denver-crime-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing Libraries and loading the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime,timedelta\n",
    "from src.project_functions import compare_columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "figs_save = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open('results.txt', 'a')\n",
    "print('Results\\n ========= {} ======='.format(datetime.now()), file=f, end='\\n'+'='*50+'\\n'*3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>INCIDENT_ID</th>\n",
       "      <th>OFFENSE_ID</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_EXTENSION</th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>FIRST_OCCURRENCE_DATE</th>\n",
       "      <th>LAST_OCCURRENCE_DATE</th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>INCIDENT_ADDRESS</th>\n",
       "      <th>GEO_X</th>\n",
       "      <th>GEO_Y</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>DISTRICT_ID</th>\n",
       "      <th>PRECINCT_ID</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016376978</td>\n",
       "      <td>2016376978521300</td>\n",
       "      <td>5213</td>\n",
       "      <td>0</td>\n",
       "      <td>weapon-unlawful-discharge-of</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>6/15/2016 11:31:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/15/2016 11:31:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3193983.0</td>\n",
       "      <td>1707251.0</td>\n",
       "      <td>-104.809881</td>\n",
       "      <td>39.773188</td>\n",
       "      <td>5</td>\n",
       "      <td>521</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20186000994</td>\n",
       "      <td>20186000994239900</td>\n",
       "      <td>2399</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>10/11/2017 12:30:00 PM</td>\n",
       "      <td>10/11/2017 4:55:00 PM</td>\n",
       "      <td>1/29/2018 5:53:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3201943.0</td>\n",
       "      <td>1711852.0</td>\n",
       "      <td>-104.781434</td>\n",
       "      <td>39.785649</td>\n",
       "      <td>5</td>\n",
       "      <td>522</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20166003953</td>\n",
       "      <td>20166003953230500</td>\n",
       "      <td>2305</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>3/4/2016 8:00:00 PM</td>\n",
       "      <td>4/25/2016 8:00:00 AM</td>\n",
       "      <td>4/26/2016 9:02:00 PM</td>\n",
       "      <td>2932 S JOSEPHINE ST</td>\n",
       "      <td>3152762.0</td>\n",
       "      <td>1667011.0</td>\n",
       "      <td>-104.957381</td>\n",
       "      <td>39.663490</td>\n",
       "      <td>3</td>\n",
       "      <td>314</td>\n",
       "      <td>wellshire</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201872333</td>\n",
       "      <td>201872333239900</td>\n",
       "      <td>2399</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>1/30/2018 7:20:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1/30/2018 10:29:00 PM</td>\n",
       "      <td>705 S COLORADO BLVD</td>\n",
       "      <td>3157162.0</td>\n",
       "      <td>1681320.0</td>\n",
       "      <td>-104.941440</td>\n",
       "      <td>39.702698</td>\n",
       "      <td>3</td>\n",
       "      <td>312</td>\n",
       "      <td>belcaro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017411405</td>\n",
       "      <td>2017411405230300</td>\n",
       "      <td>2303</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-shoplift</td>\n",
       "      <td>larceny</td>\n",
       "      <td>6/22/2017 8:53:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/23/2017 4:09:00 PM</td>\n",
       "      <td>2810 E 1ST AVE</td>\n",
       "      <td>3153211.0</td>\n",
       "      <td>1686545.0</td>\n",
       "      <td>-104.955370</td>\n",
       "      <td>39.717107</td>\n",
       "      <td>3</td>\n",
       "      <td>311</td>\n",
       "      <td>cherry-creek</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   INCIDENT_ID         OFFENSE_ID  OFFENSE_CODE  OFFENSE_CODE_EXTENSION  \\\n",
       "0   2016376978   2016376978521300          5213                       0   \n",
       "1  20186000994  20186000994239900          2399                       0   \n",
       "2  20166003953  20166003953230500          2305                       0   \n",
       "3    201872333    201872333239900          2399                       0   \n",
       "4   2017411405   2017411405230300          2303                       0   \n",
       "\n",
       "                OFFENSE_TYPE_ID       OFFENSE_CATEGORY_ID  \\\n",
       "0  weapon-unlawful-discharge-of          all-other-crimes   \n",
       "1                   theft-other                   larceny   \n",
       "2      theft-items-from-vehicle  theft-from-motor-vehicle   \n",
       "3                   theft-other                   larceny   \n",
       "4                theft-shoplift                   larceny   \n",
       "\n",
       "    FIRST_OCCURRENCE_DATE   LAST_OCCURRENCE_DATE          REPORTED_DATE  \\\n",
       "0   6/15/2016 11:31:00 PM                    NaN  6/15/2016 11:31:00 PM   \n",
       "1  10/11/2017 12:30:00 PM  10/11/2017 4:55:00 PM   1/29/2018 5:53:00 PM   \n",
       "2     3/4/2016 8:00:00 PM   4/25/2016 8:00:00 AM   4/26/2016 9:02:00 PM   \n",
       "3    1/30/2018 7:20:00 PM                    NaN  1/30/2018 10:29:00 PM   \n",
       "4    6/22/2017 8:53:00 PM                    NaN   6/23/2017 4:09:00 PM   \n",
       "\n",
       "      INCIDENT_ADDRESS      GEO_X      GEO_Y     GEO_LON    GEO_LAT  \\\n",
       "0                  NaN  3193983.0  1707251.0 -104.809881  39.773188   \n",
       "1                  NaN  3201943.0  1711852.0 -104.781434  39.785649   \n",
       "2  2932 S JOSEPHINE ST  3152762.0  1667011.0 -104.957381  39.663490   \n",
       "3  705 S COLORADO BLVD  3157162.0  1681320.0 -104.941440  39.702698   \n",
       "4       2810 E 1ST AVE  3153211.0  1686545.0 -104.955370  39.717107   \n",
       "\n",
       "   DISTRICT_ID  PRECINCT_ID             NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "0            5          521                   montbello         1           0  \n",
       "1            5          522  gateway-green-valley-ranch         1           0  \n",
       "2            3          314                   wellshire         1           0  \n",
       "3            3          312                     belcaro         1           0  \n",
       "4            3          311                cherry-creek         1           0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ = pd.read_csv('data/crime.csv')\n",
    "df_.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_TYPE_NAME</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_NAME</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_EXTENSION</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <th>0</th>\n",
       "      <td>sovereign-treason-viol</td>\n",
       "      <td>Treason</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <th>0</th>\n",
       "      <td>immigration-violations</td>\n",
       "      <td>Immigration violation</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <th>0</th>\n",
       "      <td>homicide-family</td>\n",
       "      <td>Homicide by a family member</td>\n",
       "      <td>murder</td>\n",
       "      <td>Murder</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <th>0</th>\n",
       "      <td>hom-willful-kill-non-family-gu</td>\n",
       "      <td>Homicide by a stranger w/gun</td>\n",
       "      <td>murder</td>\n",
       "      <td>Murder</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <th>0</th>\n",
       "      <td>hom-willful-kill-nonfam-wp</td>\n",
       "      <td>Homicide by a stranger w/weapon</td>\n",
       "      <td>murder</td>\n",
       "      <td>Murder</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    OFFENSE_TYPE_ID  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                   \n",
       "199          0                               sovereign-treason-viol   \n",
       "399          0                               immigration-violations   \n",
       "902          0                                      homicide-family   \n",
       "903          0                       hom-willful-kill-non-family-gu   \n",
       "904          0                           hom-willful-kill-nonfam-wp   \n",
       "\n",
       "                                                   OFFENSE_TYPE_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                    \n",
       "199          0                                               Treason   \n",
       "399          0                                 Immigration violation   \n",
       "902          0                           Homicide by a family member   \n",
       "903          0                          Homicide by a stranger w/gun   \n",
       "904          0                       Homicide by a stranger w/weapon   \n",
       "\n",
       "                                    OFFENSE_CATEGORY_ID OFFENSE_CATEGORY_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                             \n",
       "199          0                         all-other-crimes      All Other Crimes   \n",
       "399          0                         all-other-crimes      All Other Crimes   \n",
       "902          0                                   murder                Murder   \n",
       "903          0                                   murder                Murder   \n",
       "904          0                                   murder                Murder   \n",
       "\n",
       "                                     IS_CRIME  IS_TRAFFIC  \n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                        \n",
       "199          0                              1           0  \n",
       "399          0                              1           0  \n",
       "902          0                              1           0  \n",
       "903          0                              1           0  \n",
       "904          0                              1           0  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_offense_codes = pd.read_csv('data/offense_codes.csv')\n",
    "df_offense_codes.set_index(['OFFENSE_CODE', 'OFFENSE_CODE_EXTENSION'], inplace=True)\n",
    "df_offense_codes.sort_index(inplace=True)\n",
    "df_offense_codes.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changing all dates to python datetime object for easier manipulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_['FIRST_OCCURRENCE_DATE'] = pd.to_datetime(df_['FIRST_OCCURRENCE_DATE'], infer_datetime_format=True)\n",
    "df_['LAST_OCCURRENCE_DATE'] = pd.to_datetime(df_['LAST_OCCURRENCE_DATE'], infer_datetime_format=True)\n",
    "df_['REPORTED_DATE'] = pd.to_datetime(df_['REPORTED_DATE'], infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_ID</th>\n",
       "      <th>OFFENSE_ID</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_EXTENSION</th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>FIRST_OCCURRENCE_DATE</th>\n",
       "      <th>LAST_OCCURRENCE_DATE</th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>INCIDENT_ADDRESS</th>\n",
       "      <th>GEO_X</th>\n",
       "      <th>GEO_Y</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>DISTRICT_ID</th>\n",
       "      <th>PRECINCT_ID</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016376978</td>\n",
       "      <td>2016376978521300</td>\n",
       "      <td>5213</td>\n",
       "      <td>0</td>\n",
       "      <td>weapon-unlawful-discharge-of</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>2016-06-15 23:31:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2016-06-15 23:31:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3193983.0</td>\n",
       "      <td>1707251.0</td>\n",
       "      <td>-104.809881</td>\n",
       "      <td>39.773188</td>\n",
       "      <td>5</td>\n",
       "      <td>521</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20186000994</td>\n",
       "      <td>20186000994239900</td>\n",
       "      <td>2399</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>2017-10-11 12:30:00</td>\n",
       "      <td>2017-10-11 16:55:00</td>\n",
       "      <td>2018-01-29 17:53:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3201943.0</td>\n",
       "      <td>1711852.0</td>\n",
       "      <td>-104.781434</td>\n",
       "      <td>39.785649</td>\n",
       "      <td>5</td>\n",
       "      <td>522</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20166003953</td>\n",
       "      <td>20166003953230500</td>\n",
       "      <td>2305</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>2016-03-04 20:00:00</td>\n",
       "      <td>2016-04-25 08:00:00</td>\n",
       "      <td>2016-04-26 21:02:00</td>\n",
       "      <td>2932 S JOSEPHINE ST</td>\n",
       "      <td>3152762.0</td>\n",
       "      <td>1667011.0</td>\n",
       "      <td>-104.957381</td>\n",
       "      <td>39.663490</td>\n",
       "      <td>3</td>\n",
       "      <td>314</td>\n",
       "      <td>wellshire</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201872333</td>\n",
       "      <td>201872333239900</td>\n",
       "      <td>2399</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>2018-01-30 19:20:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2018-01-30 22:29:00</td>\n",
       "      <td>705 S COLORADO BLVD</td>\n",
       "      <td>3157162.0</td>\n",
       "      <td>1681320.0</td>\n",
       "      <td>-104.941440</td>\n",
       "      <td>39.702698</td>\n",
       "      <td>3</td>\n",
       "      <td>312</td>\n",
       "      <td>belcaro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017411405</td>\n",
       "      <td>2017411405230300</td>\n",
       "      <td>2303</td>\n",
       "      <td>0</td>\n",
       "      <td>theft-shoplift</td>\n",
       "      <td>larceny</td>\n",
       "      <td>2017-06-22 20:53:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2017-06-23 16:09:00</td>\n",
       "      <td>2810 E 1ST AVE</td>\n",
       "      <td>3153211.0</td>\n",
       "      <td>1686545.0</td>\n",
       "      <td>-104.955370</td>\n",
       "      <td>39.717107</td>\n",
       "      <td>3</td>\n",
       "      <td>311</td>\n",
       "      <td>cherry-creek</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   INCIDENT_ID         OFFENSE_ID  OFFENSE_CODE  OFFENSE_CODE_EXTENSION  \\\n",
       "0   2016376978   2016376978521300          5213                       0   \n",
       "1  20186000994  20186000994239900          2399                       0   \n",
       "2  20166003953  20166003953230500          2305                       0   \n",
       "3    201872333    201872333239900          2399                       0   \n",
       "4   2017411405   2017411405230300          2303                       0   \n",
       "\n",
       "                OFFENSE_TYPE_ID       OFFENSE_CATEGORY_ID  \\\n",
       "0  weapon-unlawful-discharge-of          all-other-crimes   \n",
       "1                   theft-other                   larceny   \n",
       "2      theft-items-from-vehicle  theft-from-motor-vehicle   \n",
       "3                   theft-other                   larceny   \n",
       "4                theft-shoplift                   larceny   \n",
       "\n",
       "  FIRST_OCCURRENCE_DATE LAST_OCCURRENCE_DATE       REPORTED_DATE  \\\n",
       "0   2016-06-15 23:31:00                  NaT 2016-06-15 23:31:00   \n",
       "1   2017-10-11 12:30:00  2017-10-11 16:55:00 2018-01-29 17:53:00   \n",
       "2   2016-03-04 20:00:00  2016-04-25 08:00:00 2016-04-26 21:02:00   \n",
       "3   2018-01-30 19:20:00                  NaT 2018-01-30 22:29:00   \n",
       "4   2017-06-22 20:53:00                  NaT 2017-06-23 16:09:00   \n",
       "\n",
       "      INCIDENT_ADDRESS      GEO_X      GEO_Y     GEO_LON    GEO_LAT  \\\n",
       "0                  NaN  3193983.0  1707251.0 -104.809881  39.773188   \n",
       "1                  NaN  3201943.0  1711852.0 -104.781434  39.785649   \n",
       "2  2932 S JOSEPHINE ST  3152762.0  1667011.0 -104.957381  39.663490   \n",
       "3  705 S COLORADO BLVD  3157162.0  1681320.0 -104.941440  39.702698   \n",
       "4       2810 E 1ST AVE  3153211.0  1686545.0 -104.955370  39.717107   \n",
       "\n",
       "   DISTRICT_ID  PRECINCT_ID             NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "0            5          521                   montbello         1           0  \n",
       "1            5          522  gateway-green-valley-ranch         1           0  \n",
       "2            3          314                   wellshire         1           0  \n",
       "3            3          312                     belcaro         1           0  \n",
       "4            3          311                cherry-creek         1           0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initial Explorations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What are not crimes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Crimes: 340193\t Not crimes: 119666\n"
     ]
    }
   ],
   "source": [
    "mask_not_crime = df_['IS_CRIME'] == 0\n",
    "df_crime = df_[~mask_not_crime]\n",
    "print('Crimes: {1}\\t Not crimes: {0}'.format(df_[mask_not_crime].INCIDENT_ID.count(), df_crime.INCIDENT_ID.count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_TYPE_NAME</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_NAME</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_EXTENSION</th>\n",
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       "      <th>5401</th>\n",
       "      <th>0</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>Traffic accident - hit and run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5420</th>\n",
       "      <th>0</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>Traffic accident - DUI-DUID</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5441</th>\n",
       "      <th>0</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  OFFENSE_TYPE_ID  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                 \n",
       "5401         0                       traffic-accident-hit-and-run   \n",
       "5420         0                          traffic-accident-dui-duid   \n",
       "5441         0                                   traffic-accident   \n",
       "\n",
       "                                                  OFFENSE_TYPE_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                   \n",
       "5401         0                       Traffic accident - hit and run   \n",
       "5420         0                          Traffic accident - DUI-DUID   \n",
       "5441         0                                     Traffic accident   \n",
       "\n",
       "                                    OFFENSE_CATEGORY_ID OFFENSE_CATEGORY_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                             \n",
       "5401         0                         traffic-accident      Traffic Accident   \n",
       "5420         0                         traffic-accident      Traffic Accident   \n",
       "5441         0                         traffic-accident      Traffic Accident   \n",
       "\n",
       "                                     IS_CRIME  IS_TRAFFIC  \n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                        \n",
       "5401         0                              0           1  \n",
       "5420         0                              0           1  \n",
       "5441         0                              0           1  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_offense_codes.loc[(df_[mask_not_crime].OFFENSE_CODE.unique(), df_[mask_not_crime].OFFENSE_CODE_EXTENSION.unique()),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_NAME</th>\n",
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       "      <th>0</th>\n",
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       "      <th>5420</th>\n",
       "      <th>0</th>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">5441</th>\n",
       "      <th>0</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>traffic-accident-sbi</td>\n",
       "      <td>Traffic accident - SBI</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>traffic-accident-fatal</td>\n",
       "      <td>Traffic accident - Fatal</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>traffic-accident-police</td>\n",
       "      <td>Traffic accident - Police</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>Traffic Accident</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5444</th>\n",
       "      <th>0</th>\n",
       "      <td>traf-habitual-offender</td>\n",
       "      <td>Habitual traffic offender</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5450</th>\n",
       "      <th>0</th>\n",
       "      <td>traf-vehicular-homicide</td>\n",
       "      <td>Vehicular homicide</td>\n",
       "      <td>murder</td>\n",
       "      <td>Murder</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5454</th>\n",
       "      <th>0</th>\n",
       "      <td>traf-impound-vehicle</td>\n",
       "      <td>Impound abandoned vehicle on right-of-way</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>5455</th>\n",
       "      <th>0</th>\n",
       "      <td>traf-vehicular-assault</td>\n",
       "      <td>Vehicular assault</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5499</th>\n",
       "      <th>0</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>Traffic offense - other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>All Other Crimes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  OFFENSE_TYPE_ID  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                 \n",
       "5401         0                       traffic-accident-hit-and-run   \n",
       "5420         0                          traffic-accident-dui-duid   \n",
       "5441         0                                   traffic-accident   \n",
       "             1                               traffic-accident-sbi   \n",
       "             2                             traffic-accident-fatal   \n",
       "             3                            traffic-accident-police   \n",
       "5444         0                             traf-habitual-offender   \n",
       "5450         0                            traf-vehicular-homicide   \n",
       "5454         0                               traf-impound-vehicle   \n",
       "5455         0                             traf-vehicular-assault   \n",
       "5499         0                                         traf-other   \n",
       "\n",
       "                                                             OFFENSE_TYPE_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                              \n",
       "5401         0                                  Traffic accident - hit and run   \n",
       "5420         0                                     Traffic accident - DUI-DUID   \n",
       "5441         0                                                Traffic accident   \n",
       "             1                                          Traffic accident - SBI   \n",
       "             2                                        Traffic accident - Fatal   \n",
       "             3                                       Traffic accident - Police   \n",
       "5444         0                                       Habitual traffic offender   \n",
       "5450         0                                              Vehicular homicide   \n",
       "5454         0                       Impound abandoned vehicle on right-of-way   \n",
       "5455         0                                               Vehicular assault   \n",
       "5499         0                                         Traffic offense - other   \n",
       "\n",
       "                                    OFFENSE_CATEGORY_ID OFFENSE_CATEGORY_NAME  \\\n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                                             \n",
       "5401         0                         traffic-accident      Traffic Accident   \n",
       "5420         0                         traffic-accident      Traffic Accident   \n",
       "5441         0                         traffic-accident      Traffic Accident   \n",
       "             1                         traffic-accident      Traffic Accident   \n",
       "             2                         traffic-accident      Traffic Accident   \n",
       "             3                         traffic-accident      Traffic Accident   \n",
       "5444         0                         all-other-crimes      All Other Crimes   \n",
       "5450         0                                   murder                Murder   \n",
       "5454         0                         all-other-crimes      All Other Crimes   \n",
       "5455         0                         all-other-crimes      All Other Crimes   \n",
       "5499         0                         all-other-crimes      All Other Crimes   \n",
       "\n",
       "                                     IS_CRIME  IS_TRAFFIC  \n",
       "OFFENSE_CODE OFFENSE_CODE_EXTENSION                        \n",
       "5401         0                              0           1  \n",
       "5420         0                              0           1  \n",
       "5441         0                              0           1  \n",
       "             1                              0           1  \n",
       "             2                              0           1  \n",
       "             3                              0           1  \n",
       "5444         0                              1           0  \n",
       "5450         0                              1           1  \n",
       "5454         0                              1           0  \n",
       "5455         0                              1           1  \n",
       "5499         0                              1           0  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_offense_codes[df_offense_codes['OFFENSE_TYPE_ID'].str.contains('traf')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Length of time between first and last occurrence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Crime totals by category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OFFENSE_CATEGORY_ID\n",
       "aggravated-assault              10731\n",
       "all-other-crimes                84195\n",
       "arson                             576\n",
       "auto-theft                      24159\n",
       "burglary                        22900\n",
       "drug-alcohol                    30678\n",
       "larceny                         46174\n",
       "murder                            261\n",
       "other-crimes-against-persons    22363\n",
       "public-disorder                 48290\n",
       "robbery                          5957\n",
       "sexual-assault                   3739\n",
       "theft-from-motor-vehicle        34010\n",
       "white-collar-crime               6160\n",
       "Name: OFFENSE_CATEGORY_ID, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_crime.groupby('OFFENSE_CATEGORY_ID')['OFFENSE_CATEGORY_ID'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mosqueteiro/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(20,8))\n",
    "\n",
    "df_category = df_crime[~mask_not_crime].groupby('OFFENSE_CATEGORY_ID')\n",
    "df_category['OFFENSE_CATEGORY_ID'].count().plot(kind='bar', ax=ax1)\n",
    "ax1.set_title('Total Crimes by category')\n",
    "\n",
    "df_crime[df_crime['OFFENSE_CATEGORY_ID'] == 'all-other-crimes'\n",
    "        ].groupby('OFFENSE_TYPE_ID')['OFFENSE_TYPE_ID'].count().plot(kind='bar', ax=ax2)\n",
    "ax2.set_title('Crimes under all-other-crimes')\n",
    "\n",
    "figs_save['Total crimes by category'] = (fig, 'tot_crime_categ.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### By district"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x2880 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "districts = sorted(df_crime['DISTRICT_ID'].unique())\n",
    "# df_districts = df_crime.groupby(['OFFENSE_CATEGORY_ID', 'DISTRICT_ID'])\n",
    "\n",
    "# df_districts['DISTRICT_ID'].count().plot(kind='bar', subplots=True)\n",
    "# df_category[df_category['DISTRICT_ID'] == 1].head()\n",
    "# df_districts.columns\n",
    "# df_category[df_category['DISTRICT_ID'] == 1]['OFFENSE_CATEGORY_ID'].count().plot(kind='bar')\n",
    "\n",
    "fig, axes = plt.subplots(len(districts),1, figsize=(10,40))\n",
    "\n",
    "for district in districts:\n",
    "    df_crime[df_crime['DISTRICT_ID'] == district\n",
    "            ].groupby('OFFENSE_CATEGORY_ID')['OFFENSE_CATEGORY_ID'].count().plot(kind='bar', ax=axes[district-1])\n",
    "    axes[district-1].set_title(f'District {district}: Crime by type')\n",
    "fig.tight_layout()\n",
    "\n",
    "figs_save['District crime by type'] = (fig, 'dist_crime_by_type.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax = plt.subplots(figsize=(20,11))\n",
    "\n",
    "df_crime.groupby('OFFENSE_CATEGORY_ID').DISTRICT_ID.value_counts().sort_index().unstack().plot(kind='bar',  \n",
    "                                                                                               ax=ax,\n",
    "                                                                                               fontsize=20,\n",
    "                                                                                               width=1\n",
    "                                                                                              )\n",
    "ax.legend(title='District', fontsize=20)\n",
    "\n",
    "figs_save['Crime by category and district'] = (fig1, 'crime_categ_dist.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The breakdown of the crime counts by category type and district shows some interesting trends to investigate further..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2019-02-11 07:35:00')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oldest_date = df_crime['FIRST_OCCURRENCE_DATE'].min()\n",
    "newest_date = df_crime['FIRST_OCCURRENCE_DATE'].max()\n",
    "newest_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2018-12-31 23:59:00')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mask2019 = df_crime['FIRST_OCCURRENCE_DATE'] > datetime(year=2018, month=12, day=31, hour=23, minute=59, second=59)\n",
    "mask2019 = df_crime.FIRST_OCCURRENCE_DATE.dt.year == 2019\n",
    "df_crime[~mask2019].FIRST_OCCURRENCE_DATE.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FIRST_OCCURRENCE_DATE  FIRST_OCCURRENCE_DATE\n",
       "2014                   1                        4271\n",
       "                       2                        4222\n",
       "                       3                        5193\n",
       "                       4                        5029\n",
       "                       5                        5440\n",
       "                       6                        5450\n",
       "                       7                        5709\n",
       "                       8                        5936\n",
       "                       9                        5684\n",
       "                       10                       5635\n",
       "                       11                       4655\n",
       "                       12                       4762\n",
       "2015                   1                        5352\n",
       "                       2                        4337\n",
       "                       3                        5331\n",
       "                       4                        5614\n",
       "                       5                        5646\n",
       "                       6                        5717\n",
       "                       7                        6088\n",
       "                       8                        6045\n",
       "                       9                        5753\n",
       "                       10                       6016\n",
       "                       11                       5109\n",
       "                       12                       5031\n",
       "2016                   1                        5715\n",
       "                       2                        5179\n",
       "                       3                        5532\n",
       "                       4                        5868\n",
       "                       5                        6020\n",
       "                       6                        5709\n",
       "                       7                        5656\n",
       "                       8                        5954\n",
       "                       9                        5914\n",
       "                       10                       5962\n",
       "                       11                       5074\n",
       "                       12                       5049\n",
       "2017                   1                        5589\n",
       "                       2                        5043\n",
       "                       3                        5769\n",
       "                       4                        5611\n",
       "                       5                        5955\n",
       "                       6                        6076\n",
       "                       7                        6059\n",
       "                       8                        6561\n",
       "                       9                        5914\n",
       "                       10                       5814\n",
       "                       11                       5392\n",
       "                       12                       5108\n",
       "2018                   1                        5763\n",
       "                       2                        4918\n",
       "                       3                        5593\n",
       "                       4                        5938\n",
       "                       5                        6237\n",
       "                       6                        5825\n",
       "                       7                        6313\n",
       "                       8                        6361\n",
       "                       9                        6063\n",
       "                       10                       5707\n",
       "                       11                       5121\n",
       "                       12                       5054\n",
       "Name: INCIDENT_ID, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_crime[~mask2019].groupby([df_crime.FIRST_OCCURRENCE_DATE.dt.year, \n",
    "                             df_crime.FIRST_OCCURRENCE_DATE.dt.month])['INCIDENT_ID'].count()\n",
    "# df_crime[~mask2019].groupby(df_crime.FIRST_OCCURRENCE_DATE.dt.year\n",
    "#                            ).FIRST_OCCURRENCE_DATE.dt.month.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Yearly crime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Crimes per month'\n",
    "\n",
    "df_year_month = df_crime[~mask2019].groupby([df_crime.FIRST_OCCURRENCE_DATE.dt.year, \n",
    "                                             df_crime.FIRST_OCCURRENCE_DATE.dt.month]\n",
    "                                           ).INCIDENT_ID.count().unstack(0)\n",
    "df_year_month.rename_axis('Year', axis='columns',inplace=True)\n",
    "df_year_month.index.rename('Month', inplace=True)\n",
    "\n",
    "df_year_month.plot(xticks=range(1,13), ax=ax, linewidth=3)\n",
    "\n",
    "ax.set_title(title)\n",
    "ax.set_xlabel('Month')\n",
    "ax.set_ylabel('Crime count')\n",
    "ax.legend(loc='upper right')\n",
    "\n",
    "figs_save[title] = (fig, 'crime_year.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequentists Hypothesis testing\n",
    "$H_0: \\mu_{year_i} = \\mu_{year_j}, ~where ~year \\in \\{ 2014, 2015, 2016, 2017, 2018 \\} \\\\\n",
    "H_a: \\mu_{year_i} \\ne \\mu_{year_j} $\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Average crime per month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Year</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5165.500000</td>\n",
       "      <td>5503.250000</td>\n",
       "      <td>5636.000000</td>\n",
       "      <td>5740.916667</td>\n",
       "      <td>5741.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>577.436262</td>\n",
       "      <td>507.237102</td>\n",
       "      <td>353.940416</td>\n",
       "      <td>428.240047</td>\n",
       "      <td>492.155825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4222.000000</td>\n",
       "      <td>4337.000000</td>\n",
       "      <td>5049.000000</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>4918.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4735.250000</td>\n",
       "      <td>5275.500000</td>\n",
       "      <td>5443.750000</td>\n",
       "      <td>5539.750000</td>\n",
       "      <td>5475.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5316.500000</td>\n",
       "      <td>5630.000000</td>\n",
       "      <td>5712.000000</td>\n",
       "      <td>5791.500000</td>\n",
       "      <td>5794.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5647.250000</td>\n",
       "      <td>5818.750000</td>\n",
       "      <td>5924.000000</td>\n",
       "      <td>5981.000000</td>\n",
       "      <td>6106.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5936.000000</td>\n",
       "      <td>6088.000000</td>\n",
       "      <td>6020.000000</td>\n",
       "      <td>6561.000000</td>\n",
       "      <td>6361.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Year          2014         2015         2016         2017         2018\n",
       "count    12.000000    12.000000    12.000000    12.000000    12.000000\n",
       "mean   5165.500000  5503.250000  5636.000000  5740.916667  5741.083333\n",
       "std     577.436262   507.237102   353.940416   428.240047   492.155825\n",
       "min    4222.000000  4337.000000  5049.000000  5043.000000  4918.000000\n",
       "25%    4735.250000  5275.500000  5443.750000  5539.750000  5475.000000\n",
       "50%    5316.500000  5630.000000  5712.000000  5791.500000  5794.000000\n",
       "75%    5647.250000  5818.750000  5924.000000  5981.000000  6106.500000\n",
       "max    5936.000000  6088.000000  6020.000000  6561.000000  6361.000000"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_month.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test</th>\n",
       "      <th>t</th>\n",
       "      <th>p</th>\n",
       "      <th>Reject_Null</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014/2015</td>\n",
       "      <td>-4.155984</td>\n",
       "      <td>0.001600</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014/2016</td>\n",
       "      <td>-3.834113</td>\n",
       "      <td>0.002775</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014/2017</td>\n",
       "      <td>-6.525253</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014/2018</td>\n",
       "      <td>-5.410776</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015/2016</td>\n",
       "      <td>-1.454593</td>\n",
       "      <td>0.173715</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015/2017</td>\n",
       "      <td>-3.234155</td>\n",
       "      <td>0.007956</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015/2018</td>\n",
       "      <td>-3.254343</td>\n",
       "      <td>0.007676</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016/2017</td>\n",
       "      <td>-1.330509</td>\n",
       "      <td>0.210274</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016/2018</td>\n",
       "      <td>-1.449411</td>\n",
       "      <td>0.175127</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017/2018</td>\n",
       "      <td>-0.002604</td>\n",
       "      <td>0.997969</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        test         t         p  Reject_Null\n",
       "0  2014/2015 -4.155984  0.001600         True\n",
       "1  2014/2016 -3.834113  0.002775         True\n",
       "2  2014/2017 -6.525253  0.000043         True\n",
       "3  2014/2018 -5.410776  0.000213         True\n",
       "4  2015/2016 -1.454593  0.173715        False\n",
       "5  2015/2017 -3.234155  0.007956        False\n",
       "6  2015/2018 -3.254343  0.007676        False\n",
       "7  2016/2017 -1.330509  0.210274        False\n",
       "8  2016/2018 -1.449411  0.175127        False\n",
       "9  2017/2018 -0.002604  0.997969        False"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month_change = compare_columns(df_year_month, alpha=0.05)\n",
    "print('-= Monthly Comparison =-', file=f)\n",
    "print(month_change, file=f)\n",
    "month_change"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Average crime per day of year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Year</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>364.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>170.291209</td>\n",
       "      <td>180.928767</td>\n",
       "      <td>184.786885</td>\n",
       "      <td>188.742466</td>\n",
       "      <td>188.747945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>27.354379</td>\n",
       "      <td>26.261792</td>\n",
       "      <td>24.450754</td>\n",
       "      <td>24.164602</td>\n",
       "      <td>25.279145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>78.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>154.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>174.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>172.500000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>186.000000</td>\n",
       "      <td>189.000000</td>\n",
       "      <td>190.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>189.000000</td>\n",
       "      <td>198.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>203.000000</td>\n",
       "      <td>205.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>255.000000</td>\n",
       "      <td>249.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>259.000000</td>\n",
       "      <td>255.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Year         2014        2015        2016        2017        2018\n",
       "count  364.000000  365.000000  366.000000  365.000000  365.000000\n",
       "mean   170.291209  180.928767  184.786885  188.742466  188.747945\n",
       "std     27.354379   26.261792   24.450754   24.164602   25.279145\n",
       "min     60.000000   75.000000   78.000000   80.000000   78.000000\n",
       "25%    154.000000  167.000000  172.000000  175.000000  174.000000\n",
       "50%    172.500000  182.000000  186.000000  189.000000  190.000000\n",
       "75%    189.000000  198.000000  200.000000  203.000000  205.000000\n",
       "max    255.000000  249.000000  242.000000  259.000000  255.000000"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_day = df_crime[~mask2019].groupby([df_crime.FIRST_OCCURRENCE_DATE.dt.year, \n",
    "                                           df_crime.FIRST_OCCURRENCE_DATE.dt.dayofyear]\n",
    "                                         ).INCIDENT_ID.count().unstack(0)\n",
    "df_year_day.rename_axis('Year', axis=1, inplace=True)\n",
    "df_year_day.index.rename('DayOfYear', inplace=True)\n",
    "df_year_day.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test</th>\n",
       "      <th>t</th>\n",
       "      <th>p</th>\n",
       "      <th>Reject_Null</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014/2015</td>\n",
       "      <td>-6.509310</td>\n",
       "      <td>2.512989e-10</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014/2016</td>\n",
       "      <td>-7.991797</td>\n",
       "      <td>1.787661e-14</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014/2017</td>\n",
       "      <td>-11.929251</td>\n",
       "      <td>6.631717e-28</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014/2018</td>\n",
       "      <td>-11.494441</td>\n",
       "      <td>2.742216e-26</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015/2016</td>\n",
       "      <td>-2.211489</td>\n",
       "      <td>2.762280e-02</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015/2017</td>\n",
       "      <td>-4.943683</td>\n",
       "      <td>1.172278e-06</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015/2018</td>\n",
       "      <td>-4.719697</td>\n",
       "      <td>3.374303e-06</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016/2017</td>\n",
       "      <td>-2.365203</td>\n",
       "      <td>1.854391e-02</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016/2018</td>\n",
       "      <td>-2.229666</td>\n",
       "      <td>2.637907e-02</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017/2018</td>\n",
       "      <td>-0.003659</td>\n",
       "      <td>9.970827e-01</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        test          t             p  Reject_Null\n",
       "0  2014/2015  -6.509310  2.512989e-10         True\n",
       "1  2014/2016  -7.991797  1.787661e-14         True\n",
       "2  2014/2017 -11.929251  6.631717e-28         True\n",
       "3  2014/2018 -11.494441  2.742216e-26         True\n",
       "4  2015/2016  -2.211489  2.762280e-02        False\n",
       "5  2015/2017  -4.943683  1.172278e-06         True\n",
       "6  2015/2018  -4.719697  3.374303e-06         True\n",
       "7  2016/2017  -2.365203  1.854391e-02        False\n",
       "8  2016/2018  -2.229666  2.637907e-02        False\n",
       "9  2017/2018  -0.003659  9.970827e-01        False"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doy_change = compare_columns(df_year_day, alpha=0.05)\n",
    "print('-= Daily Comparison =-', file=f)\n",
    "print(doy_change, file=f)\n",
    "doy_change"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monthly proportion of crimes in a year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Monthly proportion of crime per year'\n",
    "\n",
    "month_prop = df_year_month / df_year_month.sum()\n",
    "month_prop.plot(xticks=range(1,13), ax=ax, linewidth=3)\n",
    "\n",
    "ax.set_title(title)\n",
    "ax.set_xlabel('Month')\n",
    "ax.set_ylabel('Proportion of Crime per Year')\n",
    "ax.legend(loc='upper right')\n",
    "\n",
    "figs_save[title] = (fig, 'crime_month_prop.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Crimes per day: 2014 - 2018'\n",
    "\n",
    "date_counts = df_crime[~mask2019].FIRST_OCCURRENCE_DATE.dt.date.value_counts().sort_index()\n",
    "date_counts.plot(ax=ax, label='Daily crime count')\n",
    "date_counts.ewm(alpha=0.05).mean().plot(ax=ax, label='Exponential rolling mean', linewidth=3)\n",
    "\n",
    "ax.legend(loc='lower right')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Number of crimes')\n",
    "ax.set_title(title)\n",
    "\n",
    "figs_save[title] = (fig, 'crime_daily_alltime.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daliy Crime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Crimes throughout the day'\n",
    "\n",
    "time_counts = df_crime[~mask2019].FIRST_OCCURRENCE_DATE.dt.time.value_counts().sort_index()\n",
    "time_counts.plot(ax=ax, label='Crime by hour')\n",
    "time_counts.ewm(alpha=0.1).mean().plot(ax=ax, \n",
    "                                       label='Exponential rolling mean', \n",
    "                                       linewidth=3, \n",
    "#                                        xticks=range(0,24,2)\n",
    "                                      )\n",
    "\n",
    "ax.set_xlabel('Time of day: Hour')\n",
    "ax.set_ylabel('5 year sum')\n",
    "ax.set_title(title)\n",
    "ax.legend()\n",
    "\n",
    "figs_save[title] = (fig, 'time_artifacts.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spikes at regular repeating intervals when  suggests an artifact of how the data is recorded. Some of the recordings are rounded to the nearst hour, half hour, etc. Counting by hour removes these spikes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Crimes throughout the day'\n",
    "\n",
    "time_counts = df_crime[~mask2019].FIRST_OCCURRENCE_DATE.dt.hour.value_counts().sort_index()\n",
    "time_counts.plot(ax=ax, label='Crime by hour')\n",
    "time_counts.ewm(alpha=0.1).mean().plot(ax=ax, \n",
    "                                       label='Exponential rolling mean', \n",
    "                                       linewidth=3, \n",
    "                                       xticks=range(0,24,2)\n",
    "                                      )\n",
    "\n",
    "ax.set_xlabel('Time of day: Hour')\n",
    "ax.set_ylabel('5 year sum')\n",
    "ax.set_title(title)\n",
    "ax.legend()\n",
    "\n",
    "figs_save[title] = (fig, 'crime_time_day.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11,6))\n",
    "title = 'Crime Categories by Hour'\n",
    "\n",
    "time_cat_count = df_crime[~mask2019\n",
    "                         ].groupby(['OFFENSE_CATEGORY_ID', \n",
    "                                    df_crime[~mask2019].FIRST_OCCURRENCE_DATE.dt.hour]\n",
    "                                  ).INCIDENT_ID.count().unstack(0)\n",
    "time_cat_count.index.rename('Hour', inplace=True)\n",
    "\n",
    "time_cat_count.plot(ax=ax, \n",
    "                    cmap='tab20',\n",
    "                    title=title,\n",
    "                    linewidth=3,\n",
    "                    xticks=range(24)\n",
    "                   )\n",
    "\n",
    "# time_cat_count.ewm(alpha=0.7).mean().unstack(0).plot(ax=ax, \n",
    "#                                                      cmap='tab20',\n",
    "#                                                      title=title,\n",
    "#                                                      linewidth=3,\n",
    "#                                                      xticks=range(24)\n",
    "#                                                     )\n",
    "ax.legend(bbox_to_anchor=(1.05, 1))\n",
    "ax.set_xlabel('Time of day: Hour')\n",
    "ax.set_ylabel('Crime count')\n",
    "# ax.set_title(title)\n",
    "\n",
    "figs_save[title] = (fig, 'crime_cate_hour.jpg')\n",
    "# time_cat_count.ewm(alpha=0.5).mean().unstack(0).head(35)\n",
    "# time_cat_count.plot(ax=ax)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}