India cases.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "web_content = requests.get('https://www.mohfw.gov.in/').text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>Sr.No</th>\n",
       "      <th>States/UT</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deceased</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>2647</td>\n",
       "      <td>1709</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Assam</td>\n",
       "      <td>203</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>1982</td>\n",
       "      <td>593</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>217</td>\n",
       "      <td>139</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>128</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Dadar Nagar Haveli</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>11659</td>\n",
       "      <td>5567</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Goa</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Gujarat</td>\n",
       "      <td>12905</td>\n",
       "      <td>5488</td>\n",
       "      <td>773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1031</td>\n",
       "      <td>681</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>152</td>\n",
       "      <td>59</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>1449</td>\n",
       "      <td>684</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>290</td>\n",
       "      <td>129</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>1605</td>\n",
       "      <td>571</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>690</td>\n",
       "      <td>510</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Ladakh</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>5981</td>\n",
       "      <td>2843</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>41642</td>\n",
       "      <td>11726</td>\n",
       "      <td>1454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mizoram</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Odisha</td>\n",
       "      <td>1103</td>\n",
       "      <td>393</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Puducherry</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>0#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Punjab</td>\n",
       "      <td>2028</td>\n",
       "      <td>1819</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>6227</td>\n",
       "      <td>3485</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>13967</td>\n",
       "      <td>6282</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Telengana</td>\n",
       "      <td>1699</td>\n",
       "      <td>1035</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Tripura</td>\n",
       "      <td>173</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>146</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>5515</td>\n",
       "      <td>3204</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>West Bengal</td>\n",
       "      <td>3197</td>\n",
       "      <td>1193</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td></td>\n",
       "      <td>Cases being reassigned to states</td>\n",
       "      <td>1620</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td></td>\n",
       "      <td>Total#</td>\n",
       "      <td>118447</td>\n",
       "      <td>48534</td>\n",
       "      <td>3583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sr.No                         States/UT Confirmed Recovered Deceased\n",
       "0      1       Andaman and Nicobar Islands        33        33        0\n",
       "1      2                    Andhra Pradesh      2647      1709       53\n",
       "2      3                 Arunachal Pradesh         1         1        0\n",
       "3      4                             Assam       203        54        4\n",
       "4      5                             Bihar      1982       593       11\n",
       "5      6                        Chandigarh       217       139        3\n",
       "6      7                      Chhattisgarh       128        59        0\n",
       "7      8                Dadar Nagar Haveli         1         0        0\n",
       "8      9                             Delhi     11659      5567      194\n",
       "9     10                               Goa        52         7        0\n",
       "10    11                           Gujarat     12905      5488      773\n",
       "11    12                           Haryana      1031       681       15\n",
       "12    13                  Himachal Pradesh       152        59        3\n",
       "13    14                 Jammu and Kashmir      1449       684       20\n",
       "14    15                         Jharkhand       290       129        3\n",
       "15    16                         Karnataka      1605       571       41\n",
       "16    17                            Kerala       690       510        4\n",
       "17    18                            Ladakh        44        43        0\n",
       "18    19                    Madhya Pradesh      5981      2843      270\n",
       "19    20                       Maharashtra     41642     11726     1454\n",
       "20    21                           Manipur        25         2        0\n",
       "21    22                         Meghalaya        14        12        1\n",
       "22    23                           Mizoram         1         1        0\n",
       "23    24                            Odisha      1103       393        7\n",
       "24    25                        Puducherry        20        10       0#\n",
       "25    26                            Punjab      2028      1819       39\n",
       "26    27                         Rajasthan      6227      3485      151\n",
       "27    28                        Tamil Nadu     13967      6282       94\n",
       "28    29                         Telengana      1699      1035       45\n",
       "29    30                           Tripura       173       148        0\n",
       "30    31                       Uttarakhand       146        54        1\n",
       "31    32                     Uttar Pradesh      5515      3204      138\n",
       "32    33                       West Bengal      3197      1193      259\n",
       "33        Cases being reassigned to states      1620                   \n",
       "34                                  Total#    118447     48534     3583"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# parse the html content\n",
    "soup = BeautifulSoup(web_content, \"html.parser\")\n",
    "# remove any newlines and extra spaces from left and right\n",
    "extract_contents = lambda row: [x.text.replace('\\n', '') for x in row]\n",
    "stats = [] # initialize stats\n",
    "all_rows = soup.find_all('tr') # find all table rows \n",
    "\n",
    "for row in all_rows: \n",
    "    stat = extract_contents(row.find_all('td')) # find all data cells  \n",
    "    # notice that the data that we require is now a list of length 5\n",
    "    if len(stat) == 5: \n",
    "        stats.append(stat)\n",
    "\n",
    "#now convert the data into a pandas dataframe for further processing\n",
    "new_cols = [\"Sr.No\", \"States/UT\",\"Confirmed\",\"Recovered\",\"Deceased\"]\n",
    "state_data = pd.DataFrame(data = stats, columns = new_cols)\n",
    "\n",
    "\n",
    "state_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_data.drop(state_data.tail(2).index,inplace=True)\n",
    "state_data['Deceased'][24]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_data['lat']=[11.7401,15.9129,28.2180,26.244156,25.0961,30.7333,21.295132,20.1809,28.7041,15.2993,22.309425,29.065773,32.084206,33.7782,23.6102,15.317277,10.850516,34.209515,23.473324,19.663280,24.6637,25.4670,23.1645,20.940920,11.9416,31.1471,27.0238,11.1271,18.1124,23.9408,30.0668,26.8467,22.9868]\n",
    "state_data['lon']=[92.6586,79.7400,94.7278,92.537842,85.3131,76.7794,81.828232,73.0169,77.1025,74.1240,72.136230,76.040497,77.571167,76.5762,85.2799,75.713890,76.271080,77.615112,77.947998,75.300293,93.9063,91.3662,92.9376,84.803467,79.8083,75.3412,74.2179,78.6569,79.0193,91.9882,79.0193,80.9462,87.8550]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_data['Confirmed'] = state_data['Confirmed'].map(int)\n",
    "state_data['Recovered'] = state_data['Recovered'].map(int)\n",
    "state_data['Deceased'] = state_data['Deceased'].map(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
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       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }    #T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "        }</style><table id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7f\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Sr.No</th>        <th class=\"col_heading level0 col1\" >States/UT</th>        <th class=\"col_heading level0 col2\" >Confirmed</th>        <th class=\"col_heading level0 col3\" >Recovered</th>        <th class=\"col_heading level0 col4\" >Deceased</th>        <th class=\"col_heading level0 col5\" >lat</th>        <th class=\"col_heading level0 col6\" >lon</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col1\" class=\"data row0 col1\" >Andaman and Nicobar Islands</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col2\" class=\"data row0 col2\" >33</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col3\" class=\"data row0 col3\" >33</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col4\" class=\"data row0 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col5\" class=\"data row0 col5\" >11.740100</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow0_col6\" class=\"data row0 col6\" >92.658600</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col0\" class=\"data row1 col0\" >2</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col1\" class=\"data row1 col1\" >Andhra Pradesh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col2\" class=\"data row1 col2\" >2647</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col3\" class=\"data row1 col3\" >1709</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col4\" class=\"data row1 col4\" >53</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col5\" class=\"data row1 col5\" >15.912900</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow1_col6\" class=\"data row1 col6\" >79.740000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col0\" class=\"data row2 col0\" >3</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col1\" class=\"data row2 col1\" >Arunachal Pradesh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col3\" class=\"data row2 col3\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col4\" class=\"data row2 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col5\" class=\"data row2 col5\" >28.218000</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow2_col6\" class=\"data row2 col6\" >94.727800</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col0\" class=\"data row3 col0\" >4</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col1\" class=\"data row3 col1\" >Assam</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col2\" class=\"data row3 col2\" >203</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col3\" class=\"data row3 col3\" >54</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col4\" class=\"data row3 col4\" >4</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col5\" class=\"data row3 col5\" >26.244156</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow3_col6\" class=\"data row3 col6\" >92.537842</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col0\" class=\"data row4 col0\" >5</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col1\" class=\"data row4 col1\" >Bihar</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col2\" class=\"data row4 col2\" >1982</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col3\" class=\"data row4 col3\" >593</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col4\" class=\"data row4 col4\" >11</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col5\" class=\"data row4 col5\" >25.096100</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow4_col6\" class=\"data row4 col6\" >85.313100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col0\" class=\"data row5 col0\" >6</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col1\" class=\"data row5 col1\" >Chandigarh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col2\" class=\"data row5 col2\" >217</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col3\" class=\"data row5 col3\" >139</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col4\" class=\"data row5 col4\" >3</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col5\" class=\"data row5 col5\" >30.733300</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow5_col6\" class=\"data row5 col6\" >76.779400</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col0\" class=\"data row6 col0\" >7</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col1\" class=\"data row6 col1\" >Chhattisgarh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col2\" class=\"data row6 col2\" >128</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col3\" class=\"data row6 col3\" >59</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col4\" class=\"data row6 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col5\" class=\"data row6 col5\" >21.295132</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow6_col6\" class=\"data row6 col6\" >81.828232</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col0\" class=\"data row7 col0\" >8</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col1\" class=\"data row7 col1\" >Dadar Nagar Haveli</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col2\" class=\"data row7 col2\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col3\" class=\"data row7 col3\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col4\" class=\"data row7 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col5\" class=\"data row7 col5\" >20.180900</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow7_col6\" class=\"data row7 col6\" >73.016900</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col0\" class=\"data row8 col0\" >9</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col1\" class=\"data row8 col1\" >Delhi</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col2\" class=\"data row8 col2\" >11659</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col3\" class=\"data row8 col3\" >5567</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col4\" class=\"data row8 col4\" >194</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col5\" class=\"data row8 col5\" >28.704100</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow8_col6\" class=\"data row8 col6\" >77.102500</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col0\" class=\"data row9 col0\" >10</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col1\" class=\"data row9 col1\" >Goa</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col2\" class=\"data row9 col2\" >52</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col3\" class=\"data row9 col3\" >7</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col4\" class=\"data row9 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col5\" class=\"data row9 col5\" >15.299300</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow9_col6\" class=\"data row9 col6\" >74.124000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col0\" class=\"data row10 col0\" >11</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col1\" class=\"data row10 col1\" >Gujarat</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col2\" class=\"data row10 col2\" >12905</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col3\" class=\"data row10 col3\" >5488</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col4\" class=\"data row10 col4\" >773</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col5\" class=\"data row10 col5\" >22.309425</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow10_col6\" class=\"data row10 col6\" >72.136230</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col0\" class=\"data row11 col0\" >12</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col1\" class=\"data row11 col1\" >Haryana</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col2\" class=\"data row11 col2\" >1031</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col3\" class=\"data row11 col3\" >681</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col4\" class=\"data row11 col4\" >15</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col5\" class=\"data row11 col5\" >29.065773</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow11_col6\" class=\"data row11 col6\" >76.040497</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col0\" class=\"data row12 col0\" >13</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col1\" class=\"data row12 col1\" >Himachal Pradesh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col2\" class=\"data row12 col2\" >152</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col3\" class=\"data row12 col3\" >59</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col4\" class=\"data row12 col4\" >3</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col5\" class=\"data row12 col5\" >32.084206</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow12_col6\" class=\"data row12 col6\" >77.571167</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col0\" class=\"data row13 col0\" >14</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col1\" class=\"data row13 col1\" >Jammu and Kashmir</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col2\" class=\"data row13 col2\" >1449</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col3\" class=\"data row13 col3\" >684</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col4\" class=\"data row13 col4\" >20</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col5\" class=\"data row13 col5\" >33.778200</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow13_col6\" class=\"data row13 col6\" >76.576200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col0\" class=\"data row14 col0\" >15</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col1\" class=\"data row14 col1\" >Jharkhand</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col2\" class=\"data row14 col2\" >290</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col3\" class=\"data row14 col3\" >129</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col4\" class=\"data row14 col4\" >3</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col5\" class=\"data row14 col5\" >23.610200</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow14_col6\" class=\"data row14 col6\" >85.279900</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col0\" class=\"data row15 col0\" >16</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col1\" class=\"data row15 col1\" >Karnataka</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col2\" class=\"data row15 col2\" >1605</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col3\" class=\"data row15 col3\" >571</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col4\" class=\"data row15 col4\" >41</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col5\" class=\"data row15 col5\" >15.317277</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow15_col6\" class=\"data row15 col6\" >75.713890</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col0\" class=\"data row16 col0\" >17</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col1\" class=\"data row16 col1\" >Kerala</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col2\" class=\"data row16 col2\" >690</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col3\" class=\"data row16 col3\" >510</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col4\" class=\"data row16 col4\" >4</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col5\" class=\"data row16 col5\" >10.850516</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow16_col6\" class=\"data row16 col6\" >76.271080</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col0\" class=\"data row17 col0\" >18</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col1\" class=\"data row17 col1\" >Ladakh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col2\" class=\"data row17 col2\" >44</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col3\" class=\"data row17 col3\" >43</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col4\" class=\"data row17 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col5\" class=\"data row17 col5\" >34.209515</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow17_col6\" class=\"data row17 col6\" >77.615112</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col0\" class=\"data row18 col0\" >19</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col1\" class=\"data row18 col1\" >Madhya Pradesh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col2\" class=\"data row18 col2\" >5981</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col3\" class=\"data row18 col3\" >2843</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col4\" class=\"data row18 col4\" >270</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col5\" class=\"data row18 col5\" >23.473324</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow18_col6\" class=\"data row18 col6\" >77.947998</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col0\" class=\"data row19 col0\" >20</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col1\" class=\"data row19 col1\" >Maharashtra</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col2\" class=\"data row19 col2\" >41642</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col3\" class=\"data row19 col3\" >11726</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col4\" class=\"data row19 col4\" >1454</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col5\" class=\"data row19 col5\" >19.663280</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow19_col6\" class=\"data row19 col6\" >75.300293</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col0\" class=\"data row20 col0\" >21</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col1\" class=\"data row20 col1\" >Manipur</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col2\" class=\"data row20 col2\" >25</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col3\" class=\"data row20 col3\" >2</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col4\" class=\"data row20 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col5\" class=\"data row20 col5\" >24.663700</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow20_col6\" class=\"data row20 col6\" >93.906300</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col0\" class=\"data row21 col0\" >22</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col1\" class=\"data row21 col1\" >Meghalaya</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col2\" class=\"data row21 col2\" >14</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col3\" class=\"data row21 col3\" >12</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col4\" class=\"data row21 col4\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col5\" class=\"data row21 col5\" >25.467000</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow21_col6\" class=\"data row21 col6\" >91.366200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col0\" class=\"data row22 col0\" >23</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col1\" class=\"data row22 col1\" >Mizoram</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col2\" class=\"data row22 col2\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col3\" class=\"data row22 col3\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col4\" class=\"data row22 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col5\" class=\"data row22 col5\" >23.164500</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow22_col6\" class=\"data row22 col6\" >92.937600</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col0\" class=\"data row23 col0\" >24</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col1\" class=\"data row23 col1\" >Odisha</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col2\" class=\"data row23 col2\" >1103</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col3\" class=\"data row23 col3\" >393</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col4\" class=\"data row23 col4\" >7</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col5\" class=\"data row23 col5\" >20.940920</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow23_col6\" class=\"data row23 col6\" >84.803467</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col0\" class=\"data row24 col0\" >25</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col1\" class=\"data row24 col1\" >Puducherry</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col2\" class=\"data row24 col2\" >20</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col3\" class=\"data row24 col3\" >10</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col4\" class=\"data row24 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col5\" class=\"data row24 col5\" >11.941600</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow24_col6\" class=\"data row24 col6\" >79.808300</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col0\" class=\"data row25 col0\" >26</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col1\" class=\"data row25 col1\" >Punjab</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col2\" class=\"data row25 col2\" >2028</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col3\" class=\"data row25 col3\" >1819</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col4\" class=\"data row25 col4\" >39</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col5\" class=\"data row25 col5\" >31.147100</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow25_col6\" class=\"data row25 col6\" >75.341200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col0\" class=\"data row26 col0\" >27</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col1\" class=\"data row26 col1\" >Rajasthan</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col2\" class=\"data row26 col2\" >6227</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col3\" class=\"data row26 col3\" >3485</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col4\" class=\"data row26 col4\" >151</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col5\" class=\"data row26 col5\" >27.023800</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow26_col6\" class=\"data row26 col6\" >74.217900</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col0\" class=\"data row27 col0\" >28</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col1\" class=\"data row27 col1\" >Tamil Nadu</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col2\" class=\"data row27 col2\" >13967</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col3\" class=\"data row27 col3\" >6282</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col4\" class=\"data row27 col4\" >94</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col5\" class=\"data row27 col5\" >11.127100</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow27_col6\" class=\"data row27 col6\" >78.656900</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col0\" class=\"data row28 col0\" >29</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col1\" class=\"data row28 col1\" >Telengana</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col2\" class=\"data row28 col2\" >1699</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col3\" class=\"data row28 col3\" >1035</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col4\" class=\"data row28 col4\" >45</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col5\" class=\"data row28 col5\" >18.112400</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow28_col6\" class=\"data row28 col6\" >79.019300</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col0\" class=\"data row29 col0\" >30</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col1\" class=\"data row29 col1\" >Tripura</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col2\" class=\"data row29 col2\" >173</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col3\" class=\"data row29 col3\" >148</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col4\" class=\"data row29 col4\" >0</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col5\" class=\"data row29 col5\" >23.940800</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow29_col6\" class=\"data row29 col6\" >91.988200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col0\" class=\"data row30 col0\" >31</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col1\" class=\"data row30 col1\" >Uttarakhand</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col2\" class=\"data row30 col2\" >146</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col3\" class=\"data row30 col3\" >54</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col4\" class=\"data row30 col4\" >1</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col5\" class=\"data row30 col5\" >30.066800</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow30_col6\" class=\"data row30 col6\" >79.019300</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col0\" class=\"data row31 col0\" >32</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col1\" class=\"data row31 col1\" >Uttar Pradesh</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col2\" class=\"data row31 col2\" >5515</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col3\" class=\"data row31 col3\" >3204</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col4\" class=\"data row31 col4\" >138</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col5\" class=\"data row31 col5\" >26.846700</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow31_col6\" class=\"data row31 col6\" >80.946200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7flevel0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col0\" class=\"data row32 col0\" >33</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col1\" class=\"data row32 col1\" >West Bengal</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col2\" class=\"data row32 col2\" >3197</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col3\" class=\"data row32 col3\" >1193</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col4\" class=\"data row32 col4\" >259</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col5\" class=\"data row32 col5\" >22.986800</td>\n",
       "                        <td id=\"T_9bffde76_9c2a_11ea_96dc_5c879c640c7frow32_col6\" class=\"data row32 col6\" >87.855000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1c914fc7ec8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
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   ],
   "source": [
    "state_data.style.set_properties(**{'background-color': 'black',\n",
    "                            'color': 'lawngreen',\n",
    "                            'border-color': 'white'})"
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  },
  {
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   "source": [
    "# Geographical analysis"
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  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "fig = px.scatter_mapbox(state_data,lat=\"lat\", lon=\"lon\", hover_name=\"States/UT\", hover_data=[\"Confirmed\",'Recovered','Deceased'],\n",
    "                            color_discrete_sequence=[\"firebrick\"], zoom=3, height=300)\n",
    "fig.update_layout(mapbox_style=\"open-street-map\")\n",
    "fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State wise confirmed cases in india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([    0.,  5000., 10000., 15000., 20000., 25000., 30000., 35000.,\n",
       "        40000., 45000.]),\n",
       " <a list of 10 Text xticklabel objects>)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,15))\n",
    "plt.barh(state_data['States/UT'],state_data['Confirmed'],color=['red','blue','green','orange','yellow','pink'])\n",
    "for index, value in enumerate(state_data['Confirmed']):\n",
    "    plt.text(value, index, str(value))\n",
    "plt.title('State-wise COVID-19 indicator ')  \n",
    "plt.xlabel('No of Confirmed cases',fontsize=20)\n",
    "plt.ylabel('States',fontsize=20)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.xticks(fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Nationwide total Confirmed, Recovered and Deceased Cases')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+wTod+L2ZLXTO3YX/bsuBs/pZz5xoOcvxN33/GdUUnAKcj09q/zDQ9wthqBnP7/F3NT/t472R+Kwr01f6mK8dGEwPhFnRvCdmTT8Bnxg9MohlZHsZ/6N8D19s/Gg0/UF847GD2HA1CPg67C3N7P2i2iiDzD5B3oc/WLdyzv2rj9eCAdbTQe/tNAefia+3TczsI/iDOXOb9PX5WvxJJPt3OnWAWPpzSxTThWa2WfabURHf0dGfj+D3u89nzXZSFGvRdTXekCj5fAx/4ni+r984mnURvmQne//4LENI8AdwIf5CMSOj1OJu/N3UuH72w57E4l5gUnSH3p9H8L1pxvRMiP5/LL2Px78B25nZx/HJ7N+y3r8bf3fd1E9cqQ190QJu/5H0rjL5Ev44GorBnj82SvR7/wJ/N3xJxlt34xvdzu5nO7dH1R+PAydb/73DnsRfzLfvZzlzovl6Si/fP8dEicOn+4vdObfSOXc9vjqjJ7kd7Pqexp9ns7df9nWjPwl8gtnXzXJPj5rdM77bYK5xPd/LOedeYN24TT3f7W58b7q3+vlua/tY1hzn3A/xN6kD3QAEM6QTmnOu3cwuwPcGyHY3cI6Z/RBfnHko/s4p2yv4O9dv4++w25xzL2XP5JxbYb4P8Q/MrBlfT7gLPql5nN51mYOJ30UZ6ueBZ51zq6O3HmLdjvXQAIu5Cl/Ed0v0XZfjqxbW6wLrnJtnZhcCl0bZ5iP4O8ct8UVllznnNrSuV/An8bvxO9MS59wSMzsXn+VfjW+fMBXfiO8NfDXHQJ+fBXw3upNL4RvtbehOpV9Rxn88UUMw893mek7oe+B7sLyG/63uwv9uf4ySkNms69Xy84EuJEXqO/jk9B4zuxx/91SP760Qd841RnfN5wOXmdkV+Lrf7YEf4NvarMd8N9qrMu+QB8s512pm/4NvGHc8vtfHw2Z2LXBTdDw9gz8RT8Nv/3Occ6/j96VvANdGJZNPA2PwvQh+7Zx7DT9Y3DH4cRMuxJcinIM/4WZXkd6PT3Iuj97Pbit1Df6k/ICZXYTv4VOD763zKXzj5v7q+3vkfPv34W7gM2Z2Cb4h5l74nkKrNvip/g3q/DGAmozEZCS+fv9kfGnBT51zf8+Y91z8b/6omV2KLwmagL84beuc+2o033/jz1FPRb/HImBbfOPeM5xza8zse8DvouP3Lnzjyqn4G7KHnXMz8QnBmmi+GfgbuB/jzzXjeoIysz/jE4enom2wIz5huxd8253BrM85N8fMZgIXRAnas/jz6ycHsyGdc4+aHwn6YjPbBd849q1oGx2GPz9Nx1dFDHiNi5KQ3+BLXubiE9BT8clpz03rJfgb5Mei/WpOtJ12xpf0fNrMxuGPoWvw59BOfHI2gXXto4qPG7jF66lEvUKyplfhu8A41u9uOgJfPPMufoe5A1+1kD3fKHwDvpXRewuj6QfTu7up4bv/zcHf1S7FF32OzYqpVw8I1rX4PzVr+rej6Zk9P3p6jLSR0W0oeu9KMnqFRNO2xSc6LdH3/Q2+a1avVt34g2UWvs65CV9XeylR988NbP+P4rv1tfWxDU/Gn4jb8cVqfwMmD+bz0Xa5K/qNlkexHN3Htn+YAXqFZMxbj8/8X4m2SSv+QPwZUev+aL6x0fqWRr/n69Hvm9nTo2c/OLyf/XFaxrSN6RVydR9x9+wjX8+afl40vSpreq/l4JPd66Jt2Y4/Id8GfDJrvrPwjRXb8MnXx6LlXZl1bKy3b25gm/fa56PpNdFykz3bFb9/nxXtM234E/SL+DvccRmfHY1PsN9k3fF2U9ZvuC/+hNeE36cfAPbpJ8ZfRnE+2c/7ddG2fi3adivwF4bzWNcyvs/9IR/bv5/lx/A3M0vw+/YjQEMfv13Pfpd9vjyPqOR/KOePPuK5MprP4RPEtfhzyuVk9DTJ+swW+N5XizN+1/vI6PUUzdcA3I5Pmlqj3+WcrHk+ib/5WhPNMxfffmLXjHkOjfa/VnzX2jOztwO+WP/hjN9tAf6Cm31uH8z6RuKvPSvw++VtrOt9d+qGtmfGMj6Crz5cir+Ir8BfwE8mGtqAQVzj8CVGV+HPbS3Rch4BPp61vgnR910Q/SbL8SVwPb1davFVRbOj77QGf2xMH8z3CfXqOeGISJEwsyPxJ/btnHMbakgnIlJ0irZVqUgFOwhfDaKkQkRKjkosREREJGdUYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnlFiIiIhIziixEBERkZxRYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnlFiIiIhIziixEBERkZxRYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnlFiIiIhIziixEBERkZxRYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnlFiIiIhIziixEBERkZxRYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnlFiIiIhIziixEBERkZxRYiEiIiI5o8RCREREckaJhYiIiOSMEgsRERHJGSUWIiIikjNKLERERCRnqkIHICIbJ5FMxYDxwCbRawIwFhid8RoDjAQMSAPd/fyb+f8OYCWQynqtbGyod4X5diJS6sw5nS9EikkimaoHtgGmRf/2/H8asDkwjsKWNnbTd8KxBJgLvA683thQv7KAMYlIkVJiIRJAlDzsBezCuuShJ4EYHS6yYXkPeAOfaGT++0ZjQ31TyMBEpHCUWIjkWSKZ2hyfROwFfCj6d8ugQRXeEuBFYBbwNPCMSjhEypMSC5EcSiRTk4G9WZdEfAiYEjSo4uTwJRpPsy7Z+HdjQ31X0KhEZNiUWIgMQyKZGgMcAhwBHA7sHDaiktYKPIdPMp4AHmhsqF8TNiQR2VhKLAIws0nAr/F3tu3AQuBs59zrG7mcA4A/Ap3A0cBvnHOfy220fa53IfBh51wq3+sqNolkqgrYF59IHAHsg3pX5UsnPsG4E7irsaH+5cDxiMggKLEoMDMz4EngKufcH6NpewJjnHOPbeSy/gg87Zy7YgPzVDnnclq8XGmJRSKZ2pl1icRB+K6dUnhvAXfhE40HGhvqmwPHIyJ9UGJRYGZ2KHCec+7ArOkG/AL4BL7++afOuevN7GDgPHz3vt3wRcUnA1+L5l+NT1R+BNzhnNvNzE7Fl2DUAaOAC4DzgXeAPYFbgJeAs4ARwGecc/PMbDN8CchWUVhnO+eeMLNNgWuBzYBngKOAvco5sUgkU7sAJwInADsFDkd6awcexScadzQ21L8ROB4RiagIt/B6koNsx+Mv+nsA9cCzZvZo9F4D8AF8y/ongI865y4zs4/hk4mbzGxa1vL2B3Z3zq2IkpM98F0bVwDzgcucc/uY2VnAGcDZwG+AS5xzj5vZVsA90WdmAI875y4ws6OBb+ZgOxSdRDK1LeuSid0DhyMbVsu6UqSLE8lUEvgbMLOxof6doJGJVDglFsXjY8C1zrlu4B0zewTfBmMN8IxzbhGAmb2AH+vg8QGWd59zbkXG388655ZGy5gH3BtNfwnf+BB848NdfeEJAGPNbAxwID7xwTn3TzMrm26CiWRqC+AL+IRi78DhyNA1RK9fJpKp+/BJxt8bG+pbwoYlUnmUWBTebKCvBpbWx7Qe7Rn/72Zwv1t2/XPmMtIZf6czlhcD9nfOta4XmE80yqbOLJFMbQJ8EZ9MfJQNb3spLXF8Vd1RwNpEMnULPsl4qLGhPh00MpEKoYeQFd6DQK2ZfaNngpntjR8y+QQzi0dtHQ7Et2copHuB0zPi2jP676PASdG0T+CfTVFyEsnUXolk6gpgMXApvpRISUX5GgOcAtwPvJlIpi5MJFO7BY5JpOypxKLAnHPOzI4Dfm1mjUAbUXdT/FDOL+JLB77vnFtmZoUcF+FM4Hdm9m/8vvEocBq+4ee1ZvY88Ai+dX5JSCRTNfiqjtPx3USlMm0BfB/4fiKZehS4BLhNpRgiuadeIVKWorYT3wa+DkwMHI4Up3n4BstX6FkmIrmjxELKSiKZOhT4T+DT+Pp2kYGsAi4D/rexof7t0MGIlDolFlLyEslUHN8G5Bxg18DhSOnqAm4GLmlsqH86dDAipUqJhZSsKKGYDvwY2DFwOFJengIuAm5pbKjXSVJkI6hXSAkxs7+Y2XIzezlj2ufNbLaZpc3sw1nz725mT0Xvv2RmddH0L0Z//9vM7jaz+mj6L83stWj6rWY2Ppp+kpm9kPFKZ/QYKbhEMhVLJFMn47vu/hUlFZJ7+wM3AS8kkqnPhA5GpJSoxKKEmNmBQBPwV+fcbtG0XfBjUfwJ+G/n3L+i6VXA88CXnHMvRsNyr8J3r1wC7OqcS5nZL4AW59x5ZnYk8KBzrsvMLgRwzp2TFcMHgX8457YtxHfOlEimYvjxJ36ChtmWwnoeOLexof6foQMRKXbqblpCnHOPZg/d7Zx7Fd4fxCrTkcC/nXMvRvO9F81XjU8uRpnZe/gHas2N5rk34/Oz6Hsgry/inxtSMFFCcQJwLnosuYTxIeCORDI1C/hBY0P9w4HjESlaqgopXzsCzszuMbPnzez7AM65Tnw3zJeISi6Ay/v4/FfxD3jKdgIFTCwSydTn8LHOREmFhLcf8FAimbozkUx9MHQwIsVIiUX5qsKPLHlS9O9xZnZYVGLxbfxzFaYA/wZ+kPlBM/sRvoX8NVnT98VXm7xMniWSqd0SydRDwI2op4cUn0/g219clUimthpwbpEKoqqQ8rUIeKTn0eZmdie+OHcNgHNuXjT9BqCx50NmdgpwDHCY690A50TyXFqRSKbG40f6/A+0f0pxiwFfBk5IJFO/An7W2FDfOsBnRMqeSizK1z3A7mY2MmrIeRDwCv45GbtGzyMB/9jpnnYaR+HHgviUc269p0KaWQz4PHBdPoJNJFOWSKa+BryOH1pcSYWUilrgR8DLiWTqE6GDEQlNvUJKiJldCxwM1APvADOAFcBvgc3wvT5ecM59PJr/ZHw1hwPudM59P5p+GnAW0Am8CZzqnHvPzObiT5LvRauc5Zw7LfrMwUDCObdfrr9XIpnaB/9QMD22XMrBTcBZjQ31S0IHIhKCEgsJJpFMTQQSwKnoKaNSXtbiu0Vf2thQ3x06GJFCUmIhBRd1Hz0duAAYFzgckXxKAt9qbKh/NnQgIoWixEIKKpFM7QBcAXw0dCwiBZIG/gj8sLGhfnXoYETyTYmFFERUSnEm8D/AiMDhiISwDPiPxob6W0MHIpJPSiwk7xLJ1Hb4UooDQsciUgT+Dzi7saG+ZcA5RUqQEgvJq0Qy9Q3gEmBU6FhEisgc4KTGhvrnQgcikmtKLCQvEslUPXAZ8OnQsYgUqU7gx8Av9Wh2KSdKLCTnokGC/gJMCh2LSAl4EPhyY0P94tCBiOSCEgvJmUQyVQ38Ej/4logM3grg62rYKeVAiYXkRCKZ2hz/wDA10BQZOjXslJKnxEKGLZFM7Y8fxnhK6FhEysBrwHGNDfWvhQ5EZCj0EDIZlkQydRrwMEoqRHJlZ2CWHmgmpUolFjIkiWSqFvg98NXQsYiUqTRwTmND/a9CByKyMZRYyEZLJFNbArcAHw4di0gF+CvwzcaG+vbQgYgMhhIL2SiJZOoQ4Hr8Y9pFpDBm4dtdLAsdiMhA1MZCBi2RTP0XcB9KKkQKbT/g2UQytVfoQEQGohILGVAimTL8sNwan0IkrFbgK40N9deHDkSkP0osZIOiQa+uBKYHDkVE1vkZ8BMNBS7FSImF9CuRTI0GbgaODB2LiPRyBfCNxob67tCBiGRSYiF9ih4idiewd+hYRKRfN+KfktoZOhCRHkospJdEMrU1cA+wU+hYRGRAdwGfbWyobw0diAgosZAsiWRqN3xSoZE0RUrHo8AxjQ31a0MHIqLupvK+RDL1MeAxlFSIlJoDgQcTydSmoQMRUWIhACSSqaOBe4HxoWMRkSH5MPBIIpmaHDoQqWyqChESydTHgX8AtaFjEZFhmwcc3thQvzB0IFKZlFhUuEQydRC+8deI0LGISM4sxicXeqsLN+MAACAASURBVPS6FJwSiwqWSKb2ww/RPTp0LCKSc0uBjzY21C8IHYhUFrWxqFCJZOpDwN0oqRApV5OB+xLJ1KTQgUhlUWJRgRLJ1AfwDTXHhY5FRPJqO+CeRDKlRtlSMEosKkwimdoRuB9QtzSRyrA7cEcimRoZOhCpDEosKkgimZoGPACoaFSksnwUuCl6qKBIXimxqBCJZGoq8CCwRehYRCSITwBXJZIpnfclr7SDVYBEMjUO36Zim9CxiEhQXwR+GzoIKW9KLMpcIpmKA9cDu4aORUSKwn8kkqn/FzoIKV9KLMrfJcDHQwchIkXlx4lk6ozQQUh50gBZZSyRTJ0G/CF0HCJSlLqBoxob6u8PHYiUFyUWZSqRTB2GHwCrKnQsIlK0VgAf1uickktKLMpQNFbFLGBC6FhEpOi9BOzf2FDfHDoQKQ9qY1FmEsnUJsAdKKkQkcH5IHBl6CCkfCixKCPR4Dc3ATuEjkVESsrnEsnUj0IHIeVBiUV5uRQ4JHQQIlKSLkgkU0eHDkJKn9pYlIlEMvVN4E+h4xCRkrYG2KexoX5O6ECkdCmxKAOJZGpX4F/AiNCxiEjJm4NPLtaEDkRKk6pCSlwimarDj6yppEJEcmEn4JpEMmWhA5HSpMSi9F0M7BY6CBEpK8cAZ4YOQkqTqkJKWCKZOg64JXQcIlKW2vCDZ80OHYiUFiUWJSqRTG0JvIjGqxCR/HkB2Lexob4jdCBSOlQVUoKiJ5Zeg5IKEcmvPQE9CVU2ihKL0vQT4IDQQYhIRfjvRDJ1YOggpHSoKqTERAf4g0A8dCwiUjHeBPZobKhfHToQKX4qsSghiWRqPHA1SipEpLC2xo/sKzIgJRal5ZfAlqGDEJGKdHIimTohdBBS/FQVUiISydQBwCOABq0RkVBWArs3NtQvCh2IFC+VWJSARDJVA/wZJRUiEtYE4C+hg5DipsSiNPwA2Dl0ECIiwBGJZGp66CCkeKkqpMglkqmd8ANh1YaORUQk8g6wc2ND/arQgUjxUYlFEYseAvQnlFSISHHZHPh56CCkOCmxKG5fAQ4KHYSISB++lUim9gsdhBQfVYUUqUQyNRF4FdgkdCwiIv14EdirsaG+O3QgUjxUYlG8LkFJhYgUtz2A00IHIcVFJRZFKJFMHQHcGzoOKW1VBvGYEQNiBjHzvZXTztHtwDnodI60TgEyPCuAHRsb6t8LHYgUh6rQAcj6EslUDLgodBxS3EZXxdikLs6oamNMdZwx1cb4mjhjamKMqooxoipGzHg/aXD4RALAzA+IYtH/u9LQ2p2mqTPN2o40K9u7aepM09Tlp6XaumnvVvYh/doE+BkquZCISiyKTCKZOgW4MnQcUjxGV8WYNLKKySOr2GpMFZuNqCJuRnfaYQZxM6piuRs7zTlHVxq68eeGajNaux3LWjp5q6mLd1q6WNbapWRDMqWBDzc21CdDByLhKbEoIolkqhZ4HdgqdCwSzuYj4mw/toZpY6vXSyJq4vZ+dUYoXWlHV9pRHVuXbCxY08ncNR2s7kgHjU2Ce7yxof6A0EFIeEosikgimfoOqgapOHGDrUZXs/P4WnYcX0PcjJiR01KIfOpMpwGjuTPNqyvbeX11B0tbukKHJWEc09hQ/8/QQUhYSiyKRCKZGgfMAzYNHYvk34i4sd24GnadUMtWo6vpdr4UIHSJxHB1px1dzuEczF3TwWsrO1i4toMunWYqxfP4KhH94hVMjTeLxzkoqSh7W46uYt+JI5g2poZu56iN+x7fVWXyfLl4zIhH32XXCbXsMK6GmBkvr2jj2eVtrGjXcAdl7kPAccAtoQORcFRiUQQSydQU4A1gZOhYJPdqY8YHNqll381HUBe3siiZ2FjdaUcaSLV2MWt5K2+s6kAtMsrWy8AejQ31+okrlEosisN5KKkoO5vVxdln4gh2nlCLc46aeOWOR+dLMmDyqGo+uVUctyU8l2ojmWqjqVPXnzKzG3ACcG3oQCQMlVgEFj29dDYQDx2L5MYWo6o4bItR1NdVEcNfVKW3zrTDgHlrOnhocTOr1KuknLwO7KqhviuTSizC+zlKKsrCZnVxDt9iFJNHVlMdA6uw6o6NVR0lXNuPrWHbsTXMXtHOo0ubaVFLz3KwI/AlNCZPRVKJRUCJZKoB34paSti4mhiHTBnFduNqiGcMnS0bpyvtcMC/lrcy651W2jXWeKlbAOzU2FDfGToQKSyVWIR1TugAZOhGVhkHTB7JbpvUEYtGwJSh6xm348MT6/jQZnU8sbSF51JtaIDPkrUN8DXgj6EDkcJSiUUgiWRqO2AOqgYpSXtvVseBU0ZhlM5AVqWmo9uP8nnHW2uZv0Y3vSVqEbB9Y0N9e+hApHAqt5l6eN9DSUXJGV8T49SdxnHA5FFUx3L7jA5ZX03cGFkd4zPTxnLs1qOpjWtbl6AtgFNCByGFpRKLABLJ1CRgIVAbOBTZCD2lFHEgpoSioDrTjs604443VXpRgmY3NtTvFjoIKRyVWIRxJkoqSsaE2vVLKZRUFF51zBhZpdKLEvWBRDJ1WOggpHDUeLPAEsnUSOC00HHI4KiUorjUxI0dx9ey7dgablfpRSk5E3ggdBBSGCqxKLxTgAmhg5ANq40ZX9x+rEopilB1zBhRFeO4aWM5dOqoMnnKStk7JpFMbRs6CCkMJRYFlEimDDgrdByyYRNqY3xtl/FMHVVNjYrci1Z13Nhz01pO3H4stUr8il0MOD10EFIYSiwK6xPATqGDkP5tM6aar+w0ntHVMfX4KAE18RhTR1Xz1V3GM6FWp7Mi99VEMjU6dBCSfzoSC+vs0AFI//aZWMfx246lJh7T6JklpCpmjKmOcepO45k2pjp0ONK/cajraUVQd9MCieoX54KqhItN3ODorUez/dhaVX2UuM6049ElzTz7blvoUKRvc4BdGhvqdeEpYyqxKJxTUFJRdOrixik7jmeHcUoqykF1zDhg8iiO2Xq0DrbitBPw8dBBSH4psSiAqNHml0PHIesbWWWcstN4NqmLv/+kTSl9NXFjx3E1HLfNGJ3gitOZoQOQ/NJxVxgHAdNCByHrjKryJRVj1UizLNXEY2wzpobPbTcWFUQVnY8nkqmpoYOQ/FFiURinhg5A1hkdNfQbXR0jrqSibFXHjS1HV/MFJRfFJgacGDoIyR8lFnkWda/6XOg4xBtVZXx5x3GMrFJSUQmqY8aUUdV8btuxOtkVl5NCByD5o2Mt/z4LjAodhMCIuPGlHccrqagw1TFj6qhqjt92jBp0Fo+GRDK1c+ggJD+UWOTfqaEDEKiJGSfvOE4DX1Womrix1ehqPjVN4zMVkemhA5D8UGKRR4lkahq+4aYEZMDx245hXE1cSUUFq4nH2G5sDR/ZfEToUMRTYlGmlFjkl8auKAKHTBnFlJHVSiqEmniM/SeNZPuxNaFDEdgukUztGzoIyT0lFnmisSuKwy4Tamior9PgV/K+6pjxqWljqK+Lhw5FVGpRlpRY5M9egB4THNCkEVV8cqsxVCupkCxVMThx+7HUad8I7YREMqUMr8woscifY0MHUMlGVRlf2H6sRtSUPsXMqIvH+MJ26oYa2ObAYaGDkNzSMZU/x4QOoFLFDU7Yfhw1SipkA6piRn1dFUdsqd7ggak6pMwosciDRDI1BWgIHUelOnKL0UyoVQ8QGVhN3PjAhDo+MKE2dCiV7FOqDikvSizy4xjUGySIrUdXs+smtaoCkUGriRsf33IUo6t0OgxkArBP6CAkd3Qk5YeqQQKoiVr7K6mQjRU34xgNnhWSHqVeRpRY5FgimRoBHB46jkp0+Baj1K1UhiQeM6aMrFaVSDhKLMqIEovcOxTQ0H4FtvXoanaZoCoQGTpViQS1dyKZ2iR0EJIbOoJyT91MC0xVIJIrqhIJJo5KesuGEovcOzp0AJVGVSCSK6oSCUrVIWVCiUUOJZKpPYEtQsdRSbYcVcXO41UFIrnTUyUyQslqoSmxKBNKLHLrqNABVJojtxyt0grJuZgZH5s8MnQYlWZqIpnaLXQQMnxKLHLro6EDqCQ7jqthXI3G1ZHcq4oZu29ax9hqnSILTKUWZUBHTW7tHzqASmGobYXkVww4eIpKLQpMpb5lQIlFjiSSqR2BTUPHUSk+uEktdXHtvpI/8Zixw/haPV69sA5IJFM1oYOQ4dGZOXc+EjqASlFlcMhUlVZI/sUNDpuqh5QVUC2wR+ggZHiUWOSOEosC2WuzEcRNSYXkX8yMLUZXM3VUVehQKsneoQOQ4VFikTtKLAqgNm58dNIIlVZIwVQZHLGFSi0K6MOhA5DhUWKRA4lkahywa+g4KsGem9aFDkEqjJmxSW2cKSNValEgKrEocUoscmM/9Jj0gth74ghq1GhTCqwqZuy7uR4BVCC7JJIpFRGVMJ2hc0PVIAWwzZhqNKyAhBAzY7uxNYys0v1DAcSBD4UOQoZOp+ncUGJRAPttPoJalVZIIA7YQ1VxhaLqkBKms/QwJZKpGLBv6DjK3biaGFNHVYcOQypYdczYe7MRqvMsDCUWJUyJxfBNA8aEDqLcfahed4oSXjwG245VglsASixKmBKL4ds5dADlLm6wZ30dVXqCqQRWG4+x3+Ya5rsAtkskU5uEDkKGRonF8CmxyLOdxteGDkHkfZNGVjG+RqfOAtB4FiVKR8fw7RQ6gHK356a1arQpRcOAnSco2S0AjQ1UonS2Hj6VWORRdQymqNGmFJGqmPEBJRaFsF3oAGRolFgMnxKLPJo2poZu50KHIbKeCbVxjWmRf0osSpQSi2FIJFMTgImh4yhnO4+voUaNNqXIdDvHdmP1dO88U2JRopRYDI9KK/Js+3E1mJ5kKkWmNh5TdUj+TYvGCZISox9teJRY5JEe+iTFbIvR1ag2JK9qgK1CByEbT4nF8CixyKMdx9do7AopWt3OsfUYNSzOM1WHlCAlFsOjxCKPdhlfS1zVIFKkqmPGzhpjJd+UWJQgJRbDs33oAMrViCpjlB5lKkUsZsY2Gt4735RYlCCduYdnUugAytWkEVV0pdXNVIrbiHiMWlXX5ZMSixKkxGKIEslUNTAhdBzlavLIKqp1wpYi1+kcm6uRcT4psShBSiyGbjPQE5TzZavR1cSVWEiRqzJjkhKLfNo2dACy8ZRYDJ0Gxsoj3QVKKaiKGVuO1r6aR2MTyZRGIisxSiyGbvPQAZSrEVWmahApGZOVBOebqpxLjBKLoVOJRZ6o4aaUEjXgzLtNQgcgG0eJxdApscgTNdyUUqIGnHmnEosSo8Ri6FQVkidTR6nhppSOKjMmjoiHDqOcqcSixCixGDqVWOTJ2BrtllI6qmLGOO2z+aQSixKjo2HolFjkiUbclFIzvkYlFnmkEosSozP40KkqJE/q4qoGkdIyRiUW+aQSixKjo2HoxoUOoBzVxQ11CJFSM6pKp9I8UolFidHRMHQatCUPRlfH6HbKLKS0jFBikU9KLEqMjoahU/+yPBhdHUN5hZSamIGaBuWNqkJKjA6FodPzkvNgdHUMUxMLKTFdaafqkPxRtXOJ0ZEwdEos8mB0dYwqjWEhJSbtYIyKLPJFpcMlRkfC0CmxyIO6uBFXkYWUGoPauE6neaK+vCVGR8LQKbHIA/U0lZLkfDsLyQslFiVGicXQqXguD1RaIaXIDLUNyh8lFiVGicUQJJKpOKDTSB4osZBSpRKLvFFiUWJ01z00qgbJE+UVUoqqYtY2bXTNFa+u7HgydCxlaFXoAGTjKLEYGiUWeZLWIBZSguJmnXvU1z26R33ddaFjEQlNicXQKLHIk27lFVKK0h1x5l+5F898qzN0KJJXrzPdvRQ6iGKnxGJodPLIk249KERKUVfLSJbc+d+hw5C8+yXw/dBBFDs13hyaZkBXwDzo0laVUpXW/UYF6A4dQClQYjEEjQ31aaAldBzlqLUrTZdKLaQUtb8bOgLJv5wlFmbWbWYvmNlsM3vRzL5jZkV/TTaz88xsg6VzqgoZuiZgVOggyk1TZ5pu56hSb14pJbFqaF0aOgrJv3QOl9XqnNsTwMwmAjPxz0WZkcN1BFH02VERWxs6gHLU1JnW002l9MTqoHVZ6Cgk//JSFeKcWw58EzjdvLiZ/dLMnjWzf5vZt3rmNbPvm9lLUSlHIpq2nZndbWbPmdljZrZzNP1YM3vazJJmdr+ZbR5NPygqLXkhem9MNP17Ges8P2OdPzKzOWZ2P7DTQN9HJRZD1xQ6gHLU1JXWQENSerpbwHWFjkLyL28/snNuflQVMhH4NLDaObe3mdUCT5jZvcDOwGeAfZ1zLWa2SfTxPwOnOefeMLN9gd8DhwKPA/s555yZfR3f8PS7wH8D/+mce8LMRgNtZnYksAOwD34AyNvM7EB8m8ITgQZ8zvA88NyGvosSi6FTiUUeNHWm9XRTKT3drU3Ai8C2wCQ0Mm+5yvd5v2e/ORLY3cw+F/09Dn/RPxy4wjnXAuCcWxElBh8BbrR1IwzWRv9uAVxvZpOBGmBBNP0J4GIzuwa4xTm3KEosjgSS0Tyjo3WOAW7tWaeZ3TbQl1BiMXQqsciDzrR/BLVyCykpdRNfYrr7GAAzbQQ+weh5bZfx/22AukBRyvCtydeCzWxbfFXLcnyCcYZz7p6seY6id4/EGLCqp71Glt8CFzvnbjOzg4HzAJxzCTP7J/BJYJaZHR6t8+fOuT9lrfPsPta5QUoshk4lFnnS2pVmTI0eDyClo7O7c3F1PBo3b7prBWZHr/XNNAOm0Dvh6Pn/xIIELEOVl8TCzDYD/ghcGlVb3AN828wedM51mtmOwGLgXuBcM5vZUxUSlVosMLPPO+duNF9ssbtz7kV8ScfiaDWnZKxvO+fcS8BLZrY/vorlHuD/mdk1zrkmM5uKH7PpUeDKqD1HFXAssF7ykU2JxdCpxCJPmpVYSAlJuzS/evJXn/vhgz9cDMyPXvMy/j/fzXC+Zed05/An+sXAY70WNtNG039pxzR8cbaEszqHyxphZi/gR3LuAv4GXBy9dxn+934+ShTeBT7jnLvbzPYE/mVmHcCdwA+Bk4A/mNmPo+Vdh6+aOw9fRbIYmIUvMQM428wOwZeQvALc5ZxrN7NdgKeiKpUm4GTn3PNmdj3wAvAmfe23WcypCf6QJJKpXwNnhY6jHH162hh2mVA78IwiRaCpo4mz7z6by5OXb2i2Znz9dnbSMQ9Y6Ga49gFXNNNi+DrzvpKO7YBNh/4tZJD2Ybp7NnQQxU4lFkOnqpA8WdTUyfZja6iOq6GFFL90Os3zS58faLZRwG7Rq9ci7HxbQu+Eo6e0w4+8Nd2lgbei18O9ljLTxtJ/FctW6BlHuaAnrQ6CEouheyd0AOVqWWsX3c5RrYb1UgLqqut4efnLw1lET0nEFsBB2W/a+baGvks75uNLO/xY4tPdGnxx9Qu91jDT4vjkor/SjvHD+QIV5L3QAZQCJRZDt3jgWWQo3mnpUmmFlIyFqxbSmd/nhIwF9ohe2brtfFtE31Us890MtwKA6a4bn5wsAB7otZSZNoHeCUfP31sCavTk20GszMWCzKwO3yiyFn8dvsk5N8PMrsQnlz1tOU51zr1gZuOAq/HJYRXwK+fcFWa2NXAL/vepBn7rnPtjLmIcDiUWQ6fEIk+6nB/PYpwacEoJmLVoVsjVx4Gto9ch2W/a+baK9Us4MpOPt9yMaFSv6W4lftCj3gMfzbSqaPl9VbFsi098KsGKqPFtLrQDh0a9L6qBx83srui97znnbsqa/z+BV5xzx0Y9SOZEY1AsBT4SNbwcDbxsZrc555bkKM4hUWIxdEos8mhJc5cSCyl6TR1NPP7W46HD2JDxwIeiV7YuO9/eou8qlnluhvN3zdNdV/T+vD7XMNPq6b+KZSrl8+iIVK4W5HyviZ6ehdXRa0NJiwPGRD1ERgMrgC7nXOazS2opkm2txGLoluG76ujqlwdqwCmloDvdzXNLNzi6cTGrYl0ScHj2m3a+raCfKhbgbTcjuqhNdyn8RfeZXmuYaTX4bpN9VbFsg79IloqcJRYAZhbHlxBtD/zOOfe0mX0b+JmZnYuvsmp0zrUDlwK3AUvwI2Ge0JNUmNmWwD+j5XwvdGkFqLvpsCSSqUX4jFxybOqoKj6/3Vjq4kWRgIv0qaO7gzE/H0NHd0foUAqtAz+mQV9VLPPcDDe4cX5m2kT6r2KZQnENjX49092JuV6omY0HbgXOwDcOXYYfr+TPwDzn3AXR0N4fBb6D30b3AXs459ZkLGcK8HfgWOdc0M4FKrEYnjdRYpEX77R0UW3FdE4R6W3BygWVmFSAv/DtEL16sfPtXfov7VjsZkR3tNPdcvwQ1k/1WshMq8OXavRVxbINMCKH32cwFuZjoc65VWb2MHCUc+5X0eR2M7sC/7AwgK8AiagKZa6ZLcCPlvlMxnKWmNls4AAgu41GQSmxGJ4F+Ie/SI51OVje2sXkUep6L8Wpo7uDW169JXQYxWqz6LVvH++12/nW0322r3E7WgCY7tqAV6PX+vzQ6JPou4ql50FwufZmrhYUNcDsjJKKEfiqqAvNbLJzbmnUluIzQE8/5reAw4DHokef7wTMN7MtgPecc61mNgFfqnFxrxUWmBKL4Vkw8CwyVLNXtlM/oopqPZFMilBbVxu3vKbEYghq8XfbO/f1pp1vy1iXcJzvZri5vWbyvTOWRq/erWdn2kg2/CC4oQztm7PEApgMXBW1s4gBNzjn7jCzB6Okw/DjkZwWzf//8M/reCl67xznXMrMjgAuMjMXTf9V9AyQoNTGYhgSydRXgQ2O4ytDN74mxtd2maDEQorSyraVbHrhpriNe/CjbJwd3Qz3Rk6X6Es7ptL/KKWb9fPJDzDdvZLTWMqUSiyGZ37oAMrZqo40LV0az0KKTzqd5rY5tympyK8u8tGuwZd2LIpej/Z6f6aNYf3Sjp6kI5clFmVNicXwKLHIs9dWtvPhiSOIqyGnFJG1HWu5cfaNocMod2++P1x5IU13a/FPBn2x4OsuE+rLNwyNDfVvkdvH6EqWOas66ErrrlCKS21VLQ8s6D0ytuRUbqtApGCUWAyfsto8WtrSFToEkV6eeOsJ2rraQodR7uaEDkCGRonF8PV+kqDkjAPmru4grUbGUiTWtq9l5sszQ4dRCZKhA5ChUWIxfEos8iyZaqMrPfB8IoVQFavipleCjj9UKZRYlCglFsOnxCLPFjV30aLMQopAZ3cnN7xyA2va1ww8swxHO6CunSVKicXwzQYK33K5wjy9vJWOblWHSFgd3R1c8tQlocOoBC+//0h3KTlKLIapsaG+g76GnJWcmr2iHfU4ldDmrZzHi++ovXYBPB86ABk6JRa5oeqQPOtIO15Z0U63GnFKIGva15B4PBE6jEqh9hUlTIlFbiixKIBn321FQ1pISDe/enPoECqFEosSpsQiN5RYFECqrZv32rpDhyEVqK2rjT/960+V+oj0QksD/w4dhAydEovcUGJRILPeaaGjWz1EpLCcc/zu2d+FDqNSzHn/0elSkpRY5EBjQ/1KNPxsQcxZ1UFLl+pDpHDau9q5+dWbeXO1nkFVIE+FDkCGR4lF7jwUOoBK4ID7FzWr1EIKptt103h/Y+gwKsnDoQOQ4VFikTsPhg6gUsxd08HK9jROPUQkz1o7W/nzc39m8drFoUOpJLpJK3FKLHLnIfwNtRTAfYuaNMy35F236+aCRy4IHUYlmedmuEWhg5DhUWKRI40N9cuBl0PHUSkWNXexpKVTDyeTvGnuaCbxeIKVbStDh1JJHg4dgAyfEovcUnVIAd2/qBmN8i350tHdwSWzNHx3gakapAwoscgtJRYF9G5bN/NWd2g0Tsm5pvYmfvjAD2npVK/HAns4dAAyfEoscusRQCM4FdCDi5tRBxHJpbRL807zO1yWvCx0KJVmrpvh1Eq2DCixyKHGhvrVwHOh46gkazrTPLhY3U8ld9q62vj8jZ+nK62HaxaYqkHKhBKL3FN1SIG98F4b77Z1060HicgwNXc0879P/y/JZXpURQA6d5YJJRa5p4MjgH8sWKuGnDIsaZdmWdMyzn3o3NChVKJO4K7QQUhuKLHIvceBttBBVBpVichw9VSBdKY7Q4dSiR52M9zq0EFIbiixyLHGhvpW4J7QcVQiVYnIUKkKJLi/hw5AckeJRX7cEDqASqUqEdlYqgIJzgH/CB2E5I4Si/y4HVWHBLGmM839i5roUHYhg9Ta2cpnb/isqkDCeU7dTMuLEos8aGyoX4uqQ4L594p2Zq9sU3IhA2ruaObrt3+dF995MXQolUzVIGVGiUX+3Bg6gEp239vNvNvWRZfaW0g/mjqa+P2zv+e6l68LHUqlU2JRZpRY5M/tQHvoICpVGrhx3hrautN6UJn00trZyqxFszjn/nNCh1Lp3nAz3OzQQUhuKbHIk8aG+jWoOiSotm7HdXPX6PHqsp7udDfvNL/D8dcfj0NJZ2BqtFmGlFjkl6pDAku1dXPbwrV0qkpEIs2dzRz218NY27E2dCgCM0MHILmnxCK/bkPVIcHNXdPBU8taNHiW0NLZwnHXH8f8lfNDhyLwopvhNHBIGVJikUdRdci9oeMQePKdVl5b1aGeIhWspbOF0+88nQcXaNT9InFV6AAkP5RY5J8GyyoSd77VxNzV7Sq5qEDNHc18957vcsULV4QORbxO4OrQQUh+KLHIv1uAVaGDEO/2N5tYuLZTJRcVpLmjmZ889BP++NwfQ4ci69zlZrh3Qwch+aHEIs8aG+pbgL+GjkM8B9y6YC0L13ao5KICNHc0c8EjF3DJrEtChyLruzJ0AJI/SiwKQ7dKRaQnuZi3Rm0uyllLRws/eOAH/OLJX4QORdaXAu4IHYTkjxKLAmhsqH8VeDh0HLKOA/6xsIk5q9qVXJSh5o5mzrr7LH77zG9DhyK9zXQznB7MUsaUWBSOSi2K0D/fxUdKxQAAGCpJREFUauL5VKvGuSgTaZemuaOZU/9xKpclLwsdjvTtytABSH5VhQ6ggtwCvANsHjoQWd/DS1p4p6WLT249huqYhQ5Hhqiju4PVbas58uojeWHZC6HDkb49rbEryp9KLAqksaG+E7g8dBzSt1dXdXD166to6UrTrdKLktPc0czs5bPZ7Q+7KakobmpFWwGUWBTWn/HPx5Ii9E5rN5e/upJUW7eqRkpIU0cTt752K/tdvh/Lm5eHDkf69zZwc+ggJP+UWBRQY0P9m8BdoeOQ/jV3Of76+ipeV6POktDS2cKPH/wxX7r1S3R0d4QORzbsUjfDdYUOQvJPiUXh/SF0ALJh3c4PpPXY0mY6006PXS9C7V3trG5bzaeu/RS/efo3ocORgTXjS2ylAiixKLy7gAWhg5CBPftuG3+ds4qV7d0aTKuINHU0cf/8+9nhtzvwwIIHQocjg3Olm+E0AnGFMKe7sYJLJFPfBn4fOg4ZnBjwkUkj2HfzkcQNYqaeIyG0d7XT1tXG12//Oje9clPocGTwHLCTm+HeCB2IFIZKLMK4HFgUOggZnDTw+LJWlV4ElFlKoaSi5NyhpKKyKLEIoLGhvgPQOMMl5t22bi5/dRXPLG9V24sC6WlL8ZV/fIVjrj2Gd1v03KoSpC6mFUZVIYEkkqk6fFuLSaFjkY23WV2cT241mk3rqqiJq2ok17rT3bR3t3P7nNs5464zlFCUrlluhts/dBBSWEosAkokU98BLgodhwzdNmOqOWKLUYyujlETVwHgcKVdmtbOVp5a9BRn3302s9+dHTokGZ4j3Qx3X+ggpLCUWASUSKZGAguBzQKHIsO0y4QaDps6mpoYSjCGqKm9iTdWvMHpd53Ok28/GTocGb7H3Ax3YOggpPCUWASWSKbOARKh45DhixnsuWkdB04eScyUYAzW2va1LG9ezpl3n8mdb9wZOhzJnUPcDPdw6CCk8JRYBJZIpkbjSy02DRyK5Eh1DD682Qj2njiCuEGtEoxeutPdtHa1snTtUs5/5Hyuffla0k69bcrIQ26GOzR0EBKGEosikEimfgT8NHQcklsGbD+uhn0njmDzkVUYUFXhT09t7mgmZjFuf/12LnrqIp5Z/EzokCQ/PuZmuCdCByFhKLEoAolkaizwJjA+dCySHxNqY+xVP4IPblqV7uhqi42pHRM6pIJa076G1s5WLn7qYi5PXs57re+FDkny5143w308dBASjspoi0BjQ/0aNK5FWVvZnub+xc1sdckOL55595m8vPxl2rraWNu+NnRoeZF2aVa3raatq40HFzzIiTedyOSLJvOLJ3+hpKL8/SR0ABKWSiyKRDSuxSvANqFjkfxINc9fdNED+07F15IwafQkjt7haE764Ensv+X+tHe1M6ZmDLFYaeb7nd2dtHS2ELMYd829i+tevo775t9HU0dT6NCkcO5wM9yxoYOQsJRYFJFEMvVZQOMVl6lrnv3Kwy8vvePgvt4bUTWCw7Y9jBM+cALH7ngsZkZVrIqR1SMLHOXGWdu+lpjFWNm2khtm38DNr97MrEWz1BCzMnUCu7sZ7rXQgUhYSiyKTCKZehA4JHQckltpl07/+I4py5zrnjLQvIax15S92Hfqvhyw1QHsu8W+TB0zlZbOFqrj1cGSjbXta3E46qrqmLtiLk+89QRPvO1fc1fMDRKTFJWL3Qz33dBBSHhKLIpMIpnaHXgeiIeORXLnxUW3PHfd89/aa6ifH1E1gt033529puzFgVsd+H6ykXZp2rvbSbs0cYtTV1VHdbx6SOto62qjo7tjvWV1pbuYv3I+T7z9BE++/STPLX2OV999lW7XPdSvIuVpObCjm+FWhw5EwlNiUYQSydQfgNNCxyG586sH9n3qveb5OX9mwrjacUwZM4XJYyb7f0dPZuvxW7PN+G2YMmYKNfEaqmPVVMWqqIpVkXZpul03XekuutJdtHS28Pbqt1mwagFvrX6LpU1LWbJ2CUvXLmVp01JaOltyHbKUp6+7Ge7y0EFIcagKHYD06SfACcCE0IHI8DW3v7fiveb5Qy6t2JDV7atZ3b6aV1Ov5mPxIoPxL+AvoYOQ4lGazc/LXGNDfQo4P3QckhsPvP6rl4Ca0HGI5IEDznQzVPQt6yixKF6/A3QbWgb+9dY1k0PHIJInV7sZ7qnQQUhxUWJRpBob6ruAs0PHIcOz4L1Zr3Z2t+4YOg6RPGgCzgkdhPz/9u4/zqq6zuP465OZlm6u7dk208r1R2rrGgcr22rNH1u2rqZFWdmmrj/ILK01dU+P0uOILiOKS1r+XvrhZqaBPczNwQXNIEkDBhQHEQcRNAQuPwScAebHZ/84Z3JAhAHO3O+9576fj8d9AHfunPN2Hj7mvu/3e873W3tULGpYEkcPAr8KnUO2X0vbFctCZxAZJJd76otDh5Dao2JR+84DVoQOIduuq2fduoUrp70/dA6RQfA4MCZ0CKlNKhY1LomjxcD5oXPItnt0/m3TwfcInUOkYF3AWZ5qMRPZPBWLOpDE0Z3A+NA5ZNtMbv/hbqEziAyCkZ767NAhpHapWNSPrwGV0CFkYJatfXbhKxuWaxpEymY2cFXoEFLbVCzqRBJHS4Gvh84hA9PSNuI58l1MRUqiGzjdU98QOojUNhWLOpLE0d3A3aFzyJb1em/vnCUTDgydQ6RgV3nqM0KHkNqnYlF/zgOWhA4hr++JF+9tHcgupiJ1pBVNgcgAqVjUmSSOlqMNymraxLlXa6hYymQdcJqn3hU6iNQHFYs6lMTRr4A7Q+eQ18o2HHtuUDYcEwnkm7oLRLaFikX9+gawMHQI2dikZ67RhmNSJnd56reGDiH1RcWiTiVxtBI4hWyxGqkR057/ma6tkLKYBwwPHULqj4pFHUvi6DHgktA5JDO/8vu2rt51uhtEymA9cIqnviZ0EKk/KhZ1LomjMWhVzprQMmeEFjCTsrjQU58ZOoTUJxWLcjgTaA8dopF19XR2Llo5XSttShnc46nfGDqE1C8VixJI4uhlYBjQETpLo/r9/FtnANpwTOrdfODs0CGkvqlYlEQSR7OAc0LnaFST22/UhmNS7zqAz3vqq0MHkfqmYlEi+S6o/xU6R6NZtvbZhR0bVmgaROqZky2CpSW7ZYepWJTPJcDDoUM0kpa2K7ThmNS7Sz31caFDSDmoWJRMEkfdwBeA50NnaQTZhmMPvjd0DpEd8DNPXfuASGFULEooiaNlwD8DK0NnKbtZL4yb4d6zV+gcIttpKnBW6BBSLioWJZXE0Rzg02QbCMkgmTh3VHfoDCLb6XngZE99feggUi4qFiWWxNEU4FSgN3SWMlq7vrJ8RceCoaFziGyHtcCJnvrS0EGkfFQsSi6Jo3uBC0LnKKOJc0fNRhuOSf3pBU711J8MHUTKScWiASRx9EOgOXSOspm+8OfacEzqjQPneOq/Dh1EykvFokEkcfQd4Kehc5RFe2VKW7c2HJP6821PfWzoEFJuKhaN5WxgQugQZTChTRuOSd0Z4alrAT0ZdCoWDSSJoy7gc4BW19sBXT2dnYtWzRgSOofINrjeU78sdAhpDCoWDSaJo7XA8cC80Fnq1ZT5t8wA3ho6h8gA/Rj4VugQ0jhULBpQEkdLgI8DT4fOUo+mtN+0e+gMIgM0HjjbU/fQQaRxqFg0qCSOFpOVi9mhs9STpWvmPd+xYcVhoXOIDMD/AV/y1HtCB5HGomLRwJI4WgocDcwKnaVetLQ1acMxqQctwEme+obQQaTxqFg0uCSOKsAx6ILOrer1np6nl0w8KHQOka0YT1YqOkMHkcakYiEkcbQCOBZ4PHSWWjbzhXEzHG04JjXtf4BTNFIhIalYCABJHK0CPgE8GjpLrZo0d5TmqqWW3QKcpmsqJDQVC/mzJI5WA8cBk0NnqTVr1i+rrOh4/vDQOURex2hP/Vzd/SG1QMVCNpKvc/EpYFLoLLVk0tOjngJ2Dp1DZDOaPPWLQocQ6aNiIa+RxFEH2SJa2lskN33Rz/cOnUFkEw5c5KlfHjqISH8qFrJZSRxtSOLodOBSsl9gDat92eSnunvXHxA6h0g/ncAXPPXRoYOIbErFQrYoiaMrgVOBdaGzhNIyZ8SK0BlE+lkCHOWp3xM6iMjmqFjIViVxdBfZWhfLQmeptg3dHR0vrGp9f+gcIrnZwBGeum4Nl5qlYiEDksTRVOAIYE7oLNU0Zf7NrWjDMakNDwAf8dSfDx1EZEtULGTAkjh6DvgIDXTHyJT2m7XhmNSCHwAneuprQgcR2RoVC9km+UJanwJuD51lsC1ZM3dBZ9dKTYNISD3ABZ76+Vr4SuqFioVssySOupM4Ogf4NtAVOs9gaWm7YkHoDNLQlgLHeeo3hA4isi1ULGS7JXF0HXAkULo5317v6Zm7ZOLBoXNIw3oEGOKpN8y0o5SHioXskCSO/gDEwL2hsxSp9YV7Zji97widQxqOAyOBYz31xaHDiGwPcy0tLwVpbq2cD1wD7BI6y44aNfHwx1Z2LDwidA5pKMuBr3jqD4QOIrIjNGIhhUni6Aayu0baQ2fZEWvWLVm2smPh0NA5pKFMBWKVCikDFQspVBJHM4ChwC9CZ9leE+eOakMbjkn1XAd83FNfFDqISBE0FSKDprm1Mhz4PrBr6Czb4tL792nv7l2/f+gcUnqLgLM99QdDBxEpkkYsZNAkcXQr8CFgZugsA/Xsskdmq1RIFYwFDlWpkDJSsZBBlcTRk8AHgYQ62Mispe3KlaEzSKm9CBzvqZ/lqa8OHUZkMGgqRKqmubVyIHAb8PHQWTZnffcrr1z+m317gb8InUVK6afANz31VaGDiAwmjVhI1SRxNA84GhgOvBw4zmtMab9pJioVUryXgE976qerVEgj0IiFBNHcWtkL+CHwmdBZ+lzxwIGzOrtWaW8QKYqTjVJc6KmvCB1GpFpULCSo5tbKMLKdG4OucrlkzdwFYx7+2L4hM0ipPAmc56lPCR1EpNo0FSJBJXE0DjgE+G+yT3hBPNDWtCDUuaVU1gAXAkNVKqRRacRCakZza2Uo2ZLgx1TzvL3e0/O9X7+z4vT+TTXPK6XSN+3xHe3xIY1OxUJqTnNr5XhgFPB31TjftIV3/nHczG9+sBrnklJ6DLjAU388dBCRWqCpEKk5SRz9Bng/2d0jLw32+R6ae23vYJ9DSmkBcBrwDyoVIq/SiIXUtObWym7ARcDFwG5FH3/1upeWjXzw7/cE3lj0saW0/gRcCdzuqXeFDiNSazRiITUtiaNXkjhqAg4AbgV6ijz+xKdHtaFSIQNTISu5B3jqN+1IqTCzHjObaWazzezXZvaXxcWsHjP7rZl9IHQOqS0qFlIXkjh6KYmjrwKHAb8ECpm+aH3h7n2KOI6U2svAZcB+nvpoT72zgGN2uvsQdz8UWAF8vYBjFsLMVLRlh6hYSF1J4qgtiaPPAweTLQ++fnuPNW/pb5/UhmOyBa8AI4G/9dRHeOprBuk8U4G9+/5hZheb2R/N7Akza+r3/Gn5c7PM7I78ufeY2aT8+Ulm9m4z28PMFpjZG/LXvMXMFpnZzma2v5m1mNl0M5tsZgfnr/mxmV1nZg8DV5vZbmY2Ns/RamYn5a97s5ndlZ/vF8CbB+lnInVMzVTqUr48+PDm1splwLeArwFv3ZZjTJhzZc0tKy41YQnZom03eerLB/NEZrYTcCzZOi6Y2SeBA8l2BTbgPjM7ElgOfBf4qLtXzOxt+SF+APzU3X9iZmcC17v7yWY2i2xPnoeBE4EJ7t5lZrcC57r7PDM7AriRV2/vfi/wT+7eY2b/CTzk7mfm0zSPm9lE4KtAh7sfZmaHATMG8+cj9UkXb0opNLdW9gDOJSsZW13FUxuOyWY8BVwH/MxT3+6RsIEwsx6y1Tn3BaYDn8zf0K8FPgf07SmyO9moyVuAd7j7dzc5TgXYKy8NOwOL3T0ys1OBI939XDO7l6xATAWWAXP7HWIXdz/EzH4MPOzuP8mPOw3YFejOX/c24Lg8y/Xu/lD+uhnAcHefVtTPRuqfRiykFJI4ehm4urm1MobsFsCLyT75bdaU9htbgY9VKZ7UtonAaGCCp1X7pNXp7kPMbA/gfrJrLK4nG6UY6e639H+xmV3AwFam7XvNfcDIfGTjcOAhsruqVrn7kNf53lf6nxIY5u79Swhm1v8cIpulayykVJI4Wp/E0W1k12B8Dnhkc6/7/fxbt2naREqni2ylzCGe+ic89ZYqloo/c/eXgQuAi/IRhwnAmWa2O4CZ7W1mbwcmAaeY2V/lz/dNhTwKfDH/+5eBKflx1wKPA98H7nf3HndfDTxnZp/Pj2Fm9nqb7k0Azre8SZhZnD//u/w8mNmhZBdTi2xEIxZSSkkc9QLjgHHNrZWDgHOA04HopdVtz3V2rdIvxMY0BxgL3OGpLwkdBsDdW/NrIr7o7neY2SHA1Pw9fS3wr+7+lJldBTyST6O0AmeQlZKxZnYx2TTHv/U79C+Ae4Cj+j33ZeAmM/sesDNwFzBrM7FGAGOAJ/JysQA4AbgJ+JGZPQHMJCsvIhvRNRbSMJpbK28CPnvntLOOfvJP951DNtwr5bea7E12rKf+h9BhRMpOxUIakjXZu8muxTidbPEtKRcnG7YfC/zSU+8InEekYahYSMOzJvso8CXgM8A7A8eRHTOHbAG1n3jq7aHDiDQiFQuRnDWZAR8GPps/9gubSAZoGjAeGO/pxncxiEj1qViIvA5rsiFkBWMY8L7AceRVvWR3P4wH7vXUFwbOs93yBbKmAS+6+wlmdixwDdkde2uBM9z9WTM7I3/+xfxbf+Dut5vZe8h+DjuRXYx5g7vfvMk57gP2y5cPFxl0KhYiA2BNdhBwEtkqiR8jW7BIqmc58FugBbjPU18aNk4xzOxC4APAW/Ni8QxwkrvPMbPzgA+5+xl5sfiAu39jk+9/E9nv8fX5LaqzgY+4+5/yr3+W7Lbrw1QspFp0u6nIAORD7KOAUdZkbyKbMjk2f3yI7NOiFGcNMJlsYaeHgJkh1pkYTGa2D/AvwFXAhfnTzqtL0+9BtkX763L3Df3+uQv91ibKi8aFwHDg7mJSi2ydioXINvLUN5DdcfA7ILUm2x34R7I9F44lWzRop3AJ69I6siWnHyJbDOqPnnr3lr+l7o0BLmHjZeXPBn5jZp1kt8l+uN/XhuX7hjwD/Lu7LwIws3cB/0t2d9PFfaMVZGtRjAZ0R4xUlaZCRApmTfYWYAjZEPfh+eMQtNJtn3VkizLNINsnYzrwlKfeFTRVFZnZCcDx7n6emR0FXJRPhYwHrnb3x/JFrw5y97PzFTfX5lMe5wKnuPsxmxzzncCvyDYd2wsY4e4nmtm+ZKtvaipEqkLFQqQKrMl2Y+OyMZTsE+YuIXNVwRqyzb2m93u0NcBoxBaZ2UjgK2SbfO1KNv3xMHCwu++fv+bdQIu7v2+T790JWOHue2zmuD8iG734a+BSYAPZyPTbgUfd/ajB+m8S6aNiIRKINdkbgH3INks7YJM/9yN7w6kHq4BnN3nMA54ty0WWg6lvxAI4GXiJ7OLLZ8zsLLJRjWFmtpe7L85f/xngP9z9w/l1GsvdvdPM9gQeI9s87Ml+x98XjVhIFekaC5FAPPVeYGH+mNT/a/maGu8C3kP2aXNLjz0pfnnyHmAl2d0Yy4EKsITsja/v8SLQ7qlXCj53Q3L3bjM7BxhnZr1kP/8z8y9fYGafJhvhWEG2TwhkU2yjzczJ/h+4tn+pEAlBIxYidc6a7I3A7mTTKrtu5s++v+9C9sa0fiuPdcDqst2FISLVoWIhIiIihdFV6iIiIlIYFQsREREpjIqFiIiIFEbFQkRERAqjYiEiIiKFUbEQERGRwqhYiIiISGFULERERKQwKhYiIiJSGBULERERKYyKhYiIiBRGxUJEREQKo2IhIiIihVGxEBERkcKoWIiIiEhhVCxERESkMCoWIiIiUhgVCxERESmMioWIiIgURsVCRERECqNiISIiIoVRsRAREZHCqFiIiIhIYVQsREREpDAqFiIiIlIYFQsREREpjIqFiIiIFEbFQkRERAqjYiEiIiKFUbEQERGRwqhYiIiISGFULERERKQwKhYiIiJSGBULERERKYyKhYiIiBRGxUJEREQKo2IhIiIihVGxEBERkcKoWIiIiEhhVCxERESkMCoWIiIiUhgVCxERESmMioWIiIgURsVCRERECqNiISIiIoVRsRAREZHCqFiIiIhIYVQsREREpDAqFiIiIlKY/wc0lFxWqqTalAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "size = [sum(state_data['Confirmed']),sum(state_data['Recovered']),sum(state_data['Deceased'])]\n",
    "labels = ['Confirmed\\n'+str(sum(state_data['Confirmed'])),\n",
    "          'Recovered\\n'+str(sum(state_data['Recovered'])),\n",
    "          'Deceased\\n'+str(sum(state_data['Deceased']))]\n",
    "colors = ['skyblue','green','orange']\n",
    "explode = [0,0,0.2]\n",
    "plt.pie(size,labels=labels,colors=colors,explode=explode)\n",
    "central_circle = plt.Circle((0,0), 0.5, color = 'white')\n",
    "fig = plt.gcf()\n",
    "#Add an Artist to the axes, and return the artist.\n",
    "fig.gca().add_artist(central_circle)\n",
    "plt.title('Nationwide total Confirmed, Recovered and Deceased Cases', fontsize = 16)"
   ]
  }
 ],
 "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": "3.7.6"
  }
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