covid_19.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "patient_number                  int64\n",
       "p_id                           object\n",
       "state_patient_number           object\n",
       "date_announced                 object\n",
       "age_bracket                    object\n",
       "gender                         object\n",
       "detected_city                  object\n",
       "detected_district              object\n",
       "detected_state                 object\n",
       "current_status                 object\n",
       "notes                          object\n",
       "suspected_contacted_patient    object\n",
       "nationality                    object\n",
       "status_change_date             object\n",
       "source_1                       object\n",
       "source_2                       object\n",
       "source_3                       object\n",
       "backup_notes                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importing libraries and covid19 patient data.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "covid = pd.read_csv(\"C:\\\\Users\\\\pawan\\\\Desktop\\\\covid19-corona-virus-india-dataset\\\\patients_data.csv\")\n",
    "covid.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       patient_number    p_id state_patient_number date_announced age_bracket  \\\n",
      "0                   1      P1             KL-TS-P1     30/01/2020          20   \n",
      "1                   2      P2             KL-AL-P1     02/02/2020         NaN   \n",
      "2                   3      P3             KL-KS-P1     03/02/2020         NaN   \n",
      "3                   4      P4                DL-P1     02/03/2020          45   \n",
      "4                   5      P5                TS-P1     02/03/2020          24   \n",
      "...               ...     ...                  ...            ...         ...   \n",
      "12316           12318  P12318                  NaN     15/04/2020         NaN   \n",
      "12317           12319  P12319                  NaN     15/04/2020         NaN   \n",
      "12318           12320  P12320                  NaN     15/04/2020         NaN   \n",
      "12319           12321  P12321                  NaN     15/04/2020         NaN   \n",
      "12320           12322  P12322                  NaN     15/04/2020         NaN   \n",
      "\n",
      "      gender             detected_city detected_district    detected_state  \\\n",
      "0          F                  Thrissur          Thrissur            Kerala   \n",
      "1        NaN                 Alappuzha         Alappuzha            Kerala   \n",
      "2        NaN                 Kasaragod         Kasaragod            Kerala   \n",
      "3          M  East Delhi (Mayur Vihar)        East Delhi             Delhi   \n",
      "4          M                 Hyderabad         Hyderabad         Telangana   \n",
      "...      ...                       ...               ...               ...   \n",
      "12316    NaN                       NaN               NaN         Telangana   \n",
      "12317    NaN                       NaN               NaN         Telangana   \n",
      "12318    NaN                       NaN               NaN  Himachal Pradesh   \n",
      "12319    NaN                       NaN               NaN  Himachal Pradesh   \n",
      "12320    NaN                       NaN               NaN         Jharkhand   \n",
      "\n",
      "      current_status                                              notes  \\\n",
      "0          Recovered                               Travelled from Wuhan   \n",
      "1          Recovered                               Travelled from Wuhan   \n",
      "2          Recovered                               Travelled from Wuhan   \n",
      "3          Recovered                      Travelled from Austria, Italy   \n",
      "4          Recovered  Travelled from Dubai to Bangalore on 20th Feb,...   \n",
      "...              ...                                                ...   \n",
      "12316   Hospitalized                                    Details awaited   \n",
      "12317   Hospitalized                                    Details awaited   \n",
      "12318   Hospitalized                                    Details awaited   \n",
      "12319   Hospitalized                                    Details awaited   \n",
      "12320            NaN                                                NaN   \n",
      "\n",
      "      suspected_contacted_patient nationality status_change_date  \\\n",
      "0                             NaN       India         14/02/2020   \n",
      "1                             NaN       India         14/02/2020   \n",
      "2                             NaN       India         14/02/2020   \n",
      "3                             NaN       India         15/03/2020   \n",
      "4                             NaN       India         02/03/2020   \n",
      "...                           ...         ...                ...   \n",
      "12316                         NaN         NaN         15/04/2020   \n",
      "12317                         NaN         NaN         15/04/2020   \n",
      "12318                         NaN         NaN         15/04/2020   \n",
      "12319                         NaN         NaN         15/04/2020   \n",
      "12320                         NaN         NaN                NaN   \n",
      "\n",
      "                                                source_1  \\\n",
      "0      https://twitter.com/vijayanpinarayi/status/122...   \n",
      "1      https://www.indiatoday.in/india/story/kerala-r...   \n",
      "2      https://www.indiatoday.in/india/story/kerala-n...   \n",
      "3      https://www.indiatoday.in/india/story/not-a-ja...   \n",
      "4      https://www.deccanherald.com/national/south/qu...   \n",
      "...                                                  ...   \n",
      "12316  https://twitter.com/ANI/status/125044600753347...   \n",
      "12317  https://twitter.com/ANI/status/125044600753347...   \n",
      "12318  https://twitter.com/ANI/status/125044588906532...   \n",
      "12319  https://twitter.com/ANI/status/125044588906532...   \n",
      "12320  https://twitter.com/ANI/status/125044834808094...   \n",
      "\n",
      "                                                source_2  \\\n",
      "0      https://weather.com/en-IN/india/news/news/2020...   \n",
      "1      https://weather.com/en-IN/india/news/news/2020...   \n",
      "2      https://twitter.com/ANI/status/122422148580539...   \n",
      "3      https://economictimes.indiatimes.com/news/poli...   \n",
      "4      https://www.indiatoday.in/india/story/coronavi...   \n",
      "...                                                  ...   \n",
      "12316                                                NaN   \n",
      "12317                                                NaN   \n",
      "12318                                                NaN   \n",
      "12319                                                NaN   \n",
      "12320                                                NaN   \n",
      "\n",
      "                                                source_3  \\\n",
      "0                                     Student from Wuhan   \n",
      "1                                                    NaN   \n",
      "2      https://weather.com/en-IN/india/news/news/2020...   \n",
      "3                                                    NaN   \n",
      "4      https://www.thehindu.com/news/national/coronav...   \n",
      "...                                                  ...   \n",
      "12316                                                NaN   \n",
      "12317                                                NaN   \n",
      "12318                                                NaN   \n",
      "12319                                                NaN   \n",
      "12320                                                NaN   \n",
      "\n",
      "                                     backup_notes  \n",
      "0                                             NaN  \n",
      "1                              Student from Wuhan  \n",
      "2                              Student from Wuhan  \n",
      "3             Travel history to Italy and Austria  \n",
      "4      Travel history to Dubai, Singapore contact  \n",
      "...                                           ...  \n",
      "12316                                         NaN  \n",
      "12317                                         NaN  \n",
      "12318                                         NaN  \n",
      "12319                                         NaN  \n",
      "12320                                         NaN  \n",
      "\n",
      "[12321 rows x 18 columns]\n"
     ]
    }
   ],
   "source": [
    "#printed patient data\n",
    "print(covid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Filtturing data from the data set to plot a bar graph\n",
    "from collections import Counter\n",
    "h = covid.detected_state\n",
    "c = Counter(h)\n",
    "d=dict(c)\n",
    "key=list(d.keys())\n",
    "value=list(d.values())\n",
    "#print(key)\n",
    "#print(value)\n",
    "\n",
    "\n",
    "#Ploting a bar graph for the breakdown of state wise patients.\n",
    "plt.figure(figsize=(50,40))\n",
    "y_pos = np.arange(len(key))\n",
    "plt.bar(y_pos, value)\n",
    "plt.xticks(y_pos, key, fontsize=30,rotation=90)\n",
    "plt.yticks(fontsize=30)\n",
    "plt.ylabel('No. of Cases',fontsize=30)\n",
    "plt.xlabel('States',fontsize=30)\n",
    "plt.title('Breakdown of cases State wise',fontsize=30)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Filtturing data from the data set to plot a pie chart\n",
    "from collections import Counter\n",
    "h = covid.nationality\n",
    "c = Counter(h)\n",
    "d=dict(c)    \n",
    "key=list(d.keys())\n",
    "value=list(d.values())\n",
    "a = 0\n",
    "for i in key: \n",
    "    if str(i) == 'nan':\n",
    "        a = key.index(i)\n",
    "        del value[a]\n",
    "        del key[a]\n",
    "\n",
    "        \n",
    "#Ploting a pie chart of nationality of patients in India\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(value, labels=key,shadow=True,rotatelabels = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing second data file\n",
    "complete = pd.read_csv(\"C:\\\\Users\\\\pawan\\\\Desktop\\\\covid19-corona-virus-india-dataset\\\\complete.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Filturing data from second file \n",
    "#extracting data of cured patients  \n",
    "#extracting data of deceased patients \n",
    "\n",
    "b = complete.Cured\n",
    "c = complete.Death\n",
    "\n",
    "xl = complete.NameofState\n",
    "\n",
    "plt.figure(figsize=(50,40))\n",
    "barWidth = 0.25\n",
    "\n",
    "#r1 = np.arange(len(a))\n",
    "r2 = [x + barWidth for x in r1]\n",
    "r3 = [x + barWidth for x in r2]\n",
    "\n",
    "#Plotting a bar graph to show the total patients cured vs patients deceased state wise breakdown\n",
    "\n",
    "#plt.bar(r1, a, color='#7f6d5f', width=barWidth, edgecolor='white', label='Total Confirmed cases')\n",
    "plt.bar(r2, b, color='#557f2d', width=barWidth, edgecolor='white', label='Cured')\n",
    "plt.bar(r3, c, color='#2d7f5e', width=barWidth, edgecolor='white', label='Death')\n",
    "\n",
    "y_pos = np.arange(len(xl))\n",
    "\n",
    "plt.xlabel('States', fontweight='bold',fontsize=30)\n",
    "plt.ylabel('No. of Cases',fontsize=30)\n",
    "plt.xticks(y_pos,xl,fontsize=30,rotation=90)\n",
    "plt.yticks(fontsize=30)\n",
    " \n",
    "# Create legend & Show graphic\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Position 1s element:  45\n",
      "Counter({nan: 10814, '35': 62, '40': 47, '32': 47, '45': 41, '55': 39, '27': 38, '21': 37, '50': 36, '65': 34, '26': 34, '24': 33, '25': 33, '38': 33, '36': 33, '33': 32, '52': 32, '60': 31, '22': 29, '41': 29, '20': 28, '47': 28, '34': 28, '30': 28, '39': 28, '48': 26, '28': 26, '23': 26, '37': 25, '43': 25, '31': 23, '63': 22, '42': 22, '54': 20, '29': 20, '53': 17, '46': 17, '18': 17, '19': 17, '57': 16, '70': 15, '59': 15, '51': 15, '49': 15, '56': 15, '44': 14, '58': 14, '69': 13, '68': 12, '17': 12, '16': 11, '67': 11, '10': 11, '75': 10, '13': 10, '61': 9, '64': 9, '62': 9, '66': 9, '11': 9, '72': 8, '3': 7, '7': 7, '1': 7, '80': 7, '8': 7, '74': 6, '12': 6, '14': 6, '15': 6, '76': 5, '9': 4, '6': 4, '28-35': 4, '2': 3, '81': 3, '73': 3, '77': 3, '5': 3, '85': 2, '71': 2, '78': 2, '96': 1, '89': 1, '92': 1, '90': 1, '4': 1})\n",
      "\n",
      "Element After Sorting List in Ascending Order is :  [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 80, 81, 85, 89, 90, 92, 96] 85\n",
      "Element After Sorting List in Ascending Order is :  [7, 3, 7, 1, 3, 4, 7, 7, 4, 11, 9, 6, 10, 6, 6, 11, 12, 17, 17, 28, 37, 29, 26, 33, 33, 34, 38, 26, 20, 28, 23, 47, 32, 28, 62, 33, 25, 33, 28, 47, 29, 22, 25, 14, 41, 17, 28, 26, 15, 36, 15, 32, 17, 20, 39, 15, 16, 14, 15, 31, 9, 9, 22, 9, 34, 9, 11, 12, 13, 15, 2, 8, 3, 6, 10, 5, 3, 2, 7, 3, 2, 1, 1, 1, 1] 85\n"
     ]
    }
   ],
   "source": [
    "#Extracting data from patient data file \n",
    "\n",
    "from collections import Counter\n",
    "h = covid.age_bracket\n",
    "\n",
    "c = Counter(h)\n",
    "d=dict(c)\n",
    "\n",
    "key=list(d.keys())\n",
    "value=list(d.values())\n",
    "# print(key,len(key))\n",
    "# print(value,len(value))\n",
    "\n",
    "#Filturing the unwanted data from the key and value list\n",
    "for i in key:\n",
    "    if(str(i) == 'nan'):\n",
    "        n = key.index(i)\n",
    "        #print('nan is in position: ', n)\n",
    "        del key[n]\n",
    "        del value[n]\n",
    "    if(i == '28-35'):\n",
    "        n = key.index(i)\n",
    "        key.pop(n)\n",
    "        value.pop(n)\n",
    "\n",
    "for i in range(len(key)):\n",
    "    key[i] = int(key[i])\n",
    "\n",
    "print('Position 1s element: ', key[1])\n",
    "\n",
    "#Arranging data in assending order of key and value according to the key.\n",
    "for i in range (len(key)):\n",
    "    for j in range(i + 1, len(key)):        \n",
    "        if(key[i] > key[j]):\n",
    "            temp = key[i]\n",
    "            key[i] = key[j]\n",
    "            key[j] = temp\n",
    "            temp1 = value[i]\n",
    "            value[i] = value[j]\n",
    "            value[j] = temp1\n",
    "\n",
    "print(c)\n",
    "print(\"\\nElement After Sorting List in Ascending Order is : \", key, len(key))\n",
    "print(\"Element After Sorting List in Ascending Order is : \", value, len(value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85\n",
      "[21, 33, 37, 85, 158, 146, 192, 166, 131, 122, 123, 91, 83, 60, 29, 20, 6] 17\n",
      "['1-5', '6-10', '11-15', '16-20', '21-25', '26-30', '31-35', '36-40', '41-45', '46-50', '51-55', '56-60', '61-65', '66-70', '71-75', '76-80', '85-89'] 17\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Age')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluating the sum of patients after every 5 year age\n",
    "c = x = 0\n",
    "list1 = []\n",
    "list2 = []\n",
    "print(len(key))\n",
    "#del key[2]\n",
    "#del key[11]\n",
    "#del value[2]\n",
    "#del value[11]\n",
    "for i in range(0 , len(key), 5):\n",
    "    for j in range(i, i + 5):\n",
    "        c = c + value[j]\n",
    "#         x = x + key[j]\n",
    "    list1.append(c)\n",
    "#     list2.append(x)\n",
    "    c = x = 0\n",
    "        \n",
    "print(list1, len(list1))\n",
    "# print(list2, len(list2))\n",
    "\n",
    "#creating xlabel for the graph\n",
    "a = b = 0\n",
    "x = ''\n",
    "list3 = []\n",
    "for i in range(min(key) - 1 , len(key), 5):\n",
    "    a = key[i]\n",
    "    b = a + 4\n",
    "    x = str(a) + '-' + str(b)\n",
    "    list3.append(x)\n",
    "    a = b = 0\n",
    "    x = ''\n",
    "\n",
    "print(list3, len(list3))\n",
    "\n",
    "#Ploting a bar graph of total number of patients for every 5 year gap.\n",
    "\n",
    "df = pd.DataFrame({'l' : list1, 'lab' : list3})\n",
    "df.plot.bar(y = \"l\", x = 'lab', figsize = (15, 10))\n",
    "plt.title('Age wise corona effictives')\n",
    "plt.ylabel('Number of Person')\n",
    "plt.xlabel('Age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "text/plain": [
       "<Figure size 3600x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#extracting data from file\n",
    "\n",
    "from collections import Counter\n",
    "h = covid.date_announced\n",
    "#print(h)\n",
    "c = Counter(h)\n",
    "d=dict(c)\n",
    "#print(d)\n",
    "\n",
    "key=list(d.keys())\n",
    "value=list(d.values())\n",
    "print(key)\n",
    "print(value)\n",
    "\n",
    "#ploting the number of patients for each day and up's and down's in the number of cases\n",
    "plt.figure(figsize=(50,40))\n",
    "y_pos = np.arange(len(key))\n",
    "plt.xticks(y_pos, key, fontsize=30,rotation=90)\n",
    "plt.yticks(fontsize=30)\n",
    "plt.scatter(key, value, s=100)\n",
    "plt.plot(key,value)\n",
    "plt.ylabel('No. of Cases',fontsize=30)\n",
    "plt.xlabel('Dates',fontsize=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}