Data science task 4

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "83bc676f",
   "metadata": {},
   "source": [
    "# AUTHOR : RAJIL JAIN"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f043574",
   "metadata": {},
   "source": [
    "# GRIP@The Sparks Foundation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a823b51",
   "metadata": {},
   "source": [
    "# Task -4"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "832d14cf",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis - Terrorism"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c996cd1",
   "metadata": {},
   "source": [
    "In this task we will perform few analysis on our dataset to find out the hot zone of terrorism, what all security issues and insights you can derive by EDA. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "810a404c",
   "metadata": {},
   "source": [
    "Language : Python\n",
    "\n",
    "IDE : Jupyter Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1cd24f98",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the libraries\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "daf8012b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#import dataset\n",
    "\n",
    "df=pd.read_csv(\"D:\\Sparks Foundation\\Task 4\\globalterrorismdb_0718dist.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ef73c235",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(181691, 135)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5f12c3e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "106"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nul = []\n",
    "for i in df.columns:\n",
    "    if df[i].isna().sum()>0:\n",
    "        nul.append(i)\n",
    "len(nul)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b4558d3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(181691, 29)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in nul:\n",
    "    df.drop(i,axis=1,inplace=True)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "20415bcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 181691 entries, 0 to 181690\n",
      "Data columns (total 29 columns):\n",
      " #   Column           Non-Null Count   Dtype \n",
      "---  ------           --------------   ----- \n",
      " 0   eventid          181691 non-null  int64 \n",
      " 1   iyear            181691 non-null  int64 \n",
      " 2   imonth           181691 non-null  int64 \n",
      " 3   iday             181691 non-null  int64 \n",
      " 4   extended         181691 non-null  int64 \n",
      " 5   country          181691 non-null  int64 \n",
      " 6   country_txt      181691 non-null  object\n",
      " 7   region           181691 non-null  int64 \n",
      " 8   region_txt       181691 non-null  object\n",
      " 9   vicinity         181691 non-null  int64 \n",
      " 10  crit1            181691 non-null  int64 \n",
      " 11  crit2            181691 non-null  int64 \n",
      " 12  crit3            181691 non-null  int64 \n",
      " 13  success          181691 non-null  int64 \n",
      " 14  suicide          181691 non-null  int64 \n",
      " 15  attacktype1      181691 non-null  int64 \n",
      " 16  attacktype1_txt  181691 non-null  object\n",
      " 17  targtype1        181691 non-null  int64 \n",
      " 18  targtype1_txt    181691 non-null  object\n",
      " 19  gname            181691 non-null  object\n",
      " 20  individual       181691 non-null  int64 \n",
      " 21  weaptype1        181691 non-null  int64 \n",
      " 22  weaptype1_txt    181691 non-null  object\n",
      " 23  property         181691 non-null  int64 \n",
      " 24  dbsource         181691 non-null  object\n",
      " 25  INT_LOG          181691 non-null  int64 \n",
      " 26  INT_IDEO         181691 non-null  int64 \n",
      " 27  INT_MISC         181691 non-null  int64 \n",
      " 28  INT_ANY          181691 non-null  int64 \n",
      "dtypes: int64(22), object(7)\n",
      "memory usage: 40.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d573e7f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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>extended</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>specificity</th>\n",
       "      <th>...</th>\n",
       "      <th>ransomamt</th>\n",
       "      <th>ransomamtus</th>\n",
       "      <th>ransompaid</th>\n",
       "      <th>ransompaidus</th>\n",
       "      <th>hostkidoutcome</th>\n",
       "      <th>nreleased</th>\n",
       "      <th>INT_LOG</th>\n",
       "      <th>INT_IDEO</th>\n",
       "      <th>INT_MISC</th>\n",
       "      <th>INT_ANY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.816910e+05</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>177135.000000</td>\n",
       "      <td>1.771340e+05</td>\n",
       "      <td>181685.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.350000e+03</td>\n",
       "      <td>5.630000e+02</td>\n",
       "      <td>7.740000e+02</td>\n",
       "      <td>552.000000</td>\n",
       "      <td>10991.000000</td>\n",
       "      <td>10400.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "      <td>181691.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.002705e+11</td>\n",
       "      <td>2002.638997</td>\n",
       "      <td>6.467277</td>\n",
       "      <td>15.505644</td>\n",
       "      <td>0.045346</td>\n",
       "      <td>131.968501</td>\n",
       "      <td>7.160938</td>\n",
       "      <td>23.498343</td>\n",
       "      <td>-4.586957e+02</td>\n",
       "      <td>1.451452</td>\n",
       "      <td>...</td>\n",
       "      <td>3.172530e+06</td>\n",
       "      <td>5.784865e+05</td>\n",
       "      <td>7.179437e+05</td>\n",
       "      <td>240.378623</td>\n",
       "      <td>4.629242</td>\n",
       "      <td>-29.018269</td>\n",
       "      <td>-4.543731</td>\n",
       "      <td>-4.464398</td>\n",
       "      <td>0.090010</td>\n",
       "      <td>-3.945952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.325957e+09</td>\n",
       "      <td>13.259430</td>\n",
       "      <td>3.388303</td>\n",
       "      <td>8.814045</td>\n",
       "      <td>0.208063</td>\n",
       "      <td>112.414535</td>\n",
       "      <td>2.933408</td>\n",
       "      <td>18.569242</td>\n",
       "      <td>2.047790e+05</td>\n",
       "      <td>0.995430</td>\n",
       "      <td>...</td>\n",
       "      <td>3.021157e+07</td>\n",
       "      <td>7.077924e+06</td>\n",
       "      <td>1.014392e+07</td>\n",
       "      <td>2940.967293</td>\n",
       "      <td>2.035360</td>\n",
       "      <td>65.720119</td>\n",
       "      <td>4.543547</td>\n",
       "      <td>4.637152</td>\n",
       "      <td>0.568457</td>\n",
       "      <td>4.691325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.970000e+11</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-53.154613</td>\n",
       "      <td>-8.618590e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.900000e+01</td>\n",
       "      <td>-9.900000e+01</td>\n",
       "      <td>-9.900000e+01</td>\n",
       "      <td>-99.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-99.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.991021e+11</td>\n",
       "      <td>1991.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>11.510046</td>\n",
       "      <td>4.545640e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-9.900000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-99.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.009022e+11</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>31.467463</td>\n",
       "      <td>4.324651e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.500000e+04</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>-9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.014081e+11</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>34.685087</td>\n",
       "      <td>6.871033e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.273412e+03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</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>max</th>\n",
       "      <td>2.017123e+11</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1004.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>74.633553</td>\n",
       "      <td>1.793667e+02</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>1.320000e+08</td>\n",
       "      <td>2.750000e+08</td>\n",
       "      <td>48000.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2769.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            eventid          iyear         imonth           iday  \\\n",
       "count  1.816910e+05  181691.000000  181691.000000  181691.000000   \n",
       "mean   2.002705e+11    2002.638997       6.467277      15.505644   \n",
       "std    1.325957e+09      13.259430       3.388303       8.814045   \n",
       "min    1.970000e+11    1970.000000       0.000000       0.000000   \n",
       "25%    1.991021e+11    1991.000000       4.000000       8.000000   \n",
       "50%    2.009022e+11    2009.000000       6.000000      15.000000   \n",
       "75%    2.014081e+11    2014.000000       9.000000      23.000000   \n",
       "max    2.017123e+11    2017.000000      12.000000      31.000000   \n",
       "\n",
       "            extended        country         region       latitude  \\\n",
       "count  181691.000000  181691.000000  181691.000000  177135.000000   \n",
       "mean        0.045346     131.968501       7.160938      23.498343   \n",
       "std         0.208063     112.414535       2.933408      18.569242   \n",
       "min         0.000000       4.000000       1.000000     -53.154613   \n",
       "25%         0.000000      78.000000       5.000000      11.510046   \n",
       "50%         0.000000      98.000000       6.000000      31.467463   \n",
       "75%         0.000000     160.000000      10.000000      34.685087   \n",
       "max         1.000000    1004.000000      12.000000      74.633553   \n",
       "\n",
       "          longitude    specificity  ...     ransomamt   ransomamtus  \\\n",
       "count  1.771340e+05  181685.000000  ...  1.350000e+03  5.630000e+02   \n",
       "mean  -4.586957e+02       1.451452  ...  3.172530e+06  5.784865e+05   \n",
       "std    2.047790e+05       0.995430  ...  3.021157e+07  7.077924e+06   \n",
       "min   -8.618590e+07       1.000000  ... -9.900000e+01 -9.900000e+01   \n",
       "25%    4.545640e+00       1.000000  ...  0.000000e+00  0.000000e+00   \n",
       "50%    4.324651e+01       1.000000  ...  1.500000e+04  0.000000e+00   \n",
       "75%    6.871033e+01       1.000000  ...  4.000000e+05  0.000000e+00   \n",
       "max    1.793667e+02       5.000000  ...  1.000000e+09  1.320000e+08   \n",
       "\n",
       "         ransompaid  ransompaidus  hostkidoutcome     nreleased  \\\n",
       "count  7.740000e+02    552.000000    10991.000000  10400.000000   \n",
       "mean   7.179437e+05    240.378623        4.629242    -29.018269   \n",
       "std    1.014392e+07   2940.967293        2.035360     65.720119   \n",
       "min   -9.900000e+01    -99.000000        1.000000    -99.000000   \n",
       "25%   -9.900000e+01      0.000000        2.000000    -99.000000   \n",
       "50%    0.000000e+00      0.000000        4.000000      0.000000   \n",
       "75%    1.273412e+03      0.000000        7.000000      1.000000   \n",
       "max    2.750000e+08  48000.000000        7.000000   2769.000000   \n",
       "\n",
       "             INT_LOG       INT_IDEO       INT_MISC        INT_ANY  \n",
       "count  181691.000000  181691.000000  181691.000000  181691.000000  \n",
       "mean       -4.543731      -4.464398       0.090010      -3.945952  \n",
       "std         4.543547       4.637152       0.568457       4.691325  \n",
       "min        -9.000000      -9.000000      -9.000000      -9.000000  \n",
       "25%        -9.000000      -9.000000       0.000000      -9.000000  \n",
       "50%        -9.000000      -9.000000       0.000000       0.000000  \n",
       "75%         0.000000       0.000000       0.000000       0.000000  \n",
       "max         1.000000       1.000000       1.000000       1.000000  \n",
       "\n",
       "[8 rows x 77 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4b25a8f",
   "metadata": {},
   "source": [
    "## Data Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c502797c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,1,figsize=(20,10))\n",
    "sns.heatmap(df.corr())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f8ddec69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x1728 with 81 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(22,24))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "a8f9acc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(15,5))\n",
    "df.groupby('attacktype1_txt')['suicide','success'].agg(sum).plot(kind='bar',ax=axes[0])\n",
    "df.groupby('property')['suicide','success'].agg(sum).plot(kind='bar',ax=axes[1])\n",
    "plt.xticks(rotation=360)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9b63c1a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='weaptype1', ylabel='targtype1'>"
      ]
     },
     "execution_count": 74,
     "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": [
    "sns.barplot(y=df['targtype1'], x=df['weaptype1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "06115bca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(15,7))\n",
    "sns.countplot(df.success,ax=axes[0])\n",
    "sns.countplot(df.vicinity,ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "149ffa3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,1,figsize=(15,7))\n",
    "sns.countplot(df['iyear'],hue=df['success'])\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Year VS success')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e271201b",
   "metadata": {},
   "source": [
    "## Terrorist Organisation with Highest Terror Attacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "f5686522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(df['gname'].value_counts()[1:15].values,df['gname'].value_counts()[1:15].index,palette=('inferno'))\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(10,8)\n",
    "plt.title('Terrorrist Organisation with Highest Terror Attacks')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91fb6902",
   "metadata": {},
   "source": [
    "## Countries Affected By Terrorist Attacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "2c8a4053",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.figure(figsize=(15,10))\n",
    "sns.barplot(x=df['country_txt'].value_counts()[:15].index,y=df['country_txt'].value_counts()[:15].values)\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Top Countries Got Attacked')\n",
    "plt.xlabel('Countries')\n",
    "plt.ylabel('No. of Attacks')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef383588",
   "metadata": {},
   "source": [
    "Above graph shows that these top 15 countries got more attacks from terrorist organisation,\n",
    "in which **India** comes in top 5 ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "0573a9ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "plt.xticks(rotation=360)\n",
    "sns.barplot(x=df['region_txt'].value_counts().values,y=df['region_txt'].value_counts().index)\n",
    "plt.title(' Top Regions affected by terrorism')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0c15f26",
   "metadata": {},
   "source": [
    "From above visualisation we can see that **Middle East and North Africa** are regions where most terrorist activity occurs.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "87713a7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "sns.barplot(x=df['city'].value_counts()[:20].values,y=df['city'].value_counts()[:20].index)\n",
    "plt.xticks(rotation=360)\n",
    "plt.title('Cities Attacked by Terrorists')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74cf953b",
   "metadata": {},
   "source": [
    "From above graph we can see that cities like **Baghdad, Karachi, Mosul** are more attacks happened."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86598d34",
   "metadata": {},
   "source": [
    "## Number Of Attacks From Year 1970 To 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "e9e69077",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,1,figsize=(20,10))\n",
    "sns.countplot(x=df.iyear,palette='tab10')\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Terror Attacks from 1970 to 2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "32603fa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.countplot(x=df['attacktype1_txt'],order=df['attacktype1_txt'].value_counts().index,palette='rainbow')\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Attack Type')\n",
    "plt.title('Type of Attack used by Terrorists')\n",
    "plt.ylabel('Number of Attacks')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24e43830",
   "metadata": {},
   "source": [
    "From above graph we found that Bombing/Explosion is widely used type for terrorist attack."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cce9461",
   "metadata": {},
   "source": [
    "## Attacks Targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "e50e8edd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.countplot(x=df['targtype1_txt'],order=df['targtype1_txt'].value_counts().index,palette='flare')\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Targets')\n",
    "plt.ylabel('Number of targets')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc4cdc9f",
   "metadata": {},
   "source": [
    "From above graph we found that, Private citizens & Property get more affected by terrorism. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c26c7983",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e699365e",
   "metadata": {},
   "source": [
    " • Most number of attacks were done by unknown group.\n",
    " \n",
    " • There is growth in terrorist attacks from 1977 to 1981 & from 2005 to 2014.\n",
    " \n",
    " • Business and Private Citizens & Property were most targeted during terrorist attacks.\n",
    " \n",
    " • Bombing/Explosion is most used type for terrorist attack.\n",
    " \n",
    " • Middle east & north africa is most affected by terrorism.\n",
    " \n",
    " • Iraq is most attacked country on planet earth.\n",
    " \n",
    " • Terrorist organisation name Taliban holds highest attacks.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bad0406",
   "metadata": {},
   "source": [
    "Thank You"
   ]
  }
 ],
 "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": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}