RealtimeCovid19.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import All modul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bs4\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import urllib.request\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from bs4 import BeautifulSoup\n",
    "import xml.etree.ElementTree as ET\n",
    "import urllib.request,urllib.parse,urllib.error\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#open link for web scraping\n",
    "#url=\"https://www.mohfw.gov.in/\"\n",
    "url=\"https://covidindia.org/\"\n",
    "header={\"User-Agent\":'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.75 Safari/537.36'}\n",
    "html=requests.get(url,headers=header)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#html=urllib.request.urlopen(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#html = open('covid19.html', encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup=BeautifulSoup(html.content,\"html.parser\")\n",
    "print(soup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_rows=soup.findAll('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<tr class=\"row-1 odd\">\n",
      "<th class=\"column-1\">State</th><th class=\"column-2\">Confirmed Cases</th><th class=\"column-3\">Recoveries</th><th class=\"column-4\">Deaths</th>\n",
      "</tr>, <tr class=\"row-2 even\">\n",
      "<td class=\"column-1\">Andaman and Nicobar Islands</td><td class=\"column-2\">4834</td><td class=\"column-3\">4681</td><td class=\"column-4\">61</td>\n",
      "</tr>, <tr class=\"row-3 odd\">\n",
      "<td class=\"column-1\">Andhra Pradesh</td><td class=\"column-2\">875836</td><td class=\"column-3\">864049</td><td class=\"column-4\">7059</td>\n",
      "</tr>, <tr class=\"row-4 even\">\n",
      "<td class=\"column-1\">Arunachal Pradesh</td><td class=\"column-2\">16536</td><td class=\"column-3\">16243</td><td class=\"column-4\">55</td>\n",
      "</tr>, <tr class=\"row-5 odd\">\n",
      "<td class=\"column-1\">Assam</td><td class=\"column-2\">214803</td><td class=\"column-3\">210296</td><td class=\"column-4\">1002</td>\n",
      "</tr>, <tr class=\"row-6 even\">\n",
      "<td class=\"column-1\">Bihar</td><td class=\"column-2\">243673</td><td class=\"column-3\">237372</td><td class=\"column-4\">1325</td>\n",
      "</tr>, <tr class=\"row-7 odd\">\n",
      "<td class=\"column-1\">Chandigarh</td><td class=\"column-2\">18714</td><td class=\"column-3\">17698</td><td class=\"column-4\">302</td>\n",
      "</tr>, <tr class=\"row-8 even\">\n",
      "<td class=\"column-1\">Chhattisgarh</td><td class=\"column-2\">258635</td><td class=\"column-3\">236588</td><td class=\"column-4\">3116</td>\n",
      "</tr>, <tr class=\"row-9 odd\">\n",
      "<td class=\"column-1\">Dadar &amp; Nagar Haveli; Daman &amp; Diu</td><td class=\"column-2\">3359</td><td class=\"column-3\">3338</td><td class=\"column-4\">2</td>\n",
      "</tr>, <tr class=\"row-10 even\">\n",
      "<td class=\"column-1\">Delhi</td><td class=\"column-2\">608830</td><td class=\"column-3\">583509</td><td class=\"column-4\">10074</td>\n",
      "</tr>, <tr class=\"row-11 odd\">\n",
      "<td class=\"column-1\">Goa</td><td class=\"column-2\">49474</td><td class=\"column-3\">47737</td><td class=\"column-4\">707</td>\n",
      "</tr>, <tr class=\"row-12 even\">\n",
      "<td class=\"column-1\">Gujarat</td><td class=\"column-2\">228641</td><td class=\"column-3\">211544</td><td class=\"column-4\">4179</td>\n",
      "</tr>, <tr class=\"row-13 odd\">\n",
      "<td class=\"column-1\">Haryana</td><td class=\"column-2\">253420</td><td class=\"column-3\">241579</td><td class=\"column-4\">2733</td>\n",
      "</tr>, <tr class=\"row-14 even\">\n",
      "<td class=\"column-1\">Himachal Pradesh</td><td class=\"column-2\">49761</td><td class=\"column-3\">41954</td><td class=\"column-4\">813</td>\n",
      "</tr>, <tr class=\"row-15 odd\">\n",
      "<td class=\"column-1\">Jammu and Kashmir</td><td class=\"column-2\">116254</td><td class=\"column-3\">109894</td><td class=\"column-4\">1802</td>\n",
      "</tr>, <tr class=\"row-16 even\">\n",
      "<td class=\"column-1\">Jharkhand</td><td class=\"column-2\">111722</td><td class=\"column-3\">109141</td><td class=\"column-4\">1000</td>\n",
      "</tr>, <tr class=\"row-17 odd\">\n",
      "<td class=\"column-1\">Karnataka</td><td class=\"column-2\">902240</td><td class=\"column-3\">874202</td><td class=\"column-4\">11973</td>\n",
      "</tr>, <tr class=\"row-18 even\">\n",
      "<td class=\"column-1\">Kerala</td><td class=\"column-2\">672038</td><td class=\"column-3\">611600</td><td class=\"column-4\">2648</td>\n",
      "</tr>, <tr class=\"row-19 odd\">\n",
      "<td class=\"column-1\">Ladakh</td><td class=\"column-2\">9166</td><td class=\"column-3\">8426</td><td class=\"column-4\">123</td>\n",
      "</tr>, <tr class=\"row-20 even\">\n",
      "<td class=\"column-1\">Lakshadweep</td><td class=\"column-2\">0</td><td class=\"column-3\">0</td><td class=\"column-4\">0</td>\n",
      "</tr>, <tr class=\"row-21 odd\">\n",
      "<td class=\"column-1\">Madhya Pradesh</td><td class=\"column-2\">224636</td><td class=\"column-3\">208421</td><td class=\"column-4\">3412</td>\n",
      "</tr>, <tr class=\"row-22 even\">\n",
      "<td class=\"column-1\">Maharashtra</td><td class=\"column-2\">1883365</td><td class=\"column-3\">1761615</td><td class=\"column-4\">49367</td>\n",
      "</tr>, <tr class=\"row-23 odd\">\n",
      "<td class=\"column-1\">Manipur</td><td class=\"column-2\">27209</td><td class=\"column-3\">24739</td><td class=\"column-4\">324</td>\n",
      "</tr>, <tr class=\"row-24 even\">\n",
      "<td class=\"column-1\">Meghalaya</td><td class=\"column-2\">12941</td><td class=\"column-3\">12058</td><td class=\"column-4\">130</td>\n",
      "</tr>, <tr class=\"row-25 odd\">\n",
      "<td class=\"column-1\">Mizoram</td><td class=\"column-2\">4040</td><td class=\"column-3\">3869</td><td class=\"column-4\">7</td>\n",
      "</tr>, <tr class=\"row-26 even\">\n",
      "<td class=\"column-1\">Nagaland</td><td class=\"column-2\">11728</td><td class=\"column-3\">10939</td><td class=\"column-4\">71</td>\n",
      "</tr>, <tr class=\"row-27 odd\">\n",
      "<td class=\"column-1\">Odisha</td><td class=\"column-2\">324089</td><td class=\"column-3\">319458</td><td class=\"column-4\">1864</td>\n",
      "</tr>, <tr class=\"row-28 even\">\n",
      "<td class=\"column-1\">Puducherry</td><td class=\"column-2\">37513</td><td class=\"column-3\">36586</td><td class=\"column-4\">620</td>\n",
      "</tr>, <tr class=\"row-29 odd\">\n",
      "<td class=\"column-1\">Punjab</td><td class=\"column-2\">160659</td><td class=\"column-3\">148680</td><td class=\"column-4\">5098</td>\n",
      "</tr>, <tr class=\"row-30 even\">\n",
      "<td class=\"column-1\">Rajasthan</td><td class=\"column-2\">292539</td><td class=\"column-3\">273784</td><td class=\"column-4\">2555</td>\n",
      "</tr>, <tr class=\"row-31 odd\">\n",
      "<td class=\"column-1\">Sikkim</td><td class=\"column-2\">5340</td><td class=\"column-3\">4919</td><td class=\"column-4\">118</td>\n",
      "</tr>, <tr class=\"row-32 even\">\n",
      "<td class=\"column-1\">Tamil Nadu</td><td class=\"column-2\">800029</td><td class=\"column-3\">778081</td><td class=\"column-4\">11909</td>\n",
      "</tr>, <tr class=\"row-33 odd\">\n",
      "<td class=\"column-1\">Telangana</td><td class=\"column-2\">278599</td><td class=\"column-3\">269823</td><td class=\"column-4\">1499</td>\n",
      "</tr>, <tr class=\"row-34 even\">\n",
      "<td class=\"column-1\">Tripura</td><td class=\"column-2\">33054</td><td class=\"column-3\">32344</td><td class=\"column-4\">373</td>\n",
      "</tr>, <tr class=\"row-35 odd\">\n",
      "<td class=\"column-1\">Uttar Pradesh</td><td class=\"column-2\">566728</td><td class=\"column-3\">539727</td><td class=\"column-4\">8083</td>\n",
      "</tr>, <tr class=\"row-36 even\">\n",
      "<td class=\"column-1\">Uttarakhand</td><td class=\"column-2\">83006</td><td class=\"column-3\">74525</td><td class=\"column-4\">1361</td>\n",
      "</tr>, <tr class=\"row-37 odd\">\n",
      "<td class=\"column-1\">West Bengal</td><td class=\"column-2\">523629</td><td class=\"column-3\">493145</td><td class=\"column-4\">9100</td>\n",
      "</tr>, <tr class=\"row-38 even\">\n",
      "<td class=\"column-1\">Unassigned</td><td class=\"column-2\">0</td><td class=\"column-3\">0</td><td class=\"column-4\">0</td>\n",
      "</tr>, <tr class=\"row-39 odd\">\n",
      "<th class=\"column-1\">Total</th><th class=\"column-2\">9907040</th><th class=\"column-3\">9422564</th><th class=\"column-4\">144865</th>\n",
      "</tr>]\n"
     ]
    }
   ],
   "source": [
    "print(all_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove All \\n from data\n",
    "def remove_extra(row):\n",
    "    return[x.text.replace('\\n','') for x in row]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['Andaman and Nicobar Islands', '4834', '4681', '61'], ['Andhra Pradesh', '875836', '864049', '7059'], ['Arunachal Pradesh', '16536', '16243', '55'], ['Assam', '214803', '210296', '1002'], ['Bihar', '243673', '237372', '1325'], ['Chandigarh', '18714', '17698', '302'], ['Chhattisgarh', '258635', '236588', '3116'], ['Dadar & Nagar Haveli; Daman & Diu', '3359', '3338', '2'], ['Delhi', '608830', '583509', '10074'], ['Goa', '49474', '47737', '707'], ['Gujarat', '228641', '211544', '4179'], ['Haryana', '253420', '241579', '2733'], ['Himachal Pradesh', '49761', '41954', '813'], ['Jammu and Kashmir', '116254', '109894', '1802'], ['Jharkhand', '111722', '109141', '1000'], ['Karnataka', '902240', '874202', '11973'], ['Kerala', '672038', '611600', '2648'], ['Ladakh', '9166', '8426', '123'], ['Lakshadweep', '0', '0', '0'], ['Madhya Pradesh', '224636', '208421', '3412'], ['Maharashtra', '1883365', '1761615', '49367'], ['Manipur', '27209', '24739', '324'], ['Meghalaya', '12941', '12058', '130'], ['Mizoram', '4040', '3869', '7'], ['Nagaland', '11728', '10939', '71'], ['Odisha', '324089', '319458', '1864'], ['Puducherry', '37513', '36586', '620'], ['Punjab', '160659', '148680', '5098'], ['Rajasthan', '292539', '273784', '2555'], ['Sikkim', '5340', '4919', '118'], ['Tamil Nadu', '800029', '778081', '11909'], ['Telangana', '278599', '269823', '1499'], ['Tripura', '33054', '32344', '373'], ['Uttar Pradesh', '566728', '539727', '8083'], ['Uttarakhand', '83006', '74525', '1361'], ['West Bengal', '523629', '493145', '9100'], ['Unassigned', '0', '0', '0']]\n"
     ]
    }
   ],
   "source": [
    "states=[]\n",
    "for row in all_rows:\n",
    "    \n",
    "    st=remove_extra(row.findAll('td'))\n",
    "    if len(st)==4:\n",
    "        states.append(st)\n",
    "        \n",
    "print(states)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_cols=[\"States\",\"confirmed\",\"Recovered\",\"death\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>States</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>death</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>4834</td>\n",
       "      <td>4681</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>875836</td>\n",
       "      <td>864049</td>\n",
       "      <td>7059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>16536</td>\n",
       "      <td>16243</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Assam</td>\n",
       "      <td>214803</td>\n",
       "      <td>210296</td>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bihar</td>\n",
       "      <td>243673</td>\n",
       "      <td>237372</td>\n",
       "      <td>1325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18714</td>\n",
       "      <td>17698</td>\n",
       "      <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>258635</td>\n",
       "      <td>236588</td>\n",
       "      <td>3116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dadar &amp; Nagar Haveli; Daman &amp; Diu</td>\n",
       "      <td>3359</td>\n",
       "      <td>3338</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Delhi</td>\n",
       "      <td>608830</td>\n",
       "      <td>583509</td>\n",
       "      <td>10074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Goa</td>\n",
       "      <td>49474</td>\n",
       "      <td>47737</td>\n",
       "      <td>707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Gujarat</td>\n",
       "      <td>228641</td>\n",
       "      <td>211544</td>\n",
       "      <td>4179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Haryana</td>\n",
       "      <td>253420</td>\n",
       "      <td>241579</td>\n",
       "      <td>2733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>49761</td>\n",
       "      <td>41954</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>116254</td>\n",
       "      <td>109894</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>111722</td>\n",
       "      <td>109141</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Karnataka</td>\n",
       "      <td>902240</td>\n",
       "      <td>874202</td>\n",
       "      <td>11973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kerala</td>\n",
       "      <td>672038</td>\n",
       "      <td>611600</td>\n",
       "      <td>2648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ladakh</td>\n",
       "      <td>9166</td>\n",
       "      <td>8426</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lakshadweep</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>224636</td>\n",
       "      <td>208421</td>\n",
       "      <td>3412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>1883365</td>\n",
       "      <td>1761615</td>\n",
       "      <td>49367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Manipur</td>\n",
       "      <td>27209</td>\n",
       "      <td>24739</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>12941</td>\n",
       "      <td>12058</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Mizoram</td>\n",
       "      <td>4040</td>\n",
       "      <td>3869</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Nagaland</td>\n",
       "      <td>11728</td>\n",
       "      <td>10939</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Odisha</td>\n",
       "      <td>324089</td>\n",
       "      <td>319458</td>\n",
       "      <td>1864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>37513</td>\n",
       "      <td>36586</td>\n",
       "      <td>620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Punjab</td>\n",
       "      <td>160659</td>\n",
       "      <td>148680</td>\n",
       "      <td>5098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>292539</td>\n",
       "      <td>273784</td>\n",
       "      <td>2555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sikkim</td>\n",
       "      <td>5340</td>\n",
       "      <td>4919</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>800029</td>\n",
       "      <td>778081</td>\n",
       "      <td>11909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Telangana</td>\n",
       "      <td>278599</td>\n",
       "      <td>269823</td>\n",
       "      <td>1499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Tripura</td>\n",
       "      <td>33054</td>\n",
       "      <td>32344</td>\n",
       "      <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>566728</td>\n",
       "      <td>539727</td>\n",
       "      <td>8083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>83006</td>\n",
       "      <td>74525</td>\n",
       "      <td>1361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>523629</td>\n",
       "      <td>493145</td>\n",
       "      <td>9100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Unassigned</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               States confirmed Recovered  death\n",
       "0         Andaman and Nicobar Islands      4834      4681     61\n",
       "1                      Andhra Pradesh    875836    864049   7059\n",
       "2                   Arunachal Pradesh     16536     16243     55\n",
       "3                               Assam    214803    210296   1002\n",
       "4                               Bihar    243673    237372   1325\n",
       "5                          Chandigarh     18714     17698    302\n",
       "6                        Chhattisgarh    258635    236588   3116\n",
       "7   Dadar & Nagar Haveli; Daman & Diu      3359      3338      2\n",
       "8                               Delhi    608830    583509  10074\n",
       "9                                 Goa     49474     47737    707\n",
       "10                            Gujarat    228641    211544   4179\n",
       "11                            Haryana    253420    241579   2733\n",
       "12                   Himachal Pradesh     49761     41954    813\n",
       "13                  Jammu and Kashmir    116254    109894   1802\n",
       "14                          Jharkhand    111722    109141   1000\n",
       "15                          Karnataka    902240    874202  11973\n",
       "16                             Kerala    672038    611600   2648\n",
       "17                             Ladakh      9166      8426    123\n",
       "18                        Lakshadweep         0         0      0\n",
       "19                     Madhya Pradesh    224636    208421   3412\n",
       "20                        Maharashtra   1883365   1761615  49367\n",
       "21                            Manipur     27209     24739    324\n",
       "22                          Meghalaya     12941     12058    130\n",
       "23                            Mizoram      4040      3869      7\n",
       "24                           Nagaland     11728     10939     71\n",
       "25                             Odisha    324089    319458   1864\n",
       "26                         Puducherry     37513     36586    620\n",
       "27                             Punjab    160659    148680   5098\n",
       "28                          Rajasthan    292539    273784   2555\n",
       "29                             Sikkim      5340      4919    118\n",
       "30                         Tamil Nadu    800029    778081  11909\n",
       "31                          Telangana    278599    269823   1499\n",
       "32                            Tripura     33054     32344    373\n",
       "33                      Uttar Pradesh    566728    539727   8083\n",
       "34                        Uttarakhand     83006     74525   1361\n",
       "35                        West Bengal    523629    493145   9100\n",
       "36                         Unassigned         0         0      0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df=pd.DataFrame(data=states,columns=new_cols)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df=df.drop('total',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= df.drop(index=[36])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36, 4)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>States</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>death</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ladakh</td>\n",
       "      <td>9166</td>\n",
       "      <td>8426</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Karnataka</td>\n",
       "      <td>902240</td>\n",
       "      <td>874202</td>\n",
       "      <td>11973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>875836</td>\n",
       "      <td>864049</td>\n",
       "      <td>7059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>83006</td>\n",
       "      <td>74525</td>\n",
       "      <td>1361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>800029</td>\n",
       "      <td>778081</td>\n",
       "      <td>11909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kerala</td>\n",
       "      <td>672038</td>\n",
       "      <td>611600</td>\n",
       "      <td>2648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Delhi</td>\n",
       "      <td>608830</td>\n",
       "      <td>583509</td>\n",
       "      <td>10074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>566728</td>\n",
       "      <td>539727</td>\n",
       "      <td>8083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sikkim</td>\n",
       "      <td>5340</td>\n",
       "      <td>4919</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>523629</td>\n",
       "      <td>493145</td>\n",
       "      <td>9100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>49761</td>\n",
       "      <td>41954</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Goa</td>\n",
       "      <td>49474</td>\n",
       "      <td>47737</td>\n",
       "      <td>707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>4834</td>\n",
       "      <td>4681</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Mizoram</td>\n",
       "      <td>4040</td>\n",
       "      <td>3869</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>37513</td>\n",
       "      <td>36586</td>\n",
       "      <td>620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dadar &amp; Nagar Haveli; Daman &amp; Diu</td>\n",
       "      <td>3359</td>\n",
       "      <td>3338</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Tripura</td>\n",
       "      <td>33054</td>\n",
       "      <td>32344</td>\n",
       "      <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Odisha</td>\n",
       "      <td>324089</td>\n",
       "      <td>319458</td>\n",
       "      <td>1864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>292539</td>\n",
       "      <td>273784</td>\n",
       "      <td>2555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Telangana</td>\n",
       "      <td>278599</td>\n",
       "      <td>269823</td>\n",
       "      <td>1499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Manipur</td>\n",
       "      <td>27209</td>\n",
       "      <td>24739</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>258635</td>\n",
       "      <td>236588</td>\n",
       "      <td>3116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Haryana</td>\n",
       "      <td>253420</td>\n",
       "      <td>241579</td>\n",
       "      <td>2733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bihar</td>\n",
       "      <td>243673</td>\n",
       "      <td>237372</td>\n",
       "      <td>1325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Gujarat</td>\n",
       "      <td>228641</td>\n",
       "      <td>211544</td>\n",
       "      <td>4179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>224636</td>\n",
       "      <td>208421</td>\n",
       "      <td>3412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Assam</td>\n",
       "      <td>214803</td>\n",
       "      <td>210296</td>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>1883365</td>\n",
       "      <td>1761615</td>\n",
       "      <td>49367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18714</td>\n",
       "      <td>17698</td>\n",
       "      <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>16536</td>\n",
       "      <td>16243</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Punjab</td>\n",
       "      <td>160659</td>\n",
       "      <td>148680</td>\n",
       "      <td>5098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>12941</td>\n",
       "      <td>12058</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Nagaland</td>\n",
       "      <td>11728</td>\n",
       "      <td>10939</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>116254</td>\n",
       "      <td>109894</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>111722</td>\n",
       "      <td>109141</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lakshadweep</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               States confirmed Recovered  death\n",
       "17                             Ladakh      9166      8426    123\n",
       "15                          Karnataka    902240    874202  11973\n",
       "1                      Andhra Pradesh    875836    864049   7059\n",
       "34                        Uttarakhand     83006     74525   1361\n",
       "30                         Tamil Nadu    800029    778081  11909\n",
       "16                             Kerala    672038    611600   2648\n",
       "8                               Delhi    608830    583509  10074\n",
       "33                      Uttar Pradesh    566728    539727   8083\n",
       "29                             Sikkim      5340      4919    118\n",
       "35                        West Bengal    523629    493145   9100\n",
       "12                   Himachal Pradesh     49761     41954    813\n",
       "9                                 Goa     49474     47737    707\n",
       "0         Andaman and Nicobar Islands      4834      4681     61\n",
       "23                            Mizoram      4040      3869      7\n",
       "26                         Puducherry     37513     36586    620\n",
       "7   Dadar & Nagar Haveli; Daman & Diu      3359      3338      2\n",
       "32                            Tripura     33054     32344    373\n",
       "25                             Odisha    324089    319458   1864\n",
       "28                          Rajasthan    292539    273784   2555\n",
       "31                          Telangana    278599    269823   1499\n",
       "21                            Manipur     27209     24739    324\n",
       "6                        Chhattisgarh    258635    236588   3116\n",
       "11                            Haryana    253420    241579   2733\n",
       "4                               Bihar    243673    237372   1325\n",
       "10                            Gujarat    228641    211544   4179\n",
       "19                     Madhya Pradesh    224636    208421   3412\n",
       "3                               Assam    214803    210296   1002\n",
       "20                        Maharashtra   1883365   1761615  49367\n",
       "5                          Chandigarh     18714     17698    302\n",
       "2                   Arunachal Pradesh     16536     16243     55\n",
       "27                             Punjab    160659    148680   5098\n",
       "22                          Meghalaya     12941     12058    130\n",
       "24                           Nagaland     11728     10939     71\n",
       "13                  Jammu and Kashmir    116254    109894   1802\n",
       "14                          Jharkhand    111722    109141   1000\n",
       "18                        Lakshadweep         0         0      0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by='confirmed',axis=0,ascending=False,inplace=True)\n",
    "#df['confirmed']=df['confirmed'].astype(int)\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,20))\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.ylabel('States',fontsize=30)\n",
    "plt.xlabel('confirmed',fontsize=50)\n",
    "plt.barh(df['States'],df['confirmed'],color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,20))\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.ylabel('States',fontsize=30)\n",
    "plt.xlabel('confirmed',fontsize=50)\n",
    "plt.barh(df['States'],df['death'],color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "data_map= gpd.read_file('Indian_States.shp')\n",
    "data_map.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "st_nm\n",
      "confirmed\n"
     ]
    }
   ],
   "source": [
    "print(data_map.columns[0])\n",
    "print(df.columns[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36, 2)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data_map.rename(columns={'st_nm':'States'},inplace=True)\n",
    "data_map.rename(columns={'st_nm':'States'},inplace=True )\n",
    "data_map.shape\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:671: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    }
   ],
   "source": [
    "data_map['States']=data_map['States'].str.replace('&','and')\n",
    "data_map['States'].iloc[0]='Andaman and Nicobar Islands'\n",
    "data_map['States'].iloc[1]='Arunachal Pradesh'\n",
    "data_map['States'].iloc[6]='Dadra Nagar Haveli and Daman and Diu'\n",
    "data_map['States'].iloc[23]='Delhi'\n",
    "data_map['States'].iloc[29]='Telangana'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged=pd.merge(data_map,df,on='States')\n",
    "merged['confirmed']=merged['confirmed'].astype(int)\n",
    "merged['death']=merged['death'].astype(int)\n",
    "merged['Recovered']=merged['Recovered'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "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>States</th>\n",
       "      <th>geometry</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>death</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>MULTIPOLYGON (((93.71976 7.20707, 93.71909 7.2...</td>\n",
       "      <td>4834</td>\n",
       "      <td>4681</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>POLYGON ((96.16261 29.38078, 96.16860 29.37432...</td>\n",
       "      <td>16536</td>\n",
       "      <td>16243</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Assam</td>\n",
       "      <td>MULTIPOLYGON (((89.74323 26.30362, 89.74290 26...</td>\n",
       "      <td>214803</td>\n",
       "      <td>210296</td>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bihar</td>\n",
       "      <td>MULTIPOLYGON (((84.50720 24.26323, 84.50355 24...</td>\n",
       "      <td>243673</td>\n",
       "      <td>237372</td>\n",
       "      <td>1325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>POLYGON ((76.84147 30.75996, 76.83599 30.73623...</td>\n",
       "      <td>18714</td>\n",
       "      <td>17698</td>\n",
       "      <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>POLYGON ((83.33532 24.09885, 83.35346 24.09627...</td>\n",
       "      <td>258635</td>\n",
       "      <td>236588</td>\n",
       "      <td>3116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Goa</td>\n",
       "      <td>MULTIPOLYGON (((74.11918 14.75344, 74.11350 14...</td>\n",
       "      <td>49474</td>\n",
       "      <td>47737</td>\n",
       "      <td>707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Gujarat</td>\n",
       "      <td>MULTIPOLYGON (((71.70375 20.99958, 71.70375 20...</td>\n",
       "      <td>228641</td>\n",
       "      <td>211544</td>\n",
       "      <td>4179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Haryana</td>\n",
       "      <td>POLYGON ((76.85065 30.87512, 76.86594 30.86691...</td>\n",
       "      <td>253420</td>\n",
       "      <td>241579</td>\n",
       "      <td>2733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>POLYGON ((76.79634 33.25490, 76.80351 33.25275...</td>\n",
       "      <td>49761</td>\n",
       "      <td>41954</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>POLYGON ((74.73451 37.02068, 74.73647 37.01937...</td>\n",
       "      <td>116254</td>\n",
       "      <td>109894</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>POLYGON ((87.60582 25.31512, 87.61279 25.31184...</td>\n",
       "      <td>111722</td>\n",
       "      <td>109141</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Karnataka</td>\n",
       "      <td>MULTIPOLYGON (((74.69694 13.32782, 74.69562 13...</td>\n",
       "      <td>902240</td>\n",
       "      <td>874202</td>\n",
       "      <td>11973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Kerala</td>\n",
       "      <td>POLYGON ((74.99575 12.79227, 75.00006 12.78777...</td>\n",
       "      <td>672038</td>\n",
       "      <td>611600</td>\n",
       "      <td>2648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Lakshadweep</td>\n",
       "      <td>MULTIPOLYGON (((74.10131 11.20431, 74.09908 11...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>MULTIPOLYGON (((74.17932 22.39059, 74.17776 22...</td>\n",
       "      <td>224636</td>\n",
       "      <td>208421</td>\n",
       "      <td>3412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>MULTIPOLYGON (((73.46270 16.03710, 73.46178 16...</td>\n",
       "      <td>1883365</td>\n",
       "      <td>1761615</td>\n",
       "      <td>49367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Manipur</td>\n",
       "      <td>POLYGON ((94.57602 25.64221, 94.57487 25.63858...</td>\n",
       "      <td>27209</td>\n",
       "      <td>24739</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>POLYGON ((91.85632 26.10353, 91.86717 26.09906...</td>\n",
       "      <td>12941</td>\n",
       "      <td>12058</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Mizoram</td>\n",
       "      <td>POLYGON ((92.80022 24.41630, 92.80310 24.41603...</td>\n",
       "      <td>4040</td>\n",
       "      <td>3869</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nagaland</td>\n",
       "      <td>POLYGON ((95.21458 26.93095, 95.21719 26.92818...</td>\n",
       "      <td>11728</td>\n",
       "      <td>10939</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Delhi</td>\n",
       "      <td>POLYGON ((77.09361 28.86940, 77.10973 28.86722...</td>\n",
       "      <td>608830</td>\n",
       "      <td>583509</td>\n",
       "      <td>10074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>MULTIPOLYGON (((79.76528 10.99681, 79.76963 10...</td>\n",
       "      <td>37513</td>\n",
       "      <td>36586</td>\n",
       "      <td>620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Punjab</td>\n",
       "      <td>POLYGON ((75.88469 32.48841, 75.90303 32.47169...</td>\n",
       "      <td>160659</td>\n",
       "      <td>148680</td>\n",
       "      <td>5098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>POLYGON ((73.89849 29.97896, 73.90021 29.97140...</td>\n",
       "      <td>292539</td>\n",
       "      <td>273784</td>\n",
       "      <td>2555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sikkim</td>\n",
       "      <td>POLYGON ((88.65381 28.09883, 88.66265 28.08956...</td>\n",
       "      <td>5340</td>\n",
       "      <td>4919</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>MULTIPOLYGON (((78.19188 8.72730, 78.18996 8.7...</td>\n",
       "      <td>800029</td>\n",
       "      <td>778081</td>\n",
       "      <td>11909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Telangana</td>\n",
       "      <td>POLYGON ((81.05614 17.79097, 81.05834 17.75464...</td>\n",
       "      <td>278599</td>\n",
       "      <td>269823</td>\n",
       "      <td>1499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Tripura</td>\n",
       "      <td>POLYGON ((92.22108 24.50131, 92.22771 24.49862...</td>\n",
       "      <td>33054</td>\n",
       "      <td>32344</td>\n",
       "      <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>MULTIPOLYGON (((80.44802 24.99631, 80.44080 24...</td>\n",
       "      <td>566728</td>\n",
       "      <td>539727</td>\n",
       "      <td>8083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>POLYGON ((79.21047 31.34846, 79.21386 31.34680...</td>\n",
       "      <td>83006</td>\n",
       "      <td>74525</td>\n",
       "      <td>1361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>MULTIPOLYGON (((88.01861 21.57278, 88.01889 21...</td>\n",
       "      <td>523629</td>\n",
       "      <td>493145</td>\n",
       "      <td>9100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Odisha</td>\n",
       "      <td>MULTIPOLYGON (((86.38937 19.96351, 86.38840 19...</td>\n",
       "      <td>324089</td>\n",
       "      <td>319458</td>\n",
       "      <td>1864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>MULTIPOLYGON (((81.10380 17.82269, 81.10610 17...</td>\n",
       "      <td>875836</td>\n",
       "      <td>864049</td>\n",
       "      <td>7059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         States  \\\n",
       "0   Andaman and Nicobar Islands   \n",
       "1             Arunachal Pradesh   \n",
       "2                         Assam   \n",
       "3                         Bihar   \n",
       "4                    Chandigarh   \n",
       "5                  Chhattisgarh   \n",
       "6                           Goa   \n",
       "7                       Gujarat   \n",
       "8                       Haryana   \n",
       "9              Himachal Pradesh   \n",
       "10            Jammu and Kashmir   \n",
       "11                    Jharkhand   \n",
       "12                    Karnataka   \n",
       "13                       Kerala   \n",
       "14                  Lakshadweep   \n",
       "15               Madhya Pradesh   \n",
       "16                  Maharashtra   \n",
       "17                      Manipur   \n",
       "18                    Meghalaya   \n",
       "19                      Mizoram   \n",
       "20                     Nagaland   \n",
       "21                        Delhi   \n",
       "22                   Puducherry   \n",
       "23                       Punjab   \n",
       "24                    Rajasthan   \n",
       "25                       Sikkim   \n",
       "26                   Tamil Nadu   \n",
       "27                    Telangana   \n",
       "28                      Tripura   \n",
       "29                Uttar Pradesh   \n",
       "30                  Uttarakhand   \n",
       "31                  West Bengal   \n",
       "32                       Odisha   \n",
       "33               Andhra Pradesh   \n",
       "\n",
       "                                             geometry  confirmed  Recovered  \\\n",
       "0   MULTIPOLYGON (((93.71976 7.20707, 93.71909 7.2...       4834       4681   \n",
       "1   POLYGON ((96.16261 29.38078, 96.16860 29.37432...      16536      16243   \n",
       "2   MULTIPOLYGON (((89.74323 26.30362, 89.74290 26...     214803     210296   \n",
       "3   MULTIPOLYGON (((84.50720 24.26323, 84.50355 24...     243673     237372   \n",
       "4   POLYGON ((76.84147 30.75996, 76.83599 30.73623...      18714      17698   \n",
       "5   POLYGON ((83.33532 24.09885, 83.35346 24.09627...     258635     236588   \n",
       "6   MULTIPOLYGON (((74.11918 14.75344, 74.11350 14...      49474      47737   \n",
       "7   MULTIPOLYGON (((71.70375 20.99958, 71.70375 20...     228641     211544   \n",
       "8   POLYGON ((76.85065 30.87512, 76.86594 30.86691...     253420     241579   \n",
       "9   POLYGON ((76.79634 33.25490, 76.80351 33.25275...      49761      41954   \n",
       "10  POLYGON ((74.73451 37.02068, 74.73647 37.01937...     116254     109894   \n",
       "11  POLYGON ((87.60582 25.31512, 87.61279 25.31184...     111722     109141   \n",
       "12  MULTIPOLYGON (((74.69694 13.32782, 74.69562 13...     902240     874202   \n",
       "13  POLYGON ((74.99575 12.79227, 75.00006 12.78777...     672038     611600   \n",
       "14  MULTIPOLYGON (((74.10131 11.20431, 74.09908 11...          0          0   \n",
       "15  MULTIPOLYGON (((74.17932 22.39059, 74.17776 22...     224636     208421   \n",
       "16  MULTIPOLYGON (((73.46270 16.03710, 73.46178 16...    1883365    1761615   \n",
       "17  POLYGON ((94.57602 25.64221, 94.57487 25.63858...      27209      24739   \n",
       "18  POLYGON ((91.85632 26.10353, 91.86717 26.09906...      12941      12058   \n",
       "19  POLYGON ((92.80022 24.41630, 92.80310 24.41603...       4040       3869   \n",
       "20  POLYGON ((95.21458 26.93095, 95.21719 26.92818...      11728      10939   \n",
       "21  POLYGON ((77.09361 28.86940, 77.10973 28.86722...     608830     583509   \n",
       "22  MULTIPOLYGON (((79.76528 10.99681, 79.76963 10...      37513      36586   \n",
       "23  POLYGON ((75.88469 32.48841, 75.90303 32.47169...     160659     148680   \n",
       "24  POLYGON ((73.89849 29.97896, 73.90021 29.97140...     292539     273784   \n",
       "25  POLYGON ((88.65381 28.09883, 88.66265 28.08956...       5340       4919   \n",
       "26  MULTIPOLYGON (((78.19188 8.72730, 78.18996 8.7...     800029     778081   \n",
       "27  POLYGON ((81.05614 17.79097, 81.05834 17.75464...     278599     269823   \n",
       "28  POLYGON ((92.22108 24.50131, 92.22771 24.49862...      33054      32344   \n",
       "29  MULTIPOLYGON (((80.44802 24.99631, 80.44080 24...     566728     539727   \n",
       "30  POLYGON ((79.21047 31.34846, 79.21386 31.34680...      83006      74525   \n",
       "31  MULTIPOLYGON (((88.01861 21.57278, 88.01889 21...     523629     493145   \n",
       "32  MULTIPOLYGON (((86.38937 19.96351, 86.38840 19...     324089     319458   \n",
       "33  MULTIPOLYGON (((81.10380 17.82269, 81.10610 17...     875836     864049   \n",
       "\n",
       "    death  \n",
       "0      61  \n",
       "1      55  \n",
       "2    1002  \n",
       "3    1325  \n",
       "4     302  \n",
       "5    3116  \n",
       "6     707  \n",
       "7    4179  \n",
       "8    2733  \n",
       "9     813  \n",
       "10   1802  \n",
       "11   1000  \n",
       "12  11973  \n",
       "13   2648  \n",
       "14      0  \n",
       "15   3412  \n",
       "16  49367  \n",
       "17    324  \n",
       "18    130  \n",
       "19      7  \n",
       "20     71  \n",
       "21  10074  \n",
       "22    620  \n",
       "23   5098  \n",
       "24   2555  \n",
       "25    118  \n",
       "26  11909  \n",
       "27   1499  \n",
       "28    373  \n",
       "29   8083  \n",
       "30   1361  \n",
       "31   9100  \n",
       "32   1864  \n",
       "33   7059  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34, 5)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Confirmed Cases')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#ax = merged.plot()\n",
    "fig, ax = plt.subplots(figsize  =(12, 10))\n",
    "merged.plot(column='confirmed',ax=ax,cmap='YlGnBu',linewidth=1,edgecolor='0.3',legend=True)\n",
    "ax.set_title(\"Confirmed Cases\", fontsize=25)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Death')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize  =(12, 10))\n",
    "merged.plot(column='death',ax=ax,cmap='BuGn',linewidth=1,edgecolor='0.3',legend=True)\n",
    "ax.set_title(\"Death\", fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Recovered Cases')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize  =(12, 10))\n",
    "merged.plot(column='Recovered',ax=ax,cmap='YlGn',linewidth=1,edgecolor='0.3',legend=True)\n",
    "ax.set_title(\"Recovered Cases\", fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}