analyses/ois_descriptive_analysis_officers_shot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"img/TJI_logo_whitebg_440x220.jpg\" alt=\"drawing\" style=\"width: 220px;float: right\"/>\n",
    "\n",
    "# Analysis: Exploration of officers-shot data\n",
    "---\n",
    "\n",
    "## Overview\n",
    "\n",
    "Summary statistics of police shot by civilians, from Peace Officer Involved Shooting Reports submitted to the Texas Attorney General.\n",
    "\n",
    "## Summary of findings\n",
    "* Data collection began in September 2015\n",
    "* About 30 officers are shot each year by civilians.\n",
    "* About 20% die from the incident.\n",
    "* Officers of all ages are shot.\n",
    "* White and hispanic officers comprise 90% of those shot (in equal parts).\n",
    "* About 95% are male.\n",
    "* About 95% of the civilians doing the shooting are male.\n",
    "* About 45% of civilians doing the shooting are hispanic, 35% are black, 25% are white.\n",
    "* 50% of officer shooting incidents happen in 3 counties: Harris (Houston), Bexar (San Antonio), Dallas (Dallas)\n",
    "\n",
    "\n",
    "## Datasets used:\n",
    "* `tji/officer-involved-shootings/shot_officers.csv`\n",
    "* `tji/auxiliary-datasets/texas_counties`\n",
    "\n",
    "##### Author: Everett Wetchler (everett.wetchler@gmail.com)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [ Setup and load data ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Everett Wetchler 2018-05-31 20:09:31 PDT\n",
      "\n",
      "numpy 1.14.3\n",
      "pandas 0.20.1\n",
      "matplotlib 2.2.0\n",
      "seaborn 0.7.1\n",
      "datadotworld 1.6.0\n",
      "Git hash: c304f867152cb4001ae28bb830598e281928ba1e\n",
      "watermark 1.5.0\n"
     ]
    }
   ],
   "source": [
    "import datadotworld as dw\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "pd.set_option('display.max_rows', 100)\n",
    "pd.set_option('display.max_columns', 100)\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "%load_ext watermark\n",
    "%watermark -a 'Everett Wetchler' -g -d -t -z -w -p numpy,pandas,matplotlib,seaborn,datadotworld"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removing 3 past plots\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lib.utils import *\n",
    "from lib.style import *\n",
    "\n",
    "plotsaver = PlotSaver('../plots/', 'ois_officers_')\n",
    "sns.palplot(sns.color_palette())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Officers shot data from 2015-10-06 to 2018-04-24\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_ag_received</th>\n",
       "      <th>date_incident</th>\n",
       "      <th>incident_address</th>\n",
       "      <th>incident_census_tract</th>\n",
       "      <th>incident_city</th>\n",
       "      <th>incident_county</th>\n",
       "      <th>incident_latitude</th>\n",
       "      <th>incident_longitude</th>\n",
       "      <th>incident_zip</th>\n",
       "      <th>officer_died</th>\n",
       "      <th>officer_name_first</th>\n",
       "      <th>officer_name_last</th>\n",
       "      <th>officer_age</th>\n",
       "      <th>officer_race</th>\n",
       "      <th>officer_gender</th>\n",
       "      <th>agency_name_1</th>\n",
       "      <th>agency_city_1</th>\n",
       "      <th>agency_county_1</th>\n",
       "      <th>agency_zip_1</th>\n",
       "      <th>agency_report_date_1</th>\n",
       "      <th>agency_name_person_filling_out_1</th>\n",
       "      <th>agency_email_person_filling_out_1</th>\n",
       "      <th>agency_name_2</th>\n",
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       "      <th>agency_name_person_filling_out_2</th>\n",
       "      <th>agency_email_person_filling_out_2</th>\n",
       "      <th>civilian_died</th>\n",
       "      <th>civilian_suicide</th>\n",
       "      <th>civilian_name_first_1</th>\n",
       "      <th>civilian_name_last_1</th>\n",
       "      <th>civilian_age_1</th>\n",
       "      <th>civilian_race_1</th>\n",
       "      <th>civilian_gender_1</th>\n",
       "      <th>civilian_name_first_2</th>\n",
       "      <th>civilian_name_last_2</th>\n",
       "      <th>civilian_age_2</th>\n",
       "      <th>civilian_race_2</th>\n",
       "      <th>civilian_gender_2</th>\n",
       "      <th>civilian_name_first_3</th>\n",
       "      <th>civilian_name_last_3</th>\n",
       "      <th>civilian_age_3</th>\n",
       "      <th>civilian_race_3</th>\n",
       "      <th>civilian_gender_3</th>\n",
       "      <th>media_link_1</th>\n",
       "      <th>media_link_2</th>\n",
       "      <th>media_link_3</th>\n",
       "      <th>incident_location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaT</td>\n",
       "      <td>2015-10-06</td>\n",
       "      <td>815 LAMAR DRIVE</td>\n",
       "      <td>210400.0</td>\n",
       "      <td>SEGUIN</td>\n",
       "      <td>GUADALUPE</td>\n",
       "      <td>29.576609</td>\n",
       "      <td>-97.947667</td>\n",
       "      <td>78155</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>F</td>\n",
       "      <td>SEGUIN POLICE DEPT</td>\n",
       "      <td>SEGUIN</td>\n",
       "      <td>GUADALUPE</td>\n",
       "      <td>78155</td>\n",
       "      <td>10/26/2015</td>\n",
       "      <td>MC MEYERS</td>\n",
       "      <td>MCMEYERS@SEGUINTEXAS.GOV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT(-97.9476667 29.576609)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaT</td>\n",
       "      <td>2015-10-30</td>\n",
       "      <td>8000 MIDCROWN</td>\n",
       "      <td>121403.0</td>\n",
       "      <td>SAN ANTONIO</td>\n",
       "      <td>BEXAR</td>\n",
       "      <td>29.507478</td>\n",
       "      <td>-98.380029</td>\n",
       "      <td>78218</td>\n",
       "      <td>False</td>\n",
       "      <td>JOSEPH</td>\n",
       "      <td>CANALES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>HISPANIC</td>\n",
       "      <td>M</td>\n",
       "      <td>BEXAR CO SHERIFFS OFFICE</td>\n",
       "      <td>SAN ANTONIO</td>\n",
       "      <td>BEXAR</td>\n",
       "      <td>78207</td>\n",
       "      <td>11/3/2015</td>\n",
       "      <td>DET. FRANK STUBBS #4048</td>\n",
       "      <td>SSTUBBS@BEXAR.ORG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHERMAN</td>\n",
       "      <td>ROBINSON</td>\n",
       "      <td>36.0</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MYSA</td>\n",
       "      <td>NEWS4SANANTONIO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT(-98.3800289 29.5074775)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-02-21</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>301 W. AVENUE B</td>\n",
       "      <td>20701.0</td>\n",
       "      <td>TEMPLE</td>\n",
       "      <td>BELL</td>\n",
       "      <td>31.095688</td>\n",
       "      <td>-97.344775</td>\n",
       "      <td>76501</td>\n",
       "      <td>True</td>\n",
       "      <td>DARRELL</td>\n",
       "      <td>ALLEN</td>\n",
       "      <td>42.0</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>M</td>\n",
       "      <td>MARLIN POLICE DEPT</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>FALLS</td>\n",
       "      <td>76661</td>\n",
       "      <td>2/21/2017</td>\n",
       "      <td>DAMIEN EAGLIN</td>\n",
       "      <td>CHIEFEAGLIN@MARLINTX.NET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WACO TRIBUNE-HERALD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT(-97.3447755 31.0956876)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaT</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>1025 CUSTER AVE.</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>ODESSA</td>\n",
       "      <td>ECTOR</td>\n",
       "      <td>31.865143</td>\n",
       "      <td>-102.335850</td>\n",
       "      <td>79761</td>\n",
       "      <td>False</td>\n",
       "      <td>PETE</td>\n",
       "      <td>GONZALES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>HISPANIC</td>\n",
       "      <td>M</td>\n",
       "      <td>ODESSA POLICE DEPT</td>\n",
       "      <td>ODESSA</td>\n",
       "      <td>ECTOR</td>\n",
       "      <td>79761</td>\n",
       "      <td>12/29/2015</td>\n",
       "      <td>SGT. DAVID LARA</td>\n",
       "      <td>DLARA@ODESSA-TX.GOV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ROY DANIEL</td>\n",
       "      <td>GARZA</td>\n",
       "      <td>27.0</td>\n",
       "      <td>HISPANIC</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CBS 7</td>\n",
       "      <td>BIG COUNTRY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT(-102.3358504 31.8651433)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaT</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>1025 CUSTER AVE.</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>ODESSA</td>\n",
       "      <td>ECTOR</td>\n",
       "      <td>31.865143</td>\n",
       "      <td>-102.335850</td>\n",
       "      <td>79761</td>\n",
       "      <td>False</td>\n",
       "      <td>CORY</td>\n",
       "      <td>WESTER</td>\n",
       "      <td>38.0</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>M</td>\n",
       "      <td>ODESSA POLICE DEPT</td>\n",
       "      <td>ODESSA</td>\n",
       "      <td>ECTOR</td>\n",
       "      <td>79761</td>\n",
       "      <td>12/29/2015</td>\n",
       "      <td>SGT. DAVID LARA</td>\n",
       "      <td>DLARA@ODESSA-TX.GOV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ROY DANIEL</td>\n",
       "      <td>GARZA</td>\n",
       "      <td>27.0</td>\n",
       "      <td>HISPANIC</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CBS 7</td>\n",
       "      <td>BIG COUNTRY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT(-102.3358504 31.8651433)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  date_ag_received date_incident  incident_address  incident_census_tract  \\\n",
       "0              NaT    2015-10-06   815 LAMAR DRIVE               210400.0   \n",
       "1              NaT    2015-10-30     8000 MIDCROWN               121403.0   \n",
       "2       2017-02-21    2015-11-01   301 W. AVENUE B                20701.0   \n",
       "3              NaT    2015-12-23  1025 CUSTER AVE.                 1700.0   \n",
       "4              NaT    2015-12-23  1025 CUSTER AVE.                 1700.0   \n",
       "\n",
       "  incident_city incident_county  incident_latitude  incident_longitude  \\\n",
       "0        SEGUIN       GUADALUPE          29.576609          -97.947667   \n",
       "1   SAN ANTONIO           BEXAR          29.507478          -98.380029   \n",
       "2        TEMPLE            BELL          31.095688          -97.344775   \n",
       "3        ODESSA           ECTOR          31.865143         -102.335850   \n",
       "4        ODESSA           ECTOR          31.865143         -102.335850   \n",
       "\n",
       "   incident_zip  officer_died officer_name_first officer_name_last  \\\n",
       "0         78155         False                NaN               NaN   \n",
       "1         78218         False             JOSEPH           CANALES   \n",
       "2         76501          True            DARRELL             ALLEN   \n",
       "3         79761         False               PETE          GONZALES   \n",
       "4         79761         False               CORY            WESTER   \n",
       "\n",
       "   officer_age officer_race officer_gender             agency_name_1  \\\n",
       "0         54.0        WHITE              F        SEGUIN POLICE DEPT   \n",
       "1         42.0     HISPANIC              M  BEXAR CO SHERIFFS OFFICE   \n",
       "2         42.0        BLACK              M        MARLIN POLICE DEPT   \n",
       "3         42.0     HISPANIC              M        ODESSA POLICE DEPT   \n",
       "4         38.0        WHITE              M        ODESSA POLICE DEPT   \n",
       "\n",
       "  agency_city_1 agency_county_1 agency_zip_1 agency_report_date_1  \\\n",
       "0        SEGUIN       GUADALUPE        78155           10/26/2015   \n",
       "1   SAN ANTONIO           BEXAR        78207            11/3/2015   \n",
       "2        MARLIN           FALLS        76661            2/21/2017   \n",
       "3        ODESSA           ECTOR        79761           12/29/2015   \n",
       "4        ODESSA           ECTOR        79761           12/29/2015   \n",
       "\n",
       "  agency_name_person_filling_out_1 agency_email_person_filling_out_1  \\\n",
       "0                        MC MEYERS          MCMEYERS@SEGUINTEXAS.GOV   \n",
       "1          DET. FRANK STUBBS #4048                 SSTUBBS@BEXAR.ORG   \n",
       "2                    DAMIEN EAGLIN          CHIEFEAGLIN@MARLINTX.NET   \n",
       "3                  SGT. DAVID LARA               DLARA@ODESSA-TX.GOV   \n",
       "4                  SGT. DAVID LARA               DLARA@ODESSA-TX.GOV   \n",
       "\n",
       "  agency_name_2 agency_city_2 agency_county_2  agency_zip_2  \\\n",
       "0           NaN           NaN             NaN           NaN   \n",
       "1           NaN           NaN             NaN           NaN   \n",
       "2           NaN           NaN             NaN           NaN   \n",
       "3           NaN           NaN             NaN           NaN   \n",
       "4           NaN           NaN             NaN           NaN   \n",
       "\n",
       "  agency_report_date_2 agency_name_person_filling_out_2  \\\n",
       "0                  NaT                              NaN   \n",
       "1                  NaT                              NaN   \n",
       "2                  NaT                              NaN   \n",
       "3                  NaT                              NaN   \n",
       "4                  NaT                              NaN   \n",
       "\n",
       "  agency_email_person_filling_out_2 civilian_died civilian_suicide  \\\n",
       "0                               NaN           NaN              NaN   \n",
       "1                               NaN           NaN              NaN   \n",
       "2                               NaN           NaN              NaN   \n",
       "3                               NaN           NaN              NaN   \n",
       "4                               NaN           NaN              NaN   \n",
       "\n",
       "  civilian_name_first_1 civilian_name_last_1  civilian_age_1 civilian_race_1  \\\n",
       "0                   NaN                  NaN            54.0           WHITE   \n",
       "1               SHERMAN             ROBINSON            36.0           BLACK   \n",
       "2                   NaN                  NaN             NaN             NaN   \n",
       "3            ROY DANIEL                GARZA            27.0        HISPANIC   \n",
       "4            ROY DANIEL                GARZA            27.0        HISPANIC   \n",
       "\n",
       "  civilian_gender_1 civilian_name_first_2 civilian_name_last_2  \\\n",
       "0                 F                   NaN                  NaN   \n",
       "1                 M                   NaN                  NaN   \n",
       "2                 M                   NaN                  NaN   \n",
       "3                 M                   NaN                  NaN   \n",
       "4                 M                   NaN                  NaN   \n",
       "\n",
       "   civilian_age_2 civilian_race_2 civilian_gender_2 civilian_name_first_3  \\\n",
       "0             NaN             NaN               NaN                   NaN   \n",
       "1             NaN             NaN               NaN                   NaN   \n",
       "2             NaN             NaN               NaN                   NaN   \n",
       "3             NaN             NaN               NaN                   NaN   \n",
       "4             NaN             NaN               NaN                   NaN   \n",
       "\n",
       "  civilian_name_last_3  civilian_age_3 civilian_race_3 civilian_gender_3  \\\n",
       "0                  NaN             NaN             NaN               NaN   \n",
       "1                  NaN             NaN             NaN               NaN   \n",
       "2                  NaN             NaN             NaN               NaN   \n",
       "3                  NaN             NaN             NaN               NaN   \n",
       "4                  NaN             NaN             NaN               NaN   \n",
       "\n",
       "          media_link_1     media_link_2 media_link_3  \\\n",
       "0                  NaN              NaN          NaN   \n",
       "1                 MYSA  NEWS4SANANTONIO          NaN   \n",
       "2  WACO TRIBUNE-HERALD              NaN          NaN   \n",
       "3                CBS 7      BIG COUNTRY          NaN   \n",
       "4                CBS 7      BIG COUNTRY          NaN   \n",
       "\n",
       "                incident_location  \n",
       "0    POINT(-97.9476667 29.576609)  \n",
       "1   POINT(-98.3800289 29.5074775)  \n",
       "2   POINT(-97.3447755 31.0956876)  \n",
       "3  POINT(-102.3358504 31.8651433)  \n",
       "4  POINT(-102.3358504 31.8651433)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datasets = dw.load_dataset('tji/officer-involved-shootings', force_update=True)\n",
    "shootings = datasets.dataframes['shot_officers']\n",
    "\n",
    "first_shooting = shootings.date_incident.min().strftime('%Y-%m-%d')\n",
    "last_shooting = shootings.date_incident.max().strftime('%Y-%m-%d')\n",
    "print(\"Officers shot data from %s to %s\" % (first_shooting, last_shooting))\n",
    "\n",
    "shootings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Grouped 78 officers shot into 57 unique incidents\n"
     ]
    }
   ],
   "source": [
    "incidents = shootings.drop_duplicates(subset=['civilian_name_first_1', 'civilian_name_last_1', 'date_incident'])\n",
    "print(\"Grouped %d officers shot into %d unique incidents\" % (len(shootings), len(incidents)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [ WHEN do shootings happen? ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "shootings['year'] = shootings['date_incident'].apply(lambda dt: '%d' % (dt.year))\n",
    "shootings['month'] = shootings['date_incident'].apply(lambda dt: '%d-%02d' % (dt.year, dt.month))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_01_year_month.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "fig.set_size_inches(16, 6)\n",
    "fig.suptitle('Texas officers shot over time (%d total, %.0f%% died)' % (\n",
    "    len(shootings), shootings['officer_died'].mean() * 100), fontsize=24)\n",
    "ax=axes[0]\n",
    "ax.set_title('Officers shot by YEAR')\n",
    "shootings.groupby(['year', 'officer_died']).size().unstack()[::-1].plot(\n",
    "    kind='barh', stacked=True, ax=ax, color=[TJI_BLUE, TJI_RED])\n",
    "ax.set_ylabel('')\n",
    "ax.text(6, 3, '**NOTE - data begins on\\n' + first_shooting, verticalalignment='center', fontsize=16)\n",
    "ax.text(11, 0, '**NOTE - data collected\\nthrough ' + last_shooting, verticalalignment='center', fontsize=16)\n",
    "\n",
    "ax=axes[1]\n",
    "shootings.groupby(['month', 'officer_died']).size().unstack().plot(\n",
    "    kind='bar', stacked=True, ax=ax, color=[TJI_BLUE, TJI_RED])\n",
    "ax.set_title('Officers shot by MONTH')\n",
    "ax.set_xlabel('')\n",
    "ax.text(8.5, 10, '(Dallas Shooting)', alpha=0.7)\n",
    "plt.subplots_adjust(left=.05, right=.95, bottom=0.2, top=0.8)\n",
    "plotsaver.saveplot(fig, 'year_month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_02_weekday.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "fig.set_size_inches(7, 4)\n",
    "counts = shootings['date_incident'].apply(lambda dt: dt.weekday()).value_counts(True).sort_index()\n",
    "ax.set_ylabel('Fraction of Incidents')\n",
    "percentify_y(ax, decimals=0)\n",
    "counts.index = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']\n",
    "counts.plot(kind='bar', ax=ax)\n",
    "ax.set_title('Officers shot by weekday (%.0f%% missing)' % (shootings.date_incident.isnull().mean() * 100))\n",
    "plt.xticks(rotation=45)\n",
    "plotsaver.saveplot(fig, 'weekday')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [ WHERE do shootings happen? ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "county\n",
       "ANDERSON      PALESTINE\n",
       "ANDREWS         ANDREWS\n",
       "ANGELINA         LUFKIN\n",
       "ARANSAS        ROCKPORT\n",
       "ARCHER      ARCHER CITY\n",
       "Name: seat, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datasets = dw.load_dataset('tji/auxiliary-datasets', force_update=True)\n",
    "county_seats = datasets.dataframes['texas_counties'].set_index('county')['seat']\n",
    "county_seats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_03_incidents_by_location.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_counties = incidents.incident_county.value_counts().head(10)\n",
    "top_counties.index = pd.Series(top_counties.index).apply(\n",
    "    lambda county: \"%s (%s)\" % (county, county_seats[county]))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2)\n",
    "fig.set_size_inches(18, 6)\n",
    "\n",
    "ax = axes[0]\n",
    "top_counties[::-1].plot(kind='barh', ax=ax)\n",
    "ax.set_title('COUNTIES with the most officer-shooting incidents')\n",
    "ax.set_xlabel(\"Incidents (may be multiple officers shot per incident)\")\n",
    "\n",
    "ax = axes[1]\n",
    "incidents['incident_city'].value_counts()[:10][::-1].plot(kind='barh', ax=ax)\n",
    "ax.set_title(\"CITIES with the most officer-shooting incidents\")\n",
    "ax.set_xlabel(\"Incidents (may be multiple officers shot per incident)\")\n",
    "\n",
    "plt.subplots_adjust(left=0.2, wspace=.35, right=.95)\n",
    "plotsaver.saveplot(fig, 'incidents_by_location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_04_cumulative_incidents_by_county.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "s = incidents['incident_county'].value_counts(True, ascending=False)\n",
    "s.index = range(1, len(s) + 1)\n",
    "s.cumsum().plot(ax=ax, marker='.', linewidth=0, markersize=15)\n",
    "ax.set_ylim((0, 1))\n",
    "ax.set_yticks(np.arange(0, 1.01, .1))\n",
    "ax.set_yticklabels(['%d%%' % i for i in range(0, 101, 10)])\n",
    "ax.set_xticks(range(0, int(ax.get_xlim()[1]) + 5, 5))\n",
    "ax.legend_ = None\n",
    "ax.set_title('How many counties does it take to capture most of the incidents?')\n",
    "ax.set_xlabel('Top N counties')\n",
    "ax.set_ylabel('Cumulative % of officers shot')\n",
    "ax.set_xticks(list(range(0, int(ax.get_xlim()[1]) + 1)))\n",
    "fig.set_size_inches(12, 6)\n",
    "plotsaver.saveplot(fig, 'cumulative_incidents_by_county')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [ What officers get shot? ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/everettwetchler/.virtualenvs/tji-analysis/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_05_officer_summary.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(14, 10)\n",
    "fig.suptitle('Officers who are shot', fontsize=28)\n",
    "\n",
    "ax = axes[0][0]\n",
    "shootings.officer_age.hist(ax=ax, normed=True)\n",
    "ax.set_title('Officer ages')\n",
    "percentify_y(ax)\n",
    "\n",
    "ax = axes[0][1]\n",
    "shootings.officer_race.value_counts(True)[::-1].plot(kind='barh', ax=ax)\n",
    "ax.set_title('Officer race')\n",
    "percentify_x(ax, decimals=0)\n",
    "\n",
    "ax = axes[1][0]\n",
    "shootings.officer_gender.value_counts(True).plot(kind='barh', ax=ax)\n",
    "ax.set_xticks(np.arange(0, 1.01, .1))\n",
    "ax.set_title('Officer gender')\n",
    "percentify_x(ax)\n",
    "\n",
    "ax = axes[1][1]\n",
    "shootings['officer_died'].value_counts(True).plot(kind='barh', ax=ax)\n",
    "ax.set_yticklabels([ 'Death' if t.get_text() == 'True' else 'Injury' for t in ax.get_yticklabels()])\n",
    "percentify_x(ax)\n",
    "ax.set_title('Death vs injury for officers shot')\n",
    "\n",
    "plt.subplots_adjust(hspace=0.4, wspace=.3)\n",
    "plotsaver.saveplot(fig, 'officer_summary')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [ What civilians are involved? ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/everettwetchler/.virtualenvs/tji-analysis/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving plot to ../plots/ois_officers_06_civilian_summary.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_civilian_ages = []\n",
    "all_civilian_races = []\n",
    "all_civilian_genders = []\n",
    "for i in range(1, 4):\n",
    "    all_civilian_ages.extend(list(incidents['civilian_age_%d' % i].dropna()))\n",
    "    all_civilian_races.extend(list(incidents['civilian_race_%d' % i].dropna()))\n",
    "    all_civilian_genders.extend(list(incidents['civilian_gender_%d' % i].dropna()))\n",
    "\n",
    "all_civilian_ages = pd.Series(all_civilian_ages)\n",
    "all_civilian_races = pd.Series(all_civilian_races)\n",
    "all_civilian_genders = pd.Series(all_civilian_genders)\n",
    "\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(14, 10)\n",
    "fig.suptitle('Civilians involved in incidents where officer died', fontsize=28)\n",
    "\n",
    "ax = axes[0][0]\n",
    "all_civilian_ages.hist(ax=ax, normed=True)\n",
    "ax.set_title('Civilian ages')\n",
    "ax.set_xlabel('Age of civilian')\n",
    "percentify_y(ax)\n",
    "\n",
    "ax = axes[0][1]\n",
    "all_civilian_races.value_counts(True).plot(kind='barh', ax=ax)\n",
    "ax.set_title('Civilian races')\n",
    "percentify_x(ax)\n",
    "\n",
    "ax = axes[1][0]\n",
    "all_civilian_genders.value_counts(True).plot(kind='barh', ax=ax)\n",
    "ax.set_title('Civilian gender')\n",
    "percentify_x(ax)\n",
    "\n",
    "ax = axes[1][1]\n",
    "incidents['civilian_died'].value_counts(True).plot(kind='barh', ax=ax)\n",
    "ax.set_title('One or more civilians died?')\n",
    "ax.set_xlim((0, 1))\n",
    "percentify_x(ax)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.4, wspace=0.3)\n",
    "plotsaver.saveplot(fig, 'civilian_summary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tji-analysis",
   "language": "python",
   "name": "tji-analysis"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}