analysis.ipynb

{
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.2 64-bit",
   "language": "python",
   "name": "python38264bit8c1e54145fb54e9c9081b14c6908161c"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  },
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "COVID-19 Outbreak India Analysis (LIVE)"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Pie Chart To Show Total Cases in India"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%run scripts/piechart.py"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "Matplotlib is building the font cache; this may take a moment.\n"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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\n",
       "text": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Tabel To display information of all states and union territories in India"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%run scripts/table.py"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>State</th>\n",
        "      <th>Confirmed</th>\n",
        "      <th>Recovered</th>\n",
        "      <th>Deaths</th>\n",
        "      <th>Active</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Maharashtra</td>\n",
        "      <td>1077374</td>\n",
        "      <td>755850</td>\n",
        "      <td>29894</td>\n",
        "      <td>291256</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>Tamil Nadu</td>\n",
        "      <td>508511</td>\n",
        "      <td>453165</td>\n",
        "      <td>8434</td>\n",
        "      <td>46912</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>Andhra Pradesh</td>\n",
        "      <td>575079</td>\n",
        "      <td>476903</td>\n",
        "      <td>4972</td>\n",
        "      <td>93204</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>Karnataka</td>\n",
        "      <td>467689</td>\n",
        "      <td>361823</td>\n",
        "      <td>7384</td>\n",
        "      <td>98463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>Delhi</td>\n",
        "      <td>221533</td>\n",
        "      <td>188072</td>\n",
        "      <td>4770</td>\n",
        "      <td>28691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>Uttar Pradesh</td>\n",
        "      <td>317195</td>\n",
        "      <td>245417</td>\n",
        "      <td>4491</td>\n",
        "      <td>67287</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>West Bengal</td>\n",
        "      <td>205919</td>\n",
        "      <td>178223</td>\n",
        "      <td>4003</td>\n",
        "      <td>23693</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>Bihar</td>\n",
        "      <td>159526</td>\n",
        "      <td>145019</td>\n",
        "      <td>831</td>\n",
        "      <td>13675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>Telangana</td>\n",
        "      <td>158513</td>\n",
        "      <td>127007</td>\n",
        "      <td>974</td>\n",
        "      <td>30532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>Gujarat</td>\n",
        "      <td>114996</td>\n",
        "      <td>95365</td>\n",
        "      <td>3228</td>\n",
        "      <td>16403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>Assam</td>\n",
        "      <td>144166</td>\n",
        "      <td>115052</td>\n",
        "      <td>482</td>\n",
        "      <td>28629</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>Rajasthan</td>\n",
        "      <td>104138</td>\n",
        "      <td>86162</td>\n",
        "      <td>1250</td>\n",
        "      <td>16726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>Odisha</td>\n",
        "      <td>155005</td>\n",
        "      <td>122024</td>\n",
        "      <td>690</td>\n",
        "      <td>32291</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>Haryana</td>\n",
        "      <td>96129</td>\n",
        "      <td>74712</td>\n",
        "      <td>1000</td>\n",
        "      <td>20417</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>Madhya Pradesh</td>\n",
        "      <td>90730</td>\n",
        "      <td>67711</td>\n",
        "      <td>1791</td>\n",
        "      <td>21228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>Kerala</td>\n",
        "      <td>110819</td>\n",
        "      <td>79809</td>\n",
        "      <td>455</td>\n",
        "      <td>30489</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>Punjab</td>\n",
        "      <td>82100</td>\n",
        "      <td>58984</td>\n",
        "      <td>2423</td>\n",
        "      <td>20693</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>Jammu and Kashmir</td>\n",
        "      <td>55325</td>\n",
        "      <td>36381</td>\n",
        "      <td>895</td>\n",
        "      <td>18049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>Jharkhand</td>\n",
        "      <td>62737</td>\n",
        "      <td>48112</td>\n",
        "      <td>561</td>\n",
        "      <td>14064</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>Chhattisgarh</td>\n",
        "      <td>67327</td>\n",
        "      <td>33109</td>\n",
        "      <td>573</td>\n",
        "      <td>33645</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>Uttarakhand</td>\n",
        "      <td>33016</td>\n",
        "      <td>22077</td>\n",
        "      <td>429</td>\n",
        "      <td>10374</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>Goa</td>\n",
        "      <td>24898</td>\n",
        "      <td>19648</td>\n",
        "      <td>304</td>\n",
        "      <td>4946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>Tripura</td>\n",
        "      <td>19184</td>\n",
        "      <td>11536</td>\n",
        "      <td>200</td>\n",
        "      <td>7426</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>Puducherry</td>\n",
        "      <td>20226</td>\n",
        "      <td>15027</td>\n",
        "      <td>394</td>\n",
        "      <td>4805</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>Manipur</td>\n",
        "      <td>7971</td>\n",
        "      <td>6340</td>\n",
        "      <td>46</td>\n",
        "      <td>1585</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>Himachal Pradesh</td>\n",
        "      <td>9923</td>\n",
        "      <td>6167</td>\n",
        "      <td>81</td>\n",
        "      <td>3658</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>Nagaland</td>\n",
        "      <td>5214</td>\n",
        "      <td>3897</td>\n",
        "      <td>8</td>\n",
        "      <td>1289</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>Arunachal Pradesh</td>\n",
        "      <td>6297</td>\n",
        "      <td>4531</td>\n",
        "      <td>11</td>\n",
        "      <td>1755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>Andaman and Nicobar Islands</td>\n",
        "      <td>3557</td>\n",
        "      <td>3278</td>\n",
        "      <td>52</td>\n",
        "      <td>227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>Ladakh</td>\n",
        "      <td>3419</td>\n",
        "      <td>2475</td>\n",
        "      <td>41</td>\n",
        "      <td>903</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>Chandigarh</td>\n",
        "      <td>8245</td>\n",
        "      <td>5300</td>\n",
        "      <td>95</td>\n",
        "      <td>2847</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>Dadra and Nagar Haveli and Daman and Diu</td>\n",
        "      <td>2743</td>\n",
        "      <td>2479</td>\n",
        "      <td>2</td>\n",
        "      <td>233</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>Meghalaya</td>\n",
        "      <td>3863</td>\n",
        "      <td>2151</td>\n",
        "      <td>28</td>\n",
        "      <td>1684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>Sikkim</td>\n",
        "      <td>2119</td>\n",
        "      <td>1521</td>\n",
        "      <td>16</td>\n",
        "      <td>582</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>Mizoram</td>\n",
        "      <td>1428</td>\n",
        "      <td>919</td>\n",
        "      <td>0</td>\n",
        "      <td>509</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>State Unassigned</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>Lakshadweep</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "display_data",
       "text": [
        "                                       State  Confirmed  Recovered  Deaths  \\\n",
        "1                                Maharashtra    1077374     755850   29894   \n",
        "2                                 Tamil Nadu     508511     453165    8434   \n",
        "3                             Andhra Pradesh     575079     476903    4972   \n",
        "4                                  Karnataka     467689     361823    7384   \n",
        "5                                      Delhi     221533     188072    4770   \n",
        "6                              Uttar Pradesh     317195     245417    4491   \n",
        "7                                West Bengal     205919     178223    4003   \n",
        "8                                      Bihar     159526     145019     831   \n",
        "9                                  Telangana     158513     127007     974   \n",
        "10                                   Gujarat     114996      95365    3228   \n",
        "11                                     Assam     144166     115052     482   \n",
        "12                                 Rajasthan     104138      86162    1250   \n",
        "13                                    Odisha     155005     122024     690   \n",
        "14                                   Haryana      96129      74712    1000   \n",
        "15                            Madhya Pradesh      90730      67711    1791   \n",
        "16                                    Kerala     110819      79809     455   \n",
        "17                                    Punjab      82100      58984    2423   \n",
        "18                         Jammu and Kashmir      55325      36381     895   \n",
        "19                                 Jharkhand      62737      48112     561   \n",
        "20                              Chhattisgarh      67327      33109     573   \n",
        "21                               Uttarakhand      33016      22077     429   \n",
        "22                                       Goa      24898      19648     304   \n",
        "23                                   Tripura      19184      11536     200   \n",
        "24                                Puducherry      20226      15027     394   \n",
        "25                                   Manipur       7971       6340      46   \n",
        "26                          Himachal Pradesh       9923       6167      81   \n",
        "27                                  Nagaland       5214       3897       8   \n",
        "28                         Arunachal Pradesh       6297       4531      11   \n",
        "29               Andaman and Nicobar Islands       3557       3278      52   \n",
        "30                                    Ladakh       3419       2475      41   \n",
        "31                                Chandigarh       8245       5300      95   \n",
        "32  Dadra and Nagar Haveli and Daman and Diu       2743       2479       2   \n",
        "33                                 Meghalaya       3863       2151      28   \n",
        "34                                    Sikkim       2119       1521      16   \n",
        "35                                   Mizoram       1428        919       0   \n",
        "36                          State Unassigned          0          0       0   \n",
        "37                               Lakshadweep          0          0       0   \n",
        "\n",
        "    Active  \n",
        "1   291256  \n",
        "2    46912  \n",
        "3    93204  \n",
        "4    98463  \n",
        "5    28691  \n",
        "6    67287  \n",
        "7    23693  \n",
        "8    13675  \n",
        "9    30532  \n",
        "10   16403  \n",
        "11   28629  \n",
        "12   16726  \n",
        "13   32291  \n",
        "14   20417  \n",
        "15   21228  \n",
        "16   30489  \n",
        "17   20693  \n",
        "18   18049  \n",
        "19   14064  \n",
        "20   33645  \n",
        "21   10374  \n",
        "22    4946  \n",
        "23    7426  \n",
        "24    4805  \n",
        "25    1585  \n",
        "26    3658  \n",
        "27    1289  \n",
        "28    1755  \n",
        "29     227  \n",
        "30     903  \n",
        "31    2847  \n",
        "32     233  \n",
        "33    1684  \n",
        "34     582  \n",
        "35     509  \n",
        "36       0  \n",
        "37       0  "
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Top 10 Affected States Bar Graph"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%run scripts/bars.py"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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\n",
       "text": [
        "<Figure size 600x400 with 1 Axes>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# API source\n",
      "[api.covid19india.org](https://api.covid19india.org)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Contributor:\n",
      "[Piyush Keshari](https://github.com/insane-banda)"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}