Task 4- EDA Terrorism.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "deae7e3f",
   "metadata": {},
   "source": [
    "# Aditya Raj Singh Chauhan - GRIPFebruary23\n",
    "## TASK-4: 'Exploratory Data Analysis- Terrorism'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b625d7e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8b7d565",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Adity\\AppData\\Local\\Temp\\ipykernel_24356\\2333097857.py:1: DtypeWarning: Columns (4,6,31,33,61,62,63,76,79,90,92,94,96,114,115,121) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df=pd.read_csv('globalterrorismdb_0718dist.csv',encoding='latin-1')\n"
     ]
    }
   ],
   "source": [
    "df=pd.read_csv('globalterrorismdb_0718dist.csv',encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "598f06bf",
   "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>eventid</th>\n",
       "      <th>iyear</th>\n",
       "      <th>imonth</th>\n",
       "      <th>iday</th>\n",
       "      <th>approxdate</th>\n",
       "      <th>extended</th>\n",
       "      <th>resolution</th>\n",
       "      <th>country</th>\n",
       "      <th>country_txt</th>\n",
       "      <th>region</th>\n",
       "      <th>...</th>\n",
       "      <th>addnotes</th>\n",
       "      <th>scite1</th>\n",
       "      <th>scite2</th>\n",
       "      <th>scite3</th>\n",
       "      <th>dbsource</th>\n",
       "      <th>INT_LOG</th>\n",
       "      <th>INT_IDEO</th>\n",
       "      <th>INT_MISC</th>\n",
       "      <th>INT_ANY</th>\n",
       "      <th>related</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>197000000001</td>\n",
       "      <td>1970</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PGIS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>197000000002</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PGIS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>197001000001</td>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>160</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PGIS</td>\n",
       "      <td>-9</td>\n",
       "      <td>-9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>197001000002</td>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78</td>\n",
       "      <td>Greece</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PGIS</td>\n",
       "      <td>-9</td>\n",
       "      <td>-9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>197001000003</td>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101</td>\n",
       "      <td>Japan</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PGIS</td>\n",
       "      <td>-9</td>\n",
       "      <td>-9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 135 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        eventid  iyear  imonth  iday approxdate  extended resolution  country  \\\n",
       "0  197000000001   1970       7     2        NaN         0        NaN       58   \n",
       "1  197000000002   1970       0     0        NaN         0        NaN      130   \n",
       "2  197001000001   1970       1     0        NaN         0        NaN      160   \n",
       "3  197001000002   1970       1     0        NaN         0        NaN       78   \n",
       "4  197001000003   1970       1     0        NaN         0        NaN      101   \n",
       "\n",
       "          country_txt  region  ... addnotes scite1 scite2  scite3  dbsource  \\\n",
       "0  Dominican Republic       2  ...      NaN    NaN    NaN     NaN      PGIS   \n",
       "1              Mexico       1  ...      NaN    NaN    NaN     NaN      PGIS   \n",
       "2         Philippines       5  ...      NaN    NaN    NaN     NaN      PGIS   \n",
       "3              Greece       8  ...      NaN    NaN    NaN     NaN      PGIS   \n",
       "4               Japan       4  ...      NaN    NaN    NaN     NaN      PGIS   \n",
       "\n",
       "   INT_LOG  INT_IDEO INT_MISC INT_ANY  related  \n",
       "0        0         0        0       0      NaN  \n",
       "1        0         1        1       1      NaN  \n",
       "2       -9        -9        1       1      NaN  \n",
       "3       -9        -9        1       1      NaN  \n",
       "4       -9        -9        1       1      NaN  \n",
       "\n",
       "[5 rows x 135 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "41ae7b17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(181691, 135)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3cea6777",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 181691 entries, 0 to 181690\n",
      "Columns: 135 entries, eventid to related\n",
      "dtypes: float64(55), int64(22), object(58)\n",
      "memory usage: 187.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "042d2d9a",
   "metadata": {},
   "source": [
    "### Select Columns which gives more Infirmation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e7b86da4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['eventid', 'iyear', 'imonth', 'iday', 'approxdate', 'extended',\n",
       "       'resolution', 'country', 'country_txt', 'region', 'region_txt',\n",
       "       'provstate', 'city', 'latitude', 'longitude', 'specificity',\n",
       "       'vicinity', 'location', 'summary', 'crit1', 'crit2', 'crit3',\n",
       "       'doubtterr', 'alternative', 'alternative_txt', 'multiple',\n",
       "       'success', 'suicide', 'attacktype1', 'attacktype1_txt',\n",
       "       'attacktype2', 'attacktype2_txt', 'attacktype3', 'attacktype3_txt',\n",
       "       'targtype1', 'targtype1_txt', 'targsubtype1', 'targsubtype1_txt',\n",
       "       'corp1', 'target1', 'natlty1', 'natlty1_txt', 'targtype2',\n",
       "       'targtype2_txt', 'targsubtype2', 'targsubtype2_txt', 'corp2',\n",
       "       'target2', 'natlty2', 'natlty2_txt', 'targtype3', 'targtype3_txt',\n",
       "       'targsubtype3', 'targsubtype3_txt', 'corp3', 'target3', 'natlty3',\n",
       "       'natlty3_txt', 'gname', 'gsubname', 'gname2', 'gsubname2',\n",
       "       'gname3', 'gsubname3', 'motive', 'guncertain1', 'guncertain2',\n",
       "       'guncertain3', 'individual', 'nperps', 'nperpcap', 'claimed',\n",
       "       'claimmode', 'claimmode_txt', 'claim2', 'claimmode2',\n",
       "       'claimmode2_txt', 'claim3', 'claimmode3', 'claimmode3_txt',\n",
       "       'compclaim', 'weaptype1', 'weaptype1_txt', 'weapsubtype1',\n",
       "       'weapsubtype1_txt', 'weaptype2', 'weaptype2_txt', 'weapsubtype2',\n",
       "       'weapsubtype2_txt', 'weaptype3', 'weaptype3_txt', 'weapsubtype3',\n",
       "       'weapsubtype3_txt', 'weaptype4', 'weaptype4_txt', 'weapsubtype4',\n",
       "       'weapsubtype4_txt', 'weapdetail', 'nkill', 'nkillus', 'nkillter',\n",
       "       'nwound', 'nwoundus', 'nwoundte', 'property', 'propextent',\n",
       "       'propextent_txt', 'propvalue', 'propcomment', 'ishostkid',\n",
       "       'nhostkid', 'nhostkidus', 'nhours', 'ndays', 'divert',\n",
       "       'kidhijcountry', 'ransom', 'ransomamt', 'ransomamtus',\n",
       "       'ransompaid', 'ransompaidus', 'ransomnote', 'hostkidoutcome',\n",
       "       'hostkidoutcome_txt', 'nreleased', 'addnotes', 'scite1', 'scite2',\n",
       "       'scite3', 'dbsource', 'INT_LOG', 'INT_IDEO', 'INT_MISC', 'INT_ANY',\n",
       "       'related'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3fba9310",
   "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>iyear</th>\n",
       "      <th>imonth</th>\n",
       "      <th>iday</th>\n",
       "      <th>country_txt</th>\n",
       "      <th>region_txt</th>\n",
       "      <th>provstate</th>\n",
       "      <th>city</th>\n",
       "      <th>location</th>\n",
       "      <th>summary</th>\n",
       "      <th>attacktype1_txt</th>\n",
       "      <th>targtype1_txt</th>\n",
       "      <th>gname</th>\n",
       "      <th>motive</th>\n",
       "      <th>weaptype1_txt</th>\n",
       "      <th>nkill</th>\n",
       "      <th>success</th>\n",
       "      <th>nwound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1970</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Central America &amp; Caribbean</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assassination</td>\n",
       "      <td>Private Citizens &amp; Property</td>\n",
       "      <td>MANO-D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>North America</td>\n",
       "      <td>Federal</td>\n",
       "      <td>Mexico city</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hostage Taking (Kidnapping)</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>23rd of September Communist League</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Southeast Asia</td>\n",
       "      <td>Tarlac</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assassination</td>\n",
       "      <td>Journalists &amp; Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>Attica</td>\n",
       "      <td>Athens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Explosives</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Japan</td>\n",
       "      <td>East Asia</td>\n",
       "      <td>Fukouka</td>\n",
       "      <td>Fukouka</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facility/Infrastructure Attack</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Incendiary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   iyear  imonth  iday         country_txt                   region_txt  \\\n",
       "0   1970       7     2  Dominican Republic  Central America & Caribbean   \n",
       "1   1970       0     0              Mexico                North America   \n",
       "2   1970       1     0         Philippines               Southeast Asia   \n",
       "3   1970       1     0              Greece               Western Europe   \n",
       "4   1970       1     0               Japan                    East Asia   \n",
       "\n",
       "  provstate           city location summary                 attacktype1_txt  \\\n",
       "0       NaN  Santo Domingo      NaN     NaN                   Assassination   \n",
       "1   Federal    Mexico city      NaN     NaN     Hostage Taking (Kidnapping)   \n",
       "2    Tarlac        Unknown      NaN     NaN                   Assassination   \n",
       "3    Attica         Athens      NaN     NaN               Bombing/Explosion   \n",
       "4   Fukouka        Fukouka      NaN     NaN  Facility/Infrastructure Attack   \n",
       "\n",
       "                 targtype1_txt                               gname motive  \\\n",
       "0  Private Citizens & Property                              MANO-D    NaN   \n",
       "1      Government (Diplomatic)  23rd of September Communist League    NaN   \n",
       "2          Journalists & Media                             Unknown    NaN   \n",
       "3      Government (Diplomatic)                             Unknown    NaN   \n",
       "4      Government (Diplomatic)                             Unknown    NaN   \n",
       "\n",
       "  weaptype1_txt  nkill  success  nwound  \n",
       "0       Unknown    1.0        1     0.0  \n",
       "1       Unknown    0.0        1     0.0  \n",
       "2       Unknown    1.0        1     0.0  \n",
       "3    Explosives    NaN        1     NaN  \n",
       "4    Incendiary    NaN        1     NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df[['iyear','imonth','iday','country_txt','region_txt','provstate','city','location','summary','attacktype1_txt','targtype1_txt','gname','motive','weaptype1_txt','nkill','success','nwound']]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "176d02ba",
   "metadata": {},
   "source": [
    "### Rename Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ca779968",
   "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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>state</th>\n",
       "      <th>city</th>\n",
       "      <th>location</th>\n",
       "      <th>summary</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>target_type</th>\n",
       "      <th>gang_name</th>\n",
       "      <th>motive</th>\n",
       "      <th>weapon_type</th>\n",
       "      <th>death</th>\n",
       "      <th>success</th>\n",
       "      <th>injured</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1970</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Central America &amp; Caribbean</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assassination</td>\n",
       "      <td>Private Citizens &amp; Property</td>\n",
       "      <td>MANO-D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>North America</td>\n",
       "      <td>Federal</td>\n",
       "      <td>Mexico city</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hostage Taking (Kidnapping)</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>23rd of September Communist League</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Southeast Asia</td>\n",
       "      <td>Tarlac</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assassination</td>\n",
       "      <td>Journalists &amp; Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>Attica</td>\n",
       "      <td>Athens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Explosives</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Japan</td>\n",
       "      <td>East Asia</td>\n",
       "      <td>Fukouka</td>\n",
       "      <td>Fukouka</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facility/Infrastructure Attack</td>\n",
       "      <td>Government (Diplomatic)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Incendiary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  month  day             country                       region    state  \\\n",
       "0  1970      7    2  Dominican Republic  Central America & Caribbean      NaN   \n",
       "1  1970      0    0              Mexico                North America  Federal   \n",
       "2  1970      1    0         Philippines               Southeast Asia   Tarlac   \n",
       "3  1970      1    0              Greece               Western Europe   Attica   \n",
       "4  1970      1    0               Japan                    East Asia  Fukouka   \n",
       "\n",
       "            city location summary                     attack_type  \\\n",
       "0  Santo Domingo      NaN     NaN                   Assassination   \n",
       "1    Mexico city      NaN     NaN     Hostage Taking (Kidnapping)   \n",
       "2        Unknown      NaN     NaN                   Assassination   \n",
       "3         Athens      NaN     NaN               Bombing/Explosion   \n",
       "4        Fukouka      NaN     NaN  Facility/Infrastructure Attack   \n",
       "\n",
       "                   target_type                           gang_name motive  \\\n",
       "0  Private Citizens & Property                              MANO-D    NaN   \n",
       "1      Government (Diplomatic)  23rd of September Communist League    NaN   \n",
       "2          Journalists & Media                             Unknown    NaN   \n",
       "3      Government (Diplomatic)                             Unknown    NaN   \n",
       "4      Government (Diplomatic)                             Unknown    NaN   \n",
       "\n",
       "  weapon_type  death  success  injured  \n",
       "0     Unknown    1.0        1      0.0  \n",
       "1     Unknown    0.0        1      0.0  \n",
       "2     Unknown    1.0        1      0.0  \n",
       "3  Explosives    NaN        1      NaN  \n",
       "4  Incendiary    NaN        1      NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.rename(columns={'iyear':'year','imonth':'month','iday':'day','country_txt':'country','region_txt':'region','provstate':'state','city':'city','location':'location','summary':'summary','attacktype1_txt':'attack_type','targtype1_txt':'target_type','gname':'gang_name','motive':'motive','weaptype1_txt':'weapon_type','nkill':'death','success':'success','nwound':'injured'})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "387a4e65",
   "metadata": {},
   "source": [
    "### Finding Null values and fill it with 0 or unknown  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2a9fdaf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year                0\n",
       "month               0\n",
       "day                 0\n",
       "country             0\n",
       "region              0\n",
       "state             421\n",
       "city              434\n",
       "location       126196\n",
       "summary         66129\n",
       "attack_type         0\n",
       "target_type         0\n",
       "gang_name           0\n",
       "motive         131130\n",
       "weapon_type         0\n",
       "death           10313\n",
       "success             0\n",
       "injured         16311\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "133affa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Unknown\n",
       "1         Unknown\n",
       "2         Unknown\n",
       "3         Unknown\n",
       "4         Unknown\n",
       "           ...   \n",
       "181686    Unknown\n",
       "181687    Unknown\n",
       "181688    Unknown\n",
       "181689    Unknown\n",
       "181690    Unknown\n",
       "Name: motive, Length: 181691, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['location'].fillna('Unknown')\n",
    "df['summary'].fillna('Unknown')\n",
    "df['state'].fillna('Unknown')\n",
    "df['city'].fillna('Unknown')\n",
    "df['death'].fillna(0)\n",
    "df['injured'].fillna(0)\n",
    "df['motive'].fillna('Unknown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "961ddb8b",
   "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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>death</th>\n",
       "      <th>success</th>\n",
       "      <th>injured</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>171378.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>165380.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2002.638997</td>\n",
       "      <td>6.467277</td>\n",
       "      <td>15.505644</td>\n",
       "      <td>2.403272</td>\n",
       "      <td>0.889598</td>\n",
       "      <td>3.167668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13.259430</td>\n",
       "      <td>3.388303</td>\n",
       "      <td>8.814045</td>\n",
       "      <td>11.545741</td>\n",
       "      <td>0.313391</td>\n",
       "      <td>35.949392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1970.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1991.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2009.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2014.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2017.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>1570.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8191.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                year          month            day          death  \\\n",
       "count  181691.000000  181691.000000  181691.000000  171378.000000   \n",
       "mean     2002.638997       6.467277      15.505644       2.403272   \n",
       "std        13.259430       3.388303       8.814045      11.545741   \n",
       "min      1970.000000       0.000000       0.000000       0.000000   \n",
       "25%      1991.000000       4.000000       8.000000       0.000000   \n",
       "50%      2009.000000       6.000000      15.000000       0.000000   \n",
       "75%      2014.000000       9.000000      23.000000       2.000000   \n",
       "max      2017.000000      12.000000      31.000000    1570.000000   \n",
       "\n",
       "             success        injured  \n",
       "count  181691.000000  165380.000000  \n",
       "mean        0.889598       3.167668  \n",
       "std         0.313391      35.949392  \n",
       "min         0.000000       0.000000  \n",
       "25%         1.000000       0.000000  \n",
       "50%         1.000000       0.000000  \n",
       "75%         1.000000       2.000000  \n",
       "max         1.000000    8191.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01e75e45",
   "metadata": {},
   "source": [
    "### Here we can see the total unique elements in each column  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7a7661ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year               47\n",
       "month              13\n",
       "day                32\n",
       "country           205\n",
       "region             12\n",
       "state            2855\n",
       "city            36674\n",
       "location        44109\n",
       "summary        112492\n",
       "attack_type         9\n",
       "target_type        22\n",
       "gang_name        3537\n",
       "motive          14490\n",
       "weapon_type        12\n",
       "death             205\n",
       "success             2\n",
       "injured           238\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hh=df.nunique(axis=0)\n",
    "hh"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1d15199",
   "metadata": {},
   "source": [
    "### Analysis\n",
    "\n",
    "### Plotting Year and month wise total No. of attack in the world"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4165db36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of total attack in world')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=df['year'].value_counts()\n",
    "x=x.sort_index()\n",
    "x.plot(kind='bar',figsize=[15,5])\n",
    "\n",
    "plt.title('Attack vs year bar plot')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('No. of total attack in world')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "001186ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2014    16903\n",
       "2015    14965\n",
       "2016    13587\n",
       "2013    12036\n",
       "2017    10900\n",
       "2012     8522\n",
       "2011     5076\n",
       "1992     5071\n",
       "2010     4826\n",
       "2008     4805\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['year'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8100926d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Attack vs Month bar plot')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=df['month'].value_counts()\n",
    "x=x.sort_index()\n",
    "x.plot(kind='pie',figsize=[15,7], autopct='%1.1f%%')\n",
    "\n",
    "plt.title('Attack vs Month bar plot')\n",
    "# plt.xlabel('Year')\n",
    "# plt.ylabel('No. of total attack in world')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8d03e6c",
   "metadata": {},
   "source": [
    "### Country wise analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "94bf98e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iraq              24636\n",
      "Pakistan          14368\n",
      "Afghanistan       12731\n",
      "India             11960\n",
      "Colombia           8306\n",
      "Philippines        6908\n",
      "Peru               6096\n",
      "El Salvador        5320\n",
      "United Kingdom     5235\n",
      "Turkey             4292\n",
      "Somalia            4142\n",
      "Nigeria            3907\n",
      "Thailand           3849\n",
      "Yemen              3347\n",
      "Spain              3249\n",
      "Name: country, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df['country'].value_counts().head(15))\n",
    "df['country'].value_counts().head(15).plot(kind='barh',figsize=[12,5])\n",
    "plt.title('Most affected country by terrorist')\n",
    "plt.xlabel('No. of Attack')\n",
    "plt.ylabel('Country')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2c6e1632",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Injured vs Country')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "ax0=fig.add_subplot(1,2,1)\n",
    "ax1=fig.add_subplot(1,2,2)\n",
    "dd=df[['country', 'death']].groupby('country').sum().sort_values('death',ascending=False)\n",
    "dr=df[['country', 'injured']].groupby('country').sum().sort_values('injured',ascending=False)\n",
    "dd.head(10).plot(kind='bar',figsize=[12,5], ax=ax0)\n",
    "dr.head(10).plot(kind='bar',figsize=[12,5],ax=ax1)\n",
    "ax0.set_ylabel('Death')\n",
    "ax1.set_ylabel('Injured')\n",
    "ax0.set_title('Death vs Country')\n",
    "ax1.set_title('Injured vs Country')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8da0500d",
   "metadata": {},
   "source": [
    "### City wise analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e0ab5acf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unknown         9775\n",
      "Baghdad         7589\n",
      "Karachi         2652\n",
      "Lima            2359\n",
      "Mosul           2265\n",
      "Belfast         2171\n",
      "Santiago        1621\n",
      "Mogadishu       1581\n",
      "San Salvador    1558\n",
      "Istanbul        1048\n",
      "Athens          1019\n",
      "Bogota           984\n",
      "Kirkuk           925\n",
      "Beirut           918\n",
      "Medellin         848\n",
      "Name: city, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf=df['city'].value_counts().head(15)\n",
    "print(tf)\n",
    "tf.plot(kind='barh',figsize=[12,5])\n",
    "plt.title('Most aafected city in world due to Terrarism')\n",
    "plt.xlabel('No. of attack')\n",
    "plt.ylabel('city')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c9cbd68",
   "metadata": {},
   "source": [
    "### Target type and Gang wise Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "33503af1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Private Citizens & Property       43511\n",
      "Military                          27984\n",
      "Police                            24506\n",
      "Government (General)              21283\n",
      "Business                          20669\n",
      "Transportation                     6799\n",
      "Utilities                          6023\n",
      "Unknown                            5898\n",
      "Religious Figures/Institutions     4440\n",
      "Educational Institution            4322\n",
      "Name: target_type, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of targets')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf=df['target_type'].value_counts()\n",
    "tf.plot(kind='bar',figsize=[12,5])\n",
    "print(tf.head(10))\n",
    "plt.title('No. of target vs Target_type')\n",
    "plt.ylabel('No. of targets')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1957efab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taliban                                             7478\n",
      "Islamic State of Iraq and the Levant (ISIL)         5613\n",
      "Shining Path (SL)                                   4555\n",
      "Farabundo Marti National Liberation Front (FMLN)    3351\n",
      "Al-Shabaab                                          3288\n",
      "New People's Army (NPA)                             2772\n",
      "Irish Republican Army (IRA)                         2671\n",
      "Revolutionary Armed Forces of Colombia (FARC)       2487\n",
      "Boko Haram                                          2418\n",
      "Kurdistan Workers' Party (PKK)                      2310\n",
      "Name: gang_name, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf= df['gang_name'].value_counts()[1:15].head(10)\n",
    "tf.plot(kind='barh',figsize=[12,5])\n",
    "print(tf)\n",
    "plt.title('Gang_name vs No. of attack')\n",
    "plt.xlabel('No. of attack')\n",
    "plt.ylabel('Gang_name')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c7e7a044",
   "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>death</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gang_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Islamic State of Iraq and the Levant (ISIL)</th>\n",
       "      <td>38923.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taliban</th>\n",
       "      <td>29410.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boko Haram</th>\n",
       "      <td>20328.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shining Path (SL)</th>\n",
       "      <td>11601.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liberation Tigers of Tamil Eelam (LTTE)</th>\n",
       "      <td>10989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Shabaab</th>\n",
       "      <td>9330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Farabundo Marti National Liberation Front (FMLN)</th>\n",
       "      <td>8065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nicaraguan Democratic Force (FDN)</th>\n",
       "      <td>6662.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tehrik-i-Taliban Pakistan (TTP)</th>\n",
       "      <td>6042.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    death\n",
       "gang_name                                                \n",
       "Islamic State of Iraq and the Levant (ISIL)       38923.0\n",
       "Taliban                                           29410.0\n",
       "Boko Haram                                        20328.0\n",
       "Shining Path (SL)                                 11601.0\n",
       "Liberation Tigers of Tamil Eelam (LTTE)           10989.0\n",
       "Al-Shabaab                                         9330.0\n",
       "Farabundo Marti National Liberation Front (FMLN)   8065.0\n",
       "Nicaraguan Democratic Force (FDN)                  6662.0\n",
       "Tehrik-i-Taliban Pakistan (TTP)                    6042.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gk=df[['gang_name', 'death']].groupby('gang_name').sum().sort_values('death',ascending=False)\n",
    "tt=gk.iloc[1:10]\n",
    "tt.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e90c6370",
   "metadata": {},
   "source": [
    "### No. of people killed by Different different Gangs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2038ab8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'death')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tt.plot(kind='bar',figsize=[12,5])\n",
    "plt.title('Gang vs Death')\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('death')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83f9e827",
   "metadata": {},
   "source": [
    "### Region wise analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3cadf3fc",
   "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>death</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Middle East &amp; North Africa</th>\n",
       "      <td>137642.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Asia</th>\n",
       "      <td>101319.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sub-Saharan Africa</th>\n",
       "      <td>78386.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South America</th>\n",
       "      <td>28849.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central America &amp; Caribbean</th>\n",
       "      <td>28708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southeast Asia</th>\n",
       "      <td>15637.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eastern Europe</th>\n",
       "      <td>7415.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western Europe</th>\n",
       "      <td>6694.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North America</th>\n",
       "      <td>4916.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Asia</th>\n",
       "      <td>1152.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Asia</th>\n",
       "      <td>1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australasia &amp; Oceania</th>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                death\n",
       "region                               \n",
       "Middle East & North Africa   137642.0\n",
       "South Asia                   101319.0\n",
       "Sub-Saharan Africa            78386.0\n",
       "South America                 28849.0\n",
       "Central America & Caribbean   28708.0\n",
       "Southeast Asia                15637.0\n",
       "Eastern Europe                 7415.0\n",
       "Western Europe                 6694.0\n",
       "North America                  4916.0\n",
       "East Asia                      1152.0\n",
       "Central Asia                   1000.0\n",
       "Australasia & Oceania           150.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=df[['region', 'death']].groupby('region').sum().sort_values('death',ascending=False)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c6b7b8dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'death')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.plot(kind='bar',figsize=[12,5])\n",
    "plt.title('Region vs Death')\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('death')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "816db192",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Middle East & North Africa     50474\n",
      "South Asia                     44974\n",
      "South America                  18978\n",
      "Sub-Saharan Africa             17550\n",
      "Western Europe                 16639\n",
      "Southeast Asia                 12485\n",
      "Central America & Caribbean    10344\n",
      "Eastern Europe                  5144\n",
      "North America                   3456\n",
      "East Asia                        802\n",
      "Name: region, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['region'].value_counts().plot(kind='pie', figsize=[15,8], autopct='%1.1f%%')\n",
    "print(df['region'].value_counts().head(10))\n",
    "plt.title('No. of attack vs region')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bc9aaa5",
   "metadata": {},
   "source": [
    "### Distribution plot of different different type of attack "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "900bc696",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bombing/Explosion                      88255\n",
      "Armed Assault                          42669\n",
      "Assassination                          19312\n",
      "Hostage Taking (Kidnapping)            11158\n",
      "Facility/Infrastructure Attack         10356\n",
      "Unknown                                 7276\n",
      "Unarmed Assault                         1015\n",
      "Hostage Taking (Barricade Incident)      991\n",
      "Hijacking                                659\n",
      "Name: attack_type, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['attack_type'].value_counts().plot(kind='pie',figsize=[20,10], autopct='%1.1f%%')\n",
    "plt.title('% Attack Type ')\n",
    "print(df['attack_type'].value_counts().head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47316809",
   "metadata": {},
   "source": [
    "### Analysis on Weapon used  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b21d1072",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explosives                                                                     92426\n",
      "Firearms                                                                       58524\n",
      "Unknown                                                                        15157\n",
      "Incendiary                                                                     11135\n",
      "Melee                                                                           3655\n",
      "Chemical                                                                         321\n",
      "Sabotage Equipment                                                               141\n",
      "Vehicle (not to include vehicle-borne explosives, i.e., car or truck bombs)      136\n",
      "Other                                                                            114\n",
      "Biological                                                                        35\n",
      "Name: weapon_type, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'No. of times vs Weapon used')"
      ]
     },
     "execution_count": 27,
     "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['weapon_type'].value_counts().plot(kind='bar')\n",
    "print(df['weapon_type'].value_counts().head(10))\n",
    "plt.title('No. of times vs Weapon used')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "dc6856c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weapon_type\n",
      "Biological           9.0\n",
      "Chemical           624.0\n",
      "Explosives      174277.0\n",
      "Fake Weapons         1.0\n",
      "Firearms        174894.0\n",
      "Name: death, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'percentage death due to different type of weaphone')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trp=df.groupby('weapon_type').death.sum()\n",
    "print(trp.head())\n",
    "trp.plot(kind='pie', figsize=[20,10], autopct='%1.1f%%')\n",
    "plt.title('percentage death due to different type of weaphone')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0076ed4d",
   "metadata": {},
   "source": [
    "### here we can see the success rate of Terrorism in the world "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "056f3248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='success'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAAEeCAYAAAAwzyjTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAezUlEQVR4nO3deZxbVcH/8c+ZtR2675SlF2gpOwW6UCil8JNFoggKCOKC4uPGTwRkuQrIwCP+ojyyCRT0QZaCIioIepXNslh2ChRKy06ALhRo6XS6JZPk/P5ICm2Ztsl0knPvzff9es2LzpBMvpM23zn35NxzjbUWEZEoqHMdQESkVCosEYkMFZaIRIYKS0QiQ4UlIpGhwhKRyFBhiUhkqLBEJDJUWCISGSosEYkMFZaIRIYKS0QiQ4UlIpGhwhKRyFBhiUhkqLBEJDJUWCISGSosEYkMFZaIRIYKS0QiQ4UlIpGhwhKRyFBhiUhkqLBEJDJUWCISGSosEYkMFZaIRIYKS0QiQ4UlIpGhwhKRyFBhiUhkqLBEJDJUWCISGQ2uA0i0eX7QDxgCDF3rY+3P+7LuL0bTyZ8tsBR4f72PRWv9+cNUMpGv0I8hEWGsta4zSMh5ftAC7AbsstbHTsDWQHOVYuSBBcDc9T5eSCUTH1UpgzimwpJ1eH7QA5gI7APsDewF7Ei4pw/eBp4HngNmAo+kkollThNJRaiwapznBwYYAxxS/JgE9HCZqRvkgKeB+4EHgMdTyUSH20jSHVRYNcjzg234pKD+DzDYbaKKWwE8TKG87k8lE7Md55EuUmHVCM8PdgC+DhxHYf6pli0EbgempZKJma7DSOlUWDHm+UF/4MvA14D9HMcJq7nANODWVDLxjuswsnEqrJjx/KAROILCaCpB9d7FizpL4bBxGvAXTdqHkworJoqHfD8CTgAGOY4TdauBvwGXppKJpx1nkbWosCLO84O9gHOAY4B6x3Hi6EHgl6lk4l7XQUSFFVmeHxwE+MChrrPUiOeBXwG3p5KJnOMsNUuFFSHFNVNHURhRTXCbpma9CfwauCGVTKxyHabWqLAioFhUXwHOQ0sSwuID4BLgylQykXYdplaosELO84MDgEuBsa6zSKfeBn4C3JZKJvRiqjAVVkgV3/W7BDjadRYpyVPAGalk4lHXQeJMhRUyxZ0RzgV+jNZQRdE04OxUMvGe6yBxpMIKEc8PjgYuA0a4ziKbZRnQCvwmlUxkHWeJFRVWCHh+MAz4Xwor0yU+ZgFf1cnW3UeF5ZjnB0cBv0Or0+MqTWFS/nJNym8+FZYjnh9sAVwBnOw6i1TFv4GTUsnEPNdBokyF5YDnBxOAW4CRrrNIVX0E/CCVTNzmOkhUqbCqyPODeuB8Cu8C6gIgtesPwCmpZGKp6yBRo8KqEs8PtqPwD3Vf11kkFN4FTtC6rfKE+cICseH5wWQKe4yrrGSNbYDpnh+c5DpIlGiEVWHFf5DXAU2Oo0h4XQL4uu7ipqmwKqR4wnISONt1FomEu4ATU8nECtdBwkyFVQHFJQu3UNgKRqRUs4DPp5KJd10HCSsVVjfz/GBr4O8UrvUnUq5FwFGpZOIJ10HCSJPu3cjzg30onLU/xnEUia6hwIOeH3zZdZAw0girm3h+sC9wL9DHdRaJhTzwjVQycYvrIGGiEVY3UFlJBdQBN3l+8DXXQcJEhbWZVFZSQXXAjSqtT6iwNkPxnECVlVSSSmstKqwu8vxgPCorqY41pfV110FcU2F1QbGs7gP6us4iNaMOuKHWS0vvEpbJ84O9gemorMSNPIUV8TW5RY0KqwyeH2wDPAls6TqL1LQ08JlUMjHDdZBqU2GVyPODPsAMYHfXWUSAxcDEVDLxmusg1aQ5rBJ4ftAA/BmVlYTHQOCfnh/U1LUAVFiluRw41HUIkfWMBP7q+UGj6yDVosLaBM8P/gs4xXUOkQ2YDFzpOkS1aA5rIzw/2J/CO4LafE/C7vupZOJa1yEqTYW1AZ4fbAXMpHD2vEjYdQAHx/2dQxVWJzw/qKMwsjrQdRaRMrwD7JFKJtpcB6kUzWF17gxUVhI92wJXuw5RSRphrcfzgz0obMLX7DqLSBedENeV8CqstXh+0EzhclxabyVRthTYPZVMzHMdpLvpkHBdP0dlJdHXj8Lmf8Z1kO6mwiry/GAKhbkrkTg4GDjddYjupkNCwPODvsALFCYtReIiDYxLJRMvug7SXTTCKrgClZXETzMwzfODetdBukvNF5bnB5OAb7jOIVIhewLfcx2iu9T0IWFxUvJpYB/XWUQqaAkwKpVMLHEdZHPV+gjrJFRWEn8DgFbXIbpDzY6wPD/oDbwKDHOdRaQKssCeqWRijusgm6OWR1g/RWUltaMBuMx1iM1VkyMszw+2B+ag02+k9nwhlUzc7TpEV9XqCOsSVFZSm37t+UFk93erucIqrmj/ouscIo6MBE51HaKraq6wgAtdBxBx7EzPD3q4DtEVNVVYnh/sS2EPbJFaNpTCkp7IqanCAs5xHUAkJM6M4ik7NVNYnh/sBHzBdQ6RkNgBONZ1iHKFurCMMb83xrxvjJndDd/uLCB2+wOJbIbIHXGEurCAG4HDN/ebeH4wHPjqZqcRiZcxnh8c5jpEOUJdWNbaRyicuLm5TkPXFhTpTKRGWaEurO5Q3Jzvu65ziITUQZ4fjHcdolSxLyzgO0Af1yFEQiwyWynXQmGd7DqASMgd5flBf9chShHrwvL8YCIw2nUOkZDrAXzFdYhShLqwjDF/BB4HRhtj5hljyh0tfbMCsUTiKBKvldhuL+P5QU/gPTR/JVKqPcJ+hZ1Qj7A205GorETKcaLrAJsS58I63nUAkYg5PuxXi45lYRXXXn3WdQ6RiBkBTHQdYmNiWVjA0WhHUZGuCPW7hXEtrMidhS4SEke7DrAxsXuXsLhf9RJgC9dZRCJqt1Qy8ZLrEJ2J4whrIiorkc3xGdcBNiSOhRXaJ1skIg5xHWBDVFgisr4DPT9odB2iM7EqLM8P+gDjXOcQibhewL6uQ3SmwXWAbnYQ4GRj/WVP/43ls+4DA42DPQYdcRodS+ax+N6rsZnVNPQdwqDPn0Vdc8un7rvqzZks+fdvIZ+n156H0nffwpucHz10A6venEnTkO0Y9LkfA7B89nTyq9vpM1bb00tFHQL8x3WI9cVqhIWjw8Fs+4csm/l3hn3jMoaffA3k86yY+wiL//Ub+h94EsNPvpqWHSey7Mm/fuq+Np9jyf1TGXLshQz/9jWsmPMwmQ/fIZ9eQXr+XIZ/6yqszZP5IEW+I82K2Q/Qe6+Eg59Sakwop1ZUWN0ln8NmM9h8DptNU99rAB1L5tG8zW4A9PD2YuWrj33qbpmFr9LQb0sa+w3D1Deyxc6TWfXaE4DB5rJYa7HZDKaunmVP3UHvfY7E1MdtYCwhNL54xkioxKawPD/YEtjJxWM39B5En/FHM3/qN5l31dcwzS303G5vmgaNYNXrTwKw8uUZZNs//NR9s+2Laegz+OPP63sPIrd8MXXNLbSM3o+FN55KQ9+hmOYtyCx8lZZRoZxakPipBya5DrG+OP2q3svVA+dWL2fla0+y1feup655Cz64K8nylx5k4BE/YskDv6Xt0T/Sc+QETF2pT3fh/NO+E46h74RjAFj8ryvpd8BXaZ91L6vfeo7GIR799tP53VJRewCB6xBri80IC9jN1QOvTj1PQ9+h1Lf0xdQ30LLjRNLz59I4cBuGfvm/2fKkK9hilwNp6D/sU/dt6D2Q7LIPPv481/4h9b0GrHObzKI3CrftvxUrZk9n8FE+HR+8TceS+ZX9waTW7e46wPriVFjOntyGPoPJLHiFfMdqrLWsfnsWjQO3IbdiKQDW5ml77DZ6j/n0BhJNW+5I9qMFdCx9D5vrYMXcR+g5csI6t1n6n1voO+lEyGfB5gtfNHXYbLrSP5rUtj1cB1hfnA4JnY2wmoePpmX0/iy88TRMXR1NQ3eg956H0/78P2l/tjCibtlxP7bYvbCAONu+mMX3XMnQYy/E1NUz4JDv8f7tPwObp9fuh9A0eMTH33vlq4/TNGwUDb0HFh9rJxZcfwqNQzyahmxf/R9Waslozw+aUslExnWQNWJx8rPnB/XACrSljEh32zOVTLzgOsQacTkkHIXKSqQSQjWPVVJhGWOONcb0Lv75PGPMHcaYvSsbrSyhelJFYiRUr61SR1jnW2vbjTGTgMOAm4CplYtVNmfzVyIxF8nCyhX/mwCmWmvvApoqE6lLVFgilRHJwppvjLkOOA74pzGmuYz7VsN2rgOIxNTwMF1Jp9TSOQ64FzjcWrsUGACcValQXTDEdQCRmKoHBroOsUap67C2BAJrbdoYM4XCgrKbKxWqCwZv+iYi0kVDgE+fCOtAqSOsvwI5Y8xI4HoKh2B/qFiqMnh+0I9wzaeJxM1Q1wHWKLWw8tbaLPBF4HJr7ekURl1hoNGVSGWFZsql1MLqMMacAHwd+Efxa2HZ8zk0T6ZITEVuhPVNCpfPutha+5YxZjvglsrFKosKS6SyQvMaK2nS3Vo7xxhzDrBt8fO3gGQlg5UhNE+mSEyF5jVW6qk5nweeB+4pfj7GGHN3BXOVQ3NYIpUVuUPCVmA8sBTAWvs84VmsOWDTNxGRzRCavd1LLaystbZtva+FZV+asEz+i8RVaF5jpS4cnW2M+QpQb4wZBZwKfPoSMG7EaRNCkTBycq3PzpQ6wvohsCuQprBgtA04rUKZyhWaJ1MkpkIzKCj1XcKVwLnFj7BRYUXMQNo+bCKb2/QtJQwstLvOsEZJhWWMuR84tnjiM8aY/sBt1trDKphNYmrvutfmXdd42bZ1xuoNk2hYWFgz7l6ph4SD1pQVgLX2I8KzNiPrOoCU5/782DGfyVzSnraNb7jOIiUJzWus5HMJjTHbrvnEGDOC8LxLGJonU0r3ph0+Yp/01MHv2f7PuM4imxSa11iphXUuMMMYM80YMw14BPhJ5WKVJTRPppRnOS199kv/Zq9Hc7s+7DqLbFRo5htLKixr7T3A3sCfgNuBfay191YyWBk6XAeQrstTV39ix7kHXpE9+j/W6u8ypEJzXcJST805Guiw1v7DWvt3IGuMOaqiyUq3/oJWiaDLsscecHLHmXPy1ix2nUU+ZYnrAGuUekh4wdor3YsT8BdUJFH5FrkOIN1jen7vPQ/O/M/K1bbxdddZZB3vuw6wRqmF1dntwrKYTIUVIym75Tb7pK8dutAOeNp1FvlYaF5jpRbWM8aYS40xOxhjtjfGXAbMrGSwMoTmyZTusYKevfdLX7nPI7ndNRkfDpEbYf2QwsTbn4A/A6uBUyoVqkwqrBiy1NV9veMnB17accwMa8Mz6VujQlNYpZ6aswLwK5ylq1RYMXZl7ouTXrDbv/D7xkuG1xk7yHWeGhWawjLWbnr9pzHmQTpZKGqtPbgSocrl+UE70Mt1DqmcEea9efc0+at6mswo11lq0Gha2151HQJKnzg/c60/9wC+RLgWbL4HjHQdQirnbTts67Hpqcvvaz77qa3M4vGu89SY0IywSl04OnOtj0ettWcAEyqcrRw6LKwBK+jZa1L6irHTc2Mecp2lhmRobVvqOsQapS4cHbDWxyBjzOHAsApnK8d81wGkOix1dd/qOHvKJR3HzbCWtOs8NeAt1wHWVuoh4UwKc1iGwqkwKeDkCmXqitnAca5DSPVcnTtq0iy7w4s3NSaH1RurC5FUzouuA6yt1GUN5wBjrLXbAdOAFcDKiqUq3wuuA0j1zcjvvvuUzGWZlbbpFddZYiyShXWetXaZMWYScAhwIzC1YqnKF6onVarnXTtkq7Hpa7d+Nz/oyWo83rfuWsWQS9rZ7ZrlH3/tzy91sOs1y6m7cBnPLNjwxgb3vJ5l9FXLGXllO8kZnxzNnnP/avaYupyv37nq469Nm5XhiidCccQ723WAtZVaWGv+FhLAtdbau4CmykTqkrcI0TauUl0r6bHFAZkrxj+Q2+uhSj/WSWMaueerLet8bbchddxxXE8mj9jwbt25vOWUf67iXye2MOeUXvxxdgdzPsjRttry2LwcL3y/FzlreXFRjlUdlhtndfCDcaF4iYVqMFBqYc03xlxHYZ7on8aY5jLuW3GpZMISst8EUm3GfLvjrCn/r+OER61ldaUeZfKIBgb0NOt8befB9YwetPFLCzw1P8fIAXVs37+OpnrD8bs2ctfLWeoMZHIWay2rOqCxHi55LMOp45torDcb/Z5VsBII1a6wpZbOccC9wOHFnRoGAGdVKlQXaR5LuC73+f1P7PjpGzlrQrN2CGB+u2WbPp+83LbuY5jfnqd3s+FLOzey13Ur2K5fHX2bDU8vyPGFnUJxKcA5tLblXYdYWzlXzbljrc8XAgsrFaqLVFgCwGP53XY9MHP5gvuazn65xaR3cp0HoLMTStaMn87ev5mz928G4Nt3r+KiKc3877MZ7nsjyx5D6zlvcnP1gq4rVIeDEKLDum6gwpKPzbODh++Tvnbbd/JDnnCdBQojqneXfTJYmbfMMrz3ui+/5xYWpop3HFjHzbM6uP3YFma/n+O1xc52KFZhVdALhOfCGBICq2humZy5bMK9ubEPuc4ybqt6Xluc562P8mRyltte6uDI0ese4Jz/YJqLDmqmIw+54r/kOgMr3W0c/ayzR96A2BRWKplYBjzvOoeEjTHf7ThjysUdJz7WHZPxJ/x1JROvX8Eri/NsfWk71z+b4c65HWx9aTuPz8uR+MNKDrtlBQAL2vMccWthuWJDneGqI3pw2C0r2fnq5Ry3SyO7Dvlkov5vL3cwbng9w3vX0a+HYeLW9ew+dTnGwJ7DnFwreCXwuIsH3piSdmuICs8Pfgmc7TqHhNO+dS+9dGvjLwbVGzvUdZYIuJfWtsNdh1hfbEZYRfe5DiDh9UR+110PSF+RX2F7zHWdJQIecB2gM3ErrBnAqk3eSmrWAgZtOTY9dcRb+aGhO9wJmftdB+hMrAorlUykgf+4ziHhtormloMyl+4b5CY8ZK3eqOnE+4T0XfdYFVaRDgulBMac0vGjKRdlv/aEtRqVr2c6rW2hLPI4FlYoh7ISTjfkPjvxy5nz38pZ857rLCESyvkriGdhvUhhy2SRkjxld95lUvpKltsec1xnCYnQ/tKPXWEVT4QO7W8ICaeFDBw2Nj11uzfzWz7mOotjL9Pa9o7rEBsSu8IqutN1AIme1TT3PDjz6/3uzk2s5cn4P7kOsDFxLawAaHMdQqLp1I4fTrkg+40nrA3VrrrVcpvrABsTy8IqLm+4Y5M3FNmAm3OHTTw2c8HbWVsXtl1JKmkWrW0vuw6xMbEsrKI/uA4g0faMHb3z/ukr69ttz5dcZ6mSP5ZzY2PM4caYV4wxrxtjqnJl+DgX1nRggesQEm2LGDBkbHrqDq/lhz/qOkuF5YFbS72xMaYeuBr4LLALcIIxZpcKZftYbAsrlUzkgZtd55DoS9PU45DM/+x/Z27/h2M8Gf8ArW3zyrj9eOB1a+2b1toMhbmvL1Qm2idiW1hFv3cdQOLj9I5TDjw/+80nrWWF6ywVcEOZt98KeHetz+cVv1ZRsS6sVDLxGjq3ULrRLblD9v1i5sJ5WVsXp+mGpcDfyrxPZ1fIqPjoM9aFVXS96wASL8/ZUaP3S/+mcZntGZcrNd1Ea1u5mxvOA7ZZ6/OtqcKccS0U1m2E74IZEnHv03/w2PS1o17Jbx31yfgscFkX7vc0MMoYs50xpgk4Hri7W5N1IvaFVVyTdbnrHBI/GRqbD8v8av8/Zyc/bC2huhxWGf5Ea9vb5d7JWpsF/i+Fy//NBW631lZ8+UestkjeEM8PegPvAP0cR5GYOq7+wad+2fC7XYyhl+ssZdqT1rZQ7n3VmdiPsABSyUQ7MNV1Domv23MHjT8qc9GCrK0rZ2mAa/dEqaygRgqr6HK0fbJU0Cw7csd901c1t9mW0F3PbwN+5TpAuWqmsFLJxPuUv9ZEpCwf0m/w2PS1o+fmt53hOssmPE1r24OuQ5SrZgqr6BIK74qIVEwHDU2fzSQn3Zad8lCIJ+MjN7qCGiusVDKRAm53nUNqg5/9zpSzs995xlraXWdZz2tEdDeTmiqsoouBnOsQUhv+nJsy/sjMz9/rsPXvbvrWVfNTWtvCOvLbqJorrFQyMQe4znUOqR0v2u1HTUhf1bLUbjHLdRbgEVrb/uI6RFfVXGEVnQ8scR1CascS+g4cl5668+y85/Lc1jzwI4ePv9lqsrBSycQS4Geuc0ht6aCh6XOZXxxwa/ZgVyvjb6C17XkHj9ttarKwiq6lcEkwkao6N/vtA8/o+P5Ma1lWxYdtB86t4uNVRM0WViqZyAGnuc4htenO/AHjEplffNBh66t1Sa2f09q2qEqPVTE1W1gAqWRiOhF9e1eib471dhifvrrXR7bX8xV+qDeIyQYANV1YRT8Gyt0LSKRbfESfAePS1+z6Qn67Sk7Gn0VrW6aC379qar6wiotJf+k6h9SuLA2NR2YuPuCm7KEPW9vtawTvpLUtNhcWrvnCKroYmOk6hNS2C7InHXhaxynPWdttFwFeBHynm75XKNTEflil8PxgNPAs0OI6i9S2nc3bb9zddF5Do8mN2Mxv9Tla24JuCRUSGmEVpZKJV4AzXecQmWtH7DAufU2fxbb3c5vxbX4Xt7ICFdY6UsnEVCB2f8kSPUvp3X9C+urdnsvv8EgX7v4GcHp3ZwoDFdanfQt433UIkSwNjUdn/nvy77OHlzMZnwO+RmtbHK+dqDmsznh+8Dng765ziKyRqHti5lWNV440hr6buOnFtLadV5VQDmiE1YlUMvEPCqfuiIRCkN93n8MzySUZ25DayM1mAhdWKZITKqwN+zE611BC5BW77Xbj0tf0+9D2ebaT//0h8CVa2zqqnauaVFgbkEomVgJHUviHIBIKbfTqNyF99R7P5HdcezI+CxzblesLRo0KayOKq+CPAWL9W0uiJUd9wzGZ1sm/zR7xiLVkgTNobXvIda5q0KR7CTw/+D5wjescIus7tO7pX/32F63nuM5RLRphlaC4PutK1zlE1jP9vvy42L4j2BkVVulOB+5yHUKkaC7wpVQyUVPTFTokLIPnBy3AQ8A4x1Gktn0ATEglE2+5DlJtGmGVofjO4econPog4sJHwOG1WFagwipb8ZL3U1BpSfUtBQ5JJROdrcOqCSqsLkglE/OAA4HXXWeRmtFGoaxqet82FVYXpZKJ+RRGWq85jiLx1wYcmkomnnEdxDUV1mZYq7RedRxF4msZcFgqmXjKdZAwUGFtplQysYBCab3iOIrETzuFCfYnXQcJCxVWN0glEwuBg4CXXWeR2FhGoawedx0kTFRY3aRYWlOAmp9nkM2WAvZPJROPuQ4SNiqsbpRKJhYBk4HbXWeRyHqCwqLQ2a6DhJEKq5ulkolVwPEUNlLTaQRSjtuAg4pr/aQTOjWngjw/OA64EejpOIqE30VAayqZ0AtyI1RYFeb5wVgKJ00Pd51FQikNfCuVTPzBdZAoUGFVgecHwymU1ljXWSRUPgCO0uR66TSHVQXFtVqTgRtcZ5HQuBfYU2VVHo2wqszzg6OB3wKDXGcRJ1YD5wC/0XxV+VRYDnh+MBS4Hki4ziJVNQs4MZVMvOQ6SFSpsBzy/OC7wK+BLVxnkYqywKXAualkIu06TJSpsBzz/GAkMA3Y13UWqYj5wDdSycS/XQeJA026O5ZKJl4HJgE/Q5cTixML3ATsobLqPhphhYjnB6MpXJ3nUNdZZLO8AJySSiZmuA4SNyqsEPL84CjgMsBzm0TK1AZcAFyVSiZyrsPEkQorpDw/6AGcAfhAb8dxZONyFJaqXJBKJj5wHSbOVFgh5/nBEKAV+C+gwW0a6cS/gDNTycQc10FqgQorIjw/2InCCbJfQm+WhMH9wC9SycRDroPUEhVWxBSXQfwYOAno4TZNzckDdwDJWr96jSsqrIgqHiqeCvwA6O84TtxlKKyV+1UqmdAFRxxSYUWc5we9KMxvnQ5s4zhO3KygMJn+6+IVksQxFVZMeH7QAJxAobwmAcZtokh7FrgZmJZKJpa4DiOfUGHFkOcHHnAi8FVgJ7dpImMBcCtws/ZTDy8VVsx5frAPheI6HhjmOE7YrAT+RmE09YAWe4afCqtGeH5QD3yGQnl9FhjoNpEzbcCDwN3AX1LJRLvjPFIGFVYN8vzAAGMoFNhnKMx5tbjMVEE54EkK66buA57USCq6VFiC5wdNwH58UmBjgXqnoTbPGxTK6X5geiqZaHOcR7qJCks+xfODvsA4CqOwMcCeFCbvw3ZqkKVwleTnKLyz9yzwbPGCthJDKiwpiecHzcAoYGcK5bUzsAMwFBhM5Q4pVwKLgPeKH68Bc4CXgLmpZGJFhR5XQkiFJd3C84MWYAiF8hq83p8bKYyG1nyw3ueWwvX5FvFJOS0C3kslE8ur91NI2KmwRCQydNa/iESGCktEIkOFJSKRocISkchQYYlIZKiwRCQyVFgiEhkqLBGJDBWWiESGCktEIkOFJSKRocISkchQYYlIZKiwRCQyVFgiEhkqLBGJDBWWiESGCktEIkOFJSKRocISkchQYYlIZKiwRCQyVFgiEhkqLBGJDBWWiESGCktEIkOFJSKRocISkchQYYlIZKiwRCQyVFgiEhkqLBGJDBWWiETG/wdXmTtmzrOrgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['success'].value_counts().plot(kind='pie',figsize=[12,5], autopct='%1.1f%%')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7deb53e4",
   "metadata": {},
   "source": [
    "## Terrorism analysis In India and in Indian states "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c182b5ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total attack on India 11960\n",
      "Death due to terrarist attack in India- 19341.0\n"
     ]
    }
   ],
   "source": [
    "tf=df[df['country']=='India']\n",
    "print(f'Total attack on India {tf.shape[0]}')\n",
    "x=tf['death'].sum()\n",
    "print(f'Death due to terrarist attack in India- {x}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cbea64dc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    death  injured\n",
      "state                             \n",
      "Jammu and Kashmir  4079.0   8569.0\n",
      "Punjab             2751.0   2274.0\n",
      "Assam              2112.0   3953.0\n",
      "Chhattisgarh       1465.0   1053.0\n",
      "Maharashtra        1010.0   2036.0\n",
      "Jharkhand           796.0    723.0\n",
      "Bihar               765.0    561.0\n",
      "Manipur             747.0   1087.0\n",
      "Unknown             673.0    384.0\n",
      "West Bengal         671.0    986.0\n",
      "Andhra Pradesh      543.0    676.0\n",
      "Uttar Pradesh       502.0    858.0\n",
      "Delhi               439.0   2041.0\n",
      "Tripura             358.0    245.0\n",
      "Orissa              276.0    268.0\n",
      "Haryana             268.0    373.0\n",
      "Tamil Nadu          248.0    738.0\n",
      "Odisha              221.0    151.0\n",
      "Chandigarh          192.0    141.0\n",
      "Madhya Pradesh      191.0    130.0\n",
      "Nagaland            190.0    224.0\n",
      "Gujarat             159.0    454.0\n",
      "Meghalaya           134.0    186.0\n",
      "Himachal Pradesh    126.0    265.0\n",
      "Rajasthan           119.0    109.0\n",
      "Uttaranchal         117.0    219.0\n",
      "Karnataka            92.0    153.0\n",
      "Andhra pradesh       33.0     14.0\n",
      "Mizoram              32.0     24.0\n",
      "Arunachal Pradesh    14.0     33.0\n",
      "Kerala               12.0     43.0\n",
      "Telangana             4.0      5.0\n",
      "Goa                   2.0      1.0\n",
      "Puducherry            0.0      0.0\n",
      "Sikkim                0.0      3.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Adity\\AppData\\Local\\Temp\\ipykernel_24356\\2463959400.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  jk=tf.groupby('state')['death','injured'].sum()\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jk=tf.groupby('state')['death','injured'].sum()\n",
    "jk=jk.sort_values('death',ascending=False)\n",
    "print(jk)\n",
    "jk.plot(kind='bar',figsize=[15,6])\n",
    "plt.title('No. of death and injured count state wise in India')\n",
    "plt.xlabel('Death and injured')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ed84b44",
   "metadata": {},
   "source": [
    "### Number of attack state wise in India "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9a6b1a26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Indian states')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf['state'].value_counts().head(15).plot(kind='barh',figsize=[12,5])\n",
    "plt.title('Most affected state in India due to Terrarism')\n",
    "plt.xlabel('No. of attack')\n",
    "plt.ylabel('Indian states')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02beb25",
   "metadata": {},
   "source": [
    "### Death and Injured plot with Year wise in each state "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f4fc2fec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Death, Year, State wise analysis')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "trr=tf[['year','state','death','injured']].groupby(['state','year']).sum().sort_values('death',ascending=False).head(15)\n",
    "trr.plot(kind='bar', figsize=[15,5])\n",
    "plt.title('Death, Year, State wise analysis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8ded93c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state           year\n",
       "Andhra Pradesh  2014    25\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tg=tf[['year','state']].groupby(['state'])['year'].value_counts().head(1)\n",
    "tg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5e7aa4e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11960, 17)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tt=df[df['country']=='India']\n",
    "\n",
    "tt.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "28e7e9f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10280"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tt['success'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a03ce926",
   "metadata": {},
   "outputs": [],
   "source": [
    "# No. of attack in India= 11960 and successful attack is 10280"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec315263",
   "metadata": {},
   "source": [
    "# Result\n",
    "### 1.There are 12 different types of weaphons used and 9 different types of attack\n",
    "\n",
    "### 2.In india Maximum death is in Jammu and Kashmir\n",
    "\n",
    "### 3.Maximum time used weapon is Explosion\n",
    "\n",
    "### 4.Maximum terrorists attack among all known city is Baghdad then Karachi\n",
    "\n",
    "### 5.Taliban is most involved terrerist gang in the world\n",
    "\n",
    "### 6.Highest no. of attack till now - Iraq then pakistan then afganistan then India\n",
    "\n",
    "### 7.Explosion and firearms are mostly used in attack\n",
    "\n",
    "### 8.Middle east and north africa are mostly affected region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15b41565",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}