: #ffffff; fill-opacity: 0.9;\"></path><text dx=\"15\" dy=\"3.5999999999999996\"></text></g></g><g class=\"title-group\"><text x=\"129\" y=\"20\" style=\"font-size: 16px; font-family: Tahoma, sans-serif; fill: #808080; text-shadow: white -1px 0px 0px, white 1px -1px 0px, white -1px 1px 0px, white 1px 1px 0px; visibility: visible;\">Mortality April 1855 to March 1856</text></g></g></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10882d6d0>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import display, HTML\n",
      "import urllib2\n",
      "url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css'\n",
      "display(HTML(urllib2.urlopen(url).read()))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<style>\n",
        "    div.cell{\n",
        "        width: 850px;\n",
        "        margin-left: 10% !important;\n",
        "        margin-right: auto;\n",
        "    }\n",
        "    h1 {\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "    }\n",
        "    .text_cell_render h1 {\n",
        "        font-weight: 200;\n",
        "        font-size: 40pt;\n",
        "        line-height: 100%;\n",
        "        color:#447adb;\n",
        "        margin-bottom: 0em;\n",
        "        margin-top: 0em;\n",
        "        display: block;\n",
        "        white-space: nowrap;\n",
        "    } \n",
        "    h2 {\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "        text-indent:1em;\n",
        "    }\n",
        "    .text_cell_render h2 {\n",
        "        font-weight: 200;\n",
        "        font-size: 20pt;\n",
        "        font-style: italic;\n",
        "        line-height: 100%;\n",
        "        color:#447adb;\n",
        "        margin-bottom: 1.5em;\n",
        "        margin-top: 0.5em;\n",
        "        display: block;\n",
        "        white-space: nowrap;\n",
        "    } \n",
        "    h3 {\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "    }\n",
        "    .text_cell_render h3 {\n",
        "        font-weight: 300;\n",
        "        font-size: 18pt;\n",
        "        line-height: 100%;\n",
        "        color:#447adb;\n",
        "        margin-bottom: 0.5em;\n",
        "        margin-top: 2em;\n",
        "        display: block;\n",
        "        white-space: nowrap;\n",
        "    }\n",
        "    h4 {\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "    }\n",
        "    .text_cell_render h4 {\n",
        "        font-weight: 300;\n",
        "        font-size: 16pt;\n",
        "        color:#447adb;\n",
        "        margin-bottom: 0.5em;\n",
        "        margin-top: 0.5em;\n",
        "        display: block;\n",
        "        white-space: nowrap;\n",
        "    }\n",
        "    h5 {\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "    }\n",
        "    .text_cell_render h5 {\n",
        "        font-weight: 300;\n",
        "        font-style: normal;\n",
        "        color: #1d3b84;\n",
        "        font-size: 16pt;\n",
        "        margin-bottom: 0em;\n",
        "        margin-top: 1.5em;\n",
        "        display: block;\n",
        "        white-space: nowrap;\n",
        "    }\n",
        "    div.text_cell_render{\n",
        "        font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "        line-height: 135%;\n",
        "        font-size: 125%;\n",
        "        width:750px;\n",
        "        margin-left:auto;\n",
        "        margin-right:auto;\n",
        "        text-align:justify;\n",
        "        text-justify:inter-word;\n",
        "    }\n",
        "    div.output_subarea.output_text.output_pyout {\n",
        "        overflow-x: auto;\n",
        "        overflow-y: scroll;\n",
        "        max-height: 300px;\n",
        "    }\n",
        "    div.output_subarea.output_stream.output_stdout.output_text {\n",
        "        overflow-x: auto;\n",
        "        overflow-y: scroll;\n",
        "        max-height: 300px;\n",
        "    }\n",
        "    div.output_subarea.output_html.rendered_html {\n",
        "        overflow-x: scroll;\n",
        "        max-width: 100%;\n",
        "      /*  overflow-y: scroll; */\n",
        "      /*  max-height: 300px;   */\n",
        "    }\n",
        "    code{\n",
        "      font-size: 78%;\n",
        "    }\n",
        "    .rendered_html code{\n",
        "        background-color: transparent;\n",
        "        white-space: inherit;   \n",
        "    }\n",
        "    ul{\n",
        "        /* color:#447adb; */  \n",
        "        margin: 2em;\n",
        "    }\n",
        "    ul li{\n",
        "        padding-left: 0.5em; \n",
        "        margin-bottom: 0.5em; \n",
        "        margin-top: 0.5em; \n",
        "    }\n",
        "    ul li li{\n",
        "        padding-left: 0.2em; \n",
        "        margin-bottom: 0.2em; \n",
        "        margin-top: 0.2em; \n",
        "    }\n",
        "    ol{\n",
        "        /* color:#447adb; */  \n",
        "        margin: 2em;\n",
        "    }\n",
        "    ol li{\n",
        "        padding-left: 0.5em; \n",
        "        margin-bottom: 0.5em; \n",
        "        margin-top: 0.5em; \n",
        "    }\n",
        "    /*.prompt{\n",
        "        display: None;\n",
        "    } */\n",
        "    ul li{\n",
        "        padding-left: 0.5em; \n",
        "        margin-bottom: 0.5em; \n",
        "        margin-top: 0.2em; \n",
        "    }\n",
        "    a:link{\n",
        "       font-weight: bold;\n",
        "       color:#447adb;\n",
        "    }\n",
        "    a:visited{\n",
        "       font-weight: bold;\n",
        "       color: #1d3b84;\n",
        "    }\n",
        "    a:hover{\n",
        "       font-weight: bold;\n",
        "       color: #1d3b84;\n",
        "    }\n",
        "    a:focus{\n",
        "       font-weight: bold;\n",
        "       color:#447adb;\n",
        "    }\n",
        "    a:active{\n",
        "       font-weight: bold;\n",
        "       color:#447adb;\n",
        "    }\n",
        "    .rendered_html :link {\n",
        "       text-decoration: none; \n",
        "    }\n",
        "    .rendered_html :hover {\n",
        "       text-decoration: none; \n",
        "    }\n",
        "    .rendered_html :visited {\n",
        "      text-decoration: none;\n",
        "    }\n",
        "    .rendered_html :focus {\n",
        "      text-decoration: none;\n",
        "    }\n",
        "    .rendered_html :active {\n",
        "      text-decoration: none;\n",
        "    }\n",
        "    .warning{\n",
        "        color: rgb( 240, 20, 20 )\n",
        "    } \n",
        "    hr {\n",
        "      color: #f3f3f3;\n",
        "      background-color: #f3f3f3;\n",
        "      height: 1px;\n",
        "    }\n",
        "    blockquote{\n",
        "      display:block;\n",
        "      background: #f3f3f3;\n",
        "      font-family: \"Open sans\",verdana,arial,sans-serif;\n",
        "      width:610px;\n",
        "      padding: 15px 15px 15px 15px;\n",
        "      text-align:justify;\n",
        "      text-justify:inter-word;\n",
        "      }\n",
        "      blockquote p {\n",
        "        margin-bottom: 0;\n",
        "        line-height: 125%;\n",
        "        font-size: 100%;\n",
        "        text-align: center;\n",
        "      }\n",
        "   /* element.style {\n",
        "    } */  \n",
        "</style>\n",
        "<script>\n",
        "    MathJax.Hub.Config({\n",
        "                        TeX: {\n",
        "                           extensions: [\"AMSmath.js\"]\n",
        "                           },\n",
        "                tex2jax: {\n",
        "                    inlineMath: [ [\"$\",\"$\"], [\"\\\\(\",\"\\\\)\"] ],\n",
        "                    displayMath: [ [\"$$\",\"$$\"], [\"\\\\[\",\"\\\\]\"] ]\n",
        "                },\n",
        "                displayAlign: \"center\", // Change this to \"center\" to center equations.\n",
        "                \"HTML-CSS\": {\n",
        "                    styles: {\".MathJax_Display\": {\"margin\": 4}}\n",
        "                }\n",
        "        });\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10880ed10>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    }
   ],
   "metadata": {}
  }
 ]
}