notebooks/Machine Learning.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MACHINE LEARNING\n",
    "Importing the right libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn as sk\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "import random\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn import tree\n",
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "\n",
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Reading the csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "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>DR_NO</th>\n",
       "      <th>Date Rptd</th>\n",
       "      <th>DATE OCC</th>\n",
       "      <th>AREA</th>\n",
       "      <th>AREA NAME</th>\n",
       "      <th>Rpt Dist No</th>\n",
       "      <th>Part 1-2</th>\n",
       "      <th>Crm Cd</th>\n",
       "      <th>Crm Cd Desc</th>\n",
       "      <th>Mocodes</th>\n",
       "      <th>...</th>\n",
       "      <th>Weapon Used Cd</th>\n",
       "      <th>Weapon Desc</th>\n",
       "      <th>Status</th>\n",
       "      <th>Status Desc</th>\n",
       "      <th>Crm Cd 2</th>\n",
       "      <th>Crm Cd 3</th>\n",
       "      <th>Crm Cd 4</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1307355</td>\n",
       "      <td>2010-02-20 00:00:00</td>\n",
       "      <td>2010-02-20 13:50:00</td>\n",
       "      <td>13</td>\n",
       "      <td>Newton</td>\n",
       "      <td>1385</td>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>VIOLATION OF COURT ORDER</td>\n",
       "      <td>0913 1814 2000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>AA</td>\n",
       "      <td>Adult Arrest</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>300 E GAGE AV</td>\n",
       "      <td>33.9825</td>\n",
       "      <td>-118.2695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11401303</td>\n",
       "      <td>2010-09-13 00:00:00</td>\n",
       "      <td>2010-09-12 00:45:00</td>\n",
       "      <td>14</td>\n",
       "      <td>Pacific</td>\n",
       "      <td>1485</td>\n",
       "      <td>2</td>\n",
       "      <td>740</td>\n",
       "      <td>VANDALISM - FELONY ($400 &amp; OVER, ALL CHURCH VA...</td>\n",
       "      <td>0329</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>SEPULVEDA BL</td>\n",
       "      <td>33.9599</td>\n",
       "      <td>-118.3962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70309629</td>\n",
       "      <td>2010-08-09 00:00:00</td>\n",
       "      <td>2010-08-09 15:15:00</td>\n",
       "      <td>13</td>\n",
       "      <td>Newton</td>\n",
       "      <td>1324</td>\n",
       "      <td>2</td>\n",
       "      <td>946</td>\n",
       "      <td>OTHER MISCELLANEOUS CRIME</td>\n",
       "      <td>0344</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1300 E 21ST ST</td>\n",
       "      <td>34.0224</td>\n",
       "      <td>-118.2524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>90631215</td>\n",
       "      <td>2010-01-05 00:00:00</td>\n",
       "      <td>2010-01-05 01:50:00</td>\n",
       "      <td>6</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>646</td>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>VIOLATION OF COURT ORDER</td>\n",
       "      <td>1100 0400 1402</td>\n",
       "      <td>...</td>\n",
       "      <td>102</td>\n",
       "      <td>HAND GUN</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>998</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>CAHUENGA BL</td>\n",
       "      <td>34.1016</td>\n",
       "      <td>-118.3295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100100501</td>\n",
       "      <td>2010-01-03 00:00:00</td>\n",
       "      <td>2010-01-02 21:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>Central</td>\n",
       "      <td>176</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>RAPE, ATTEMPTED</td>\n",
       "      <td>0400</td>\n",
       "      <td>...</td>\n",
       "      <td>400</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8TH ST</td>\n",
       "      <td>34.0387</td>\n",
       "      <td>-118.2488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114694</th>\n",
       "      <td>190608903</td>\n",
       "      <td>2019-03-28 00:00:00</td>\n",
       "      <td>2019-03-28 04:00:00</td>\n",
       "      <td>6</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>644</td>\n",
       "      <td>1</td>\n",
       "      <td>648</td>\n",
       "      <td>ARSON</td>\n",
       "      <td>0601 1501</td>\n",
       "      <td>...</td>\n",
       "      <td>506</td>\n",
       "      <td>FIRE</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1400 N LA BREA AV</td>\n",
       "      <td>34.0962</td>\n",
       "      <td>-118.3490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114695</th>\n",
       "      <td>190715222</td>\n",
       "      <td>2019-08-15 00:00:00</td>\n",
       "      <td>2019-08-14 18:10:00</td>\n",
       "      <td>7</td>\n",
       "      <td>Wilshire</td>\n",
       "      <td>701</td>\n",
       "      <td>1</td>\n",
       "      <td>331</td>\n",
       "      <td>THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)</td>\n",
       "      <td>1300 0344</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>WILLOUGHBY AV</td>\n",
       "      <td>34.0871</td>\n",
       "      <td>-118.3732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114696</th>\n",
       "      <td>192004409</td>\n",
       "      <td>2019-01-06 00:00:00</td>\n",
       "      <td>2019-01-06 21:00:00</td>\n",
       "      <td>20</td>\n",
       "      <td>Olympic</td>\n",
       "      <td>2029</td>\n",
       "      <td>2</td>\n",
       "      <td>930</td>\n",
       "      <td>CRIMINAL THREATS - NO WEAPON DISPLAYED</td>\n",
       "      <td>0432 0421 0340 0305 0444 0429 0537 1218 0216</td>\n",
       "      <td>...</td>\n",
       "      <td>400</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6TH</td>\n",
       "      <td>34.0637</td>\n",
       "      <td>-118.2870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114697</th>\n",
       "      <td>191716777</td>\n",
       "      <td>2019-10-17 00:00:00</td>\n",
       "      <td>2019-10-16 18:00:00</td>\n",
       "      <td>17</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1795</td>\n",
       "      <td>1</td>\n",
       "      <td>420</td>\n",
       "      <td>THEFT FROM MOTOR VEHICLE - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>unknown</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>17200 NAPA ST</td>\n",
       "      <td>34.2266</td>\n",
       "      <td>-118.5085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114698</th>\n",
       "      <td>190805435</td>\n",
       "      <td>2019-02-01 00:00:00</td>\n",
       "      <td>2019-02-01 16:15:00</td>\n",
       "      <td>8</td>\n",
       "      <td>West LA</td>\n",
       "      <td>852</td>\n",
       "      <td>1</td>\n",
       "      <td>330</td>\n",
       "      <td>BURGLARY FROM VEHICLE</td>\n",
       "      <td>1302 1609 0358 1307 0344 0377 0321</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>IC</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1700 BARRY AV</td>\n",
       "      <td>34.0420</td>\n",
       "      <td>-118.4531</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2114699 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DR_NO            Date Rptd             DATE OCC  AREA  \\\n",
       "0          1307355  2010-02-20 00:00:00  2010-02-20 13:50:00    13   \n",
       "1         11401303  2010-09-13 00:00:00  2010-09-12 00:45:00    14   \n",
       "2         70309629  2010-08-09 00:00:00  2010-08-09 15:15:00    13   \n",
       "3         90631215  2010-01-05 00:00:00  2010-01-05 01:50:00     6   \n",
       "4        100100501  2010-01-03 00:00:00  2010-01-02 21:00:00     1   \n",
       "...            ...                  ...                  ...   ...   \n",
       "2114694  190608903  2019-03-28 00:00:00  2019-03-28 04:00:00     6   \n",
       "2114695  190715222  2019-08-15 00:00:00  2019-08-14 18:10:00     7   \n",
       "2114696  192004409  2019-01-06 00:00:00  2019-01-06 21:00:00    20   \n",
       "2114697  191716777  2019-10-17 00:00:00  2019-10-16 18:00:00    17   \n",
       "2114698  190805435  2019-02-01 00:00:00  2019-02-01 16:15:00     8   \n",
       "\n",
       "          AREA NAME  Rpt Dist No  Part 1-2  Crm Cd  \\\n",
       "0            Newton         1385         2     900   \n",
       "1           Pacific         1485         2     740   \n",
       "2            Newton         1324         2     946   \n",
       "3         Hollywood          646         2     900   \n",
       "4           Central          176         1     122   \n",
       "...             ...          ...       ...     ...   \n",
       "2114694   Hollywood          644         1     648   \n",
       "2114695    Wilshire          701         1     331   \n",
       "2114696     Olympic         2029         2     930   \n",
       "2114697  Devonshire         1795         1     420   \n",
       "2114698     West LA          852         1     330   \n",
       "\n",
       "                                               Crm Cd Desc  \\\n",
       "0                                 VIOLATION OF COURT ORDER   \n",
       "1        VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA...   \n",
       "2                                OTHER MISCELLANEOUS CRIME   \n",
       "3                                 VIOLATION OF COURT ORDER   \n",
       "4                                          RAPE, ATTEMPTED   \n",
       "...                                                    ...   \n",
       "2114694                                              ARSON   \n",
       "2114695   THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)   \n",
       "2114696             CRIMINAL THREATS - NO WEAPON DISPLAYED   \n",
       "2114697    THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)   \n",
       "2114698                              BURGLARY FROM VEHICLE   \n",
       "\n",
       "                                              Mocodes  ...  Weapon Used Cd  \\\n",
       "0                                      0913 1814 2000  ...               0   \n",
       "1                                                0329  ...               0   \n",
       "2                                                0344  ...               0   \n",
       "3                                      1100 0400 1402  ...             102   \n",
       "4                                                0400  ...             400   \n",
       "...                                               ...  ...             ...   \n",
       "2114694                                     0601 1501  ...             506   \n",
       "2114695                                     1300 0344  ...               0   \n",
       "2114696  0432 0421 0340 0305 0444 0429 0537 1218 0216  ...             400   \n",
       "2114697                                       unknown  ...               0   \n",
       "2114698            1302 1609 0358 1307 0344 0377 0321  ...               0   \n",
       "\n",
       "                                            Weapon Desc Status   Status Desc  \\\n",
       "0                                               unknown     AA  Adult Arrest   \n",
       "1                                               unknown     IC   Invest Cont   \n",
       "2                                               unknown     IC   Invest Cont   \n",
       "3                                              HAND GUN     IC   Invest Cont   \n",
       "4        STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)     IC   Invest Cont   \n",
       "...                                                 ...    ...           ...   \n",
       "2114694                                            FIRE     IC   Invest Cont   \n",
       "2114695                                         unknown     IC   Invest Cont   \n",
       "2114696  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)     IC   Invest Cont   \n",
       "2114697                                         unknown     IC   Invest Cont   \n",
       "2114698                                         unknown     IC   Invest Cont   \n",
       "\n",
       "        Crm Cd 2  Crm Cd 3 Crm Cd 4           LOCATION      LAT       LON  \n",
       "0             -1        -1       -1      300 E GAGE AV  33.9825 -118.2695  \n",
       "1             -1        -1       -1       SEPULVEDA BL  33.9599 -118.3962  \n",
       "2             -1        -1       -1     1300 E 21ST ST  34.0224 -118.2524  \n",
       "3            998        -1       -1        CAHUENGA BL  34.1016 -118.3295  \n",
       "4             -1        -1       -1             8TH ST  34.0387 -118.2488  \n",
       "...          ...       ...      ...                ...      ...       ...  \n",
       "2114694       -1        -1       -1  1400 N LA BREA AV  34.0962 -118.3490  \n",
       "2114695       -1        -1       -1      WILLOUGHBY AV  34.0871 -118.3732  \n",
       "2114696       -1        -1       -1                6TH  34.0637 -118.2870  \n",
       "2114697       -1        -1       -1      17200 NAPA ST  34.2266 -118.5085  \n",
       "2114698       -1        -1       -1      1700 BARRY AV  34.0420 -118.4531  \n",
       "\n",
       "[2114699 rows x 25 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes = pd.read_csv('LA Crime_Cleared.csv')\n",
    "la_crimes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing unnecessary columns\n",
    "In this case we have all the data in one table (dataframe). Some columns will not assist us in data mining analyses, thus we decide to drop them. In detail the area code, district code, date reported, crime code, part1/2, premises code, incident code, weapon used code and status code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DR_NO</th>\n",
       "      <th>DATE OCC</th>\n",
       "      <th>AREA NAME</th>\n",
       "      <th>Rpt Dist No</th>\n",
       "      <th>Part 1-2</th>\n",
       "      <th>Crm Cd</th>\n",
       "      <th>Crm Cd Desc</th>\n",
       "      <th>Mocodes</th>\n",
       "      <th>Vict Age</th>\n",
       "      <th>Vict Sex</th>\n",
       "      <th>Vict Descent</th>\n",
       "      <th>Premis Desc</th>\n",
       "      <th>Weapon Desc</th>\n",
       "      <th>Status Desc</th>\n",
       "      <th>Crm Cd 2</th>\n",
       "      <th>Crm Cd 3</th>\n",
       "      <th>Crm Cd 4</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1307355</td>\n",
       "      <td>2010-02-20 13:50:00</td>\n",
       "      <td>Newton</td>\n",
       "      <td>1385</td>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>VIOLATION OF COURT ORDER</td>\n",
       "      <td>0913 1814 2000</td>\n",
       "      <td>48</td>\n",
       "      <td>M</td>\n",
       "      <td>H</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Adult Arrest</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>300 E GAGE AV</td>\n",
       "      <td>33.9825</td>\n",
       "      <td>-118.2695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11401303</td>\n",
       "      <td>2010-09-12 00:45:00</td>\n",
       "      <td>Pacific</td>\n",
       "      <td>1485</td>\n",
       "      <td>2</td>\n",
       "      <td>740</td>\n",
       "      <td>VANDALISM - FELONY ($400 &amp; OVER, ALL CHURCH VA...</td>\n",
       "      <td>0329</td>\n",
       "      <td>0</td>\n",
       "      <td>M</td>\n",
       "      <td>W</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>SEPULVEDA BL</td>\n",
       "      <td>33.9599</td>\n",
       "      <td>-118.3962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70309629</td>\n",
       "      <td>2010-08-09 15:15:00</td>\n",
       "      <td>Newton</td>\n",
       "      <td>1324</td>\n",
       "      <td>2</td>\n",
       "      <td>946</td>\n",
       "      <td>OTHER MISCELLANEOUS CRIME</td>\n",
       "      <td>0344</td>\n",
       "      <td>0</td>\n",
       "      <td>M</td>\n",
       "      <td>H</td>\n",
       "      <td>ALLEY</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1300 E 21ST ST</td>\n",
       "      <td>34.0224</td>\n",
       "      <td>-118.2524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>90631215</td>\n",
       "      <td>2010-01-05 01:50:00</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>646</td>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>VIOLATION OF COURT ORDER</td>\n",
       "      <td>1100 0400 1402</td>\n",
       "      <td>47</td>\n",
       "      <td>F</td>\n",
       "      <td>W</td>\n",
       "      <td>STREET</td>\n",
       "      <td>HAND GUN</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>998</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>CAHUENGA BL</td>\n",
       "      <td>34.1016</td>\n",
       "      <td>-118.3295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100100501</td>\n",
       "      <td>2010-01-02 21:00:00</td>\n",
       "      <td>Central</td>\n",
       "      <td>176</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>RAPE, ATTEMPTED</td>\n",
       "      <td>0400</td>\n",
       "      <td>47</td>\n",
       "      <td>F</td>\n",
       "      <td>H</td>\n",
       "      <td>ALLEY</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8TH ST</td>\n",
       "      <td>34.0387</td>\n",
       "      <td>-118.2488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114694</th>\n",
       "      <td>190608903</td>\n",
       "      <td>2019-03-28 04:00:00</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>644</td>\n",
       "      <td>1</td>\n",
       "      <td>648</td>\n",
       "      <td>ARSON</td>\n",
       "      <td>0601 1501</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>SEX ORIENTED/BOOK STORE/STRIP CLUB/GENTLEMAN'S...</td>\n",
       "      <td>FIRE</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1400 N LA BREA AV</td>\n",
       "      <td>34.0962</td>\n",
       "      <td>-118.3490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114695</th>\n",
       "      <td>190715222</td>\n",
       "      <td>2019-08-14 18:10:00</td>\n",
       "      <td>Wilshire</td>\n",
       "      <td>701</td>\n",
       "      <td>1</td>\n",
       "      <td>331</td>\n",
       "      <td>THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)</td>\n",
       "      <td>1300 0344</td>\n",
       "      <td>40</td>\n",
       "      <td>M</td>\n",
       "      <td>W</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>WILLOUGHBY AV</td>\n",
       "      <td>34.0871</td>\n",
       "      <td>-118.3732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114696</th>\n",
       "      <td>192004409</td>\n",
       "      <td>2019-01-06 21:00:00</td>\n",
       "      <td>Olympic</td>\n",
       "      <td>2029</td>\n",
       "      <td>2</td>\n",
       "      <td>930</td>\n",
       "      <td>CRIMINAL THREATS - NO WEAPON DISPLAYED</td>\n",
       "      <td>0432 0421 0340 0305 0444 0429 0537 1218 0216</td>\n",
       "      <td>46</td>\n",
       "      <td>F</td>\n",
       "      <td>B</td>\n",
       "      <td>SIDEWALK</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6TH</td>\n",
       "      <td>34.0637</td>\n",
       "      <td>-118.2870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114697</th>\n",
       "      <td>191716777</td>\n",
       "      <td>2019-10-16 18:00:00</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1795</td>\n",
       "      <td>1</td>\n",
       "      <td>420</td>\n",
       "      <td>THEFT FROM MOTOR VEHICLE - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>17200 NAPA ST</td>\n",
       "      <td>34.2266</td>\n",
       "      <td>-118.5085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114698</th>\n",
       "      <td>190805435</td>\n",
       "      <td>2019-02-01 16:15:00</td>\n",
       "      <td>West LA</td>\n",
       "      <td>852</td>\n",
       "      <td>1</td>\n",
       "      <td>330</td>\n",
       "      <td>BURGLARY FROM VEHICLE</td>\n",
       "      <td>1302 1609 0358 1307 0344 0377 0321</td>\n",
       "      <td>33</td>\n",
       "      <td>F</td>\n",
       "      <td>W</td>\n",
       "      <td>GARAGE/CARPORT</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1700 BARRY AV</td>\n",
       "      <td>34.0420</td>\n",
       "      <td>-118.4531</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2114699 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DR_NO             DATE OCC   AREA NAME  Rpt Dist No  Part 1-2  \\\n",
       "0          1307355  2010-02-20 13:50:00      Newton         1385         2   \n",
       "1         11401303  2010-09-12 00:45:00     Pacific         1485         2   \n",
       "2         70309629  2010-08-09 15:15:00      Newton         1324         2   \n",
       "3         90631215  2010-01-05 01:50:00   Hollywood          646         2   \n",
       "4        100100501  2010-01-02 21:00:00     Central          176         1   \n",
       "...            ...                  ...         ...          ...       ...   \n",
       "2114694  190608903  2019-03-28 04:00:00   Hollywood          644         1   \n",
       "2114695  190715222  2019-08-14 18:10:00    Wilshire          701         1   \n",
       "2114696  192004409  2019-01-06 21:00:00     Olympic         2029         2   \n",
       "2114697  191716777  2019-10-16 18:00:00  Devonshire         1795         1   \n",
       "2114698  190805435  2019-02-01 16:15:00     West LA          852         1   \n",
       "\n",
       "         Crm Cd                                        Crm Cd Desc  \\\n",
       "0           900                           VIOLATION OF COURT ORDER   \n",
       "1           740  VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA...   \n",
       "2           946                          OTHER MISCELLANEOUS CRIME   \n",
       "3           900                           VIOLATION OF COURT ORDER   \n",
       "4           122                                    RAPE, ATTEMPTED   \n",
       "...         ...                                                ...   \n",
       "2114694     648                                              ARSON   \n",
       "2114695     331   THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)   \n",
       "2114696     930             CRIMINAL THREATS - NO WEAPON DISPLAYED   \n",
       "2114697     420    THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)   \n",
       "2114698     330                              BURGLARY FROM VEHICLE   \n",
       "\n",
       "                                              Mocodes  Vict Age Vict Sex  \\\n",
       "0                                      0913 1814 2000        48        M   \n",
       "1                                                0329         0        M   \n",
       "2                                                0344         0        M   \n",
       "3                                      1100 0400 1402        47        F   \n",
       "4                                                0400        47        F   \n",
       "...                                               ...       ...      ...   \n",
       "2114694                                     0601 1501         0        X   \n",
       "2114695                                     1300 0344        40        M   \n",
       "2114696  0432 0421 0340 0305 0444 0429 0537 1218 0216        46        F   \n",
       "2114697                                       unknown         0        X   \n",
       "2114698            1302 1609 0358 1307 0344 0377 0321        33        F   \n",
       "\n",
       "        Vict Descent                                        Premis Desc  \\\n",
       "0                  H                             SINGLE FAMILY DWELLING   \n",
       "1                  W                                             STREET   \n",
       "2                  H                                              ALLEY   \n",
       "3                  W                                             STREET   \n",
       "4                  H                                              ALLEY   \n",
       "...              ...                                                ...   \n",
       "2114694            X  SEX ORIENTED/BOOK STORE/STRIP CLUB/GENTLEMAN'S...   \n",
       "2114695            W                                             STREET   \n",
       "2114696            B                                           SIDEWALK   \n",
       "2114697            X                                             STREET   \n",
       "2114698            W                                     GARAGE/CARPORT   \n",
       "\n",
       "                                            Weapon Desc   Status Desc  \\\n",
       "0                                               unknown  Adult Arrest   \n",
       "1                                               unknown   Invest Cont   \n",
       "2                                               unknown   Invest Cont   \n",
       "3                                              HAND GUN   Invest Cont   \n",
       "4        STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)   Invest Cont   \n",
       "...                                                 ...           ...   \n",
       "2114694                                            FIRE   Invest Cont   \n",
       "2114695                                         unknown   Invest Cont   \n",
       "2114696  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)   Invest Cont   \n",
       "2114697                                         unknown   Invest Cont   \n",
       "2114698                                         unknown   Invest Cont   \n",
       "\n",
       "         Crm Cd 2  Crm Cd 3  Crm Cd 4           LOCATION      LAT       LON  \n",
       "0              -1        -1        -1      300 E GAGE AV  33.9825 -118.2695  \n",
       "1              -1        -1        -1       SEPULVEDA BL  33.9599 -118.3962  \n",
       "2              -1        -1        -1     1300 E 21ST ST  34.0224 -118.2524  \n",
       "3             998        -1        -1        CAHUENGA BL  34.1016 -118.3295  \n",
       "4              -1        -1        -1             8TH ST  34.0387 -118.2488  \n",
       "...           ...       ...       ...                ...      ...       ...  \n",
       "2114694        -1        -1        -1  1400 N LA BREA AV  34.0962 -118.3490  \n",
       "2114695        -1        -1        -1      WILLOUGHBY AV  34.0871 -118.3732  \n",
       "2114696        -1        -1        -1                6TH  34.0637 -118.2870  \n",
       "2114697        -1        -1        -1      17200 NAPA ST  34.2266 -118.5085  \n",
       "2114698        -1        -1        -1      1700 BARRY AV  34.0420 -118.4531  \n",
       "\n",
       "[2114699 rows x 20 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes = la_crimes.drop(['AREA','Date Rptd', 'Premis Cd',\n",
    "                            'Weapon Used Cd', 'Status'], axis=1)\n",
    "la_crimes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Renaming the coumns name for easier use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "la_crimes.rename(columns={'DATE OCC':'DATE_OCC','Status Desc':'STATUS',\n",
    "                         'AREA NAME':'AREA_NAME','Weapon Desc':'WEAPON_DESC',\n",
    "                         'Crm Cd Desc':'CRM_DESC','Vict Age':'VICT_AGE', 'Vict Sex':'VICT_SEX',\n",
    "                         'Vict Descent':'VICT_DESC','Crm Cd 2':'CRM_CD2','Premis Desc':'PREMIS_DESC',\n",
    "                         'Crm Cd 3':'CRM_CD3', 'Crm Cd 4':'CRM_CD4', 'Rpt Dist No':'DISTR_NO','Part 1-2':'PART1_2',\n",
    "                         'Crm Cd':'CRM_CD'},\n",
    "                         inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preparation \n",
    "Now we will try to predict the crime type (description) based on all the other columns of la_crimes (of course without the crime code)\n",
    "In detail the data to be used for the prediction are:\n",
    "* Hour of the incident\n",
    "* Weekday of the incident\n",
    "* Area of the incident\n",
    "* District\n",
    "* Part 1 or 2 type\n",
    "* Mocodes which are activities associated with the suspect in commission of the crime\n",
    "* Victim age\n",
    "* Victim sex\n",
    "* Victim descent\n",
    "* Premises where the incident happened\n",
    "* Weapon used \n",
    "* Status of the crime\n",
    "* Extra crimes committed (less sreious ones)\n",
    "* Location name\n",
    "* Longtitude and latitude of the incident"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We only select the data of two months (2019 April and May) because of memory RAM restrictions. In detail, because of the fact that most of the columns are categorical variables, it will result in a huge amount of columns after we create dummy variables to depict our categorical data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "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>DR_NO</th>\n",
       "      <th>DATE_OCC</th>\n",
       "      <th>AREA_NAME</th>\n",
       "      <th>DISTR_NO</th>\n",
       "      <th>PART1_2</th>\n",
       "      <th>CRM_CD</th>\n",
       "      <th>CRM_DESC</th>\n",
       "      <th>Mocodes</th>\n",
       "      <th>VICT_AGE</th>\n",
       "      <th>VICT_SEX</th>\n",
       "      <th>VICT_DESC</th>\n",
       "      <th>PREMIS_DESC</th>\n",
       "      <th>WEAPON_DESC</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>CRM_CD2</th>\n",
       "      <th>CRM_CD3</th>\n",
       "      <th>CRM_CD4</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1847402</th>\n",
       "      <td>190408859</td>\n",
       "      <td>2019-04-21 18:30:00</td>\n",
       "      <td>Hollenbeck</td>\n",
       "      <td>449</td>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>DOBINSON</td>\n",
       "      <td>34.0516</td>\n",
       "      <td>-118.1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848938</th>\n",
       "      <td>190111434</td>\n",
       "      <td>2019-04-17 04:00:00</td>\n",
       "      <td>Central</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>400 S SAN PEDRO ST</td>\n",
       "      <td>34.0453</td>\n",
       "      <td>-118.2443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848966</th>\n",
       "      <td>190508840</td>\n",
       "      <td>2019-04-21 20:00:00</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>566</td>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>900 S MESA ST</td>\n",
       "      <td>33.7360</td>\n",
       "      <td>-118.2857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1898385</th>\n",
       "      <td>191715448</td>\n",
       "      <td>2019-05-29 07:30:00</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1798</td>\n",
       "      <td>2</td>\n",
       "      <td>901</td>\n",
       "      <td>VIOLATION OF RESTRAINING ORDER</td>\n",
       "      <td>1501 2038 1906 2000</td>\n",
       "      <td>54</td>\n",
       "      <td>F</td>\n",
       "      <td>W</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Adult Other</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8900 AQUEDUCT AV</td>\n",
       "      <td>34.2320</td>\n",
       "      <td>-118.4742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1898387</th>\n",
       "      <td>190715605</td>\n",
       "      <td>2019-05-26 10:30:00</td>\n",
       "      <td>Wilshire</td>\n",
       "      <td>729</td>\n",
       "      <td>2</td>\n",
       "      <td>956</td>\n",
       "      <td>LETTERS, LEWD  -  TELEPHONE CALLS, LEWD</td>\n",
       "      <td>1906</td>\n",
       "      <td>47</td>\n",
       "      <td>M</td>\n",
       "      <td>O</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Adult Other</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>200 S LUCERNE BL</td>\n",
       "      <td>34.0711</td>\n",
       "      <td>-118.3248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114670</th>\n",
       "      <td>191710450</td>\n",
       "      <td>2019-05-25 06:30:00</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1761</td>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>STREET</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>9200 ETON AV</td>\n",
       "      <td>34.2376</td>\n",
       "      <td>-118.5947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114672</th>\n",
       "      <td>190500773</td>\n",
       "      <td>2019-05-28 17:00:00</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>541</td>\n",
       "      <td>2</td>\n",
       "      <td>627</td>\n",
       "      <td>CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT</td>\n",
       "      <td>1258 0400 0913</td>\n",
       "      <td>9</td>\n",
       "      <td>F</td>\n",
       "      <td>B</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>Adult Other</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>900 W BATTERY ST</td>\n",
       "      <td>33.7547</td>\n",
       "      <td>-118.2967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114676</th>\n",
       "      <td>190508874</td>\n",
       "      <td>2019-04-22 22:00:00</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>524</td>\n",
       "      <td>2</td>\n",
       "      <td>626</td>\n",
       "      <td>INTIMATE PARTNER - SIMPLE ASSAULT</td>\n",
       "      <td>2000 1813 0444</td>\n",
       "      <td>46</td>\n",
       "      <td>F</td>\n",
       "      <td>H</td>\n",
       "      <td>MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>Adult Other</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>500 KING AV</td>\n",
       "      <td>33.7749</td>\n",
       "      <td>-118.2750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114679</th>\n",
       "      <td>191111014</td>\n",
       "      <td>2019-05-06 09:30:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>1133</td>\n",
       "      <td>1</td>\n",
       "      <td>310</td>\n",
       "      <td>BURGLARY</td>\n",
       "      <td>0344</td>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>W</td>\n",
       "      <td>PUBLIC STORAGE</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2900 CASITAS AV</td>\n",
       "      <td>34.1109</td>\n",
       "      <td>-118.2464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114685</th>\n",
       "      <td>191811987</td>\n",
       "      <td>2019-05-12 00:10:00</td>\n",
       "      <td>Southeast</td>\n",
       "      <td>1822</td>\n",
       "      <td>1</td>\n",
       "      <td>440</td>\n",
       "      <td>THEFT PLAIN - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>0417 0361 0344 0913</td>\n",
       "      <td>55</td>\n",
       "      <td>F</td>\n",
       "      <td>H</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>Invest Cont</td>\n",
       "      <td>624</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>100 W 104TH ST</td>\n",
       "      <td>33.9469</td>\n",
       "      <td>-118.2772</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36383 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DR_NO            DATE_OCC   AREA_NAME  DISTR_NO  PART1_2  CRM_CD  \\\n",
       "1847402  190408859 2019-04-21 18:30:00  Hollenbeck       449        1     510   \n",
       "1848938  190111434 2019-04-17 04:00:00     Central       147        1     510   \n",
       "1848966  190508840 2019-04-21 20:00:00      Harbor       566        1     510   \n",
       "1898385  191715448 2019-05-29 07:30:00  Devonshire      1798        2     901   \n",
       "1898387  190715605 2019-05-26 10:30:00    Wilshire       729        2     956   \n",
       "...            ...                 ...         ...       ...      ...     ...   \n",
       "2114670  191710450 2019-05-25 06:30:00  Devonshire      1761        1     510   \n",
       "2114672  190500773 2019-05-28 17:00:00      Harbor       541        2     627   \n",
       "2114676  190508874 2019-04-22 22:00:00      Harbor       524        2     626   \n",
       "2114679  191111014 2019-05-06 09:30:00   Northeast      1133        1     310   \n",
       "2114685  191811987 2019-05-12 00:10:00   Southeast      1822        1     440   \n",
       "\n",
       "                                        CRM_DESC              Mocodes  \\\n",
       "1847402                         VEHICLE - STOLEN              unknown   \n",
       "1848938                         VEHICLE - STOLEN              unknown   \n",
       "1848966                         VEHICLE - STOLEN              unknown   \n",
       "1898385           VIOLATION OF RESTRAINING ORDER  1501 2038 1906 2000   \n",
       "1898387  LETTERS, LEWD  -  TELEPHONE CALLS, LEWD                 1906   \n",
       "...                                          ...                  ...   \n",
       "2114670                         VEHICLE - STOLEN              unknown   \n",
       "2114672  CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       1258 0400 0913   \n",
       "2114676        INTIMATE PARTNER - SIMPLE ASSAULT       2000 1813 0444   \n",
       "2114679                                 BURGLARY                 0344   \n",
       "2114685       THEFT PLAIN - PETTY ($950 & UNDER)  0417 0361 0344 0913   \n",
       "\n",
       "         VICT_AGE VICT_SEX VICT_DESC  \\\n",
       "1847402         0        X         X   \n",
       "1848938         0        X         X   \n",
       "1848966         0        X         X   \n",
       "1898385        54        F         W   \n",
       "1898387        47        M         O   \n",
       "...           ...      ...       ...   \n",
       "2114670         0        X         X   \n",
       "2114672         9        F         B   \n",
       "2114676        46        F         H   \n",
       "2114679        38        M         W   \n",
       "2114685        55        F         H   \n",
       "\n",
       "                                          PREMIS_DESC  \\\n",
       "1847402                                        STREET   \n",
       "1848938                                        STREET   \n",
       "1848966                                        STREET   \n",
       "1898385                        SINGLE FAMILY DWELLING   \n",
       "1898387                        SINGLE FAMILY DWELLING   \n",
       "...                                               ...   \n",
       "2114670                                        STREET   \n",
       "2114672                        SINGLE FAMILY DWELLING   \n",
       "2114676  MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)   \n",
       "2114679                                PUBLIC STORAGE   \n",
       "2114685                        SINGLE FAMILY DWELLING   \n",
       "\n",
       "                                            WEAPON_DESC       STATUS  CRM_CD2  \\\n",
       "1847402                                         unknown  Invest Cont       -1   \n",
       "1848938                                         unknown  Invest Cont       -1   \n",
       "1848966                                         unknown  Invest Cont       -1   \n",
       "1898385                                         unknown  Adult Other       -1   \n",
       "1898387                                         unknown  Adult Other       -1   \n",
       "...                                                 ...          ...      ...   \n",
       "2114670                                         unknown  Invest Cont       -1   \n",
       "2114672  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)  Adult Other       -1   \n",
       "2114676  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)  Adult Other       -1   \n",
       "2114679                                         unknown  Invest Cont       -1   \n",
       "2114685  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)  Invest Cont      624   \n",
       "\n",
       "         CRM_CD3  CRM_CD4            LOCATION      LAT       LON  \n",
       "1847402       -1       -1            DOBINSON  34.0516 -118.1982  \n",
       "1848938       -1       -1  400 S SAN PEDRO ST  34.0453 -118.2443  \n",
       "1848966       -1       -1       900 S MESA ST  33.7360 -118.2857  \n",
       "1898385       -1       -1    8900 AQUEDUCT AV  34.2320 -118.4742  \n",
       "1898387       -1       -1    200 S LUCERNE BL  34.0711 -118.3248  \n",
       "...          ...      ...                 ...      ...       ...  \n",
       "2114670       -1       -1        9200 ETON AV  34.2376 -118.5947  \n",
       "2114672       -1       -1    900 W BATTERY ST  33.7547 -118.2967  \n",
       "2114676       -1       -1         500 KING AV  33.7749 -118.2750  \n",
       "2114679       -1       -1     2900 CASITAS AV  34.1109 -118.2464  \n",
       "2114685       -1       -1      100 W 104TH ST  33.9469 -118.2772  \n",
       "\n",
       "[36383 rows x 20 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes['DATE_OCC'] = pd.to_datetime(la_crimes['DATE_OCC']) #transforming column to datetime object\n",
    "\n",
    "la_crimes_new = la_crimes.loc[(la_crimes['DATE_OCC'].dt.to_period('M') == '2019-04')| \n",
    "                              (la_crimes['DATE_OCC'].dt.to_period('M') == '2019-05')].copy()\n",
    "la_crimes_new"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We will also create new categorical columns that will contain the month and hour of the incident \n",
    "* We make those columns from the column `DATE_OCC`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "la_crimes_new['WEEKDAY'] = la_crimes_new['DATE_OCC'].dt.dayofweek.astype(str).copy()\n",
    "la_crimes_new['HOUR'] = la_crimes_new['DATE_OCC'].astype(str).str[11:13].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we create a dataset that only contains the columns that are useful. Those columns are dropped:\n",
    "* `DR_NO` does not help as it is a unique number\n",
    "* `DATE_OCC` also is cut because we already have the hour and day in different columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "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",
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>CRM_CD2</th>\n",
       "      <th>CRM_CD3</th>\n",
       "      <th>CRM_CD4</th>\n",
       "      <th>VICT_AGE</th>\n",
       "      <th>Mocodes</th>\n",
       "      <th>WEEKDAY</th>\n",
       "      <th>AREA_NAME</th>\n",
       "      <th>DISTR_NO</th>\n",
       "      <th>CRM_DESC</th>\n",
       "      <th>PREMIS_DESC</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>WEAPON_DESC</th>\n",
       "      <th>VICT_DESC</th>\n",
       "      <th>VICT_SEX</th>\n",
       "      <th>PART1_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1847402</th>\n",
       "      <td>34.0516</td>\n",
       "      <td>-118.1982</td>\n",
       "      <td>DOBINSON</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>6</td>\n",
       "      <td>Hollenbeck</td>\n",
       "      <td>449</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>STREET</td>\n",
       "      <td>18</td>\n",
       "      <td>unknown</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848938</th>\n",
       "      <td>34.0453</td>\n",
       "      <td>-118.2443</td>\n",
       "      <td>400 S SAN PEDRO ST</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>Central</td>\n",
       "      <td>147</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>STREET</td>\n",
       "      <td>04</td>\n",
       "      <td>unknown</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848966</th>\n",
       "      <td>33.7360</td>\n",
       "      <td>-118.2857</td>\n",
       "      <td>900 S MESA ST</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>6</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>566</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>STREET</td>\n",
       "      <td>20</td>\n",
       "      <td>unknown</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1898385</th>\n",
       "      <td>34.2320</td>\n",
       "      <td>-118.4742</td>\n",
       "      <td>8900 AQUEDUCT AV</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>54</td>\n",
       "      <td>1501 2038 1906 2000</td>\n",
       "      <td>2</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1798</td>\n",
       "      <td>VIOLATION OF RESTRAINING ORDER</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>07</td>\n",
       "      <td>unknown</td>\n",
       "      <td>W</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1898387</th>\n",
       "      <td>34.0711</td>\n",
       "      <td>-118.3248</td>\n",
       "      <td>200 S LUCERNE BL</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>47</td>\n",
       "      <td>1906</td>\n",
       "      <td>6</td>\n",
       "      <td>Wilshire</td>\n",
       "      <td>729</td>\n",
       "      <td>LETTERS, LEWD  -  TELEPHONE CALLS, LEWD</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>10</td>\n",
       "      <td>unknown</td>\n",
       "      <td>O</td>\n",
       "      <td>M</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114670</th>\n",
       "      <td>34.2376</td>\n",
       "      <td>-118.5947</td>\n",
       "      <td>9200 ETON AV</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1761</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>STREET</td>\n",
       "      <td>06</td>\n",
       "      <td>unknown</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114672</th>\n",
       "      <td>33.7547</td>\n",
       "      <td>-118.2967</td>\n",
       "      <td>900 W BATTERY ST</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>9</td>\n",
       "      <td>1258 0400 0913</td>\n",
       "      <td>1</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>541</td>\n",
       "      <td>CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>17</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>B</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114676</th>\n",
       "      <td>33.7749</td>\n",
       "      <td>-118.2750</td>\n",
       "      <td>500 KING AV</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>46</td>\n",
       "      <td>2000 1813 0444</td>\n",
       "      <td>0</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>524</td>\n",
       "      <td>INTIMATE PARTNER - SIMPLE ASSAULT</td>\n",
       "      <td>MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)</td>\n",
       "      <td>22</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>H</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114679</th>\n",
       "      <td>34.1109</td>\n",
       "      <td>-118.2464</td>\n",
       "      <td>2900 CASITAS AV</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>38</td>\n",
       "      <td>0344</td>\n",
       "      <td>0</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>1133</td>\n",
       "      <td>BURGLARY</td>\n",
       "      <td>PUBLIC STORAGE</td>\n",
       "      <td>09</td>\n",
       "      <td>unknown</td>\n",
       "      <td>W</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114685</th>\n",
       "      <td>33.9469</td>\n",
       "      <td>-118.2772</td>\n",
       "      <td>100 W 104TH ST</td>\n",
       "      <td>624</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>55</td>\n",
       "      <td>0417 0361 0344 0913</td>\n",
       "      <td>6</td>\n",
       "      <td>Southeast</td>\n",
       "      <td>1822</td>\n",
       "      <td>THEFT PLAIN - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>SINGLE FAMILY DWELLING</td>\n",
       "      <td>00</td>\n",
       "      <td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td>\n",
       "      <td>H</td>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36383 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             LAT       LON            LOCATION  CRM_CD2  CRM_CD3  CRM_CD4  \\\n",
       "1847402  34.0516 -118.1982            DOBINSON       -1       -1       -1   \n",
       "1848938  34.0453 -118.2443  400 S SAN PEDRO ST       -1       -1       -1   \n",
       "1848966  33.7360 -118.2857       900 S MESA ST       -1       -1       -1   \n",
       "1898385  34.2320 -118.4742    8900 AQUEDUCT AV       -1       -1       -1   \n",
       "1898387  34.0711 -118.3248    200 S LUCERNE BL       -1       -1       -1   \n",
       "...          ...       ...                 ...      ...      ...      ...   \n",
       "2114670  34.2376 -118.5947        9200 ETON AV       -1       -1       -1   \n",
       "2114672  33.7547 -118.2967    900 W BATTERY ST       -1       -1       -1   \n",
       "2114676  33.7749 -118.2750         500 KING AV       -1       -1       -1   \n",
       "2114679  34.1109 -118.2464     2900 CASITAS AV       -1       -1       -1   \n",
       "2114685  33.9469 -118.2772      100 W 104TH ST      624       -1       -1   \n",
       "\n",
       "         VICT_AGE              Mocodes WEEKDAY   AREA_NAME  DISTR_NO  \\\n",
       "1847402         0              unknown       6  Hollenbeck       449   \n",
       "1848938         0              unknown       2     Central       147   \n",
       "1848966         0              unknown       6      Harbor       566   \n",
       "1898385        54  1501 2038 1906 2000       2  Devonshire      1798   \n",
       "1898387        47                 1906       6    Wilshire       729   \n",
       "...           ...                  ...     ...         ...       ...   \n",
       "2114670         0              unknown       5  Devonshire      1761   \n",
       "2114672         9       1258 0400 0913       1      Harbor       541   \n",
       "2114676        46       2000 1813 0444       0      Harbor       524   \n",
       "2114679        38                 0344       0   Northeast      1133   \n",
       "2114685        55  0417 0361 0344 0913       6   Southeast      1822   \n",
       "\n",
       "                                        CRM_DESC  \\\n",
       "1847402                         VEHICLE - STOLEN   \n",
       "1848938                         VEHICLE - STOLEN   \n",
       "1848966                         VEHICLE - STOLEN   \n",
       "1898385           VIOLATION OF RESTRAINING ORDER   \n",
       "1898387  LETTERS, LEWD  -  TELEPHONE CALLS, LEWD   \n",
       "...                                          ...   \n",
       "2114670                         VEHICLE - STOLEN   \n",
       "2114672  CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT   \n",
       "2114676        INTIMATE PARTNER - SIMPLE ASSAULT   \n",
       "2114679                                 BURGLARY   \n",
       "2114685       THEFT PLAIN - PETTY ($950 & UNDER)   \n",
       "\n",
       "                                          PREMIS_DESC HOUR  \\\n",
       "1847402                                        STREET   18   \n",
       "1848938                                        STREET   04   \n",
       "1848966                                        STREET   20   \n",
       "1898385                        SINGLE FAMILY DWELLING   07   \n",
       "1898387                        SINGLE FAMILY DWELLING   10   \n",
       "...                                               ...  ...   \n",
       "2114670                                        STREET   06   \n",
       "2114672                        SINGLE FAMILY DWELLING   17   \n",
       "2114676  MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)   22   \n",
       "2114679                                PUBLIC STORAGE   09   \n",
       "2114685                        SINGLE FAMILY DWELLING   00   \n",
       "\n",
       "                                            WEAPON_DESC VICT_DESC VICT_SEX  \\\n",
       "1847402                                         unknown         X        X   \n",
       "1848938                                         unknown         X        X   \n",
       "1848966                                         unknown         X        X   \n",
       "1898385                                         unknown         W        F   \n",
       "1898387                                         unknown         O        M   \n",
       "...                                                 ...       ...      ...   \n",
       "2114670                                         unknown         X        X   \n",
       "2114672  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)         B        F   \n",
       "2114676  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)         H        F   \n",
       "2114679                                         unknown         W        M   \n",
       "2114685  STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)         H        F   \n",
       "\n",
       "         PART1_2  \n",
       "1847402        1  \n",
       "1848938        1  \n",
       "1848966        1  \n",
       "1898385        2  \n",
       "1898387        2  \n",
       "...          ...  \n",
       "2114670        1  \n",
       "2114672        2  \n",
       "2114676        2  \n",
       "2114679        1  \n",
       "2114685        1  \n",
       "\n",
       "[36383 rows x 18 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes_dum = la_crimes_new[['LAT','LON','LOCATION','CRM_CD2','CRM_CD3','CRM_CD4','VICT_AGE','Mocodes','WEEKDAY',\n",
    "                               'AREA_NAME','DISTR_NO','CRM_DESC','PREMIS_DESC','HOUR',\n",
    "                               'WEAPON_DESC','VICT_DESC','VICT_SEX','PART1_2']].copy()\n",
    "la_crimes_dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we create the dummies for the column `Mocodes`. The problem for this column is that one particular incident may have more than one different mocodes. As a result  'get_dummies()' would create new dummies for multiple (pairs, triplets of) mocodes which would be a mistake. We would miss crimes that contain similar mocodes and the dataframe would get even bigger.\n",
    "* We separate the mocodes from each other and then execute the dummies\n",
    "* Each mocode may correspond to multiple incidents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "         0100  0101  0102  0104  0105  0107  0109  0110  0112  0113  ...  \\\n",
       "1847402     0     0     0     0     0     0     0     0     0     0  ...   \n",
       "1848938     0     0     0     0     0     0     0     0     0     0  ...   \n",
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       "...       ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  ...   \n",
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       "2114685     0     0     0     0     0     0     0     0     0     0  ...   \n",
       "\n",
       "         3030  3034  3037  3101  3401  3701  4018  4026  9999  unknown  \n",
       "1847402     0     0     0     0     0     0     0     0     0        1  \n",
       "1848938     0     0     0     0     0     0     0     0     0        1  \n",
       "1848966     0     0     0     0     0     0     0     0     0        1  \n",
       "1898385     0     0     0     0     0     0     0     0     0        0  \n",
       "1898387     0     0     0     0     0     0     0     0     0        0  \n",
       "...       ...   ...   ...   ...   ...   ...   ...   ...   ...      ...  \n",
       "2114670     0     0     0     0     0     0     0     0     0        1  \n",
       "2114672     0     0     0     0     0     0     0     0     0        0  \n",
       "2114676     0     0     0     0     0     0     0     0     0        0  \n",
       "2114679     0     0     0     0     0     0     0     0     0        0  \n",
       "2114685     0     0     0     0     0     0     0     0     0        0  \n",
       "\n",
       "[36383 rows x 518 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mocodes_dummies= la_crimes_dum['Mocodes'].str.join(sep='').str.get_dummies(sep=' ') \n",
    "mocodes_dummies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next up we join the data of the mocode dummies and `la_crimes_dum` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>LON</th>\n",
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       "      <td>-118.2857</td>\n",
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       "      <th>3</th>\n",
       "      <td>34.2320</td>\n",
       "      <td>-118.4742</td>\n",
       "      <td>8900 AQUEDUCT AV</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>54</td>\n",
       "      <td>1501 2038 1906 2000</td>\n",
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       "      <th>4</th>\n",
       "      <td>34.0711</td>\n",
       "      <td>-118.3248</td>\n",
       "      <td>200 S LUCERNE BL</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "      <td>47</td>\n",
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       "      <th>36378</th>\n",
       "      <td>34.2376</td>\n",
       "      <td>-118.5947</td>\n",
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       "      <td>33.7749</td>\n",
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       "      <th>36381</th>\n",
       "      <td>34.1109</td>\n",
       "      <td>-118.2464</td>\n",
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       "      <td>38</td>\n",
       "      <td>0344</td>\n",
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       "      <th>36382</th>\n",
       "      <td>33.9469</td>\n",
       "      <td>-118.2772</td>\n",
       "      <td>100 W 104TH ST</td>\n",
       "      <td>624</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>55</td>\n",
       "      <td>0417 0361 0344 0913</td>\n",
       "      <td>6</td>\n",
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      ],
      "text/plain": [
       "           LAT       LON            LOCATION  CRM_CD2  CRM_CD3  CRM_CD4  \\\n",
       "0      34.0516 -118.1982            DOBINSON       -1       -1       -1   \n",
       "1      34.0453 -118.2443  400 S SAN PEDRO ST       -1       -1       -1   \n",
       "2      33.7360 -118.2857       900 S MESA ST       -1       -1       -1   \n",
       "3      34.2320 -118.4742    8900 AQUEDUCT AV       -1       -1       -1   \n",
       "4      34.0711 -118.3248    200 S LUCERNE BL       -1       -1       -1   \n",
       "...        ...       ...                 ...      ...      ...      ...   \n",
       "36378  34.2376 -118.5947        9200 ETON AV       -1       -1       -1   \n",
       "36379  33.7547 -118.2967    900 W BATTERY ST       -1       -1       -1   \n",
       "36380  33.7749 -118.2750         500 KING AV       -1       -1       -1   \n",
       "36381  34.1109 -118.2464     2900 CASITAS AV       -1       -1       -1   \n",
       "36382  33.9469 -118.2772      100 W 104TH ST      624       -1       -1   \n",
       "\n",
       "       VICT_AGE              Mocodes WEEKDAY   AREA_NAME  ...  3030 3034 3037  \\\n",
       "0             0              unknown       6  Hollenbeck  ...     0    0    0   \n",
       "1             0              unknown       2     Central  ...     0    0    0   \n",
       "2             0              unknown       6      Harbor  ...     0    0    0   \n",
       "3            54  1501 2038 1906 2000       2  Devonshire  ...     0    0    0   \n",
       "4            47                 1906       6    Wilshire  ...     0    0    0   \n",
       "...         ...                  ...     ...         ...  ...   ...  ...  ...   \n",
       "36378         0              unknown       5  Devonshire  ...     0    0    0   \n",
       "36379         9       1258 0400 0913       1      Harbor  ...     0    0    0   \n",
       "36380        46       2000 1813 0444       0      Harbor  ...     0    0    0   \n",
       "36381        38                 0344       0   Northeast  ...     0    0    0   \n",
       "36382        55  0417 0361 0344 0913       6   Southeast  ...     0    0    0   \n",
       "\n",
       "      3101 3401 3701 4018  4026  9999  unknown  \n",
       "0        0    0    0    0     0     0        1  \n",
       "1        0    0    0    0     0     0        1  \n",
       "2        0    0    0    0     0     0        1  \n",
       "3        0    0    0    0     0     0        0  \n",
       "4        0    0    0    0     0     0        0  \n",
       "...    ...  ...  ...  ...   ...   ...      ...  \n",
       "36378    0    0    0    0     0     0        1  \n",
       "36379    0    0    0    0     0     0        0  \n",
       "36380    0    0    0    0     0     0        0  \n",
       "36381    0    0    0    0     0     0        0  \n",
       "36382    0    0    0    0     0     0        0  \n",
       "\n",
       "[36383 rows x 536 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes_dum = pd.merge(la_crimes_dum,mocodes_dummies, left_on=la_crimes_dum.index, right_on=mocodes_dummies.index )\n",
    "la_crimes_dum = la_crimes_dum.drop(['key_0'], axis=1) # dropping the new column of the index(keys)\n",
    "la_crimes_dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Now we will do the same with the columns `CRM_CD2` `CRM_CD3` `CRM_CD4`\n",
    "* At first we join the string into one column  `CRM_CD2`\n",
    "* Drop the other two columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>34.0453</td>\n",
       "      <td>-118.2443</td>\n",
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       "      <td>-1 -1 -1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>Central</td>\n",
       "      <td>147</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>...</td>\n",
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       "      <th>2</th>\n",
       "      <td>33.7360</td>\n",
       "      <td>-118.2857</td>\n",
       "      <td>900 S MESA ST</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>0</td>\n",
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       "      <td>6</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>566</td>\n",
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       "      <td>...</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34.2320</td>\n",
       "      <td>-118.4742</td>\n",
       "      <td>8900 AQUEDUCT AV</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>54</td>\n",
       "      <td>1501 2038 1906 2000</td>\n",
       "      <td>2</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1798</td>\n",
       "      <td>VIOLATION OF RESTRAINING ORDER</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34.0711</td>\n",
       "      <td>-118.3248</td>\n",
       "      <td>200 S LUCERNE BL</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>47</td>\n",
       "      <td>1906</td>\n",
       "      <td>6</td>\n",
       "      <td>Wilshire</td>\n",
       "      <td>729</td>\n",
       "      <td>LETTERS, LEWD  -  TELEPHONE CALLS, LEWD</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36378</th>\n",
       "      <td>34.2376</td>\n",
       "      <td>-118.5947</td>\n",
       "      <td>9200 ETON AV</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>Devonshire</td>\n",
       "      <td>1761</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36379</th>\n",
       "      <td>33.7547</td>\n",
       "      <td>-118.2967</td>\n",
       "      <td>900 W BATTERY ST</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>9</td>\n",
       "      <td>1258 0400 0913</td>\n",
       "      <td>1</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>541</td>\n",
       "      <td>CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36380</th>\n",
       "      <td>33.7749</td>\n",
       "      <td>-118.2750</td>\n",
       "      <td>500 KING AV</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>46</td>\n",
       "      <td>2000 1813 0444</td>\n",
       "      <td>0</td>\n",
       "      <td>Harbor</td>\n",
       "      <td>524</td>\n",
       "      <td>INTIMATE PARTNER - SIMPLE ASSAULT</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36381</th>\n",
       "      <td>34.1109</td>\n",
       "      <td>-118.2464</td>\n",
       "      <td>2900 CASITAS AV</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>38</td>\n",
       "      <td>0344</td>\n",
       "      <td>0</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>1133</td>\n",
       "      <td>BURGLARY</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36382</th>\n",
       "      <td>33.9469</td>\n",
       "      <td>-118.2772</td>\n",
       "      <td>100 W 104TH ST</td>\n",
       "      <td>624 -1 -1</td>\n",
       "      <td>55</td>\n",
       "      <td>0417 0361 0344 0913</td>\n",
       "      <td>6</td>\n",
       "      <td>Southeast</td>\n",
       "      <td>1822</td>\n",
       "      <td>THEFT PLAIN - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36383 rows × 534 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           LAT       LON            LOCATION    CRM_CD2  VICT_AGE  \\\n",
       "0      34.0516 -118.1982            DOBINSON   -1 -1 -1         0   \n",
       "1      34.0453 -118.2443  400 S SAN PEDRO ST   -1 -1 -1         0   \n",
       "2      33.7360 -118.2857       900 S MESA ST   -1 -1 -1         0   \n",
       "3      34.2320 -118.4742    8900 AQUEDUCT AV   -1 -1 -1        54   \n",
       "4      34.0711 -118.3248    200 S LUCERNE BL   -1 -1 -1        47   \n",
       "...        ...       ...                 ...        ...       ...   \n",
       "36378  34.2376 -118.5947        9200 ETON AV   -1 -1 -1         0   \n",
       "36379  33.7547 -118.2967    900 W BATTERY ST   -1 -1 -1         9   \n",
       "36380  33.7749 -118.2750         500 KING AV   -1 -1 -1        46   \n",
       "36381  34.1109 -118.2464     2900 CASITAS AV   -1 -1 -1        38   \n",
       "36382  33.9469 -118.2772      100 W 104TH ST  624 -1 -1        55   \n",
       "\n",
       "                   Mocodes WEEKDAY   AREA_NAME  DISTR_NO  \\\n",
       "0                  unknown       6  Hollenbeck       449   \n",
       "1                  unknown       2     Central       147   \n",
       "2                  unknown       6      Harbor       566   \n",
       "3      1501 2038 1906 2000       2  Devonshire      1798   \n",
       "4                     1906       6    Wilshire       729   \n",
       "...                    ...     ...         ...       ...   \n",
       "36378              unknown       5  Devonshire      1761   \n",
       "36379       1258 0400 0913       1      Harbor       541   \n",
       "36380       2000 1813 0444       0      Harbor       524   \n",
       "36381                 0344       0   Northeast      1133   \n",
       "36382  0417 0361 0344 0913       6   Southeast      1822   \n",
       "\n",
       "                                      CRM_DESC  ... 3030 3034 3037 3101 3401  \\\n",
       "0                             VEHICLE - STOLEN  ...    0    0    0    0    0   \n",
       "1                             VEHICLE - STOLEN  ...    0    0    0    0    0   \n",
       "2                             VEHICLE - STOLEN  ...    0    0    0    0    0   \n",
       "3               VIOLATION OF RESTRAINING ORDER  ...    0    0    0    0    0   \n",
       "4      LETTERS, LEWD  -  TELEPHONE CALLS, LEWD  ...    0    0    0    0    0   \n",
       "...                                        ...  ...  ...  ...  ...  ...  ...   \n",
       "36378                         VEHICLE - STOLEN  ...    0    0    0    0    0   \n",
       "36379  CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT  ...    0    0    0    0    0   \n",
       "36380        INTIMATE PARTNER - SIMPLE ASSAULT  ...    0    0    0    0    0   \n",
       "36381                                 BURGLARY  ...    0    0    0    0    0   \n",
       "36382       THEFT PLAIN - PETTY ($950 & UNDER)  ...    0    0    0    0    0   \n",
       "\n",
       "       3701  4018  4026  9999  unknown  \n",
       "0         0     0     0     0        1  \n",
       "1         0     0     0     0        1  \n",
       "2         0     0     0     0        1  \n",
       "3         0     0     0     0        0  \n",
       "4         0     0     0     0        0  \n",
       "...     ...   ...   ...   ...      ...  \n",
       "36378     0     0     0     0        1  \n",
       "36379     0     0     0     0        0  \n",
       "36380     0     0     0     0        0  \n",
       "36381     0     0     0     0        0  \n",
       "36382     0     0     0     0        0  \n",
       "\n",
       "[36383 rows x 534 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes_dum['CRM_CD2'] = la_crimes_dum['CRM_CD2'].astype(str)+ ' ' +la_crimes_dum['CRM_CD3'].astype(str) +' '+\\\n",
    "                            +la_crimes_dum['CRM_CD4'].astype(str)\n",
    "la_crimes_dum = la_crimes_dum.drop(['CRM_CD3','CRM_CD4'], axis=1)\n",
    "la_crimes_dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We separate the extra crime codes() that are located in `CRM_CD2` from each other and then produce the dummies\n",
    "* Each extra crime code may correspond to multiple incidents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "       210  231  235  236  320  330  341  343  345  350  ...  930  933  940  \\\n",
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       "[36383 rows x 68 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_codes_dummies= la_crimes_dum['CRM_CD2'].str.join(sep='').str.get_dummies(sep=' ') \n",
    "crime_codes_dummies = crime_codes_dummies.drop(['-1'], axis=1) # dropping -1 column as it concerns incidents with no extra crime type\n",
    "crime_codes_dummies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next up we join the data of the crime codes dummies and la_crimes_dum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
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       "      <th>VICT_AGE</th>\n",
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       "      <td>-118.4742</td>\n",
       "      <td>8900 AQUEDUCT AV</td>\n",
       "      <td>-1 -1 -1</td>\n",
       "      <td>54</td>\n",
       "      <td>1501 2038 1906 2000</td>\n",
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       "      <td>38</td>\n",
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       "      <td>55</td>\n",
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       "      <td>6</td>\n",
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      ],
      "text/plain": [
       "           LAT       LON            LOCATION    CRM_CD2  VICT_AGE  \\\n",
       "0      34.0516 -118.1982            DOBINSON   -1 -1 -1         0   \n",
       "1      34.0453 -118.2443  400 S SAN PEDRO ST   -1 -1 -1         0   \n",
       "2      33.7360 -118.2857       900 S MESA ST   -1 -1 -1         0   \n",
       "3      34.2320 -118.4742    8900 AQUEDUCT AV   -1 -1 -1        54   \n",
       "4      34.0711 -118.3248    200 S LUCERNE BL   -1 -1 -1        47   \n",
       "...        ...       ...                 ...        ...       ...   \n",
       "36378  34.2376 -118.5947        9200 ETON AV   -1 -1 -1         0   \n",
       "36379  33.7547 -118.2967    900 W BATTERY ST   -1 -1 -1         9   \n",
       "36380  33.7749 -118.2750         500 KING AV   -1 -1 -1        46   \n",
       "36381  34.1109 -118.2464     2900 CASITAS AV   -1 -1 -1        38   \n",
       "36382  33.9469 -118.2772      100 W 104TH ST  624 -1 -1        55   \n",
       "\n",
       "                   Mocodes WEEKDAY   AREA_NAME  DISTR_NO  \\\n",
       "0                  unknown       6  Hollenbeck       449   \n",
       "1                  unknown       2     Central       147   \n",
       "2                  unknown       6      Harbor       566   \n",
       "3      1501 2038 1906 2000       2  Devonshire      1798   \n",
       "4                     1906       6    Wilshire       729   \n",
       "...                    ...     ...         ...       ...   \n",
       "36378              unknown       5  Devonshire      1761   \n",
       "36379       1258 0400 0913       1      Harbor       541   \n",
       "36380       2000 1813 0444       0      Harbor       524   \n",
       "36381                 0344       0   Northeast      1133   \n",
       "36382  0417 0361 0344 0913       6   Southeast      1822   \n",
       "\n",
       "                                      CRM_DESC  ... 930 933 940 946 956  990  \\\n",
       "0                             VEHICLE - STOLEN  ...   0   0   0   0   0    0   \n",
       "1                             VEHICLE - STOLEN  ...   0   0   0   0   0    0   \n",
       "2                             VEHICLE - STOLEN  ...   0   0   0   0   0    0   \n",
       "3               VIOLATION OF RESTRAINING ORDER  ...   0   0   0   0   0    0   \n",
       "4      LETTERS, LEWD  -  TELEPHONE CALLS, LEWD  ...   0   0   0   0   0    0   \n",
       "...                                        ...  ...  ..  ..  ..  ..  ..  ...   \n",
       "36378                         VEHICLE - STOLEN  ...   0   0   0   0   0    0   \n",
       "36379  CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT  ...   0   0   0   0   0    0   \n",
       "36380        INTIMATE PARTNER - SIMPLE ASSAULT  ...   0   0   0   0   0    0   \n",
       "36381                                 BURGLARY  ...   0   0   0   0   0    0   \n",
       "36382       THEFT PLAIN - PETTY ($950 & UNDER)  ...   0   0   0   0   0    0   \n",
       "\n",
       "       993  997  998  999  \n",
       "0        0    0    0    0  \n",
       "1        0    0    0    0  \n",
       "2        0    0    0    0  \n",
       "3        0    0    0    0  \n",
       "4        0    0    0    0  \n",
       "...    ...  ...  ...  ...  \n",
       "36378    0    0    0    0  \n",
       "36379    0    0    0    0  \n",
       "36380    0    0    0    0  \n",
       "36381    0    0    0    0  \n",
       "36382    0    0    0    0  \n",
       "\n",
       "[36383 rows x 602 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes_dum = pd.merge(la_crimes_dum, crime_codes_dummies, left_on=la_crimes_dum.index,\n",
    "                         right_on=crime_codes_dummies.index )\n",
    "la_crimes_dum = la_crimes_dum.drop(['key_0'], axis=1) # dropping the new column of the index(keys) \n",
    "la_crimes_dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Now we can create the dummies for all the other variables.\n",
    "* We get dummies for all the columns except for `LAT` `LON` and `CRM_DESC`\n",
    "Note: we get dummies for the column victim age as well, because the missing values are coded as 0. If we used the age as a continious variable, it could produce wrong results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>0107</th>\n",
       "      <th>0109</th>\n",
       "      <th>...</th>\n",
       "      <th>HOUR_14</th>\n",
       "      <th>HOUR_15</th>\n",
       "      <th>HOUR_16</th>\n",
       "      <th>HOUR_17</th>\n",
       "      <th>HOUR_18</th>\n",
       "      <th>HOUR_19</th>\n",
       "      <th>HOUR_20</th>\n",
       "      <th>HOUR_21</th>\n",
       "      <th>HOUR_22</th>\n",
       "      <th>HOUR_23</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34.0516</td>\n",
       "      <td>-118.1982</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34.0453</td>\n",
       "      <td>-118.2443</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33.7360</td>\n",
       "      <td>-118.2857</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34.2320</td>\n",
       "      <td>-118.4742</td>\n",
       "      <td>VIOLATION OF RESTRAINING ORDER</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34.0711</td>\n",
       "      <td>-118.3248</td>\n",
       "      <td>LETTERS, LEWD  -  TELEPHONE CALLS, LEWD</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36378</th>\n",
       "      <td>34.2376</td>\n",
       "      <td>-118.5947</td>\n",
       "      <td>VEHICLE - STOLEN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36379</th>\n",
       "      <td>33.7547</td>\n",
       "      <td>-118.2967</td>\n",
       "      <td>CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36380</th>\n",
       "      <td>33.7749</td>\n",
       "      <td>-118.2750</td>\n",
       "      <td>INTIMATE PARTNER - SIMPLE ASSAULT</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36381</th>\n",
       "      <td>34.1109</td>\n",
       "      <td>-118.2464</td>\n",
       "      <td>BURGLARY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36382</th>\n",
       "      <td>33.9469</td>\n",
       "      <td>-118.2772</td>\n",
       "      <td>THEFT PLAIN - PETTY ($950 &amp; UNDER)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36383 rows × 19164 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           LAT       LON                                 CRM_DESC  0100  0101  \\\n",
       "0      34.0516 -118.1982                         VEHICLE - STOLEN     0     0   \n",
       "1      34.0453 -118.2443                         VEHICLE - STOLEN     0     0   \n",
       "2      33.7360 -118.2857                         VEHICLE - STOLEN     0     0   \n",
       "3      34.2320 -118.4742           VIOLATION OF RESTRAINING ORDER     0     0   \n",
       "4      34.0711 -118.3248  LETTERS, LEWD  -  TELEPHONE CALLS, LEWD     0     0   \n",
       "...        ...       ...                                      ...   ...   ...   \n",
       "36378  34.2376 -118.5947                         VEHICLE - STOLEN     0     0   \n",
       "36379  33.7547 -118.2967  CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT     0     0   \n",
       "36380  33.7749 -118.2750        INTIMATE PARTNER - SIMPLE ASSAULT     0     0   \n",
       "36381  34.1109 -118.2464                                 BURGLARY     0     0   \n",
       "36382  33.9469 -118.2772       THEFT PLAIN - PETTY ($950 & UNDER)     0     0   \n",
       "\n",
       "       0102  0104  0105  0107  0109  ...  HOUR_14  HOUR_15  HOUR_16  HOUR_17  \\\n",
       "0         0     0     0     0     0  ...        0        0        0        0   \n",
       "1         0     0     0     0     0  ...        0        0        0        0   \n",
       "2         0     0     0     0     0  ...        0        0        0        0   \n",
       "3         0     0     0     0     0  ...        0        0        0        0   \n",
       "4         0     0     0     0     0  ...        0        0        0        0   \n",
       "...     ...   ...   ...   ...   ...  ...      ...      ...      ...      ...   \n",
       "36378     0     0     0     0     0  ...        0        0        0        0   \n",
       "36379     0     0     0     0     0  ...        0        0        0        1   \n",
       "36380     0     0     0     0     0  ...        0        0        0        0   \n",
       "36381     0     0     0     0     0  ...        0        0        0        0   \n",
       "36382     0     0     0     0     0  ...        0        0        0        0   \n",
       "\n",
       "       HOUR_18  HOUR_19  HOUR_20  HOUR_21  HOUR_22  HOUR_23  \n",
       "0            1        0        0        0        0        0  \n",
       "1            0        0        0        0        0        0  \n",
       "2            0        0        1        0        0        0  \n",
       "3            0        0        0        0        0        0  \n",
       "4            0        0        0        0        0        0  \n",
       "...        ...      ...      ...      ...      ...      ...  \n",
       "36378        0        0        0        0        0        0  \n",
       "36379        0        0        0        0        0        0  \n",
       "36380        0        0        0        0        1        0  \n",
       "36381        0        0        0        0        0        0  \n",
       "36382        0        0        0        0        0        0  \n",
       "\n",
       "[36383 rows x 19164 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_crimes_dum = pd.get_dummies(la_crimes_dum, columns=['LOCATION','VICT_AGE',\n",
    "                                                       'AREA_NAME','DISTR_NO', 'PREMIS_DESC', 'WEAPON_DESC', \n",
    "                                                       'VICT_DESC', 'VICT_SEX', 'PART1_2','WEEKDAY','HOUR'])\n",
    "la_crimes_dum = la_crimes_dum.drop(['Mocodes','CRM_CD2'], axis=1)\n",
    "la_crimes_dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Firstly, we shuffle the data\n",
    "* We separate the target column from the other columns\n",
    "* Now we split the data into training and testing. Specifically, we use 20% for testing purposes\n",
    "* The target column is `CRM_DESC`\n",
    "* Kfold cross validation is not used due to memory RAM restrictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "la_crimes_dum = la_crimes_dum.sample(frac = 1, random_state=9) #shuffling data\n",
    "target = la_crimes_dum['CRM_DESC'].copy() # target column separated\n",
    "la_crimes_dum = la_crimes_dum.drop(['CRM_DESC'], axis=1) #deleting target column from data\n",
    "X_train, X_test, y_train, y_test = train_test_split(la_crimes_dum, target, test_size=0.2,  random_state=7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision Tree\n",
    "First predictive model that is going to be used is a decision tree\n",
    "* Firstly a classifier is created. For the decision tree and all the classifiers the criterion `gini` is used because it produces better accuracy compared to `entropy`\n",
    "* Then we train it with the train data\n",
    "* Lastly, we predict the test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_gini = tree.DecisionTreeClassifier(criterion='gini')\n",
    "clf_gini = clf_gini.fit(X_train, y_train)\n",
    "gini_predict = clf_gini.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see how our decision tree performed\n",
    "* $67$% total accuracy. Accuracy is the proportion of instances correctly classified by the classifier.\n",
    "* Weighted average of precision is $66$%. Precision is the ratio of correctly reported positives over all reported positives\n",
    "* Weighted average of recall is $67$%. Recall is the ratio of correctly reported positives over all actual positives\n",
    "* Weighted average of f1-score is $66$%. F1-score is the harmonic mean of the precision and the recall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                          precision    recall  f1-score   support\n",
      "\n",
      "                                                   ARSON       0.47      0.47      0.47        17\n",
      "            ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER       1.00      0.67      0.80         9\n",
      "          ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT       0.82      0.87      0.84       365\n",
      "                                       ATTEMPTED ROBBERY       0.66      0.40      0.49        53\n",
      "                                BATTERY - SIMPLE ASSAULT       0.89      0.92      0.91       622\n",
      "                                BATTERY ON A FIREFIGHTER       1.00      0.50      0.67         2\n",
      "                                 BATTERY POLICE (SIMPLE)       0.76      0.80      0.78        20\n",
      "                             BATTERY WITH SEXUAL CONTACT       0.61      0.76      0.68        46\n",
      "                                           BIKE - STOLEN       0.23      0.21      0.22        80\n",
      "                                           BOAT - STOLEN       0.00      1.00      0.00         0\n",
      "                                              BOMB SCARE       0.80      1.00      0.89         4\n",
      "                                         BRANDISH WEAPON       0.69      0.70      0.70        93\n",
      "                                          BUNCO, ATTEMPT       0.00      0.00      0.00         6\n",
      "                                      BUNCO, GRAND THEFT       0.73      0.70      0.71        94\n",
      "                                      BUNCO, PETTY THEFT       0.27      0.36      0.31        25\n",
      "                                                BURGLARY       0.70      0.70      0.70       391\n",
      "                                   BURGLARY FROM VEHICLE       0.79      0.76      0.77       578\n",
      "                        BURGLARY FROM VEHICLE, ATTEMPTED       0.00      0.00      0.00         5\n",
      "                                     BURGLARY, ATTEMPTED       0.29      0.19      0.23        36\n",
      "                                       CHILD ABANDONMENT       1.00      0.00      0.00         1\n",
      "             CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT       1.00      0.43      0.60         7\n",
      "                 CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       0.48      0.57      0.52        37\n",
      "                          CHILD ANNOYING (17YRS & UNDER)       0.67      0.46      0.55        13\n",
      "                          CHILD NEGLECT (SEE 300 W.I.C.)       0.50      0.30      0.37        10\n",
      "                                       CHILD PORNOGRAPHY       1.00      0.00      0.00         2\n",
      "                                          CHILD STEALING       1.00      0.00      0.00         4\n",
      "                                       CONTEMPT OF COURT       0.47      0.45      0.46        20\n",
      "                                            CONTRIBUTING       1.00      0.00      0.00         1\n",
      "                                             COUNTERFEIT       0.00      0.00      0.00         3\n",
      "                   CREDIT CARDS, FRAUD USE ($950 & UNDER       1.00      0.00      0.00         2\n",
      "                CREDIT CARDS, FRAUD USE ($950.01 & OVER)       1.00      0.33      0.50         3\n",
      "                                       CRIMINAL HOMICIDE       0.55      0.60      0.57        10\n",
      "                  CRIMINAL THREATS - NO WEAPON DISPLAYED       0.84      0.92      0.88       161\n",
      "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)       1.00      0.60      0.75        20\n",
      "                                      CRUELTY TO ANIMALS       0.00      0.00      0.00         1\n",
      "    DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER       1.00      0.36      0.53        11\n",
      "       DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400       0.50      1.00      0.67         1\n",
      "                          DISCHARGE FIREARMS/SHOTS FIRED       0.93      0.93      0.93        14\n",
      "                        DISHONEST EMPLOYEE - PETTY THEFT       0.00      0.00      0.00         1\n",
      "                                    DISTURBING THE PEACE       0.10      0.08      0.09        12\n",
      "                        DOCUMENT FORGERY / STOLEN FELONY       0.47      0.30      0.36        47\n",
      "                       DOCUMENT WORTHLESS ($200 & UNDER)       0.00      1.00      0.00         0\n",
      "                     DOCUMENT WORTHLESS ($200.01 & OVER)       0.00      0.00      0.00         1\n",
      "                    DRIVING WITHOUT OWNER CONSENT (DWOC)       1.00      0.50      0.67         2\n",
      "              EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)       0.88      0.71      0.79        21\n",
      "                EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)       0.00      0.00      0.00         1\n",
      "                                               EXTORTION       0.50      0.45      0.48        22\n",
      "                                        FAILURE TO YIELD       0.00      0.00      0.00         5\n",
      "                                      FALSE IMPRISONMENT       1.00      0.00      0.00         5\n",
      "                                     FALSE POLICE REPORT       0.00      1.00      0.00         0\n",
      "                 HUMAN TRAFFICKING - COMMERCIAL SEX ACTS       1.00      1.00      1.00         1\n",
      "                                         ILLEGAL DUMPING       1.00      0.00      0.00         3\n",
      "                                         INCITING A RIOT       1.00      0.00      0.00         1\n",
      "                                       INDECENT EXPOSURE       0.69      0.65      0.67        17\n",
      "                   INTIMATE PARTNER - AGGRAVATED ASSAULT       0.82      0.89      0.85       106\n",
      "                       INTIMATE PARTNER - SIMPLE ASSAULT       0.96      0.96      0.96       387\n",
      "                                              KIDNAPPING       0.60      0.38      0.46         8\n",
      "                              KIDNAPPING - GRAND ATTEMPT       0.00      0.00      0.00         5\n",
      "                 LETTERS, LEWD  -  TELEPHONE CALLS, LEWD       0.67      0.53      0.59        66\n",
      "                                            LEWD CONDUCT       0.44      0.67      0.53         6\n",
      "                         LEWD/LASCIVIOUS ACTS WITH CHILD       0.00      0.00      0.00         3\n",
      "                                         ORAL COPULATION       0.17      0.25      0.20         4\n",
      "                                           OTHER ASSAULT       0.26      0.19      0.22        31\n",
      "                               OTHER MISCELLANEOUS CRIME       0.29      0.44      0.35        52\n",
      "                                               PANDERING       1.00      0.33      0.50         3\n",
      "                                             PEEPING TOM       0.00      0.00      0.00         5\n",
      "                               PETTY THEFT - AUTO REPAIR       1.00      0.00      0.00         1\n",
      "                                              PICKPOCKET       0.12      0.10      0.11        10\n",
      "                                                 PROWLER       0.00      0.00      0.00         2\n",
      "                                         PURSE SNATCHING       0.00      0.00      0.00         3\n",
      "                                         RAPE, ATTEMPTED       1.00      0.00      0.00         2\n",
      "                                          RAPE, FORCIBLE       0.84      0.79      0.82        34\n",
      "                                        RECKLESS DRIVING       0.00      0.00      0.00         1\n",
      "                                        RESISTING ARREST       0.58      0.41      0.48        17\n",
      "                                                 ROBBERY       0.75      0.83      0.79       281\n",
      "               SEX OFFENDER REGISTRANT OUT OF COMPLIANCE       0.25      0.29      0.27         7\n",
      "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ       0.50      0.43      0.46         7\n",
      "                     SEXUAL PENETRATION W/FOREIGN OBJECT       0.67      0.33      0.44         6\n",
      "                                   SHOPLIFTING - ATTEMPT       0.00      0.00      0.00         1\n",
      "                SHOPLIFTING - PETTY THEFT ($950 & UNDER)       0.74      0.76      0.75       191\n",
      "                SHOPLIFTING-GRAND THEFT ($950.01 & OVER)       0.42      0.29      0.34        38\n",
      "                       SHOTS FIRED AT INHABITED DWELLING       0.88      0.78      0.82         9\n",
      "        SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT       1.00      0.50      0.67         4\n",
      " SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH       0.40      0.40      0.40         5\n",
      "                                                STALKING       0.00      0.00      0.00         4\n",
      "                      THEFT FROM MOTOR VEHICLE - ATTEMPT       0.50      0.25      0.33         4\n",
      "        THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)       0.11      0.14      0.12        78\n",
      "         THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)       0.34      0.30      0.32       322\n",
      "                             THEFT FROM PERSON - ATTEMPT       1.00      0.00      0.00         1\n",
      "                                       THEFT OF IDENTITY       0.84      0.95      0.89       289\n",
      "                                   THEFT PLAIN - ATTEMPT       0.00      0.00      0.00         1\n",
      "                      THEFT PLAIN - PETTY ($950 & UNDER)       0.53      0.58      0.55       521\n",
      "            THEFT, COIN MACHINE - GRAND ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "              THEFT, COIN MACHINE - PETTY ($950 & UNDER)       0.00      1.00      0.00         0\n",
      "                                           THEFT, PERSON       0.20      0.18      0.19        56\n",
      "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD       0.30      0.25      0.28       263\n",
      "                         THREATENING PHONE CALLS/LETTERS       0.00      0.00      0.00         7\n",
      "                       THROWING OBJECT AT MOVING VEHICLE       0.40      0.22      0.29         9\n",
      "                 TILL TAP - GRAND THEFT ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                         TILL TAP - PETTY ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                             TRESPASSING       0.52      0.61      0.56       119\n",
      "                            UNAUTHORIZED COMPUTER ACCESS       0.25      0.33      0.29         3\n",
      " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)       0.62      0.61      0.62       431\n",
      "                VANDALISM - MISDEAMEANOR ($399 OR UNDER)       0.41      0.42      0.42       265\n",
      "                                VEHICLE - ATTEMPT STOLEN       0.25      0.21      0.23        14\n",
      "                                        VEHICLE - STOLEN       0.79      0.87      0.83       522\n",
      "                                VIOLATION OF COURT ORDER       0.24      0.19      0.21        64\n",
      "                          VIOLATION OF RESTRAINING ORDER       0.46      0.55      0.50        84\n",
      "                VIOLATION OF TEMPORARY RESTRAINING ORDER       0.50      0.07      0.12        15\n",
      "                              WEAPONS POSSESSION/BOMBING       1.00      0.00      0.00         1\n",
      "\n",
      "                                                accuracy                           0.67      7277\n",
      "                                               macro avg       0.54      0.38      0.36      7277\n",
      "                                            weighted avg       0.66      0.67      0.66      7277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, gini_predict, zero_division=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Now we visualize the decision tree that was created\n",
    "* It is visible that we can easily interpret the decision tree, thus they are also called white boxes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = []\n",
    "for item in X_test.columns:\n",
    "    temp.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|--- unknown <= 0.50\n",
      "|   |--- PART1_2_1 <= 0.50\n",
      "|   |   |--- 0329 <= 0.50\n",
      "|   |   |   |--- 2000 <= 0.50\n",
      "|   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) <= 0.50\n",
      "|   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT <= 0.50\n",
      "|   |   |   |   |   |   |--- 1822 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1100 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1258 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 20\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 19\n",
      "|   |   |   |   |   |   |   |   |   |--- 1258 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- 1100 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: DISCHARGE FIREARMS/SHOTS FIRED\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: WEAPONS POSSESSION/BOMBING\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0701 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 2038 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0100 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 51\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0100 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18\n",
      "|   |   |   |   |   |   |   |   |   |--- 2038 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 40\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 0701 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_20 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Mission <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 49\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Mission >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_20 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BUNCO, PETTY THEFT\n",
      "|   |   |   |   |   |   |--- 1822 >  0.50\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- WEAPON_DESC_UNKNOWN WEAPON/OTHER WEAPON <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1100 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0305 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0305 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: KIDNAPPING - GRAND ATTEMPT\n",
      "|   |   |   |   |   |   |   |   |   |--- 1100 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: DISCHARGE FIREARMS/SHOTS FIRED\n",
      "|   |   |   |   |   |   |   |   |--- WEAPON_DESC_UNKNOWN WEAPON/OTHER WEAPON >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Northeast <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.41\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.41\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Northeast >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_2900 RIPPLE PL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_2900 RIPPLE PL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: STALKING\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0924 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0923 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0529 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 66\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0529 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- 0923 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_West LA <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_West LA >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 0924 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 34.22\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.29\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.29\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  34.22\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.24\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT OF IDENTITY\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.24\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT >  0.50\n",
      "|   |   |   |   |   |   |--- 2038 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0337 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0404 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1906 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1501 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 46\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1501 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |--- 1906 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.26\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.26\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |   |   |   |--- 0404 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_HIGH SCHOOL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BOMB SCARE\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_HIGH SCHOOL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THREATENING PHONE CALLS/LETTERS\n",
      "|   |   |   |   |   |   |   |--- 0337 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: EXTORTION\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |--- 2038 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LON <= -118.37\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_5 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CONTEMPT OF COURT\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_5 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THREATENING PHONE CALLS/LETTERS\n",
      "|   |   |   |   |   |   |   |--- LON >  -118.37\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1273 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_900 W 54TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 998 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 998 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_900 W 54TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1273 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) >  0.50\n",
      "|   |   |   |   |   |--- 0522 <= 0.50\n",
      "|   |   |   |   |   |   |--- 1212 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0500 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0552 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0356 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 82\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0356 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0533 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0533 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ\n",
      "|   |   |   |   |   |   |   |   |--- 0552 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_B <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 860 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 860 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_B >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |--- 0500 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_12 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.39\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_DESC_W <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_DESC_W >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.39\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_362 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY WITH SEXUAL CONTACT\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_362 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_12 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |--- 1212 >  0.50\n",
      "|   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_5 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 2004 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_STREET <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_STREET >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7\n",
      "|   |   |   |   |   |   |   |   |   |--- 2004 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: RESISTING ARREST\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_5 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_111 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BATTERY POLICE (SIMPLE)\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_111 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: OTHER MISCELLANEOUS CRIME\n",
      "|   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_2134 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BATTERY POLICE (SIMPLE)\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_2134 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: RESISTING ARREST\n",
      "|   |   |   |   |   |--- 0522 >  0.50\n",
      "|   |   |   |   |   |   |--- 860 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 1258 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_8900 BURNET AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_2005 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_11 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_11 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_2005 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_8900 BURNET AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: KIDNAPPING\n",
      "|   |   |   |   |   |   |   |--- 1258 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1815 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0510 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_12 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_12 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- 0510 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_13 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: LEWD/LASCIVIOUS ACTS WITH CHILD\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_13 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |   |   |--- 1815 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |--- 860 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |--- 2000 >  0.50\n",
      "|   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) <= 0.50\n",
      "|   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT <= 0.50\n",
      "|   |   |   |   |   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_853 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_455 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_1532 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_200 W 6TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_200 W 6TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_1532 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THREATENING PHONE CALLS/LETTERS\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_455 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_853 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |   |   |   |   |--- 2038 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LON <= -118.52\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_09 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_09 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF COURT ORDER\n",
      "|   |   |   |   |   |   |   |   |--- LON >  -118.52\n",
      "|   |   |   |   |   |   |   |   |   |--- 1906 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.16\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.16\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- 1906 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_2056 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_2056 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: EXTORTION\n",
      "|   |   |   |   |   |   |   |--- 2038 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1243 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.26\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.26\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |   |   |--- 1243 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF TEMPORARY RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CONTEMPT OF COURT\n",
      "|   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT >  0.50\n",
      "|   |   |   |   |   |   |--- 930 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0421 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LAT <= 34.05\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_600 W 78TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_600 W 78TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- LAT >  34.05\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_08 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_29 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_29 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_08 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF COURT ORDER\n",
      "|   |   |   |   |   |   |   |--- 0421 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1586 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1586 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |--- 930 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) >  0.50\n",
      "|   |   |   |   |   |--- 0418 <= 0.50\n",
      "|   |   |   |   |   |   |--- 0522 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- VICT_AGE_71 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0347 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_600 N SERRANO AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_700 E 108TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 25\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_700 E 108TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_600 N SERRANO AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THREATENING PHONE CALLS/LETTERS\n",
      "|   |   |   |   |   |   |   |   |--- 0347 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: STALKING\n",
      "|   |   |   |   |   |   |   |--- VICT_AGE_71 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BATTERY WITH SEXUAL CONTACT\n",
      "|   |   |   |   |   |   |--- 0522 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LON <= -118.29\n",
      "|   |   |   |   |   |   |   |   |--- class: BATTERY WITH SEXUAL CONTACT\n",
      "|   |   |   |   |   |   |   |--- LON >  -118.29\n",
      "|   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |--- 0418 >  0.50\n",
      "|   |   |   |   |   |   |--- LOCATION_SLAUSON AV <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_200 WORLD WY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: KIDNAPPING\n",
      "|   |   |   |   |   |   |   |--- LOCATION_200 WORLD WY >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |--- LOCATION_SLAUSON AV >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |--- 0329 >  0.50\n",
      "|   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) <= 0.50\n",
      "|   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING <= 0.50\n",
      "|   |   |   |   |   |   |--- 0444 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LON <= -118.29\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_SIDEWALK <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_44 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 102\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_44 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_SIDEWALK >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.31\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.31\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |--- LON >  -118.29\n",
      "|   |   |   |   |   |   |   |   |   |--- 1251 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.12\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.12\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |--- 1251 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_235 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_235 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |--- 0444 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING >  0.50\n",
      "|   |   |   |   |   |   |--- 2038 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0444 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_04 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_O <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_72 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 20\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_72 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_O >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_56 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_56 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_04 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |--- 0444 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- VICT_SEX_F <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |--- VICT_SEX_F >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |--- 2038 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LAT <= 34.01\n",
      "|   |   |   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |   |   |   |--- LAT >  34.01\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_51 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Mission <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: CONTEMPT OF COURT\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Mission >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_51 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) >  0.50\n",
      "|   |   |   |   |   |--- 0421 <= 0.50\n",
      "|   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) <= 0.50\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Southeast <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 2004 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_43 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1309 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1309 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_43 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- 2004 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Southeast >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_9500 S GRANDEE AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_9500 S GRANDEE AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) >  0.50\n",
      "|   |   |   |   |   |   |   |--- 2000 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_00 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.39\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_7300 VISTA DEL MONTE AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_7300 VISTA DEL MONTE AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.39\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Wilshire <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Wilshire >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_00 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |--- 2000 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_Hollenbeck <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_Hollenbeck >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |--- 0421 >  0.50\n",
      "|   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |--- 2000 <= 0.50\n",
      "|   |   |   |   |   |--- VICT_AGE_0 <= 0.50\n",
      "|   |   |   |   |   |   |--- HOUR_09 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0602 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_04 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1601 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_6000 ELEANOR AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_6000 ELEANOR AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |   |--- 1601 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_04 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |   |--- 0602 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
      "|   |   |   |   |   |   |--- HOUR_09 >  0.50\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |--- VICT_AGE_0 >  0.50\n",
      "|   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |--- 2000 >  0.50\n",
      "|   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |--- PART1_2_1 >  0.50\n",
      "|   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |--- 0344 <= 0.50\n",
      "|   |   |   |   |--- 2000 <= 0.50\n",
      "|   |   |   |   |   |--- 0325 <= 0.50\n",
      "|   |   |   |   |   |   |--- 0334 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0527 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1212 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0337 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 66\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0337 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |--- 1212 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1891 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1891 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0515 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 22\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0515 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0346 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 37\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0346 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |--- 0527 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0519 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: RAPE, FORCIBLE\n",
      "|   |   |   |   |   |   |   |   |--- 0519 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_H <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1241 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: RAPE, FORCIBLE\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1241 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_H >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH\n",
      "|   |   |   |   |   |   |--- 0334 >  0.50\n",
      "|   |   |   |   |   |   |   |--- 0445 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0302 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0411 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 930 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 35\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 930 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- 0411 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1309 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1309 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |--- 0302 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0355 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_356 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 17\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_356 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |   |--- 0355 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |--- 0445 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0355 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Pacific <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1601 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1601 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Pacific >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |--- 0355 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 2035 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 2035 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.30\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ATTEMPTED ROBBERY\n",
      "|   |   |   |   |   |--- 0325 >  0.50\n",
      "|   |   |   |   |   |   |--- AREA_NAME_77th Street <= 0.50\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_5100 S MAIN ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_400 E IMPERIAL HY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_LA CIENEGA BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_LA CIENEGA BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_400 E IMPERIAL HY >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ATTEMPTED ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_5100 S MAIN ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ATTEMPTED ROBBERY\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |--- AREA_NAME_77th Street >  0.50\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_STICK <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- WEAPON_DESC_STICK >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |--- 2000 >  0.50\n",
      "|   |   |   |   |   |--- 0527 <= 0.50\n",
      "|   |   |   |   |   |   |--- 626 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0334 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1415 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1100 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 45\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |--- 1100 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0395 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0395 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: CRIMINAL HOMICIDE\n",
      "|   |   |   |   |   |   |   |   |--- 1415 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: RAPE, FORCIBLE\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_17 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_17 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SEXUAL PENETRATION W/FOREIGN OBJECT\n",
      "|   |   |   |   |   |   |   |--- 0334 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 930 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0446 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Southwest <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Southwest >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |--- 0446 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |--- 930 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_HAND GUN <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_HAND GUN >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - AGGRAVATED ASSAULT\n",
      "|   |   |   |   |   |   |--- 626 >  0.50\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Mission <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0444 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_W <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0334 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0334 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_W >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- 0444 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Mission >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_ALLEY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_ALLEY >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |--- 0527 >  0.50\n",
      "|   |   |   |   |   |   |--- VICT_AGE_18 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: RAPE, FORCIBLE\n",
      "|   |   |   |   |   |   |--- VICT_AGE_18 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: ORAL COPULATION\n",
      "|   |   |   |--- 0344 >  0.50\n",
      "|   |   |   |   |--- WEAPON_DESC_UNKNOWN WEAPON/OTHER WEAPON <= 0.50\n",
      "|   |   |   |   |   |--- 0346 <= 0.50\n",
      "|   |   |   |   |   |   |--- 626 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1601 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 624 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0334 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0334 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10\n",
      "|   |   |   |   |   |   |   |   |   |--- 624 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0216 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0216 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- 1601 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0400 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |--- 0400 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0394 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 2000 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 2000 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0527 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0527 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: RAPE, FORCIBLE\n",
      "|   |   |   |   |   |   |   |   |--- 0394 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- 626 >  0.50\n",
      "|   |   |   |   |   |   |   |--- 1813 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LAT <= 34.07\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.27\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.27\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_6 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_6 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- LAT >  34.07\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.34\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.34\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |   |--- 1813 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- LAT <= 34.15\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_23 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT, PERSON\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_23 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- LAT >  34.15\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |--- 0346 >  0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.34\n",
      "|   |   |   |   |   |   |   |--- LAT <= 33.99\n",
      "|   |   |   |   |   |   |   |   |--- 1259 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: PURSE SNATCHING\n",
      "|   |   |   |   |   |   |   |   |--- 1259 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT, PERSON\n",
      "|   |   |   |   |   |   |   |--- LAT >  33.99\n",
      "|   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |--- LON >  -118.34\n",
      "|   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0444 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_10 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0448 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0448 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_10 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- 0444 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |--- 1814 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT, PERSON\n",
      "|   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_15 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_15 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ATTEMPTED ROBBERY\n",
      "|   |   |   |   |--- WEAPON_DESC_UNKNOWN WEAPON/OTHER WEAPON >  0.50\n",
      "|   |   |   |   |   |--- 1307 <= 0.50\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_STREET <= 0.50\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0429 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1300 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0945 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0945 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |   |--- 1300 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 0429 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_61 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_61 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_906 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_906 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_STREET >  0.50\n",
      "|   |   |   |   |   |   |   |--- 0416 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_3200 OVERLAND AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_MANSFIELD <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_MANSFIELD >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_3200 OVERLAND AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Van Nuys <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |   |--- AREA_NAME_Van Nuys >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- 0416 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_2055 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_2055 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: PICKPOCKET\n",
      "|   |   |   |   |   |--- 1307 >  0.50\n",
      "|   |   |   |   |   |   |--- VICT_AGE_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |--- VICT_AGE_0 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |--- 1307 <= 0.50\n",
      "|   |   |   |   |--- 0325 <= 0.50\n",
      "|   |   |   |   |   |--- PREMIS_DESC_STREET <= 0.50\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 0321 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1609 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1607 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 84\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 23\n",
      "|   |   |   |   |   |   |   |   |   |--- 1607 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1300 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 26\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1300 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 1609 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1300 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRIVEWAY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRIVEWAY >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |--- 1300 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.45\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.45\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |--- 0321 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRIVEWAY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING UNDERGROUND/BUILDING <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_GARAGE/CARPORT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 26\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_GARAGE/CARPORT >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING UNDERGROUND/BUILDING >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.28\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.28\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRIVEWAY >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_DESC_H <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_DESC_H >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Devonshire <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Devonshire >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |   |--- 1609 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1302 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1607 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 36\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13\n",
      "|   |   |   |   |   |   |   |   |   |--- 1607 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_SEX_X <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_SEX_X >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 1302 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1100 WILSHIRE BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1100 WILSHIRE BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- 1609 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |--- PREMIS_DESC_STREET >  0.50\n",
      "|   |   |   |   |   |   |--- 1609 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- 1607 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- 1302 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1218 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 37\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 1606 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 28\n",
      "|   |   |   |   |   |   |   |   |   |--- 1218 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Newton <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- AREA_NAME_Newton >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- 1302 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 0344 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.21\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.21\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |--- 0344 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_22 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_22 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |--- 1607 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- 0344 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_SEX_M <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_SEX_M >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |   |   |--- 0344 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_44 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_72 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_72 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_44 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |--- 1609 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_7700 FOOTHILL BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_8700 S HOBART BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_4000 LEEWARD AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_2000 VIRGINIA RD <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_2000 VIRGINIA RD >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_4000 LEEWARD AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_8700 S HOBART BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |--- LOCATION_7700 FOOTHILL BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |--- 0325 >  0.50\n",
      "|   |   |   |   |   |--- 1609 <= 0.50\n",
      "|   |   |   |   |   |   |--- LOCATION_6600 TOPANGA CANYON BL <= 0.50\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Northeast <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_839 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- 1601 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_100 THE GROVE DR <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 82\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_100 THE GROVE DR >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |--- 1601 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_839 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0216 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- 0216 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |--- WEEKDAY_0 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING-GRAND THEFT ($950.01 & OVER)\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Northeast >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_17 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 34.14\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.10\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.10\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  34.14\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_18 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_18 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_17 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |--- LOCATION_6600 TOPANGA CANYON BL >  0.50\n",
      "|   |   |   |   |   |   |   |--- HOUR_18 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_6 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_14 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_29 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_29 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_14 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_OTHER STORE <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_OTHER STORE >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING-GRAND THEFT ($950.01 & OVER)\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_6 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- HOUR_18 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |--- 1609 >  0.50\n",
      "|   |   |   |   |   |   |--- AREA_NAME_Devonshire <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |--- AREA_NAME_Devonshire >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |--- 1307 >  0.50\n",
      "|   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING <= 0.50\n",
      "|   |   |   |   |   |--- 0344 <= 0.50\n",
      "|   |   |   |   |   |   |--- WEEKDAY_5 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_X <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LAT <= 34.08\n",
      "|   |   |   |   |   |   |   |   |   |--- 0910 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1233 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1233 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |   |--- 0910 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |   |   |--- LAT >  34.08\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.38\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.38\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_02 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_02 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_X >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRUG STORE <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_DRUG STORE >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: SHOPLIFTING - PETTY THEFT ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- WEEKDAY_5 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LON <= -118.31\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |--- LON >  -118.31\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE, ATTEMPTED\n",
      "|   |   |   |   |   |--- 0344 >  0.50\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_RESTAURANT/FAST FOOD <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_SANTA FE ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_12500 SHELDON ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_MYRA <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_3000 RIVERSIDE DR <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_3000 RIVERSIDE DR >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_MYRA >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_12500 SHELDON ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |   |--- LOCATION_SANTA FE ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_RESTAURANT/FAST FOOD >  0.50\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_F <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_F >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING >  0.50\n",
      "|   |   |   |   |   |--- LAT <= 34.04\n",
      "|   |   |   |   |   |   |--- 1822 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |--- 1822 >  0.50\n",
      "|   |   |   |   |   |   |   |--- VICT_AGE_29 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |   |   |   |   |--- VICT_AGE_29 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |--- LAT >  34.04\n",
      "|   |   |   |   |   |   |--- LON <= -118.53\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |--- LON >  -118.53\n",
      "|   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|--- unknown >  0.50\n",
      "|   |--- PART1_2_2 <= 0.50\n",
      "|   |   |--- VICT_SEX_X <= 0.50\n",
      "|   |   |   |--- AREA_NAME_Wilshire <= 0.50\n",
      "|   |   |   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |   |   |--- VICT_SEX_F <= 0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.26\n",
      "|   |   |   |   |   |   |   |--- class: ROBBERY\n",
      "|   |   |   |   |   |   |--- LON >  -118.26\n",
      "|   |   |   |   |   |   |   |--- class: BRANDISH WEAPON\n",
      "|   |   |   |   |   |--- VICT_SEX_F >  0.50\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_TRAIN, OTHER THAN MTA (ALSO QUERY 809/810/811) <= 0.50\n",
      "|   |   |   |   |   |   |   |--- HOUR_03 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT\n",
      "|   |   |   |   |   |   |   |--- HOUR_03 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: SHOTS FIRED AT INHABITED DWELLING\n",
      "|   |   |   |   |   |   |--- PREMIS_DESC_TRAIN, OTHER THAN MTA (ALSO QUERY 809/810/811) >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: SEXUAL PENETRATION W/FOREIGN OBJECT\n",
      "|   |   |   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |   |   |--- WEEKDAY_1 <= 0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.28\n",
      "|   |   |   |   |   |   |   |--- LAT <= 33.98\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |--- LAT >  33.98\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_21 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_4300 GENTRY AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_9000 GULLO AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_9000 GULLO AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_4300 GENTRY AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_21 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_9900 LEMONA AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_9900 LEMONA AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |--- LON >  -118.28\n",
      "|   |   |   |   |   |   |   |--- LOCATION_600 S ANDERSON ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: ARSON\n",
      "|   |   |   |   |   |   |   |--- LOCATION_600 S ANDERSON ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - ATTEMPT\n",
      "|   |   |   |   |   |--- WEEKDAY_1 >  0.50\n",
      "|   |   |   |   |   |   |--- LAT <= 34.11\n",
      "|   |   |   |   |   |   |   |--- HOUR_06 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY, ATTEMPTED\n",
      "|   |   |   |   |   |   |   |--- HOUR_06 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |--- LAT >  34.11\n",
      "|   |   |   |   |   |   |   |--- LAT <= 34.23\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_23 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - ATTEMPT STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_23 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_N Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_5900 WHITSETT AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_5900 WHITSETT AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- LAT >  34.23\n",
      "|   |   |   |   |   |   |   |   |--- class: BURGLARY\n",
      "|   |   |   |--- AREA_NAME_Wilshire >  0.50\n",
      "|   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) <= 0.50\n",
      "|   |   |   |   |   |--- WEEKDAY_4 <= 0.50\n",
      "|   |   |   |   |   |   |--- VICT_SEX_M <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_800 N SPAULDING AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_58 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_58 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD\n",
      "|   |   |   |   |   |   |   |--- LOCATION_800 N SPAULDING AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- VICT_SEX_M >  0.50\n",
      "|   |   |   |   |   |   |   |--- LAT <= 34.06\n",
      "|   |   |   |   |   |   |   |   |--- VICT_DESC_W <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- VICT_DESC_W >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_17 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BIKE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |--- HOUR_17 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: BURGLARY FROM VEHICLE\n",
      "|   |   |   |   |   |   |   |--- LAT >  34.06\n",
      "|   |   |   |   |   |   |   |   |--- LON <= -118.35\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |   |   |   |--- LON >  -118.35\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_STREET <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_STREET >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)\n",
      "|   |   |   |   |   |--- WEEKDAY_4 >  0.50\n",
      "|   |   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |--- PREMIS_DESC_MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) >  0.50\n",
      "|   |   |   |   |   |--- class: THEFT PLAIN - PETTY ($950 & UNDER)\n",
      "|   |   |--- VICT_SEX_X >  0.50\n",
      "|   |   |   |--- HOUR_12 <= 0.50\n",
      "|   |   |   |   |--- LON <= -118.39\n",
      "|   |   |   |   |   |--- LOCATION_5500 OWENSMOUTH AV <= 0.50\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1703 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LON <= -118.40\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_23 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_1776 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1432 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 53\n",
      "|   |   |   |   |   |   |   |   |   |   |--- DISTR_NO_1432 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- DISTR_NO_1776 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_23 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_15400 COBALT ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_17700 LASSEN ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_17700 LASSEN ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_15400 COBALT ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- LON >  -118.40\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_16 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 33.99\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  33.99\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_17 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- HOUR_17 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |--- HOUR_16 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1703 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: BOAT - STOLEN\n",
      "|   |   |   |   |   |--- LOCATION_5500 OWENSMOUTH AV >  0.50\n",
      "|   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |--- LON >  -118.39\n",
      "|   |   |   |   |   |--- LOCATION_700 E 49TH ST <= 0.50\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1842 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_1100 NORTON AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1600 E 14TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_600 W 77TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 96\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_600 W 77TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1600 E 14TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_1100 NORTON AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_663 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LON <= -118.31\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.32\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.32\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |--- LON >  -118.31\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_3 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_663 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1842 >  0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_100 W 110TH ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_100 W 111TH PL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_11100 S BROADWAY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_11100 S BROADWAY >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_100 W 111TH PL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |--- LOCATION_100 W 110TH ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |--- LOCATION_700 E 49TH ST >  0.50\n",
      "|   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |--- HOUR_12 >  0.50\n",
      "|   |   |   |   |--- LAT <= 34.05\n",
      "|   |   |   |   |   |--- DISTR_NO_1424 <= 0.50\n",
      "|   |   |   |   |   |   |--- LAT <= 34.00\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_ALLEY <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LON <= -118.30\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_300 WINDWARD AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_300 WINDWARD AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- LON >  -118.30\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 33.94\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_2 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEEKDAY_2 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  33.94\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON <= -118.27\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LON >  -118.27\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |--- PREMIS_DESC_ALLEY >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- LAT >  34.00\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_312 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_4200 DENKER AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_3500 WHITTIER BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_1600 CORINTH AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LOCATION_1600 CORINTH AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_3500 WHITTIER BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |--- LOCATION_4200 DENKER AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_312 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |--- DISTR_NO_1424 >  0.50\n",
      "|   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |--- LAT >  34.05\n",
      "|   |   |   |   |   |--- WEEKDAY_5 <= 0.50\n",
      "|   |   |   |   |   |   |--- AREA_NAME_Central <= 0.50\n",
      "|   |   |   |   |   |   |   |--- WEEKDAY_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_West Valley <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 34.05\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  34.05\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.06\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.06\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10\n",
      "|   |   |   |   |   |   |   |   |--- AREA_NAME_West Valley >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |--- WEEKDAY_0 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1743 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_HOLLYWOOD BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_HOLLYWOOD BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |   |--- DISTR_NO_1743 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |--- AREA_NAME_Central >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |--- WEEKDAY_5 >  0.50\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1517 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_1800 N COMMONWEALTH AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: VEHICLE - STOLEN\n",
      "|   |   |   |   |   |   |   |--- LOCATION_1800 N COMMONWEALTH AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |   |   |   |   |   |--- DISTR_NO_1517 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)\n",
      "|   |--- PART1_2_2 >  0.50\n",
      "|   |   |--- PREMIS_DESC_OTHER BUSINESS <= 0.50\n",
      "|   |   |   |--- PREMIS_DESC_STREET <= 0.50\n",
      "|   |   |   |   |--- WEAPON_DESC_unknown <= 0.50\n",
      "|   |   |   |   |   |--- LAT <= 34.19\n",
      "|   |   |   |   |   |   |--- DISTR_NO_645 <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LAT <= 34.04\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_1 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_B <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_DESC_B >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_26 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: BATTERY - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_26 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: INTIMATE PARTNER - SIMPLE ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- WEEKDAY_1 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: INDECENT EXPOSURE\n",
      "|   |   |   |   |   |   |   |--- LAT >  34.04\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_0 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_60 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3\n",
      "|   |   |   |   |   |   |   |   |   |   |--- WEAPON_DESC_VERBAL THREAT >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: EXTORTION\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_AGE_60 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: OTHER ASSAULT\n",
      "|   |   |   |   |   |   |   |   |--- VICT_AGE_0 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- class: CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)\n",
      "|   |   |   |   |   |   |--- DISTR_NO_645 >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: STALKING\n",
      "|   |   |   |   |   |--- LAT >  34.19\n",
      "|   |   |   |   |   |   |--- VICT_SEX_F <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_19000 HARTLAN ST <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: CRIMINAL THREATS - NO WEAPON DISPLAYED\n",
      "|   |   |   |   |   |   |   |--- LOCATION_19000 HARTLAN ST >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: WEAPONS POSSESSION/BOMBING\n",
      "|   |   |   |   |   |   |--- VICT_SEX_F >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: BATTERY WITH SEXUAL CONTACT\n",
      "|   |   |   |   |--- WEAPON_DESC_unknown >  0.50\n",
      "|   |   |   |   |   |--- PREMIS_DESC_PARKING LOT <= 0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.24\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Hollywood <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- LAT <= 34.28\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.03\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.03\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9\n",
      "|   |   |   |   |   |   |   |   |   |--- PREMIS_DESC_SINGLE FAMILY DWELLING >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT <= 34.19\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8\n",
      "|   |   |   |   |   |   |   |   |   |   |--- LAT >  34.19\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4\n",
      "|   |   |   |   |   |   |   |   |--- LAT >  34.28\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_SEX_M <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_64 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2\n",
      "|   |   |   |   |   |   |   |   |   |   |--- VICT_AGE_64 >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF COURT ORDER\n",
      "|   |   |   |   |   |   |   |   |   |--- VICT_SEX_M >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: THEFT OF IDENTITY\n",
      "|   |   |   |   |   |   |   |--- AREA_NAME_Hollywood >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- VICT_SEX_M <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1000 WILCOX AV <= 0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: TRESPASSING\n",
      "|   |   |   |   |   |   |   |   |   |--- LOCATION_1000 WILCOX AV >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |   |   |   |--- VICT_SEX_M >  0.50\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT <= 34.11\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: VIOLATION OF COURT ORDER\n",
      "|   |   |   |   |   |   |   |   |   |--- LAT >  34.11\n",
      "|   |   |   |   |   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |   |--- LON >  -118.24\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_499 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: TRESPASSING\n",
      "|   |   |   |   |   |   |   |--- DISTR_NO_499 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: CHILD STEALING\n",
      "|   |   |   |   |   |--- PREMIS_DESC_PARKING LOT >  0.50\n",
      "|   |   |   |   |   |   |--- LOCATION_11700 VANOWEN ST <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: OTHER MISCELLANEOUS CRIME\n",
      "|   |   |   |   |   |   |--- LOCATION_11700 VANOWEN ST >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: CONTEMPT OF COURT\n",
      "|   |   |   |--- PREMIS_DESC_STREET >  0.50\n",
      "|   |   |   |   |--- VICT_SEX_M <= 0.50\n",
      "|   |   |   |   |   |--- VICT_AGE_0 <= 0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.40\n",
      "|   |   |   |   |   |   |   |--- VICT_DESC_O <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: DISTURBING THE PEACE\n",
      "|   |   |   |   |   |   |   |--- VICT_DESC_O >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BUNCO, PETTY THEFT\n",
      "|   |   |   |   |   |   |--- LON >  -118.40\n",
      "|   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |--- VICT_AGE_0 >  0.50\n",
      "|   |   |   |   |   |   |--- LON <= -118.29\n",
      "|   |   |   |   |   |   |   |--- HOUR_00 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)\n",
      "|   |   |   |   |   |   |   |--- HOUR_00 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: THEFT OF IDENTITY\n",
      "|   |   |   |   |   |   |--- LON >  -118.29\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_X <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: BOMB SCARE\n",
      "|   |   |   |   |   |   |   |--- VICT_SEX_X >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: SEX OFFENDER REGISTRANT OUT OF COMPLIANCE\n",
      "|   |   |   |   |--- VICT_SEX_M >  0.50\n",
      "|   |   |   |   |   |--- LAT <= 34.22\n",
      "|   |   |   |   |   |   |--- VICT_DESC_H <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LOCATION_VENTURA BL <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: OTHER MISCELLANEOUS CRIME\n",
      "|   |   |   |   |   |   |   |--- LOCATION_VENTURA BL >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: FAILURE TO YIELD\n",
      "|   |   |   |   |   |   |--- VICT_DESC_H >  0.50\n",
      "|   |   |   |   |   |   |   |--- WEEKDAY_6 <= 0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: DISTURBING THE PEACE\n",
      "|   |   |   |   |   |   |   |--- WEEKDAY_6 >  0.50\n",
      "|   |   |   |   |   |   |   |   |--- class: VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)\n",
      "|   |   |   |   |   |--- LAT >  34.22\n",
      "|   |   |   |   |   |   |--- LOCATION_14300 AZTEC ST <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: FAILURE TO YIELD\n",
      "|   |   |   |   |   |   |--- LOCATION_14300 AZTEC ST >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: CRUELTY TO ANIMALS\n",
      "|   |   |--- PREMIS_DESC_OTHER BUSINESS >  0.50\n",
      "|   |   |   |--- VICT_AGE_0 <= 0.50\n",
      "|   |   |   |   |--- AREA_NAME_Mission <= 0.50\n",
      "|   |   |   |   |   |--- HOUR_16 <= 0.50\n",
      "|   |   |   |   |   |   |--- class: LETTERS, LEWD  -  TELEPHONE CALLS, LEWD\n",
      "|   |   |   |   |   |--- HOUR_16 >  0.50\n",
      "|   |   |   |   |   |   |--- class: VIOLATION OF RESTRAINING ORDER\n",
      "|   |   |   |   |--- AREA_NAME_Mission >  0.50\n",
      "|   |   |   |   |   |--- class: EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)\n",
      "|   |   |   |--- VICT_AGE_0 >  0.50\n",
      "|   |   |   |   |--- AREA_NAME_Hollywood <= 0.50\n",
      "|   |   |   |   |   |--- LOCATION_700 S CENTRAL AV <= 0.50\n",
      "|   |   |   |   |   |   |--- LOCATION_6700 TAMPA AV <= 0.50\n",
      "|   |   |   |   |   |   |   |--- LAT <= 33.87\n",
      "|   |   |   |   |   |   |   |   |--- class: OTHER MISCELLANEOUS CRIME\n",
      "|   |   |   |   |   |   |   |--- LAT >  33.87\n",
      "|   |   |   |   |   |   |   |   |--- class: EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)\n",
      "|   |   |   |   |   |   |--- LOCATION_6700 TAMPA AV >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: DISTURBING THE PEACE\n",
      "|   |   |   |   |   |--- LOCATION_700 S CENTRAL AV >  0.50\n",
      "|   |   |   |   |   |   |--- class: DOCUMENT WORTHLESS ($200.01 & OVER)\n",
      "|   |   |   |   |--- AREA_NAME_Hollywood >  0.50\n",
      "|   |   |   |   |   |--- LOCATION_6600 W SUNSET BL <= 0.50\n",
      "|   |   |   |   |   |   |--- LOCATION_1600 N CAHUENGA BL <= 0.50\n",
      "|   |   |   |   |   |   |   |--- class: TRESPASSING\n",
      "|   |   |   |   |   |   |--- LOCATION_1600 N CAHUENGA BL >  0.50\n",
      "|   |   |   |   |   |   |   |--- class: DOCUMENT FORGERY / STOLEN FELONY\n",
      "|   |   |   |   |   |--- LOCATION_6600 W SUNSET BL >  0.50\n",
      "|   |   |   |   |   |   |--- class: CREDIT CARDS, FRAUD USE ($950.01 & OVER)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "text_representation = tree.export_text(clf_gini,feature_names= temp)\n",
    "print(text_representation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bagging  classifier\n",
    "Next up we use out-of-Bag Error Estimation. This estimation uses the remaining $1/3$ of the observations that are not used to fit a given bagged tree and are referred to as the out-of-bag (OOB) observations.\n",
    "* Like that, we can predict the response for the  𝑖 th observation using each of the trees in which that observation was OOB.\n",
    "\n",
    "* This will yield around  𝐵/3  predictions for the ith observation, where  𝐵  is the number of bootstrapped training sets.\n",
    "\n",
    "* To get a single prediction for the  𝑖 th observation, we can take a majority vote (in classification trees).\n",
    "\n",
    "* So we get a single prediction for the  𝑖 th observation; we do the same for all  𝑛  observations. In this way we can get an overall error estimate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "bagging_crime_tree = BaggingClassifier(DecisionTreeClassifier(criterion='gini'),\n",
    "                                       n_estimators=50,\n",
    "                                       n_jobs=None)\n",
    "\n",
    "\n",
    "bagging_crime_tree = bagging_crime_tree.fit(X_train, np.ravel(y_train))\n",
    "baggin_predict = bagging_crime_tree.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we check how our decision tree performed\n",
    "* $71$% total accuracy. Accuracy is the proportion of instances correctly classified by the classifier.\n",
    "* Weighted average of precision is $69$%. Precision is the ratio of correctly reported positives over all reported positives\n",
    "* Weighted average of recall is $71$%. Recall is the ratio of correctly reported positives over all actual positives\n",
    "* Weighted average of f1-score is $68$%. F1-score is the harmonic mean of the precision and the recall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                          precision    recall  f1-score   support\n",
      "\n",
      "                                                   ARSON       0.50      0.59      0.54        17\n",
      "            ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER       1.00      0.67      0.80         9\n",
      "          ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT       0.80      0.90      0.85       365\n",
      "                                       ATTEMPTED ROBBERY       0.65      0.38      0.48        53\n",
      "                                BATTERY - SIMPLE ASSAULT       0.87      0.95      0.91       622\n",
      "                                BATTERY ON A FIREFIGHTER       1.00      0.50      0.67         2\n",
      "                                 BATTERY POLICE (SIMPLE)       0.76      0.80      0.78        20\n",
      "                             BATTERY WITH SEXUAL CONTACT       0.62      0.76      0.69        46\n",
      "                                           BIKE - STOLEN       0.49      0.31      0.38        80\n",
      "                                           BOAT - STOLEN       0.00      1.00      0.00         0\n",
      "                                              BOMB SCARE       1.00      1.00      1.00         4\n",
      "                                         BRANDISH WEAPON       0.73      0.78      0.76        93\n",
      "                                          BUNCO, ATTEMPT       1.00      0.00      0.00         6\n",
      "                                      BUNCO, GRAND THEFT       0.73      0.85      0.78        94\n",
      "                                      BUNCO, PETTY THEFT       0.17      0.08      0.11        25\n",
      "                                                BURGLARY       0.74      0.73      0.74       391\n",
      "                                   BURGLARY FROM VEHICLE       0.75      0.77      0.76       578\n",
      "                        BURGLARY FROM VEHICLE, ATTEMPTED       1.00      0.00      0.00         5\n",
      "                                     BURGLARY, ATTEMPTED       0.38      0.33      0.35        36\n",
      "                                       CHILD ABANDONMENT       1.00      0.00      0.00         1\n",
      "             CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT       1.00      0.14      0.25         7\n",
      "                 CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       0.57      0.65      0.61        37\n",
      "                          CHILD ANNOYING (17YRS & UNDER)       0.83      0.38      0.53        13\n",
      "                          CHILD NEGLECT (SEE 300 W.I.C.)       0.67      0.60      0.63        10\n",
      "                                       CHILD PORNOGRAPHY       1.00      0.00      0.00         2\n",
      "                                          CHILD STEALING       1.00      0.00      0.00         4\n",
      "                                       CONTEMPT OF COURT       0.60      0.45      0.51        20\n",
      "                                            CONTRIBUTING       1.00      0.00      0.00         1\n",
      "                                             COUNTERFEIT       1.00      0.00      0.00         3\n",
      "                   CREDIT CARDS, FRAUD USE ($950 & UNDER       1.00      0.00      0.00         2\n",
      "                CREDIT CARDS, FRAUD USE ($950.01 & OVER)       0.00      0.00      0.00         3\n",
      "                                       CRIMINAL HOMICIDE       1.00      0.10      0.18        10\n",
      "                  CRIMINAL THREATS - NO WEAPON DISPLAYED       0.88      0.95      0.91       161\n",
      "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)       1.00      0.45      0.62        20\n",
      "                                      CRUELTY TO ANIMALS       1.00      0.00      0.00         1\n",
      "    DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER       0.50      0.09      0.15        11\n",
      "       DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400       1.00      0.00      0.00         1\n",
      "                          DISCHARGE FIREARMS/SHOTS FIRED       0.93      0.93      0.93        14\n",
      "                        DISHONEST EMPLOYEE - PETTY THEFT       1.00      0.00      0.00         1\n",
      "                                    DISTURBING THE PEACE       0.25      0.08      0.12        12\n",
      "                        DOCUMENT FORGERY / STOLEN FELONY       0.65      0.36      0.47        47\n",
      "                     DOCUMENT WORTHLESS ($200.01 & OVER)       1.00      0.00      0.00         1\n",
      "                    DRIVING WITHOUT OWNER CONSENT (DWOC)       1.00      0.50      0.67         2\n",
      "              EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)       0.80      0.76      0.78        21\n",
      "                EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                               EXTORTION       0.77      0.45      0.57        22\n",
      "                                        FAILURE TO YIELD       0.50      0.20      0.29         5\n",
      "                                      FALSE IMPRISONMENT       1.00      0.00      0.00         5\n",
      "                 HUMAN TRAFFICKING - COMMERCIAL SEX ACTS       0.50      1.00      0.67         1\n",
      "                                         ILLEGAL DUMPING       1.00      0.00      0.00         3\n",
      "                                         INCITING A RIOT       1.00      0.00      0.00         1\n",
      "                                       INDECENT EXPOSURE       0.86      0.71      0.77        17\n",
      "                   INTIMATE PARTNER - AGGRAVATED ASSAULT       0.85      0.93      0.89       106\n",
      "                       INTIMATE PARTNER - SIMPLE ASSAULT       0.97      0.98      0.97       387\n",
      "                                              KIDNAPPING       0.80      0.50      0.62         8\n",
      "                              KIDNAPPING - GRAND ATTEMPT       0.00      0.00      0.00         5\n",
      "                 LETTERS, LEWD  -  TELEPHONE CALLS, LEWD       0.62      0.58      0.60        66\n",
      "                                            LEWD CONDUCT       0.57      0.67      0.62         6\n",
      "                         LEWD/LASCIVIOUS ACTS WITH CHILD       1.00      0.00      0.00         3\n",
      "                                         ORAL COPULATION       0.33      0.25      0.29         4\n",
      "                                           OTHER ASSAULT       0.62      0.26      0.36        31\n",
      "                               OTHER MISCELLANEOUS CRIME       0.33      0.48      0.39        52\n",
      "                                               PANDERING       1.00      0.00      0.00         3\n",
      "                                             PEEPING TOM       0.00      0.00      0.00         5\n",
      "                               PETTY THEFT - AUTO REPAIR       1.00      0.00      0.00         1\n",
      "                                              PICKPOCKET       1.00      0.00      0.00        10\n",
      "                                                 PROWLER       1.00      0.00      0.00         2\n",
      "                                         PURSE SNATCHING       1.00      0.00      0.00         3\n",
      "                                         RAPE, ATTEMPTED       1.00      0.50      0.67         2\n",
      "                                          RAPE, FORCIBLE       0.93      0.82      0.87        34\n",
      "                                        RECKLESS DRIVING       1.00      0.00      0.00         1\n",
      "                                        RESISTING ARREST       0.44      0.41      0.42        17\n",
      "                                                 ROBBERY       0.77      0.86      0.81       281\n",
      "               SEX OFFENDER REGISTRANT OUT OF COMPLIANCE       0.33      0.29      0.31         7\n",
      "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ       1.00      0.43      0.60         7\n",
      "                     SEXUAL PENETRATION W/FOREIGN OBJECT       0.75      0.50      0.60         6\n",
      "                                   SHOPLIFTING - ATTEMPT       1.00      0.00      0.00         1\n",
      "                SHOPLIFTING - PETTY THEFT ($950 & UNDER)       0.74      0.84      0.79       191\n",
      "                SHOPLIFTING-GRAND THEFT ($950.01 & OVER)       0.55      0.32      0.40        38\n",
      "                       SHOTS FIRED AT INHABITED DWELLING       0.71      0.56      0.63         9\n",
      "        SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT       1.00      0.50      0.67         4\n",
      " SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH       0.75      0.60      0.67         5\n",
      "                                                STALKING       1.00      0.00      0.00         4\n",
      "                      THEFT FROM MOTOR VEHICLE - ATTEMPT       1.00      0.00      0.00         4\n",
      "        THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)       0.12      0.09      0.10        78\n",
      "         THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)       0.40      0.33      0.36       322\n",
      "                             THEFT FROM PERSON - ATTEMPT       1.00      0.00      0.00         1\n",
      "                                       THEFT OF IDENTITY       0.84      0.96      0.90       289\n",
      "                                   THEFT PLAIN - ATTEMPT       1.00      0.00      0.00         1\n",
      "                      THEFT PLAIN - PETTY ($950 & UNDER)       0.56      0.73      0.64       521\n",
      "            THEFT, COIN MACHINE - GRAND ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                                           THEFT, PERSON       0.42      0.23      0.30        56\n",
      "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD       0.32      0.13      0.18       263\n",
      "                         THREATENING PHONE CALLS/LETTERS       0.00      0.00      0.00         7\n",
      "                       THROWING OBJECT AT MOVING VEHICLE       0.50      0.11      0.18         9\n",
      "                 TILL TAP - GRAND THEFT ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                         TILL TAP - PETTY ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                             TRESPASSING       0.54      0.76      0.63       119\n",
      "                            UNAUTHORIZED COMPUTER ACCESS       1.00      0.33      0.50         3\n",
      " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)       0.65      0.83      0.73       431\n",
      "                VANDALISM - MISDEAMEANOR ($399 OR UNDER)       0.53      0.29      0.38       265\n",
      "                                VEHICLE - ATTEMPT STOLEN       0.50      0.07      0.12        14\n",
      "                                        VEHICLE - STOLEN       0.80      0.97      0.87       522\n",
      "                                VIOLATION OF COURT ORDER       0.30      0.12      0.18        64\n",
      "                          VIOLATION OF RESTRAINING ORDER       0.49      0.67      0.57        84\n",
      "                VIOLATION OF TEMPORARY RESTRAINING ORDER       0.50      0.07      0.12        15\n",
      "                              WEAPONS POSSESSION/BOMBING       1.00      0.00      0.00         1\n",
      "\n",
      "                                                accuracy                           0.71      7277\n",
      "                                               macro avg       0.74      0.36      0.37      7277\n",
      "                                            weighted avg       0.69      0.71      0.68      7277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, baggin_predict, zero_division=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest\n",
    "Next up random forest classifier will be used. Random forests are an improvement over bagged trees\n",
    "* Random forests are used to decorrelate the trees\n",
    "* Therefore, the forest will have uncorrelated quantities to achieve a reduction in variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "forest = RandomForestClassifier(n_estimators=50, max_depth=None,\n",
    "                                min_samples_split=2)\n",
    "forest = forest.fit(X_train, np.ravel(y_train)) #training data\n",
    "forest_predict = forest.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random forest results:\n",
    "* $69$% total accuracy. Accuracy is the proportion of instances correctly classified by the classifier.\n",
    "* Weighted average of precision is $68$%. Precision is the ratio of correctly reported positives over all reported positives\n",
    "* Weighted average of recall is $69$. Recall is the ratio of correctly reported positives over all actual positives\n",
    "* Weighted average of f1-score is $64$%. F1-score is the harmonic mean of the precision and the recall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                          precision    recall  f1-score   support\n",
      "\n",
      "                                                   ARSON       0.40      0.12      0.18        17\n",
      "            ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER       1.00      0.67      0.80         9\n",
      "          ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT       0.69      0.91      0.78       365\n",
      "                                       ATTEMPTED ROBBERY       1.00      0.00      0.00        53\n",
      "                                BATTERY - SIMPLE ASSAULT       0.78      0.99      0.87       622\n",
      "                                BATTERY ON A FIREFIGHTER       1.00      0.00      0.00         2\n",
      "                                 BATTERY POLICE (SIMPLE)       0.77      0.50      0.61        20\n",
      "                             BATTERY WITH SEXUAL CONTACT       0.69      0.48      0.56        46\n",
      "                                           BIKE - STOLEN       0.55      0.23      0.32        80\n",
      "                                           BOAT - STOLEN       0.00      1.00      0.00         0\n",
      "                                              BOMB SCARE       0.67      0.50      0.57         4\n",
      "                                         BRANDISH WEAPON       0.72      0.53      0.61        93\n",
      "                                          BUNCO, ATTEMPT       1.00      0.00      0.00         6\n",
      "                                      BUNCO, GRAND THEFT       0.72      0.90      0.80        94\n",
      "                                      BUNCO, PETTY THEFT       0.25      0.08      0.12        25\n",
      "                                                BURGLARY       0.67      0.80      0.73       391\n",
      "                                   BURGLARY FROM VEHICLE       0.69      0.86      0.77       578\n",
      "                        BURGLARY FROM VEHICLE, ATTEMPTED       1.00      0.00      0.00         5\n",
      "                                     BURGLARY, ATTEMPTED       0.00      0.00      0.00        36\n",
      "                                       CHILD ABANDONMENT       1.00      0.00      0.00         1\n",
      "             CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT       1.00      0.00      0.00         7\n",
      "                 CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       0.88      0.38      0.53        37\n",
      "                          CHILD ANNOYING (17YRS & UNDER)       0.80      0.31      0.44        13\n",
      "                          CHILD NEGLECT (SEE 300 W.I.C.)       1.00      0.30      0.46        10\n",
      "                                       CHILD PORNOGRAPHY       1.00      0.00      0.00         2\n",
      "                                          CHILD STEALING       1.00      0.00      0.00         4\n",
      "                                       CONTEMPT OF COURT       0.56      0.25      0.34        20\n",
      "                                            CONTRIBUTING       1.00      0.00      0.00         1\n",
      "                                             COUNTERFEIT       1.00      0.00      0.00         3\n",
      "                   CREDIT CARDS, FRAUD USE ($950 & UNDER       1.00      0.00      0.00         2\n",
      "                CREDIT CARDS, FRAUD USE ($950.01 & OVER)       1.00      0.00      0.00         3\n",
      "                                       CRIMINAL HOMICIDE       1.00      0.10      0.18        10\n",
      "                  CRIMINAL THREATS - NO WEAPON DISPLAYED       0.81      0.98      0.89       161\n",
      "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)       1.00      0.50      0.67        20\n",
      "                                      CRUELTY TO ANIMALS       1.00      0.00      0.00         1\n",
      "    DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER       1.00      0.00      0.00        11\n",
      "       DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400       1.00      0.00      0.00         1\n",
      "                          DISCHARGE FIREARMS/SHOTS FIRED       0.92      0.86      0.89        14\n",
      "                        DISHONEST EMPLOYEE - PETTY THEFT       1.00      0.00      0.00         1\n",
      "                                    DISTURBING THE PEACE       0.50      0.08      0.14        12\n",
      "                        DOCUMENT FORGERY / STOLEN FELONY       0.69      0.23      0.35        47\n",
      "                     DOCUMENT WORTHLESS ($200.01 & OVER)       1.00      0.00      0.00         1\n",
      "                    DRIVING WITHOUT OWNER CONSENT (DWOC)       1.00      0.50      0.67         2\n",
      "              EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)       0.82      0.67      0.74        21\n",
      "                EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                               EXTORTION       1.00      0.18      0.31        22\n",
      "                                        FAILURE TO YIELD       0.25      0.20      0.22         5\n",
      "                                      FALSE IMPRISONMENT       1.00      0.00      0.00         5\n",
      "                 HUMAN TRAFFICKING - COMMERCIAL SEX ACTS       1.00      1.00      1.00         1\n",
      "                                         ILLEGAL DUMPING       1.00      0.00      0.00         3\n",
      "                                         INCITING A RIOT       1.00      0.00      0.00         1\n",
      "                                       INDECENT EXPOSURE       0.87      0.76      0.81        17\n",
      "                   INTIMATE PARTNER - AGGRAVATED ASSAULT       0.79      0.76      0.78       106\n",
      "                       INTIMATE PARTNER - SIMPLE ASSAULT       0.91      0.97      0.94       387\n",
      "                                              KIDNAPPING       1.00      0.25      0.40         8\n",
      "                              KIDNAPPING - GRAND ATTEMPT       1.00      0.00      0.00         5\n",
      "                 LETTERS, LEWD  -  TELEPHONE CALLS, LEWD       0.69      0.62      0.66        66\n",
      "                                            LEWD CONDUCT       0.80      0.67      0.73         6\n",
      "                         LEWD/LASCIVIOUS ACTS WITH CHILD       1.00      0.00      0.00         3\n",
      "                                         ORAL COPULATION       0.00      0.00      0.00         4\n",
      "                                           OTHER ASSAULT       1.00      0.03      0.06        31\n",
      "                               OTHER MISCELLANEOUS CRIME       0.37      0.21      0.27        52\n",
      "                                               PANDERING       1.00      0.33      0.50         3\n",
      "                                             PEEPING TOM       1.00      0.00      0.00         5\n",
      "                               PETTY THEFT - AUTO REPAIR       1.00      0.00      0.00         1\n",
      "                                              PICKPOCKET       1.00      0.00      0.00        10\n",
      "                                                 PROWLER       1.00      0.00      0.00         2\n",
      "                                         PURSE SNATCHING       1.00      0.33      0.50         3\n",
      "                                         RAPE, ATTEMPTED       1.00      0.00      0.00         2\n",
      "                                          RAPE, FORCIBLE       0.78      0.74      0.76        34\n",
      "                                        RECKLESS DRIVING       1.00      0.00      0.00         1\n",
      "                                        RESISTING ARREST       0.88      0.41      0.56        17\n",
      "                                                 ROBBERY       0.74      0.83      0.78       281\n",
      "               SEX OFFENDER REGISTRANT OUT OF COMPLIANCE       0.40      0.29      0.33         7\n",
      "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ       1.00      0.43      0.60         7\n",
      "                     SEXUAL PENETRATION W/FOREIGN OBJECT       0.00      0.00      0.00         6\n",
      "                                   SHOPLIFTING - ATTEMPT       1.00      0.00      0.00         1\n",
      "                SHOPLIFTING - PETTY THEFT ($950 & UNDER)       0.71      0.90      0.79       191\n",
      "                SHOPLIFTING-GRAND THEFT ($950.01 & OVER)       0.75      0.24      0.36        38\n",
      "                       SHOTS FIRED AT INHABITED DWELLING       1.00      0.22      0.36         9\n",
      "        SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT       1.00      0.25      0.40         4\n",
      " SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH       1.00      0.00      0.00         5\n",
      "                                                STALKING       1.00      0.00      0.00         4\n",
      "                      THEFT FROM MOTOR VEHICLE - ATTEMPT       1.00      0.00      0.00         4\n",
      "        THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)       0.30      0.10      0.15        78\n",
      "         THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)       0.44      0.20      0.27       322\n",
      "                             THEFT FROM PERSON - ATTEMPT       1.00      0.00      0.00         1\n",
      "                                       THEFT OF IDENTITY       0.75      0.98      0.85       289\n",
      "                                   THEFT PLAIN - ATTEMPT       1.00      0.00      0.00         1\n",
      "                      THEFT PLAIN - PETTY ($950 & UNDER)       0.54      0.74      0.62       521\n",
      "            THEFT, COIN MACHINE - GRAND ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                                           THEFT, PERSON       0.75      0.11      0.19        56\n",
      "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD       0.35      0.10      0.15       263\n",
      "                         THREATENING PHONE CALLS/LETTERS       1.00      0.00      0.00         7\n",
      "                       THROWING OBJECT AT MOVING VEHICLE       1.00      0.11      0.20         9\n",
      "                 TILL TAP - GRAND THEFT ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                         TILL TAP - PETTY ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                             TRESPASSING       0.60      0.76      0.67       119\n",
      "                            UNAUTHORIZED COMPUTER ACCESS       1.00      0.00      0.00         3\n",
      " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)       0.62      0.88      0.73       431\n",
      "                VANDALISM - MISDEAMEANOR ($399 OR UNDER)       0.48      0.16      0.24       265\n",
      "                                VEHICLE - ATTEMPT STOLEN       1.00      0.00      0.00        14\n",
      "                                        VEHICLE - STOLEN       0.79      0.99      0.88       522\n",
      "                                VIOLATION OF COURT ORDER       0.47      0.11      0.18        64\n",
      "                          VIOLATION OF RESTRAINING ORDER       0.51      0.77      0.61        84\n",
      "                VIOLATION OF TEMPORARY RESTRAINING ORDER       0.67      0.13      0.22        15\n",
      "                              WEAPONS POSSESSION/BOMBING       1.00      0.00      0.00         1\n",
      "\n",
      "                                                accuracy                           0.69      7277\n",
      "                                               macro avg       0.81      0.28      0.30      7277\n",
      "                                            weighted avg       0.68      0.69      0.64      7277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, forest_predict, zero_division=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extremely Randomized Trees\n",
    "Next up extremely randomized tress are used\n",
    "* In extremely randomized trees, randomness goes one step further in the way splits are computed.\n",
    "\n",
    "* As in random forests, a random subset of candidate features is used but thresholds are drawn at random for each candidate feature and the best of these randomly-generated thresholds and its corresponding feature is picked as the splitting rule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "extremely_rts = ExtraTreesClassifier(n_estimators=50, criterion='gini',\n",
    "                                     max_depth=50,\n",
    "                                     min_samples_split=2)\n",
    "extremely_rts = extremely_rts.fit(X_train, np.ravel(y_train)) #training\n",
    "extreme_predict = extremely_rts.predict(X_test) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extremely random forest results:\n",
    "* $71$% total accuracy. Accuracy is the proportion of instances correctly classified by the classifier.\n",
    "* Weighted average of precision is $69$%. Precision is the ratio of correctly reported positives over all reported positives\n",
    "* Weighted average of recall is $71$%. Recall is the ratio of correctly reported positives over all actual positives\n",
    "* Weighted average of f1-score is $66$%. F1-score is the harmonic mean of the precision and the recall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                          precision    recall  f1-score   support\n",
      "\n",
      "                                                   ARSON       0.67      0.12      0.20        17\n",
      "            ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER       1.00      0.67      0.80         9\n",
      "          ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT       0.73      0.93      0.82       365\n",
      "                                       ATTEMPTED ROBBERY       1.00      0.00      0.00        53\n",
      "                                BATTERY - SIMPLE ASSAULT       0.80      0.99      0.89       622\n",
      "                                BATTERY ON A FIREFIGHTER       1.00      0.00      0.00         2\n",
      "                                 BATTERY POLICE (SIMPLE)       0.69      0.45      0.55        20\n",
      "                             BATTERY WITH SEXUAL CONTACT       0.66      0.67      0.67        46\n",
      "                                           BIKE - STOLEN       0.59      0.29      0.39        80\n",
      "                                           BOAT - STOLEN       0.00      1.00      0.00         0\n",
      "                                              BOMB SCARE       1.00      0.50      0.67         4\n",
      "                                         BRANDISH WEAPON       0.85      0.54      0.66        93\n",
      "                                          BUNCO, ATTEMPT       1.00      0.00      0.00         6\n",
      "                                      BUNCO, GRAND THEFT       0.72      0.90      0.80        94\n",
      "                                      BUNCO, PETTY THEFT       0.33      0.08      0.13        25\n",
      "                                                BURGLARY       0.69      0.82      0.75       391\n",
      "                                   BURGLARY FROM VEHICLE       0.69      0.88      0.77       578\n",
      "                        BURGLARY FROM VEHICLE, ATTEMPTED       1.00      0.00      0.00         5\n",
      "                                     BURGLARY, ATTEMPTED       0.33      0.03      0.05        36\n",
      "                                       CHILD ABANDONMENT       1.00      0.00      0.00         1\n",
      "             CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT       1.00      0.14      0.25         7\n",
      "                 CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       0.94      0.43      0.59        37\n",
      "                          CHILD ANNOYING (17YRS & UNDER)       1.00      0.31      0.47        13\n",
      "                          CHILD NEGLECT (SEE 300 W.I.C.)       0.75      0.60      0.67        10\n",
      "                                       CHILD PORNOGRAPHY       1.00      0.00      0.00         2\n",
      "                                          CHILD STEALING       1.00      0.00      0.00         4\n",
      "                                       CONTEMPT OF COURT       0.62      0.25      0.36        20\n",
      "                                            CONTRIBUTING       1.00      0.00      0.00         1\n",
      "                                             COUNTERFEIT       1.00      0.00      0.00         3\n",
      "                   CREDIT CARDS, FRAUD USE ($950 & UNDER       1.00      0.00      0.00         2\n",
      "                CREDIT CARDS, FRAUD USE ($950.01 & OVER)       1.00      0.00      0.00         3\n",
      "                                       CRIMINAL HOMICIDE       1.00      0.10      0.18        10\n",
      "                  CRIMINAL THREATS - NO WEAPON DISPLAYED       0.82      0.97      0.89       161\n",
      "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)       1.00      0.50      0.67        20\n",
      "                                      CRUELTY TO ANIMALS       1.00      0.00      0.00         1\n",
      "    DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER       1.00      0.09      0.17        11\n",
      "       DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400       1.00      0.00      0.00         1\n",
      "                          DISCHARGE FIREARMS/SHOTS FIRED       1.00      0.86      0.92        14\n",
      "                        DISHONEST EMPLOYEE - PETTY THEFT       1.00      0.00      0.00         1\n",
      "                                    DISTURBING THE PEACE       0.50      0.08      0.14        12\n",
      "                        DOCUMENT FORGERY / STOLEN FELONY       0.76      0.28      0.41        47\n",
      "                     DOCUMENT WORTHLESS ($200.01 & OVER)       1.00      0.00      0.00         1\n",
      "                    DRIVING WITHOUT OWNER CONSENT (DWOC)       1.00      0.50      0.67         2\n",
      "              EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)       0.81      0.81      0.81        21\n",
      "                EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                               EXTORTION       0.83      0.23      0.36        22\n",
      "                                        FAILURE TO YIELD       1.00      0.20      0.33         5\n",
      "                                      FALSE IMPRISONMENT       0.00      0.00      0.00         5\n",
      "                 HUMAN TRAFFICKING - COMMERCIAL SEX ACTS       1.00      1.00      1.00         1\n",
      "                                         ILLEGAL DUMPING       1.00      0.00      0.00         3\n",
      "                                         INCITING A RIOT       1.00      0.00      0.00         1\n",
      "                                       INDECENT EXPOSURE       0.86      0.71      0.77        17\n",
      "                   INTIMATE PARTNER - AGGRAVATED ASSAULT       0.81      0.93      0.87       106\n",
      "                       INTIMATE PARTNER - SIMPLE ASSAULT       0.96      0.97      0.96       387\n",
      "                                              KIDNAPPING       1.00      0.38      0.55         8\n",
      "                              KIDNAPPING - GRAND ATTEMPT       1.00      0.00      0.00         5\n",
      "                 LETTERS, LEWD  -  TELEPHONE CALLS, LEWD       0.68      0.58      0.62        66\n",
      "                                            LEWD CONDUCT       0.67      0.67      0.67         6\n",
      "                         LEWD/LASCIVIOUS ACTS WITH CHILD       1.00      0.00      0.00         3\n",
      "                                         ORAL COPULATION       0.50      0.25      0.33         4\n",
      "                                           OTHER ASSAULT       0.50      0.03      0.06        31\n",
      "                               OTHER MISCELLANEOUS CRIME       0.50      0.35      0.41        52\n",
      "                                               PANDERING       1.00      0.33      0.50         3\n",
      "                                             PEEPING TOM       1.00      0.00      0.00         5\n",
      "                               PETTY THEFT - AUTO REPAIR       1.00      0.00      0.00         1\n",
      "                                              PICKPOCKET       1.00      0.00      0.00        10\n",
      "                                                 PROWLER       1.00      0.00      0.00         2\n",
      "                                         PURSE SNATCHING       1.00      0.33      0.50         3\n",
      "                                         RAPE, ATTEMPTED       1.00      0.00      0.00         2\n",
      "                                          RAPE, FORCIBLE       0.78      0.82      0.80        34\n",
      "                                        RECKLESS DRIVING       1.00      0.00      0.00         1\n",
      "                                        RESISTING ARREST       0.55      0.35      0.43        17\n",
      "                                                 ROBBERY       0.74      0.88      0.80       281\n",
      "               SEX OFFENDER REGISTRANT OUT OF COMPLIANCE       0.57      0.57      0.57         7\n",
      "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ       0.75      0.43      0.55         7\n",
      "                     SEXUAL PENETRATION W/FOREIGN OBJECT       1.00      0.17      0.29         6\n",
      "                                   SHOPLIFTING - ATTEMPT       1.00      0.00      0.00         1\n",
      "                SHOPLIFTING - PETTY THEFT ($950 & UNDER)       0.72      0.90      0.80       191\n",
      "                SHOPLIFTING-GRAND THEFT ($950.01 & OVER)       0.70      0.18      0.29        38\n",
      "                       SHOTS FIRED AT INHABITED DWELLING       0.80      0.44      0.57         9\n",
      "        SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT       1.00      0.25      0.40         4\n",
      " SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH       1.00      0.20      0.33         5\n",
      "                                                STALKING       1.00      0.00      0.00         4\n",
      "                      THEFT FROM MOTOR VEHICLE - ATTEMPT       0.00      0.00      0.00         4\n",
      "        THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)       0.22      0.06      0.10        78\n",
      "         THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)       0.49      0.25      0.33       322\n",
      "                             THEFT FROM PERSON - ATTEMPT       1.00      0.00      0.00         1\n",
      "                                       THEFT OF IDENTITY       0.79      0.97      0.87       289\n",
      "                                   THEFT PLAIN - ATTEMPT       1.00      0.00      0.00         1\n",
      "                      THEFT PLAIN - PETTY ($950 & UNDER)       0.56      0.75      0.64       521\n",
      "            THEFT, COIN MACHINE - GRAND ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                                           THEFT, PERSON       0.54      0.12      0.20        56\n",
      "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD       0.36      0.10      0.16       263\n",
      "                         THREATENING PHONE CALLS/LETTERS       1.00      0.14      0.25         7\n",
      "                       THROWING OBJECT AT MOVING VEHICLE       1.00      0.11      0.20         9\n",
      "                 TILL TAP - GRAND THEFT ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                         TILL TAP - PETTY ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                             TRESPASSING       0.60      0.76      0.67       119\n",
      "                            UNAUTHORIZED COMPUTER ACCESS       1.00      0.33      0.50         3\n",
      " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)       0.62      0.88      0.73       431\n",
      "                VANDALISM - MISDEAMEANOR ($399 OR UNDER)       0.53      0.19      0.28       265\n",
      "                                VEHICLE - ATTEMPT STOLEN       1.00      0.00      0.00        14\n",
      "                                        VEHICLE - STOLEN       0.79      0.97      0.87       522\n",
      "                                VIOLATION OF COURT ORDER       0.41      0.11      0.17        64\n",
      "                          VIOLATION OF RESTRAINING ORDER       0.47      0.75      0.58        84\n",
      "                VIOLATION OF TEMPORARY RESTRAINING ORDER       1.00      0.13      0.24        15\n",
      "                              WEAPONS POSSESSION/BOMBING       1.00      0.00      0.00         1\n",
      "\n",
      "                                                accuracy                           0.71      7277\n",
      "                                               macro avg       0.82      0.31      0.34      7277\n",
      "                                            weighted avg       0.69      0.71      0.66      7277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, extreme_predict, zero_division=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AdaBoost classifier\n",
    "Now AdaBoost classifier is used. Boosting is another method for improved classification. Particularly, we fit a sequence of weak learners, such as a very small decision trees.\n",
    "The algorithm goes:\n",
    "1. We train a weak predictor, such as a small decision tree, on our dataset.\n",
    "\n",
    "2. We take notice of the errors in the predictions and we reweigh our training set so that:\n",
    "\n",
    "  * The weights of the data that were correctly predicted are decreased.\n",
    "  \n",
    "  * The weights of the data that were incorrectly predicted are increased.\n",
    "  \n",
    "3. We go back to step 1.\n",
    "Note: those steps are made inside pandas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = AdaBoostClassifier(\n",
    "    DecisionTreeClassifier(max_depth=None),\n",
    "    n_estimators=100)\n",
    "booster = clf.fit(X_train, np.ravel(y_train))\n",
    "booster_predict = booster.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AdaBoost results:\n",
    "* $70$% total accuracy.\n",
    "* Weighted average of precision is $68$%. \n",
    "* Weighted average of recall is $70$%.\n",
    "* Weighted average of f1-score is $68$%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                          precision    recall  f1-score   support\n",
      "\n",
      "                                                   ARSON       0.57      0.47      0.52        17\n",
      "            ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER       1.00      0.67      0.80         9\n",
      "          ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT       0.81      0.90      0.85       365\n",
      "                                       ATTEMPTED ROBBERY       0.67      0.34      0.45        53\n",
      "                                BATTERY - SIMPLE ASSAULT       0.87      0.95      0.91       622\n",
      "                                BATTERY ON A FIREFIGHTER       1.00      0.50      0.67         2\n",
      "                                 BATTERY POLICE (SIMPLE)       0.87      0.65      0.74        20\n",
      "                             BATTERY WITH SEXUAL CONTACT       0.66      0.76      0.71        46\n",
      "                                           BIKE - STOLEN       0.36      0.26      0.30        80\n",
      "                                           BOAT - STOLEN       0.00      1.00      0.00         0\n",
      "                                              BOMB SCARE       0.80      1.00      0.89         4\n",
      "                                         BRANDISH WEAPON       0.72      0.76      0.74        93\n",
      "                                          BUNCO, ATTEMPT       1.00      0.00      0.00         6\n",
      "                                      BUNCO, GRAND THEFT       0.75      0.78      0.76        94\n",
      "                                      BUNCO, PETTY THEFT       0.24      0.24      0.24        25\n",
      "                                                BURGLARY       0.73      0.74      0.74       391\n",
      "                                   BURGLARY FROM VEHICLE       0.77      0.79      0.78       578\n",
      "                        BURGLARY FROM VEHICLE, ATTEMPTED       0.00      0.00      0.00         5\n",
      "                                     BURGLARY, ATTEMPTED       0.38      0.25      0.30        36\n",
      "                                       CHILD ABANDONMENT       1.00      0.00      0.00         1\n",
      "             CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT       1.00      0.14      0.25         7\n",
      "                 CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT       0.62      0.65      0.63        37\n",
      "                          CHILD ANNOYING (17YRS & UNDER)       0.75      0.46      0.57        13\n",
      "                          CHILD NEGLECT (SEE 300 W.I.C.)       0.62      0.50      0.56        10\n",
      "                                       CHILD PORNOGRAPHY       1.00      0.00      0.00         2\n",
      "                                          CHILD STEALING       1.00      0.00      0.00         4\n",
      "                                       CONTEMPT OF COURT       0.60      0.45      0.51        20\n",
      "                                            CONTRIBUTING       1.00      0.00      0.00         1\n",
      "                                             COUNTERFEIT       0.00      0.00      0.00         3\n",
      "                   CREDIT CARDS, FRAUD USE ($950 & UNDER       0.00      0.00      0.00         2\n",
      "                CREDIT CARDS, FRAUD USE ($950.01 & OVER)       0.00      0.00      0.00         3\n",
      "                                       CRIMINAL HOMICIDE       0.67      0.60      0.63        10\n",
      "                  CRIMINAL THREATS - NO WEAPON DISPLAYED       0.88      0.94      0.91       161\n",
      "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)       0.92      0.55      0.69        20\n",
      "                                      CRUELTY TO ANIMALS       1.00      0.00      0.00         1\n",
      "    DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER       0.60      0.27      0.37        11\n",
      "       DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400       1.00      0.00      0.00         1\n",
      "                          DISCHARGE FIREARMS/SHOTS FIRED       1.00      0.93      0.96        14\n",
      "                        DISHONEST EMPLOYEE - PETTY THEFT       0.00      0.00      0.00         1\n",
      "                                    DISTURBING THE PEACE       0.22      0.17      0.19        12\n",
      "                        DOCUMENT FORGERY / STOLEN FELONY       0.72      0.45      0.55        47\n",
      "                     DOCUMENT WORTHLESS ($200.01 & OVER)       1.00      0.00      0.00         1\n",
      "                    DRIVING WITHOUT OWNER CONSENT (DWOC)       1.00      0.50      0.67         2\n",
      "              EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)       0.83      0.71      0.77        21\n",
      "                EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)       0.00      0.00      0.00         1\n",
      "                                               EXTORTION       0.71      0.45      0.56        22\n",
      "                                        FAILURE TO YIELD       0.00      0.00      0.00         5\n",
      "                                      FALSE IMPRISONMENT       1.00      0.00      0.00         5\n",
      "                 HUMAN TRAFFICKING - COMMERCIAL SEX ACTS       1.00      1.00      1.00         1\n",
      "                                         ILLEGAL DUMPING       1.00      0.00      0.00         3\n",
      "                                         INCITING A RIOT       1.00      0.00      0.00         1\n",
      "                                       INDECENT EXPOSURE       0.88      0.82      0.85        17\n",
      "                   INTIMATE PARTNER - AGGRAVATED ASSAULT       0.86      0.91      0.88       106\n",
      "                       INTIMATE PARTNER - SIMPLE ASSAULT       0.96      0.98      0.97       387\n",
      "                                              KIDNAPPING       0.80      0.50      0.62         8\n",
      "                              KIDNAPPING - GRAND ATTEMPT       0.00      0.00      0.00         5\n",
      "                 LETTERS, LEWD  -  TELEPHONE CALLS, LEWD       0.68      0.58      0.62        66\n",
      "                                            LEWD CONDUCT       0.57      0.67      0.62         6\n",
      "                         LEWD/LASCIVIOUS ACTS WITH CHILD       0.00      0.00      0.00         3\n",
      "                                         ORAL COPULATION       0.33      0.25      0.29         4\n",
      "                                           OTHER ASSAULT       0.47      0.26      0.33        31\n",
      "                               OTHER MISCELLANEOUS CRIME       0.27      0.37      0.31        52\n",
      "                                               PANDERING       1.00      0.33      0.50         3\n",
      "                                             PEEPING TOM       0.00      0.00      0.00         5\n",
      "                               PETTY THEFT - AUTO REPAIR       1.00      0.00      0.00         1\n",
      "                                              PICKPOCKET       0.00      0.00      0.00        10\n",
      "                                                 PROWLER       0.00      0.00      0.00         2\n",
      "                                         PURSE SNATCHING       1.00      0.00      0.00         3\n",
      "                                         RAPE, ATTEMPTED       1.00      0.00      0.00         2\n",
      "                                          RAPE, FORCIBLE       0.87      0.76      0.81        34\n",
      "                                        RECKLESS DRIVING       1.00      0.00      0.00         1\n",
      "                                        RESISTING ARREST       0.60      0.53      0.56        17\n",
      "                                                 ROBBERY       0.75      0.86      0.81       281\n",
      "               SEX OFFENDER REGISTRANT OUT OF COMPLIANCE       0.22      0.29      0.25         7\n",
      "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ       1.00      0.43      0.60         7\n",
      "                     SEXUAL PENETRATION W/FOREIGN OBJECT       0.75      0.50      0.60         6\n",
      "                                   SHOPLIFTING - ATTEMPT       1.00      0.00      0.00         1\n",
      "                SHOPLIFTING - PETTY THEFT ($950 & UNDER)       0.77      0.83      0.80       191\n",
      "                SHOPLIFTING-GRAND THEFT ($950.01 & OVER)       0.65      0.34      0.45        38\n",
      "                       SHOTS FIRED AT INHABITED DWELLING       1.00      0.67      0.80         9\n",
      "        SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT       1.00      0.50      0.67         4\n",
      " SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH       0.60      0.60      0.60         5\n",
      "                                                STALKING       1.00      0.25      0.40         4\n",
      "                      THEFT FROM MOTOR VEHICLE - ATTEMPT       1.00      0.00      0.00         4\n",
      "        THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)       0.13      0.13      0.13        78\n",
      "         THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)       0.39      0.30      0.34       322\n",
      "                             THEFT FROM PERSON - ATTEMPT       1.00      0.00      0.00         1\n",
      "                                       THEFT OF IDENTITY       0.85      0.96      0.90       289\n",
      "                                   THEFT PLAIN - ATTEMPT       0.00      0.00      0.00         1\n",
      "                      THEFT PLAIN - PETTY ($950 & UNDER)       0.53      0.64      0.58       521\n",
      "            THEFT, COIN MACHINE - GRAND ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                                           THEFT, PERSON       0.33      0.20      0.25        56\n",
      "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD       0.32      0.23      0.27       263\n",
      "                         THREATENING PHONE CALLS/LETTERS       1.00      0.14      0.25         7\n",
      "                       THROWING OBJECT AT MOVING VEHICLE       1.00      0.22      0.36         9\n",
      "                 TILL TAP - GRAND THEFT ($950.01 & OVER)       1.00      0.00      0.00         1\n",
      "                         TILL TAP - PETTY ($950 & UNDER)       1.00      0.00      0.00         1\n",
      "                                             TRESPASSING       0.54      0.73      0.62       119\n",
      "                            UNAUTHORIZED COMPUTER ACCESS       1.00      0.33      0.50         3\n",
      " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)       0.63      0.76      0.69       431\n",
      "                VANDALISM - MISDEAMEANOR ($399 OR UNDER)       0.44      0.29      0.35       265\n",
      "                                VEHICLE - ATTEMPT STOLEN       0.60      0.21      0.32        14\n",
      "                                        VEHICLE - STOLEN       0.80      0.93      0.86       522\n",
      "                                VIOLATION OF COURT ORDER       0.24      0.14      0.18        64\n",
      "                          VIOLATION OF RESTRAINING ORDER       0.49      0.61      0.54        84\n",
      "                VIOLATION OF TEMPORARY RESTRAINING ORDER       0.33      0.07      0.11        15\n",
      "                              WEAPONS POSSESSION/BOMBING       1.00      0.00      0.00         1\n",
      "\n",
      "                                                accuracy                           0.70      7277\n",
      "                                               macro avg       0.66      0.36      0.38      7277\n",
      "                                            weighted avg       0.68      0.70      0.68      7277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, booster_predict, zero_division=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "Based on the metrics of accuracy the best classifiers are `extemely randomized trees` and the `out of bagging classifier`, both with $71$%. That means those two will accuratelly predict around 7 out of 10 incidents where the crime description is missing. In detail, both those classifiers have the same weighted average for precision and recall but the bagging classifier has a slightly heigher weighted average for f1-score. On the other hand the extremely randomized trees have a higher macro average of precision\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Probabilities\n",
    "A very good use of the decision trees is that they can calculate the probability of an observation(incident) to belong to any class (crime type). Actually, the class that is predicted for an incident is the one with the heighest probability.\n",
    "* We select the extremely randomized forest which performs one of the best accuracies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First incident\n",
    "Let's see the probabilitites for the first incident of the test data. Each list's item is a probability and the index of the item corresponds to the crime type that is found in `extremely_rts. classes_`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.02 0.   0.5  0.   0.03 0.   0.   0.   0.   0.   0.   0.   0.05 0.\n",
      " 0.   0.   0.02 0.01 0.   0.03 0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.01 0.03 0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.01 0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.02 0.   0.   0.   0.01 0.   0.   0.   0.01 0.\n",
      " 0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.04 0.   0.\n",
      " 0.02 0.   0.   0.   0.   0.03 0.01 0.   0.   0.   0.   0.   0.   0.01\n",
      " 0.   0.01 0.   0.05 0.   0.   0.   0.04 0.   0.   0.   0.   0.   0.\n",
      " 0.   0.01 0.   0.   0.01 0.01 0.   0.  ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['ARSON', 'ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER',\n",
       "       'ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT',\n",
       "       'ATTEMPTED ROBBERY', 'BATTERY - SIMPLE ASSAULT',\n",
       "       'BATTERY ON A FIREFIGHTER', 'BATTERY POLICE (SIMPLE)',\n",
       "       'BATTERY WITH SEXUAL CONTACT', 'BIGAMY', 'BIKE - STOLEN',\n",
       "       'BOAT - STOLEN', 'BOMB SCARE', 'BRANDISH WEAPON', 'BUNCO, ATTEMPT',\n",
       "       'BUNCO, GRAND THEFT', 'BUNCO, PETTY THEFT', 'BURGLARY',\n",
       "       'BURGLARY FROM VEHICLE', 'BURGLARY FROM VEHICLE, ATTEMPTED',\n",
       "       'BURGLARY, ATTEMPTED', 'CHILD ABANDONMENT',\n",
       "       'CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT',\n",
       "       'CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT',\n",
       "       'CHILD ANNOYING (17YRS & UNDER)', 'CHILD NEGLECT (SEE 300 W.I.C.)',\n",
       "       'CHILD PORNOGRAPHY', 'CHILD STEALING', 'CONSPIRACY',\n",
       "       'CONTEMPT OF COURT', 'CONTRIBUTING', 'COUNTERFEIT',\n",
       "       'CREDIT CARDS, FRAUD USE ($950 & UNDER',\n",
       "       'CREDIT CARDS, FRAUD USE ($950.01 & OVER)', 'CRIMINAL HOMICIDE',\n",
       "       'CRIMINAL THREATS - NO WEAPON DISPLAYED',\n",
       "       'CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER)',\n",
       "       'CRUELTY TO ANIMALS',\n",
       "       'DEFRAUDING INNKEEPER/THEFT OF SERVICES, $400 & UNDER',\n",
       "       'DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $400',\n",
       "       'DISCHARGE FIREARMS/SHOTS FIRED',\n",
       "       'DISHONEST EMPLOYEE - GRAND THEFT',\n",
       "       'DISHONEST EMPLOYEE - PETTY THEFT',\n",
       "       'DISHONEST EMPLOYEE ATTEMPTED THEFT', 'DISTURBING THE PEACE',\n",
       "       'DOCUMENT FORGERY / STOLEN FELONY',\n",
       "       'DOCUMENT WORTHLESS ($200 & UNDER)',\n",
       "       'DOCUMENT WORTHLESS ($200.01 & OVER)',\n",
       "       'DRIVING WITHOUT OWNER CONSENT (DWOC)', 'DRUGS, TO A MINOR',\n",
       "       'EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER)',\n",
       "       'EMBEZZLEMENT, PETTY THEFT ($950 & UNDER)', 'EXTORTION',\n",
       "       'FAILURE TO YIELD', 'FALSE IMPRISONMENT', 'FALSE POLICE REPORT',\n",
       "       'HUMAN TRAFFICKING - COMMERCIAL SEX ACTS',\n",
       "       'HUMAN TRAFFICKING - INVOLUNTARY SERVITUDE', 'ILLEGAL DUMPING',\n",
       "       'INCITING A RIOT', 'INDECENT EXPOSURE',\n",
       "       'INTIMATE PARTNER - AGGRAVATED ASSAULT',\n",
       "       'INTIMATE PARTNER - SIMPLE ASSAULT', 'KIDNAPPING',\n",
       "       'KIDNAPPING - GRAND ATTEMPT',\n",
       "       'LETTERS, LEWD  -  TELEPHONE CALLS, LEWD', 'LEWD CONDUCT',\n",
       "       'LEWD/LASCIVIOUS ACTS WITH CHILD', 'LYNCHING - ATTEMPTED',\n",
       "       'ORAL COPULATION', 'OTHER ASSAULT', 'OTHER MISCELLANEOUS CRIME',\n",
       "       'PANDERING', 'PEEPING TOM', 'PETTY THEFT - AUTO REPAIR',\n",
       "       'PICKPOCKET', 'PICKPOCKET, ATTEMPT', 'PIMPING', 'PROWLER',\n",
       "       'PURSE SNATCHING', 'PURSE SNATCHING - ATTEMPT', 'RAPE, ATTEMPTED',\n",
       "       'RAPE, FORCIBLE', 'RECKLESS DRIVING', 'RESISTING ARREST',\n",
       "       'ROBBERY', 'SEX OFFENDER REGISTRANT OUT OF COMPLIANCE',\n",
       "       'SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ',\n",
       "       'SEXUAL PENETRATION W/FOREIGN OBJECT', 'SHOPLIFTING - ATTEMPT',\n",
       "       'SHOPLIFTING - PETTY THEFT ($950 & UNDER)',\n",
       "       'SHOPLIFTING-GRAND THEFT ($950.01 & OVER)',\n",
       "       'SHOTS FIRED AT INHABITED DWELLING',\n",
       "       'SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT',\n",
       "       'SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH',\n",
       "       'STALKING', 'THEFT FROM MOTOR VEHICLE - ATTEMPT',\n",
       "       'THEFT FROM MOTOR VEHICLE - GRAND ($400 AND OVER)',\n",
       "       'THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER)',\n",
       "       'THEFT FROM PERSON - ATTEMPT', 'THEFT OF IDENTITY',\n",
       "       'THEFT PLAIN - ATTEMPT', 'THEFT PLAIN - PETTY ($950 & UNDER)',\n",
       "       'THEFT, COIN MACHINE - GRAND ($950.01 & OVER)',\n",
       "       'THEFT, COIN MACHINE - PETTY ($950 & UNDER)', 'THEFT, PERSON',\n",
       "       'THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD',\n",
       "       'THREATENING PHONE CALLS/LETTERS',\n",
       "       'THROWING OBJECT AT MOVING VEHICLE',\n",
       "       'TILL TAP - GRAND THEFT ($950.01 & OVER)',\n",
       "       'TILL TAP - PETTY ($950 & UNDER)', 'TRESPASSING',\n",
       "       'UNAUTHORIZED COMPUTER ACCESS',\n",
       "       'VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)',\n",
       "       'VANDALISM - MISDEAMEANOR ($399 OR UNDER)',\n",
       "       'VEHICLE - ATTEMPT STOLEN', 'VEHICLE - STOLEN',\n",
       "       'VIOLATION OF COURT ORDER', 'VIOLATION OF RESTRAINING ORDER',\n",
       "       'VIOLATION OF TEMPORARY RESTRAINING ORDER',\n",
       "       'WEAPONS POSSESSION/BOMBING'], dtype=object)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index= 1\n",
    "X = X_test[index-1 : index]\n",
    "position = np.where(extremely_rts.predict_proba(X)[0] == max(extremely_rts.predict_proba(X)[0]))\n",
    "print(extremely_rts.predict_proba(X)[0])\n",
    "extremely_rts. classes_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Here we can see the crime type that is predicted (the crime type that corresponds to the highest probability) together with the probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.5])"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(extremely_rts. classes_[position])\n",
    "extremely_rts.predict_proba(X)[0][position]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* And this is the correct crime type \n",
    "* We see that the prediction is correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26126    ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
       "Name: CRM_DESC, dtype: object"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Second incident\n",
    "Let's see the probabilitites for the second incident of the test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.   0.   0.01 0.   0.   0.   0.   0.   0.   0.42 0.   0.   0.   0.\n",
      " 0.   0.   0.16 0.06 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.01 0.   0.   0.   0.   0.   0.01 0.05\n",
      " 0.   0.   0.   0.19 0.   0.   0.   0.08 0.   0.   0.   0.   0.   0.\n",
      " 0.   0.01 0.   0.   0.   0.   0.   0.  ]\n"
     ]
    }
   ],
   "source": [
    "index= 2\n",
    "X = X_test[index-1 : index]\n",
    "position = np.where(extremely_rts.predict_proba(X)[0] == max(extremely_rts.predict_proba(X)[0]))\n",
    "print(extremely_rts.predict_proba(X)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* The prediction is a stolen bike with a probability of $42$%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BIKE - STOLEN']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.42])"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(extremely_rts. classes_[position])\n",
    "extremely_rts.predict_proba(X)[0][position]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* The actual crime committed is seen here\n",
    "* The prediction is once again accurate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29416    BIKE - STOLEN\n",
       "Name: CRM_DESC, dtype: object"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test[index-1 : index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Third incident\n",
    "Now we will check for the third incident of the test data. We can see the probability table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.   0.   0.01 0.   0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.03 0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.02 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.01 0.   0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.\n",
      " 0.   0.01 0.   0.01 0.   0.   0.   0.   0.   0.   0.   0.   0.02 0.\n",
      " 0.61 0.22 0.   0.   0.02 0.   0.   0.  ]\n"
     ]
    }
   ],
   "source": [
    "index= 3\n",
    "X = X_test[index-1 : index]\n",
    "position = np.where(extremely_rts.predict_proba(X)[0] == max(extremely_rts.predict_proba(X)[0]))\n",
    "print(extremely_rts.predict_proba(X)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* The incident is predicted to be a vandalism - felony of 400 and more dollars with the probability of $61$ %"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.61])"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(extremely_rts. classes_[position])\n",
    "extremely_rts.predict_proba(X)[0][position]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* The incident is actually vandalism - misdeameanor of 399 and less dollars and thus the prediction is not accurate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20309    VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
       "Name: CRM_DESC, dtype: object"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test[index-1 : index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Let's find the second highest probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.22"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "position2 = np.where(extremely_rts.predict_proba(X)[0] == sorted(extremely_rts.predict_proba(X)[0])[-2])\n",
    "sorted(extremely_rts.predict_proba(X)[0])[-2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We see that the second highest probability leads to the actual crime (vandalism - misdeameanor of 399 and less dollars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['VANDALISM - MISDEAMEANOR ($399 OR UNDER)'], dtype=object)"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extremely_rts. classes_[position2] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Conclusion\n",
    "It means that even though the extra random forest did not predict the right value at first, it gave us an indication that the incident could also be a vandalism - misdeamenor. In that particular example it is very difficult to distinguish the actual crime from the other data given. The act of crime is actually the same but the amount of damage inflicted was the differentiator.\n",
    "<br>In addition, if the tree classificator was given a second chance to predict, it would predict accurately. This is very important because even though the tree doesn't always predict correctly, it can highlight other possibilities. Moreover, even for human beings it would be extremely difficult to distinguish the exact type of crime that was committed just by obtaining and analyzing the information from la_crimes. To sum up, we can notice the power of machine learning by this application of data analytics and predictions and specifically decision trees and their extensions."
   ]
  }
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