Disease outbreak analysis.ipynb

{
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  {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>284484.000000</td>\n",
       "      <td>284484.000000</td>\n",
       "      <td>284484.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>144727.037932</td>\n",
       "      <td>2013.503097</td>\n",
       "      <td>34.732396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>83406.850454</td>\n",
       "      <td>2.871560</td>\n",
       "      <td>22.240912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>72441.750000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>144916.500000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>34.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>217301.250000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>54.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>288422.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>78.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id    report_year            age\n",
       "count  284484.000000  284484.000000  284484.000000\n",
       "mean   144727.037932    2013.503097      34.732396\n",
       "std     83406.850454       2.871560      22.240912\n",
       "min         1.000000    2009.000000       0.000000\n",
       "25%     72441.750000    2011.000000      14.000000\n",
       "50%    144916.500000    2013.000000      34.000000\n",
       "75%    217301.250000    2016.000000      54.000000\n",
       "max    288422.000000    2018.000000      78.000000"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "diseas = pd.read_csv('disease_data.csv')\n",
    "diseas.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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   "outputs": [
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     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>state</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>serotype</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rivers</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>null serotype</td>\n",
       "      <td>alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>Ebonyi</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>32</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ogun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>24</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ondo</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>63</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Male</td>\n",
       "      <td>Oyo</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2017</td>\n",
       "      <td>9</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2626</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>3</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2729</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>21</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5234</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>153</td>\n",
       "      <td>Female</td>\n",
       "      <td>Taraba</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>47</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Female</td>\n",
       "      <td>Osun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>15</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Female</td>\n",
       "      <td>Niger</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>17</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Male</td>\n",
       "      <td>Cross River</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2012</td>\n",
       "      <td>50</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6048</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>7238</td>\n",
       "      <td>Male</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>50</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ebonyi</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>59</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Female</td>\n",
       "      <td>Imo</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>2</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Male</td>\n",
       "      <td>Ebonyi</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>49</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>48</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Female</td>\n",
       "      <td>Niger</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2010</td>\n",
       "      <td>30</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>184</td>\n",
       "      <td>Female</td>\n",
       "      <td>Sokoto</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>5</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7390</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>61</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rivers</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>14</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Female</td>\n",
       "      <td>Delta</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>41</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Male</td>\n",
       "      <td>Ogun</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>59</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9875</td>\n",
       "      <td>Male</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>45</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>11947</td>\n",
       "      <td>Female</td>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>30</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>378</td>\n",
       "      <td>Female</td>\n",
       "      <td>Nasarawa</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>42</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Female</td>\n",
       "      <td>Kwara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Male</td>\n",
       "      <td>Cross River</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>16</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>384</td>\n",
       "      <td>Female</td>\n",
       "      <td>Jigawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>31</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284454</th>\n",
       "      <td>288393</td>\n",
       "      <td>Male</td>\n",
       "      <td>Ogun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284455</th>\n",
       "      <td>281343</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>75</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284456</th>\n",
       "      <td>288395</td>\n",
       "      <td>Female</td>\n",
       "      <td>Anambra</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284457</th>\n",
       "      <td>281587</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>68</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284458</th>\n",
       "      <td>288095</td>\n",
       "      <td>Male</td>\n",
       "      <td>Nasarawa</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284459</th>\n",
       "      <td>288398</td>\n",
       "      <td>Female</td>\n",
       "      <td>Kwara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>8</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284460</th>\n",
       "      <td>288399</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ogun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>47</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284461</th>\n",
       "      <td>288400</td>\n",
       "      <td>Male</td>\n",
       "      <td>Oyo</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>13</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284462</th>\n",
       "      <td>288109</td>\n",
       "      <td>Male</td>\n",
       "      <td>Kano</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284463</th>\n",
       "      <td>288402</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rivers</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2012</td>\n",
       "      <td>44</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284464</th>\n",
       "      <td>288403</td>\n",
       "      <td>Male</td>\n",
       "      <td>Ogun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>68</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284465</th>\n",
       "      <td>288404</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ebonyi</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284466</th>\n",
       "      <td>288405</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ondo</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>60</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284467</th>\n",
       "      <td>288406</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ondo</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>10</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284468</th>\n",
       "      <td>283037</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>56</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284469</th>\n",
       "      <td>288144</td>\n",
       "      <td>Female</td>\n",
       "      <td>Gombe</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284470</th>\n",
       "      <td>288166</td>\n",
       "      <td>Female</td>\n",
       "      <td>Kaduna</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284471</th>\n",
       "      <td>285812</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>5</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284472</th>\n",
       "      <td>288411</td>\n",
       "      <td>Female</td>\n",
       "      <td>Osun</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>43</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284473</th>\n",
       "      <td>288251</td>\n",
       "      <td>Female</td>\n",
       "      <td>Kaduna</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284474</th>\n",
       "      <td>288413</td>\n",
       "      <td>Male</td>\n",
       "      <td>Oyo</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284475</th>\n",
       "      <td>288292</td>\n",
       "      <td>Female</td>\n",
       "      <td>Katsina</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284476</th>\n",
       "      <td>286103</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284477</th>\n",
       "      <td>288416</td>\n",
       "      <td>Female</td>\n",
       "      <td>Ondo</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>42</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284478</th>\n",
       "      <td>287242</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284479</th>\n",
       "      <td>288418</td>\n",
       "      <td>Female</td>\n",
       "      <td>Cross River</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2012</td>\n",
       "      <td>67</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284480</th>\n",
       "      <td>288419</td>\n",
       "      <td>Female</td>\n",
       "      <td>Kwara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284481</th>\n",
       "      <td>288370</td>\n",
       "      <td>Male</td>\n",
       "      <td>Benue</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>48</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284482</th>\n",
       "      <td>288379</td>\n",
       "      <td>Female</td>\n",
       "      <td>Sokoto</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>71</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284483</th>\n",
       "      <td>288381</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sokoto</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>26</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284484 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  gender        state settlement  report_year  age  \\\n",
       "0            1  Female       Rivers      Rural         2018   32   \n",
       "1            2    Male       Ebonyi      Rural         2017   32   \n",
       "2            3  Female         Ogun      Urban         2012   24   \n",
       "3            4  Female         Ondo      Rural         2010   63   \n",
       "4            5    Male          Oyo      Urban         2017    9   \n",
       "5         2626  Female      Adamawa      Rural         2009    3   \n",
       "6         2729  Female      Adamawa      Rural         2009   21   \n",
       "7         5234  Female      Adamawa      Rural         2009    6   \n",
       "8          153  Female       Taraba      Rural         2009   47   \n",
       "9           10  Female         Osun      Urban         2014   15   \n",
       "10          11  Female        Niger      Urban         2015   17   \n",
       "11          12    Male  Cross River      Rural         2012   50   \n",
       "12        6048  Female      Adamawa      Rural         2009    2   \n",
       "13        7238    Male      Adamawa      Rural         2009   50   \n",
       "14          15  Female       Ebonyi      Urban         2011   59   \n",
       "15          16  Female          Imo      Urban         2012    2   \n",
       "16          17    Male       Ebonyi      Urban         2015   49   \n",
       "17          18    Male         Abia      Urban         2011   48   \n",
       "18          19  Female        Niger      Urban         2010   30   \n",
       "19         184  Female       Sokoto      Urban         2009    5   \n",
       "20        7390  Female      Adamawa      Rural         2009   61   \n",
       "21          22  Female       Rivers      Urban         2011   14   \n",
       "22          23  Female        Delta      Rural         2016   41   \n",
       "23          24    Male         Ogun      Rural         2009   59   \n",
       "24        9875    Male      Adamawa      Rural         2009   45   \n",
       "25       11947  Female      Adamawa      Rural         2009   30   \n",
       "26         378  Female     Nasarawa      Urban         2009   42   \n",
       "27          28  Female        Kwara      Urban         2016    7   \n",
       "28          29    Male  Cross River      Urban         2015   16   \n",
       "29         384  Female       Jigawa      Rural         2009   31   \n",
       "...        ...     ...          ...        ...          ...  ...   \n",
       "284454  288393    Male         Ogun      Urban         2018   69   \n",
       "284455  281343    Male      Zamfara      Urban         2018   75   \n",
       "284456  288395  Female      Anambra      Rural         2014    6   \n",
       "284457  281587    Male      Zamfara      Urban         2018   68   \n",
       "284458  288095    Male     Nasarawa      Rural         2018   69   \n",
       "284459  288398  Female        Kwara      Rural         2009    8   \n",
       "284460  288399  Female         Ogun      Urban         2014   47   \n",
       "284461  288400    Male          Oyo      Rural         2018   13   \n",
       "284462  288109    Male         Kano      Urban         2018   22   \n",
       "284463  288402  Female       Rivers      Rural         2012   44   \n",
       "284464  288403    Male         Ogun      Urban         2011   68   \n",
       "284465  288404  Female       Ebonyi      Urban         2012    2   \n",
       "284466  288405  Female         Ondo      Rural         2017   60   \n",
       "284467  288406  Female         Ondo      Rural         2016   10   \n",
       "284468  283037  Female      Zamfara      Urban         2018   56   \n",
       "284469  288144  Female        Gombe      Rural         2018    3   \n",
       "284470  288166  Female       Kaduna      Urban         2018    8   \n",
       "284471  285812  Female      Zamfara      Urban         2018    5   \n",
       "284472  288411  Female         Osun      Urban         2009   43   \n",
       "284473  288251  Female       Kaduna      Urban         2018   14   \n",
       "284474  288413    Male          Oyo      Urban         2009    1   \n",
       "284475  288292  Female      Katsina      Rural         2018   77   \n",
       "284476  286103  Female      Zamfara      Urban         2018    6   \n",
       "284477  288416  Female         Ondo      Urban         2015   42   \n",
       "284478  287242    Male      Zamfara      Urban         2018   18   \n",
       "284479  288418  Female  Cross River      Rural         2012   67   \n",
       "284480  288419  Female        Kwara      Urban         2009   64   \n",
       "284481  288370    Male        Benue      Urban         2018   48   \n",
       "284482  288379  Female       Sokoto      Urban         2018   71   \n",
       "284483  288381    Male       Sokoto      Rural         2018   26   \n",
       "\n",
       "                           disease                              serotype  \\\n",
       "0                          Cholera                         null serotype   \n",
       "1                    Marburg Virus                                  Null   \n",
       "2                    Marburg Virus                                  Null   \n",
       "3                          Measles                                  Null   \n",
       "4                     Rubella Mars                                  Null   \n",
       "5                          Cholera                                  Null   \n",
       "6                     Yellow Fever                                  Null   \n",
       "7                          Measles                                  Null   \n",
       "8                    Marburg Virus                                  Null   \n",
       "9                    Marburg Virus                                  Null   \n",
       "10                         Cholera                                  Null   \n",
       "11                       Diarrhoea                                  Null   \n",
       "12                         Measles                                  Null   \n",
       "13                         Measles                                  Null   \n",
       "14                      Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "15                      Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "16                      Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "17                      Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "18                         Cholera                                  Null   \n",
       "19                         Malaria                                  Null   \n",
       "20                         Cholera                                  Null   \n",
       "21                         Malaria                                  Null   \n",
       "22                         Measles                                  Null   \n",
       "23                       Diarrhoea                                  Null   \n",
       "24                    Yellow Fever                                  Null   \n",
       "25                         Measles                                  Null   \n",
       "26      Viral Haemmorrhaphic Fever                                  Null   \n",
       "27      Viral Haemmorrhaphic Fever                                  Null   \n",
       "28                   Marburg Virus                                  Null   \n",
       "29                           Ebola                                  Null   \n",
       "...                            ...                                   ...   \n",
       "284454                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "284455                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "284456               Marburg Virus                                  Null   \n",
       "284457                   Diarrhoea                                  Null   \n",
       "284458               Marburg Virus                                  Null   \n",
       "284459                   Diarrhoea                                  Null   \n",
       "284460                       Ebola                                  Null   \n",
       "284461                       Ebola                                  Null   \n",
       "284462  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284463  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284464  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284465                Rubella Mars                                  Null   \n",
       "284466                Yellow Fever                                  Null   \n",
       "284467  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284468                   Diarrhoea                                  Null   \n",
       "284469  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284470                       Ebola                                  Null   \n",
       "284471                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "284472                Yellow Fever                                  Null   \n",
       "284473                       Ebola                                  Null   \n",
       "284474                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "284475                       Ebola                                  Null   \n",
       "284476                     Measles                                  Null   \n",
       "284477  Viral Haemmorrhaphic Fever                                  Null   \n",
       "284478                Rubella Mars                                  Null   \n",
       "284479                       Ebola                                  Null   \n",
       "284480                       Ebola                                  Null   \n",
       "284481                     Malaria                                  Null   \n",
       "284482                       Ebola                                  Null   \n",
       "284483                       Ebola                                  Null   \n",
       "\n",
       "       health_status  \n",
       "0              alive  \n",
       "1              Alive  \n",
       "2               Dead  \n",
       "3              Alive  \n",
       "4              Alive  \n",
       "5              Alive  \n",
       "6               Dead  \n",
       "7              Alive  \n",
       "8              Alive  \n",
       "9              Alive  \n",
       "10             Alive  \n",
       "11             Alive  \n",
       "12             Alive  \n",
       "13             Alive  \n",
       "14              Dead  \n",
       "15             Alive  \n",
       "16              Dead  \n",
       "17              Dead  \n",
       "18              Dead  \n",
       "19             Alive  \n",
       "20              Dead  \n",
       "21             Alive  \n",
       "22             Alive  \n",
       "23              Dead  \n",
       "24              Dead  \n",
       "25              Dead  \n",
       "26             Alive  \n",
       "27              Dead  \n",
       "28             Alive  \n",
       "29             Alive  \n",
       "...              ...  \n",
       "284454         Alive  \n",
       "284455         Alive  \n",
       "284456          Dead  \n",
       "284457         Alive  \n",
       "284458         Alive  \n",
       "284459          Dead  \n",
       "284460         Alive  \n",
       "284461         Alive  \n",
       "284462         Alive  \n",
       "284463          Dead  \n",
       "284464         Alive  \n",
       "284465          Dead  \n",
       "284466         Alive  \n",
       "284467         Alive  \n",
       "284468          Dead  \n",
       "284469          Dead  \n",
       "284470          Dead  \n",
       "284471         Alive  \n",
       "284472          Dead  \n",
       "284473          Dead  \n",
       "284474          Dead  \n",
       "284475          Dead  \n",
       "284476         Alive  \n",
       "284477          Dead  \n",
       "284478          Dead  \n",
       "284479          Dead  \n",
       "284480          Dead  \n",
       "284481          Dead  \n",
       "284482          Dead  \n",
       "284483         Alive  \n",
       "\n",
       "[284484 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diseas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>state</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>serotype</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>147915</th>\n",
       "      <td>150692</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>36</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>26975</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>67</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177437</th>\n",
       "      <td>180776</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>19</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177438</th>\n",
       "      <td>180777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116635</th>\n",
       "      <td>118815</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>44</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116629</th>\n",
       "      <td>118809</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>72</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26492</th>\n",
       "      <td>27007</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>29</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116597</th>\n",
       "      <td>118777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>14</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177494</th>\n",
       "      <td>180833</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>23</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116594</th>\n",
       "      <td>118774</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>66</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116581</th>\n",
       "      <td>118761</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>54</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26456</th>\n",
       "      <td>26971</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116575</th>\n",
       "      <td>118755</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>39</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116533</th>\n",
       "      <td>118712</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26543</th>\n",
       "      <td>27058</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116523</th>\n",
       "      <td>118702</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>18</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116513</th>\n",
       "      <td>118692</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>28</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116502</th>\n",
       "      <td>118681</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116498</th>\n",
       "      <td>118677</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>34</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26583</th>\n",
       "      <td>27098</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>20</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233718</th>\n",
       "      <td>237657</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177598</th>\n",
       "      <td>180940</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>18</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177613</th>\n",
       "      <td>180955</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116546</th>\n",
       "      <td>118725</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177426</th>\n",
       "      <td>180765</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>51</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group C (NmC)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253838</th>\n",
       "      <td>257777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116708</th>\n",
       "      <td>118889</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>71</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26189</th>\n",
       "      <td>26700</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116973</th>\n",
       "      <td>119162</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>21</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233907</th>\n",
       "      <td>237846</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81457</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81456</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276057</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276058</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276059</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276060</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81393</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276054</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276034</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276032</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276029</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276000</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173080</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276003</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81764</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276006</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276009</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173105</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276012</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232832</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81716</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276016</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240172</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266620</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276019</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276020</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276026</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276028</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81369</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271472</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284484 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  gender    state settlement  report_year  age  \\\n",
       "147915  150692    Male     Abia      Urban         2012   36   \n",
       "26460    26975    Male     Abia      Urban         2009   67   \n",
       "177437  180776  Female     Abia      Rural         2017   19   \n",
       "177438  180777  Female     Abia      Rural         2015    2   \n",
       "116635  118815    Male     Abia      Urban         2016   44   \n",
       "116629  118809  Female     Abia      Rural         2018   72   \n",
       "26492    27007  Female     Abia      Rural         2018   29   \n",
       "116597  118777  Female     Abia      Rural         2017   14   \n",
       "177494  180833  Female     Abia      Urban         2013   23   \n",
       "116594  118774  Female     Abia      Urban         2016   66   \n",
       "116581  118761  Female     Abia      Urban         2013   54   \n",
       "26456    26971  Female     Abia      Urban         2013   52   \n",
       "116575  118755    Male     Abia      Rural         2011   39   \n",
       "116533  118712  Female     Abia      Urban         2015   11   \n",
       "26543    27058    Male     Abia      Rural         2018   73   \n",
       "116523  118702  Female     Abia      Rural         2017   18   \n",
       "116513  118692  Female     Abia      Rural         2016   28   \n",
       "116502  118681  Female     Abia      Rural         2011    2   \n",
       "116498  118677  Female     Abia      Urban         2009   34   \n",
       "26583    27098  Female     Abia      Rural         2011   20   \n",
       "233718  237657    Male     Abia      Urban         2013    8   \n",
       "177598  180940  Female     Abia      Rural         2016   18   \n",
       "177613  180955  Female     Abia      Rural         2013   73   \n",
       "116546  118725  Female     Abia      Urban         2014    1   \n",
       "177426  180765    Male     Abia      Urban         2018   51   \n",
       "253838  257777  Female     Abia      Rural         2011    8   \n",
       "116708  118889    Male     Abia      Urban         2014   71   \n",
       "26189    26700  Female     Abia      Urban         2010   27   \n",
       "116973  119162    Male     Abia      Rural         2015   21   \n",
       "233907  237846  Female     Abia      Rural         2010   69   \n",
       "...        ...     ...      ...        ...          ...  ...   \n",
       "81457   252622    Male  Zamfara      Rural         2011   28   \n",
       "81456   252613    Male  Zamfara      Urban         2011   28   \n",
       "276057  251652    Male  Zamfara      Rural         2018   24   \n",
       "276058  253018  Female  Zamfara      Rural         2018   54   \n",
       "276059  253871    Male  Zamfara      Rural         2018   33   \n",
       "276060  256299  Female  Zamfara      Rural         2018   24   \n",
       "81393   251986  Female  Zamfara      Rural         2011    3   \n",
       "276054  249313    Male  Zamfara      Rural         2018   69   \n",
       "276034  243140  Female  Zamfara      Rural         2018   14   \n",
       "276032  237268  Female  Zamfara      Rural         2018   46   \n",
       "276029  234719    Male  Zamfara      Rural         2018    2   \n",
       "276000  223507    Male  Zamfara      Rural         2018   49   \n",
       "173080   28589  Female  Zamfara      Rural         2015   75   \n",
       "276003  226617  Female  Zamfara      Rural         2018   41   \n",
       "81764   255920  Female  Zamfara      Urban         2011    2   \n",
       "276006  230037    Male  Zamfara      Rural         2018   55   \n",
       "276009  230238  Female  Zamfara      Rural         2018   18   \n",
       "173105   28795    Male  Zamfara      Urban         2015   54   \n",
       "276012  231493  Female  Zamfara      Rural         2018   19   \n",
       "232832   54688  Female  Zamfara      Rural         2017   50   \n",
       "81716   255465  Female  Zamfara      Rural         2011    7   \n",
       "276016  231680    Male  Zamfara      Rural         2018   54   \n",
       "240172  128822  Female  Zamfara      Rural         2017   36   \n",
       "266620  106955    Male  Zamfara      Rural         2018   34   \n",
       "276019  233257    Male  Zamfara      Rural         2018    6   \n",
       "276020  233816  Female  Zamfara      Rural         2018   31   \n",
       "276026  233901  Female  Zamfara      Rural         2018   22   \n",
       "276028  234334    Male  Zamfara      Rural         2018   32   \n",
       "81369   251693  Female  Zamfara      Urban         2011   53   \n",
       "271472  108040  Female  Zamfara      Rural         2013   63   \n",
       "\n",
       "                           disease                              serotype  \\\n",
       "147915                   Diarrhoea                                  Null   \n",
       "26460                      Cholera                                  Null   \n",
       "177437                   Diarrhoea                                  Null   \n",
       "177438                     Cholera                                  Null   \n",
       "116635                     Malaria                                  Null   \n",
       "116629                   Diarrhoea                                  Null   \n",
       "26492                 Yellow Fever                                  Null   \n",
       "116597                     Malaria                                  Null   \n",
       "177494                     Malaria                                  Null   \n",
       "116594  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116581               Marburg Virus                                  Null   \n",
       "26456                Marburg Virus                                  Null   \n",
       "116575                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "116533                     Measles                                  Null   \n",
       "26543   Viral Haemmorrhaphic Fever                                  Null   \n",
       "116523                       Ebola                                  Null   \n",
       "116513                Yellow Fever                                  Null   \n",
       "116502                Yellow Fever                                  Null   \n",
       "116498                       Ebola                                  Null   \n",
       "26583                 Yellow Fever                                  Null   \n",
       "233718                   Diarrhoea                                  Null   \n",
       "177598                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "177613  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116546                   Diarrhoea                                  Null   \n",
       "177426                  Meningitis  Neisseria meningitidis group C (NmC)   \n",
       "253838  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116708                     Measles                                  Null   \n",
       "26189                      Malaria                                  Null   \n",
       "116973               Marburg Virus                                  Null   \n",
       "233907                Yellow Fever                                  Null   \n",
       "...                            ...                                   ...   \n",
       "81457                        Ebola                                  Null   \n",
       "81456   Viral Haemmorrhaphic Fever                                  Null   \n",
       "276057                Rubella Mars                                  Null   \n",
       "276058                   Diarrhoea                                  Null   \n",
       "276059                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "276060                   Diarrhoea                                  Null   \n",
       "81393   Viral Haemmorrhaphic Fever                                  Null   \n",
       "276054                Yellow Fever                                  Null   \n",
       "276034                     Measles                                  Null   \n",
       "276032                Rubella Mars                                  Null   \n",
       "276029                Rubella Mars                                  Null   \n",
       "276000                Rubella Mars                                  Null   \n",
       "173080                       Ebola                                  Null   \n",
       "276003                   Diarrhoea                                  Null   \n",
       "81764                Marburg Virus                                  Null   \n",
       "276006                Yellow Fever                                  Null   \n",
       "276009                   Diarrhoea                                  Null   \n",
       "173105                       Ebola                                  Null   \n",
       "276012                     Measles                                  Null   \n",
       "232832               Marburg Virus                                  Null   \n",
       "81716                        Ebola                                  Null   \n",
       "276016                     Cholera                                  Null   \n",
       "240172  Viral Haemmorrhaphic Fever                                  Null   \n",
       "266620                     Malaria                                  Null   \n",
       "276019                     Measles                                  Null   \n",
       "276020                     Measles                                  Null   \n",
       "276026                Rubella Mars                                  Null   \n",
       "276028                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "81369                      Malaria                                  Null   \n",
       "271472                   Diarrhoea                                  Null   \n",
       "\n",
       "       health_status  \n",
       "147915         Alive  \n",
       "26460           Dead  \n",
       "177437          Dead  \n",
       "177438         Alive  \n",
       "116635          Dead  \n",
       "116629         Alive  \n",
       "26492           Dead  \n",
       "116597         Alive  \n",
       "177494         Alive  \n",
       "116594          Dead  \n",
       "116581         Alive  \n",
       "26456          Alive  \n",
       "116575          Dead  \n",
       "116533         Alive  \n",
       "26543          Alive  \n",
       "116523          Dead  \n",
       "116513         Alive  \n",
       "116502          Dead  \n",
       "116498         Alive  \n",
       "26583          Alive  \n",
       "233718          Dead  \n",
       "177598          Dead  \n",
       "177613         Alive  \n",
       "116546          Dead  \n",
       "177426          Dead  \n",
       "253838         Alive  \n",
       "116708         Alive  \n",
       "26189           Dead  \n",
       "116973          Dead  \n",
       "233907          Dead  \n",
       "...              ...  \n",
       "81457          Alive  \n",
       "81456          Alive  \n",
       "276057         Alive  \n",
       "276058         Alive  \n",
       "276059         Alive  \n",
       "276060          Dead  \n",
       "81393           Dead  \n",
       "276054         Alive  \n",
       "276034         Alive  \n",
       "276032         Alive  \n",
       "276029          Dead  \n",
       "276000         Alive  \n",
       "173080          Dead  \n",
       "276003          Dead  \n",
       "81764           Dead  \n",
       "276006          Dead  \n",
       "276009          Dead  \n",
       "173105         Alive  \n",
       "276012          Dead  \n",
       "232832          Dead  \n",
       "81716          Alive  \n",
       "276016          Dead  \n",
       "240172          Dead  \n",
       "266620          Dead  \n",
       "276019          Dead  \n",
       "276020         Alive  \n",
       "276026         Alive  \n",
       "276028         Alive  \n",
       "81369           Dead  \n",
       "271472          Dead  \n",
       "\n",
       "[284484 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diseas.sort_values('state')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Niger                        7842\n",
       "Ondo                         7835\n",
       "Kano                         7822\n",
       "Bayelsa                      7797\n",
       "Imo                          7783\n",
       "Benue                        7776\n",
       "Kebbi                        7764\n",
       "Yobe                         7760\n",
       "Kaduna                       7754\n",
       "Ebonyi                       7747\n",
       "Nasarawa                     7728\n",
       "Kwara                        7726\n",
       "Osun                         7726\n",
       "Oyo                          7724\n",
       "Enugu                        7722\n",
       "Anambra                      7710\n",
       "Jigawa                       7704\n",
       "Abia                         7697\n",
       "Sokoto                       7691\n",
       "Adamawa                      7688\n",
       "Delta                        7678\n",
       "Bauchi                       7665\n",
       "Federal Capital Territory    7663\n",
       "Kogi                         7662\n",
       "Ogun                         7661\n",
       "Lagos                        7659\n",
       "Gombe                        7657\n",
       "Rivers                       7642\n",
       "Zamfara                      7632\n",
       "Akwa Ibom                    7621\n",
       "Katsina                      7599\n",
       "Edo                          7596\n",
       "Borno                        7564\n",
       "Taraba                       7560\n",
       "Ekiti                        7560\n",
       "Plateau                      7545\n",
       "Cross River                  7524\n",
       "Name: state, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dis = diseas['state'].value_counts()\n",
    "dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>state</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>serotype</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>147915</th>\n",
       "      <td>150692</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>36</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>26975</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>67</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177437</th>\n",
       "      <td>180776</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>19</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177438</th>\n",
       "      <td>180777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116635</th>\n",
       "      <td>118815</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>44</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116629</th>\n",
       "      <td>118809</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>72</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26492</th>\n",
       "      <td>27007</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>29</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116597</th>\n",
       "      <td>118777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>14</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177494</th>\n",
       "      <td>180833</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>23</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116594</th>\n",
       "      <td>118774</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>66</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116581</th>\n",
       "      <td>118761</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>54</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26456</th>\n",
       "      <td>26971</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116575</th>\n",
       "      <td>118755</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>39</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116533</th>\n",
       "      <td>118712</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26543</th>\n",
       "      <td>27058</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116523</th>\n",
       "      <td>118702</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>18</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116513</th>\n",
       "      <td>118692</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>28</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116502</th>\n",
       "      <td>118681</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116498</th>\n",
       "      <td>118677</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>34</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26583</th>\n",
       "      <td>27098</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>20</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233718</th>\n",
       "      <td>237657</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177598</th>\n",
       "      <td>180940</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>18</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177613</th>\n",
       "      <td>180955</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116546</th>\n",
       "      <td>118725</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177426</th>\n",
       "      <td>180765</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>51</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group C (NmC)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253838</th>\n",
       "      <td>257777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116708</th>\n",
       "      <td>118889</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>71</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26189</th>\n",
       "      <td>26700</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116973</th>\n",
       "      <td>119162</td>\n",
       "      <td>Male</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>21</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233907</th>\n",
       "      <td>237846</td>\n",
       "      <td>Female</td>\n",
       "      <td>Abia</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81457</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81456</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276057</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276058</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276059</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276060</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81393</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276054</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276034</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276032</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276029</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276000</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173080</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276003</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81764</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276006</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276009</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173105</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276012</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232832</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81716</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276016</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240172</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266620</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276019</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276020</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276026</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276028</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81369</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271472</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284484 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  gender    state settlement  report_year  age  \\\n",
       "147915  150692    Male     Abia      Urban         2012   36   \n",
       "26460    26975    Male     Abia      Urban         2009   67   \n",
       "177437  180776  Female     Abia      Rural         2017   19   \n",
       "177438  180777  Female     Abia      Rural         2015    2   \n",
       "116635  118815    Male     Abia      Urban         2016   44   \n",
       "116629  118809  Female     Abia      Rural         2018   72   \n",
       "26492    27007  Female     Abia      Rural         2018   29   \n",
       "116597  118777  Female     Abia      Rural         2017   14   \n",
       "177494  180833  Female     Abia      Urban         2013   23   \n",
       "116594  118774  Female     Abia      Urban         2016   66   \n",
       "116581  118761  Female     Abia      Urban         2013   54   \n",
       "26456    26971  Female     Abia      Urban         2013   52   \n",
       "116575  118755    Male     Abia      Rural         2011   39   \n",
       "116533  118712  Female     Abia      Urban         2015   11   \n",
       "26543    27058    Male     Abia      Rural         2018   73   \n",
       "116523  118702  Female     Abia      Rural         2017   18   \n",
       "116513  118692  Female     Abia      Rural         2016   28   \n",
       "116502  118681  Female     Abia      Rural         2011    2   \n",
       "116498  118677  Female     Abia      Urban         2009   34   \n",
       "26583    27098  Female     Abia      Rural         2011   20   \n",
       "233718  237657    Male     Abia      Urban         2013    8   \n",
       "177598  180940  Female     Abia      Rural         2016   18   \n",
       "177613  180955  Female     Abia      Rural         2013   73   \n",
       "116546  118725  Female     Abia      Urban         2014    1   \n",
       "177426  180765    Male     Abia      Urban         2018   51   \n",
       "253838  257777  Female     Abia      Rural         2011    8   \n",
       "116708  118889    Male     Abia      Urban         2014   71   \n",
       "26189    26700  Female     Abia      Urban         2010   27   \n",
       "116973  119162    Male     Abia      Rural         2015   21   \n",
       "233907  237846  Female     Abia      Rural         2010   69   \n",
       "...        ...     ...      ...        ...          ...  ...   \n",
       "81457   252622    Male  Zamfara      Rural         2011   28   \n",
       "81456   252613    Male  Zamfara      Urban         2011   28   \n",
       "276057  251652    Male  Zamfara      Rural         2018   24   \n",
       "276058  253018  Female  Zamfara      Rural         2018   54   \n",
       "276059  253871    Male  Zamfara      Rural         2018   33   \n",
       "276060  256299  Female  Zamfara      Rural         2018   24   \n",
       "81393   251986  Female  Zamfara      Rural         2011    3   \n",
       "276054  249313    Male  Zamfara      Rural         2018   69   \n",
       "276034  243140  Female  Zamfara      Rural         2018   14   \n",
       "276032  237268  Female  Zamfara      Rural         2018   46   \n",
       "276029  234719    Male  Zamfara      Rural         2018    2   \n",
       "276000  223507    Male  Zamfara      Rural         2018   49   \n",
       "173080   28589  Female  Zamfara      Rural         2015   75   \n",
       "276003  226617  Female  Zamfara      Rural         2018   41   \n",
       "81764   255920  Female  Zamfara      Urban         2011    2   \n",
       "276006  230037    Male  Zamfara      Rural         2018   55   \n",
       "276009  230238  Female  Zamfara      Rural         2018   18   \n",
       "173105   28795    Male  Zamfara      Urban         2015   54   \n",
       "276012  231493  Female  Zamfara      Rural         2018   19   \n",
       "232832   54688  Female  Zamfara      Rural         2017   50   \n",
       "81716   255465  Female  Zamfara      Rural         2011    7   \n",
       "276016  231680    Male  Zamfara      Rural         2018   54   \n",
       "240172  128822  Female  Zamfara      Rural         2017   36   \n",
       "266620  106955    Male  Zamfara      Rural         2018   34   \n",
       "276019  233257    Male  Zamfara      Rural         2018    6   \n",
       "276020  233816  Female  Zamfara      Rural         2018   31   \n",
       "276026  233901  Female  Zamfara      Rural         2018   22   \n",
       "276028  234334    Male  Zamfara      Rural         2018   32   \n",
       "81369   251693  Female  Zamfara      Urban         2011   53   \n",
       "271472  108040  Female  Zamfara      Rural         2013   63   \n",
       "\n",
       "                           disease                              serotype  \\\n",
       "147915                   Diarrhoea                                  Null   \n",
       "26460                      Cholera                                  Null   \n",
       "177437                   Diarrhoea                                  Null   \n",
       "177438                     Cholera                                  Null   \n",
       "116635                     Malaria                                  Null   \n",
       "116629                   Diarrhoea                                  Null   \n",
       "26492                 Yellow Fever                                  Null   \n",
       "116597                     Malaria                                  Null   \n",
       "177494                     Malaria                                  Null   \n",
       "116594  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116581               Marburg Virus                                  Null   \n",
       "26456                Marburg Virus                                  Null   \n",
       "116575                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "116533                     Measles                                  Null   \n",
       "26543   Viral Haemmorrhaphic Fever                                  Null   \n",
       "116523                       Ebola                                  Null   \n",
       "116513                Yellow Fever                                  Null   \n",
       "116502                Yellow Fever                                  Null   \n",
       "116498                       Ebola                                  Null   \n",
       "26583                 Yellow Fever                                  Null   \n",
       "233718                   Diarrhoea                                  Null   \n",
       "177598                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "177613  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116546                   Diarrhoea                                  Null   \n",
       "177426                  Meningitis  Neisseria meningitidis group C (NmC)   \n",
       "253838  Viral Haemmorrhaphic Fever                                  Null   \n",
       "116708                     Measles                                  Null   \n",
       "26189                      Malaria                                  Null   \n",
       "116973               Marburg Virus                                  Null   \n",
       "233907                Yellow Fever                                  Null   \n",
       "...                            ...                                   ...   \n",
       "81457                        Ebola                                  Null   \n",
       "81456   Viral Haemmorrhaphic Fever                                  Null   \n",
       "276057                Rubella Mars                                  Null   \n",
       "276058                   Diarrhoea                                  Null   \n",
       "276059                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "276060                   Diarrhoea                                  Null   \n",
       "81393   Viral Haemmorrhaphic Fever                                  Null   \n",
       "276054                Yellow Fever                                  Null   \n",
       "276034                     Measles                                  Null   \n",
       "276032                Rubella Mars                                  Null   \n",
       "276029                Rubella Mars                                  Null   \n",
       "276000                Rubella Mars                                  Null   \n",
       "173080                       Ebola                                  Null   \n",
       "276003                   Diarrhoea                                  Null   \n",
       "81764                Marburg Virus                                  Null   \n",
       "276006                Yellow Fever                                  Null   \n",
       "276009                   Diarrhoea                                  Null   \n",
       "173105                       Ebola                                  Null   \n",
       "276012                     Measles                                  Null   \n",
       "232832               Marburg Virus                                  Null   \n",
       "81716                        Ebola                                  Null   \n",
       "276016                     Cholera                                  Null   \n",
       "240172  Viral Haemmorrhaphic Fever                                  Null   \n",
       "266620                     Malaria                                  Null   \n",
       "276019                     Measles                                  Null   \n",
       "276020                     Measles                                  Null   \n",
       "276026                Rubella Mars                                  Null   \n",
       "276028                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "81369                      Malaria                                  Null   \n",
       "271472                   Diarrhoea                                  Null   \n",
       "\n",
       "       health_status  \n",
       "147915         Alive  \n",
       "26460           Dead  \n",
       "177437          Dead  \n",
       "177438         Alive  \n",
       "116635          Dead  \n",
       "116629         Alive  \n",
       "26492           Dead  \n",
       "116597         Alive  \n",
       "177494         Alive  \n",
       "116594          Dead  \n",
       "116581         Alive  \n",
       "26456          Alive  \n",
       "116575          Dead  \n",
       "116533         Alive  \n",
       "26543          Alive  \n",
       "116523          Dead  \n",
       "116513         Alive  \n",
       "116502          Dead  \n",
       "116498         Alive  \n",
       "26583          Alive  \n",
       "233718          Dead  \n",
       "177598          Dead  \n",
       "177613         Alive  \n",
       "116546          Dead  \n",
       "177426          Dead  \n",
       "253838         Alive  \n",
       "116708         Alive  \n",
       "26189           Dead  \n",
       "116973          Dead  \n",
       "233907          Dead  \n",
       "...              ...  \n",
       "81457          Alive  \n",
       "81456          Alive  \n",
       "276057         Alive  \n",
       "276058         Alive  \n",
       "276059         Alive  \n",
       "276060          Dead  \n",
       "81393           Dead  \n",
       "276054         Alive  \n",
       "276034         Alive  \n",
       "276032         Alive  \n",
       "276029          Dead  \n",
       "276000         Alive  \n",
       "173080          Dead  \n",
       "276003          Dead  \n",
       "81764           Dead  \n",
       "276006          Dead  \n",
       "276009          Dead  \n",
       "173105         Alive  \n",
       "276012          Dead  \n",
       "232832          Dead  \n",
       "81716          Alive  \n",
       "276016          Dead  \n",
       "240172          Dead  \n",
       "266620          Dead  \n",
       "276019          Dead  \n",
       "276020         Alive  \n",
       "276026         Alive  \n",
       "276028         Alive  \n",
       "81369           Dead  \n",
       "271472          Dead  \n",
       "\n",
       "[284484 rows x 9 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_d = diseas.sort_values('state')\n",
    "sorted_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>serotype</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>150692</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>36</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26975</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>67</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180776</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>19</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118815</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>44</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118809</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>72</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27007</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>29</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>14</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180833</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>23</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118774</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>66</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118761</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>54</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26971</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118755</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>39</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118712</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27058</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118702</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>18</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118692</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>28</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118681</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118677</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>34</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27098</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>20</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>237657</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180940</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>18</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180955</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118725</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180765</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>51</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group C (NmC)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>257777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118889</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>71</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26700</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>119162</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>21</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>237846</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284484 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  gender settlement  report_year  age  \\\n",
       "state                                                  \n",
       "Abia     150692    Male      Urban         2012   36   \n",
       "Abia      26975    Male      Urban         2009   67   \n",
       "Abia     180776  Female      Rural         2017   19   \n",
       "Abia     180777  Female      Rural         2015    2   \n",
       "Abia     118815    Male      Urban         2016   44   \n",
       "Abia     118809  Female      Rural         2018   72   \n",
       "Abia      27007  Female      Rural         2018   29   \n",
       "Abia     118777  Female      Rural         2017   14   \n",
       "Abia     180833  Female      Urban         2013   23   \n",
       "Abia     118774  Female      Urban         2016   66   \n",
       "Abia     118761  Female      Urban         2013   54   \n",
       "Abia      26971  Female      Urban         2013   52   \n",
       "Abia     118755    Male      Rural         2011   39   \n",
       "Abia     118712  Female      Urban         2015   11   \n",
       "Abia      27058    Male      Rural         2018   73   \n",
       "Abia     118702  Female      Rural         2017   18   \n",
       "Abia     118692  Female      Rural         2016   28   \n",
       "Abia     118681  Female      Rural         2011    2   \n",
       "Abia     118677  Female      Urban         2009   34   \n",
       "Abia      27098  Female      Rural         2011   20   \n",
       "Abia     237657    Male      Urban         2013    8   \n",
       "Abia     180940  Female      Rural         2016   18   \n",
       "Abia     180955  Female      Rural         2013   73   \n",
       "Abia     118725  Female      Urban         2014    1   \n",
       "Abia     180765    Male      Urban         2018   51   \n",
       "Abia     257777  Female      Rural         2011    8   \n",
       "Abia     118889    Male      Urban         2014   71   \n",
       "Abia      26700  Female      Urban         2010   27   \n",
       "Abia     119162    Male      Rural         2015   21   \n",
       "Abia     237846  Female      Rural         2010   69   \n",
       "...         ...     ...        ...          ...  ...   \n",
       "Zamfara  252622    Male      Rural         2011   28   \n",
       "Zamfara  252613    Male      Urban         2011   28   \n",
       "Zamfara  251652    Male      Rural         2018   24   \n",
       "Zamfara  253018  Female      Rural         2018   54   \n",
       "Zamfara  253871    Male      Rural         2018   33   \n",
       "Zamfara  256299  Female      Rural         2018   24   \n",
       "Zamfara  251986  Female      Rural         2011    3   \n",
       "Zamfara  249313    Male      Rural         2018   69   \n",
       "Zamfara  243140  Female      Rural         2018   14   \n",
       "Zamfara  237268  Female      Rural         2018   46   \n",
       "Zamfara  234719    Male      Rural         2018    2   \n",
       "Zamfara  223507    Male      Rural         2018   49   \n",
       "Zamfara   28589  Female      Rural         2015   75   \n",
       "Zamfara  226617  Female      Rural         2018   41   \n",
       "Zamfara  255920  Female      Urban         2011    2   \n",
       "Zamfara  230037    Male      Rural         2018   55   \n",
       "Zamfara  230238  Female      Rural         2018   18   \n",
       "Zamfara   28795    Male      Urban         2015   54   \n",
       "Zamfara  231493  Female      Rural         2018   19   \n",
       "Zamfara   54688  Female      Rural         2017   50   \n",
       "Zamfara  255465  Female      Rural         2011    7   \n",
       "Zamfara  231680    Male      Rural         2018   54   \n",
       "Zamfara  128822  Female      Rural         2017   36   \n",
       "Zamfara  106955    Male      Rural         2018   34   \n",
       "Zamfara  233257    Male      Rural         2018    6   \n",
       "Zamfara  233816  Female      Rural         2018   31   \n",
       "Zamfara  233901  Female      Rural         2018   22   \n",
       "Zamfara  234334    Male      Rural         2018   32   \n",
       "Zamfara  251693  Female      Urban         2011   53   \n",
       "Zamfara  108040  Female      Rural         2013   63   \n",
       "\n",
       "                            disease                              serotype  \\\n",
       "state                                                                       \n",
       "Abia                      Diarrhoea                                  Null   \n",
       "Abia                        Cholera                                  Null   \n",
       "Abia                      Diarrhoea                                  Null   \n",
       "Abia                        Cholera                                  Null   \n",
       "Abia                        Malaria                                  Null   \n",
       "Abia                      Diarrhoea                                  Null   \n",
       "Abia                   Yellow Fever                                  Null   \n",
       "Abia                        Malaria                                  Null   \n",
       "Abia                        Malaria                                  Null   \n",
       "Abia     Viral Haemmorrhaphic Fever                                  Null   \n",
       "Abia                  Marburg Virus                                  Null   \n",
       "Abia                  Marburg Virus                                  Null   \n",
       "Abia                     Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "Abia                        Measles                                  Null   \n",
       "Abia     Viral Haemmorrhaphic Fever                                  Null   \n",
       "Abia                          Ebola                                  Null   \n",
       "Abia                   Yellow Fever                                  Null   \n",
       "Abia                   Yellow Fever                                  Null   \n",
       "Abia                          Ebola                                  Null   \n",
       "Abia                   Yellow Fever                                  Null   \n",
       "Abia                      Diarrhoea                                  Null   \n",
       "Abia                     Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "Abia     Viral Haemmorrhaphic Fever                                  Null   \n",
       "Abia                      Diarrhoea                                  Null   \n",
       "Abia                     Meningitis  Neisseria meningitidis group C (NmC)   \n",
       "Abia     Viral Haemmorrhaphic Fever                                  Null   \n",
       "Abia                        Measles                                  Null   \n",
       "Abia                        Malaria                                  Null   \n",
       "Abia                  Marburg Virus                                  Null   \n",
       "Abia                   Yellow Fever                                  Null   \n",
       "...                             ...                                   ...   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                Yellow Fever                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara               Marburg Virus                                  Null   \n",
       "Zamfara                Yellow Fever                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara               Marburg Virus                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                     Cholera                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                     Malaria                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "Zamfara                     Malaria                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "\n",
       "        health_status  \n",
       "state                  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia             Dead  \n",
       "Abia            Alive  \n",
       "Abia            Alive  \n",
       "Abia             Dead  \n",
       "Abia             Dead  \n",
       "Abia             Dead  \n",
       "...               ...  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "\n",
       "[284484 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_sort = sorted_d.set_index('state')\n",
    "state_sort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>150692</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2012</td>\n",
       "      <td>36</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26975</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>67</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180776</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>19</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118815</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>44</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118809</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>72</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27007</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>29</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>14</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180833</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>23</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118774</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>66</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118761</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>54</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26971</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118755</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>39</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118712</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27058</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118702</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>18</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118692</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>28</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118681</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118677</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2009</td>\n",
       "      <td>34</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>27098</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>20</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>237657</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180940</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>18</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180955</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>73</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118725</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>180765</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2018</td>\n",
       "      <td>51</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>257777</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>118889</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2014</td>\n",
       "      <td>71</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>26700</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>119162</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>21</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abia</th>\n",
       "      <td>237846</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284484 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  gender settlement  report_year  age  \\\n",
       "state                                                  \n",
       "Abia     150692    Male      Urban         2012   36   \n",
       "Abia      26975    Male      Urban         2009   67   \n",
       "Abia     180776  Female      Rural         2017   19   \n",
       "Abia     180777  Female      Rural         2015    2   \n",
       "Abia     118815    Male      Urban         2016   44   \n",
       "Abia     118809  Female      Rural         2018   72   \n",
       "Abia      27007  Female      Rural         2018   29   \n",
       "Abia     118777  Female      Rural         2017   14   \n",
       "Abia     180833  Female      Urban         2013   23   \n",
       "Abia     118774  Female      Urban         2016   66   \n",
       "Abia     118761  Female      Urban         2013   54   \n",
       "Abia      26971  Female      Urban         2013   52   \n",
       "Abia     118755    Male      Rural         2011   39   \n",
       "Abia     118712  Female      Urban         2015   11   \n",
       "Abia      27058    Male      Rural         2018   73   \n",
       "Abia     118702  Female      Rural         2017   18   \n",
       "Abia     118692  Female      Rural         2016   28   \n",
       "Abia     118681  Female      Rural         2011    2   \n",
       "Abia     118677  Female      Urban         2009   34   \n",
       "Abia      27098  Female      Rural         2011   20   \n",
       "Abia     237657    Male      Urban         2013    8   \n",
       "Abia     180940  Female      Rural         2016   18   \n",
       "Abia     180955  Female      Rural         2013   73   \n",
       "Abia     118725  Female      Urban         2014    1   \n",
       "Abia     180765    Male      Urban         2018   51   \n",
       "Abia     257777  Female      Rural         2011    8   \n",
       "Abia     118889    Male      Urban         2014   71   \n",
       "Abia      26700  Female      Urban         2010   27   \n",
       "Abia     119162    Male      Rural         2015   21   \n",
       "Abia     237846  Female      Rural         2010   69   \n",
       "...         ...     ...        ...          ...  ...   \n",
       "Zamfara  252622    Male      Rural         2011   28   \n",
       "Zamfara  252613    Male      Urban         2011   28   \n",
       "Zamfara  251652    Male      Rural         2018   24   \n",
       "Zamfara  253018  Female      Rural         2018   54   \n",
       "Zamfara  253871    Male      Rural         2018   33   \n",
       "Zamfara  256299  Female      Rural         2018   24   \n",
       "Zamfara  251986  Female      Rural         2011    3   \n",
       "Zamfara  249313    Male      Rural         2018   69   \n",
       "Zamfara  243140  Female      Rural         2018   14   \n",
       "Zamfara  237268  Female      Rural         2018   46   \n",
       "Zamfara  234719    Male      Rural         2018    2   \n",
       "Zamfara  223507    Male      Rural         2018   49   \n",
       "Zamfara   28589  Female      Rural         2015   75   \n",
       "Zamfara  226617  Female      Rural         2018   41   \n",
       "Zamfara  255920  Female      Urban         2011    2   \n",
       "Zamfara  230037    Male      Rural         2018   55   \n",
       "Zamfara  230238  Female      Rural         2018   18   \n",
       "Zamfara   28795    Male      Urban         2015   54   \n",
       "Zamfara  231493  Female      Rural         2018   19   \n",
       "Zamfara   54688  Female      Rural         2017   50   \n",
       "Zamfara  255465  Female      Rural         2011    7   \n",
       "Zamfara  231680    Male      Rural         2018   54   \n",
       "Zamfara  128822  Female      Rural         2017   36   \n",
       "Zamfara  106955    Male      Rural         2018   34   \n",
       "Zamfara  233257    Male      Rural         2018    6   \n",
       "Zamfara  233816  Female      Rural         2018   31   \n",
       "Zamfara  233901  Female      Rural         2018   22   \n",
       "Zamfara  234334    Male      Rural         2018   32   \n",
       "Zamfara  251693  Female      Urban         2011   53   \n",
       "Zamfara  108040  Female      Rural         2013   63   \n",
       "\n",
       "                            disease health_status  \n",
       "state                                              \n",
       "Abia                      Diarrhoea         Alive  \n",
       "Abia                        Cholera          Dead  \n",
       "Abia                      Diarrhoea          Dead  \n",
       "Abia                        Cholera         Alive  \n",
       "Abia                        Malaria          Dead  \n",
       "Abia                      Diarrhoea         Alive  \n",
       "Abia                   Yellow Fever          Dead  \n",
       "Abia                        Malaria         Alive  \n",
       "Abia                        Malaria         Alive  \n",
       "Abia     Viral Haemmorrhaphic Fever          Dead  \n",
       "Abia                  Marburg Virus         Alive  \n",
       "Abia                  Marburg Virus         Alive  \n",
       "Abia                     Meningitis          Dead  \n",
       "Abia                        Measles         Alive  \n",
       "Abia     Viral Haemmorrhaphic Fever         Alive  \n",
       "Abia                          Ebola          Dead  \n",
       "Abia                   Yellow Fever         Alive  \n",
       "Abia                   Yellow Fever          Dead  \n",
       "Abia                          Ebola         Alive  \n",
       "Abia                   Yellow Fever         Alive  \n",
       "Abia                      Diarrhoea          Dead  \n",
       "Abia                     Meningitis          Dead  \n",
       "Abia     Viral Haemmorrhaphic Fever         Alive  \n",
       "Abia                      Diarrhoea          Dead  \n",
       "Abia                     Meningitis          Dead  \n",
       "Abia     Viral Haemmorrhaphic Fever         Alive  \n",
       "Abia                        Measles         Alive  \n",
       "Abia                        Malaria          Dead  \n",
       "Abia                  Marburg Virus          Dead  \n",
       "Abia                   Yellow Fever          Dead  \n",
       "...                             ...           ...  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara  Viral Haemmorrhaphic Fever         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                   Diarrhoea         Alive  \n",
       "Zamfara                  Meningitis         Alive  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara  Viral Haemmorrhaphic Fever          Dead  \n",
       "Zamfara                Yellow Fever         Alive  \n",
       "Zamfara                     Measles         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                Rubella Mars          Dead  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                       Ebola          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara               Marburg Virus          Dead  \n",
       "Zamfara                Yellow Fever          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara                     Measles          Dead  \n",
       "Zamfara               Marburg Virus          Dead  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara                     Cholera          Dead  \n",
       "Zamfara  Viral Haemmorrhaphic Fever          Dead  \n",
       "Zamfara                     Malaria          Dead  \n",
       "Zamfara                     Measles          Dead  \n",
       "Zamfara                     Measles         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                  Meningitis         Alive  \n",
       "Zamfara                     Malaria          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "\n",
       "[284484 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_sort.drop('serotype', axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>serotype</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>269094</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139848</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272422</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>97371</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>148111</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>158239</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>245052</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>271140</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>44108</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2014</td>\n",
       "      <td>44</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>256789</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>39498</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>142483</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>6</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>70216</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>43</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>274192</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>273920</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>84221</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>59</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>263430</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>42082</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>23</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>273645</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group C (NmC)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>44211</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>241968</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>146216</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>28</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group C (NmC)</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>137855</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>225233</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2012</td>\n",
       "      <td>64</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139766</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>64</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272905</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>26</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>264771</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>9809</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>21</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>144341</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>44</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>144622</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group A (NmA)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Null</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Neisseria meningitidis group W (NmW)</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Null</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99860 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  gender settlement  report_year  age  \\\n",
       "state                                                  \n",
       "Adamawa  269094  Female      Urban         2015   52   \n",
       "Adamawa  139848  Female      Urban         2015   19   \n",
       "Adamawa  272422    Male      Urban         2015   12   \n",
       "Adamawa   97371  Female      Rural         2009   64   \n",
       "Adamawa  148111    Male      Urban         2015    9   \n",
       "Adamawa  158239  Female      Urban         2015    1   \n",
       "Adamawa  245052    Male      Urban         2015   73   \n",
       "Adamawa  271140    Male      Urban         2015   54   \n",
       "Adamawa   44108    Male      Rural         2014   44   \n",
       "Adamawa  256789  Female      Urban         2015   74   \n",
       "Adamawa   39498    Male      Rural         2015   48   \n",
       "Adamawa  142483    Male      Rural         2009    6   \n",
       "Adamawa   70216    Male      Urban         2016   43   \n",
       "Adamawa  274192    Male      Urban         2015    3   \n",
       "Adamawa  273920    Male      Urban         2016   52   \n",
       "Adamawa   84221  Female      Rural         2013   59   \n",
       "Adamawa  263430  Female      Urban         2015    9   \n",
       "Adamawa   42082  Female      Rural         2015   23   \n",
       "Adamawa  273645  Female      Urban         2015   50   \n",
       "Adamawa   44211  Female      Rural         2015   29   \n",
       "Adamawa  241968    Male      Urban         2015    7   \n",
       "Adamawa  146216  Female      Urban         2015   28   \n",
       "Adamawa  137855    Male      Urban         2015   29   \n",
       "Adamawa  225233    Male      Rural         2012   64   \n",
       "Adamawa  139766    Male      Urban         2015   64   \n",
       "Adamawa  272905  Female      Urban         2015   26   \n",
       "Adamawa  264771  Female      Urban         2015   50   \n",
       "Adamawa    9809    Male      Urban         2016   21   \n",
       "Adamawa  144341  Female      Rural         2010   44   \n",
       "Adamawa  144622  Female      Urban         2015   19   \n",
       "...         ...     ...        ...          ...  ...   \n",
       "Zamfara  252622    Male      Rural         2011   28   \n",
       "Zamfara  252613    Male      Urban         2011   28   \n",
       "Zamfara  251652    Male      Rural         2018   24   \n",
       "Zamfara  253018  Female      Rural         2018   54   \n",
       "Zamfara  253871    Male      Rural         2018   33   \n",
       "Zamfara  256299  Female      Rural         2018   24   \n",
       "Zamfara  251986  Female      Rural         2011    3   \n",
       "Zamfara  249313    Male      Rural         2018   69   \n",
       "Zamfara  243140  Female      Rural         2018   14   \n",
       "Zamfara  237268  Female      Rural         2018   46   \n",
       "Zamfara  234719    Male      Rural         2018    2   \n",
       "Zamfara  223507    Male      Rural         2018   49   \n",
       "Zamfara   28589  Female      Rural         2015   75   \n",
       "Zamfara  226617  Female      Rural         2018   41   \n",
       "Zamfara  255920  Female      Urban         2011    2   \n",
       "Zamfara  230037    Male      Rural         2018   55   \n",
       "Zamfara  230238  Female      Rural         2018   18   \n",
       "Zamfara   28795    Male      Urban         2015   54   \n",
       "Zamfara  231493  Female      Rural         2018   19   \n",
       "Zamfara   54688  Female      Rural         2017   50   \n",
       "Zamfara  255465  Female      Rural         2011    7   \n",
       "Zamfara  231680    Male      Rural         2018   54   \n",
       "Zamfara  128822  Female      Rural         2017   36   \n",
       "Zamfara  106955    Male      Rural         2018   34   \n",
       "Zamfara  233257    Male      Rural         2018    6   \n",
       "Zamfara  233816  Female      Rural         2018   31   \n",
       "Zamfara  233901  Female      Rural         2018   22   \n",
       "Zamfara  234334    Male      Rural         2018   32   \n",
       "Zamfara  251693  Female      Urban         2011   53   \n",
       "Zamfara  108040  Female      Rural         2013   63   \n",
       "\n",
       "                            disease                              serotype  \\\n",
       "state                                                                       \n",
       "Adamawa                     Cholera                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa                   Diarrhoea                                  Null   \n",
       "Adamawa                     Cholera                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa                     Cholera                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa                     Cholera                                  Null   \n",
       "Adamawa               Marburg Virus                                  Null   \n",
       "Adamawa                Rubella Mars                                  Null   \n",
       "Adamawa                Rubella Mars                                  Null   \n",
       "Adamawa               Marburg Virus                                  Null   \n",
       "Adamawa               Marburg Virus                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa               Marburg Virus                                  Null   \n",
       "Adamawa                       Ebola                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa                     Cholera                                  Null   \n",
       "Adamawa                  Meningitis  Neisseria meningitidis group C (NmC)   \n",
       "Adamawa                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "Adamawa                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "Adamawa                  Meningitis  Neisseria meningitidis group C (NmC)   \n",
       "Adamawa                Rubella Mars                                  Null   \n",
       "Adamawa  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Adamawa                     Measles                                  Null   \n",
       "Adamawa                Rubella Mars                                  Null   \n",
       "Adamawa                Rubella Mars                                  Null   \n",
       "Adamawa                     Malaria                                  Null   \n",
       "Adamawa               Marburg Virus                                  Null   \n",
       "Adamawa                Yellow Fever                                  Null   \n",
       "...                             ...                                   ...   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara                  Meningitis  Neisseria meningitidis group A (NmA)   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                Yellow Fever                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara               Marburg Virus                                  Null   \n",
       "Zamfara                Yellow Fever                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara               Marburg Virus                                  Null   \n",
       "Zamfara                       Ebola                                  Null   \n",
       "Zamfara                     Cholera                                  Null   \n",
       "Zamfara  Viral Haemmorrhaphic Fever                                  Null   \n",
       "Zamfara                     Malaria                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                     Measles                                  Null   \n",
       "Zamfara                Rubella Mars                                  Null   \n",
       "Zamfara                  Meningitis  Neisseria meningitidis group W (NmW)   \n",
       "Zamfara                     Malaria                                  Null   \n",
       "Zamfara                   Diarrhoea                                  Null   \n",
       "\n",
       "        health_status  \n",
       "state                  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "...               ...  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "\n",
       "[99860 rows x 8 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listing = ['Abia','Akwa Ibom','Bayelsa', 'Cross River', 'Delta', 'Ebonyi', 'Edo','Ekiti', 'Enugu', \n",
    "          'Lagos', 'Ogun', 'Ondo', 'Osun', 'Oyo', 'Rivers','Imo', 'Anambra', 'Plateau','Kwara', 'Nasarawa', 'Kogi', 'Niger',\n",
    "          'Benue', 'Federal Capital Territory']\n",
    "new_sorted= state_sort.drop(listing, axis= 0)\n",
    "new_sorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>269094</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139848</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272422</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>97371</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>148111</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>158239</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>245052</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>271140</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>44108</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2014</td>\n",
       "      <td>44</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>256789</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>39498</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>142483</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>6</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>70216</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>43</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>274192</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>273920</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>52</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>84221</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>59</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>263430</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>42082</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>23</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>273645</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>44211</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>241968</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>146216</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>28</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>137855</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>225233</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2012</td>\n",
       "      <td>64</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139766</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>64</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272905</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>26</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>264771</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>9809</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2016</td>\n",
       "      <td>21</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>144341</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2010</td>\n",
       "      <td>44</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>144622</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252622</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>252613</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>28</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251986</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28589</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>75</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255920</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>28795</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>54688</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>Marburg Virus</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>255465</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>Ebola</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>128822</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2017</td>\n",
       "      <td>36</td>\n",
       "      <td>Viral Haemmorrhaphic Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>106955</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251693</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2011</td>\n",
       "      <td>53</td>\n",
       "      <td>Malaria</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99860 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  gender settlement  report_year  age  \\\n",
       "state                                                  \n",
       "Adamawa  269094  Female      Urban         2015   52   \n",
       "Adamawa  139848  Female      Urban         2015   19   \n",
       "Adamawa  272422    Male      Urban         2015   12   \n",
       "Adamawa   97371  Female      Rural         2009   64   \n",
       "Adamawa  148111    Male      Urban         2015    9   \n",
       "Adamawa  158239  Female      Urban         2015    1   \n",
       "Adamawa  245052    Male      Urban         2015   73   \n",
       "Adamawa  271140    Male      Urban         2015   54   \n",
       "Adamawa   44108    Male      Rural         2014   44   \n",
       "Adamawa  256789  Female      Urban         2015   74   \n",
       "Adamawa   39498    Male      Rural         2015   48   \n",
       "Adamawa  142483    Male      Rural         2009    6   \n",
       "Adamawa   70216    Male      Urban         2016   43   \n",
       "Adamawa  274192    Male      Urban         2015    3   \n",
       "Adamawa  273920    Male      Urban         2016   52   \n",
       "Adamawa   84221  Female      Rural         2013   59   \n",
       "Adamawa  263430  Female      Urban         2015    9   \n",
       "Adamawa   42082  Female      Rural         2015   23   \n",
       "Adamawa  273645  Female      Urban         2015   50   \n",
       "Adamawa   44211  Female      Rural         2015   29   \n",
       "Adamawa  241968    Male      Urban         2015    7   \n",
       "Adamawa  146216  Female      Urban         2015   28   \n",
       "Adamawa  137855    Male      Urban         2015   29   \n",
       "Adamawa  225233    Male      Rural         2012   64   \n",
       "Adamawa  139766    Male      Urban         2015   64   \n",
       "Adamawa  272905  Female      Urban         2015   26   \n",
       "Adamawa  264771  Female      Urban         2015   50   \n",
       "Adamawa    9809    Male      Urban         2016   21   \n",
       "Adamawa  144341  Female      Rural         2010   44   \n",
       "Adamawa  144622  Female      Urban         2015   19   \n",
       "...         ...     ...        ...          ...  ...   \n",
       "Zamfara  252622    Male      Rural         2011   28   \n",
       "Zamfara  252613    Male      Urban         2011   28   \n",
       "Zamfara  251652    Male      Rural         2018   24   \n",
       "Zamfara  253018  Female      Rural         2018   54   \n",
       "Zamfara  253871    Male      Rural         2018   33   \n",
       "Zamfara  256299  Female      Rural         2018   24   \n",
       "Zamfara  251986  Female      Rural         2011    3   \n",
       "Zamfara  249313    Male      Rural         2018   69   \n",
       "Zamfara  243140  Female      Rural         2018   14   \n",
       "Zamfara  237268  Female      Rural         2018   46   \n",
       "Zamfara  234719    Male      Rural         2018    2   \n",
       "Zamfara  223507    Male      Rural         2018   49   \n",
       "Zamfara   28589  Female      Rural         2015   75   \n",
       "Zamfara  226617  Female      Rural         2018   41   \n",
       "Zamfara  255920  Female      Urban         2011    2   \n",
       "Zamfara  230037    Male      Rural         2018   55   \n",
       "Zamfara  230238  Female      Rural         2018   18   \n",
       "Zamfara   28795    Male      Urban         2015   54   \n",
       "Zamfara  231493  Female      Rural         2018   19   \n",
       "Zamfara   54688  Female      Rural         2017   50   \n",
       "Zamfara  255465  Female      Rural         2011    7   \n",
       "Zamfara  231680    Male      Rural         2018   54   \n",
       "Zamfara  128822  Female      Rural         2017   36   \n",
       "Zamfara  106955    Male      Rural         2018   34   \n",
       "Zamfara  233257    Male      Rural         2018    6   \n",
       "Zamfara  233816  Female      Rural         2018   31   \n",
       "Zamfara  233901  Female      Rural         2018   22   \n",
       "Zamfara  234334    Male      Rural         2018   32   \n",
       "Zamfara  251693  Female      Urban         2011   53   \n",
       "Zamfara  108040  Female      Rural         2013   63   \n",
       "\n",
       "                            disease health_status  \n",
       "state                                              \n",
       "Adamawa                     Cholera          Dead  \n",
       "Adamawa                     Measles          Dead  \n",
       "Adamawa                   Diarrhoea          Dead  \n",
       "Adamawa                     Cholera         Alive  \n",
       "Adamawa                     Measles         Alive  \n",
       "Adamawa                     Cholera         Alive  \n",
       "Adamawa                     Measles          Dead  \n",
       "Adamawa                     Cholera         Alive  \n",
       "Adamawa               Marburg Virus          Dead  \n",
       "Adamawa                Rubella Mars          Dead  \n",
       "Adamawa                Rubella Mars          Dead  \n",
       "Adamawa               Marburg Virus         Alive  \n",
       "Adamawa               Marburg Virus          Dead  \n",
       "Adamawa                     Measles          Dead  \n",
       "Adamawa               Marburg Virus         Alive  \n",
       "Adamawa                       Ebola         Alive  \n",
       "Adamawa                     Measles          Dead  \n",
       "Adamawa                     Cholera         Alive  \n",
       "Adamawa                  Meningitis         Alive  \n",
       "Adamawa                  Meningitis         Alive  \n",
       "Adamawa                  Meningitis         Alive  \n",
       "Adamawa                  Meningitis          Dead  \n",
       "Adamawa                Rubella Mars         Alive  \n",
       "Adamawa  Viral Haemmorrhaphic Fever          Dead  \n",
       "Adamawa                     Measles          Dead  \n",
       "Adamawa                Rubella Mars          Dead  \n",
       "Adamawa                Rubella Mars         Alive  \n",
       "Adamawa                     Malaria          Dead  \n",
       "Adamawa               Marburg Virus          Dead  \n",
       "Adamawa                Yellow Fever         Alive  \n",
       "...                             ...           ...  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara  Viral Haemmorrhaphic Fever         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                   Diarrhoea         Alive  \n",
       "Zamfara                  Meningitis         Alive  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara  Viral Haemmorrhaphic Fever          Dead  \n",
       "Zamfara                Yellow Fever         Alive  \n",
       "Zamfara                     Measles         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                Rubella Mars          Dead  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                       Ebola          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara               Marburg Virus          Dead  \n",
       "Zamfara                Yellow Fever          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara                     Measles          Dead  \n",
       "Zamfara               Marburg Virus          Dead  \n",
       "Zamfara                       Ebola         Alive  \n",
       "Zamfara                     Cholera          Dead  \n",
       "Zamfara  Viral Haemmorrhaphic Fever          Dead  \n",
       "Zamfara                     Malaria          Dead  \n",
       "Zamfara                     Measles          Dead  \n",
       "Zamfara                     Measles         Alive  \n",
       "Zamfara                Rubella Mars         Alive  \n",
       "Zamfara                  Meningitis         Alive  \n",
       "Zamfara                     Malaria          Dead  \n",
       "Zamfara                   Diarrhoea          Dead  \n",
       "\n",
       "[99860 rows x 7 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del_sero = new_sorted.drop('serotype', axis = 1)\n",
    "del_sero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>269094</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139848</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272422</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>97371</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>148111</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>158239</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>245052</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>271140</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>256789</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>39498</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>274192</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>263430</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>42082</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>23</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>273645</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>44211</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>241968</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>146216</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>28</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>137855</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>139766</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>64</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>272905</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>26</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>264771</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>144622</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>263249</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>53</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>158326</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>100145</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>38</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>166557</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>18</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>246990</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>73504</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>31</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>261239</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>264967</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>215745</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>65</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>206659</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>35</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>208933</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>209650</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>209861</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>211008</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>75</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>222185</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>244633</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>245333</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>40</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243892</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>246559</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>251652</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253018</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>253871</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>256299</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>249313</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>243140</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>237268</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234719</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>223507</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>226617</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230037</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>230238</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231493</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>231680</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233257</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233816</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>233901</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>234334</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>108040</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60091 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  gender settlement  report_year  age       disease  \\\n",
       "state                                                                \n",
       "Adamawa  269094  Female      Urban         2015   52       Cholera   \n",
       "Adamawa  139848  Female      Urban         2015   19       Measles   \n",
       "Adamawa  272422    Male      Urban         2015   12     Diarrhoea   \n",
       "Adamawa   97371  Female      Rural         2009   64       Cholera   \n",
       "Adamawa  148111    Male      Urban         2015    9       Measles   \n",
       "Adamawa  158239  Female      Urban         2015    1       Cholera   \n",
       "Adamawa  245052    Male      Urban         2015   73       Measles   \n",
       "Adamawa  271140    Male      Urban         2015   54       Cholera   \n",
       "Adamawa  256789  Female      Urban         2015   74  Rubella Mars   \n",
       "Adamawa   39498    Male      Rural         2015   48  Rubella Mars   \n",
       "Adamawa  274192    Male      Urban         2015    3       Measles   \n",
       "Adamawa  263430  Female      Urban         2015    9       Measles   \n",
       "Adamawa   42082  Female      Rural         2015   23       Cholera   \n",
       "Adamawa  273645  Female      Urban         2015   50    Meningitis   \n",
       "Adamawa   44211  Female      Rural         2015   29    Meningitis   \n",
       "Adamawa  241968    Male      Urban         2015    7    Meningitis   \n",
       "Adamawa  146216  Female      Urban         2015   28    Meningitis   \n",
       "Adamawa  137855    Male      Urban         2015   29  Rubella Mars   \n",
       "Adamawa  139766    Male      Urban         2015   64       Measles   \n",
       "Adamawa  272905  Female      Urban         2015   26  Rubella Mars   \n",
       "Adamawa  264771  Female      Urban         2015   50  Rubella Mars   \n",
       "Adamawa  144622  Female      Urban         2015   19  Yellow Fever   \n",
       "Adamawa  263249  Female      Urban         2015   53  Rubella Mars   \n",
       "Adamawa  158326  Female      Urban         2015    5  Yellow Fever   \n",
       "Adamawa  100145    Male      Rural         2009   38  Yellow Fever   \n",
       "Adamawa  166557  Female      Rural         2013   18  Yellow Fever   \n",
       "Adamawa  246990  Female      Urban         2015    2     Diarrhoea   \n",
       "Adamawa   73504    Male      Rural         2016   31     Diarrhoea   \n",
       "Adamawa  261239    Male      Urban         2015    5       Cholera   \n",
       "Adamawa  264967    Male      Urban         2015   73  Rubella Mars   \n",
       "...         ...     ...        ...          ...  ...           ...   \n",
       "Zamfara  215745    Male      Rural         2018   65       Cholera   \n",
       "Zamfara  206659    Male      Rural         2018   35       Measles   \n",
       "Zamfara  208933    Male      Rural         2018    7       Measles   \n",
       "Zamfara  209650  Female      Rural         2018   77  Yellow Fever   \n",
       "Zamfara  209861    Male      Rural         2018    2  Rubella Mars   \n",
       "Zamfara  211008    Male      Rural         2018   75  Yellow Fever   \n",
       "Zamfara  222185    Male      Rural         2018   34    Meningitis   \n",
       "Zamfara  244633  Female      Rural         2018    4  Rubella Mars   \n",
       "Zamfara  245333    Male      Rural         2018   40  Rubella Mars   \n",
       "Zamfara  243892  Female      Rural         2018   31    Meningitis   \n",
       "Zamfara  246559    Male      Rural         2018    4  Rubella Mars   \n",
       "Zamfara  251652    Male      Rural         2018   24  Rubella Mars   \n",
       "Zamfara  253018  Female      Rural         2018   54     Diarrhoea   \n",
       "Zamfara  253871    Male      Rural         2018   33    Meningitis   \n",
       "Zamfara  256299  Female      Rural         2018   24     Diarrhoea   \n",
       "Zamfara  249313    Male      Rural         2018   69  Yellow Fever   \n",
       "Zamfara  243140  Female      Rural         2018   14       Measles   \n",
       "Zamfara  237268  Female      Rural         2018   46  Rubella Mars   \n",
       "Zamfara  234719    Male      Rural         2018    2  Rubella Mars   \n",
       "Zamfara  223507    Male      Rural         2018   49  Rubella Mars   \n",
       "Zamfara  226617  Female      Rural         2018   41     Diarrhoea   \n",
       "Zamfara  230037    Male      Rural         2018   55  Yellow Fever   \n",
       "Zamfara  230238  Female      Rural         2018   18     Diarrhoea   \n",
       "Zamfara  231493  Female      Rural         2018   19       Measles   \n",
       "Zamfara  231680    Male      Rural         2018   54       Cholera   \n",
       "Zamfara  233257    Male      Rural         2018    6       Measles   \n",
       "Zamfara  233816  Female      Rural         2018   31       Measles   \n",
       "Zamfara  233901  Female      Rural         2018   22  Rubella Mars   \n",
       "Zamfara  234334    Male      Rural         2018   32    Meningitis   \n",
       "Zamfara  108040  Female      Rural         2013   63     Diarrhoea   \n",
       "\n",
       "        health_status  \n",
       "state                  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa         Alive  \n",
       "Adamawa          Dead  \n",
       "...               ...  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara          Dead  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara         Alive  \n",
       "Zamfara          Dead  \n",
       "\n",
       "[60091 rows x 7 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "del_disease = del_sero[del_sero.disease != 'Ebola']\n",
    "del_disease1 = del_disease[del_disease.disease != 'Malaria']\n",
    "del_disease2 = del_disease1[del_disease1.disease != 'Marburg Virus']\n",
    "del_disease3 = del_disease2[del_disease2.disease != 'Viral Haemmorrhaphic Fever']\n",
    "del_disease3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Cholera', 'Measles', 'Diarrhoea', 'Rubella Mars', 'Meningitis',\n",
       "       'Yellow Fever'], dtype=object)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del_disease3['disease'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Emman Bryte\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
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       "  </thead>\n",
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       "      <th>Adamawa</th>\n",
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       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
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       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
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       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
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       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
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       "      <th>Adamawa</th>\n",
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       "      <th>Adamawa</th>\n",
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       "      <td>74</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
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       "      <td>48</td>\n",
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       "      <td>23</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
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       "      <td>Alive</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
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       "      <td>Rubella Mars</td>\n",
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       "    <tr>\n",
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       "      <td>64</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
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       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>53</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>38</td>\n",
       "      <td>Yellow Fever</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
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       "      <td>18</td>\n",
       "      <td>Yellow Fever</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Diarrhoea</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>31</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
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       "      <td>2015</td>\n",
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       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
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       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
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       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Rubella Mars</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>65</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>35</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>75</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>40</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60091 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         gender settlement  report_year  age       disease health_status\n",
       "state                                                                   \n",
       "Adamawa  Female      Urban         2015   52       Cholera          Dead\n",
       "Adamawa  Female      Urban         2015   19       Measles          Dead\n",
       "Adamawa    Male      Urban         2015   12     Diarrhoea          Dead\n",
       "Adamawa  Female      Rural         2009   64       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015    9       Measles         Alive\n",
       "Adamawa  Female      Urban         2015    1       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015   73       Measles          Dead\n",
       "Adamawa    Male      Urban         2015   54       Cholera         Alive\n",
       "Adamawa  Female      Urban         2015   74  Rubella Mars          Dead\n",
       "Adamawa    Male      Rural         2015   48  Rubella Mars          Dead\n",
       "Adamawa    Male      Urban         2015    3       Measles          Dead\n",
       "Adamawa  Female      Urban         2015    9       Measles          Dead\n",
       "Adamawa  Female      Rural         2015   23       Cholera         Alive\n",
       "Adamawa  Female      Urban         2015   50    Meningitis         Alive\n",
       "Adamawa  Female      Rural         2015   29    Meningitis         Alive\n",
       "Adamawa    Male      Urban         2015    7    Meningitis         Alive\n",
       "Adamawa  Female      Urban         2015   28    Meningitis          Dead\n",
       "Adamawa    Male      Urban         2015   29  Rubella Mars         Alive\n",
       "Adamawa    Male      Urban         2015   64       Measles          Dead\n",
       "Adamawa  Female      Urban         2015   26  Rubella Mars          Dead\n",
       "Adamawa  Female      Urban         2015   50  Rubella Mars         Alive\n",
       "Adamawa  Female      Urban         2015   19  Yellow Fever         Alive\n",
       "Adamawa  Female      Urban         2015   53  Rubella Mars          Dead\n",
       "Adamawa  Female      Urban         2015    5  Yellow Fever          Dead\n",
       "Adamawa    Male      Rural         2009   38  Yellow Fever         Alive\n",
       "Adamawa  Female      Rural         2013   18  Yellow Fever          Dead\n",
       "Adamawa  Female      Urban         2015    2     Diarrhoea         Alive\n",
       "Adamawa    Male      Rural         2016   31     Diarrhoea         Alive\n",
       "Adamawa    Male      Urban         2015    5       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015   73  Rubella Mars          Dead\n",
       "...         ...        ...          ...  ...           ...           ...\n",
       "Zamfara    Male      Rural         2018   65       Cholera         Alive\n",
       "Zamfara    Male      Rural         2018   35       Measles          Dead\n",
       "Zamfara    Male      Rural         2018    7       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   77  Yellow Fever          Dead\n",
       "Zamfara    Male      Rural         2018    2  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   75  Yellow Fever          Dead\n",
       "Zamfara    Male      Rural         2018   34    Meningitis          Dead\n",
       "Zamfara  Female      Rural         2018    4  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   40  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   31    Meningitis          Dead\n",
       "Zamfara    Male      Rural         2018    4  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018   24  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   54     Diarrhoea         Alive\n",
       "Zamfara    Male      Rural         2018   33    Meningitis         Alive\n",
       "Zamfara  Female      Rural         2018   24     Diarrhoea          Dead\n",
       "Zamfara    Male      Rural         2018   69  Yellow Fever         Alive\n",
       "Zamfara  Female      Rural         2018   14       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   46  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018    2  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   49  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   41     Diarrhoea          Dead\n",
       "Zamfara    Male      Rural         2018   55  Yellow Fever          Dead\n",
       "Zamfara  Female      Rural         2018   18     Diarrhoea          Dead\n",
       "Zamfara  Female      Rural         2018   19       Measles          Dead\n",
       "Zamfara    Male      Rural         2018   54       Cholera          Dead\n",
       "Zamfara    Male      Rural         2018    6       Measles          Dead\n",
       "Zamfara  Female      Rural         2018   31       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   22  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018   32    Meningitis         Alive\n",
       "Zamfara  Female      Rural         2013   63     Diarrhoea          Dead\n",
       "\n",
       "[60091 rows x 6 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del_disease3.drop('id', axis = 1, inplace = True)\n",
    "del_disease3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2     1591\n",
       "3     1525\n",
       "4     1405\n",
       "5     1317\n",
       "6     1214\n",
       "7     1163\n",
       "8     1064\n",
       "9     1026\n",
       "10     945\n",
       "1      930\n",
       "11     837\n",
       "14     826\n",
       "59     820\n",
       "52     817\n",
       "26     803\n",
       "38     795\n",
       "57     792\n",
       "30     789\n",
       "20     784\n",
       "31     783\n",
       "21     783\n",
       "29     781\n",
       "16     777\n",
       "36     776\n",
       "63     775\n",
       "69     775\n",
       "40     774\n",
       "35     773\n",
       "12     772\n",
       "18     771\n",
       "      ... \n",
       "23     739\n",
       "48     739\n",
       "68     738\n",
       "65     734\n",
       "45     733\n",
       "50     732\n",
       "61     731\n",
       "53     726\n",
       "64     725\n",
       "37     723\n",
       "33     719\n",
       "28     712\n",
       "43     708\n",
       "56     708\n",
       "46     705\n",
       "44     703\n",
       "67     701\n",
       "62     699\n",
       "32     698\n",
       "27     693\n",
       "70     686\n",
       "71     605\n",
       "72     510\n",
       "73     432\n",
       "74     347\n",
       "75     275\n",
       "76     225\n",
       "77     171\n",
       "78      77\n",
       "0       14\n",
       "Name: age, Length: 79, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del_disease3['age'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x211b213a588>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mlosDh5mZ5eLAYWZmuThwmJlZLmULHJJaS3pK0vOSXpT055TeTdJkSa9KulFSq5S+RlqfmbZ3LSjrxJQ+Q9Lu5aqzmZktXzl7HAuAnSNia6AnMFBSH+D/gAsjojvwCXBoyn8o8ElEbAJcmPIhqQcwFNgCGAhcLql5GettZmZ1KClwSHqwlLRCkZmXVlumvwB2Bsal9NHAPml5cFonbR8gSSl9bEQsiIg3gJlAr1LqbWZm9a/OwJGGm9YD2ktaV9J66a8rsNHyCpfUXNJUYBbwAPAa8GlEVKUslcDGaXlj4B2AtP0zYP3C9CL7FD7WCElTJE2ZPXv28qpmZmYrqMVyth8GHE0WJJ4BlNI/By5bXuERsQjoKakdcCuwebFs6b9q2VZbes3Hugq4CqCiomKZ7WZmVj/qDBwRcRFwkaSjIuKSFX2QiPhU0sNAH6CdpBapV9EJeC9lqwQ6A5WSWgBtgTkF6dUK9zEzswZW0jWOiLhEUl9JP5N0SPVfXftI6pB6GkhqA+wCvAw8BAxJ2YYBt6flO9I6afuEiIiUPjTdddUN6A48VXoTzcysPi1vqAoASdcB/wVMBRal5ACurWO3jsDodAdUM+CmiLhL0kvAWElnAs8B16T81wDXSZpJ1tMYChARL0q6CXgJqAKOTENgZmbWCEoKHEAF0CP1AEoSEdOAHxRJf50id0VFxHxgv1rKOgs4q9THNjOz8in1exzTgQ3LWREzM1s1lNrjaA+8JOkpsi/2ARARg8pSKzMzW2mVGjhOK2clzMxs1VFS4IiIR8pdETMzWzWUelfVXJZ86a4V2fQhX0TEt8pVMTMzWzmV2uNYp3Bd0j54vigzsyZphWbHjYjbyCYrNDOzJqbUoaqfFKw2I/teh+eDMjNrgkq9q2rvguUq4E2y6c7NzKyJKfUaxy/KXREzM1s1lPpDTp0k3SpplqQPJd0iqVO5K2dmZiufUi+O/4NsltqNyH5E6c6UZmZmTUypgaNDRPwjIqrS3yigQxnrZWZmK6lSA8dHkg5KPwXbXNJBwMflrJiZma2cSg0cvwT2Bz4A3if7oSVfMDcza4JKvR33DGBYRHwCIGk94HyygGJmZk1IqT2OraqDBkBEzKHIjzSZmdnqr9TA0UzSutUrqcdRam/FzMxWI6V++P8FeFzSOLKpRvbHP+VqZtYklfrN8WslTSGb2FDATyLipbLWzMzMVkolDzelQOFgYWbWxK3QtOpmZtZ0OXCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLmULHJI6S3pI0suSXpT025S+nqQHJL2a/q+b0iXpYkkzJU2TtE1BWcNS/lclDStXnc3MbPnK2eOoAo6NiM2BPsCRknoAJwAPRkR34MG0DvBjoHv6GwH8DRZP4X4q0BvoBZxaOMW7mZk1rLIFjoh4PyKeTctzgZeBjYHBwOiUbTSwT1oeDFwbmSeBdpI6ArsDD0TEnPRjUg8AA8tVbzMzq1uDXOOQ1JXsFwMnAxtExPuQBRfg2ynbxsA7BbtVprTa0ms+xghJUyRNmT17dn03wczMkrIHDklrA7cAR0fE53VlLZIWdaQvnRBxVURURERFhw4dVqyyZma2XGUNHJJakgWNMRHxr5T8YRqCIv2fldIrgc4Fu3cC3qsj3czMGkE576oScA3wckRcULDpDqD6zqhhwO0F6Yeku6v6AJ+loazxwG6S1k0XxXdLaWZm1ghK/gXAFbA9cDDwgqSpKe2PwDnATZIOBd4G9kvb7gH2AGYCXwK/AIiIOZLOAJ5O+U6PiDllrLeZmdWhbIEjIh6l+PUJgAFF8gdwZC1ljQRG1l/tzMxsRfmb42ZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnlUrbAIWmkpFmSphekrSfpAUmvpv/rpnRJuljSTEnTJG1TsM+wlP9VScPKVV8zMytNOXsco4CBNdJOAB6MiO7Ag2kd4MdA9/Q3AvgbZIEGOBXoDfQCTq0ONmZm1jjKFjgiYiIwp0byYGB0Wh4N7FOQfm1kngTaSeoI7A48EBFzIuIT4AGWDUZmZtaAGvoaxwYR8T5A+v/tlL4x8E5BvsqUVlv6MiSNkDRF0pTZs2fXe8XNzCyzslwcV5G0qCN92cSIqyKiIiIqOnToUK+VMzOzJRo6cHyYhqBI/2el9Eqgc0G+TsB7daSbmVkjaejAcQdQfWfUMOD2gvRD0t1VfYDP0lDWeGA3Seumi+K7pTQzM2skLcpVsKQbgJ2A9pIqye6OOge4SdKhwNvAfin7PcAewEzgS+AXABExR9IZwNMp3+kRUfOCu5mZNaCyBY6IOLCWTQOK5A3gyFrKGQmMrMeqmZnZN7CyXBw3M7NVhAOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrmsMoFD0kBJMyTNlHRCY9fHzKypWiUCh6TmwGXAj4EewIGSejRurczMmqZVInAAvYCZEfF6RPw/YCwwuJHrZGbWJCkiGrsOyyVpCDAwIv47rR8M9I6IXxfkGQGMSKvfA2Y0YBXbAx814OM1NLdv1bY6t291bhs0fPu6RESH5WVq0RA1qQcqkrZUxIuIq4CrGqY6S5M0JSIqGuOxG4Lbt2pbndu3OrcNVt72rSpDVZVA54L1TsB7jVQXM7MmbVUJHE8D3SV1k9QKGArc0ch1MjNrklaJoaqIqJL0a2A80BwYGREvNnK1CjXKEFkDcvtWbatz+1bntsFK2r5V4uK4mZmtPFaVoSozM1tJOHCYmVkuTTpwSNpQ0lhJr0l6SdI9kkZIuitnOQ9LWqlumZMUkq4rWG8haXbetpXwOG9Kal+fZRZ5jEWSpkp6UdLzko6R1Cxtq5B08Tcsv6uk6fVT26LlV9d/uqQ7JbUrYZ9cz6uk4ZIuTcunSTou574haUBB2r4pbUip5dRSdr0fh+l9utznsJZ9Fx8vknaS1Ldg2+GSDimyjyQ9KunHBWn7S7qvjseplNQutffTFanrcsp+IR1TUyX1rs/yS7FKXBwvB0kCbgVGR8TQlNYT2LsBHrt5RCwq88N8AWwpqU1EfAXsCrxb5scsl68ioieApG8D1wNtgVMjYgowpdSCJLWIiKqC9eb1XdkiCus/GjgSOKsBHjePF4ADgQfT+lDg+TwF1Hxuk3o/DiNij2+wb+HxshMwD3g8bbuiln1C0uHAzZIeIrtB5yxg4IrWox70i4h6DUg1pc9IRcTXNbc15R7Hj4CFhQdLREwFJgFrSxon6RVJY9ITiKQBkp5L0X6kpDVqFippN0lPSHpW0s2S1k7pb0o6RdKjwH6S/kfS0+kM+hZJa5ahjfcCe6blA4EbCuq5VmrD06lNg1N6V0mTUv2frT4jk9RR0sSCM+d+Rdp+kKSnUp4rJTVPf6PSPi9I+t03aVBEzCKbIeDX6Uxwp+qzV0m9JD2e2vO4pO+l9OHptbgTuD/t85Ck68k+MAGaS7paWa/mfklt0r49JT0paZqkWyWtm9L/S9J9kp5Jz9dmKX1vSZNTHf4taYMaTXgC2DjlXVz3tH6ppOEFeX+fns+nJG2S8nRIx8vT6W/7up6vHMfZJKCXpJbpmN0EmFpQzimpnOmSrip4Tzws6WxJjwC/lbRfyvO8pIlp9xU5DodL+ld6jl+VdG7BPm9Kap+O1Zdred22S6/ZE5LOU+pRVj/nkroChwO/S8drPxX01CT9RtkoxDRJYyNiOnAn8AfgVODaiHhN0rCCY/5ypZ5wLa9FM0kXFLwXhqT0qyTtkZbvlHRVWj5M0ml1vb41yj8h1WWapFNS2l+UzapRnedMSb+tI/8mqX5XAM8CHYs+WEQ0yT/gN8CFRdJ3Aj4j+5JhM7I3+g5Aa+AdYNOU71rg6LT8MFBBNj3ARGCtlP4H4JS0/CZwfMHjrF+wfCZwVD23bx6wFTAu1X1qattdafvZwEFpuR3wH2AtYE2gdUrvDkxJy8cCJ6Xl5sA6Be1qD2xO9sZqmdIvBw4BtgUeKKhXuxVpS5G0T4ANarTpW0CLtLwLcEtaHk72JdL1Cl7jL4Buab0rUAX0TOs3FTw304Ad0/LpwF/T8oNA97TcG5iQltdlyd2K/w38pbr+6Xm7mWz6nOp63FXQpkuB4QXPa/XzfUhBG68HdkjL3wFeLmjjpWn5NOC4Uo+z6n2BC4C9gJ+TfTiOAoakPOsV5L8O2Lvg2L+8YNsLwMYFx9WKHofDgdfJepatgbeAzjWOubpet+lA37R8DjC95nNe+DwVed7eA9YoPGZTvWakNq4BbAncxpJj7irgZ2m5MrWnBfBpSjsAuI/sONiQ7PPk28BBwP+SzZDxFPBEwfM8oMjrVZnqMBV4PKXtQfaeE9nn1n1AX2A74MGCfWcAG9WRfxPga2C7ut6TTXaoajmeiohKAElTyQ7QucAbEfGflKd6yOGvBfv1IZu997F0QtaKLPBUu7FgeUtJZ5IdXGuTfUelXkXEtHRmdSBwT43NuwGDtGQsvDXZB9F7wKXKhu0WAZum7U8DIyW1BG6LrHdWaABZkHg6tb0NMIssmHxX0iXA3cD99dS8YtPQtAVGS+pONiVNy4JtD0TEnIL1pyLijYL1Nwra9AzQVVJbsg+NR1L6aLLhirXJ3mQ3p7ZC9kEC2QnHjZI6kr3+bwBtCo6jZ4AHSmzjDQX/L0zLuwA9Ch73W5LWqaOMPMfZWLITqrZkJwp/LNj2I0nHk51YrAe8SPbawtLH9WPAKEk3Af+CFT4OIfvA+wxA0ktAF7IP20LFXrd2ZCc2j6f068kCYh7TgDGSbiMLDkTEF5JuJDsRWCBpF7IP5ikFx3zN+hXaAbg+smHqD5SNPlSQ9fZ+BXw/Pe6GyoZk+5D1ioqpOVS1G9ns4c+l9bXJTnJHSeqsrOfbCfggIt5Lr+Uy+cnes69FxNN1PTlNOXC8CNR24W9BwfIisuep2AdVTSL7gDqwlu1fFCyPAvaJiOeVDU/sVEL5K+IO4PxU/voF6QJ+GhFLTQaZusYfAluTnYnMB4iIiZL6kw05XCfpvIi4tkZ5oyPixJoVkLQ1sDtZoN0f+OU3aZCk75K9LrPIejrVzgAeioh90wfVwwXbCp/7Yus1X/M2dVShGdlZZM8i2y4BLoiIOyTtRHYW+1VE9EyB6C6y5+FisrPlwqGN1jXKiiLLzYAfRna9YLGCQFLTKEo8ziLiKUlbpvr+p7pMSa3Jzk4rIuKddIwU1vWLgjIOV3axdk8KhrrIfxz2pvj7sKZir1sp79Xl2RPoDwwC/iRpi8iu33yd/qrrPjIi/lRimUXrFRFvpUCxG9mIxUZk15g+joiax2ldZZ8ZEdcU2XYL8FOyE5exdeVXNiS63Mdsytc4JgBrSPqf6gRJ2wE71pL/FbKzmU3S+sHAIzXyPAlsryXj0WtK2pTi1gHeT2fwP1/BNpRiJHB6RLxQI308cJS0eKz6Bym9LfB+ZBfEDibrViOpCzArIq4GrgG2qVHeg8CQ9AZA0nqSuii7M6hZRNwC/KnIfrlI6gBcQTYsU/Pbq21ZcuF1+Dd5HIB0tvuJllzPORh4JCI+B96QtF+qk1JwrFmHYUXK+w1wXHrd3yLrPayRgsoAlnZAwf/qnuv9QOGs0MWCV6G8x9mJLN3TgCVB4qPU26r1TitJ/xURkyPiFLJZXas/Y/IehyssIj4B5krqk5KG1pJ1LtnzU7MNzciGxR4CjmdJb62mfwP7p2McSetL+gGo5oMAAAO7SURBVE6RfNUmAkOVXffbANieJRfqJ5MdGxPJeiC/T/9LNR44VNJaqS6dtOSuvLFkz8FPyILI8vIvV5PtcURESNoX+KuyXxScTzZ2elst+edL+gXZ8EQLsqGbK2rkmZ3O6m7QkgvnJ5ON29b0J7KD5S2y8cq6hhtWWBpyu6jIpjPIhtmmpTftm2Td+cuBW9KH4kMsOfvYiexi7UKyceulbluMiJcknUx28bkZsJDszPor4B9actFwmR5JCaqHelqSnaVfRzYeX9O5ZENVx5CdGNSHYcAVyi4qvw78IqX/HPhbanNLsjfn82Q9jJslvUt2ItGtsLCIeE7S88DQiLguDelMA15lybBBtTUkTSb78K3uxf4GuEzSNLL370RqH86AnMdZRNxbJO1TSVen/d8kO/Zrc14aKhTpOlAqI+9x+E0dClwt6QuynudnRfLcCYxTdkH+qIL05sA/UzAX2bXQZe5giogXJP0Z+HfBMX848HYtdRpHNvz0PFkP8pjIbvaALEj0j4g3Jb1Hdg2n5MAREfcou0HjyRSD5wI/Az5Kvc0OZMN6s5aTvySecsTMVjuS1o6IeWn5BKBjRPy2kau12miyPQ4zW63tKelEss+4t6iHoUtbwj0OMzPLpSlfHDczsxXgwGFmZrk4cJiZWS6+OG62AtKX4OaRTXMyMSL+3bg1Mms4Dhxm30D6optZk+KhKrMSSTpJ0gxJ/waqZ94dpSWznJ6jJTOqnp/Sis5mq9pn8t1CS2ZbnZa+TFd05uFGeRLMcI/DrCSStiWbtuEHZO+bZ8km1avevh6wL7BZmpWg+oeGLiL75vGjaTqK8WTza71C9k3hKmWT5Z1NNp/Q4cBFETFGUiuy6d43J5t2ZPuIWCjpcrJvrhfOFWbWYBw4zErTD7g1Ir4EkHRHje2fk01b83dJd5NNZgi1z2Zb20y+TwAnSeoE/CsiXlX2y3zFZh42axQOHGalq/Xbsqnn0ItsosKhZBMR7kzts9leQpGZfCPi+jQ/1Z7AeEn/TR0zD5s1Bl/jMCvNRGBfSW1Sj2GpnxhOs8a2jYh7gKOB6llra5vNtuhMvsqmjH89Ii4mm4p8K2qZebh+m2dWOgcOsxJExLNkP1g0lWxq6pozl64D3JVmrX0EqP6J3N8AFelC90ssmcn2XOB/JT1Gmro+OQCYnmYD3ozsJ0pfIptl+f5U/gPU9pOeZg3Ac1WZmVku7nGYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5fL/AX7xAivhqP9mAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'disease', data = del_disease3, hue = 'gender', palette = 'rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>23</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>28</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>64</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>26</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>53</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>38</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>18</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>31</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adamawa</th>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>65</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>35</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>75</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>40</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zamfara</th>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60091 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         gender settlement  report_year  age       disease health_status\n",
       "state                                                                   \n",
       "Adamawa  Female      Urban         2015   52       Cholera          Dead\n",
       "Adamawa  Female      Urban         2015   19       Measles          Dead\n",
       "Adamawa    Male      Urban         2015   12     Diarrhoea          Dead\n",
       "Adamawa  Female      Rural         2009   64       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015    9       Measles         Alive\n",
       "Adamawa  Female      Urban         2015    1       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015   73       Measles          Dead\n",
       "Adamawa    Male      Urban         2015   54       Cholera         Alive\n",
       "Adamawa  Female      Urban         2015   74  Rubella Mars          Dead\n",
       "Adamawa    Male      Rural         2015   48  Rubella Mars          Dead\n",
       "Adamawa    Male      Urban         2015    3       Measles          Dead\n",
       "Adamawa  Female      Urban         2015    9       Measles          Dead\n",
       "Adamawa  Female      Rural         2015   23       Cholera         Alive\n",
       "Adamawa  Female      Urban         2015   50    Meningitis         Alive\n",
       "Adamawa  Female      Rural         2015   29    Meningitis         Alive\n",
       "Adamawa    Male      Urban         2015    7    Meningitis         Alive\n",
       "Adamawa  Female      Urban         2015   28    Meningitis          Dead\n",
       "Adamawa    Male      Urban         2015   29  Rubella Mars         Alive\n",
       "Adamawa    Male      Urban         2015   64       Measles          Dead\n",
       "Adamawa  Female      Urban         2015   26  Rubella Mars          Dead\n",
       "Adamawa  Female      Urban         2015   50  Rubella Mars         Alive\n",
       "Adamawa  Female      Urban         2015   19  Yellow Fever         Alive\n",
       "Adamawa  Female      Urban         2015   53  Rubella Mars          Dead\n",
       "Adamawa  Female      Urban         2015    5  Yellow Fever          Dead\n",
       "Adamawa    Male      Rural         2009   38  Yellow Fever         Alive\n",
       "Adamawa  Female      Rural         2013   18  Yellow Fever          Dead\n",
       "Adamawa  Female      Urban         2015    2     Diarrhoea         Alive\n",
       "Adamawa    Male      Rural         2016   31     Diarrhoea         Alive\n",
       "Adamawa    Male      Urban         2015    5       Cholera         Alive\n",
       "Adamawa    Male      Urban         2015   73  Rubella Mars          Dead\n",
       "...         ...        ...          ...  ...           ...           ...\n",
       "Zamfara    Male      Rural         2018   65       Cholera         Alive\n",
       "Zamfara    Male      Rural         2018   35       Measles          Dead\n",
       "Zamfara    Male      Rural         2018    7       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   77  Yellow Fever          Dead\n",
       "Zamfara    Male      Rural         2018    2  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   75  Yellow Fever          Dead\n",
       "Zamfara    Male      Rural         2018   34    Meningitis          Dead\n",
       "Zamfara  Female      Rural         2018    4  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   40  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   31    Meningitis          Dead\n",
       "Zamfara    Male      Rural         2018    4  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018   24  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   54     Diarrhoea         Alive\n",
       "Zamfara    Male      Rural         2018   33    Meningitis         Alive\n",
       "Zamfara  Female      Rural         2018   24     Diarrhoea          Dead\n",
       "Zamfara    Male      Rural         2018   69  Yellow Fever         Alive\n",
       "Zamfara  Female      Rural         2018   14       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   46  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018    2  Rubella Mars          Dead\n",
       "Zamfara    Male      Rural         2018   49  Rubella Mars         Alive\n",
       "Zamfara  Female      Rural         2018   41     Diarrhoea          Dead\n",
       "Zamfara    Male      Rural         2018   55  Yellow Fever          Dead\n",
       "Zamfara  Female      Rural         2018   18     Diarrhoea          Dead\n",
       "Zamfara  Female      Rural         2018   19       Measles          Dead\n",
       "Zamfara    Male      Rural         2018   54       Cholera          Dead\n",
       "Zamfara    Male      Rural         2018    6       Measles          Dead\n",
       "Zamfara  Female      Rural         2018   31       Measles         Alive\n",
       "Zamfara  Female      Rural         2018   22  Rubella Mars         Alive\n",
       "Zamfara    Male      Rural         2018   32    Meningitis         Alive\n",
       "Zamfara  Female      Rural         2013   63     Diarrhoea          Dead\n",
       "\n",
       "[60091 rows x 6 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS = del_disease3\n",
    "DS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([52, 19, 12, ..., 22, 32, 63], dtype=int64)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(DS['age'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([52, 19, 12, ..., 22, 32, 63], dtype=int64)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Age = np.array(DS['age'])\n",
    "Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cholera         10085\n",
       "Yellow Fever    10082\n",
       "Measles         10061\n",
       "Diarrhoea       10002\n",
       "Rubella Mars     9962\n",
       "Meningitis       9899\n",
       "Name: disease, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS['disease'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2000, 4000, 6000, 8000, 10000, 12000]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(range(2000,12001,2000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Cholera', 'Measles', 'Diarrhoea', 'Rubella Mars', 'Meningitis',\n",
       "       'Yellow Fever'], dtype=object)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(DS['disease'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>gender</th>\n",
       "      <th>settlement</th>\n",
       "      <th>report_year</th>\n",
       "      <th>age</th>\n",
       "      <th>disease</th>\n",
       "      <th>health_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>52</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>64</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>23</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>28</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>29</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>64</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>26</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>50</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>19</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>53</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2009</td>\n",
       "      <td>38</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>18</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Female</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2016</td>\n",
       "      <td>31</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Adamawa</td>\n",
       "      <td>Male</td>\n",
       "      <td>Urban</td>\n",
       "      <td>2015</td>\n",
       "      <td>73</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60061</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>65</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60062</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>35</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60063</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60064</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60065</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60066</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>75</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60067</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>34</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60068</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60069</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>40</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60070</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60071</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60072</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60073</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60074</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>33</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60075</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>24</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60076</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>69</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60077</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>14</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60078</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>46</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60079</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60080</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>49</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60081</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>41</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60082</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>55</td>\n",
       "      <td>Yellow Fever</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60083</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>18</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60084</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>19</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60085</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>54</td>\n",
       "      <td>Cholera</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60086</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60087</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>31</td>\n",
       "      <td>Measles</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60088</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>22</td>\n",
       "      <td>Rubella Mars</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60089</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Male</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2018</td>\n",
       "      <td>32</td>\n",
       "      <td>Meningitis</td>\n",
       "      <td>Alive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60090</th>\n",
       "      <td>Zamfara</td>\n",
       "      <td>Female</td>\n",
       "      <td>Rural</td>\n",
       "      <td>2013</td>\n",
       "      <td>63</td>\n",
       "      <td>Diarrhoea</td>\n",
       "      <td>Dead</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60091 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         state  gender settlement  report_year  age       disease  \\\n",
       "0      Adamawa  Female      Urban         2015   52       Cholera   \n",
       "1      Adamawa  Female      Urban         2015   19       Measles   \n",
       "2      Adamawa    Male      Urban         2015   12     Diarrhoea   \n",
       "3      Adamawa  Female      Rural         2009   64       Cholera   \n",
       "4      Adamawa    Male      Urban         2015    9       Measles   \n",
       "5      Adamawa  Female      Urban         2015    1       Cholera   \n",
       "6      Adamawa    Male      Urban         2015   73       Measles   \n",
       "7      Adamawa    Male      Urban         2015   54       Cholera   \n",
       "8      Adamawa  Female      Urban         2015   74  Rubella Mars   \n",
       "9      Adamawa    Male      Rural         2015   48  Rubella Mars   \n",
       "10     Adamawa    Male      Urban         2015    3       Measles   \n",
       "11     Adamawa  Female      Urban         2015    9       Measles   \n",
       "12     Adamawa  Female      Rural         2015   23       Cholera   \n",
       "13     Adamawa  Female      Urban         2015   50    Meningitis   \n",
       "14     Adamawa  Female      Rural         2015   29    Meningitis   \n",
       "15     Adamawa    Male      Urban         2015    7    Meningitis   \n",
       "16     Adamawa  Female      Urban         2015   28    Meningitis   \n",
       "17     Adamawa    Male      Urban         2015   29  Rubella Mars   \n",
       "18     Adamawa    Male      Urban         2015   64       Measles   \n",
       "19     Adamawa  Female      Urban         2015   26  Rubella Mars   \n",
       "20     Adamawa  Female      Urban         2015   50  Rubella Mars   \n",
       "21     Adamawa  Female      Urban         2015   19  Yellow Fever   \n",
       "22     Adamawa  Female      Urban         2015   53  Rubella Mars   \n",
       "23     Adamawa  Female      Urban         2015    5  Yellow Fever   \n",
       "24     Adamawa    Male      Rural         2009   38  Yellow Fever   \n",
       "25     Adamawa  Female      Rural         2013   18  Yellow Fever   \n",
       "26     Adamawa  Female      Urban         2015    2     Diarrhoea   \n",
       "27     Adamawa    Male      Rural         2016   31     Diarrhoea   \n",
       "28     Adamawa    Male      Urban         2015    5       Cholera   \n",
       "29     Adamawa    Male      Urban         2015   73  Rubella Mars   \n",
       "...        ...     ...        ...          ...  ...           ...   \n",
       "60061  Zamfara    Male      Rural         2018   65       Cholera   \n",
       "60062  Zamfara    Male      Rural         2018   35       Measles   \n",
       "60063  Zamfara    Male      Rural         2018    7       Measles   \n",
       "60064  Zamfara  Female      Rural         2018   77  Yellow Fever   \n",
       "60065  Zamfara    Male      Rural         2018    2  Rubella Mars   \n",
       "60066  Zamfara    Male      Rural         2018   75  Yellow Fever   \n",
       "60067  Zamfara    Male      Rural         2018   34    Meningitis   \n",
       "60068  Zamfara  Female      Rural         2018    4  Rubella Mars   \n",
       "60069  Zamfara    Male      Rural         2018   40  Rubella Mars   \n",
       "60070  Zamfara  Female      Rural         2018   31    Meningitis   \n",
       "60071  Zamfara    Male      Rural         2018    4  Rubella Mars   \n",
       "60072  Zamfara    Male      Rural         2018   24  Rubella Mars   \n",
       "60073  Zamfara  Female      Rural         2018   54     Diarrhoea   \n",
       "60074  Zamfara    Male      Rural         2018   33    Meningitis   \n",
       "60075  Zamfara  Female      Rural         2018   24     Diarrhoea   \n",
       "60076  Zamfara    Male      Rural         2018   69  Yellow Fever   \n",
       "60077  Zamfara  Female      Rural         2018   14       Measles   \n",
       "60078  Zamfara  Female      Rural         2018   46  Rubella Mars   \n",
       "60079  Zamfara    Male      Rural         2018    2  Rubella Mars   \n",
       "60080  Zamfara    Male      Rural         2018   49  Rubella Mars   \n",
       "60081  Zamfara  Female      Rural         2018   41     Diarrhoea   \n",
       "60082  Zamfara    Male      Rural         2018   55  Yellow Fever   \n",
       "60083  Zamfara  Female      Rural         2018   18     Diarrhoea   \n",
       "60084  Zamfara  Female      Rural         2018   19       Measles   \n",
       "60085  Zamfara    Male      Rural         2018   54       Cholera   \n",
       "60086  Zamfara    Male      Rural         2018    6       Measles   \n",
       "60087  Zamfara  Female      Rural         2018   31       Measles   \n",
       "60088  Zamfara  Female      Rural         2018   22  Rubella Mars   \n",
       "60089  Zamfara    Male      Rural         2018   32    Meningitis   \n",
       "60090  Zamfara  Female      Rural         2013   63     Diarrhoea   \n",
       "\n",
       "      health_status  \n",
       "0              Dead  \n",
       "1              Dead  \n",
       "2              Dead  \n",
       "3             Alive  \n",
       "4             Alive  \n",
       "5             Alive  \n",
       "6              Dead  \n",
       "7             Alive  \n",
       "8              Dead  \n",
       "9              Dead  \n",
       "10             Dead  \n",
       "11             Dead  \n",
       "12            Alive  \n",
       "13            Alive  \n",
       "14            Alive  \n",
       "15            Alive  \n",
       "16             Dead  \n",
       "17            Alive  \n",
       "18             Dead  \n",
       "19             Dead  \n",
       "20            Alive  \n",
       "21            Alive  \n",
       "22             Dead  \n",
       "23             Dead  \n",
       "24            Alive  \n",
       "25             Dead  \n",
       "26            Alive  \n",
       "27            Alive  \n",
       "28            Alive  \n",
       "29             Dead  \n",
       "...             ...  \n",
       "60061         Alive  \n",
       "60062          Dead  \n",
       "60063         Alive  \n",
       "60064          Dead  \n",
       "60065          Dead  \n",
       "60066          Dead  \n",
       "60067          Dead  \n",
       "60068          Dead  \n",
       "60069         Alive  \n",
       "60070          Dead  \n",
       "60071         Alive  \n",
       "60072         Alive  \n",
       "60073         Alive  \n",
       "60074         Alive  \n",
       "60075          Dead  \n",
       "60076         Alive  \n",
       "60077         Alive  \n",
       "60078         Alive  \n",
       "60079          Dead  \n",
       "60080         Alive  \n",
       "60081          Dead  \n",
       "60082          Dead  \n",
       "60083          Dead  \n",
       "60084          Dead  \n",
       "60085          Dead  \n",
       "60086          Dead  \n",
       "60087         Alive  \n",
       "60088         Alive  \n",
       "60089         Alive  \n",
       "60090          Dead  \n",
       "\n",
       "[60091 rows x 7 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS1 =DS.reset_index()\n",
    "DS1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cholera         10085\n",
       "Yellow Fever    10082\n",
       "Measles         10061\n",
       "Diarrhoea       10002\n",
       "Rubella Mars     9962\n",
       "Meningitis       9899\n",
       "Name: disease, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS1['disease'].value_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x211b5079630>]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = 10085,10082\n",
    "y = 2009\n",
    "fig = plt.figure()\n",
    "axes= fig.add_axes([0,0,1,1])\n",
    "axes.plot(x, y, color = 'purple', alpha = 10, linewidth = 2, linestyle = '--', marker = 'o', markerfacecolor = 'indigo', \n",
    "          markersize = '10', markeredgecolor = 'blue', markeredgewidth = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Yobe       4715\n",
       "Kebbi      4698\n",
       "Sokoto     4663\n",
       "Bauchi     4663\n",
       "Adamawa    4654\n",
       "Gombe      4652\n",
       "Borno      4631\n",
       "Kaduna     4631\n",
       "Zamfara    4602\n",
       "Kano       4583\n",
       "Jigawa     4566\n",
       "Katsina    4521\n",
       "Taraba     4512\n",
       "Name: state, dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS1['state'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS1['state'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Urban    30131\n",
       "Rural    29960\n",
       "Name: settlement, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS1['settlement'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2     1591\n",
       "3     1525\n",
       "4     1405\n",
       "5     1317\n",
       "6     1214\n",
       "7     1163\n",
       "8     1064\n",
       "9     1026\n",
       "10     945\n",
       "1      930\n",
       "11     837\n",
       "14     826\n",
       "59     820\n",
       "52     817\n",
       "26     803\n",
       "38     795\n",
       "57     792\n",
       "30     789\n",
       "20     784\n",
       "31     783\n",
       "21     783\n",
       "29     781\n",
       "16     777\n",
       "36     776\n",
       "63     775\n",
       "69     775\n",
       "40     774\n",
       "35     773\n",
       "12     772\n",
       "18     771\n",
       "      ... \n",
       "23     739\n",
       "48     739\n",
       "68     738\n",
       "65     734\n",
       "45     733\n",
       "50     732\n",
       "61     731\n",
       "53     726\n",
       "64     725\n",
       "37     723\n",
       "33     719\n",
       "28     712\n",
       "43     708\n",
       "56     708\n",
       "46     705\n",
       "44     703\n",
       "67     701\n",
       "62     699\n",
       "32     698\n",
       "27     693\n",
       "70     686\n",
       "71     605\n",
       "72     510\n",
       "73     432\n",
       "74     347\n",
       "75     275\n",
       "76     225\n",
       "77     171\n",
       "78      77\n",
       "0       14\n",
       "Name: age, Length: 79, dtype: int64"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Age_count= DS1['age'].value_counts()\n",
    "Age_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(range(1,11,1))\n",
    "y = [1591, 1525, 1405, 1317, 1214, 1163, 1064, 1026, 945, 930]\n",
    "fig = plt.figure()\n",
    "axes= fig.add_axes([0,0,1,1])\n",
    "axes.plot(x, y, color = 'purple', alpha = 10, linewidth = 2, linestyle = '--', marker = 'o', markerfacecolor = 'indigo', \n",
    "          markersize = '10', markeredgecolor = 'blue', markeredgewidth = 2)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2012    6067\n",
       "2009    6056\n",
       "2018    6050\n",
       "2011    6042\n",
       "2013    5997\n",
       "2014    5992\n",
       "2016    5990\n",
       "2010    5987\n",
       "2017    5983\n",
       "2015    5927\n",
       "Name: report_year, dtype: int64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS1['report_year'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[6067, 6056, 6050, 6042, 5997, 5992, 5990, 5987, 5983, 5927]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = list(DS1['report_year'].value_counts())\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(range(2009,2019,1))\n",
    "y = [6056, 5987, 6042, 6067, 5997, 5992, 5927, 5990, 5983, 6050]\n",
    "fig = plt.figure()\n",
    "axes= fig.add_axes([0,0,1,1])\n",
    "axes.plot(x, y, color = 'purple', alpha = 10, linewidth = 2, linestyle = '--', marker = 'o', markerfacecolor = 'indigo', \n",
    "          markersize = '10', markeredgecolor = 'blue', markeredgewidth = 2)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1591, 1525, 1405, 1317, 1214, 1163, 1064, 1026,  945,  930,  837,\n",
       "         826,  820,  817,  803,  795,  792,  789,  784,  783,  783,  781,\n",
       "         777,  776,  775,  775,  774,  773,  772,  771,  767,  767,  767,\n",
       "         766,  765,  761,  761,  761,  760,  759,  759,  759,  758,  756,\n",
       "         753,  750,  749,  742,  740,  739,  739,  738,  734,  733,  732,\n",
       "         731,  726,  725,  723,  719,  712,  708,  708,  705,  703,  701,\n",
       "         699,  698,  693,  686,  605,  510,  432,  347,  275,  225,  171,\n",
       "          77,   14]], dtype=int64)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Agecount = np.array([Age_count])\n",
    "Agecount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ages = np.array([DS1['age']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[52, 19, 12, ..., 22, 32, 63]], dtype=int64)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([52, 19, 12, ..., 22, 32, 63], dtype=int64)]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = list(Ages)\n",
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[52,\n",
       " 19,\n",
       " 12,\n",
       " 64,\n",
       " 9,\n",
       " 1,\n",
       " 73,\n",
       " 54,\n",
       " 74,\n",
       " 48,\n",
       " 3,\n",
       " 23,\n",
       " 50,\n",
       " 29,\n",
       " 7,\n",
       " 28,\n",
       " 26,\n",
       " 53,\n",
       " 5,\n",
       " 38,\n",
       " 18,\n",
       " 2,\n",
       " 31,\n",
       " 15,\n",
       " 42,\n",
       " 55,\n",
       " 70,\n",
       " 10,\n",
       " 46,\n",
       " 34,\n",
       " 16,\n",
       " 32,\n",
       " 14,\n",
       " 37,\n",
       " 17,\n",
       " 67,\n",
       " 21,\n",
       " 75,\n",
       " 58,\n",
       " 20,\n",
       " 65,\n",
       " 66,\n",
       " 60,\n",
       " 63,\n",
       " 8,\n",
       " 57,\n",
       " 45,\n",
       " 49,\n",
       " 47,\n",
       " 11,\n",
       " 68,\n",
       " 41,\n",
       " 69,\n",
       " 40,\n",
       " 6,\n",
       " 51,\n",
       " 36,\n",
       " 35,\n",
       " 43,\n",
       " 22,\n",
       " 72,\n",
       " 44,\n",
       " 56,\n",
       " 71,\n",
       " 4,\n",
       " 33,\n",
       " 62,\n",
       " 25,\n",
       " 30,\n",
       " 59,\n",
       " 13,\n",
       " 76,\n",
       " 0,\n",
       " 27,\n",
       " 24,\n",
       " 61,\n",
       " 39,\n",
       " 78,\n",
       " 77]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = list(DS1['age'].unique())\n",
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1591,\n",
       " 1525,\n",
       " 1405,\n",
       " 1317,\n",
       " 1214,\n",
       " 1163,\n",
       " 1064,\n",
       " 1026,\n",
       " 945,\n",
       " 930,\n",
       " 837,\n",
       " 826,\n",
       " 820,\n",
       " 817,\n",
       " 803,\n",
       " 795,\n",
       " 792,\n",
       " 789,\n",
       " 784,\n",
       " 783,\n",
       " 783,\n",
       " 781,\n",
       " 777,\n",
       " 776,\n",
       " 775,\n",
       " 775,\n",
       " 774,\n",
       " 773,\n",
       " 772,\n",
       " 771,\n",
       " 767,\n",
       " 767,\n",
       " 767,\n",
       " 766,\n",
       " 765,\n",
       " 761,\n",
       " 761,\n",
       " 761,\n",
       " 760,\n",
       " 759,\n",
       " 759,\n",
       " 759,\n",
       " 758,\n",
       " 756,\n",
       " 753,\n",
       " 750,\n",
       " 749,\n",
       " 742,\n",
       " 740,\n",
       " 739,\n",
       " 739,\n",
       " 738,\n",
       " 734,\n",
       " 733,\n",
       " 732,\n",
       " 731,\n",
       " 726,\n",
       " 725,\n",
       " 723,\n",
       " 719,\n",
       " 712,\n",
       " 708,\n",
       " 708,\n",
       " 705,\n",
       " 703,\n",
       " 701,\n",
       " 699,\n",
       " 698,\n",
       " 693,\n",
       " 686,\n",
       " 605,\n",
       " 510,\n",
       " 432,\n",
       " 347,\n",
       " 275,\n",
       " 225,\n",
       " 171,\n",
       " 77,\n",
       " 14]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B = list(DS1['age'].value_counts())\n",
    "B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = A\n",
    "y = B\n",
    "plt.scatter(x,y, label = 'Intersection', c = 'b')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Disease Occurrences')\n",
    "plt.title('A relationship between the disease occurrences and the Age of the affected Persons')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Cholera', 'Measles', 'Diarrhoea', 'Rubella Mars', 'Meningitis',\n",
       "       'Yellow Fever'], dtype=object)"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS['disease'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}