kernel.ipynb

{
  "cells": [
    {
      "metadata": {
        "_uuid": "421356bf2bcaa39bb539aa39ed66a7037783987e"
      },
      "cell_type": "markdown",
      "source": "# Importing Dependencies"
    },
    {
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true
      },
      "cell_type": "code",
      "source": "import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt",
      "execution_count": 105,
      "outputs": []
    },
    {
      "metadata": {
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "collapsed": true,
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "trusted": false
      },
      "cell_type": "markdown",
      "source": "# Load Data"
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "ced7238def7ae31c996693890578f3b0c92d041f"
      },
      "cell_type": "code",
      "source": "df = pd.read_csv('../input/Attacks on Political Leaders in Pakistan.csv', encoding = 'ISO-8859-1')\ndf.head()",
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 106,
          "data": {
            "text/plain": "   S#              Politician       Day       Date     Day Type        Time  \\\n0   1         Liaqat Ali Khan   Tuesday  16-Oct-51  Working Day     Evening   \n1   2  Khan abdul Jabbar Khan    Friday   9-May-58  Working Day     Morning   \n2   3          Hayyat Sherpao    Friday   8-Feb-85  Working Day     Evening   \n3   4            Najeeb Ahmed    Friday   6-Apr-90  Working Day  After Noon   \n4   5       Azeem Ahmed Tariq  Saturday   1-May-93  Working Day     Morning   \n\n         City                                       Location  \\\n0  Rawalpindi     Company Bagh (Company Gardens), Rawalpindi   \n1      Lahore   Sadullah Khan's house at 16 Aikman Road, GOR   \n2    Peshawar               Campus of University of Peshawar   \n3     Karachi                                North Nazimabad   \n4     Karachi                                 near his house   \n\n  Location Category Province   Latitude  Longititude Target Category  \\\n0       Park/Ground   Punjab  33.605800    73.043700          Target   \n1         Residence   Punjab  31.482635    74.071272          Target   \n2        University      KPK  33.999533    71.425020          Target   \n3         Residence    Sindh  24.991800    66.991100          Target   \n4         Residence    Sindh  24.991800    66.991100          Target   \n\n  Space (Open/Closed)                            Party Target Status  Killed  \\\n0                Open         Alll India Muslim League        Killed       1   \n1                Open  Chief Minister of West Pakistan        Killed       1   \n2                Open                             PPPP        Killed       1   \n3              Closed              Student wing of PPP        Killed       1   \n4              Closed                              MQM        Killed       1   \n\n   Injured  \n0        1  \n1        0  \n2        0  \n3        0  \n4        0  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>S#</th>\n      <th>Politician</th>\n      <th>Day</th>\n      <th>Date</th>\n      <th>Day Type</th>\n      <th>Time</th>\n      <th>City</th>\n      <th>Location</th>\n      <th>Location Category</th>\n      <th>Province</th>\n      <th>Latitude</th>\n      <th>Longititude</th>\n      <th>Target Category</th>\n      <th>Space (Open/Closed)</th>\n      <th>Party</th>\n      <th>Target Status</th>\n      <th>Killed</th>\n      <th>Injured</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Liaqat Ali Khan</td>\n      <td>Tuesday</td>\n      <td>16-Oct-51</td>\n      <td>Working Day</td>\n      <td>Evening</td>\n      <td>Rawalpindi</td>\n      <td>Company Bagh (Company Gardens), Rawalpindi</td>\n      <td>Park/Ground</td>\n      <td>Punjab</td>\n      <td>33.605800</td>\n      <td>73.043700</td>\n      <td>Target</td>\n      <td>Open</td>\n      <td>Alll India Muslim League</td>\n      <td>Killed</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Khan abdul Jabbar Khan</td>\n      <td>Friday</td>\n      <td>9-May-58</td>\n      <td>Working Day</td>\n      <td>Morning</td>\n      <td>Lahore</td>\n      <td>Sadullah Khan's house at 16 Aikman Road, GOR</td>\n      <td>Residence</td>\n      <td>Punjab</td>\n      <td>31.482635</td>\n      <td>74.071272</td>\n      <td>Target</td>\n      <td>Open</td>\n      <td>Chief Minister of West Pakistan</td>\n      <td>Killed</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Hayyat Sherpao</td>\n      <td>Friday</td>\n      <td>8-Feb-85</td>\n      <td>Working Day</td>\n      <td>Evening</td>\n      <td>Peshawar</td>\n      <td>Campus of University of Peshawar</td>\n      <td>University</td>\n      <td>KPK</td>\n      <td>33.999533</td>\n      <td>71.425020</td>\n      <td>Target</td>\n      <td>Open</td>\n      <td>PPPP</td>\n      <td>Killed</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Najeeb Ahmed</td>\n      <td>Friday</td>\n      <td>6-Apr-90</td>\n      <td>Working Day</td>\n      <td>After Noon</td>\n      <td>Karachi</td>\n      <td>North Nazimabad</td>\n      <td>Residence</td>\n      <td>Sindh</td>\n      <td>24.991800</td>\n      <td>66.991100</td>\n      <td>Target</td>\n      <td>Closed</td>\n      <td>Student wing of PPP</td>\n      <td>Killed</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>Azeem Ahmed Tariq</td>\n      <td>Saturday</td>\n      <td>1-May-93</td>\n      <td>Working Day</td>\n      <td>Morning</td>\n      <td>Karachi</td>\n      <td>near his house</td>\n      <td>Residence</td>\n      <td>Sindh</td>\n      <td>24.991800</td>\n      <td>66.991100</td>\n      <td>Target</td>\n      <td>Closed</td>\n      <td>MQM</td>\n      <td>Killed</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "eb3dfc2507646d2315d46d899499cdd349e4fc6b"
      },
      "cell_type": "code",
      "source": "plt.figure(figsize=(45,20))\nplt.plot(df['Date'],df['City'])\nplt.ylabel('City', fontsize=14)\nplt.xlabel('Date', fontsize=14)\nplt.title(\"Attacks on each city on specific dates\", fontsize=18)\nplt.show()",
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 3240x1440 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "f1ac130638fc69d86447abd0b70ac1fadf76910e"
      },
      "cell_type": "code",
      "source": "provinces = df['Province'].unique()\nattacks_in_provinces = []\nfor province in provinces:\n    attacks_in_provinces.append(df[df['Province']==province].count().Province)\nplt.figure(figsize=(12,8))\nplt.bar(provinces,attacks_in_provinces)\nplt.ylabel('Counts of Attacks', fontsize=14)\nplt.xlabel('Province', fontsize=14)\nplt.title(\"Total attacks in each province\", fontsize=18)\nplt.show()",
      "execution_count": 108,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 864x576 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "c485057511003eb45588a88918d5c01d0aaa6e63"
      },
      "cell_type": "code",
      "source": "sucessful_attacks = df[df['Target Status']=='Killed']\nfailed_attacks = df[df['Target Status']=='Escaped']\nprint(f\"Total Sucessful Attacks {sucessful_attacks['Target Status'].count()}\")\nprint(f\"Total Failed Attacks {failed_attacks['Target Status'].count()}\")",
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Total Sucessful Attacks 31\nTotal Failed Attacks 20\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "1ef2b587ec58499450127f883df1f380b450bad3"
      },
      "cell_type": "code",
      "source": "parties = df['Party'].unique()\nattacks_on_parties = []\nfor party in parties:\n    attacks_on_parties.append(df[df['Party']==party].count().Party)\nplt.figure(figsize=(12,8))\nplt.bar(attacks_on_parties,parties)\nplt.ylabel('Parties', fontsize=14)\nplt.xlabel('Count of Attacks', fontsize=14)\nplt.title(\"Total attacks on each party\", fontsize=18)\nplt.show()",
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 864x576 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "78a5ab755d00fa98b577c76691977984bd85b952"
      },
      "cell_type": "code",
      "source": "categories = df['Target Category'].unique()\nattacks_of_category = []\nfor category in categories:\n    count_series = df[df['Target Category']==category].count()\n    attacks_of_category.append(count_series['Target Category'])\nplt.figure(figsize=(12,8))\nplt.bar(categories, attacks_of_category)\nplt.ylabel('Count of Attacks', fontsize=14)\nplt.xlabel('Attack Type', fontsize=14)\nplt.title(\"Total attack on each category\", fontsize=18)\nplt.show()",
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 864x576 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "c1406cd082f3182bc8ecc6ec25ba9fc898771d1c"
      },
      "cell_type": "code",
      "source": "total_killed = df['Killed'].sum()\ntotal_injured = df['Injured'].sum()\ntotals = [total_killed, total_injured]\ncats = [\"Killed\", \"Injured\"]\nplt.figure(figsize=(12,8))\nplt.bar(cats, totals)\nplt.ylabel('Count of Killed or Injured', fontsize=14)\nplt.xlabel('Killed or Injured', fontsize=14)\nplt.title(\"Total number of killed & injured\", fontsize=18)\nplt.show()",
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 864x576 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "_uuid": "090169a33614475a98bf431cac96ce24f64bc5af"
      },
      "cell_type": "markdown",
      "source": "I'm excited to see what else someone find out with this dataset."
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.6.6",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 1
}