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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Some unsual causes of death in the CDC's WONDER database #\n",
      "\n",
      "By David Taylor, www.prooffreader.com (blog), www.dtdata.io (hire me!)\n",
      "\n",
      "There is a blog post about this notebook at (html).\n",
      "\n",
      "The CDC's Compressed Mortality Files were downloaded from http://wonder.cdc.gov/mortsql.html. They can't be linked to directly, so I'll describe how to download them here.\n",
      "\n",
      "On the mortsql.html page, follow the following steps for the following three links:\n",
      "\n",
      "* Mortality for 1999 - 2013 with ICD 10 codes\n",
      "* Mortality for 1979 - 1998 with ICD 9 codes\n",
      "* Mortality for 1968 - 1978 with ICD 8 codes\n",
      "\n",
      "\n",
      "1. Click the link\n",
      "2. Click the \"I Agree\" button.\n",
      "3. In Part 1 of the form, select dropdown boxes to list \"Group Results By\" as \"Cause of Death\" and \"Year\".\n",
      "4. In Part 6 of the form, check the \"Export Results\" box.\n",
      "5. Click the \"Send\" button.\n",
      "6. Wait several minutes, then the download starts.\n",
      "\n",
      "I looked through the ICD-8 through ICD-10 at http://www.wolfbane.com/icd/index.html to find unusual causes of death."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import sys\n",
      "print(sys.version) #I'm using Python 2.7 because I can't get plotly to work in 3.4\n",
      "\n",
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "\n",
      "import plotly.plotly as py\n",
      "import plotly.tools as tls\n",
      "from plotly.graph_objs import *\n",
      "\n",
      "py.sign_in(open('Z:/DT/plotly_emanresu.txt', 'r').read(), #keep moving, nothing to see here.\n",
      "           open('Z:/DT/plotly_yekipa.txt', 'r').read())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2.7.8 |Anaconda 2.1.0 (64-bit)| (default, Jul  2 2014, 15:12:11) [MSC v.1500 64 bit (AMD64)]\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = pd.read_csv('Compressed Mortality, 1968-1978 per year.txt', sep='\\t', encoding=\"latin-1\")\n",
      "df = pd.merge(df, pd.read_csv('Compressed Mortality, 1979-1998 per year.txt', sep='\\t', encoding=\"latin-1\"), 'outer')\n",
      "df = pd.merge(df, pd.read_csv('Compressed Mortality, 1999-2012 per year.txt', sep='\\t', encoding=\"latin-1\"), 'outer')\n",
      "df = df.dropna(subset=['Year'])\n",
      "df.drop(['Notes', 'Year Code'], axis=1, inplace=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.head()\n",
      "# note that causes of death like \"Classical, 000.0\" are subsets of groups of cause of death; \n",
      "# the group names are not included in this table"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Cause of death</th>\n",
        "      <th>Cause of death Code</th>\n",
        "      <th>Year</th>\n",
        "      <th>Deaths</th>\n",
        "      <th>Population</th>\n",
        "      <th>Crude Rate</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>3107</th>\n",
        "      <td> Classical</td>\n",
        "      <td> 000.0</td>\n",
        "      <td> 1968</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3108</th>\n",
        "      <td> Classical</td>\n",
        "      <td> 000.0</td>\n",
        "      <td> 1969</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3109</th>\n",
        "      <td> Classical</td>\n",
        "      <td> 000.0</td>\n",
        "      <td> 1970</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3110</th>\n",
        "      <td> Classical</td>\n",
        "      <td> 000.0</td>\n",
        "      <td> 1971</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3111</th>\n",
        "      <td> Classical</td>\n",
        "      <td> 000.0</td>\n",
        "      <td> 1972</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "     Cause of death Cause of death Code  Year  Deaths  Population  \\\n",
        "3107      Classical               000.0  1968       0           0   \n",
        "3108      Classical               000.0  1969       0           0   \n",
        "3109      Classical               000.0  1970       0           0   \n",
        "3110      Classical               000.0  1971       0           0   \n",
        "3111      Classical               000.0  1972       0           0   \n",
        "\n",
        "            Crude Rate  \n",
        "3107  0.0 (Unreliable)  \n",
        "3108  0.0 (Unreliable)  \n",
        "3109  0.0 (Unreliable)  \n",
        "3110  0.0 (Unreliable)  \n",
        "3111  0.0 (Unreliable)  "
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "** Note: Plotly is good for making quick stacked bar graphs, but its legends are not very customizable (that I could determine, in any case). So I have made versions with and without legends, to be assembled later in Photoshop. **"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_graphs(df, search_term, title):\n",
      "    dfchart = df[(df['Cause of death'].str.contains(search_term))]\n",
      "    years = range(1968, 2013)\n",
      "    bars = []\n",
      "    for cause in dfchart['Cause of death'].unique():\n",
      "        deaths = []\n",
      "        for year in years:\n",
      "            if len(dfchart[(dfchart['Cause of death'] == cause)&(dfchart.Year == year)]) > 0:\n",
      "                deaths.append(dfchart[(dfchart['Cause of death'] == cause)&(dfchart.Year == year)].Deaths.iloc[0])\n",
      "            else:\n",
      "                deaths.append(0)\n",
      "\n",
      "        bars.append( Bar(\n",
      "            x=years,\n",
      "            y=deaths,\n",
      "            name=cause\n",
      "        )  )          \n",
      "    data = Data(bars)\n",
      "    layout_nolegend = Layout(\n",
      "        autosize=False,\n",
      "        width=650,\n",
      "        height=250,\n",
      "        margin=Margin(\n",
      "            l=50,\n",
      "            r=10,\n",
      "            b=20,\n",
      "            t=40,\n",
      "            pad=0\n",
      "        ),\n",
      "        barmode='stack',\n",
      "        title=title,\n",
      "        yaxis=YAxis(\n",
      "            title='Deaths per year',\n",
      "            titlefont=Font(\n",
      "                size=12\n",
      "            ),\n",
      "            tickfont=Font(\n",
      "                size=12,\n",
      "            )),\n",
      "        showlegend=False\n",
      "        )\n",
      "        \n",
      "    layout_legend = Layout(\n",
      "         autosize=True,\n",
      "        legend=Legend(\n",
      "            x=0,\n",
      "            y=0,\n",
      "        ),\n",
      "        barmode='stack',\n",
      "        )\n",
      "    fig1 = Figure(data=data, layout=layout_nolegend)\n",
      "    py.image.ishow(fig1)\n",
      "    fig2 = Figure(data=data, layout=layout_legend)\n",
      "    py.image.ishow(fig2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, 'caries', 'Deaths due to Dental Caries in CDC database, 1968-2012')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RQ28o9Y1nza9Gc1WjuQbNFZ1/dHej2kexK200EkmV52s1UL8Aof0qbfnqs4qluaw0d2il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\nqG9piQNDlxLN7yzHyNe3rOcC6p8vB5N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9iUGfVykd/BZk9gd6Iw+riYNauaAD/fHHH2/3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\nAAAASUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf691c88>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3Jp8e4Y0wPfUNSo2P0FLQU+bWb1B4EZIxrwjQEd640IeePTXBUeuxjk9nUh9U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\nYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf37bda0>"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Pp]enis', \"Causes of death containing the word 'penis' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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58br+VnyBovZwaigy/Kb+ZWG0/oW8JOzLNx9RX4Ki8mf1UBmu0GcDl76GFBvf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\nx+jyuUSptRXykrAv31A/kS2tbvXIYwa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       "text": [
        "<IPython.core.display.Image at 0xf691c50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3v4dSDwwJ3LRpk3zyyScycuTIDGTw89dff13y588f+jmivxBjPAyH+1esWHFj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\n/AoIy1vjpeDHR/A9LWYWsiRA4Q1oYSRSeP/+979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POXv2rEo1Uh+Qw4ufdejQQUUTW1Yh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\nGwKFNyD0fgXWb3nzsLDzxOeff64nxmE3ih9//FG3XTt69KhMmDBBUyt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aorx48WLNluJr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+fL7du3BTGBKG7ZskWGDRum875w4YLGMFgY8f+HOz84mNHmOnz4cK3bxTpSH+HWUbFiRenatauu\nsVq1arJp0ybZvn27jBs3LjBHMMYHKoyPNaF9hQoVAuuPtMa43ow8mQRcJmBHePO8W1GF8frYA7b+\niHvV/my16rbmU+yve3X+bB/6zUM+kS+qWPjkyZPH1nvT5cs5w3RH4X0USmTUcubMqVlCCN8f//hH\nmTdvnmzcuFGOHz+uX+VbB7Jybdu21WxoPIfXwhtcwwuJhLRZMghxLFasmP73tWvXVMqWLl2qNa/I\n4CJTWrx48ZDCi4ynVdM8depU/SAAGYT4Bfd77NgxzQpDmK1j1qxZUrRoUXn99de1PeqKH13Q+vLq\n1as1EwyJDlfDu2/fPo0XSkySk5NVdvv375+mfMHO+cGxjDbXaMIbah0NGjSQiRMnypw5c3QovNca\nNWok69atk+zZs+sa8S2DVVaDDwKlS5cOsMR7MdIa43kv8lwScJuAHeF9ZnwtHdZOW7Tzqv2RMmVt\n4eBX9pExkU/68LH15mSjkAQovCGwIMsGGcPX63v37pUhQ4YEWiH7i+xjmTJl4npLeS284Wp4IVob\nNmxIUc6BEoZXX31VM6T4yt6StFAZ3uBzZ8yYISVKlJDGjRurwAW/huwk5G7s2LEBbhDD69evayYX\n7fH6o69s9PVt27bJrl275L333kshvBC/nTt3ahuci7IG1BXjOHTokIo6HjAMLpcIFt5I51sTizbX\naMIbah316tXTeeKbBOu4ceOGfrAqUKBAGl6pWWLekdYY15uRJ5OAywTsSKxXAmtnLsFCTeEN/Wag\nwKaPwDp9v7l8qWaq7ii8IcLdokUL+fjjj/Vr8Q8++EDreHEgK9e8eXNBVhNfqcdzmCS8lkxZ64Fo\n4ut2ZF9R5vDGG2/oS6h1hvyGe2gtnKThXOx2MWXKlIgZXpRPWDWty5cvlytXrqTI8OLDx+LFizVT\ninnt2bNH1q9fHxBea/5JSUla24udGRAnS3jtnh9trtGEN9Q66tevL8iAo1Y61JE6Cx2JJc5PvcZ4\n3os8lwTcJmBHMim8ZgiUU+Fie38/ELh9rWam/jK98CIbiP/D18fYiWDVqlXy17/+Vb9+Ry0lHujC\n1+rWLg2QQQhXvIfJwnv//n3NkKKkAVlJ1MziQE0pakuxNRkOJ5IGlniQDf1idwPU8KI8BA+aWTW8\nyAwjg46yCoxjlSdY4+CBsx07duic8GDa+PHj9WE5/DdKNrBdGkoiUIuNsgxk6SHnds4Pjme0uUYT\n3lDrQA0v1oZyGDzch/caGKBUxC7LSGuM9/3I80nATQIU3rQ0mSGl4AcTiPX94OZ1mtn6yvTC+/e/\n/12FCdlc7K1atmxZ3WnAqkvFQ074Wh+y8eyzz+o+vNbDUPG8WbwWXtTDBu/DC7EPJVrWmj788ENB\nLSuystaBUgJku5E1xVfxToQXfWDnA/SHuUBM8RAbHuDCgYfVsFMBss14aA3SmHqXBojsyJEjtR/M\nAaUneLAQ8Tt8+LB+SIGsQ9SRpcf8gtcY6fzUsYw010jCG2kd586dE2Ru8Z6CVNeqVStQH26HZaQ1\nxvNe5Lkk4DYBCi+FN1ahYwY59NVo8XT7Ws1M/WV64fUr2F4KbyxrxENT+KENPFjlxRHPj0t4MT+7\nY2SUddhdL9uRQCgCFF4KL4U38r0hVj6848ROgMIbO7u4zpz91Y91wXaPf630r3abxt0OmUiUG3z0\n0UfyxBNPxN2fnQ4yiihmlHXYiRnbkEA4AhReCm+sQscMb+irihne+O+3FN74GWaoHrAfL34YAXsN\nV69e3bO1ZRRRzCjr8CzwHChDEqDwUngpvMzwmnZzo/CaFhHOhwRIgAQSnACFl8JL4aXwmnYbo/Ca\nFhHOhwRIgAQSnACFl8JL4aXwmnYbo/CaFhHOhwRIgAQSnACFl8JL4aXwmnYbo/CaFhHOhwRIgAQS\nnACFl8JL4aXwmnYbo/CaFhHOhwRIgAQSnACFl8JL4aXwmnYbo/D6FZE/jRPJksX+6L8YbL8tW5IA\nCZCAjwQovBReCi+F18dbUMihKbx+RWREXmcjj7jmrH06tnZ76y27/dltF+/S8VPTo0eP1p+cbt26\ntTRs2DDeLnk+CWQqAhReCi+Fl8Jr2k2PwutXRDwUXvyE79ChQ6VkyZKurNZt8bTbX6h2Dx8+lPbt\n28vChQv1J4XdOBYsWKA/M92uXTv9CWDrJ5nd6Dt1H+kx//SYJ/skAScEKLwUXgovhdfJPcOLthRe\nLyiHGoPCG6ASj/Cik/3790vlypVdi+SoUaOkbt26UrNmTdf6jNSR2/P3ZNIchAQiEKDwUngpvBRe\n026SFF6/ImKA8J49e1YmT56sv6xWpEgR/TnhwoULy927d6V58+aybt26AJ1x48bJyy+/LLVr15Zg\nQZ06dao8/vjj0r17dzl9+rRMmzZNzp8/L7ly5ZIuXbpIlSpVtA9kYXHewYMH5erVq1KnTh1p1aqV\nvhbc3+bNm2XlypVy584dyZ8/v2amMbfU7YLHtXt+cKjDzXXJkiWyZs0ayZ07tzz99NMyYcKEFO+Q\nSOsIxxMdtGnTRpo1aya7d++WmzdvSrly5fTX7ILX9eDBA5k+fbocOHBAY1CqVCmBfPMggUQjQOGl\n8FJ4Kbym3bcovH5FxGfhxVf1Xbt2lc6dO0u1atVk06ZNsn37doHY2hXeP/zhD/LVV1/JyJEjlSJK\nJyC5NWrUkDNnzsjAgQNVgCHRkFKMBemDzPbt21fbIjMbLKwnT56UQoUKqXDOnz9fbt++Lb169Uoh\nhsHjotzA7vlWqLH2SHMdPny41u1iHamPcOuoWLFiWJ6W1Hbo0EFatmypZRJYE/hXqFAhMH/I8JYt\nW2TYsGE67IULFwKy79fblOOSQCwEKLwUXgovhTeWe0d6nkPhTU+6kfr2WXhPnDghEydOlDlz5ugs\nkV1s1KiRZnUhZJEyvL/+9a8FUrho0SKZMmWK5MiRQ44dOyaTJk2SuXPnBlY9a9YsKVq0qLz++usq\ndStWrJA8efLo66tXr9ZMcI8ePVIIazCyffv2ydq1a/UBMhyhxrVkcuPGjWlopz7fahBtrtGEN9Q6\nGjRoEJZn9uzZdY3Lli2TfPny6TTwQaB06dIq1pawJycnq+z279/f1RINv97iHDfzEqDwUngpvBRe\n0+6AFF6/IuKz8O7du1fGjBkjBQsWDBC4ceOGzJs3T5588smIwtu4cWMVt+eee077wIHsJGR57Nix\ngf4ghtevX9dMLqQOr2fLlk1f37Ztm+zatUvee++9FMILcd25c6e2wbkoa7DGCDVuauGNdL41sWhz\njSa8odZRr169sDwLFCiga9ywYcOjneh+3IpuxowZUqJECcGagjPUhw4dkqVLl+oOEcElIX69TTku\nCcRCgMJL4aXwUnhjuXek5zkU3vSkG6lvn4X3+PHjgjrYmTNnppnl/fv3pWnTprJ+/frAa4MHD1Yx\ns2p4P/nkExk/frzW4kLajh49qtneSBleZIRR3oBj+fLlcuXKlRQZXkj44sWLNVOKGuA9e/boHCzh\nxfipxw0W3mjnW4uJNtdowhtqHfXr1w/LM7WURxJea45JSUlav4zdJ1DewYMEEokAhZfCS+Gl8Jp2\nz6Lw+hURn4UXZQvdunWTtm3bqsRieyzU3RYvXlyJ4CErZGuRxUUtaadOnWTQoEEpHlq7ePGi9O7d\nWwW1WLFi0rFjR81KYncD9IWH4PAQllXDCzHGmNeuXdMaVuureyvDiQfWduzYoYKLOmII9b1791II\nLzK4weNivnbPt0KNtUeaazThDbUO1PBG4pl6J4pQGV6sC+UhKPu4deuW1jyjLCRvXod7Nvv1nua4\nJPB/BCi8FF4KL4XXtBsihdeviHgsvNhBwPo6HVKFGtpz587pV+t4UAwSWKtWLRVYHMiWfvzxx5pd\nRFkB9ritXr16ml0aUJrw+9//XsUWNbnI8uJ/IW14MAwPxOHAw2qQaAgrHlqDNKbepQGShwfgsIMC\nxsUDXlu3bk0jvOgveNwmTZpov9HODw41xgg310jCG2kdkXjaEd7Dhw9rHTQy7ODdokULlXkeJJBo\nBCi8FF4KL4XXtPsWhdeviHgovH4tMXhcu3vtmjDXSHPIKOswnTPnl9gEKLwUXgovhde0uxiF16+I\n/Gmcs5FfGeKsvWGtM4ooZpR1GPb24HQyGAEKL4WXwkvhNe22RuE1LSIZdD4ZRRQzyjoy6NuMyzKE\nAIWXwkvhpfAacjsKTIPCa1pEOB8SIAESSHACFF4KL4WXwmvabYzCa1pEOB8SIAESSHACFF4KL4WX\nwmvabYzCa1pEOB8SIAESSHACFF4KL4WXwmvabYzCa1pEOB8SIAESSHACFF4KL4WXwmvabYzCa1pE\nOB8SIAESSHACFF4KL4WXwmvabYzC61NEPtiSFPghCDtT6Fv3BTvN2IYESIAEfCdA4aXwUngpvL7f\niFJNgMLrU0RKDN7gaORT43/tqD0bkwAJkIBfBCi8FF4KL4XXr/tPuHEpvD5FxEvhxU/8Xrp0SbJm\nzSpPPPGE/PKXv5Tf/va3+t+xHA8fPpT27dvLwoUL9SdweZAACZBAMAEKL4WXwkvhNe2uSOH1KSJe\nC+/QoUOlZMmSKr4jRoyQhg0byq9/HXvWeP/+/VK5cmWf6HFYEiABkwlQeCm8FF4Kr2n3KAqvTxHx\nS3ix3OXLl8s//vEP6d69u5w9e1YmT56sIlykSBEZMGCAFC5cWKm0adNGmjVrJrt375abN29KuXLl\npGfPnvqa9YtjDx48kOnTp8uBAwfk7t27UqpUKRk1apRPVDksCZCACQQovBReCi+F14R7UfAcKLw+\nRcQP4S1RooR89913MmbMGOnYsaNUr15dunbtKp07d5Zq1arJpk2bZPv27TJu3LiA1Hbo0EFatmwp\n//u//yu9evXS9hUqVAgIL2R4y5YtMmzYMD3nwoULKs48SIAEMi8BCi+Fl8JL4TXtDkjh9SkiXgvv\nlStXtN4W2dsmTZpIvXr15MSJEzJx4kSZM2eOUkC2tlGjRrJu3TrJnj27Su2yZcskX758+vq0adOk\ndOnSWg5hZXiTk5NVdvv3788SB5/eSxyWBEwjQOH1T3jt/m2xHoQ+UqasrbcPBTZ9BNYpf1vBYqOQ\nBCi8Pr0x7N6UrOnFs0sDHlqzaniDl7t3717N9hYsWDDwzzdu3JB58+ZJgQIFVGo3bNgQ2D5txowZ\ngixx48aNA8KLEw8dOiRLly6Vy5cvS5cuXaRKlSo+UeWwJEACJhCg8PonvFu3PW/rLfCrX57Qdk6F\nK73b2/3baP1NdNo+veef3v3bCi4bUXhNeg/YvUjTU3iPHz8uU6dOlZkzZ4ZEY2VxrRfDCa/1elJS\nkoo1dm/InTu3Sbg5FxIgAQ8JUHgpvLFmhO3+bbSEFw9h2zmsdk6F1Ol8nPbvtL2dtbJNaALM8Pr0\nzrB7EaWn8KIut1u3btK2bVupXbu2YLuxM2fOSPHixXVYO8J78eJFyZEjh+TJk0du3bql9cCzZs2S\nvHnz+kSWw5IACfhNgMLrnvA6zdg6FUAZYfNePeKaLsqpoDltn97rdTofu3+rvSoR8fvaTuTxKbw+\nRc/uRZSewou+z507J8jcnjx5Uh9Mq1WrlvTu3du28B4+fFgmTZok9+/f1xrhFi1aqCjzIAESyLwE\nKLzuCa9TgXXa3u7fIq+Ezun8nbYvv7i8rQvzbx3+pu2c8nHa3ukHDluTZ6OQBCi8Pr0x7F4Ubgiv\nT0vksCRAApmUQCILr917c0YRQKcZVacZUqdCmt7tncbXtPaZ9JbiyrIpvK5gdN7JB1uSHJ3Ur15p\nR+3ZmARIgAT8IpDIwutUuJwKoNP2TueT3u2dCnJ6z8dp/04F1ul6nfbvtL1f13RGGJfCmxGiyDWQ\nAAmQgEEEKLxpgxHrQ1xOhY7tQ18IFpf05pPegmzQZZ5wU6HwJlzIOGESIAESMJsAhZfC65VgprfA\nOu2fwmvuvYnCYU4o2AAADN5JREFUa25sODMSIAESSEgCmUl4nQqR04eUnPbP9v5meNObf0LeEAyZ\nNIXXkEBwGiRAAiSQUQhQeNNGMiBCDrcBS2+BYv+JJcgZ5R7hxzoovH5Q55gkQAIkkIEJUHjDCy8F\nM7EE07R4ZeDbRrovjcIbBfHRo0d1n1n8bO7zzz8vgwcPlqeeeirdA8MBSIAESCBRCVB4KbyZtYY3\nvQU5Ue8JJsybwhshCvghhg4dOkifPn2kSpUqsmbNGvnyyy9l9OjRJsSOcyABEiABIwnM6rYt6rx6\nzPmltrEjx2j3zPha2n5yy0ZR+0aD3326Pqb+01tY2H/o8FGQI7+t7b5vbF0cmbQRhTdC4L/55huZ\nPXu2TJ8+XVtBgFu2bCmLFi2SXLlyZdK3DJdNAiRAApEJ2BHePC+ffYheXjlcIosdnn8qd0rbX/9L\nMVvtY+3/xIkTtvp/9I2fzoftQ0fPVD7tTvS0Fd8lz880Lr7t2rWzNXc711NmbEPhjRD1rVu3akZ3\n4MCBgVa9evWSnj17yosvvqj/9sknn+hFwYMESIAESIAESIAE0otA+/btKbxxwKXwRoC3ceNGOX78\nuPTu3TvQasCAAdK2bVupVKlSHNh5KgmQAAmQAAmQAAmQgFcEKLwRSG/btk327t0rQ4YMCbTq1q2b\n9O3bV8qUKeNVjDgOCZAACZAACZAACZBAHAQovBHgHTt2TD744AOt48Xx4MEDad68uSxZskRy584d\nB3aeSgIkQAIkQAIkQAIk4BUBCm8E0nhIrVOnTtKjR4/ALg27du2SiRMnehUfjkMCJEACJEACJEAC\nJBAnAQpvFIAnT56UCRMmyMWLF+XZZ5/VfXiLFCkSJ/a0p6N0YuzYsTJlyhTd79c6vvrqK80wX79+\nXUqVKqUP0OXNm1e3SFu4cGGKju7cuaN7BleoUEG4f7DrIYqrQ6fxxWA4Z8GCBYK4Pvnkk/qwZNmy\nZXUejG9c4XD95FjiG+7aZnxdD0/MHd6/f1+WLVsmmzdv1m/4SpQoIf3795fChQtHvQ4jXaO8fmMO\niasnxhNf6x4d6u824+tqmFzrjMLrGsrYO1q1apXs2bNHbt++rTdTS3hv3LghXbt2lXHjxslzzz0n\nn376qXz99dcycuTINIOhLeqLIcH/9E//xP2DYw+H62fGEl/ciFu1aiXTpk2TYsWKyf79+2XmzJkq\nwNwf2vUQxdVhLPGNdG0zvnGFw9WTEafPP/9cmjZtqltRopwtOTlZhg0bFvE6jBRDxtfVEMXVWazx\nxaDhrnvGN66QpOvJFN50xWuvc2R6ypUrJ++8845m8SzhRdZoy5Yt8t5772lHDx8+lNatW8v8+fM1\n4xd8rFixQr7//nt5++23hfsH2+PuVatY4ps1a1b57W9/K4gr/v9//OMf0r17d1m+fDnj61XgbI4T\nS3wPHz4c9to+c+YM9/+2yd7rZo/23JX3339f5s2bF/E6PH36dNgYRnqN+7t7HdGU49mNL+IU7rrn\n319/YxhpdAqvQbHB7g/Y59cS3j//+c+CmmGIsHUgi4uyhuCyB3zVhl+EQzkEvmqzs3+wQcvONFNx\nGt85c+bI3//+d80uQXTr168vr7zyCuNr6DvGSXzPnz8f9to+depU1P2/DUWQ4af12WefCcrc+vXr\nF/E6xIeWcHu4R3rN2t89w4M0dIF24xscp9TXPf/+GhrcR9Oi8BoUm9QXzqVLl3QPYOwUUahQIfnj\nH/8oU6dOlVmzZqUQ3j/96U+yY8cOGT58uK6G+wcbFNSgqTiNLzJB7777rmZ48UFm6NChki9fPsbX\nzPDqdoXBH1gjXb+oww93baP+j/t/mxdkPMcxaNAgzfDieox0nz137lzYGEZ6jfu7+xd3J/ENjlPq\n655/f/2LYbSRKbzRCHn4euoLB0P/5S9/0YcmUNP5i1/8QtatWycffvihPrhmHSiD6NKliz6shoP7\nB3sYNAdDOYkvylf69Okj+P30kiVL6oedlStXaux37tzJ/aEdcPeqqZP44voNd23v27eP8fUqaDbH\nQUkRHljGN2yW7ES6z0Jqw+3hHuk17u9uMyAuN3Ma3+A4pb7u+ffX5eC42B2F10WY8XYV6g9mcJ8X\nLlzQLB8eXLIO1ALiwSbUlFkH9w+ONxLpc76T+OKm+cUXX6QoZ0FGEBKMhyK4P3T6xCieXp3EN/U4\nwdc2r994ouD+uXiwCT8+hOcnatasaes+i3iGu0Yjvcb93d2PX7QeY4lvcJxSX/e8fqMR9+91Cq9/\n7NOMHOkP5uXLl3Xbsn/5l3+RX/3qV4FzR40apXsE49+tg/sHGxTUoKk4iW9SUpLuzjF9+nT9kRNk\nhbCDBz7s5MyZk/tDGxhiJ/ENnn7qa5vXrznBvXnzpiYZWrRoIS+//HKKiUWKU6yvmbPyzDGTWOMb\nTCf1dc/r19z3DoXXoNiE+oMJoUVNX44cOeQ3v/mNPrhkHXigCeUM//Ef/yGPP/54ipV4tX+wQfiM\nn4rT+K5du1ZLWFDe8Nhjj0nHjh2lWrVquk7G17xwO41vpGub8TUjvhs2bNDnJrDVY/CBB4TxtXak\nOMX6mhkrzxyziCe+FqFQ1z2vXzPfPxReM+PCWZEACZAACZAACZAACbhEgMLrEkh2QwIkQAIkQAIk\nQAIkYCYBCq+ZceGsSIAESIAESIAESIAEXCJA4XUJJLshARIgARIgARIgARIwkwCF18y4cFYkQAIk\nQAIkQAIkQAIuEaDwugSS3ZAACZAACZAACZAACZhJgMJrZlw4KxIgARIgARIgARIgAZcIUHhdAslu\nSIAESIAESIAESIAEzCRA4TUzLpwVCZAACZAACZAACZCASwQovC6BZDckQAIkQAIkQAIkQAJmEqDw\nmhkXzooESIAESIAESIAESMAlAhRel0CyGxIgARIgARIgARIgATMJUHjNjAtnRQIkQAIkQAIkQAIk\n4BIBCq9LINkNCZAACZAACZAACZCAmQQovGbGhbMiARIgARIgARIgARJwiQCF1yWQ7IYESIAESIAE\nSIAESMBMAhReM+PCWZEACZAACZAACZAACbhEgMLrEkh2QwIkQAIkQAIkQAIkYCYBCq+ZceGsSIAE\nSIAESIAESIAEXCJA4XUJJLshARIgARIgARIgARIwkwCF18y4cFYkQAIkQAIkQAIkQAIuEaDwugSS\n3ZAACZAACZAACZAACZhJgMJrZlw4KxIgARIgARIgARIgAZcIUHhdAsluSIAESIAESIAESIAEzCRA\n4TUzLpwVCZAACZAACZAACZCASwQovC6BZDckQAIkQAIkQAIkQAJmEqDwmhkXzooESIAESIAESIAE\nSMAlAhRel0CyGxIgARIgARIgARIgATMJUHjNjAtnRQIkQAIkQAIkQAIk4BIBCq9LINkNCZAACZAA\nCZAACZCAmQQovGbGhbMiARIgARIgARIgARJwiQCF1yWQ7IYESIAESIAESIAESMBMAhReM+PCWZEA\nCZAACZAACZAACbhEgMLrEkh2QwIkQAIkQAIkQAIkYCYBCq+ZceGsSIAESIAESIAESIAEXCJA4XUJ\nJLshARIgARIgARIgARIwkwCF18y4cFYkQAIkQAIkQAIkQAIuEaDwugSS3ZAACZAACZAACZAACZhJ\ngMJrZlw4KxIgARIgARIgARIgAZcIUHhdAsluSIAESIAESIAESIAEzCRA4TUzLpwVCZAACZAACZAA\nCZCASwQovC6BZDckQAIkQAIkQAIkQAJmEqDwmhkXzooESIAESIAESIAESMAlAhRel0CyGxIgARIg\nARIgARIgATMJUHjNjAtnRQIkQAIkQAIkQAIk4BIBCq9LINkNCZAACZAACZAACZCAmQQovGbGhbMi\nARIgARIgARIgARJwiQCF1yWQ7IYESIAESIAESIAESMBMAhReM+PCWZEACZAACZAACZAACbhEgMLr\nEkh2QwIkQAIkQAIkQAIkYCYBCq+ZceGsSIAESIAESIAESIAEXCJA4XUJJLshARIgARIgARIgARIw\nkwCF18y4cFYkQAIkQAIkQAIkQAIuEaDwugSS3ZAACZAACZAACZAACZhJgMJrZlw4KxIgARIgARIg\nARIgAZcIUHhdAsluSIAESIAESIAESIAEzCRA4TUzLpwVCZAACZAACZAACZCASwQovC6BZDckQAIk\nQAIkQAIkQAJmEqDwmhkXzooESIAESIAESIAESMAlAhRel0CyGxIgARIgARIgARIgATMJUHjNjAtn\nRQIkQAIkQAIkQAIk4BIBCq9LINkNCZAACZAACZAACZCAmQQovGbGhbMiARIgARIgARIgARJwiQCF\n1yWQ7IYESIAESIAESIAESMBMAhReM+PCWZEACZAACZAACZAACbhEgMLrEkh2QwIkQAIkQAIkQAIk\nYCaB/w9MYBWywaiE/wAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf691b70>"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[(df['Cause of death'].str.contains('[Tt]ransvest'))]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Cause of death</th>\n",
        "      <th>Cause of death Code</th>\n",
        "      <th>Year</th>\n",
        "      <th>Deaths</th>\n",
        "      <th>Population</th>\n",
        "      <th>Crude Rate</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>19676</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1968</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19677</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1969</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19678</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1970</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19679</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1971</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19680</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1972</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19681</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1973</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19682</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1974</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19683</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1975</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19684</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1976</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19685</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1977</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19686</th>\n",
        "      <td> Transvestitism</td>\n",
        "      <td> 302.3</td>\n",
        "      <td> 1978</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "       Cause of death Cause of death Code  Year  Deaths  Population  \\\n",
        "19676  Transvestitism               302.3  1968       0           0   \n",
        "19677  Transvestitism               302.3  1969       0           0   \n",
        "19678  Transvestitism               302.3  1970       0           0   \n",
        "19679  Transvestitism               302.3  1971       0           0   \n",
        "19680  Transvestitism               302.3  1972       0           0   \n",
        "19681  Transvestitism               302.3  1973       0           0   \n",
        "19682  Transvestitism               302.3  1974       0           0   \n",
        "19683  Transvestitism               302.3  1975       0           0   \n",
        "19684  Transvestitism               302.3  1976       0           0   \n",
        "19685  Transvestitism               302.3  1977       0           0   \n",
        "19686  Transvestitism               302.3  1978       0           0   \n",
        "\n",
        "             Crude Rate  \n",
        "19676  0.0 (Unreliable)  \n",
        "19677  0.0 (Unreliable)  \n",
        "19678  0.0 (Unreliable)  \n",
        "19679  0.0 (Unreliable)  \n",
        "19680  0.0 (Unreliable)  \n",
        "19681  0.0 (Unreliable)  \n",
        "19682  0.0 (Unreliable)  \n",
        "19683  0.0 (Unreliable)  \n",
        "19684  0.0 (Unreliable)  \n",
        "19685  0.0 (Unreliable)  \n",
        "19686  0.0 (Unreliable)  "
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '([Ww]eather|[^ro] storm)', \"Causes of death contain 'weather' or 'storm' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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go8uwYcNSZHv27Cn9+/c3QjHbvRYtWiTDEmxFfAlQKMbXdqw5CZBAaAQoFEND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\n",
       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jboSXGoBA2gQQ3rQzwPgQgEBIAghvSFA0c44AwutcSgiocAQQ3sKlnAlDIKsEEN6sZo64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\nUwvW8ePHm80228ycddZZZu3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OMW7cOPPBBx/4xqQPT2+FWNsIZsyYYefqCW9p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\nAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Mm]igraine', \"Causes of death containing word 'migraine', CDC database 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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88UUdp1q6dGnFOBo7QgIkYCNAoWjjRisSIIF4CFAollgoxjOMLIUESKBSCVAo\nVurIsl8kkA4CFIoUiunwVLaSBKqUAIVilQ48u00CZUKAQrHEQvG9996ThQsXyqZNm2Tnzp213OKa\na64pEzdhM0iABEpFgEKxVORZLwmQAAhQKJZYKA4ePFjat28v7dq1k5kzZ0rv3r3lkUcekY4dO0qn\nTp3opSRAAlVOgEKxyh2A3SeBEhOgUCyxUIQwnDNnjucGY8aMkcmTJ8unn34qw4YNkzvuuKPE7sHq\nSYAESk2AQrHUI8D6SaC6CVAollgo9u/fX2666SbZe++9PaE4fvx42XPPPeW8886TuXPnVrd3svck\nQAJCoUgnIAESKCUBCsUSC8Vly5bJ4YcfLq1bt5YlS5Z4//bdd1/ZsWOHl13kRQIkUN0EKBSre/zZ\nexIoNQEKxRILxWwHWLFihWzdulVOOeUUadSoUan9g/WTAAmUmACFYokHgNVXBAGL2NHaAFCXzusq\nglOuTmhj0E8WPJwxv/LKK1U8tPepClPeZBlXLQM0IcihWJPq7XqLufZrzAUstm/fLtu2bZNmzZoV\nK5e/JwESqCICrgJUFSFkV0nA9OauRVBUImptDKJQrBn92IUiPotzww03yOrVq6Vx48ayaNEiefvt\nt2Xx4sUyZMiQSvQ59okESCAEAW2QDhugQjSBt5JA6gloRV8wM6i1ARxmFGsLJG2mUHtfnA5oGVdX\ncViVURw5cqR07drV+4cXW2bNmuV9T7FHjx4yf/78ONmwLBIggRQScBWgUoiCTSYBMwGtOKBQrItY\nG4OYUXSUUezTp4/Mnj3bK/2CCy7whCKu7t27y4IFC8yTgoYkQAKVQUAbpJlRrIzxZi/cEKBQtHPV\nxiAKRUdCccSIEdKrVy/p0KFDRig++eSTgrehJ02aZB9ZWpIACVQEAW2QplCsiOFmJxwRoFC0g9XG\nIApFR0Jxw4YNMnHiRGnYsKFs3LhRWrZsKV988YX3sxYtWthHlpYkQAIVQUAbpCkUK2K42QlHBCgU\n7WC1MYhC0ZFQRLH4ZuL69etl8+bN0rx5cznkkEOkfv369lGlJQmQQMUQ0AZpCsWKGXJ2xAEBCkU7\nVG0MolB0JBTPP/987286d+7cWQ4++GD7SNKSBEigIglogzSFYkUOPzsVEwEKRTtIbQyiUHQkFN96\n6y357W9/KziXuMcee0iXLl2kY8eOst9++2/E65MAACAASURBVNlHlZYkQAIVQ0AbpCkUK2bI2REH\nBCgU7VC1MYhC0ZFQDA7dm2++KU899ZQ899xz3jcVkWXEv7322ss+wrQkARJINQFtkKZQTPUws/GO\nCVAo2gFrYxCFomOhiBdYXnjhBS+zuHbtWjn22GPl888/F/xJv2HDhslxxx1nH2VakgAJpJaANkhT\nKKZ2iNnwBAhQKNoha2MQhaIjofjKK6/IY489Js8++6wceeSRcuqpp3qisEGDBl6N7777rowaNUrm\nzJljH2VakgAJpJaANkhTKKZ2iNnwBAhQKNoha2MQhaIjofjjH//YE4fYYt5nn31yjiS+tYg/88eL\nBEig+ghogzSFYvX5BnusJ0ChqGeVfac2BlEoOhKK9qGjJQmQQDUQ0AZpCsVq8Ab20UqAQtFKTkQb\ngygUKRTtXkZLEiABMwFtkKZQNCOmYRUQoFC0D7I2BlEoUijavYyWJEACZgLaIE2haEZMwyogQKFo\nH2RtDKJQdCQUp0yZ4r2swosESIAEchHQBmkKRfoPCeQnQKFo9w5tDKJQdCQUe/ToITNmzOC3Eu0+\nTEsSqGgC2iBNoVjRbsDORSRAoWgHqI1BFIqOhOLy5cu9byf27dtXDjjgAKlXr559NGlJAiRQcQS0\nQZpCseKGnh2KkQCFoh2mNgZRKDoSiv369ZMtW7YIPridfS1dutQ+srQkARKoCALaIE2hWBHDzU44\nIkChaAerjUEUio6Eon3oaEkCJFANBLRBmkKxGryBfbQSoFC0kuPncUDOVRyut3PXpR2a7du3y7Zt\n26RZs2ZaE95HAiRQBQRcBagqQMcukkCGAIWi3Rm0MYgZRUcZxU2bNnl/dWX16tXSuHFjWbRokbz9\n9tuyePFiGTJkiH1kDZYffPCBDBgwwKu3U6dOhhJoQgIkEDcBbZBmRjFu8iyvkghQKNpHUxuDKBQd\nCcWRI0dK165dvX/9+/eXWbNmCRKReBt6/vz59pE1WF5xxRXy8ccfy2mnnUahaOBHExJwQUAbpCkU\nXdBnmZVCgELRPpLaGESh6Ego9unTR2bPnu2VfsEFF3hCEVf37t1lwYIF9pENafnoo4/K73//e9lj\njz2kbdu2tYTiLvGo3kIPWS1vJwESKELg9n7d1Z9CGDhzAecqPYoEchB4fsUxqnl0/HEvZ+aQ1gbV\nBe0qbQC0MSgYf6677joV70svvTTxmGUZVy0DjD047NohVvVfdUZxxIgR0qtXL+nQoUNGKOJzOcuW\nLZNJkyYl4m9463rcuHEybdo075uORx99dC2h+Pnnn+88fMKjqk6jwWuu6pr4wCcCipWQQAkI3DX0\nGfXcu3D6SZx7JRgjVpksgZt7n6WaE0Pm3JeZD5smrFDZ7H/VcRmbp59pq7JB708+6TXPzmKj7Q/K\nD/bJQl3bPr8/qEPbvmDbLDaW/ljq0doEeYe12X333VW+oxKKGzZskIkTJ0rDhg1l48aN0rJlS+9T\nOfhZixYtLNxC24wfP17OPvtsadeundx88811hCIKbDV6ibrct649TX0vbyQBEihM4NaBj6sRDbq9\ns/pe3kgCaSVg2Qp9Z/TTqu4edO3Jmfu029Uw6NJ5nWdnsdH2B+UHt3dVHcq6Sds+vz8w17Yv2DaL\njaU/lnq0NkHeFhtNf1RCEQXt2LFD1q9fL5s3b5bmzZvLIYccIvXr19fUEfkeZC7Xrl0rgwcP9sqi\nUIyMlAWQQKwEKBRjxcnCKoCAdtEOChcKxZqBp1DUC9+yEoqrVq2S5557Tv7617/KvvvuKyeccIK0\nb98+kek8evRoee211zJ/Eeazzz6TBg0ayKmnnipDhw7NtIEZxUSGg5WQQB0CFIp0ChKoTYBC0e4R\nFIopFIpz586VZ555xnvruWnTpvL+++8L/iIL3jw+99xz7d5gtGRG0QiOZiTgiACFoiOwLDa1BCgU\n7UNHoZhCoThw4ECZPn267Dr4mBn5rVu3yqBBgwQiMumLQjFp4qyPBAoToFCkh5AAM4o+AZ5RjO4L\n2gcN1OTzttho5q3qjOLYsWPrvN2M7yjiszlz5szR1JPIPdx6TgQzKyGBOgQoFOkUJBBdHPCMYg1D\nZhRTmFHER7UbNWoknTt39v4yCz5V8+tf/1qaNGkiPXv2LJv4QKFYNkPBhlQZAQrFKhtwdrcoAW12\nhy+z1EVJoZhCoYjMId52zr7w4Wu8WOJfOLdYyotCsZT0WXc1E6BQrObRZ99zEaBQtPsFhWIKhaJ9\nuJO1pFBMljdrIwGfAIUifYEEahOgULR7BIUihaLde4pYUig6Q8uCSaAgAQpFOggJUCj6BPgyS3Rf\n0D5ooKayeJklLQGAQjEtI8V2VhoBCsVKG1H2JyoB7ULPM4p1STOjyIxi1PmX155C0RlaFkwCzCjS\nB0ggBAEKxRCwsm6lUKwAofjRRx95f9IPbz2X00WhWE6jwbZUEwFmFKtptNlXDQEKRQ2l3PdQKKZQ\nKI4fP977uHaLFi1k5cqVMmXKFMEbz/g0Trdu3ezeELMlhWLMQFkcCSgJUCgqQfG2qiFAoWgfagrF\nFApFCMJ58+Z5o37RRRfJyJEj5eCDD/bE48yZM+3eELMlhWLMQFkcCSgJUCgqQfG2qiFAoWgfagrF\nFArF888/X+6++25ZtWqVLFy4UCZPnux5QO/evfmXWexzgZYkUDEEKBQrZijZkZgIUCjaQVIoplAo\nXn/99fL3v/9d1qxZI2PGjJEjjzxSPvzwQxk+fLjMmjXL7g0xWzKjGDNQFkcCSgIUikpQvK1qCFAo\n2oeaQjGFQnH79u3yu9/9Tg444ABp1aqVN/qbNm2Sv/zlL3LUUUfZvSFmSwrFmIGyOBJQEqBQVILi\nbVVDgELRPtQUiikUihjul19+WTZu3CgQjcHr9NNPt3tDzJYUijEDZXEkoCRAoagExduqhgCFon2o\nKRRTKBRvvfVWeemll+Too4+WBg0a1Br9IUOG2L0hZksKxZiBsjgSUBKgUFSC4m1VQ4BC0T7UFIop\nFIo9evTwziI2atTIPvIJWFIoJgCZVZBADgIUinQLEqhNgELR7hEUiikUini7efbs2VKvXj37yCdg\nSaGYAGRWQQIUivQBEihKgEKxKKK8N1AoplAo3nfffbJlyxY566yzpFmzZmUrGCkU7ROTliQQhQAz\nilHo0bYSCVAo2keVQjElQjH4F1caNmxY5yUW3wWWLl1q94aYLSkUYwbK4khASYBCUQmKt1UNAQpF\n+1BTKKZEKNqHuHSWFIqlY8+aq5sAhWJ1jz97X5cAhaLdKygUUygU8Sf78NHt7At/zu/OO++0e0PM\nlhSKMQN1UFxSY5RUPQ4QxVqkZbGyNOCb93xTbfZK31e8e7Vtw70/WfCwuvxcN2rrCtaTlI2lYy7b\nFuStrSeOMbJwsNho+5QWn9OKKrDq0nmdee5pucXhC9q6OF9rZoDPQcst7BjV27nryjfZPv30U/ns\ns8/ksssuk6lTp9a6bcOGDTJp0qTM34C2TNi4bSgO4iYaf3lJjVFS9cRPKN4StYEj6qJIoVgzbknx\nttSjtUli4YnXy8OVpuUQdU5Y6rHYUCja556Fdzhvc9+2JOZrQaG4cuVK7288v/HGG9K0adMMH7z9\n3KRJE+nVq5ecfPLJFm5ObCgOnGCNtdCkxiipemKF46CwpAIhhaJ9QbAMu2VctTZJLDyWPsdlo+VA\noVhD3HW2Kte4WsYoKRuLH7psWxJjVFAoogFIOGJ7+eKLL7bwSdSG4iBR3KbKkhqjpOoxQUjQyBKg\nLM2jUKRQjCqsLH5nsUlqTljqsdgwo2ifexbeSfmctm1lIRQtUEplQ3FQKvL6epMao6Tq0fe8NHdq\ng03URZ5C0b5YWTzDMq5amyQWHkuf47LRcog6Jyz1WGwoFO1zz8Lb4oeWerQ2SczXohlFNOK9996T\nhQsXyqZNm7wMY/C65pprLNyc2FAcOMEaa6FJjVFS9cQKx0Fh2mATdVGkULQvVpZht4yr1iaJhcfS\n57hstByizglLPRYbCkX73LPwtvihpR6tTRLzVSUUBw8eLO3bt5d27drJzJkzBX+p5ZFHHpGOHTtK\np06dLNyc2FAcOMEaa6FJjVFS9cQKx0Fh2mATdVGkULQvVpZht4yr1iaJhcfS57hstByizglLPRYb\nCkX73LPwtvihpR6tTRLzVSUUIQznzJnj8RkzZoxMnjxZ8Eb0sGHD5I477rBwc2JDceAEa6yFJjVG\nSdUTKxwHhWmDTdRFkULRvlhZht0yrlqbJBYeS5/jstFyiDonLPVYbCgU7XPPwtvih5Z6tDZJzFeV\nUOzfv7/cdNNNsvfee3tCcfz48bLnnnvKeeedJ3PnzrVwc2JDceAEa6yFJjVGSdUTKxwHhWmDTdRF\nkULRvlhZht0yrlqbJBYeS5/jstFyiDonLPVYbCgU7XPPwtvih5Z6tDZJzFeVUFy2bJkcfvjh0rp1\na1myZIn3b99995UdO3Z42cVyuSgOymUk8rcjqTFKqp5yJ64NNlEXRQpF+2Jl8SHLuGptklh4LH2O\ny0bLIeqcsNRjsaFQtM89C2+LH1rq0dokMV9VQjEbzIoVK2Tr1q1yyimnSKNGjSzcnNhQHDjBGmuh\nSY1RUvXECsdBYdpgE3VRpFC0L1aWYbeMq9YmiYXH0ue4bLQcos4JSz0WGwpF+9yz8Lb4oaUerU0S\n8zWUUNy+fbts27ZNmjVrZmHl3IbiwDniyBUkNUZJ1RMZiOMCtMEm6qJIoWhfrCwuYBlXrU0SC4+l\nz3HZaDlEnROWeiw2FIr2uWfhbfFDSz1amyTmq0oo4rM4N9xwg6xevVoaN24sixYtkrffflsWL14s\nQ4YMsXBzYkNx4ARrrIUmNUZJ1RMrHAeFaYNN1EWRQtG+WFmG3TKuWpskFh5Ln+Oy0XKIOics9Vhs\nKBTtc8/C2+KHlnq0NknMV5VQHDlypHTt2tX7hxdbZs2a5X1PsUePHjJ//nwLNyc2FAdOsMZaaFJj\nlFQ9scJxUJg22ERdFCkU7YuVZdgt46q1SWLhsfQ5Lhsth6hzwlKPxYZC0T73LLwtfmipR2uTxHxV\nCcU+ffrI7NmzPT4XXHCBJxRxde/eXRYsWGDh5sSG4sAJ1lgLTWqMkqonVjgOCtMGm6iLIoWifbGy\nDLtlXLU2SSw8lj7HZaPlEHVOWOqx2FAo2ueehbfFDy31aG2SmK8qoThixAjp1auXdOjQISMUn3zy\nScHb0JMmTbJwc2JDceAEa6yFJjVGSdUTKxwHhWmDTdRFkULRvlhZht0yrlqbJBYeS5/jstFyiDon\nLPVYbCgU7XPPwtvih5Z6tDZJzFeVUNywYYNMnDhRGjZsKBs3bpSWLVvKF1984f2sRYsWFm5ObCgO\nnGCNtdCkxiipemKF46AwbbCJuihSKNoXK8uwW8ZVa5PEwmPpc1w2Wg5R54SlHosNhaJ97ll4W/zQ\nUo/WJon5qhKKaAi+mbh+/XrZvHmzNG/eXA455BCpX7++hZkzG4oDZ2hjKzipMUqqntjAOCpIG2yi\nLooUivbFyjL0lnHV2iSx8Fj6HJeNlkPUOWGpx2JDoWifexbeFj+01KO1SWK+qoWiBU7SNhQHSRMP\nX19SY5RUPeEJJGuhDTZRF0UKRftiZfEIy7hqbZJYeCx9jstGyyHqnLDUY7GhULTPPQtvix9a6tHa\nJDFfiwrFdevWyT333CMvv/yyfPzxx9K0aVNp37694AWXgw46yMLMmQ3FgTO0sRWc1BglVU9sYBwV\npA02URdFCkX7YmUZesu4am2SWHgsfY7LRssh6pyw1GOxoVC0zz0Lb4sfWurR2iQxXwsKxbVr18qo\nUaPk7LPPlpNOOsn70Da+qfjYY495L7LceOONcvDBB1u4ObGhOHCCNdZCkxqjpOqJFY6DwrTBJuqi\nSKFoX6wsw24ZV61NEguPpc9x2Wg5RJ0TlnosNhSK9rln4W3xQ0s9Wpsk5mtBoThu3Dg5/vjj5fTT\nT6/DZs6cOfKnP/1JLr/8cgs3JzYUB06wxlpoUmOUVD2xwnFQmDbYRF0UKRTti5Vl2C3jqrVJYuGx\n9DkuGy2HqHPCUo/FhkLRPvcsvC1+aKlHa5PEfC0oFM8880yZN2+e7LXXXnXY4G89X3jhhbJw4UIL\nt1A2+NOBaAeymF9++aW0atVKLrnkEtl///1rlUNxEAprSW5OaoySqqckEENUqg02URdFCkX7YhVi\nODO3WsZVa5PEwmPpc1w2Wg5R54SlHosNhaJ97ll4W/zQUo/WJon5WlAo/uAHP5D7778/L5czzjjD\n+zN+rq+PPvpIHnzwQYFwxZ8QRDYTb2BPmDCBQtE1/JjLT0rAJVVPzHhiL04bbKIuihSK9sXKMuiW\ncdXaJLHwWPocl42WQ9Q5YanHYkOhaJ97Ft4WP7TUo7VJYr4WzSjibzznu/Ah7gceeMDCLZINXrCZ\nMmWK3HnnnZlydv1JwZ2txyytpy14/eRuO7X38r74CCQ1RknVEx8ZNyVNO/d01Zy4ZP5DkebDMbOP\nUdWDXr7c52WvLm3bcG/U9mnrCtaTlI1l5F22LchbW08cY2ThYLHR9iktPvf4E4ep517nTm+Y556W\nWxy+oK2L87VmBvgctNx8m3q7Ls0cKigUBwwYULSMX/ziF0XvifsGZDHffPNNgVD1r11b4TvbXbtc\n1WnYrB59YqSF0dInbfuCbbPYlFvbgry1/Yk6RtZ6Zlx8nsqH+t9xb+L+YxnXpPpz8uKTVdzQh6fP\neNpjp20b7o3Ke+7oVar29br2W5lx1bYv2Lak6rG0TWsT5J2UjcW3rTbaPkX1OUs9Lm1KMa4vrvq2\nat6hbd/+1ouR5p5LduXsC1HGdddXbFTjU/TzONbJ6MoOb13jTWxkFNN2RlG7HfrWtadl8FlsLOwt\n9Wht0B6/TxYbl/0Jtg3/W5vuj7otZemTxSap/pT71vOtAx9X4Rt0e+fMfRZ2SdVjaZvWBgB8/07K\nRjU4Md2k7VPUOW6px6VNKcbVsi1ujcMu2ZWzL0QdV820SpVQxAs0o0ePloEDB0q7du3q9C8pEaIB\nm+sebfsoFGvoBTmEZa5lTaFYQzZqIKRQrOFIoah/2IrD78LGBasISaoel2InqqDQti1YD4Vijedo\n2QXjsNYm6rhqfDs1QhEvtIwZM0Z69uwpJ5xwQs6+WcWBBlQc92jbR6FIoRiHv1kDlKVuCkUKxShZ\nSIvPWW20C3DUhydLPS5togoKbdsoFOt6ppYdhaJ1Vu+y++STTwTfdDznnHPkxBNPzFuSVoihgCjZ\nKmtXtO2jUKRQtPpYtp0lQFnqplCkUKRQrD1zLHPPpQ2FYs34WMRYOT80RB1XTbxPRUZxyZIl3l+B\n2W233Wr1adq0adKmTZvMz7RCjEKxrmto2VlEbJC3tp6oY2StxxKoNROtVPck1R8KRQpFCkUKRZ+A\n7wvceq4hYonDWhsKxZCrq1UchKzGfLu2fRYxFjVD6rJtFIpml4lsqA02UZ+YKRQpFCkUKRQpFHOH\nbEsc1tpQKIZcJrViJ2q2KmSzQmc8KRRrkEURv1Zf0E7OqMLK6kNh7ZLqD4UihSKFIoUihSKFYtg1\nKvH7reIgqYZq20ehSKEYl09SKCYr4PjWs36bLZgJicvfNeUkNScs9bi0iZp50rYtWA+3nms8UsvO\ncn4y6rhq5kwqzihqOoJ7tEIsarZK257s+7Tto1CkULT6WLadJUBZ6mZGMVlBahlXrU3UhcdSj8Xn\nrDba9kXdNbDU49KmFONKoUihaJ2nzuy0QoxCse4QaNlZRGyQt7aeqGNkrccSqJ05dAwFJ9UfCkUK\nRW49156wlrnn0oZCsWZ8LFm7cn5oiDqummWGGUUNpZju0YoXixiLcp4P3XPZNgrFmBzIUIxl4TFU\nIxSKFIoUihSKPgG+9ZycL1AohlyxtGInarYqZLMyt2vbR6FYgyyK+NWyzq4nKWFl9aGwdkn1h0KR\nQpFCMTlxYMmKRRUU2lgSrIdbzzU+oWVXinHVrCnMKGooxXSPVrxQKFIoxuRypgBlqZtCkUKRQpFC\nkRnF3NGTQtGyqjiy0QqxqNkqa/O17aNQpFC0+li2nSVAWeqmUKRQpFCkUKRQpFC0rB+J2miFGIVi\n3WHRsrOI2CBvbT1Rx8haT1LCKqmJkVR/KBQpFCkUKRQpFCkUk1rbzPVYxYG5wpCG2vZZxFiU83zo\nhsu2USiGdJQYb6dQTFbA8TuK+vNYGJmob5NapkpSc8JSj0ubIG9tPVFteEaxxkO1vHlG0TKjQ9po\nxU7UbFXIZmVu17aPQrEGWRTxq2WdXY9lQlv9IQm7pPrDjGKygtQyrlqbqOLAUk8Sc8GvQ9u+qCLW\nUo9Lm1KMK4UihWKSc1tVl1UcqAqP4SZt+ygUKRRjcDfzk6ylbgpFCkVuPdeeOS5FXykyT9r+BAUp\nhSKFomU9cWqjFWJRs1XWTmjbR6FIoWj1sWw7bXCPmj2hUKRQpFCkUPQJ8DuKyflC1EyxZq3h53E0\nlGK6h0JRfxYyqpjXss6uJylhFZNLFS0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BCy8vYkux0Jhaf+euNyw5CoEovuDXmyuelFNc\noFCM4iG0JQESIAESIAESIIEKJkChWMGDy66RAAmQAAmQAAmQQBQCFIpR6NGWBEiABEiABEiABCqY\nAIViBQ8uu0YCJEACJEACJEACUQhQKEahR1sSIAESIAESIAESqGACFIoVPLjsGgmQAAmQAAmQAAlE\nIfD/28xfPJCr9uMAAAAASUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf691f98>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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C1q+k9z69wdPIKo5u6OKsX5Fb463j9zT4iKB0jyfd47e2n+54K3/ivyeA8MbZ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\nOgBr+9kej/AivNZrJCjxCG9QVoJxQAACEEB4U74HrIJpHYC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SpUvdzWZXXHGFezyZfq0f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\npDIECBAgQIAAAQI5Bf4BOGoptrn8T8oAAAAASUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b6d8>"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Cc]left [pl]', \"Causes of death containing words 'cleft palate'/'cleft lip', CDC database 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IgARIgARIgBFFRhTZC0iABEiABEiABEggOwFGFLMzSnmHTaQvrDSWTWIyEiAB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\nYdLly66REoqzZ8+WN954Q3bs2CE33nh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       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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RTz5DRwABBBAIRIDA64DZ78Br/RQFy6cu2PbfARlVJAkQeFkOCCCAAAII+CtA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\nAz0Ez10OuNdzAAAAAElFTkSuQmCC\n",
       "text": [
        "<IPython.core.display.Image at 0xf691eb8>"
       ]
      }
     ],
     "prompt_number": 43
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ff]oreign body', \"Causes of death containing the words 'foreign body' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VDxEaIAESIAESIAESqK8EMiUUfZ2gzfIxo+hLmuVJgARIgARIgATqAwEKReNP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\noIPKju+axj7nBYs3areMTywE60QxnZGlWKgzQjH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       "text": [
        "<IPython.core.display.Image at 0xf37bda0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DKl0Fadr2HoaECwhAAAIQgAAEIFAYAgheD6lMW8C6+vcwJFxAAAIQgAAEIACBwhBA8HpI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\nJ/84JrXGJUGoTzbLz4YbVr5bUG/B6xpfuUT7rqmai6kODmq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iDj74YPP666+b0aNHm4kT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\nQIDAScDhPUGKIUCAAAECBAgQaAoMAjZcPfoJEocAAAAASUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b940>"
       ]
      }
     ],
     "prompt_number": 45
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ee]lbow', \"Causes of death containing the word 'elbow' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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37rJu3Tr56aefKng6f/784nlPyyRAAiQQIwK2BJwtOzFCS1dIgASKREAlFIvk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\nFIoUihSK/FvP7qBjIn6jttGKMQrF8lO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       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BaGIgUGw/YJkvWxrY0hCDNy6mgEDMBQi8MS8w0wtfgADICi8rvOG/7tjS4I85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\nWZQceFu3bi0vvfSS1fML3fj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Hyp49e6R3794yYcIEE/Qz7eFVy2HDhsnf/vY3s4Kuq8Y8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\nYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      }
     ],
     "prompt_number": 46
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ee]nthesopath', \"Causes of death containing the word 'enthesopathy' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hUHQhHt7W4qPwtdCCBNJDgEIxPb5kT4pAgIsIhaJLGFnih0LRhXh4W4uPwtdC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\nd+SgjSFXdroZpyx3lUpQlKUzKa3U4iO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d+F1QDfAY3xMmFoLdyI4TzgsxdnKepn3xxRde\nguDMM8+Uo48+utqd+Xxq/bdkUqqMVltjIUgnez6J27xAoWgQihCCOFtUv359+eUvf+m9pOBfeHkB\n285//OMfZeedd65Wejm+BVkZQzWaXuYSB/li4YEHHvCOJWAbul69etKrVy854ogjvMYyFqLxWalq\nCRsL+eKEsVAqL5Wu3Hnz5nln0/HZs+CFlxexpZjPp9Z/K11vWLILAZdY8OvNNZ/EaV6gUHSJENqS\nAAmQAAmQAAmQQIoJUCim2LnsGgmQAAmQAAmQAAm4EKBQdKFHWxIgARIgARIgARJIMQEKxRQ7l10j\nARIgARIgARIgARcCFIou9GhLAiRAAiRAAiRAAikmQKGYYueyayRAAiRAAiRAAiTgQuD/ATZBRcS5\nnsanAAAAAElFTkSuQmCC\n",
       "text": [
        "<IPython.core.display.Image at 0xf37bfd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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J2jgIr2XGnnvuOVmxYoUMHTrU8gyalSuBcitpKLf5uq5rVz5vndTcaojmb7/1dTtKGjx5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\nQmCC\n",
       "text": [
        "<IPython.core.display.Image at 0xf691b70>"
       ]
      }
     ],
     "prompt_number": 56
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df2 = df[~df['Cause of death'].str.contains('pedestrian')]\n",
      "plot_graphs(df2, '[Cc]onjunctivitis', \"Causes of death containing the word 'conjunctivitis' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QgKBIUFSESSKSEBR1biAo6nRiKipABagAFVAoQFAkKCrCJBFJCIo6NxAUdTox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\nP9aF9VGcfVzbpqhjt8Wvljza9vh9pLW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       "text": [
        "<IPython.core.display.Image at 0xf691f98>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Jd3ys/ed8VIAKUAEqQAWowC8KEHjjtBPCBdhw+5uX9cknn8hnn30mAwYMkBIl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lFo5O9myZIlBHPYNLZp0yYFXDzeBsAiAuoEeAFCp0+f1tMUkB4AHdzYHm1s2A1dkC+KYgZQq+9g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\nAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf37bda0>"
       ]
      }
     ],
     "prompt_number": 58
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Dd]og', \"Causes of death containing the word 'dog' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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eg3Ds0qWLzJ49Wxo0aGD+befOnTZNzjQkQAIkQAIkUFEEmkxtpa7vzoGb1e+m\nv2hrR5suXjabNDYVs7FTzDRG/xxqI62dKE2TJk1UCII89bx7926544475OSTT5Zu3brJsmXLTARx\n6NChqUr1799f+vXrJ23atFFVlC+RAAmQAAmQAAl8RsAmWmUDztaONp1r1K6YdXItm5YB6lBJh1ne\nfvttI/4gFLHEPGzYMGncuLEsWbJENmzYIAMGDEg165AhQ6R79+7Srl07m6ZmGhIgARIgARKoTAI2\nIsSGlK0dbTpXMVbMOrmWTcsgFKE4fvx4I9p8PR9//LE8+eST8tBDD8mMGTPk6aeflpUrV8qIESNS\nRejTp48MGjRI2rZt66tYtEMCJEACJEAC5U/ARoTY1NrWjjadqxgrZp1cy6ZlEIpQ7Nq1qxFsRx99\ntA1W6zSXXXaZ3HnnnWb/4ZQpU8w+RTwHDhyQzp07y9y5c6Vhw4bW+TMhCZAACZAACVQcARsRYgPJ\n1o42nasYK2adXMumZRCKUHz++edNVA8nj48//nipVauWDd4a02zZssUI0ejKm2effVbuuecec2XO\np59+Kr1795a+ffumTj2vWLFCJk6cWPByMEMSIAESIAESSDQBGxFiA8TWjjadqxgrZp1cy6ZlEIpQ\nvOqqq8z9hZ988slhWLF/sBDP6tWr5e677zb7E+vUqSMtWrSQa665xhxowbNx40aZMGGCbNu2zfwN\n9yg2b968EKaZBwmQAAmQAAlUDgEbEWJDx9aONp2rGCtmnVzLpmUQilC0Yck0JEACJEACJEACARKw\nESE21bC1o03nKsaKWSfXsmkZUCjatCLTkAAJkAAJkAAJZCVgI0JscNra0aZzFWPFrJNr2bQMQhGK\nuLZmwYIFZtkX+wXjz2233WaDmmlIgARIgARIgARKQcBGhNiU09aONp2rGCtmnVzLpmUQilDE3Ybt\n27c3dxbil1J69Oghjz/+uHTs2FE6depkg5ppSIAESIAESIAESkHARoTYlNPWjjadqxgrZp1cy6Zl\nEIpQhDDEVTR4cJchfn9579695reX7733XhvUTEMCJEACJEACJFAKAjYixKactna06VzFWDHr5Fo2\nLYNQhCKuppk6daocc8wxRiiOGjVK6tevb34Z5YEHHrBBzTQkQAIkQAIkQAKlIGAjQmzKaWtHm85V\njBWzTq5l0zIIRSguXbpUTj31VHNVzeLFi4aGsvsAACAASURBVM1/+DHpgwcPmugiHxIgARIgARIg\ngTIhYCNCbKpma0ebzlWMFbNOrmXTMghFKKazxM/p7dq1S8455xypV6+eDWqmIQESIAESIAESKAUB\nGxFiU05bO9p0rmKsmHVyLZuWQWhCcf/+/bJnzx5p2rSpDV6mIQESIAESIAESKDUBXyLExo4RPo10\nhHyJsZDthCIUcS0Ofmt5zZo10qBBA3n44YflzTfflEWLFkn//v11Dcq3SIAESIAESIAESk9AK8Rc\nRYiNHQrFqv5hw84mjaI31vrsXsTqFyNmSDRkyBA5//zzzX842DJr1ixzn2LXrl1l3rx5CjN8hQRI\ngARIgARIIAgCNoLCV5p8RFLIkT5fZXMV84oOqRKKPXv2lDlz5pjsrrzySiMU8XTp0kXmz5+vMMNX\nSIAESIAESIAEgiDgS/TZ2KFQrOoiNuxs0ig6pEooDh48WLp16yYdOnRICcWnn35acBp67NixCjN8\nhQRIgARIgARIIAgCNoLCV5p8RJKvqF3Idgyv3fbiUtEhVUJxy5YtMnr0aKlTp45s3bpVWrZsKZ98\n8on5t+bNmyvM8BUSIAESIAESqCACWmEVFyG+8GjL5ipCbOxQKNqLPlveOfqdSigiD9yZuGnTJtm+\nfbs0a9ZMTjnlFKldu7avbk07JEACJEACJFA+BLROm0LxkDA6FBWjUCxPoXjFFVeY33Q+99xz5aST\nTiqfgcqSkgAJkAAJkEApCFAo2u2zo1AsT6G4efNmeeqppwT7EuvWrSvnnXeedOzYUY499thSDD/a\nJAESIAESIIGwCVAoUihGPdSmL2jTGGEdwB7F+GjcuHGjPPPMM/LCCy+YOxURZcR/Rx99dNiDlqUj\nARIgARIgARsCWqddikMPxayPqwjRcovbYUSxPCOKUT/EAZaXXnrJRBbXr18vX/nKV+Tjjz8W/KTf\nwIED5Wtf+5pNl2UaEiABEiABEgiXgFbwUCgeEjmOEa6QeYdWNlcxrxh1qsMsv//972XZsmWyYsUK\nOf300+WCCy4wovCII44wJt566y0ZNmyYzJ07V2GSr5AACZAACZBAGREITRy4HoDR1sdVhNjYYUSx\nPCOKP/7xj404xBLzF77whYyjG3ct4mf++JAACZAACZBAoghoBQ8jiowoRh3fV19wFfOKgaqKKCry\n4SskQAIkQAIkkEwCFIp2B1O03OJihxHF8owoJnPks1YkQAIkUFgCrYYvVmW4+acXqd7jS4EQ0Aoe\nX1EkLj1Xj1xWsrhkRDGQSYLFIAESIAEFAQpFBaRyfIVCkRHFqN+G1hdCEYrjx483h1X4kAAJkAAJ\nZCdAoZjQ3hGaOGBEkRHF+FAL4R7Frl27yowZM3hXYkLnQFaLBEigMAQoFAvDMbhcKBQZUWREseZh\n+fzzz5u7E3v16iXHH3+81KpVK7hxzAKRAAmQQKkJUCiWugWKZJ9CkUKRQrHmwXXVVVfJjh07BBdu\npz9Lliwp0shktiRAAiRQXgQoFO3aS8sNuZfkIBCFIoUihaLd4GYqEiABEiCBzwloBU9JxE7ADaXl\nRqF4qBG5R7EKRClOmYf20RDnoC1bOrscc0Ne9yju379f9uzZI02bNg14ymHRSIAESKA0BLSCh0Kx\nevtouVEoUihW6zkUitUFcymF4rZt28yvrqxZs0YaNGggDz/8sLz55puyaNEi6d+/f2lmZFolARIg\ngcAIaAUPhSKFYoqAq9ixGQM2gsJXGhPtaqSrlSu7JNgJJaI4ZMgQOf/8881/vXv3llmzZsmnn34q\nOA09b948XYPyLRIgARJIOAEKRbsG1nJjRJERRUYUM4yxEK7H6dmzp8yZM8eU7sorrzRCEU+XLl1k\n/vz5djMDU5EACZBAwghoBQ8jiowoMqKYNvgZHbTbcxlKRHHw4MHSrVs36dChQ0oo4rqcpUuXytix\nYxM21bM6JEACJGBHgEKxuNwYUWREkRHFQCOKW7ZskdGjR0udOnVk69at0rJlS3NVDv6tefPmdjMD\nU5EACZBAwghQKNo1qJYbhSKFIoVioEIRxTp48KBs2rRJtm/fLs2aNZNTTjlFateubTcrMBUJkAAJ\nJJCAVvBw6bl642u5UShSKFIoBiwUV61aJS+88ILs3LlTmjRpImeddZa0b98+gVM9q0QCJEACdgS0\ngodCkUIxRcB1b55NV9We9kXeLgclbOwYmzz1rGbg2kaK/qO6R/GBBx6Q5557zpx6bty4sbzzzjuC\nX2S56KKL5LLLLlOY4SskQAIkkHwCFIp2bazlxogiI4qMKAYaUezTp49MmzZNjjrqqFQJd+3aJX37\n9hWIyEI8uMz7wQcfNAdkDhw4IK1atZLrrrtOjjvuOJP9unXrZNKkSeanBFu3bi3Dhw83S+B8SIAE\nSCAUAlrBw4giI4qMKKaNWtfIaqVGIUOJKN5www2HnW7GPYq4Nmfu3LkFmaPfe+89eeyxx+SSSy4x\nl3ojX+yJvOmmm8z+yF69esnAgQPNyeuFCxcKlsLHjBlTENvMhARIgAQKQYBC0Y6ilhsjiowoMqIY\naEQRl2rXq1dPzj33XCPiENX71a9+JY0aNZLLL7/cbmbIkeqNN96Q8ePHy3333Sdr166V6dOnm6gm\nHghH3OE4e/ZsUx48e/fu/bQoBWGmJEACJKAk0PaWZbU0r6695TzOVzFQWm5IUgp29X76RVW77h3+\nTqpdfaXR9Lf0d7RlM771UJ18pYFNra1S8A6tbC5t9JmuU/Vr1R5FRA5x2jn9qVu3ruzbty/1z9i3\nWKgHPw+4ceNGwR2Oy5YtMxHEoUOHprLHTwf269dP2rRpY/7to48+4sRbKPjMhwRIwIrAaaOXqybe\n124+1/t8pS0bKu67fCGXDTzqj2+uatePhr2daldfaWw6qrZsxrceqpOvNKHz1nLw1Rdc2qh+/fqq\nfq0SijYd0SUNflt62LBhJqKIPYoQoBs2bJABAwakssXPCnbv3l3atWvnYoppSYAESKBgBLRLqKXY\no6gtG2D4Ll/IZTOdI+T9bza9V1sfU/fdVRZ8pcnHFvc1HmobhzZS9J/ghCIOyeCgCg7QRCJw+fLl\nsnLlShkxYkSqSvj7oEGDpG3btopq8hUSIAESKD4BreDxLcRQc23ZKBQz9BOtSCqFcLHp1tr6UChW\nF2IhiljXNlL0n6CEIg60QAxi3yPuaYye9evXy5QpU8w+RTw4Fd25c2dz4KVhw4aKavIVEiABEig+\nAa0Yo1Cs3hZabqUQsaakWmFFoVhdWGm5xcVO6Ly1dfLVFypJKH744YcycuRIufTSS+Xss8+uNovg\n8Erv3r3NdTzRqecVK1bIxIkTiz/z0wIJkAAJKAloBQ+FIoViioCroFD2zWqvacWOqwixsUOheEhs\nKy8dd20jRf+xiigi8gfxhlPPhXoWL14st99+uxx55JHVspw8ebJZXsbBlgkTJgj2L7Zo0cIsT/N3\npgtFn/n4JhCyoPDNIkn2Qm5XbdlKEbWzLZs2nbMw1woeV9FnY8dmAGntuIoQGzsUiuUpFEeNGmWi\neRBmL7/8sjlkghPPWCK+8MILbbop05BARRPw5uAqmrL/yofcrtqyUShm6DdawUOheEjkOB6uCJl3\naGVzFfOKaVIVUYQgxK+m4LnmmmsEJ45POukkIx5nzpypMMNXSIAE4gS0Tts5EkLsXgmE3K7aslEo\nUihWI8BTz5+f/A4x2hmKULziiivM5da4y3DBggUybtw404969OhRsF9m8Tqb0xgJlJiA1mlTKJa4\nofI0H3K7astGoUihSKGY1gdKESnWRi5DEYr4jeXPLrSW119/3ZxKPv3002X37t3meppZs2blOZXy\ndRIgAa3TplAsr74Scrtqy0ahSKFIoUihGCegWnrev3+//Pa3v5Xjjz9eWrVqZdLjUMlf//pXOeOM\nM8prJmdpSSAAAlqn7SoUfdkJAGkQRQiZt7ZsrkLRxo5NGpRTm851HAV9PY6vyJMvOyZCpjwoG3Kk\nz1fZQokoohyvvPKKbN26VSAa48/FF18cxATNQpBAORHw5eB82Skn9sUsa8i8tWWjUCyziKJWVLkK\nCl92KBSrOqBP3jkmRVVE8a677pLVq1fLmWeeKUcccUS1LPGby3xIgATyI6B12q6REF928qt9ct8O\nmbe2bBSKFIrVCPAwCw+zfPrZk2va7tq1q9mLWK9evVyv8u8kQAIKAlqnTaGogBnQK77a1abK2rJR\nKFIoUiim9QFfy8g2dlwjxYrJRBVRxOnmOXPmSK1atRRZ8hUSqCwCWgccF302aWyo+rJjU7YkpgmZ\nt7ZsFIoUihSKFIpxAiqh+Mgjj8iOHTvk+9//vjRt2pSCMYkejnWyJqB1wBSK1ojLJqFNX/BVOW3Z\nKBQpFCkUKRRVQjH+iyt16tQ57BBLlMmSJUt8zXO0QwJBEtA6YArFIJuvoIWy6QsFLUANmWnLRqFI\noUihSKGoEoq+Ji/aIYFyJ6B1wBSK5d7Suctv0xdy51qYN7Rlo1CkUKRQpFDMWyjiJ/tw6Xb6g5/z\nu++++wozizEXEihTAloHTKFYpg2cR7Ft+kIe2Tu9qi0bhSKFIoUihaJaKO7du1f27dsn119/vUyY\nMKEauS1btsjYsWNTvwHtNIMxMQmUMQGtA6ZQLF0j27SRTWl92Slm2SgUKRQpFCkU1ULx5ZdfNr/x\nvGHDBmncuHEqHU4/N2rUSLp16ybf/OY3beYspiGBxBCwEQc2aWyA+bJjUzafaXxx8GXHhp22bBSK\nFIoUihSKaqGIF3HNIpaXr732Wpu5iWlIIPEEtA6YEcXSdQWbNrIprS87xSwbhSKFIoUihWJeQtFm\nQmIaEqgkAjbiwCaNDVNfdmzK5jONLw6+7Niw05aNQpFCkUKRQjFvofj222/LggULZNu2bSbCGH9u\nu+02mzmLaUggMQS0DpgRxdI1uU0b2ZTWl51ilo1CkUKRQpFCMW+h2K9fP2nfvr20a9dOZs6cKfil\nlscff1w6duwonTp1spmzmIYEEkPARhzYpLEBFpqduAjRls1VuCC91laSfzJRy8CVt40dmzS27aq1\nVa0v3NJIN/xsfoLNVxrUwPfvNmu5xctm/ncCeJdLuyp6tuqXWSAM586da7IbMWKEjBs3TnAieuDA\ngXLvvfcqzPAVEkguARvHY5PGhmBodigUq1rRVZAWsy+4lk/b5wrRF7S2nKP5SRAuFIpVw8aXgPNl\nx7VdFZOJSij27t1bpk6dKsccc4wRiqNGjZL69etL9+7d5YEHHlCY4SskkFwC3pyVBUKbslmYUUfs\nCiEOilk+VwHni3cxGVAoZhDzFIr6KF8hhEsSeFeaUFy6dKmceuqpcvLJJ8vixYvNf02aNJGDBw+a\n6CIfEqhkAjbiwCaNDePQ7FAoMqIY78eRMNf203QRq03HiOIh6lx6ZkQxGoBxIZvDuagiiul5rFy5\nUnbt2iXnnHOO1KtXz8Z/MQ0JJIaAN2dlQcymbBZmGFE8BM0Xb19t5MuOlhuFYprgM9E75X4+10if\nLzv51MlX1C5kO67tqhjkeQnF/fv3y549e6Rp06aKrPkKCVQGAa2Tc45qWOAsZtlco4PasqWLAwsM\naiHLpWf3iKdNu9qkQUm16ZzHnlYkJVlQaBkUQrhobYXM21fZCsG7EBFFXIszZcoUWbNmjTRo0EAe\nfvhhefPNN2XRokXSv39/m3mbaUggMQS8OSsLYsUsG4Xi4Q1iw9uiWa2SaMvmKsxt7NikoVCMoouM\nKBoSlSouQxGKQ4YMkfPPP9/8h4Mts2bNMvcpdu3aVebNm2c1aTERCSSFgNbJOUc1LIAVs2wUihSK\nmbqkts+59h8KRQrFxJ1gtolChiIUe/bsKXPmzDG98sorrzRCEU+XLl1k/vz5Fu6LSUggOQS0jpFC\nsarNXQ8w2PQcmzYK2U4xyxZvI192tO2TXjZtOuexl4Rolaug0DJwtWPSK6OkNsIqaWkKwTvHQFft\nURw8eLB069ZNOnTokBKKTz/9tOA09NixY23mEqYhgcQQ8OWsQrPjKvq09XEVLkivteUqKJJgx5W3\nloFr//HZrokQLq6CQiveXO1QKFb5Rp+8CyEUt2zZIqNHj5Y6derI1q1bpWXLlvLJJ5+Yf2vevHli\nHD4rQgI2BLSOMWkixNXRa7m5ChefgkJbp5D7gitvLQPX/uOzXdVOO+RolauA8ylctLZC5u2rbK7t\nqnB6qogi8sGdiZs2bZLt27dLs2bN5JRTTpHatWsrTPAVEkg2Aa1jDFkc2JTN1dFrubkKF5+CQlsn\nG96+0rjy1jJw7T8+25VC0XOEi0Kx/CKKyXbzrB0JuBHQOkZfjt6XHVdHr+XmKlx8CgptnXy1kY0d\nV95aBq79x2e7UihSKKa8RGgiNoSI4htvvCG/+MUv5JVXXpEPPvhAGjduLO3btxcccDnxxBPdPCxT\nk0ACCGgdo43TDjmNq6PXcnMVLj4FhbZO5dKuNsNTy8C1//hsVwpFCkUKxSyzwfr162XYsGHSuXNn\n+cY3vmEu2sadisuWLTMHWW6//XY56aSTbOYSpiGBxBDQOsaQxYFN2VwdvZabqx2fgkJbJxvevtK4\nCnMtg3JqVwpFCkUKxSwue+TIkfL1r39dLr744sPemDt3rvzpT3+SG2+8MTEOnxUhARsCWsfoy9H7\nsuPq6LXcXO1QKFb1ahvexRwP5dSuFIoUihSKWWaDSy65RB588EE5+uijD3sDv/X8wx/+UBYsWGAz\nlzANCSSGgNYB+xJwvuy4OnotN1c7+YgkX+xCtsOIYtXUVO3nHEPbl2ZzohaVitJp61OKNMYm71FU\nM3BtI4UnrvHU8/e+9z1ZuHBh1my++93vmp/x40MClUxAK3hCFgc2ZXMVcFpurnYoFKtGpw1vm3Ft\nY8cmTT51sunfFIqHWt+3uKRQrAKvFculFoqIKOI3nrM9uIj70UcftZlLmIYEEkNA6+RcnVVodlwF\nnLY+rnZ8CgptnULuC3HeNoNUy6Cc2lXttG0ifb7SuAoKn8JFa8sXu5DtuLarYpDXGFG8+uqrc2bx\n85//POc7fIEEkkxA6xhDFgc2ZXN19FpurnYoFKtGny/evuzkUyeb/s2I4qFZmxHFz5fs84n0+RKX\npRaKSXburBsJFIqA1jG6OqvQ7LgKOG19XO34FBTaOoXcF1x5axm42vHZrowofkZbG+UrhHDR2vIl\nxkK2UwjeOZyh+pdZCuVUc+WzcuVK8/vRkydPltatW6deX7dunUyaNEl27Nhh/n348OHmF2L4kECp\nCWgdY8jiwKZsro5ey83Vjk9Boa2TDW9faVx5axm42vHZrmqRlGRBoRVvhRAuWlsh8/ZVtkLwLieh\niBPUL774ouzdu1euu+66lFDEzwf26tVLBg4cKB06dDAHbFatWiVjxowptUagfRJQL+n5cvS+7Lg6\n+iQKCm2dfLWRjR22a9WkxqXnQ5M7l5659PzpZ08ovn7NmjVyxhlnyPXXXy/9+vVLCcW1a9fK9OnT\nZdq0aaaoEI5dunSR2bNnS4MGDcy/7dy5M5RqsBwVRqD9+BWqGq8edlbqvSSkQWWiOmnrU4o0sKkt\nX9LayKY+pWgjbfvEy+azXZtMbaUa4zsHbk69F1oa4ycPlU9btlKkgU1t+ULm7atsLm3UpEkTVb8O\nbukZpR40aJD0798/JRTxSzCIIA4dOjRVKfwdYrJNmzaqivIlEtAQSEJEyCaKZJMGPKN0Wm6lSAOb\n2vLZcEhamlK0kbZ94mXz2a5cev6MtnY5GA3jEoU06XmPoppBIXjncI5lIRSXLFkiGzZskAEDBqSq\nM2TIEOnevbu0a9dO4//5DgmoCGgdVtLEgU19KCiqupQNu5DTsF0Pb1e10/a1L83Gjqug0Io3VzsU\nilUd0CfvJAjF5cuXCw65jBgxIlWdPn36mMhj27ZtVQKAL5GAhgCFoj76RkFBoRgfU76jy7Dta7yq\nnbaNgPOVxlXA+RQuWlu+2IVsx7VdFY6xLCKK69evNxd/Y58ingMHDkjnzp0FvzfdsGFDRTX5Cgno\nCPhyPEmwQ6FIoUihmDavJFlQaMVbIYSL1lbIvH2VrRC8kxBRxOGV3r17S9++fVOnnlesWCETJ07U\neX++RQJKAkkQcL6WNSkUKRQpFCkUM06t3KPo76Q0heLn9yhu3LhRJkyYINu2bZMWLVqYexSbN2+u\ndP98jQR0BCgU9ct5FIoUihSKFIoUill8CyOKOqfLt0ig3AhQKFIoRn22UvsCPwAO/wDgHsXPmGiX\ngwsR4dLa8iXGQrZTCN7luPRcbuKC5U0OgUoVBzbL1RQUjCgyosiIIiOKjCgmRwGwJiSgIEChyIgi\nI4q8HzP+EWT6QxIiXK6RJy0DVztJ4e0rClkI3owoKtQBXyGBQwQoFCkUKRQpFCkUYy7B5WCKjbik\nUKyCb8POJo3C+wd5PY6i3HyFBIpCgEKRQpFCkUKRQpFCsZqD8RUdtLHDiGJRtAAzJYGsBCgUKRQp\nFCkUKRQpFCkUPyfAiCJFEwnECFAoUihSKFIoUihSKFIoUihSHJFARgIUihSKFIoUihSKFIoUihSK\nlEkkQKEYI8Drcapg2HBIWpo4B+2HUynSwKa2fK5tpD5YYLPHzFcaAPN9MMX2cIU2nS92IdtxbVeF\nFuDSswISX6kcAr4cTxLslEIcaLlR9NkLX7br4ewoFCEyG+kdgYsgNcJHaStkAeerbBSK+n7JN0mg\nEAS0QsQ1QpEEOxQU9mIs5P7DdqVQrDaXuog+reCLix0KxSr8Nuxs0igcJyOKCkh8pXIIJEHA+RIh\nFBQUivGZIep32jHk2n+QXmvLdUyonbavKJKNHdfIk40IsUmTj0iy4ZC0NK7tqnDvFIoKSHylcgj4\ncjxJsOPq6LUMXO34FBTaOrkKl2LaceWtLZurHZ/tSqHoOcKlFZhJE3029aFQrByBwpqGQUDr5EJ2\n9L7K5urotaxd7fgUFNo6+WojGzuuvLUMXO34bFcKRQrFlIcKTcRSKIYhHliKyiGgdXI2DjhpaVwd\nvZa1qx2fgkJbp5D7gitvLQNXOz7blUKRQpFCsXJ0AGtKAjUS0Dq5kB29r7K5Onota1c7PgWFtk6+\n2sjGjitvLQNXOz7blUKRQpFCkeKBBEjAENA6ORsHnLQ0ro5ey9rVDtu1anD74u3LTj51ch17FIoU\nihSKFAkkQAJ5OVNXx6N1piHbcRVwWgaudnwKCm2d2K5VE47LSWmf7UqhSKFIoUiRQAIkQKF4qA9o\nxY6ro/dlx6eg0NaJQpFC8XPhsfvz2beYByVgxfediNr6xMtm/jcv3FYzcG1Xhe/n9TgKSHylcggk\nwdH7EiEUitXFTlIEKdv18HZVO22b6018pXEVFFrx5mqHQrGqA/rkncPFUyhWjgZiTRUEKBS5ly3q\nJpXaFygUKRSrTZW+o5D5iCRfIjtkO4UQ5hSKCnXAV0jgEIFKFQc2UUgKCkYU4xOHy35D7biL9zmf\nEVx1dCfJgsJnhEtrK2TevspGoUj9QgJ+CWgdlo2wSloaCkUKRQrFtPnJlziwseMqKLTizdUOI4pV\nnconb0YU/QoNWitvAhSKXHqOenCl9gV+ABz+AaB22jYCzlcaVwHnU7hobfliF7Id13ZVuGzuUVRA\n4iuVQ6BSxYFNtJOCghFFRhQZUczoHVz2NeYTTQtZwPkqG4Vi5QgU1jQMAhSKjCgyouh2v6F2DLl+\naCC91pbNh1A8DSOKnpdCGVHk0nMYkoClIIHDCfhyPEmw4+rotQxc7fgUFNo6uQqXYtpx5a0tm6sd\nn+1KoUihmPIWoYlYRhQpZUjALwGtkwvZ0fsqm6uj17J2teNTUGjr5KuNbOy48tYycLXjs10pFCkU\nKRT9+mJaI4FgCWidnI0DTloaV0evZe1qx6eg0NYp5L7gylvLwNWOz3alUKRQpFAM1m2zYCTgl4DW\nyYXs6H2VzdXRa1m72vEpKLR18tVGNnZceWsZuNrx2a4UihSKFIp+fTGtkUCwBLROzsYBJy2Nq6PX\nsna141NQaOsUcl9w5a1l4GrHZ7tSKFIoUigG67ZZMBLwS0Dr5EJ29L7K5urotaxd7fgUFNo6+Woj\nGzuuvLUMXO34bFcKRQpFCkW/vpjWSCBYAlonZ+OAk5bG1dFrWbva8SkotHUKuS+48tYycLXjs10p\nFCkUKRSDddssGAn4JaB1ciE7el9lc3X0WtaudnwKCm2dfLWRjR1X3loGrnZ8tiuFIoUihaJfX0xr\nJBAsAa2Ts3HASUvj6ui1rF3t+BQU2jqF3BdceWsZuNrx2a4UihSKFIrBum0WjAT8EtA6uZAdva+y\nuTp6LWtXOz4FhbZOvtrIxo4rby0DVzs+25VCkUKRQtGvL6Y1EgiWgNbJ2TjgpKVxdfRa1q52fAoK\nbZ1C7guuvLUMXO34bFcKRQpFCsVg3TYLRgJ+CWidXMiO3lfZXB29lrWrHZ+CQlsnX21kY8eVt5aB\nqx2f7UqhSKFIoejXF1tZW7dunUyaNEl27NghrVu3luHDh0uzZs2s8mIiEshGQOvkbBxw0tK4Onot\na1c7PgWFtk4h9wVX3loGrnZ8tiuFIoUihWLguuHgwYPSq1cvGThwoHTo0EEWLlwoq1atkjFjxgRe\nchav3AhonVzIjt5X2VwdvZa1qx2fgkJbJ19tZGPHlbeWgasdn+1KoUihSKEYuDdfu3atTJ8+XaZN\nm2ZKCuHYpUsXmT17tjRo0MD829y5cz8NvBosXhkQGPVq01qaYo45491Uf6vUNOAUcdAyKEUa2NSW\nj+1a1fvZrp8zAI8eb/RTzQtzW9+ZmhdCS2P85KHyactWijRJ4e2rL7i0UY8ePVT9utannz0ax1jK\nd5YtW2YiiEOHDk0Vo3///tKvXz9p06aN+bc5c+YEX49SMqRtEiABEiABEiABEogI9OzZMzlCccmS\nJbJhwwYZMGBAqoWHDBki3bt3l3btC7oENwAABjBJREFU2rHVSYAESIAESIAESIAEikCgLCKKy5cv\nl5UrV8qIESNSCPr06SODBg2Stm3bFgELsyQBEiABEiABEiABEigLobh+/XqZMmWK2aeI58CBA9K5\nc2fsS5SGDRuyFUmABEiABEiABEiABIpAoCyEIg6v9O7dW/r27Zs69bxixQqZOHFiEZAwSxIgARIg\nARIgARIgARAoC6GIgm7cuFEmTJgg27ZtkxYtWph7FJs3b17UVsRy99ixY2Xy5Mnm7sboWbNmjYlu\n7tmzR770pS+ZQzaNGjUy1/bMnDmzWpn27dtn7n/88pe/LLwLsqjNVdTM8+0LKAzSzJgxQ9AHjjnm\nGHP46rTTTjPlZF8oanMVNXObvpBtzmBfKGpTFS3z/fv3y4MPPihLly41K1ytWrWS6667To477ric\n47umsc95oWhNVrSMXfpC5Ccy6YyQ+kLZCMWitXKWjBcsWCAvvvii7N2710wAkVB877335Nprr5Vx\n48ZJy5YtZf78+fLHP/5RRo8efVhOeBd7KSEejzzySN4F6bsRC2TPpi9g8rjssstk6tSpcsIJJ8jq\n1avlzjvvNMKR94IWqGFKkI1NX6hpzmBfKEEjFsAk2vSxxx6TSy65xFzRhm1QmzZtkptuuqnG8V1T\ne7MvFKBhSpCFbV9AUbPNJ6H1BQrFLB0LEYAzzjhDrr/+ehMJioQioglPPPGE3HjjjSYlbhe6/PLL\n5Wc/+5mJGsWfefPmyfvvvy9XX321aO6CLEEfp0kFAZu+ULt2bbniiisEfQD/e9euXfKjH/1IHnro\nIfYFBfNQX7HpC6+++mrWOePPf/5zzjtiQ2XBcn1O4I033pDx48fLfffdV+P43rJlS9b2rulv0X3B\nZB4+AW1fQJtmm09C0wsUijn6HU5W487GSCg+99xzgv2REJDRg6ghlp/jy9NYjsCvyWDZGssRmrsg\nwx8ClV3CfPvCPffcI++8846JOkAgfvvb35ZOnTqxLySgG+XTF/7yl79knTM2b96c847YBOBKfBUW\nLVpktkcNHjy4xvGND4NsdwLX9LfovuDEg0xABbV9Id6m6fNJaHqBQjFPobh9+3ZznyNOYR977LHy\nm9/8Rm6//Xa56667qgnFJ598Up555hm5+eabjQXeBVn+M0D6YM7VFxAhuOGGG0xEER8LI0eOlMaN\nG7MvlH9XMFdzxT8ga+oL2L+cbc7APiTeEVveHQL75ocNG2YiihjnNc31b731Vtb2rulvvC+4PPpI\nPn0h3qbp80loeoFCMU+hiNeff/55s5EZ+9A6duwov/71r+Xuu+82B1qiB8vV11xzjTnEgod3QZbH\nQK+plOmDuaa+gC0J+G3yW265RU4++WTzQfHLX/7S9JNnn32W94KWeXfIpy9gXsg2Z/zud79jXyjj\nvoAtJThYiVWlyPHXNNdDDGa7E7imv/G+4PA7Sb59Id6m6fNJaHqBQtFCKMaTvP322yZShEMK0YM9\nSTjEgP0q0cO7IMMf6LlKmEkcZOsLGOgvv/xytS0KiCpBPGKjMu8FzUU77L/n0xfSaxKfMzgvhN3O\nNZUOhxjwIxDYo37WWWep5nq0fbaxX9PfeF9w2P3Epi/E2zR9PgltXqBQdBCKO3bsMNfnXHjhhXLe\neeelcrr11lvNfY/49+jhXZBhD3RN6WoSB+l94fXXXzcn46dNm2YuhUe0AKfn8UFRv3593guqAR7w\nO/n0hXg10vsJ54WAG7mGon344YcmQHDppZfK2WefXe3NmtrU9m/lSakySm3bF+J00ueT0OYFCkUL\noQghiL1F9erVkx/84AfmkEL04PAClp3vv/9+qVu3brXcS3EXZGUMVT+1zCQOauoLjz76qNmWgGXo\no446Sq666ir56le/agrLvuCnzYplJd++UFM/YV8oVisVL9/Fixebvem49iz+4PAilhRralPbvxWv\nNszZhYBLX4jsZppPQpoXKBRdegjTkgAJkAAJkAAJkECCCVAoJrhxWTUSIAESIAESIAEScCFAoehC\nj2lJgARIgARIgARIIMEEKBQT3LisGgmQAAmQAAmQAAm4EKBQdKHHtCRAAiRAAiRAAiSQYAIUiglu\nXFaNBEiABEiABEiABFwI/D8oyrAtjmeNQgAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EHAp4F+gcrrWSqb3z0QYQ1+O1qK7rYX4Cr7YnPRlP4PVkIygDAQTCFPAu0HnG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\n",
       "text": [
        "<IPython.core.display.Image at 0xf691a58>"
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, ' war[^tf]', \"Causes of death containing the word 'war' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IDoXnXXvttWWywsEQMHE8ipryaBlnEiIa0ZTMBMIEJyidU5S2zPwIRW3ZbSdu23TYPI+l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\nCsqWd7YcufQcoFB8v0nTbPVhfm+69v1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       "text": [
        "<IPython.core.display.Image at 0x126c9828>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HdsY57Wy0Erxu7NPPAz7IgNetW1dwsYAMOd58oZWPhGkX4rQkQAIkQAIk4JoA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\nSUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0x126c9fd0>"
       ]
      }
     ],
     "prompt_number": 77
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Pp]soriasis', \"Causes of death containing the word 'psoriasis' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAiRAAiSgIlAo4aIqXHGTtn6lskdR2x6gidOmVArF6667Tj766CM599xzjVDc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\nIBMnTpStW7dK8+bNzXsUmzVrVlC7Ybl73LhxMmX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       "text": [
        "<IPython.core.display.Image at 0xf6a7710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ABCAAgQgJIJjJFkzX6hvhVI991whv7EvIACAAAQhAICoCrgkR+SRbwKOa50no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\niQDC6xNImoEABCAAAQhAAAIQcJPA/wc+gOeYcfplegAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf37bda0>"
       ]
      }
     ],
     "prompt_number": 49
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ii]ngrow', \"Cause of death by ingrowing nail in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XG3WBB+SQpgIVEDYnVykonLCpN2Je1adIvYOa6jCFovrhEpeDLqLPxSYuan6j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\nYQpFn5lnX+Ii+lxsiNqdgKYC5R5FGJY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E1157rZlRxM3C6NGjpVGjRhwL4Q8F82quzBvI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\nKITA/wPXE4XE//aSKQAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b9e8>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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P+5l/+HjX9/75Hzsl1vo6FPv/lHj23+5Yn4mnr2d0N/KKFi6rf+R5GD58eK9/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\nKWC9YKz1yjGqLcPTN3o8fT2ju5FXtHB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8f1MF42zLwFEyAAAAAElFTkSuQmCC\n",
       "text": [
        "<IPython.core.display.Image at 0x122ce1d0>"
       ]
      }
     ],
     "prompt_number": 76
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[(df['Cause of death'].str.contains('ngrow'))&(df.Deaths>0)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Cause of death</th>\n",
        "      <th>Cause of death Code</th>\n",
        "      <th>Year</th>\n",
        "      <th>Deaths</th>\n",
        "      <th>Population</th>\n",
        "      <th>Crude Rate</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>31029</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> 703.0</td>\n",
        "      <td> 1976</td>\n",
        "      <td> 1</td>\n",
        "      <td> 217615788</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31030</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> 703.0</td>\n",
        "      <td> 1977</td>\n",
        "      <td> 1</td>\n",
        "      <td> 219808632</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31032</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> 703.0</td>\n",
        "      <td> 1991</td>\n",
        "      <td> 1</td>\n",
        "      <td> 253088068</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31033</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> 703.0</td>\n",
        "      <td> 1984</td>\n",
        "      <td> 1</td>\n",
        "      <td> 235922142</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31034</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> L60.0</td>\n",
        "      <td> 2000</td>\n",
        "      <td> 1</td>\n",
        "      <td> 281421906</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31035</th>\n",
        "      <td> Ingrowing nail</td>\n",
        "      <td> L60.0</td>\n",
        "      <td> 2011</td>\n",
        "      <td> 1</td>\n",
        "      <td> 311591917</td>\n",
        "      <td> 0.0 (Unreliable)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 74,
       "text": [
        "       Cause of death Cause of death Code  Year  Deaths  Population  \\\n",
        "31029  Ingrowing nail               703.0  1976       1   217615788   \n",
        "31030  Ingrowing nail               703.0  1977       1   219808632   \n",
        "31032  Ingrowing nail               703.0  1991       1   253088068   \n",
        "31033  Ingrowing nail               703.0  1984       1   235922142   \n",
        "31034  Ingrowing nail               L60.0  2000       1   281421906   \n",
        "31035  Ingrowing nail               L60.0  2011       1   311591917   \n",
        "\n",
        "             Crude Rate  \n",
        "31029  0.0 (Unreliable)  \n",
        "31030  0.0 (Unreliable)  \n",
        "31032  0.0 (Unreliable)  \n",
        "31033  0.0 (Unreliable)  \n",
        "31034  0.0 (Unreliable)  \n",
        "31035  0.0 (Unreliable)  "
       ]
      }
     ],
     "prompt_number": 74
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ss]pacecraft', \"Causes of death containing the word 'spacecraft' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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36qMyf0reKHuobWRtmWtO6n9nx1plU8UmfNEnPB+oTGt4zljrlWK8BJ6SGPps39VXX900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\nobetTD+N6560+aCXWyXWBW9b5do1io0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       "text": [
        "<IPython.core.display.Image at 0xf37ba20>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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g7GPK/vzP/zzWtB3HTbGHaXjbl6SMjR1Nw5vkdGFSBBor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\n",
       "text": [
        "<IPython.core.display.Image at 0xf691ef0>"
       ]
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Aa]nimal', \"Causes of death containing the word 'animal' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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viUDvoYceMgsWLDCjRo3KtxnfDx482IJiue+6dOkS18eK37NQpaDoJXOmjSWJ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\nxIgRpkePHuawww6zL9rGOxXnzZtnH2S5/vrrza6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       "text": [
        "<IPython.core.display.Image at 0xf691a58>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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o2rl8do6Et3zYR8kRgYhARCAiEBGICEQEIgIlQCAS3hKAHEVEBCICEYGIQEQg\nIhARiAiUD4FIeMuHfZQcEYgIRAQiAhGBiEBEICJQAgQi4S0ByFFERCAiEBGICEQEIgIRgYhA+RCI\nhLd82EfJEYGIQEQgIhARiAhEBCICJUAgEt4SgJwkYuqmz8UBB4QLv6FR3fDGsWVEICIQEYgIRAQi\nAhGBiEAOgUh4y+QMdV99J5Xkzzu2TtU+Nv4ZAV4te/vtt8v/HzRokOjatasVmur8uJhi6Ja1T17R\ny1vWzDetVYrPZcVFjT/f31cHHMttY9dbsKoDPml0KLU/lNt2abCptLaltnWl4Vfs8UTCW2yELf2X\nmvDyauFnn31WfP755+Kwww4TvGedV/CqVwuXCYZgsatWrRItW7aUrz1Oc/G6Xl7tOGTIEPl6Wf29\n5maf1TlYFUO3rH0We0HNaus0fuFqa8Nl79698pXP8+fPl6+ztV1pcQ3tN7RdIXBIsnEp5ScR3hD5\nIW0KgY/ehymz3HEl3/npm3/lwLjYNitU/2nnfqHkVvd+Qn0mtF3W8UbCmxW5PH9XSsL7l7/8Rbz8\n8sti7Nix4qSTThJff/21eOihh8TWrVvFtGnTqpDAPIdVlJ8zCa655hpBIK9du3YqGRMnThSdO3cW\nbdu2rfK7pD6rc7Aqhm5Z+8x3QXUZMB9bp3IMR2MXLqtXrxann366U1QWXEP6RWhou3yxsNm4VPJt\nGd4Q+SFt8sXH/L2SWR3iSj7zM3T+lQPjYtmskP1mmfuFlF+d+wr1mdB2WcYaCW8W1Arwm1IR3n/8\n4x+ib9++4q677pJkV11kOy+77DJx5ZVXijZt2ohPP/1U3HPPPWLz5s0yI0r7evXqJX5+7LHHit69\newuyxuqaNGmSaNeunTzmJgvGxF+7dq3Yvn276NChgxgwYIBs+sorr4gnn3xSfP/99+Koo44SN910\nk6hb9+f65MGDB4uePXuKFStWiF27dokWLVqIq666SsybN08888wzomHDhuKII44Qd999dxULKN23\nbdsmM9bDhw8XZ555pnjkkUfk7/jN8ccfL6ZMmZL7XVKfPXr0EEOHDpW/2bNnjxzLyJEj5W+GDRsm\n8Zo9e7Zo3bq1uPHGG3Mbhr/+9a9yDDfccIM47rjjZHu1mUj6Tld+3Lhxol+/flLfH374QfTq1UuM\nGTNGdOzYUTbDdn/6059khtqmm0uW6zs9OLoUXUwAACAASURBVLvaffDBB2LGjBli9+7donHjxuLH\nH3+UmwizpAH7geHKlStlCUmXLl0kjmvWrBHffvutuOCCC+T4uGw2S7KLra3NLgrfyy+/XGJ58skn\ny4/Wr18vJk+eLDO0rvG6/EDHzDZnQnHV/UD/jW0e0F61w1dcczCtv4baOFRPfWy+2GLOW32ctv/G\nB++9917pW2DRtGlTwebWbO/yHRfOSv/Q+Tlw4EDx0ksvJcYqlz/pOLniZtb5afudDb+k+ZfkS7of\nZInpVQK4Ix745jjfZ5Vv+nJo7HLJCyG8WdZHm71c88DlMy7fX7x4sVzbWaM/+eQTcfTRR4tbbrlF\nnHLKKc64meQn1S3GRcJrzrwS/V0qwrthwwbx+9//XixcuHCfkfG60kMOOUT87ne/E5ADJiLk9Jtv\nvsmVOiR9Dol2LbZMen4HeWXSjB49WpJQMmMbN24UEGZI6IMPPihJ1NVXX51bqC699FLRv39/WX7A\n51dccYU49dRTJWEmGJsZXtpRmkH/v/3tb8WWLVtkJhvyDvlkolK3y3fmZfaJ3hdffLHUHb1HjRol\ndW/VqpW46KKL5Mbguuuuk9ggF91oe9ZZZwmCBK9+hfi7vjN1WLBggSSF2OCtt96SmfdGjRoJFlo2\nH2RrHnjgAUl0knRjU5BVDxWcXfpia2xy/fXXizPOOEOSRuzCRsUkvPQ3YsQISXohvARV/kHW2cDg\nXw8//LA49NBDnTbT7eKzr2kXHd/HHntM/P3vf5e+wUV5C/5OLbcNM0WYbH6gY5Y0NyiZCcHV9AMz\no2mbB6GEN42/prUxxE7hZNNTjQ/72WKLa97aMrzqczbFS5YsETfffLMURamW2jjr+Ptk+PRPMz8V\nLmniikkIkuLmaaedZvVXl+0oW7P5uQs/U/+kOabbJ2tM133EZSfXHKePrPJNHwuJXcR+nzzlBzYq\nkWV9tNnL9rlvDUKHJN8/8cQTZXwnyUL5IJvIc889V5ZA+vr02ak6xLhIeEtEcE0xpSK8ZEAgtnPn\nzt1npE888YT44osvxIUXXiiznxAr/froo48SP/dll3Bs+q5Vq5bs7umnnxZkcSCQ+vX222/LumJu\nKlMLKCTlyCOPlH9DWslKQ1hthPfDDz+UGV/IsLrmzJkjTjjhBJlNTEt4yQofc8wxsquZM2eKZs2a\nSfmMCYJO1puLjcTUqVNzuLLT7tatm9wZsyu2fXfwwQdXweDdd9+VJJD26N28eXNJzB599FFZhrJp\n0yaJG/KTdAOfrHqoAOQaC99Nnz69Cr6QfjYzSYRXtzvEkpMCgigX4yALziLtsplua599Tbvo4OJz\nbBzAjYsAf+edd8pNlss+NqyVH7Cg2eaG8mPauHA1/cBcDGzzIJTwpvHXtDbWCa9NT2UHG04hdtXl\nmP/NvIDsshEzS0wURiEyfPqnmZ8uwmuLK7q/2uImJyM2f3XZjlhl+x2Zbxt+SYRdj326j1cJZv/8\nI01MV78NsZMp35Sr/k4j35xzIbGLEy7fGhZCeNOujzZ/t33uiz2MPcn3idVs8kjccKEnZS6cYIT0\n6bJTdYhxkfDaZk6RPy8V4Q3J8JIlfO655yQZ0K8333wz8fMQwgvxO+igg2R3y5YtE8uXLxd/+MMf\n5LHf66+/Lj/fuXOnLGsgi6mC6KJFi/75uLafn9c2a9Ysme3s3r27lfCyw0WWrjuTlL7J7KUlvDb5\nTFb9O7BB7zp16uQgIzPOpoEAbvuOTPDjjz8uf0P2GNJIMCEDT3aHMbOrpnyCjQI7a/6Z8hU2ZLGz\n6MExlQpArrGQ0X3++eer4HvbbbfJkoskwqtjRHYXPZHFReaAMX/55ZdOm+kLrs++Ji7mtEUm//BF\niDubCtd4FS4uP8CHbXND+bFqY7ONwkTpay4GPvkhczDUX9PaWCefNj3VuGw4hdjVRXjpHzLK4sxp\ngipj0vEPkeHTn9OX0PnpIrw+OUrvpLhJaZDNj1y24zTD5X82/JIIr66/jjH/nTWmKx9JaydzjmeV\n75pzttjVpEkT73hDCG+W9dFmr6TPs8a49u3byzI+EmScwv7xj3+UiSNO99L2adqpOsS4SHhNq5To\n71IRXrJp1IiSwaXOTV3qqBHnJhPLzWt6lpR2BNOkz+mTI98XX3wx19/48eMlgYIE8f9//vOfc/Ws\nELyvvvpK1qmqbCZHQ2+88YbsQye8erDQCS+LDpPQLGmg9tDMQIZmeM0+9QlpEm7zOzJXZICp6TUv\n13dJ7kUWkiwOYyfz+dRTT8ksJOT4vvvuk4HHphsZ4ax6qD5d+oIvmXb0UBdZWsoWkgivbj/booH/\nuGym28VnXxMXE182DdSRQ3h/9atfiT59+sjsrA0zczG3+YFtbui/98nRdTUXA9s8UO1C5qDeRzFs\n7Jovamw2nNLY1YWNilOU2FCbrc+VNDJMO+u2STs/08QV0weS4ub5559v9VfX/Pz1r3/t9HPdRjp+\nPv11H4cEZY3pSn5aO+mY5SPf5Ve22MU9GWnGmxTvs66PNnslfc7JbdYYx3pN7Khfv74s41P3Xfji\nmS8WV4cYFwlviQiuKaZUhBe5PKWBQnsCN6SX7CeTlhpRCBbH8RScU+/FjWfcYEQtIo9eSvqcGkwC\nAllVbiSjfo6MJDdyKcJLVpaaqB07dsgMG0ePZPZee+01SXDJUHEDERmUEMKLbvTDo8n0C+KOjmR4\neBIDNbwQMm5o8dXwmn2mIbzIZXyXXHKJHDPHPsjmSMj1XZK7kaUi692pUyd5kxrHjQoTtQmx6UY5\nSlY9VJ8ufbEPpQBsaKilJuhhhwkTJmQmvBwLumym28VnX1+QJfuHrvizynb57BPiBxBO29wIwdX0\ng7SLAb/3zUGd8BbDxiGE14YT2UeXD9jwUJ8TS6gxZLP+3XffydMRNrpsiHX8Q2W4CG/a+ZkmrpiE\nNyluUsNrm+Ou+cnJkO13Lvx8+uuEl3Ula0xXY89njucjPwvhJf6Fjpebxiit0x+FqbBLuz7a7MW9\nJknzgI2fzfa+TT32pxRNlRbqdkrTZ3WMcZHw1gDCyxA5QuHpA0wcCCtHF5BU9RxeCvEhiUxSJhA1\nPOzwbJ+zs+YGKyYWZQmQ47PPPluSIOo7WYxZcJmQqiSBhYnjcAgdv+PmtKVLlwYRXgihynaatcb0\nR8aQmk0WQG6A4EYyLldJg9lnCNHR3eWzzz6TR/ZgRNAGUx6fxuX6znQ5jqSoi6V2t0GDBvJrbvDi\nRjueouELUFn10Mfr6mPdunUyW4D9qBkGY55UkTXDy7Ggy2amXVxtfYQX7NjoYR/96R6u8Yb6gW1u\nhOJqkp2kI3yTiOl9u+ZgEi6FtnEI4UV/G06hdk0iJu+99560J4Sa2EPmnnbmXAmV4SK8aednmrii\n+4AtbvriiWt+2mzuws+nv45xPjFdH3saO+m/y0d+FsJL1jxkDWOdZX3ltI6nHoXY2TUWm71cdswS\n40igkO3n3h/0hh+cd955Munh80NfLM6yqS90jIuE12QfJfq7lBneEg0pJ8bn+KXWJ8qLCFQKAnFu\nVYol9x1HtG3l2JZ7Vrh3hftWzKs625lkEskoThq5sZZn9pPE4TQWsl+Kq5j4RMJbCgsmyJi66fNU\nksc2/vlZtfvDVUyH3R/GH3WMCBQDAUqReHwddcnxqjwEYtysHJtSi839FZx67k+Elyd3cD+JelET\n5YqUI/KYMt7QWuyr2DEuEt5iW7AG9h8Ddw00ehxyURHg0YI855mje/7Fq/IQiHGz8myaNKLqbGce\nc0ZpI/fY8LQkau25T8X3dslCWK4UMS4S3kJYKvYREYgIRAQiAhGBiEBEICJQbRGIhLfamiYqFhGI\nCEQEIgIRgYhARCAiUAgEIuEtBIqxj4hARCAiEBGICEQEIgIRgWqLQCS81dY0UbGIQEQgIhARiAhE\nBCICEYFCIBAJbyFQjH1EBCICEYGIQEQgIhARiAhUWwQi4S2TaTZuukcc8M//hV6NG//8QoN4RQQi\nAhGBiEBEICIQEYgIpEMgEt50eBWs9dJlTVL11encDanaV3LjUjzWhdfQ8iYx821i+zuu5R6X6207\n+xu2pfBDHZNy225/s08h9S21rQupe1JfvHL79ttvF/z/oEGDRNeuXTOJrCk+WQr7VyqW1WlckfBm\nmub5/6iUhJdX7fIKTh6GrV+7du0S/fr1k6+wTXojjDnKVatWiZYtW8pXD5fzKkTw2bt3r3x97/z5\n8+WrSc2rEJPUJ0PJDG1XCMyTxlVK+UmEN0R+SJtC4KP3Yco0/b8QfphG53x90jd/y4FxmvGHtC3W\nGEpt65Cxpmlj4sJrzHl17JAhQ8SPP/4oX2hii4UuOfn6pG8MPp/1/b5Q3xfC/j7fLASWPhn7+5qT\nrz9EwluoGZGyn1ITXl4TyCsCTznllJymixcvFs8//7x8ZaCP8DKR+D2Tsnbt2ilHW9jmhQg+aLR6\n9WrrA7ULEXx8MnRUXLoUEj3buEol35bhDZEf0qaQWOn2S/L/QvlhqM75+GTo/C0HxqHjD21XjDGU\n2tahY03TTsdl4sSJonPnzrk3amXFLB+f9Oke6rO+fgrxfaHsH9ecX6yR1ucK4Q+R8BZiNmToo9SE\nt2PHjuKvf/2ruPbaa3Pa8srAs846S3z00Uc5wvvpp5+Ke+65R2zbtk0cfvjhYvjw4eLMM88U8+bN\nE88884xo2LChfNf23XffLWxtETBs2DBx2WWXidmzZ4vWrVuLG2+8Mdd+8+bNMrtw1113iTvuuEOM\nHDlStGrVSur18ccfi1tvvVVmo1X/evt69eoJPfhs3bpVTJs2TY6tbt264oYbbhDHHXfcPhZJ0kfv\n54MPPhAzZswQu3fvFo0bN5ZZDxYEShpcMpL61YXrMgYPHix69uwpVqxYIciut2jRQlx11VWyuWrH\nG2569+4tXnjhhVw3kyZNEu3atZO6JMlz6ecaVxY99d/Y7OPyCxvhVZ+DO2/6WbNmjXzbT9OmTQWL\ns44R/+2S4cJZ6T9u3Dh5uoFvI6dXr15izJgxgnnCxbvkeZ3mwIEDxUsvvZTo/z169BBDhw6V82LP\nnj3SPviyeXGSwPjWrl0rtm/fLjp06CAGDBggm2W1ne13NvyS5q9vTrzyyiviySefFN9//7046qij\nxE033STnGFcIxj47+eZOVvnmnMNOK1eulMf3Xbp0kbbCv7799lv5GlVsz+WS5yM8vnlrw8vl71n9\nxhc3H3nkEemzxPHjjz9eTJkyJTimhsYTxhuKe1xz4poTEk9CY5htHuP3kfDuszyV5oNSE17ekT12\n7Fjx6KOPyiN83pHN7rx///7ylaVkeH/66SdB+QMklzKHLVu2yN9AgCGRLNI4HRleX9uLLrpItGnT\nRlx33XWSONP+8ssvl2UELPjffPON/JwMMyR39OjREniILq805Kgtqf2BBx6YC870ecUVV8h2EHcy\n1owFgmhepj46gaLc49JLL5XvDD/jjDPE+vXrxdVXXy0X+HPOOccpI6lfG5Fk0UQOmKM7MtD/1FNP\nDSa8SbjaMHCNy6xNNomoTU81Nps9+d7lQz7Cy2ZgyZIlAn/lwk8VyVK/9fmeC2el/4IFCyTx4Sj3\nrbfeEg899JBo1KiRgAizwWJuPPDAA1WIgO7/yn8uvvhi6X+QwlGjRkk/Vps3JQt9aMNmh3a0YY6d\ndtppVt/K6pMu/Ez9XXMC3Tdu3CiOPfZYSYwefPBBuRnEZ9XYQ3zE5Qu+uZNVvuljI0aMkOQLwsvC\nyj/iC5tO4tHDDz8sY5FPHhsf2+UjvDafhHS7/D2t39jmpR43GcMtt9wi63aJ83osdMXUtPEkBPdD\nDz00rjlxzZFx1hdP8NOQGOaax5Hwlobf7iOl1ISXXfysWbPEueeeK9q3by/Y7bCQHX300eK1116T\nhPfDDz+UmVtIrbrmzJkjTjjhBJkF0Z3N1xYHZpEkI8tFFhkdIBH6tWPHDkkGICAQcTJmZPQgBknt\n9eC8YcMGMXXqVDF37lzZJdmSbt26yewoJRz6Zeqj90PWYvr06VXGDVGHoKC/S0ZSv6ZctVDS9rHH\nHhNHHnmkbMJG4qSTTpILT2iG15TnwoDvbOPyEV6bnmpsNnuG+IWOh/nfvMsdssvmw3x/u8IoRIZP\n/3fffVcSHWyLjzdv3lxQ18iG8OWXXxboAYHVyVMS4WUeHXPMMRKWmTNnimbNmu1zAxB9PPHEE6JW\nrVqy3dNPPy1PUMgu2nzLZTuXT5Its+GXpL8+R/U5YQast99+Wzz77LPyRifVzodxiJ1M+bZwnEa+\nSXh17LlBi5OlE088UYrCxpwKcaqjX0ny8iW8SXidfPLJTn9P6zckD3xxk3HaCG8h40kI7pDouOb8\n7HlxzUleG/V5GRLDXPM4El5bhC3y5+UgvO+//77MgkIoKTfgCP+dd97JEV6yQ5DFO++8Mzd6gtbO\nnTtlRkp3Nl9bFp1FixbJbC3Xm2++KZ577rkqfSshlDCcd955MpNHsIbAutqrBY02ZOLq1KmT05fM\nMaQaIq9fpj764v7GG2/ITLM+7ttuu00ebx9yyCFOGUn9mnJ1UqdjwgaErGL37t1TEV4TVxsGZKpt\n4/IRXpueamw2+4T4hYvw0j9klA0QGTlVUqPbK0SGT3+yu5QrLFy4UG64sIWaFxBSMvv88xFenxyl\nN/PqoIMOkvAtW7ZMLF++XB6vZ7Gdzydt+CUtFrr+Osb8N3Z6/fXXpc7EAMoa0Fe18409rZ3MkJtV\nvkl4dT3J7mJrFR/IWJNxb9KkiXe8+RJeG14uf0/rN2wybHFWx8VGeF0xNW08CcH9yy+/jGvO/3X8\nuOb8whf0tdFHeM0Y5oobkfAWmdjaui8H4SXDRIaDm884RmOCkd1VGd6kTKee4YUgQEYpafC1NWve\nCJbU2urZY4UNiz+lCGSSOVqkftLVXvVNlpGsGnXCviupBk99xljItt533325bsj6cAzKDX0uGb7a\nPtsRPoKSCC8ZD47JX3zxxZwu48ePl8QLkmrKc2HgGpeP8OqLe1LwsdknjV+4sGHwyKCshLvHOY3Q\n7WVmrnU/NTGyBU/KF8iyMlayTE899ZQ8tmdTiC/oMtFH93+THJr21P0RfSjVUbXljz/+uPjqq6/E\n+eefb/WtfHxSyTbx8+mvjwniozLgzEk2hfikTnh9PpLGF8z5m498l1/ZCC/3AKQZr6lv2nlrm1Om\nv6f1m5C4ie42wluMeII8G+7g5prLcc3Zd2WrqWtOSAz2xY1IeH1MqUjfl4PwktUg0L766qvyyJgM\nlk54qd/iRhKyam3btpU1vBA/biJisaZWlIwIjybztTUnJYGNvumDG7CoXaOujBouvkMmJQ0sqNQN\nutqrvtGBOrFLLrlEkkHu4kRndVxpkg4zQ6P6IdtH/RDEknpagj7jnDBhgsTIJaPQwUctDmSbuUGQ\nGlay8dz0l0R4XRi4xpUv4bXZh+yjy4dsZER9TsaHx96xOfvuu+9k9hUyyyZLt3uoDBcRJYtMBrNT\np05yk0U5gCJ0amOm66v7f1rCSxYfP6KEB99i/lHDa/OtrD7pws+nvz4mbvwgNoAH9amTJ0+WNc9p\nCG/aGKHP13zkZyG8zPnQ8XLDIJtz4pd+QepC560ivGeffbbT39P6TUjcdBHeYsQTF+GllCSuOXHN\nCU1S+GKYL25EwlskQuvrtlyEd926dTJrxlEuBFMnvOjMos+OmxpDSAc3nXBDGBfkQGW+KBtwtU0i\nghSTQ55ZMCA13FxWv3592ff9998va4iRrS5be73vzz77TJJ42hKsqU8mg21ergwvbcGFTC4ki7pa\nxs7TJSCGLhnFILzsUrmJigwjx8jYiYUxifCiu0s/17hsG4LQ4GOzT6hfJBGT9957T2ZbWbgZd58+\nfSTRNQlmqAwX4eUombo5ancbNGggZXATEzfyXHnllfvINP0/FCdqwSFDbLioTYfEqKc0ZLWd7Xcu\n/Hz66xgzDzgBAmf8kBstly5dmorw+uKJa+7kIz8L4eUkJ2S8bCjYgHIawJNm9CvNvFWE9ze/+Y3V\n37P6TUjctGV4ixFPXISXUpK45sQ1JzSW+mKYL25EwutjpkX6vpSEt0hDKGi3lBQQ/LjprCZePuJc\nEzGplDFH21aKJYWsvaYG2/fc8kKMOPpNIVC09xHXnH+Tm/CadEXCWyZrb9x0TyrJv2n8y/NzU/1w\nP2hMtorSCZ57ethhh+0HGhdWRW4I4vFY3CwVr8pDIBKXyrEpNbU80YMTl2Jf0W+Kh3Bcc2rmmhMJ\nb/HmVOw5AAGOlLlhhBcwlGIRCVCppE0o5eCGPY7u+RevykMgEpfKs2kpRhT9pjgoxzWn5q45kfAW\nZ07FXiMCEYGIQEQgIhARiAhEBKoJApHwVhNDRDUiAhGBiEBEICIQEYgIRASKg0AkvMXBNfYaEYgI\nRAQiAhGBiEBEICJQTRCIhLeaGCKqERGICEQEIgIRgYhARCAiUBwEIuEtDq6x14hARCAiEBGICEQE\nIgIRgWqCQCS8ZTIEbzs74IADgqX/67/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BSHirvYmighGBiEBEICIQEYgIRAQiAvkgEAlv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\nYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b710>"
       ]
      }
     ],
     "prompt_number": 61
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df2 = df[~df['Cause of death'].str.contains('pedestrian')]\n",
      "plot_graphs(df2, '([Aa]nimal|[Bb]ee|[Dd]og)', \"Causes of death by 'animal'/'dog'/'bee' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QASqQTwUIivlsV9YqogIWGLPYWKpk8aO1QXlCNnJY/FhsLLrBRusrRANr2WLZ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\nFt64jgAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b940>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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GV9l58+Z1HSOwM8jYgncX/YwykdAOeMd//vln13LwBsArJMWtj6zngtu4NQLUrf/tgtea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\nZkiABEiABEiABEiABLxJ4P8Ba2+sqDDUaqEAAAAASUVORK5CYII=\n",
       "text": [
        "<IPython.core.display.Image at 0xf37b6a0>"
       ]
      }
     ],
     "prompt_number": 71
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# No cats\n",
      "df2 = df[~df['Cause of death'].str.contains('[^ ]cat')]\n",
      "df2 = df2[~df2['Cause of death'].str.contains('cath')]\n",
      "df2[df2['Cause of death'].str.contains('cat')]['Cause of death'].unique()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 67,
       "text": [
        "array([u'Congenital cataract', u'Senile cataract', u'Unspecified cataract',\n",
        "       u'Congenital cataract and lens anomalies',\n",
        "       u'Defects of catalase and peroxidase',\n",
        "       u'Organic catatonic disorder', u'Narcolepsy and cataplexy',\n",
        "       u'Victim of cataclysmic storm'], dtype=object)"
       ]
      }
     ],
     "prompt_number": 67
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_graphs(df, '[Ss]yndactyl', \"Causes of death containing the word 'syndactyly' in CDC database, 1968-2012\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OI40jARLIOQEKxZwHWOuedtKmUNQS5X1BBLQ5R6EYRJK/kwAJkIA7AhSK7thm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\nCC07CsXkOpNNjGzKJOchW84FAUeCIhd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       "text": [
        "<IPython.core.display.Image at 0xf37b940>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IqAhQeFWYfU9CYfGdf9ndc37KCvJ8BBBAAAEKL2cgugCFJTpx0hNwfpKOl80hgAACKgIU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\nJhMCFF4TMVF49WOi8OqbvzJ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CFN6KIBkGAQQQQAABBBBAoJkC/xds03df7GsU\nbgAAAABJRU5ErkJggg==\n",
       "text": [
        "<IPython.core.display.Image at 0xf37bf28>"
       ]
      }
     ],
     "prompt_number": 53
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}