Analysing Chinese(corona)-virus

5-4ts.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5-4data.csv 5-4ts.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls 5-4data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### datasource = https://raw.githubusercontent.com/datasets/covid-19/master/data/time-series-19-covid-combined.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19161</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19162</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19163</th>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19164</th>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19165</th>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19166 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Date Country/Region Province/State   Lat  Long  Confirmed  \\\n",
       "0      2020-01-22    Afghanistan            NaN  33.0  65.0        0.0   \n",
       "1      2020-01-23    Afghanistan            NaN  33.0  65.0        0.0   \n",
       "2      2020-01-24    Afghanistan            NaN  33.0  65.0        0.0   \n",
       "3      2020-01-25    Afghanistan            NaN  33.0  65.0        0.0   \n",
       "4      2020-01-26    Afghanistan            NaN  33.0  65.0        0.0   \n",
       "...           ...            ...            ...   ...   ...        ...   \n",
       "19161  2020-03-31       Zimbabwe            NaN -20.0  30.0        8.0   \n",
       "19162  2020-04-01       Zimbabwe            NaN -20.0  30.0        8.0   \n",
       "19163  2020-04-02       Zimbabwe            NaN -20.0  30.0        9.0   \n",
       "19164  2020-04-03       Zimbabwe            NaN -20.0  30.0        9.0   \n",
       "19165  2020-04-04       Zimbabwe            NaN -20.0  30.0        9.0   \n",
       "\n",
       "       Recovered  Deaths  \n",
       "0            0.0     0.0  \n",
       "1            0.0     0.0  \n",
       "2            0.0     0.0  \n",
       "3            0.0     0.0  \n",
       "4            0.0     0.0  \n",
       "...          ...     ...  \n",
       "19161        0.0     1.0  \n",
       "19162        0.0     1.0  \n",
       "19163        0.0     1.0  \n",
       "19164        0.0     1.0  \n",
       "19165        0.0     1.0  \n",
       "\n",
       "[19166 rows x 8 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"5-4data/5-4ts.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19166 entries, 0 to 19165\n",
      "Data columns (total 8 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   Date            19166 non-null  object \n",
      " 1   Country/Region  19166 non-null  object \n",
      " 2   Province/State  5994 non-null   object \n",
      " 3   Lat             19166 non-null  float64\n",
      " 4   Long            19166 non-null  float64\n",
      " 5   Confirmed       19092 non-null  float64\n",
      " 6   Recovered       18130 non-null  float64\n",
      " 7   Deaths          19092 non-null  float64\n",
      "dtypes: float64(5), object(3)\n",
      "memory usage: 1.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## analysing India"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10508</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10509</th>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10510</th>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>10511</th>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10512</th>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10577</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1397.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10578</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10579</th>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2543.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10580</th>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2567.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10581</th>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>India</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3082.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Date Country/Region Province/State   Lat  Long  Confirmed  \\\n",
       "10508  2020-01-22          India            NaN  21.0  78.0        0.0   \n",
       "10509  2020-01-23          India            NaN  21.0  78.0        0.0   \n",
       "10510  2020-01-24          India            NaN  21.0  78.0        0.0   \n",
       "10511  2020-01-25          India            NaN  21.0  78.0        0.0   \n",
       "10512  2020-01-26          India            NaN  21.0  78.0        0.0   \n",
       "...           ...            ...            ...   ...   ...        ...   \n",
       "10577  2020-03-31          India            NaN  21.0  78.0     1397.0   \n",
       "10578  2020-04-01          India            NaN  21.0  78.0     1998.0   \n",
       "10579  2020-04-02          India            NaN  21.0  78.0     2543.0   \n",
       "10580  2020-04-03          India            NaN  21.0  78.0     2567.0   \n",
       "10581  2020-04-04          India            NaN  21.0  78.0     3082.0   \n",
       "\n",
       "       Recovered  Deaths  \n",
       "10508        0.0     0.0  \n",
       "10509        0.0     0.0  \n",
       "10510        0.0     0.0  \n",
       "10511        0.0     0.0  \n",
       "10512        0.0     0.0  \n",
       "...          ...     ...  \n",
       "10577      123.0    35.0  \n",
       "10578      148.0    58.0  \n",
       "10579      191.0    72.0  \n",
       "10580      192.0    72.0  \n",
       "10581      229.0    86.0  \n",
       "\n",
       "[74 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india = df.loc[df['Country/Region'] == 'India']\n",
    "df_india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 74 entries, 10508 to 10581\n",
      "Data columns (total 8 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   Date            74 non-null     object \n",
      " 1   Country/Region  74 non-null     object \n",
      " 2   Province/State  0 non-null      object \n",
      " 3   Lat             74 non-null     float64\n",
      " 4   Long            74 non-null     float64\n",
      " 5   Confirmed       74 non-null     float64\n",
      " 6   Recovered       74 non-null     float64\n",
      " 7   Deaths          74 non-null     float64\n",
      "dtypes: float64(5), object(3)\n",
      "memory usage: 5.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df_india.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>10508</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10509</th>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10510</th>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10511</th>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>10512</th>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10577</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1397.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10578</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10579</th>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2543.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10580</th>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2567.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10581</th>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3082.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Date Country/Region   Lat  Long  Confirmed  Recovered  Deaths\n",
       "10508  2020-01-22          India  21.0  78.0        0.0        0.0     0.0\n",
       "10509  2020-01-23          India  21.0  78.0        0.0        0.0     0.0\n",
       "10510  2020-01-24          India  21.0  78.0        0.0        0.0     0.0\n",
       "10511  2020-01-25          India  21.0  78.0        0.0        0.0     0.0\n",
       "10512  2020-01-26          India  21.0  78.0        0.0        0.0     0.0\n",
       "...           ...            ...   ...   ...        ...        ...     ...\n",
       "10577  2020-03-31          India  21.0  78.0     1397.0      123.0    35.0\n",
       "10578  2020-04-01          India  21.0  78.0     1998.0      148.0    58.0\n",
       "10579  2020-04-02          India  21.0  78.0     2543.0      191.0    72.0\n",
       "10580  2020-04-03          India  21.0  78.0     2567.0      192.0    72.0\n",
       "10581  2020-04-04          India  21.0  78.0     3082.0      229.0    86.0\n",
       "\n",
       "[74 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india = df_india.drop(['Province/State'], axis=1)\n",
    "df_india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date               object\n",
       "Country/Region     object\n",
       "Lat               float64\n",
       "Long              float64\n",
       "Confirmed         float64\n",
       "Recovered         float64\n",
       "Deaths            float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_india[\"Date\"] = pd.to_datetime(df_india['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date              datetime64[ns]\n",
       "Country/Region            object\n",
       "Lat                      float64\n",
       "Long                     float64\n",
       "Confirmed                float64\n",
       "Recovered                float64\n",
       "Deaths                   float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india.dtypes"
   ]
  },
  {
   "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>Date</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10547</th>\n",
       "      <td>2020-03-01</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10548</th>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10549</th>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10550</th>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10551</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10552</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10553</th>\n",
       "      <td>2020-03-07</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10554</th>\n",
       "      <td>2020-03-08</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10555</th>\n",
       "      <td>2020-03-09</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10556</th>\n",
       "      <td>2020-03-10</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10557</th>\n",
       "      <td>2020-03-11</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10558</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10559</th>\n",
       "      <td>2020-03-13</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10560</th>\n",
       "      <td>2020-03-14</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10561</th>\n",
       "      <td>2020-03-15</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10562</th>\n",
       "      <td>2020-03-16</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10563</th>\n",
       "      <td>2020-03-17</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10564</th>\n",
       "      <td>2020-03-18</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10565</th>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10566</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10567</th>\n",
       "      <td>2020-03-21</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10568</th>\n",
       "      <td>2020-03-22</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>396.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10569</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10570</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>536.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10571</th>\n",
       "      <td>2020-03-25</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10572</th>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>727.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10573</th>\n",
       "      <td>2020-03-27</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10574</th>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>987.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10575</th>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10576</th>\n",
       "      <td>2020-03-30</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10577</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1397.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10578</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10579</th>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2543.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10580</th>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2567.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10581</th>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>India</td>\n",
       "      <td>21.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3082.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Date Country/Region   Lat  Long  Confirmed  Recovered  Deaths\n",
       "10547 2020-03-01          India  21.0  78.0        3.0        3.0     0.0\n",
       "10548 2020-03-02          India  21.0  78.0        5.0        3.0     0.0\n",
       "10549 2020-03-03          India  21.0  78.0        5.0        3.0     0.0\n",
       "10550 2020-03-04          India  21.0  78.0       28.0        3.0     0.0\n",
       "10551 2020-03-05          India  21.0  78.0       30.0        3.0     0.0\n",
       "10552 2020-03-06          India  21.0  78.0       31.0        3.0     0.0\n",
       "10553 2020-03-07          India  21.0  78.0       34.0        3.0     0.0\n",
       "10554 2020-03-08          India  21.0  78.0       39.0        3.0     0.0\n",
       "10555 2020-03-09          India  21.0  78.0       43.0        3.0     0.0\n",
       "10556 2020-03-10          India  21.0  78.0       56.0        4.0     0.0\n",
       "10557 2020-03-11          India  21.0  78.0       62.0        4.0     1.0\n",
       "10558 2020-03-12          India  21.0  78.0       73.0        4.0     1.0\n",
       "10559 2020-03-13          India  21.0  78.0       82.0        4.0     2.0\n",
       "10560 2020-03-14          India  21.0  78.0      102.0        4.0     2.0\n",
       "10561 2020-03-15          India  21.0  78.0      113.0       13.0     2.0\n",
       "10562 2020-03-16          India  21.0  78.0      119.0       13.0     2.0\n",
       "10563 2020-03-17          India  21.0  78.0      142.0       14.0     3.0\n",
       "10564 2020-03-18          India  21.0  78.0      156.0       14.0     3.0\n",
       "10565 2020-03-19          India  21.0  78.0      194.0       15.0     4.0\n",
       "10566 2020-03-20          India  21.0  78.0      244.0       20.0     5.0\n",
       "10567 2020-03-21          India  21.0  78.0      330.0       23.0     4.0\n",
       "10568 2020-03-22          India  21.0  78.0      396.0       27.0     7.0\n",
       "10569 2020-03-23          India  21.0  78.0      499.0       27.0    10.0\n",
       "10570 2020-03-24          India  21.0  78.0      536.0       40.0    10.0\n",
       "10571 2020-03-25          India  21.0  78.0      657.0       43.0    12.0\n",
       "10572 2020-03-26          India  21.0  78.0      727.0       45.0    20.0\n",
       "10573 2020-03-27          India  21.0  78.0      887.0       73.0    20.0\n",
       "10574 2020-03-28          India  21.0  78.0      987.0       84.0    24.0\n",
       "10575 2020-03-29          India  21.0  78.0     1024.0       95.0    27.0\n",
       "10576 2020-03-30          India  21.0  78.0     1251.0      102.0    32.0\n",
       "10577 2020-03-31          India  21.0  78.0     1397.0      123.0    35.0\n",
       "10578 2020-04-01          India  21.0  78.0     1998.0      148.0    58.0\n",
       "10579 2020-04-02          India  21.0  78.0     2543.0      191.0    72.0\n",
       "10580 2020-04-03          India  21.0  78.0     2567.0      192.0    72.0\n",
       "10581 2020-04-04          India  21.0  78.0     3082.0      229.0    86.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "df_india = df_india.loc[df_india['Date'] >= '2020-03-01']\n",
    "df_india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_india.plot(x=\"Date\", y=[\"Confirmed\", \"Recovered\", \"Deaths\"], figsize=(20,5), grid=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## logarithmic growth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_india.plot(x=\"Date\", y=[\"Confirmed\", \"Recovered\", \"Deaths\"], figsize=(20,5), grid=True, logy=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### growth rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 35 entries, 10547 to 10581\n",
      "Data columns (total 7 columns):\n",
      " #   Column          Non-Null Count  Dtype         \n",
      "---  ------          --------------  -----         \n",
      " 0   Date            35 non-null     datetime64[ns]\n",
      " 1   Country/Region  35 non-null     object        \n",
      " 2   Lat             35 non-null     float64       \n",
      " 3   Long            35 non-null     float64       \n",
      " 4   Confirmed       35 non-null     float64       \n",
      " 5   Recovered       35 non-null     float64       \n",
      " 6   Deaths          35 non-null     float64       \n",
      "dtypes: datetime64[ns](1), float64(5), object(1)\n",
      "memory usage: 2.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df_india.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-02</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-03</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-04</th>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-05</th>\n",
       "      <td>30.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-06</th>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-07</th>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-08</th>\n",
       "      <td>39.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-09</th>\n",
       "      <td>43.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-10</th>\n",
       "      <td>56.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-11</th>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-12</th>\n",
       "      <td>73.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-13</th>\n",
       "      <td>82.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-14</th>\n",
       "      <td>102.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-15</th>\n",
       "      <td>113.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-16</th>\n",
       "      <td>119.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-17</th>\n",
       "      <td>142.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-18</th>\n",
       "      <td>156.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-19</th>\n",
       "      <td>194.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-20</th>\n",
       "      <td>244.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-21</th>\n",
       "      <td>330.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-22</th>\n",
       "      <td>396.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-23</th>\n",
       "      <td>499.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-24</th>\n",
       "      <td>536.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-25</th>\n",
       "      <td>657.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-26</th>\n",
       "      <td>727.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-27</th>\n",
       "      <td>887.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-28</th>\n",
       "      <td>987.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-29</th>\n",
       "      <td>1024.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-30</th>\n",
       "      <td>1251.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>1397.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>1998.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-02</th>\n",
       "      <td>2543.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>2567.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-04</th>\n",
       "      <td>3082.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Confirmed  Recovered  Deaths\n",
       "Date                                    \n",
       "2020-03-01        3.0        3.0     0.0\n",
       "2020-03-02        5.0        3.0     0.0\n",
       "2020-03-03        5.0        3.0     0.0\n",
       "2020-03-04       28.0        3.0     0.0\n",
       "2020-03-05       30.0        3.0     0.0\n",
       "2020-03-06       31.0        3.0     0.0\n",
       "2020-03-07       34.0        3.0     0.0\n",
       "2020-03-08       39.0        3.0     0.0\n",
       "2020-03-09       43.0        3.0     0.0\n",
       "2020-03-10       56.0        4.0     0.0\n",
       "2020-03-11       62.0        4.0     1.0\n",
       "2020-03-12       73.0        4.0     1.0\n",
       "2020-03-13       82.0        4.0     2.0\n",
       "2020-03-14      102.0        4.0     2.0\n",
       "2020-03-15      113.0       13.0     2.0\n",
       "2020-03-16      119.0       13.0     2.0\n",
       "2020-03-17      142.0       14.0     3.0\n",
       "2020-03-18      156.0       14.0     3.0\n",
       "2020-03-19      194.0       15.0     4.0\n",
       "2020-03-20      244.0       20.0     5.0\n",
       "2020-03-21      330.0       23.0     4.0\n",
       "2020-03-22      396.0       27.0     7.0\n",
       "2020-03-23      499.0       27.0    10.0\n",
       "2020-03-24      536.0       40.0    10.0\n",
       "2020-03-25      657.0       43.0    12.0\n",
       "2020-03-26      727.0       45.0    20.0\n",
       "2020-03-27      887.0       73.0    20.0\n",
       "2020-03-28      987.0       84.0    24.0\n",
       "2020-03-29     1024.0       95.0    27.0\n",
       "2020-03-30     1251.0      102.0    32.0\n",
       "2020-03-31     1397.0      123.0    35.0\n",
       "2020-04-01     1998.0      148.0    58.0\n",
       "2020-04-02     2543.0      191.0    72.0\n",
       "2020-04-03     2567.0      192.0    72.0\n",
       "2020-04-04     3082.0      229.0    86.0"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india = df_india.drop(columns=['Country/Region', 'Lat', 'Long'])\n",
    "df_india = df_india.set_index('Date')\n",
    "df_india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-02</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-03</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-04</th>\n",
       "      <td>4.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2020-03-05</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-06</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-07</th>\n",
       "      <td>0.096774</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-08</th>\n",
       "      <td>0.147059</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-09</th>\n",
       "      <td>0.102564</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-10</th>\n",
       "      <td>0.302326</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-11</th>\n",
       "      <td>0.107143</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-12</th>\n",
       "      <td>0.177419</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-13</th>\n",
       "      <td>0.123288</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-14</th>\n",
       "      <td>0.243902</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-15</th>\n",
       "      <td>0.107843</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-16</th>\n",
       "      <td>0.053097</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-17</th>\n",
       "      <td>0.193277</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-18</th>\n",
       "      <td>0.098592</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-19</th>\n",
       "      <td>0.243590</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-20</th>\n",
       "      <td>0.257732</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-21</th>\n",
       "      <td>0.352459</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>-0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-22</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.173913</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-23</th>\n",
       "      <td>0.260101</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-24</th>\n",
       "      <td>0.074148</td>\n",
       "      <td>0.481481</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-25</th>\n",
       "      <td>0.225746</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-26</th>\n",
       "      <td>0.106545</td>\n",
       "      <td>0.046512</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-27</th>\n",
       "      <td>0.220083</td>\n",
       "      <td>0.622222</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-28</th>\n",
       "      <td>0.112740</td>\n",
       "      <td>0.150685</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-29</th>\n",
       "      <td>0.037487</td>\n",
       "      <td>0.130952</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-30</th>\n",
       "      <td>0.221680</td>\n",
       "      <td>0.073684</td>\n",
       "      <td>0.185185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>0.116707</td>\n",
       "      <td>0.205882</td>\n",
       "      <td>0.093750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>0.430208</td>\n",
       "      <td>0.203252</td>\n",
       "      <td>0.657143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-02</th>\n",
       "      <td>0.272773</td>\n",
       "      <td>0.290541</td>\n",
       "      <td>0.241379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>0.009438</td>\n",
       "      <td>0.005236</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-04</th>\n",
       "      <td>0.200623</td>\n",
       "      <td>0.192708</td>\n",
       "      <td>0.194444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Confirmed  Recovered    Deaths\n",
       "Date                                      \n",
       "2020-03-01        NaN        NaN       NaN\n",
       "2020-03-02   0.666667   0.000000       NaN\n",
       "2020-03-03   0.000000   0.000000       NaN\n",
       "2020-03-04   4.600000   0.000000       NaN\n",
       "2020-03-05   0.071429   0.000000       NaN\n",
       "2020-03-06   0.033333   0.000000       NaN\n",
       "2020-03-07   0.096774   0.000000       NaN\n",
       "2020-03-08   0.147059   0.000000       NaN\n",
       "2020-03-09   0.102564   0.000000       NaN\n",
       "2020-03-10   0.302326   0.333333       NaN\n",
       "2020-03-11   0.107143   0.000000       inf\n",
       "2020-03-12   0.177419   0.000000  0.000000\n",
       "2020-03-13   0.123288   0.000000  1.000000\n",
       "2020-03-14   0.243902   0.000000  0.000000\n",
       "2020-03-15   0.107843   2.250000  0.000000\n",
       "2020-03-16   0.053097   0.000000  0.000000\n",
       "2020-03-17   0.193277   0.076923  0.500000\n",
       "2020-03-18   0.098592   0.000000  0.000000\n",
       "2020-03-19   0.243590   0.071429  0.333333\n",
       "2020-03-20   0.257732   0.333333  0.250000\n",
       "2020-03-21   0.352459   0.150000 -0.200000\n",
       "2020-03-22   0.200000   0.173913  0.750000\n",
       "2020-03-23   0.260101   0.000000  0.428571\n",
       "2020-03-24   0.074148   0.481481  0.000000\n",
       "2020-03-25   0.225746   0.075000  0.200000\n",
       "2020-03-26   0.106545   0.046512  0.666667\n",
       "2020-03-27   0.220083   0.622222  0.000000\n",
       "2020-03-28   0.112740   0.150685  0.200000\n",
       "2020-03-29   0.037487   0.130952  0.125000\n",
       "2020-03-30   0.221680   0.073684  0.185185\n",
       "2020-03-31   0.116707   0.205882  0.093750\n",
       "2020-04-01   0.430208   0.203252  0.657143\n",
       "2020-04-02   0.272773   0.290541  0.241379\n",
       "2020-04-03   0.009438   0.005236  0.000000\n",
       "2020-04-04   0.200623   0.192708  0.194444"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india.pct_change() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_india.plot(y=[\"Confirmed\", \"Recovered\", \"Deaths\"], figsize=(20,5), grid=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysing India"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### datasource = https://www.kaggle.com/sudalairajkumar/covid19-in-india#IndividualDetails.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COVID19-India   Patient Database (https _t.me_covid19indiaops).html\r\n",
      "COVID19-India   Patient Database (https _t.me_covid19indiaops).xls\r\n",
      "\u001b[34mCOVID19-India   Patient Database (https _t.me_covid19indiaops)_files\u001b[m\u001b[m\r\n",
      "IndividualDetails.csv\r\n",
      "patients.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>government_id</th>\n",
       "      <th>diagnosed_date</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>detected_city</th>\n",
       "      <th>detected_district</th>\n",
       "      <th>detected_state</th>\n",
       "      <th>nationality</th>\n",
       "      <th>current_status</th>\n",
       "      <th>status_change_date</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>KL-TS-P1</td>\n",
       "      <td>30/01/2020</td>\n",
       "      <td>20</td>\n",
       "      <td>F</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>KL-AL-P1</td>\n",
       "      <td>02/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>KL-KS-P1</td>\n",
       "      <td>03/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>DL-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>45</td>\n",
       "      <td>M</td>\n",
       "      <td>East Delhi (Mayur Vihar)</td>\n",
       "      <td>East Delhi</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td>Travelled from Austria, Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>TS-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>24</td>\n",
       "      <td>M</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Telangana</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>Travelled from Dubai to Bangalore on 20th Feb,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3666</th>\n",
       "      <td>3666</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667</th>\n",
       "      <td>3667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>3668</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>3669</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3670</th>\n",
       "      <td>3670</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3671 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id government_id diagnosed_date  age gender             detected_city  \\\n",
       "0        0      KL-TS-P1     30/01/2020   20      F                  Thrissur   \n",
       "1        1      KL-AL-P1     02/02/2020  NaN    NaN                 Alappuzha   \n",
       "2        2      KL-KS-P1     03/02/2020  NaN    NaN                 Kasaragod   \n",
       "3        3         DL-P1     02/03/2020   45      M  East Delhi (Mayur Vihar)   \n",
       "4        4         TS-P1     02/03/2020   24      M                 Hyderabad   \n",
       "...    ...           ...            ...  ...    ...                       ...   \n",
       "3666  3666           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3667  3667           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3668  3668           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3669  3669           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3670  3670           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "\n",
       "     detected_district detected_state nationality current_status  \\\n",
       "0             Thrissur         Kerala       India      Recovered   \n",
       "1            Alappuzha         Kerala       India      Recovered   \n",
       "2            Kasaragod         Kerala       India      Recovered   \n",
       "3           East Delhi          Delhi       India      Recovered   \n",
       "4            Hyderabad      Telangana       India      Recovered   \n",
       "...                ...            ...         ...            ...   \n",
       "3666               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3667               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3668               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3669               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3670               NaN    Maharashtra         NaN   Hospitalized   \n",
       "\n",
       "     status_change_date                                              notes  \n",
       "0            14/02/2020                               Travelled from Wuhan  \n",
       "1            14/02/2020                               Travelled from Wuhan  \n",
       "2            14/02/2020                               Travelled from Wuhan  \n",
       "3            15/03/2020                      Travelled from Austria, Italy  \n",
       "4            02/03/2020  Travelled from Dubai to Bangalore on 20th Feb,...  \n",
       "...                 ...                                                ...  \n",
       "3666                NaN                                                NaN  \n",
       "3667                NaN                                                NaN  \n",
       "3668                NaN                                                NaN  \n",
       "3669                NaN                                                NaN  \n",
       "3670                NaN                                                NaN  \n",
       "\n",
       "[3671 rows x 12 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"india/IndividualDetails.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3671 entries, 0 to 3670\n",
      "Data columns (total 12 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   id                  3671 non-null   int64 \n",
      " 1   government_id       817 non-null    object\n",
      " 2   diagnosed_date      3671 non-null   object\n",
      " 3   age                 805 non-null    object\n",
      " 4   gender              1035 non-null   object\n",
      " 5   detected_city       822 non-null    object\n",
      " 6   detected_district   2744 non-null   object\n",
      " 7   detected_state      3671 non-null   object\n",
      " 8   nationality         427 non-null    object\n",
      " 9   current_status      3671 non-null   object\n",
      " 10  status_change_date  3570 non-null   object\n",
      " 11  notes               2640 non-null   object\n",
      "dtypes: int64(1), object(11)\n",
      "memory usage: 344.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>government_id</th>\n",
       "      <th>diagnosed_date</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>detected_city</th>\n",
       "      <th>detected_district</th>\n",
       "      <th>detected_state</th>\n",
       "      <th>nationality</th>\n",
       "      <th>current_status</th>\n",
       "      <th>status_change_date</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KL-TS-P1</td>\n",
       "      <td>30/01/2020</td>\n",
       "      <td>20</td>\n",
       "      <td>F</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KL-AL-P1</td>\n",
       "      <td>02/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KL-KS-P1</td>\n",
       "      <td>03/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DL-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>45</td>\n",
       "      <td>M</td>\n",
       "      <td>East Delhi (Mayur Vihar)</td>\n",
       "      <td>East Delhi</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td>Travelled from Austria, Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TS-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>24</td>\n",
       "      <td>M</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Telangana</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>Travelled from Dubai to Bangalore on 20th Feb,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3666</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3670</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04/04/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3671 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     government_id diagnosed_date  age gender             detected_city  \\\n",
       "0         KL-TS-P1     30/01/2020   20      F                  Thrissur   \n",
       "1         KL-AL-P1     02/02/2020  NaN    NaN                 Alappuzha   \n",
       "2         KL-KS-P1     03/02/2020  NaN    NaN                 Kasaragod   \n",
       "3            DL-P1     02/03/2020   45      M  East Delhi (Mayur Vihar)   \n",
       "4            TS-P1     02/03/2020   24      M                 Hyderabad   \n",
       "...            ...            ...  ...    ...                       ...   \n",
       "3666           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3667           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3668           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3669           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "3670           NaN     04/04/2020  NaN    NaN                       NaN   \n",
       "\n",
       "     detected_district detected_state nationality current_status  \\\n",
       "0             Thrissur         Kerala       India      Recovered   \n",
       "1            Alappuzha         Kerala       India      Recovered   \n",
       "2            Kasaragod         Kerala       India      Recovered   \n",
       "3           East Delhi          Delhi       India      Recovered   \n",
       "4            Hyderabad      Telangana       India      Recovered   \n",
       "...                ...            ...         ...            ...   \n",
       "3666               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3667               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3668               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3669               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3670               NaN    Maharashtra         NaN   Hospitalized   \n",
       "\n",
       "     status_change_date                                              notes  \n",
       "0            14/02/2020                               Travelled from Wuhan  \n",
       "1            14/02/2020                               Travelled from Wuhan  \n",
       "2            14/02/2020                               Travelled from Wuhan  \n",
       "3            15/03/2020                      Travelled from Austria, Italy  \n",
       "4            02/03/2020  Travelled from Dubai to Bangalore on 20th Feb,...  \n",
       "...                 ...                                                ...  \n",
       "3666                NaN                                                NaN  \n",
       "3667                NaN                                                NaN  \n",
       "3668                NaN                                                NaN  \n",
       "3669                NaN                                                NaN  \n",
       "3670                NaN                                                NaN  \n",
       "\n",
       "[3671 rows x 11 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(['id'], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>government_id</th>\n",
       "      <th>diagnosed_date</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>detected_city</th>\n",
       "      <th>detected_district</th>\n",
       "      <th>detected_state</th>\n",
       "      <th>nationality</th>\n",
       "      <th>current_status</th>\n",
       "      <th>status_change_date</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KL-TS-P1</td>\n",
       "      <td>2020-01-30</td>\n",
       "      <td>20</td>\n",
       "      <td>F</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KL-AL-P1</td>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KL-KS-P1</td>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DL-P1</td>\n",
       "      <td>2020-02-03</td>\n",
       "      <td>45</td>\n",
       "      <td>M</td>\n",
       "      <td>East Delhi (Mayur Vihar)</td>\n",
       "      <td>East Delhi</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td>Travelled from Austria, Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TS-P1</td>\n",
       "      <td>2020-02-03</td>\n",
       "      <td>24</td>\n",
       "      <td>M</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Telangana</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>Travelled from Dubai to Bangalore on 20th Feb,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3666</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3670</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hospitalized</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3671 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     government_id diagnosed_date  age gender             detected_city  \\\n",
       "0         KL-TS-P1     2020-01-30   20      F                  Thrissur   \n",
       "1         KL-AL-P1     2020-02-02  NaN    NaN                 Alappuzha   \n",
       "2         KL-KS-P1     2020-03-02  NaN    NaN                 Kasaragod   \n",
       "3            DL-P1     2020-02-03   45      M  East Delhi (Mayur Vihar)   \n",
       "4            TS-P1     2020-02-03   24      M                 Hyderabad   \n",
       "...            ...            ...  ...    ...                       ...   \n",
       "3666           NaN     2020-04-04  NaN    NaN                       NaN   \n",
       "3667           NaN     2020-04-04  NaN    NaN                       NaN   \n",
       "3668           NaN     2020-04-04  NaN    NaN                       NaN   \n",
       "3669           NaN     2020-04-04  NaN    NaN                       NaN   \n",
       "3670           NaN     2020-04-04  NaN    NaN                       NaN   \n",
       "\n",
       "     detected_district detected_state nationality current_status  \\\n",
       "0             Thrissur         Kerala       India      Recovered   \n",
       "1            Alappuzha         Kerala       India      Recovered   \n",
       "2            Kasaragod         Kerala       India      Recovered   \n",
       "3           East Delhi          Delhi       India      Recovered   \n",
       "4            Hyderabad      Telangana       India      Recovered   \n",
       "...                ...            ...         ...            ...   \n",
       "3666               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3667               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3668               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3669               NaN    Maharashtra         NaN   Hospitalized   \n",
       "3670               NaN    Maharashtra         NaN   Hospitalized   \n",
       "\n",
       "     status_change_date                                              notes  \n",
       "0            14/02/2020                               Travelled from Wuhan  \n",
       "1            14/02/2020                               Travelled from Wuhan  \n",
       "2            14/02/2020                               Travelled from Wuhan  \n",
       "3            15/03/2020                      Travelled from Austria, Italy  \n",
       "4            02/03/2020  Travelled from Dubai to Bangalore on 20th Feb,...  \n",
       "...                 ...                                                ...  \n",
       "3666                NaN                                                NaN  \n",
       "3667                NaN                                                NaN  \n",
       "3668                NaN                                                NaN  \n",
       "3669                NaN                                                NaN  \n",
       "3670                NaN                                                NaN  \n",
       "\n",
       "[3671 rows x 11 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"diagnosed_date\"] = pd.to_datetime(df['diagnosed_date'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3671 entries, 0 to 3670\n",
      "Data columns (total 11 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   government_id       817 non-null    object\n",
      " 1   diagnosed_date      3671 non-null   object\n",
      " 2   age                 805 non-null    object\n",
      " 3   gender              1035 non-null   object\n",
      " 4   detected_city       822 non-null    object\n",
      " 5   detected_district   2744 non-null   object\n",
      " 6   detected_state      3671 non-null   object\n",
      " 7   nationality         427 non-null    object\n",
      " 8   current_status      3671 non-null   object\n",
      " 9   status_change_date  3570 non-null   object\n",
      " 10  notes               2640 non-null   object\n",
      "dtypes: object(11)\n",
      "memory usage: 315.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## affected states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Kerala\n",
       "1            Kerala\n",
       "2            Kerala\n",
       "3             Delhi\n",
       "4         Telangana\n",
       "           ...     \n",
       "3666    Maharashtra\n",
       "3667    Maharashtra\n",
       "3668    Maharashtra\n",
       "3669    Maharashtra\n",
       "3670    Maharashtra\n",
       "Name: detected_state, Length: 3671, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_state = df['detected_state']\n",
    "df_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.unique of 0            Kerala\n",
       "1            Kerala\n",
       "2            Kerala\n",
       "3             Delhi\n",
       "4         Telangana\n",
       "           ...     \n",
       "3666    Maharashtra\n",
       "3667    Maharashtra\n",
       "3668    Maharashtra\n",
       "3669    Maharashtra\n",
       "3670    Maharashtra\n",
       "Name: detected_state, Length: 3671, dtype: object>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_state.unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113a68d90>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_state.value_counts(ascending=True).plot(kind='barh', figsize=(10,10), grid=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112d1f340>"
      ]
     },
     "execution_count": 21,
     "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": [
    "df_gender = df['gender']\n",
    "df_gender.value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Travelled from Wuhan Travelled from Wuhan Travelled from Wuhan Travelled from Austria, Italy Travelled from Dubai to Bangalore on th Feb, stayed there for  days and took a bus to Hyderabad Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy Travelled from Italy, Wife of P Family members of P Family members of P Family members of P Family members of P Family members of P Family members of P Accompanied the Italian tourists, Nationality: Indian Travelled from Italy PayTm Emp,  Travelled from Iran Travelled from Thailand and Malaysia Travelled from Iran Travelled from Oman to Chennai Airport on .. Travelled from Italy on // through Doha Travelled from Italy on // through Doha Travelled from Italy on // through Doha Relative and neighbour of P-P Relative  and neighbour of P-P No travel history Travelled from Iran Travelled from US via London, Mindtree Employee Travelled from Italy on // (Parents in isolation) Travelled from Dubai on  March, Husband of P Travelled from Dubai on  March, Wife of P Travelled from Italy Factory Manager contact with businessman from Italy Was in contact with P-P Friends of P, P, P Friends of P, P, P Travelled from US on Feb , Dell Employee Wife of P Daughter of P and P Father of P Mother of P Father of P Mother of P Daughter of P & P Son in law of P & P Daughter of P & P Co-passenger with P & P in cab of P from Mumbai airport to Pune Cab driver who ferried P, P, P from Mumbai airport to Pune Travelled from Dubai Travelled from Japan, Switzerland and Italy Travelled from Iran Travelled from Dubai, Co-passengers P, P, spouse of P Travelled from Dubai, Co-passengers P, P, spouse of P Travelled from Dubai, Co-passengers P, P Travelled from Dubai, Co-passengers P, P Travelled from Dubai, Co-passengers P, P Travelled from Italy on March th Mother of P Travelled from Greece to Mumbai on March th, Google Employee Travelled from Saudi on Feb , First death in India Travelled from Dubai, SG  Travelled from Qatar Travelled from Dubai on March , Third death in India, , Was hospitalised in Kasturba Hospital Travelled from US on th March Travelled from US on st March Travelled from France on March  Travelled from UK, Canadian Doctor Son of P Travelled from Italy, Restaurant worker, Was evacuated Close contact of P Travelled from Italy, Italian national stayed in a resort at Varkala Travelled from Dubai, has visited Italy Travelled from London via Bahrain  Wife of P Friend of P Travelled from US Wife of P Travelled from Dubai Wife of P Travelled from Dubai on March , son of P Travelled from US , From Kalyan Travelled from Philippines and were brought in from the Mumbai Airport Have international history and were brought in from the Mumbai Airport Travelled from US, travelled along with P First contacts or family members of the group of  who came back from Dubai earlier First contacts or family members of the group of  who came back from Dubai earlier First contacts or family members of the group of  who came back from Dubai earlier First contacts or family members of the group of  who came back from Dubai earlier Travelled from Thailand Travelled from Dubai on st March Travelled from Dubai on st March Travelled from Spain Travelled from Italy Travelled from Dubai, British citizen who had resided in Munnar resort Travelled from Spain, Doctor Travelled from Russia and Kazakhstan Travelled from Japan and Dubai before his return on March  Travelled from Netherlands March  Travelled from Spain, Italy and Russia March  Travelled from Saudi Travelled from US via London on March , Co Passenger of P Daughter of P Travelled from Middle East Travelled from Middle East Travelled from Middle East Travelled from Philippines,  Came to Navi Mumbai Travelled from Philippines,  Came to Navi Mumbai Spouse of P, From Kalyan  year old from Kalyan, Father P /Mother P Travelled from to Lisbon in Portugal Travelled from Dubai on March  Travelled from Italy Travelled from Scotland Travelled from Italy, nd evacuee from Italy in ITBP Chhawla Camp Travelled from Italy, rd evacuee from Italy in ITBP Chhawla Camp Travelled from Singapore (Feb) and Canada (Mar) Travelled from Malaysia Travelled from Iran Travelled from UK Travelled from Dubai Doctor of P Travelled from US on March  Travelled from US on March  Travelled from UAE Indonesian national; The patient had flown into Delhi on March  and after a few days took a train to Karimnagar, about  km from Hyderabad, for a religious meeting with a group from Indonesia and Malaysia. Sector ; Contracted from his boss Travelled from France, Sector ;  Travelled from United Kingdom (quarantined) Indian Army jawan Travelled from Iran, Father of P,  Travelled from France & Netherlands, Kasaba Peth Woman,Retuned to India on March th KGMU Doctor treating infected patients Studying BBA at Scotland, Travelled from UK Travelled from US Travelled from Spain AI Travelled from Indonesia Travelled from UK Reached Chennai MGR Central from Delhi via Train on .. Residing at N Ward,Close contact of P Travelled from the US Travelled from Philippines, Singapore and Sri Lanka Travelled from Dubai. Travelled from Saudi Arabia Travelled from Italy on March  Travelled from Italy on March  Travelled from Italy on March  Indonesian Indonesian Indonesian Indonesian Indonesian Indonesian Indonesian Wife of P Travelled from Saudi Arabia Travelled from UK Travelled from UK Travelled from Dubai Travelled from Saudi Arabia Travelled from UK Travelled from UK Travelled from Japan. HCL Emp Travelled from UK Travelled from Turkey Travelled from Dublin, Ireland on / Travelled from Germany via Italy Travelled from Dubai via Kozhikode Air India Express IX  Travelled from Mecca, Saudi Arabia Travelled from London, UK via Mumbai Travelled from Dubai Travelled from Spain; Indira Gandhi National Forest Academy Trainee Travelled from Spain; Indira Gandhi National Forest Academy Trainee Travelled from UK on th Mar Travelled from Dubai on  Mar Travelled from UK Travelled from UK Travelled from Spain via Dubai - New Delhi on  Mar; Husband of P Travelled from Spain via Dubai - New Delhi on  Mar; Wife of P Travelled from Saudi Arabia on  Mar Travelled from London Travelled from UK Travelled from Mexico Travelled to UK Travelled from UK Related to SBI employee (Patient ID Unknown) Details awaited Brother of P Mother of P Travelled from UK Brother of P Travelled from Turkey Travelled from UK Travelled from US Travelled from Finland via Delhi Travelled from Spain via Mumbai Relative of P, junior resident at KGMU Relative of P, junior resident at KGMU Relative of P, junior resident at KGMU Travelled from UK Details awaited Doctor, Had a guest who returned from Saudi Arabia Doctor Travelled from London Details awaited Travelled from Sri Lanka Travelled from UK Mother of P Brother of P Cook of P Travelled from UK, Sector ;  Travelled from Dubai. UK Tourist Travelled from Dubai. UK Tourist Travelled from Dubai. UK Tourist Travelled from Dubai. UK Tourist Travelled from Dubai. UK Tourist Bangar Hospital Doctor Bangar Hospital Compounder Bangar Hospital Compounder Bangar Hospital Compounder Travelled from Spain Travelled from UK Travelled from Sharjah  Travelled from Dubai via Mangalore Travelled in a car with P Relative of P Relative of P Relative of P Travelled from UK. Palakkad native Travelled from Dubai Travelled from Singapore Travelled from Dubai and Thailand(Family) Travelled from Dubai and Thailand(Family) Travelled from Dubai and Thailand(Family) Travelled from Germany and Switzerland Indonesian citizen Indonesian citizen Travelled from France Details awaited Details awaited Travelled from Dubai Travelled from UK Travelled from UK via Mumbai Staff of Private Hospital Staff of Private Hospital Staff of Private Hospital Staff of Private Hospital Staff of Private Hospital Details awaited Travelled from UK Sister of P Employee of P, Accompanied P & Driver Travelled from Sri Lanka, same group as P Travelled from UK, had a chronic history of diabetes, high blood pressure, and ischemic heart disease. Details awaited Admitted on Swine Flu suspicion; COVID confirmed Travelled from Ireland Details awaited Details awaited Details awaited Details awaited Airport Official, Details awaited Daughter of P Daughter of P Details awaited; MoHFW reported  on  Mar AM Details awaited; MoHFW reported  on  Mar AM Details awaited; MoHFW reported  on  Mar AM Details awaited; MoHFW reported  on  Mar AM Travelled from Mecca, Saudi Arabia Supertech Capetown, Sector , NOIDA Worked at a beauty salon that Chandigarh’s first coronavirus patient visited Relative of Leh Patient (ID Unknown) Relative of Leh Patient (ID Unknown) Relative of P Details awaited Details awaited No Travel History, Details awaited Travelled to Delhi & Jaipur Travelled from Dubai Domestic worker of P Travelled from Netherlands Flight No. KL  Travelled from France Contact of P Travelled from Dubai, Beliseema MSE Cruise Emp;  Travelled from Phuket to New Delhi to Erode railway station Travelled from Phuket to New Delhi to Erode railway station on .. Travelled from New Zealand, Singapore, Chennai airport on .. Son of P Son of P Son of P Daughter in Law of P Grand daughter of P Daughter of P Travelled from Congo In contact with P Travelled from Sharjah IX  Travelled from Dubai, Air India Express IX  Travelled from Dubai, SG Landed in Mangalore airport, had been to Kasturba Medical College Attavar Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Details awaited; Travelled from Middle East Details awaited; Travelled from Middle East Details awaited; Travelled from Middle East Travelled from UK Travelled from Dubai via Bengaluru Travelled from UK No international travel history, has travelled to  Bilaspur by train Details awaited Travelled from Saudi Arabia Travelled from UK Travelled from Paris Details awaited Travelled from Dubai Travelled from Dubai on March  and went to Varanasi on March  in train Scondary contact of Chandigarh's first positive case, has tested positive Travelled from Dubai via Goa Travelled from USA, Admitted to Kasturba Hosp. Travelled from USA, Admitted to Kasturba Hosp. Travelled from Edenburg, South Africa, Admitted to Kasturba Hosp. Travelled from Saudi Arabia, Admitted to Kasturba Hosp. Contact transmission Travelled from Istanbul, Turkey, Admitted to Kasturba Hosp. Contact transmission, details awaited Contact transmission, details awaited Contact transmission, details awaited Contact transmission, details awaited Travelled from Spain, Delhi, Bengaluru, Coimbatore on -- Travelled from Qatar, Kolkata. He was from Munger. He died yesterday at AIIMS in Patna; had Travelled from Kolkata two days back.Foreign  Travelled from UK. Patient has recently  Travelled from London via Dubai; Resident of Guntur, AP Details awaited Details awaited Details awaited Grandmother of P, Travelled from Dubai Travelled from UK via Delhi Travelled from Germany via Italy Travelled from Germany via Italy Close contact of Patient (Patient Unknown, likely P) Close contact of Patient (Patient Unknown, likely P) Close contact of Patient (Patient Unknown, likely P) Close contact of Patient (Patient Unknown, likely P) Travelled from UK via Delhi (by Shatabdi Express) Travelled from Dubai AI  admitted in Kozhikode  Medical College Travelled from Middle East Travelled from Middle East Travelled from Middle East Travelled from Middle East Travelled from Sweden; Resident of Rajolu, AP Travelled from Sweden Travelled from London Travelled from London via Doha Travelled from Dubai Travelled from Dubai on Spicejet SG (C)  Travelled from Dubai Travelled from Dubai Travelled from Abhudhabi via Air India  IX   Travelled from Dubai via Air Arabia G   Travelled from Abu Dhabi, EY  Travelled from Dubai AI , Taken to hospital directly from the airport. Travelled from Dubai Travelled from United Kingdom Travelled from Mecca, Saudi Arabia along with Son(P), via Hyderabad to Hindupur by train and to Gowribidanur by bus Travelled from Switzerland and France Travelled from Germany Travelled from London Travelled from Dubai Travelled from Dubai Close contact of Patient (Patient Unknown, likely P) Travelled from Denmark Mother of P, showed symptoms first -- tested on Mar  Father of P Mother of P Domestic worker of P Come in contact with previous case of couple and their teenage daughter Travelled from California via Singapore to Chennai Airport on .. Travelled from Dubai to Madurai airport on .. Patient's husband tested positive Details awaited Details awaited Details awaited Travelled from Dubai Travelled from Turkey, between Mar th-th Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Dubai via Bengaluru, Resident of Kerala,  Travelled from Dubai  Local transmission Travelled from Saudi Arabia Travelled from Saudi Arabia Daughter of P Daughter in Law of P Travelled from Paris Local transmission Father of P Travelled from Sri Lanka, Wife of P Travelled from UK Travelled from Saudi Arabia. She was suffering from many complications. Doctor who has treated P Details awaited Details awaited Travelled from France Travelled from London No Travel History, Contact with Indonesian Group Came in contact with brother of P Travelled from New York Tavelled from London Travelled from Sri Lanka Son of P One more person, who is under observation at Dehradun's Doon Hospita Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from Dubai, UAE Travelled from UK, British tourist among those who visited Munnar, Wife of P Travelled from Dubai, Emirates flight, been in isolation since landed yesterday at Kochi airport Travelled from France Travelled from Qatar, Qatar Airways QR  Travelled from Dubai Travelled from London Wife of P, KA-P Travelled from UK and Dubai Travelled from Germany Travelled from Dubai, resident of Kannur, Kerala Travelled from Abu Dhabi  Details awaited Contact with P , Details awaited Travelled from Saudi Arabia, Details awaited Travelled from Saudi Arabia, Details awaited Travelled from Saudi Arabia, Details awaited Travelled from Saudi Arabia, Details awaited Travelled from Dubai, UAE Travelled from USA Travelled from Saudi Arabia Tibetan refugee,died at a hospital in Tanda. Travelled from the US on .. Grand son of P Close contact of Patient (Patient Unknown, likely P , ,  or ) Details awaited Details awaited Details awaited Travelled from Birmingham,UK Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Sonipat Travelled from London via Bangaloe then to Chennai by Car on th March Travelled from London via Coimbatore on th March Annanagar at Rajaji Hosp. No mention of travel history. Came in contact with some Thailand nationals who were on tour in the state. Travelled from Scotland Travelled from Saudi Arabia on th Mar; Symptons on st Mar Doctor, Travelled from France on th Mar Travelled from London Details awaited Details awaited Details awaited Details awaited Contact Transmission,Details awaited Kasaragod Resident; Travelled from Dubai, landed in Mangaluru  Airport on th Mar Travelled from Dubai, landed in Mangaluru  Airport on st Mar Travelled from Dubai, Landed in Mumbai (th Mar)  and Travelled by train to Uttara Kannada Travelled from Mecca, Saudi Arabia along with P and P, via Hyderabad (th Mar) to Hindupur by train and to Gowribidanur by bus Travelled from Dubai, Indigo  E:  Travelled from Dubai, Air India AI  landed at Chennai  Travelled from Saudi Arabia, More details awaited Uncle of P Aunt of P Travelled from Egypt, Details awaited Travelled from USA via Singapore on th March Travelled from USA via London on  March Travelled from Switzerland via Delhi on th March Travelled from London Travelled from Germany Travelled from Saudi Arabia Contact of P, KA-P Resident of Kasargod, Kerala. With a Travel History to Dubai and Arrived in Mangaluru by Air India Express flight IX- at am on Mar  Travelled from UK, Details Awaited Travel History (attended religious event) Contact Transmission (was in same flight with P ) Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited No travel history, husband has had contact with a colleague from London Details awaited Details awaited Details awaited Travelled from Dubai Air India AI  (foreign travel from UK likely) Travelled from Sharjah Air Arabia G , Admitted in Kozhikode Travelled from Dubai Travelled from Dubai Travelled from Dubai Emirates EK  Travelled from Qatar to Goa Oman Air WY  and from there by train to Alappuzha Close relative of  P Nurse at Kottayam Medical College Details awaited  (Contact Transmission likely) Details awaited Resident of Kasargod, Kerala. With a Travel History to Saudi Arabia and Arrived in Mangaluru. Date of arrival is not known. Resident of Kasargod, Kerala. With a Travel History to Dubai and Arrived in Mangaluru by Spicejet Flight SG- at :pm on Mar  Travelled from London Travelled from New Zealand No travel history Travelled from London via Bengaluru Contact with TS-P Details awaited Details awaited Wife of P Travelled from Saudi Arabia Travelled from Saudi Arabia Contact with TS-P Contact with TS-P Details awaited Details awaited, (family) Details awaited, (family) Details awaited, (family) Travelled from Rishikesh Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Native of Allahabad Father of P, Journalist  Travelled from Netherlands; Admitted at Zoram Medical College Hospital staff Hospital staff Infected by the Doctor who was tested positive a few days back Travelled from Mumbai to Jodhpur in same coupe along with two other positive patients Contact Transmission,Details awaited Travelled from USA Travelled from UAE Travelled from Trinidad Indonesian Tourist Indonesian Tourist Indonesian Tourist Indonesian Tourist Guide to Indonesian Tourist; Resident of Chennai Travelled from Dubai on .. Private Hospital Nurse Details awaited Close contact of P, attended religious ceremony Close contact of P, attended religious ceremony Close contact of P, attended religious ceremony Close contact of P, attended religious ceremony Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Brazil via Dubai  Air India AI  Travelled from Dubai Air India AI X  Travelled from Dubai Travelled from UK Travelled from Dubai Travelled from Dubai SG   Travelled from France via Delhi, Kochi Travelled from France via Delhi, Kochi Contact Transmission from P Travel History Abroad (details awaited) No Travel History ( details awaited) No Travel History ( details awaited) No Travel History ( details awaited) No Travel History ( details awaited) Travel history to Guyana and arrived in Bangalore via Delhi on Mar  Travel History to Brazil, Argentina and arrived in Bangalore on Mar  Travel History to Brazil, Argentina and arrived in Bangalore on Mar . Wife of P Travel History to Spain and arrived in Bangalore via Dubai on Mar  Travel History to Spain and arrived in Bangalore via Dubai on Mar . Travelled with P Travel History to Athens and London and arrived in Bangalore on Mar . Travel History to Athens and London and arrived in Bangalore on Mar . Husband of P Daughter of P, KA-P Daughter of P, KA-P No Travel History (Husband, Son and  domestic workers in isolation) Son of P Travel History to Spain (admitted in Kotdwar) Travel history to Thailand (admitted in Rajnandgaon hospital) Travel history to UK Details awaited (  husband of P ) Details awaited ( Wife of P ) No Travel History (Contact Transmission, Details Awaited) Contact with TS-P Travelled from Saudi Arabia, along with his parents Details Awaited Contact Transmission from other patients in jhunjhunu Travelled from Washington, USA to Delhi on .., Delhi to Vijayawada on ... Hospitalised on .. Contact of second patient at RGGH (ID Unknown, Possibly P) Travelled from Dubai Contact of Thai Tourist (ID Unknown, Possibly P or P) No foreign travel. Attended meeting at Delhi Nizamuddin mosque from .. and returned to Vijayawada by train on ...  Travel History to Spain Travel History to Australia Travel History to US No history of travelling abroad or outside the state. Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited  Mohalla Clinic Doctor (Contact Transmission + contacts quarantined) (Sec ) Contact Transmission (Parents found positive  days ago) (Sec ) Husband of P (Colleague travelled from UK already tested positive ) (Sec ) Wife of P Travel History to Dubai Relatives of P Relatives of P Travelled from Kolkata on March  Travelled from Delhi Doctor, Wife of TS-P Doctor, Husband of TS-P Travel history (first case from Ramganj?) Travel history Contact of another positive patient Has a travel history Had been in contact with healthcare professionals. No other contact histroy or travel history Travelled from Mecca, Saudi Arabia, details awaited Travelled from France, has been to Himachal Pradesh, Puttaparthi. Resident of Andhra Pradesh Security Guard; Contact transmission from KA-P Details Awaited Nurse in a private hospital of Gurugram Travelled from Dubai Siblings ( years old and  months old)- grandchildren of a confirmed case from Srinagar with travel history to Saudi Arabia who had tested positive on th Siblings ( years old and  months old)- grandchildren of a confirmed case from Srinagar with travel history to Saudi Arabia who had tested positive on th Travelled from Dubai to Bangalore (Emirates EK ) and from there by Road Travelled from Dubai to Bangalore (Emirates EK ) and from there by Road Travelled from Dubai to Bangalore (Emirates EK ) and from there by Road Travelled from Dubai to Bangalore (Emirates EK ) and from there by Road Travelled from Dubai  Air India AI  on March  Travelled from Dubai  Air India AI  on March  Travelled from Dubai to Bangalore (Emirates EK ) and from there by Road Travelled from Dubai  SG  Travelled from Dubai  SG  Travelled from Dubai landed in Bangalore airport from there in a private vehicle Travelled from Dubai landed in Bangalore airport from there in a private vehicle Travelled with P Travelled from Abhudhabi  Travelled from Dubai to bangalore (Emirates EK ) and from there to Kozhikode in a goods vehicle Travelled from Dubai Air India AI   Politican with no travel history or contact history, details waited Wife of P Details Awaited Travelled from Abhudhabi EY  on  March landed at Kozhikode Airport Travelled from London Grandmother of TN-P No travel history Travelled from Stockholm to Delhi on .., Delhi to Vijayawada on .. Details Awaited Close relative of P Travelled from Delhi Details Awaited Details Awaited Details Awaited Matched with Gujarat Dashboard and TOI Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Travelled with P Details Awaited Details Awaited Travelled from Dubai No travel history to any foreign country Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Contact of AP-P Details awaited Family member of TN-P Family member of TN-P Contact with Thai Nationals Contact with Thai Nationals Family member of TN-P No Travel History No travel history. Child was taken to Kerala.  Travelled from Colombo, arrived on .. Travelled from London, UK, arrived on .. Contact (Domestic Worker) of KA-P  History of travel to Delhi Contact (Domestic Worker) of KA-P  Travelled from Dubai Details Awaited Details Awaited Details Awaited Related to a previous patient from Sangli - Tagging this to one person as of now Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to a previous patient from Sangli Related to P Details awaited Details awaited Details awaited Details awaited Foreign Travel Foreign Travel Travel history outside J&K as part of religious congregation Travel history outside J&K as part of religious congregation Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Travelled from Dubai Emirates EK  landed at Bengaluru Travelled from Dubai Ettihad EY  landed at Kozhikode Details awaited Details awaited Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact transmission. details awaited Contact Transmission Contact Transmission Contact Transmission Contact Transmission Travel history, details awaited Travel history, details awaited Travel history, details awaited Travel history, details awaited Travel history, details awaited Travelled from Kolkata Travelled from Kolkata Travelled from Kolkata Travelled from Kolkata Details awaited Details awaited Details awaited Details awaited Travel history to Paris, France Travel history to Dubai Family, History of contact to a positive case in Delhi who came from UK on th March Family, History of contact to a positive case in Delhi who came from UK on th March Family, History of contact to a positive case in Delhi who came from UK on th March Family, History of contact to a positive case in Delhi who came from UK on th March Family, History of contact to a positive case in Delhi who came from UK on th March Details awaited Details awaited Details awaited Details awaited Details awaited Admitted at RGGH, No history of travel Contact with Indonesian Admitted at KMCH, No history of travel. Contact of AP-P Details awaited th case Travelled from Dubai. Remained home-quarantined for  days but developed fever on the th day A -year-old man, a railway guard, tested positive at the All India Institute of Medical Sciences, Bhopal Travelled from Dubai. Travelled from Dubai. Travel history, According to the information, infected persons had visited China in January this year. locally transmitted locally transmitted Contact history with P Family member of Someone from th March Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from West Indies, Returned via Middle East Travelled from United Kingdom, Returned via Middle East Details awaited travelled to Punjab Details awaited Wife of KA-P Daughter of KA-P Daughter of KA-P Travel history to London, son of KA-P arrived on .. Contact of KA-P Contact of KA-P Contact of KA-P Contact of KA-P Contact of KA-P Travel history to London Details awaited Details awaited Returned from Dubai on March  & reported to hospital on March  Husband of P ( Travelled from Mumbai) Wife of P ( Travelled from Mumbai) Travel History to Indonesia Contact Transmission P  Contact Transmission P  Contact Transmission P  Contact Transmission P  Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Dubai landed at Kozhikode airport, travelled in same flight as another Covid positve patient Travelled from Dubai landed at Mumbai then to Thiruvanathapuram Details awaited Travelled from Dubai No travel history Travel history to Delhi, developed pneumonia was tested positive after his death in Global Hospital Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from UK Travelled from US Cousin of KA-P Contact transmission  from KA-P Attended Delhi Religious Conference Attended Delhi Religious Conference Wife of Patient, ID Unknown Matched th case with JK Press Release Direct contact with one previously Corona positive case Direct contact with one previously Corona positive case BSF officer Match with Guajrat Dashboard Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Rajasthan Contact of AP-P who attended a Religious meeting in Delhi Contact of AP-P who attended a Religious meeting in Delhi Travelled from Delhi, stayed at Bangla mosque Travelled from Ongle, Contact of TS-P Travelled from Mecca Details awaited Details awaited Travelled from Thailand All the patients were contacts of Patient- (P-), a -year-old man. All the patients were contacts of Patient- (P-), a -year-old man. All the patients were contacts of Patient- (P-), a -year-old man. All the patients were contacts of Patient- (P-), a -year-old man. Pharmaceutical industry, All the patients were contacts of Patient- (P-), a -year-old man. Wife of P Brother-in-law of P Brother-in-law of P Brother-in-law of P Details awaited Details awaited resident of Ram Nagar village in Patiala, Punjab, on Ambala-Patiala border. He has recent travel history to Nepal. He was admitted to hospital on March  contacts of earlier positive cases of #COVID & have no travel history contacts of earlier positive cases of #COVID & have no travel history contacts of earlier positive cases of #COVID & have no travel history contacts of earlier positive cases of #COVID & have no travel history contacts of earlier positive cases of #COVID & have no travel history Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited IPD patient at of Bangar Hospital Local Transmission Local Transmission Travelled from Mumbai Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Philippines Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Bahamas Contact with one of the three positive patients Travelled from Dubai Emirates EK  landed at Kozhikode Travelled from Sharjah AIr India express IX  landed at Kozhikode Travelled from Dubai Emirates EK  landed at BAngalore Travelled from Dubai Air India AI  landed at Kozhikode Travelled from Dubai Air India AI  landed at Kozhikode Travelled from Dubai Air India AI  landed at Kozhikode Travelled from Dubai Air India IX  landed at Kozhikode Travelled from Dubai Emirates EK  landed at Kochi Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Health worker Travelled from Dubai landed at Kochi airport Details awaited Travelled from Dubai Spice Jet SG  Contact of TN-P Contact of TN-P Contact of TN-P Contact of TN-P Travelled from Delhi Travelled from Delhi Travelled from Delhi Travelled from Delhi Travelled from Dubai. Arrived at Mangalore on March th Travelled from Trivandrum Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Delhi, Indian Army Doctor (Colonel-rank) No Travel History Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi Family (Father/Mother/Son) details awaited Family (Father/Mother/Son) details awaited Family (Father/Mother/Son) details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Contact of AP-P Contact of AP-P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Travelled from USA Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Family contact of TN-P Family contact of TN-P Family contact of TN-P Family contact of TN-P Family contact of TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P Travelled from Delhi and Contact history with TN-P and TN-P No Travel History Travelled from Delhi Details awaited Contacts of previous positive cases. Contacts of previous positive cases. Contacts of previous positive cases. Contacts of previous positive cases. Details awaited mother&son of a person who earlier tested positive and patient in Bhilwara mother&son of a person who earlier tested positive and patient in Bhilwara Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Canada - NRI Couple Travelled from Canada - NRI Couple Primary contact of th COVID- Positive case of Chandigarh Primary contact of th COVID- Positive case of Chandigarh Primary contact (Mother)of th COVID- Positive case of Chandigarh Details awaited Son of P Resident of Nanjangud - Working with P Resident of Nanjangud - Working with P Resident of Nanjangud - Working with P Resident of Nanjangud - Working with P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Contact Transmission Contact Transmission Contact Transmission Contact Transmission Contact Transmission Contact Transmission Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Friend of P Teacher who had come in contact with P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Sector ; No travel history Details awaited attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi attended religious event Tablighi Jamaat in delhi Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Bengaluru; Related to P and P Travelled from Bengaluru; Related to P and P Travelled from Bengaluru; Related to P and P Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Family member of Patient, ID Unknown Travelled from Philippines Details awaited Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Private hospital case in Mumbai metropolitan area Travelled from London Details awaited Details awaited Details awaited Details awaited Details awaited Travelled from Dubai Contact of Patient, ID Unknown Contact of Patient, ID Unknown Details awaited Mother of P Father of P Brother of P Wife of P Sister of P Travelled from Saudi Arabia Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Woman in s Details awaited Details awaited Details awaited Travelled from Thiruvananthapuram, Contact of TN-P Contact of Patient, TN-P Travelled from Delhi Travelled from Delhi Travelled from Delhi Travelled from Delhi Travelled from Delhi Details awaited Details awaited Details awaited Details awaited Details awaited Contact of Karnataka Patient, ID Unknown Contact of Karnataka Patient, ID Unknown Contact of AP-P Attended Delhi Religious Conference Contact of AP-P Contact of AP-P; attended Delhi Conference Attended Delhi Religious Conference Contact of Conference Attendee; ID Unknown Contact of AP-P; attended Delhi Conference Contact of AP-P; attended Delhi Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from Saudi Arabia Husband of KA-P Travelled from New York, USA. Details awaited Contact of KA-P Contact of KA-P Travelled from Dubai. Travelled from Dubai. Contacts of previous positive cases Contacts of previous positive cases Contacts of previous positive cases Contacts of previous positive cases Contacts of previous positive cases Contacts of previous positive cases Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( AIIMS ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee No travel history; admitted in Kolkata Details awaited Details awaited Daughter of P Daughter of P Contact transmission Contact transmission Details awaited Details awaited Sister in law of  P Details awaited Travelled from Dubai landed at Kozhikode Details awaited Wife of KA-P Travelled from Dubai Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Details Awaited; Thane division (ex-Mumbai) Attended Delhi Religious Conference; Foreigner Attended Delhi Religious Conference; Foreigner Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Contact of P/ Contact of P/ Contact of P/ Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Details Awaited Details Awaited Details Awaited Details Awaited Worked at Chennai Airport Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from Middle East Travelled from Middle East Travelled from Middle East Travelled from Middle East Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Travelled from UK Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from Dubai Contact of positive case of Nayagaon, Punjab, who was admitted in PGI for severe acute respiratory infection initially. Contact with a person who had returned from Canada. Relative of patient, Switzerland-returned Details awaited Relative of patient, Switzerland-returned Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Delhi Cancer Inst Doctor; sister of UK returnee, ID unknown Attended Delhi Religious Conference Attended Delhi Religious Conference Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Contact of a positive case of Ludhiana Details Awaited Pharma company employee Pharma company employee Contact of KA-P Details Awaited Details Awaited Details Awaited Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Contacts of first positive in Ramganj Safdarjung Hospital Doctor posted in COVID Unit Safdarjung Hospital Doctor (PG Student); Foreign travel history Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Details Awaited Travelled from Iran, Resident of Ladakh( S.N Medical College ) - Evacuee Evacuee from Iran Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Contact transmission Travelled from Dubai Travelled from Dubai Close relative of P Close relative of P Health professional, contact transmission Travelled from Dubai Travelled from Sharjah, travelled with another confimed case Details awaited Details awaited Travelled from Dubai landed at Bangalore Travelled from Dubai landed at Kochi Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Travel history to Dubai Travel history to Spain Travel history to Germany Contact of KA-P Wife of KA-P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Evacuee from Iran Details awaited Patient is from Punjab but admitted in Chandigarh Details awaited A Retired Army Officer,  Wife had earlier tested positive today. They are residents of Gomti Nagar Recently attended Tablighi Jamaat congregation at Nizamuddin Markaz in Delhi Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Attended Delhi Religious Conference Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Contacts of a person who had tested positive earlier, this person has infected  of his close contacts Attended Delhi Religious Conference nd case confirmed in Dharavi Details awaited Details awaited Primary contact of UK-returned woman, his sister Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Resident of Paheli Chouki, HYD; Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of person who Attended Delhi Religious Conference; Patient ID Unknown Details awaited Details awaited Travelled from Dubai Travelled from Dubai Travelled from Dubai Travelled from Dubai Contact transmission Contact transmission Contact transmission Contact transmission Mother of P Wife of P Son of P Son of P Attended Delhi Religious Conference Travelled from Qatar,Pregnant woman Details awaited Attended Delhi Religious Conference Contact with Covid Positive Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Further Details not known Family contact of patients, IDs unknown Details awaited Details awaited Travelled from Asansol Roommate of KA-P Roommate of KA-P Son of KA-P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited - State Bulletin Travelled from Middle East Travelled from Middle East Contact with Positive Contact with Positive Travelled from UK Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Details awaited Details awaited Details awaited Details awaited Details awaited Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown Contact of Delhi Rel. Conf. Attendee, ID unknown From Maharashtra From Maharashtra From Maharashtra From Maharashtra From Maharashtra From Maharashtra From Jharkhand Travel history to Mozambique, Kenya Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Travel HIstory to Delhi Local Transmission Belongs to MH Belongs to MH Belongs to UP Belongs to Kerala Belongs to Kerala Belongs to Kerala Travelled to Delhi Evacuees from Iran (Jaisalmer army base camp) Evacuees from Iran (Jaisalmer army base camp) Evacuees from Iran (Jaisalmer army base camp) Attended Delhi Religious Conference Travelled to US No history of travel Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Details awaited Details awaited Details awaited Details awaited Contact of Positive case Contact of Positive case Details awaited Details awaited Travelled from Dubai; hosted feast for  people Wife of P Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from Baharain Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from Dubai Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Evacuees from Iran Evacuees from Iran Evacuees from Iran Evacuees from Iran Evacuees from Iran Evacuees from Iran Wife of Surya Nagar Patient, ID Unknown Daughter of Surya Nagar Patient, ID Unknown Tenant of Surya Nagar Patient, ID Unknown Tenant of Surya Nagar Patient, ID Unknown Tenant of Surya Nagar Patient, ID Unknown Tenant of Surya Nagar Patient, ID Unknown Tenant of Surya Nagar Patient, ID Unknown Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Relative of Dubai-returned couple Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Travelled from USA Foreign Travel History Foreign Travel History Foreign Travel History Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Local Transmission Visited Mumbai Organized Medical camp with participation of NRIs Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of KA-P (servant) Contact of KA-P (father) Contact of KA-P (son) Travel history of Dubai & returned to India on .. Travel history of Germany Travel history of Delhi Travel history of Delhi Travel history of Delhi The detailed investigation is under process Travel history of Delhi The detailed investigation is under process Contact with KA-P The detailed investigation is under process Travel history of Dubai & returned to India on .. Attended TJ Congregation from th to th March’ at Delhi Attended TJ Congregation from th to th March’ at Delhi Contact of Positive Patient Contact of Positive Patient Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of Positive Patient Contact of Positive Patient Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of Positive Patient Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Attended Delhi Religious Conference Contact of Positive case Contact of Positive case Contact of Positive case Contact of Positive case Contact of Positive case Contact of Positive case Travelled from UK on // Domestic Travel Local Transmission No travel history Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Details awaited Related to delhi event Travelled from Bahrain\""
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notes = df['notes'].dropna().str.replace('\\d+', '')\n",
    "text = \" \".join(note for note in df_notes)\n",
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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