GTD_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Global Terrorism Database"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 170350 entries, 1970-07-02 to 2016-12-30\n",
      "Data columns (total 36 columns):\n",
      "eventid               170350 non-null int64\n",
      "country_txt           170350 non-null object\n",
      "region_txt            170350 non-null object\n",
      "provstate             152649 non-null object\n",
      "city                  160742 non-null object\n",
      "latitude              165743 non-null float64\n",
      "longitude             165744 non-null float64\n",
      "crit1                 170350 non-null int64\n",
      "crit2                 170350 non-null int64\n",
      "crit3                 170350 non-null int64\n",
      "success               170350 non-null int64\n",
      "suicide               170350 non-null int64\n",
      "attacktype1_txt       163925 non-null object\n",
      "targtype1_txt         165477 non-null object\n",
      "gname                 92044 non-null object\n",
      "individual            170350 non-null int64\n",
      "nperps                26173 non-null float64\n",
      "nperpcap              99205 non-null float64\n",
      "claimed               102742 non-null float64\n",
      "weaptype1_txt         156498 non-null object\n",
      "nkill                 160668 non-null float64\n",
      "nkillter              103687 non-null float64\n",
      "nwound                155025 non-null float64\n",
      "nwoundte              101601 non-null float64\n",
      "property              150771 non-null float64\n",
      "propextent_txt        41479 non-null object\n",
      "ishostkid             169903 non-null float64\n",
      "nhostkid              11358 non-null float64\n",
      "nhours                1899 non-null float64\n",
      "ndays                 3598 non-null float64\n",
      "kidhijcountry         3211 non-null object\n",
      "ransom                74955 non-null float64\n",
      "ransomamt             1045 non-null float64\n",
      "ransompaid            415 non-null float64\n",
      "hostkidoutcome_txt    6651 non-null object\n",
      "nreleased             6179 non-null float64\n",
      "dtypes: float64(18), int64(7), object(11)\n",
      "memory usage: 48.1+ MB\n"
     ]
    }
   ],
   "source": [
    "# Imports\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs # maps for plotting\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# columns of interest\n",
    "cols_to_extract = ['eventid','imonth', 'iyear','iday',\n",
    " 'country_txt','region_txt','provstate','city','latitude','longitude',\n",
    " 'crit1','crit2','crit3',\n",
    " 'attacktype1_txt',\n",
    " 'success','suicide',\n",
    " 'weaptype1_txt',\n",
    " 'targtype1_txt',\n",
    " 'gname',\n",
    " 'individual','nperps','nperpcap',\n",
    " 'claimed',\n",
    " 'nkill','nkillter','nwound','nwoundte',\n",
    " 'property','propextent_txt',\n",
    " 'ishostkid','nhostkid','nhours','ndays','kidhijcountry',\n",
    " 'ransom','ransomamt','ransompaid','hostkidoutcome_txt','nreleased']\n",
    "\n",
    "# Load data\n",
    "df = pd.read_excel('GTD_0617dist/globalterrorismdb_0617dist.xlsx',\n",
    "                   usecols=cols_to_extract,\n",
    "                   na_values = ['Unknown','-99','-9','Not Applicable'])\n",
    "\n",
    "# replace some values not correctly dealt with by pandas import\n",
    "df.replace(-9,np.nan,inplace=True)\n",
    "df.replace(-99,np.nan,inplace=True)\n",
    "\n",
    "# entries without month or day - treat as 1st January\n",
    "df['imonth'].replace(0,1,inplace=True)\n",
    "df['iday'].replace(0,1,inplace=True)\n",
    "\n",
    "# create a date column, then get rid of the seaparte year, month and day columns\n",
    "df['iyear']=pd.to_datetime(dict(year=df.iyear, month=df.imonth, day=df.iday)) \n",
    "df.rename(columns={'iyear':'date'}, inplace=True)\n",
    "df.drop(['imonth','iday'],axis=1,inplace=True)\n",
    "\n",
    "# set date as the index\n",
    "df.set_index('date',inplace=True)\n",
    "print('Done!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at the Structure of the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 170350 entries, 1970-07-02 to 2016-12-30\n",
      "Data columns (total 36 columns):\n",
      "eventid               170350 non-null int64\n",
      "country_txt           170350 non-null object\n",
      "region_txt            170350 non-null object\n",
      "provstate             152649 non-null object\n",
      "city                  160742 non-null object\n",
      "latitude              165743 non-null float64\n",
      "longitude             165744 non-null float64\n",
      "crit1                 170350 non-null int64\n",
      "crit2                 170350 non-null int64\n",
      "crit3                 170350 non-null int64\n",
      "success               170350 non-null int64\n",
      "suicide               170350 non-null int64\n",
      "attacktype1_txt       163925 non-null object\n",
      "targtype1_txt         165477 non-null object\n",
      "gname                 92044 non-null object\n",
      "individual            170350 non-null int64\n",
      "nperps                26173 non-null float64\n",
      "nperpcap              99205 non-null float64\n",
      "claimed               102742 non-null float64\n",
      "weaptype1_txt         156498 non-null object\n",
      "nkill                 160668 non-null float64\n",
      "nkillter              103687 non-null float64\n",
      "nwound                155025 non-null float64\n",
      "nwoundte              101601 non-null float64\n",
      "property              150771 non-null float64\n",
      "propextent_txt        41479 non-null object\n",
      "ishostkid             169903 non-null float64\n",
      "nhostkid              11358 non-null float64\n",
      "nhours                1899 non-null float64\n",
      "ndays                 3598 non-null float64\n",
      "kidhijcountry         3211 non-null object\n",
      "ransom                74955 non-null float64\n",
      "ransomamt             1045 non-null float64\n",
      "ransompaid            415 non-null float64\n",
      "hostkidoutcome_txt    6651 non-null object\n",
      "nreleased             6179 non-null float64\n",
      "dtypes: float64(18), int64(7), object(11)\n",
      "memory usage: 53.1+ MB\n",
      "==============================\n",
      "FIRST 5 INCIDENTS IN 2016:\n",
      "==============================\n"
     ]
    },
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       "      <th></th>\n",
       "      <th>eventid</th>\n",
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       "      <td>Punjab</td>\n",
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      "text/plain": [
       "                 eventid country_txt                  region_txt provstate  \\\n",
       "date                                                                         \n",
       "2016-01-01  201601010003        Iraq  Middle East & North Africa   Baghdad   \n",
       "2016-01-01  201601010004        Iraq  Middle East & North Africa   Baghdad   \n",
       "2016-01-01  201601010005        Iraq  Middle East & North Africa   Baghdad   \n",
       "2016-01-01  201601010008       India                  South Asia    Punjab   \n",
       "2016-01-01  201601010009       India                  South Asia    Punjab   \n",
       "\n",
       "                 city   latitude  longitude  crit1  crit2  crit3    ...     \\\n",
       "date                                                                ...      \n",
       "2016-01-01    Baghdad  33.325091  44.422353      1      1      1    ...      \n",
       "2016-01-01    Baghdad  33.389934  44.460652      1      1      1    ...      \n",
       "2016-01-01    Baghdad  33.223512  44.434701      1      1      1    ...      \n",
       "2016-01-01  Pathankot  32.268717  75.655513      1      1      1    ...      \n",
       "2016-01-01   Kathlore  32.244186  75.434659      1      1      1    ...      \n",
       "\n",
       "            ishostkid  nhostkid nhours ndays kidhijcountry  ransom  ransomamt  \\\n",
       "date                                                                            \n",
       "2016-01-01        0.0       NaN    NaN   NaN           NaN     NaN        NaN   \n",
       "2016-01-01        0.0       NaN    NaN   NaN           NaN     NaN        NaN   \n",
       "2016-01-01        0.0       NaN    NaN   NaN           NaN     NaN        NaN   \n",
       "2016-01-01        1.0       3.0    NaN   NaN           NaN     0.0        NaN   \n",
       "2016-01-01        0.0       NaN    NaN   NaN           NaN     NaN        NaN   \n",
       "\n",
       "            ransompaid                   hostkidoutcome_txt nreleased  \n",
       "date                                                                   \n",
       "2016-01-01         NaN                                  NaN       NaN  \n",
       "2016-01-01         NaN                                  NaN       NaN  \n",
       "2016-01-01         NaN                                  NaN       NaN  \n",
       "2016-01-01         NaN  Hostage(s) released by perpetrators       3.0  \n",
       "2016-01-01         NaN                                  NaN       NaN  \n",
       "\n",
       "[5 rows x 36 columns]"
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     "text": [
      "==============================\n",
      "TOP 2 VALUES IN EACH COLUMN:\n",
      "==============================\n"
     ]
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>attacktype1_txt</th>\n",
       "      <td>Bombing/Explosion</td>\n",
       "      <td>Armed Assault</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>city</th>\n",
       "      <td>Baghdad</td>\n",
       "      <td>Karachi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>claimed</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country_txt</th>\n",
       "      <td>Iraq</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>crit1</th>\n",
       "      <td>1</td>\n",
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       "      <th>crit2</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>crit3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eventid</th>\n",
       "      <td>200711140022</td>\n",
       "      <td>201508080068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gname</th>\n",
       "      <td>Taliban</td>\n",
       "      <td>Shining Path (SL)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hostkidoutcome_txt</th>\n",
       "      <td>Hostage(s) released by perpetrators</td>\n",
       "      <td>Hostage(s) killed (not during rescue attempt)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>individual</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ishostkid</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kidhijcountry</th>\n",
       "      <td>Colombia</td>\n",
       "      <td>Guatemala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitude</th>\n",
       "      <td>33.3</td>\n",
       "      <td>-12.0464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitude</th>\n",
       "      <td>-77.0428</td>\n",
       "      <td>44.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ndays</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nhostkid</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nhours</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nkill</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nkillter</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nperpcap</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nperps</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nreleased</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nwound</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nwoundte</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>property</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propextent_txt</th>\n",
       "      <td>Minor (likely &lt; $1 million)</td>\n",
       "      <td>Major (likely &gt; $1 million but &lt; $1 billion)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>provstate</th>\n",
       "      <td>Baghdad</td>\n",
       "      <td>Northern Ireland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ransom</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ransomamt</th>\n",
       "      <td>0</td>\n",
       "      <td>1e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ransompaid</th>\n",
       "      <td>0</td>\n",
       "      <td>1e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_txt</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>South Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>success</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>suicide</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>targtype1_txt</th>\n",
       "      <td>Private Citizens &amp; Property</td>\n",
       "      <td>Military</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weaptype1_txt</th>\n",
       "      <td>Explosives/Bombs/Dynamite</td>\n",
       "      <td>Firearms</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    1st  \\\n",
       "column                                                    \n",
       "attacktype1_txt                       Bombing/Explosion   \n",
       "city                                            Baghdad   \n",
       "claimed                                               0   \n",
       "country_txt                                        Iraq   \n",
       "crit1                                                 1   \n",
       "crit2                                                 1   \n",
       "crit3                                                 1   \n",
       "eventid                                    200711140022   \n",
       "gname                                           Taliban   \n",
       "hostkidoutcome_txt  Hostage(s) released by perpetrators   \n",
       "individual                                            0   \n",
       "ishostkid                                             0   \n",
       "kidhijcountry                                  Colombia   \n",
       "latitude                                           33.3   \n",
       "longitude                                      -77.0428   \n",
       "ndays                                                 1   \n",
       "nhostkid                                              1   \n",
       "nhours                                                0   \n",
       "nkill                                                 0   \n",
       "nkillter                                              0   \n",
       "nperpcap                                              0   \n",
       "nperps                                                1   \n",
       "nreleased                                             0   \n",
       "nwound                                                0   \n",
       "nwoundte                                              0   \n",
       "property                                              1   \n",
       "propextent_txt              Minor (likely < $1 million)   \n",
       "provstate                                       Baghdad   \n",
       "ransom                                                0   \n",
       "ransomamt                                             0   \n",
       "ransompaid                                            0   \n",
       "region_txt                   Middle East & North Africa   \n",
       "success                                               1   \n",
       "suicide                                               0   \n",
       "targtype1_txt               Private Citizens & Property   \n",
       "weaptype1_txt                 Explosives/Bombs/Dynamite   \n",
       "\n",
       "                                                              2nd  \n",
       "column                                                             \n",
       "attacktype1_txt                                     Armed Assault  \n",
       "city                                                      Karachi  \n",
       "claimed                                                         1  \n",
       "country_txt                                              Pakistan  \n",
       "crit1                                                           0  \n",
       "crit2                                                           0  \n",
       "crit3                                                           0  \n",
       "eventid                                              201508080068  \n",
       "gname                                           Shining Path (SL)  \n",
       "hostkidoutcome_txt  Hostage(s) killed (not during rescue attempt)  \n",
       "individual                                                      1  \n",
       "ishostkid                                                       1  \n",
       "kidhijcountry                                           Guatemala  \n",
       "latitude                                                 -12.0464  \n",
       "longitude                                                    44.4  \n",
       "ndays                                                           2  \n",
       "nhostkid                                                        2  \n",
       "nhours                                                          1  \n",
       "nkill                                                           1  \n",
       "nkillter                                                        1  \n",
       "nperpcap                                                        1  \n",
       "nperps                                                          2  \n",
       "nreleased                                                       1  \n",
       "nwound                                                          1  \n",
       "nwoundte                                                        1  \n",
       "property                                                        0  \n",
       "propextent_txt       Major (likely > $1 million but < $1 billion)  \n",
       "provstate                                        Northern Ireland  \n",
       "ransom                                                          1  \n",
       "ransomamt                                                   1e+06  \n",
       "ransompaid                                                  1e+06  \n",
       "region_txt                                             South Asia  \n",
       "success                                                         0  \n",
       "suicide                                                         1  \n",
       "targtype1_txt                                            Military  \n",
       "weaptype1_txt                                            Firearms  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.info()\n",
    "\n",
    "# first 5 incidents in 2016\n",
    "print('==============================')\n",
    "print('FIRST 5 INCIDENTS IN 2016:')\n",
    "print('==============================')\n",
    "display(df['2016'].head(5))\n",
    "\n",
    "# look at the most common values in each column\n",
    "print('==============================')\n",
    "print('TOP 2 VALUES IN EACH COLUMN:')\n",
    "print('==============================')\n",
    "top_vals = dict()\n",
    "for column in df.columns:\n",
    "    top_vals[column] = df[column].value_counts().index[:2]\n",
    "\n",
    "top_vals = pd.DataFrame(top_vals).T\n",
    "top_vals.index.name = 'column'\n",
    "top_vals.columns = ['1st','2nd']\n",
    "display(top_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 29616 rows that have duplicated information in other rows.\n"
     ]
    }
   ],
   "source": [
    "# check for duplicates, ignoring the eventid column\n",
    "dups = df.drop('eventid',axis=1).duplicated(keep=False)\n",
    "print('There are',dups.sum(),'rows that have duplicated information in other rows.')\n",
    "\n",
    "# Some rows are identical to each other.\n",
    "# E.g. 100 duplicates of GTD ID 201609210029. In this case seems to be\n",
    "# 100 separte incidents of an explosive being detonated in a civilian\n",
    "# house. So I will treat the duplicates as genuine."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## No. of Incidents and Casualties per Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O9v7GquOranlVLV+yZMmw+UqSJEnSRmc+isWVwMqqOr+9Pp2ueLy5nV5K+3lL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\ne33xELlc1n5uCvwA2Ky9Xrx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      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db6788320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W2VAz8yTgpF7N9/LibKa1264CDu8nzqnAqX20LwQWDj3TzjR16lSAtT2J++67Lz09PWyx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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db6788630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# total incidents per year\n",
    "tot_inc_yr = df.resample('A')['eventid'].count()\n",
    "tot_inc_yr.index = tot_inc_yr.index.year\n",
    "tot_inc_yr.name = 'n_incidents'\n",
    "tot_inc_yr.index.name = 'year'\n",
    "plt.figure(figsize=(15,5))\n",
    "tot_inc_yr.plot.bar(title='No. Global Terrorism Incidents Per Year')\n",
    "plt.ylabel('No. Incidents');\n",
    "\n",
    "# total deaths and wounded per year\n",
    "tot_kill_yr = df.resample('A')[['nkill','nwound']].sum()\n",
    "tot_kill_yr.name = 'killed_wounded'\n",
    "tot_kill_yr.index = tot_kill_yr.index.year\n",
    "tot_kill_yr.index.name = 'year'\n",
    "\n",
    "ax=plt.figure(figsize=(15,5)).gca()\n",
    "tot_kill_yr.plot(kind='bar',stacked=True,ax=ax,title='Killed and Wounded Per Year')\n",
    "plt.legend();\n",
    "plt.ylabel('Total');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Countries and Regions with the Most Incidents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L0RtQJE1lUbap+FZmrjPssnQiypYjV2fmgcMuiyQNSkRsC3wxM51/JWnSsWdR0lBExBYR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db025db00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# No. of incidents per region\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,2,1)\n",
    "df['region_txt'].value_counts().plot.bar(title='Incidents per Region')\n",
    "plt.ylabel('No. Incidents')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "df['country_txt'].value_counts()[:20].plot.bar(title='Top 20 Countries with Most Incidents')\n",
    "plt.ylabel('No. Incidents');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most Active Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AT7ITzWwpYbKgASXEcM4551xjsvrKXlWmSZ52Jam7pLGSJsXXPjG9n6RRkv5B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\nyZgp1PmVZrYzyQWtL2nSfJsxs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KG54mWVqS6rfHWEJ/ki3Pxmrut2ZnZ8pkgFzrVcyVjJ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xz7GSXojn+kim5SKe5/WSxkuaI+nMEoo1Htg17v83SZMlzZJ0QY6ybS7pcUnflNRW0sKYvr2k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\noEf4/4mX5GYOxrR4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db2149048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# incidents per year per group\n",
    "grp_inc_yr = df.groupby([pd.Grouper(freq='A'),'gname'])['country_txt'].count()\n",
    "grp_inc_yr = grp_inc_yr.unstack('gname',fill_value=0)\n",
    "grp_inc_yr.name = 'n_incidents'\n",
    "grp_inc_yr.index = grp_inc_yr.index.year\n",
    "grp_inc_yr.index.name = 'year'\n",
    "\n",
    "# fraction incidents per year\n",
    "grp_frinc_yr = grp_inc_yr.div(tot_inc_yr,axis='rows')\n",
    "grp_frinc_yr.name = 'frac_incidents'\n",
    "\n",
    "# heatmap plot function\n",
    "def plot_heatmap(data,year_range,n_groups=20):\n",
    "    plot_groups = data.loc[year_range].sum().sort_values(ascending=False)[:n_groups].index\n",
    "    sns.heatmap(data[plot_groups].loc[year_range].T)\n",
    "    plt.xlabel('')\n",
    "    plt.ylabel('')\n",
    "    plt.title('Heatmap of {} by Top {} Groups: {} - {}'.format(data.name,n_groups,min(year_range),max(year_range)))\n",
    "\n",
    "plt.figure(figsize=(10,12))\n",
    "plt.subplot(2,1,1)\n",
    "plot_heatmap(grp_frinc_yr,list(np.arange(1970,1993)))\n",
    "plt.subplot(2,1,2)\n",
    "plot_heatmap(grp_frinc_yr,list(np.arange(1994,2017)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attack Locations for Most Active Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PZ8OGDeTk5ODr60tMTEyNbebNm8eyZctISEjg+PHjuLu7U15errUymDZtGt27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\n+7abAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db7174390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oyt/TLVVRFkJIVaVZURRFURRFuRYhBFJKUdflUBTl70lVUVYURVEURVEURVHuCyrAVRRF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\nfn4FAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db7174f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_lonlat(start, stop, ax, n_groups=10):\n",
    "    '''Plot longitude and latitude for top n_groups\n",
    "       between the years start and stop'''\n",
    "\n",
    "    # extract years of interest\n",
    "    incs = df[start:stop][['gname','longitude','latitude']].dropna()\n",
    "    \n",
    "    # find top n_groups for this period\n",
    "    top_grps = incs['gname'].value_counts().head(n_groups).index\n",
    "    \n",
    "    # make figure with map to plot\n",
    "    fig = plt.figure(figsize=(15,5))\n",
    "    ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "    ax.coastlines()\n",
    "    \n",
    "    for grp in top_grps:\n",
    "        grp_incs = incs[incs['gname']==grp]\n",
    "        plt.plot(grp_incs['longitude'],grp_incs['latitude'],label=grp,\n",
    "                 linestyle='', marker='o', markersize=3)\n",
    "        \n",
    "    # Put legend outside plot, from:\n",
    "    # https://stackoverflow.com/questions/4700614/how-to-put-the-legend-out-of-the-plot\n",
    "    box = ax.get_position()\n",
    "    ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])\n",
    "    ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));\n",
    "    plt.title('Location of Incidents by Top {} Groups: {}-{}'.format(n_groups,start,stop))\n",
    "    plt.xlabel('Longitude')\n",
    "    plt.ylabel('Latitude');\n",
    "    plt.xlim(-180,180)\n",
    "    plt.ylim(-60,90)\n",
    "\n",
    "plot_lonlat('1970','1992',ax)\n",
    "plot_lonlat('1994','2016',ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attack Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p0pKSksLw4cPzlPXq1Yu3336bPn36nFCdTz31FA899BBxcXGoKlFRUXzwwQfc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\nTfn5558BmDJlCmFhYURGRtKkSRP279/PoEGDmDRpElFRUUy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w4cO55557jkt/qlatSmJi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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25dd82cee10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# no. attacks of each type by group\n",
    "grp_att=df.groupby('gname')['attacktype1_txt'].value_counts().unstack('attacktype1_txt',fill_value=0)\n",
    "grp_att['tot_inc'] = grp_att.sum(axis=1)\n",
    "grp_att.sort_values(by='tot_inc',ascending=False,inplace=True)\n",
    "\n",
    "ax = plt.figure(figsize=(10,10)).gca()\n",
    "grp_att.drop('tot_inc',axis=1).head(20)\\\n",
    "       .plot(kind='barh',stacked=True,ax=ax)\n",
    "plt.title('Primary Attack Type - Top 20 Groups')\n",
    "plt.ylabel('');\n",
    "plt.xlabel('No. Incidents');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GTD Inclusion Criteria\n",
    "\n",
    "Criterion 1: POLITICAL, ECONOMIC, RELIGIOUS, OR SOCIAL GOAL (CRIT1)\n",
    "\n",
    "Criterion 2: INTENTION TO COERCE, INTIMIDATE OR PUBLICIZE TO LARGER AUDIENCE(S) (CRIT2)\n",
    "\n",
    "Criterion 3: OUTSIDE INTERNATIONAL HUMANITARIAN LAW (CRIT3)\n",
    "\n",
    "Seems unlikely to be useful since vast majority meet all 3 criteria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "crit1: 0.988441444086\n",
      "crit2: 0.992985030819\n",
      "crit3: 0.87981802172\n",
      "all crit: 0.861244496625\n"
     ]
    }
   ],
   "source": [
    "print('crit1:',sum(df['crit1'])/len(df))\n",
    "print('crit2:',sum(df['crit2'])/len(df))\n",
    "print('crit3:',sum(df['crit3'])/len(df))\n",
    "\n",
    "print('all crit:',sum(df['crit1'] & df['crit2'] & df['crit3'])/len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deadliest Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nkill</th>\n",
       "      <th>nwound</th>\n",
       "      <th>ncasualties</th>\n",
       "      <th>maxkill</th>\n",
       "      <th>maxwound</th>\n",
       "      <th>maxcasualties</th>\n",
       "      <th>ninc</th>\n",
       "      <th>casperinc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>30889.0</td>\n",
       "      <td>26477.0</td>\n",
       "      <td>57366.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>1503.0</td>\n",
       "      <td>4287</td>\n",
       "      <td>13.381386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taliban</th>\n",
       "      <td>24482.0</td>\n",
       "      <td>23948.0</td>\n",
       "      <td>48430.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>536.0</td>\n",
       "      <td>6575</td>\n",
       "      <td>7.365779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boko Haram</th>\n",
       "      <td>18542.0</td>\n",
       "      <td>8437.0</td>\n",
       "      <td>26979.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>2077</td>\n",
       "      <td>12.989408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Qaida</th>\n",
       "      <td>3610.0</td>\n",
       "      <td>20277.0</td>\n",
       "      <td>23887.0</td>\n",
       "      <td>1383.0</td>\n",
       "      <td>7366.0</td>\n",
       "      <td>8749.0</td>\n",
       "      <td>59</td>\n",
       "      <td>404.864407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liberation Tigers of Tamil Eelam (LTTE)</th>\n",
       "      <td>10988.0</td>\n",
       "      <td>11031.0</td>\n",
       "      <td>22019.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>1606</td>\n",
       "      <td>13.710461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Qaida in Iraq</th>\n",
       "      <td>4373.0</td>\n",
       "      <td>10304.0</td>\n",
       "      <td>14677.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>636</td>\n",
       "      <td>23.077044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shining Path (SL)</th>\n",
       "      <td>11598.0</td>\n",
       "      <td>3028.0</td>\n",
       "      <td>14626.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>4551</td>\n",
       "      <td>3.213799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tehrik-i-Taliban Pakistan (TTP)</th>\n",
       "      <td>5692.0</td>\n",
       "      <td>8886.0</td>\n",
       "      <td>14578.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>1252</td>\n",
       "      <td>11.643770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Shabaab</th>\n",
       "      <td>7348.0</td>\n",
       "      <td>6329.0</td>\n",
       "      <td>13677.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>2683</td>\n",
       "      <td>5.097652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Farabundo Marti National Liberation Front (FMLN)</th>\n",
       "      <td>8065.0</td>\n",
       "      <td>4065.0</td>\n",
       "      <td>12130.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>3351</td>\n",
       "      <td>3.619815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revolutionary Armed Forces of Colombia (FARC)</th>\n",
       "      <td>5658.0</td>\n",
       "      <td>4349.0</td>\n",
       "      <td>10007.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>2481</td>\n",
       "      <td>4.033454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurdistan Workers' Party (PKK)</th>\n",
       "      <td>4775.0</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>9437.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>2152</td>\n",
       "      <td>4.385223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nicaraguan Democratic Force (FDN)</th>\n",
       "      <td>6662.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>7396.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>895</td>\n",
       "      <td>8.263687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New People's Army (NPA)</th>\n",
       "      <td>4189.0</td>\n",
       "      <td>3064.0</td>\n",
       "      <td>7253.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>2414</td>\n",
       "      <td>3.004557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Qaida in the Arabian Peninsula (AQAP)</th>\n",
       "      <td>3391.0</td>\n",
       "      <td>2956.0</td>\n",
       "      <td>6347.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>975</td>\n",
       "      <td>6.509744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Islamic State of Iraq (ISI)</th>\n",
       "      <td>1726.0</td>\n",
       "      <td>4489.0</td>\n",
       "      <td>6215.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>654.0</td>\n",
       "      <td>145</td>\n",
       "      <td>42.862069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aum Shinri Kyo</th>\n",
       "      <td>21.0</td>\n",
       "      <td>6003.0</td>\n",
       "      <td>6024.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>5513.0</td>\n",
       "      <td>8</td>\n",
       "      <td>753.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Houthi extremists (Ansar Allah)</th>\n",
       "      <td>2603.0</td>\n",
       "      <td>3011.0</td>\n",
       "      <td>5614.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>893</td>\n",
       "      <td>6.286674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Irish Republican Army (IRA)</th>\n",
       "      <td>1804.0</td>\n",
       "      <td>3654.0</td>\n",
       "      <td>5458.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>2669</td>\n",
       "      <td>2.044961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Nusrah Front</th>\n",
       "      <td>2954.0</td>\n",
       "      <td>2248.0</td>\n",
       "      <td>5202.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>370.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>272</td>\n",
       "      <td>19.125000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    nkill   nwound  \\\n",
       "gname                                                                \n",
       "Islamic State of Iraq and the Levant (ISIL)       30889.0  26477.0   \n",
       "Taliban                                           24482.0  23948.0   \n",
       "Boko Haram                                        18542.0   8437.0   \n",
       "Al-Qaida                                           3610.0  20277.0   \n",
       "Liberation Tigers of Tamil Eelam (LTTE)           10988.0  11031.0   \n",
       "Al-Qaida in Iraq                                   4373.0  10304.0   \n",
       "Shining Path (SL)                                 11598.0   3028.0   \n",
       "Tehrik-i-Taliban Pakistan (TTP)                    5692.0   8886.0   \n",
       "Al-Shabaab                                         7348.0   6329.0   \n",
       "Farabundo Marti National Liberation Front (FMLN)   8065.0   4065.0   \n",
       "Revolutionary Armed Forces of Colombia (FARC)      5658.0   4349.0   \n",
       "Kurdistan Workers' Party (PKK)                     4775.0   4662.0   \n",
       "Nicaraguan Democratic Force (FDN)                  6662.0    734.0   \n",
       "New People's Army (NPA)                            4189.0   3064.0   \n",
       "Al-Qaida in the Arabian Peninsula (AQAP)           3391.0   2956.0   \n",
       "Islamic State of Iraq (ISI)                        1726.0   4489.0   \n",
       "Aum Shinri Kyo                                       21.0   6003.0   \n",
       "Houthi extremists (Ansar Allah)                    2603.0   3011.0   \n",
       "Irish Republican Army (IRA)                        1804.0   3654.0   \n",
       "Al-Nusrah Front                                    2954.0   2248.0   \n",
       "\n",
       "                                                  ncasualties  maxkill  \\\n",
       "gname                                                                    \n",
       "Islamic State of Iraq and the Levant (ISIL)           57366.0   1500.0   \n",
       "Taliban                                               48430.0    240.0   \n",
       "Boko Haram                                            26979.0    315.0   \n",
       "Al-Qaida                                              23887.0   1383.0   \n",
       "Liberation Tigers of Tamil Eelam (LTTE)               22019.0    320.0   \n",
       "Al-Qaida in Iraq                                      14677.0    250.0   \n",
       "Shining Path (SL)                                     14626.0    100.0   \n",
       "Tehrik-i-Taliban Pakistan (TTP)                       14578.0    158.0   \n",
       "Al-Shabaab                                            13677.0    152.0   \n",
       "Farabundo Marti National Liberation Front (FMLN)      12130.0    165.0   \n",
       "Revolutionary Armed Forces of Colombia (FARC)         10007.0    275.0   \n",
       "Kurdistan Workers' Party (PKK)                         9437.0     77.0   \n",
       "Nicaraguan Democratic Force (FDN)                      7396.0    270.0   \n",
       "New People's Army (NPA)                                7253.0     46.0   \n",
       "Al-Qaida in the Arabian Peninsula (AQAP)               6347.0    210.0   \n",
       "Islamic State of Iraq (ISI)                            6215.0    102.0   \n",
       "Aum Shinri Kyo                                         6024.0     13.0   \n",
       "Houthi extremists (Ansar Allah)                        5614.0     86.0   \n",
       "Irish Republican Army (IRA)                            5458.0     18.0   \n",
       "Al-Nusrah Front                                        5202.0    123.0   \n",
       "\n",
       "                                                  maxwound  maxcasualties  \\\n",
       "gname                                                                       \n",
       "Islamic State of Iraq and the Levant (ISIL)         1500.0         1503.0   \n",
       "Taliban                                              400.0          536.0   \n",
       "Boko Haram                                           270.0          392.0   \n",
       "Al-Qaida                                            7366.0         8749.0   \n",
       "Liberation Tigers of Tamil Eelam (LTTE)             1272.0         1362.0   \n",
       "Al-Qaida in Iraq                                     750.0         1000.0   \n",
       "Shining Path (SL)                                    100.0          118.0   \n",
       "Tehrik-i-Taliban Pakistan (TTP)                      351.0          430.0   \n",
       "Al-Shabaab                                           201.0          273.0   \n",
       "Farabundo Marti National Liberation Front (FMLN)     130.0          200.0   \n",
       "Revolutionary Armed Forces of Colombia (FARC)        200.0          275.0   \n",
       "Kurdistan Workers' Party (PKK)                       217.0          221.0   \n",
       "Nicaraguan Democratic Force (FDN)                     68.0          270.0   \n",
       "New People's Army (NPA)                              161.0          174.0   \n",
       "Al-Qaida in the Arabian Peninsula (AQAP)             300.0          397.0   \n",
       "Islamic State of Iraq (ISI)                          552.0          654.0   \n",
       "Aum Shinri Kyo                                      5500.0         5513.0   \n",
       "Houthi extremists (Ansar Allah)                      120.0          163.0   \n",
       "Irish Republican Army (IRA)                          238.0          239.0   \n",
       "Al-Nusrah Front                                      370.0          427.0   \n",
       "\n",
       "                                                  ninc   casperinc  \n",
       "gname                                                               \n",
       "Islamic State of Iraq and the Levant (ISIL)       4287   13.381386  \n",
       "Taliban                                           6575    7.365779  \n",
       "Boko Haram                                        2077   12.989408  \n",
       "Al-Qaida                                            59  404.864407  \n",
       "Liberation Tigers of Tamil Eelam (LTTE)           1606   13.710461  \n",
       "Al-Qaida in Iraq                                   636   23.077044  \n",
       "Shining Path (SL)                                 4551    3.213799  \n",
       "Tehrik-i-Taliban Pakistan (TTP)                   1252   11.643770  \n",
       "Al-Shabaab                                        2683    5.097652  \n",
       "Farabundo Marti National Liberation Front (FMLN)  3351    3.619815  \n",
       "Revolutionary Armed Forces of Colombia (FARC)     2481    4.033454  \n",
       "Kurdistan Workers' Party (PKK)                    2152    4.385223  \n",
       "Nicaraguan Democratic Force (FDN)                  895    8.263687  \n",
       "New People's Army (NPA)                           2414    3.004557  \n",
       "Al-Qaida in the Arabian Peninsula (AQAP)           975    6.509744  \n",
       "Islamic State of Iraq (ISI)                        145   42.862069  \n",
       "Aum Shinri Kyo                                       8  753.000000  \n",
       "Houthi extremists (Ansar Allah)                    893    6.286674  \n",
       "Irish Republican Army (IRA)                       2669    2.044961  \n",
       "Al-Nusrah Front                                    272   19.125000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nkill</th>\n",
       "      <th>nwound</th>\n",
       "      <th>ncasualties</th>\n",
       "      <th>maxkill</th>\n",
       "      <th>maxwound</th>\n",
       "      <th>maxcasualties</th>\n",
       "      <th>ninc</th>\n",
       "      <th>casperinc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Al-Qaida</th>\n",
       "      <td>3610.0</td>\n",
       "      <td>20277.0</td>\n",
       "      <td>23887.0</td>\n",
       "      <td>1383.0</td>\n",
       "      <td>7366.0</td>\n",
       "      <td>8749.0</td>\n",
       "      <td>59</td>\n",
       "      <td>404.864407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tawhid and Jihad</th>\n",
       "      <td>843.0</td>\n",
       "      <td>1738.0</td>\n",
       "      <td>2581.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>50</td>\n",
       "      <td>51.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tutsi</th>\n",
       "      <td>932.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>22</td>\n",
       "      <td>46.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Islamic State of Iraq (ISI)</th>\n",
       "      <td>1726.0</td>\n",
       "      <td>4489.0</td>\n",
       "      <td>6215.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>654.0</td>\n",
       "      <td>145</td>\n",
       "      <td>42.862069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Communist Party of Nepal- Maoist (CPN-M)</th>\n",
       "      <td>654.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>973.0</td>\n",
       "      <td>518.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>23</td>\n",
       "      <td>42.304348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rebels</th>\n",
       "      <td>410.0</td>\n",
       "      <td>1111.0</td>\n",
       "      <td>1521.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>1161.0</td>\n",
       "      <td>37</td>\n",
       "      <td>41.108108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sanaa Province of the Islamic State</th>\n",
       "      <td>304.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>983.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>30</td>\n",
       "      <td>32.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abdullah Azzam Brigades</th>\n",
       "      <td>181.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>25</td>\n",
       "      <td>30.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hutu extremists</th>\n",
       "      <td>4102.0</td>\n",
       "      <td>872.0</td>\n",
       "      <td>4974.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>168</td>\n",
       "      <td>29.607143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sudan People's Liberation Movement in Opposition (SPLM-IO)</th>\n",
       "      <td>1265.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>1839.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>687.0</td>\n",
       "      <td>65</td>\n",
       "      <td>28.292308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurdistan Freedom Hawks (TAK)</th>\n",
       "      <td>156.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>29</td>\n",
       "      <td>25.275862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lashkar-e-Jhangvi</th>\n",
       "      <td>1096.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>3073.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>122</td>\n",
       "      <td>25.188525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Qaida in Iraq</th>\n",
       "      <td>4373.0</td>\n",
       "      <td>10304.0</td>\n",
       "      <td>14677.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>636</td>\n",
       "      <td>23.077044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Government extremists</th>\n",
       "      <td>199.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>929.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>818.0</td>\n",
       "      <td>42</td>\n",
       "      <td>22.119048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Murle Tribe</th>\n",
       "      <td>327.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>21</td>\n",
       "      <td>20.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jemaah Islamiya (JI)</th>\n",
       "      <td>341.0</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>1536.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>75</td>\n",
       "      <td>20.480000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haqqani Network</th>\n",
       "      <td>582.0</td>\n",
       "      <td>987.0</td>\n",
       "      <td>1569.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>79</td>\n",
       "      <td>19.860759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al-Nusrah Front</th>\n",
       "      <td>2954.0</td>\n",
       "      <td>2248.0</td>\n",
       "      <td>5202.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>370.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>272</td>\n",
       "      <td>19.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Caucasus Emirate</th>\n",
       "      <td>213.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>42</td>\n",
       "      <td>18.761905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lashkar-e-Taiba (LeT)</th>\n",
       "      <td>926.0</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>2834.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>156</td>\n",
       "      <td>18.166667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     nkill   nwound  \\\n",
       "gname                                                                 \n",
       "Al-Qaida                                            3610.0  20277.0   \n",
       "Tawhid and Jihad                                     843.0   1738.0   \n",
       "Tutsi                                                932.0     90.0   \n",
       "Islamic State of Iraq (ISI)                         1726.0   4489.0   \n",
       "Communist Party of Nepal- Maoist (CPN-M)             654.0    319.0   \n",
       "Rebels                                               410.0   1111.0   \n",
       "Sanaa Province of the Islamic State                  304.0    679.0   \n",
       "Abdullah Azzam Brigades                              181.0    578.0   \n",
       "Hutu extremists                                     4102.0    872.0   \n",
       "Sudan People's Liberation Movement in Oppositio...  1265.0    574.0   \n",
       "Kurdistan Freedom Hawks (TAK)                        156.0    577.0   \n",
       "Lashkar-e-Jhangvi                                   1096.0   1977.0   \n",
       "Al-Qaida in Iraq                                    4373.0  10304.0   \n",
       "Anti-Government extremists                           199.0    730.0   \n",
       "Murle Tribe                                          327.0    110.0   \n",
       "Jemaah Islamiya (JI)                                 341.0   1195.0   \n",
       "Haqqani Network                                      582.0    987.0   \n",
       "Al-Nusrah Front                                     2954.0   2248.0   \n",
       "Caucasus Emirate                                     213.0    575.0   \n",
       "Lashkar-e-Taiba (LeT)                                926.0   1908.0   \n",
       "\n",
       "                                                    ncasualties  maxkill  \\\n",
       "gname                                                                      \n",
       "Al-Qaida                                                23887.0   1383.0   \n",
       "Tawhid and Jihad                                         2581.0    110.0   \n",
       "Tutsi                                                    1022.0    375.0   \n",
       "Islamic State of Iraq (ISI)                              6215.0    102.0   \n",
       "Communist Party of Nepal- Maoist (CPN-M)                  973.0    518.0   \n",
       "Rebels                                                   1521.0    160.0   \n",
       "Sanaa Province of the Islamic State                       983.0     40.0   \n",
       "Abdullah Azzam Brigades                                   759.0     91.0   \n",
       "Hutu extremists                                          4974.0   1180.0   \n",
       "Sudan People's Liberation Movement in Oppositio...       1839.0    287.0   \n",
       "Kurdistan Freedom Hawks (TAK)                             733.0     39.0   \n",
       "Lashkar-e-Jhangvi                                        3073.0     91.0   \n",
       "Al-Qaida in Iraq                                        14677.0    250.0   \n",
       "Anti-Government extremists                                929.0    168.0   \n",
       "Murle Tribe                                               437.0     27.0   \n",
       "Jemaah Islamiya (JI)                                     1536.0    101.0   \n",
       "Haqqani Network                                          1569.0     58.0   \n",
       "Al-Nusrah Front                                          5202.0    123.0   \n",
       "Caucasus Emirate                                          788.0     38.0   \n",
       "Lashkar-e-Taiba (LeT)                                    2834.0    188.0   \n",
       "\n",
       "                                                    maxwound  maxcasualties  \\\n",
       "gname                                                                         \n",
       "Al-Qaida                                              7366.0         8749.0   \n",
       "Tawhid and Jihad                                       233.0          343.0   \n",
       "Tutsi                                                   42.0          375.0   \n",
       "Islamic State of Iraq (ISI)                            552.0          654.0   \n",
       "Communist Party of Nepal- Maoist (CPN-M)               216.0          734.0   \n",
       "Rebels                                                1001.0         1161.0   \n",
       "Sanaa Province of the Islamic State                     88.0          128.0   \n",
       "Abdullah Azzam Brigades                                159.0          201.0   \n",
       "Hutu extremists                                        227.0         1180.0   \n",
       "Sudan People's Liberation Movement in Oppositio...     400.0          687.0   \n",
       "Kurdistan Freedom Hawks (TAK)                          125.0          164.0   \n",
       "Lashkar-e-Jhangvi                                      169.0          260.0   \n",
       "Al-Qaida in Iraq                                       750.0         1000.0   \n",
       "Anti-Government extremists                             650.0          818.0   \n",
       "Murle Tribe                                             25.0           49.0   \n",
       "Jemaah Islamiya (JI)                                   182.0          251.0   \n",
       "Haqqani Network                                        141.0          199.0   \n",
       "Al-Nusrah Front                                        370.0          427.0   \n",
       "Caucasus Emirate                                       168.0          206.0   \n",
       "Lashkar-e-Taiba (LeT)                                  817.0         1005.0   \n",
       "\n",
       "                                                    ninc   casperinc  \n",
       "gname                                                                 \n",
       "Al-Qaida                                              59  404.864407  \n",
       "Tawhid and Jihad                                      50   51.620000  \n",
       "Tutsi                                                 22   46.454545  \n",
       "Islamic State of Iraq (ISI)                          145   42.862069  \n",
       "Communist Party of Nepal- Maoist (CPN-M)              23   42.304348  \n",
       "Rebels                                                37   41.108108  \n",
       "Sanaa Province of the Islamic State                   30   32.766667  \n",
       "Abdullah Azzam Brigades                               25   30.360000  \n",
       "Hutu extremists                                      168   29.607143  \n",
       "Sudan People's Liberation Movement in Oppositio...    65   28.292308  \n",
       "Kurdistan Freedom Hawks (TAK)                         29   25.275862  \n",
       "Lashkar-e-Jhangvi                                    122   25.188525  \n",
       "Al-Qaida in Iraq                                     636   23.077044  \n",
       "Anti-Government extremists                            42   22.119048  \n",
       "Murle Tribe                                           21   20.809524  \n",
       "Jemaah Islamiya (JI)                                  75   20.480000  \n",
       "Haqqani Network                                       79   19.860759  \n",
       "Al-Nusrah Front                                      272   19.125000  \n",
       "Caucasus Emirate                                      42   18.761905  \n",
       "Lashkar-e-Taiba (LeT)                                156   18.166667  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nkill</th>\n",
       "      <th>nwound</th>\n",
       "      <th>ncasualties</th>\n",
       "      <th>maxkill</th>\n",
       "      <th>maxwound</th>\n",
       "      <th>maxcasualties</th>\n",
       "      <th>ninc</th>\n",
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       "    <tr>\n",
       "      <th>gname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Corsican National Liberation Front- Historic Channel</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Earth Liberation Front (ELF)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72</td>\n",
       "      <td>0.013889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corsican Separatists</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>63</td>\n",
       "      <td>0.015873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Underground, Weathermen</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.022222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Resistenza</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>73</td>\n",
       "      <td>0.027397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meibion Glyndwr</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31</td>\n",
       "      <td>0.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Liberation Front (ALF)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>116</td>\n",
       "      <td>0.034483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chukakuha (Middle Core Faction)</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>61</td>\n",
       "      <td>0.065574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New World Liberation Front (NWLF)</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86</td>\n",
       "      <td>0.069767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Catalan Liberation Front (FAC)</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0.076923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>International Revolutionary Action Group (GARI)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.080000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Front for the Liberation of Cuba (FLNC)</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cuban Exiles</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tupamaros (Uruguay)</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.097561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iparretarrak (IK)</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>57</td>\n",
       "      <td>0.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anarchists</th>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0.114583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puerto Rican Nationalists</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0.115385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Communist Party of Nepal - Maoist (CPN-Maoist-Chand)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dishmish Regiment</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>43</td>\n",
       "      <td>0.139535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dissident Republicans</th>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>91</td>\n",
       "      <td>0.142857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    nkill  nwound  \\\n",
       "gname                                                               \n",
       "Corsican National Liberation Front- Historic Ch...    0.0     0.0   \n",
       "Earth Liberation Front (ELF)                          0.0     1.0   \n",
       "Corsican Separatists                                  1.0     0.0   \n",
       "Weather Underground, Weathermen                       1.0     0.0   \n",
       "Resistenza                                            0.0     2.0   \n",
       "Meibion Glyndwr                                       0.0     1.0   \n",
       "Animal Liberation Front (ALF)                         0.0     4.0   \n",
       "Chukakuha (Middle Core Faction)                       2.0     2.0   \n",
       "New World Liberation Front (NWLF)                     1.0     5.0   \n",
       "Catalan Liberation Front (FAC)                        2.0     0.0   \n",
       "International Revolutionary Action Group (GARI)       0.0     2.0   \n",
       "National Front for the Liberation of Cuba (FLNC)      2.0     0.0   \n",
       "Cuban Exiles                                          0.0     2.0   \n",
       "Tupamaros (Uruguay)                                   4.0     0.0   \n",
       "Iparretarrak (IK)                                     2.0     4.0   \n",
       "Anarchists                                            2.0     9.0   \n",
       "Puerto Rican Nationalists                             0.0     3.0   \n",
       "Communist Party of Nepal - Maoist (CPN-Maoist-C...    0.0     4.0   \n",
       "Dishmish Regiment                                     6.0     0.0   \n",
       "Dissident Republicans                                 3.0    10.0   \n",
       "\n",
       "                                                    ncasualties  maxkill  \\\n",
       "gname                                                                      \n",
       "Corsican National Liberation Front- Historic Ch...          0.0      0.0   \n",
       "Earth Liberation Front (ELF)                                1.0      0.0   \n",
       "Corsican Separatists                                        1.0      1.0   \n",
       "Weather Underground, Weathermen                             1.0      1.0   \n",
       "Resistenza                                                  2.0      0.0   \n",
       "Meibion Glyndwr                                             1.0      0.0   \n",
       "Animal Liberation Front (ALF)                               4.0      0.0   \n",
       "Chukakuha (Middle Core Faction)                             4.0      2.0   \n",
       "New World Liberation Front (NWLF)                           6.0      1.0   \n",
       "Catalan Liberation Front (FAC)                              2.0      2.0   \n",
       "International Revolutionary Action Group (GARI)             2.0      0.0   \n",
       "National Front for the Liberation of Cuba (FLNC)            2.0      1.0   \n",
       "Cuban Exiles                                                2.0      0.0   \n",
       "Tupamaros (Uruguay)                                         4.0      2.0   \n",
       "Iparretarrak (IK)                                           6.0      2.0   \n",
       "Anarchists                                                 11.0      1.0   \n",
       "Puerto Rican Nationalists                                   3.0      0.0   \n",
       "Communist Party of Nepal - Maoist (CPN-Maoist-C...          4.0      0.0   \n",
       "Dishmish Regiment                                           6.0      3.0   \n",
       "Dissident Republicans                                      13.0      1.0   \n",
       "\n",
       "                                                    maxwound  maxcasualties  \\\n",
       "gname                                                                         \n",
       "Corsican National Liberation Front- Historic Ch...       0.0            0.0   \n",
       "Earth Liberation Front (ELF)                             1.0            1.0   \n",
       "Corsican Separatists                                     0.0            1.0   \n",
       "Weather Underground, Weathermen                          0.0            1.0   \n",
       "Resistenza                                               2.0            2.0   \n",
       "Meibion Glyndwr                                          1.0            1.0   \n",
       "Animal Liberation Front (ALF)                            1.0            1.0   \n",
       "Chukakuha (Middle Core Faction)                          1.0            3.0   \n",
       "New World Liberation Front (NWLF)                        1.0            1.0   \n",
       "Catalan Liberation Front (FAC)                           0.0            2.0   \n",
       "International Revolutionary Action Group (GARI)          1.0            1.0   \n",
       "National Front for the Liberation of Cuba (FLNC)         0.0            1.0   \n",
       "Cuban Exiles                                             2.0            2.0   \n",
       "Tupamaros (Uruguay)                                      0.0            2.0   \n",
       "Iparretarrak (IK)                                        2.0            2.0   \n",
       "Anarchists                                               3.0            3.0   \n",
       "Puerto Rican Nationalists                                2.0            2.0   \n",
       "Communist Party of Nepal - Maoist (CPN-Maoist-C...       2.0            2.0   \n",
       "Dishmish Regiment                                        0.0            3.0   \n",
       "Dissident Republicans                                    2.0            2.0   \n",
       "\n",
       "                                                    ninc  casperinc  \n",
       "gname                                                                \n",
       "Corsican National Liberation Front- Historic Ch...   128   0.000000  \n",
       "Earth Liberation Front (ELF)                          72   0.013889  \n",
       "Corsican Separatists                                  63   0.015873  \n",
       "Weather Underground, Weathermen                       45   0.022222  \n",
       "Resistenza                                            73   0.027397  \n",
       "Meibion Glyndwr                                       31   0.032258  \n",
       "Animal Liberation Front (ALF)                        116   0.034483  \n",
       "Chukakuha (Middle Core Faction)                       61   0.065574  \n",
       "New World Liberation Front (NWLF)                     86   0.069767  \n",
       "Catalan Liberation Front (FAC)                        26   0.076923  \n",
       "International Revolutionary Action Group (GARI)       25   0.080000  \n",
       "National Front for the Liberation of Cuba (FLNC)      22   0.090909  \n",
       "Cuban Exiles                                          22   0.090909  \n",
       "Tupamaros (Uruguay)                                   41   0.097561  \n",
       "Iparretarrak (IK)                                     57   0.105263  \n",
       "Anarchists                                            96   0.114583  \n",
       "Puerto Rican Nationalists                             26   0.115385  \n",
       "Communist Party of Nepal - Maoist (CPN-Maoist-C...    30   0.133333  \n",
       "Dishmish Regiment                                     43   0.139535  \n",
       "Dissident Republicans                                 91   0.142857  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['ncasualties'] = df['nkill'].fillna(0) + df['nwound'].fillna(0)\n",
    "\n",
    "grp_kill = df.groupby('gname')[['nkill','nwound','ncasualties']].sum()\n",
    "grp_kill.fillna(0,inplace=True)\n",
    "\n",
    "grp_kill[['maxkill','maxwound','maxcasualties']] = df.groupby('gname')[['nkill','nwound','ncasualties']].max()\n",
    "grp_kill['ninc'] = df.groupby('gname')['eventid'].count()\n",
    "grp_kill['casperinc'] = grp_kill['ncasualties']/grp_kill['ninc']\n",
    "\n",
    "display(grp_kill.sort_values('ncasualties',ascending=False).head(20))\n",
    "\n",
    "display(grp_kill[grp_kill.ninc>20].sort_values('casperinc',ascending=False).head(20))\n",
    "display(grp_kill[grp_kill.ninc>20].sort_values('casperinc',ascending=True).head(20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Northern Ireland    4405\n",
       "England              652\n",
       "Wales                 21\n",
       "Scotland              20\n",
       "Name: provstate, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Belfast        2139\n",
       "London          383\n",
       "Londonderry     349\n",
       "Armagh          124\n",
       "Newry           111\n",
       "Lurgan           71\n",
       "Crossmaglen      65\n",
       "Dungannon        61\n",
       "Strabane         61\n",
       "Portadown        61\n",
       "Name: city, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>provstate</th>\n",
       "      <th>city</th>\n",
       "      <th>gname</th>\n",
       "      <th>nkill</th>\n",
       "      <th>nwound</th>\n",
       "      <th>ncasualties</th>\n",
       "      <th>attacktype1_txt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-07-07</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Secret Organization of al-Qaida in Europe</td>\n",
       "      <td>27.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-12-21</th>\n",
       "      <td>Scotland</td>\n",
       "      <td>Lockerbie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>270.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-08-15</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Omagh</td>\n",
       "      <td>Real Irish Republican Army (RIRA)</td>\n",
       "      <td>29.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973-03-08</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>1.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-06-15</th>\n",
       "      <td>England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-07-07</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Secret Organization of al-Qaida in Europe</td>\n",
       "      <td>8.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-07-07</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Secret Organization of al-Qaida in Europe</td>\n",
       "      <td>7.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972-03-04</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Belfast</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>2.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-07-07</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Secret Organization of al-Qaida in Europe</td>\n",
       "      <td>14.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-02-09</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-10</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>3.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974-11-21</th>\n",
       "      <td>England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>11.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974-11-21</th>\n",
       "      <td>England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>10.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983-12-17</th>\n",
       "      <td>England</td>\n",
       "      <td>London</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-12-06</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Ballykelly</td>\n",
       "      <td>Irish National Liberation Army (INLA)</td>\n",
       "      <td>16.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987-11-07</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Enniskillen</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984-09-04</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Newry</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-12-12</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Craigavon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-03-16</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Belfast</td>\n",
       "      <td>Protestant extremists</td>\n",
       "      <td>3.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-12-03</th>\n",
       "      <td>England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Irish Republican Army (IRA)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Bombing/Explosion</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   provstate         city  \\\n",
       "date                                        \n",
       "2005-07-07           England       London   \n",
       "1988-12-21          Scotland    Lockerbie   \n",
       "1998-08-15  Northern Ireland        Omagh   \n",
       "1973-03-08           England       London   \n",
       "1996-06-15           England   Manchester   \n",
       "2005-07-07           England       London   \n",
       "2005-07-07           England       London   \n",
       "1972-03-04  Northern Ireland      Belfast   \n",
       "2005-07-07           England       London   \n",
       "1996-02-09           England       London   \n",
       "1992-04-10           England       London   \n",
       "1974-11-21           England   Birmingham   \n",
       "1974-11-21           England   Birmingham   \n",
       "1983-12-17           England       London   \n",
       "1982-12-06  Northern Ireland   Ballykelly   \n",
       "1987-11-07  Northern Ireland  Enniskillen   \n",
       "1984-09-04  Northern Ireland        Newry   \n",
       "1991-12-12  Northern Ireland    Craigavon   \n",
       "1988-03-16  Northern Ireland      Belfast   \n",
       "1992-12-03           England   Manchester   \n",
       "\n",
       "                                                gname  nkill  nwound  \\\n",
       "date                                                                   \n",
       "2005-07-07  Secret Organization of al-Qaida in Europe   27.0   340.0   \n",
       "1988-12-21                                        NaN  270.0     0.0   \n",
       "1998-08-15          Real Irish Republican Army (RIRA)   29.0   220.0   \n",
       "1973-03-08                Irish Republican Army (IRA)    1.0   238.0   \n",
       "1996-06-15                Irish Republican Army (IRA)    0.0   200.0   \n",
       "2005-07-07  Secret Organization of al-Qaida in Europe    8.0   171.0   \n",
       "2005-07-07  Secret Organization of al-Qaida in Europe    7.0   163.0   \n",
       "1972-03-04                Irish Republican Army (IRA)    2.0   130.0   \n",
       "2005-07-07  Secret Organization of al-Qaida in Europe   14.0   110.0   \n",
       "1996-02-09                Irish Republican Army (IRA)    2.0   100.0   \n",
       "1992-04-10                Irish Republican Army (IRA)    3.0    90.0   \n",
       "1974-11-21                Irish Republican Army (IRA)   11.0    81.0   \n",
       "1974-11-21                Irish Republican Army (IRA)   10.0    81.0   \n",
       "1983-12-17                Irish Republican Army (IRA)    5.0    80.0   \n",
       "1982-12-06      Irish National Liberation Army (INLA)   16.0    66.0   \n",
       "1987-11-07                Irish Republican Army (IRA)   11.0    61.0   \n",
       "1984-09-04                Irish Republican Army (IRA)    0.0    71.0   \n",
       "1991-12-12                                        NaN    0.0    70.0   \n",
       "1988-03-16                      Protestant extremists    3.0    60.0   \n",
       "1992-12-03                Irish Republican Army (IRA)    0.0    58.0   \n",
       "\n",
       "            ncasualties    attacktype1_txt  \n",
       "date                                        \n",
       "2005-07-07        367.0  Bombing/Explosion  \n",
       "1988-12-21        270.0  Bombing/Explosion  \n",
       "1998-08-15        249.0  Bombing/Explosion  \n",
       "1973-03-08        239.0  Bombing/Explosion  \n",
       "1996-06-15        200.0  Bombing/Explosion  \n",
       "2005-07-07        179.0  Bombing/Explosion  \n",
       "2005-07-07        170.0  Bombing/Explosion  \n",
       "1972-03-04        132.0  Bombing/Explosion  \n",
       "2005-07-07        124.0  Bombing/Explosion  \n",
       "1996-02-09        102.0  Bombing/Explosion  \n",
       "1992-04-10         93.0  Bombing/Explosion  \n",
       "1974-11-21         92.0  Bombing/Explosion  \n",
       "1974-11-21         91.0  Bombing/Explosion  \n",
       "1983-12-17         85.0  Bombing/Explosion  \n",
       "1982-12-06         82.0  Bombing/Explosion  \n",
       "1987-11-07         72.0  Bombing/Explosion  \n",
       "1984-09-04         71.0  Bombing/Explosion  \n",
       "1991-12-12         70.0  Bombing/Explosion  \n",
       "1988-03-16         63.0  Bombing/Explosion  \n",
       "1992-12-03         58.0  Bombing/Explosion  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Bombing/Explosion                      2052\n",
       "Assassination                          1643\n",
       "Armed Assault                           634\n",
       "Facility/Infrastructure Attack          607\n",
       "Hostage Taking (Kidnapping)              52\n",
       "Unarmed Assault                          40\n",
       "Hijacking                                18\n",
       "Hostage Taking (Barricade Incident)      14\n",
       "Name: attacktype1_txt, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HXG3+H+BB4CCwH/gu8NflLtCJw0/swhVnzeWN57ZzybLyd7g2Bn3U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\nCMIM4f8H3DAiqlxb4IAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25dae308358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uk=df[df.country_txt == 'United Kingdom']\n",
    "uk['eventid'].resample('A').count().plot()\n",
    "display(uk['provstate'].value_counts())\n",
    "display(uk['city'].value_counts().head(10))\n",
    "display(uk[['provstate','city','gname','nkill','nwound','ncasualties','attacktype1_txt']].sort_values('ncasualties',ascending=False).head(20))\n",
    "display(uk['attacktype1_txt'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25db5877d30>"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7SLo2neeoXAyD07WYJun8XPt/p+s0RdKDuXMcKWksMDpdt0dTv0m5lfvzgL3S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\n7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u3atUusfQvIjbmIqOqkIO13djD2a4y5NISFheWZeTTmUnKp55AbY4wxxhgTVBaQG2OM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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db0c45240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8vYY67wdGl0yJ44AVgTeXezfYnmX7WeAe4C09nNvY0t9qwHHA5sA424/afhE4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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db14e2208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1BvDkJNcm+WKSFw+s+3xV7VRV2wLr0o3kDlm/qp4P/DVwdCv7KHBZVW0P/B1w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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25db68f4f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp=df.groupby('gname')['targtype1_txt'].value_counts()\n",
    "toplot=tmp[grp_kill.sort_values('ninc',ascending=False).index[:20].tolist()].unstack(fill_value=0)\n",
    "ax=plt.figure(figsize=(8,8)).gca()\n",
    "toplot[['Military','Private Citizens & Property','Police','Business','Government (General)']].plot.barh(ax=ax,stacked=True)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "df['targtype1_txt'].value_counts().plot.barh()\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "df['weaptype1_txt'].value_counts().plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gname\n",
       "Islamic State of Iraq and the Levant (ISIL)    997\n",
       "Taliban                                        639\n",
       "Boko Haram                                     300\n",
       "Tehrik-i-Taliban Pakistan (TTP)                160\n",
       "Al-Shabaab                                     137\n",
       "Al-Qaida in Iraq                               128\n",
       "Al-Qaida in the Arabian Peninsula (AQAP)       124\n",
       "Liberation Tigers of Tamil Eelam (LTTE)        109\n",
       "Al-Nusrah Front                                 79\n",
       "Hamas (Islamic Resistance Movement)             65\n",
       "Name: suicide, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "gname\n",
       "Shining Path (SL)                                   3532.0\n",
       "Farabundo Marti National Liberation Front (FMLN)    3190.0\n",
       "Taliban                                             2461.0\n",
       "Irish Republican Army (IRA)                         1573.0\n",
       "Revolutionary Armed Forces of Colombia (FARC)       1520.0\n",
       "Islamic State of Iraq and the Levant (ISIL)         1364.0\n",
       "Kurdistan Workers' Party (PKK)                      1335.0\n",
       "Basque Fatherland and Freedom (ETA)                 1334.0\n",
       "New People's Army (NPA)                             1163.0\n",
       "Boko Haram                                          1070.0\n",
       "Name: property, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "gname\n",
       "Taliban                                             711.0\n",
       "Islamic State of Iraq and the Levant (ISIL)         529.0\n",
       "Revolutionary Armed Forces of Colombia (FARC)       393.0\n",
       "National Liberation Army of Colombia (ELN)          359.0\n",
       "Communist Party of India - Maoist (CPI-Maoist)      344.0\n",
       "Al-Shabaab                                          303.0\n",
       "New People's Army (NPA)                             264.0\n",
       "Maoists                                             256.0\n",
       "Abu Sayyaf Group (ASG)                              167.0\n",
       "Farabundo Marti National Liberation Front (FMLN)    165.0\n",
       "Name: ishostkid, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "gname\n",
       "Abu Sayyaf Group (ASG)                              71.0\n",
       "Revolutionary Armed Forces of Colombia (FARC)       53.0\n",
       "National Liberation Army of Colombia (ELN)          48.0\n",
       "Basque Fatherland and Freedom (ETA)                 44.0\n",
       "M-19 (Movement of April 19)                         23.0\n",
       "Taliban                                             22.0\n",
       "Salafist Group for Preaching and Fighting (GSPC)    16.0\n",
       "National Liberation Front of Tripura (NLFT)         13.0\n",
       "Islamic State of Iraq and the Levant (ISIL)         11.0\n",
       "Popular Liberation Army (EPL)                       11.0\n",
       "Name: ransom, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "gname\n",
       "Taliban                                             5952\n",
       "Shining Path (SL)                                   4335\n",
       "Islamic State of Iraq and the Levant (ISIL)         3761\n",
       "Farabundo Marti National Liberation Front (FMLN)    3317\n",
       "Al-Shabaab                                          2472\n",
       "Revolutionary Armed Forces of Colombia (FARC)       2296\n",
       "Irish Republican Army (IRA)                         2280\n",
       "New People's Army (NPA)                             2177\n",
       "Kurdistan Workers' Party (PKK)                      2043\n",
       "Boko Haram                                          1943\n",
       "Name: success, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df.groupby('gname')['suicide'].sum().sort_values(ascending=False).head(10))\n",
    "display(df.groupby('gname')['property'].sum().sort_values(ascending=False).head(10))\n",
    "display(df.groupby('gname')['ishostkid'].sum().sort_values(ascending=False).head(10))\n",
    "display(df.groupby('gname')['ransom'].sum().sort_values(ascending=False).head(10))\n",
    "display(df.groupby('gname')['success'].sum().sort_values(ascending=False).head(10))"
   ]
  }
 ],
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