Crime Data Analysis .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(r'C:\\Users\\Huzaifa\\Documents\\ML\\CrimeData\\interventionscitoyendo.csv', encoding='ISO-8859-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CATEGORIE</th>\n",
       "      <th>DATE</th>\n",
       "      <th>QUART</th>\n",
       "      <th>PDQ</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>soir</td>\n",
       "      <td>48</td>\n",
       "      <td>300001.879009</td>\n",
       "      <td>5050383.079</td>\n",
       "      <td>45.593336</td>\n",
       "      <td>-73.561498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>soir</td>\n",
       "      <td>13</td>\n",
       "      <td>297145.531007</td>\n",
       "      <td>5032845.500</td>\n",
       "      <td>45.435501</td>\n",
       "      <td>-73.597834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>nuit</td>\n",
       "      <td>48</td>\n",
       "      <td>302729.266000</td>\n",
       "      <td>5050945.833</td>\n",
       "      <td>45.598414</td>\n",
       "      <td>-73.526543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>soir</td>\n",
       "      <td>8</td>\n",
       "      <td>289171.124993</td>\n",
       "      <td>5032933.000</td>\n",
       "      <td>45.436155</td>\n",
       "      <td>-73.699759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>soir</td>\n",
       "      <td>15</td>\n",
       "      <td>298792.152000</td>\n",
       "      <td>5038772.284</td>\n",
       "      <td>45.488849</td>\n",
       "      <td>-73.576860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CATEGORIE        DATE QUART  PDQ              X            Y        LAT  \\\n",
       "0  Introduction  2015-01-01  soir   48  300001.879009  5050383.079  45.593336   \n",
       "1  Introduction  2015-01-01  soir   13  297145.531007  5032845.500  45.435501   \n",
       "2  Introduction  2015-01-01  nuit   48  302729.266000  5050945.833  45.598414   \n",
       "3  Introduction  2015-01-01  soir    8  289171.124993  5032933.000  45.436155   \n",
       "4  Introduction  2015-01-01  soir   15  298792.152000  5038772.284  45.488849   \n",
       "\n",
       "        LONG  \n",
       "0 -73.561498  \n",
       "1 -73.597834  \n",
       "2 -73.526543  \n",
       "3 -73.699759  \n",
       "4 -73.576860  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "inSet = data[(data.LAT <= 45.512855) & (data.LAT >= 45.502971) & (data.LONG >= -73.583204) & (data.LONG <= -73.570142)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CATEGORIE</th>\n",
       "      <th>DATE</th>\n",
       "      <th>QUART</th>\n",
       "      <th>PDQ</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298915.735998</td>\n",
       "      <td>5.040361e+06</td>\n",
       "      <td>45.503146</td>\n",
       "      <td>-73.575298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>soir</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299207.251998</td>\n",
       "      <td>5.040460e+06</td>\n",
       "      <td>45.504036</td>\n",
       "      <td>-73.571569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298885.498004</td>\n",
       "      <td>5.041170e+06</td>\n",
       "      <td>45.510427</td>\n",
       "      <td>-73.575695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-11</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299287.578006</td>\n",
       "      <td>5.040727e+06</td>\n",
       "      <td>45.506444</td>\n",
       "      <td>-73.570544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-14</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-15</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-15</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-16</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299043.123992</td>\n",
       "      <td>5.041066e+06</td>\n",
       "      <td>45.509491</td>\n",
       "      <td>-73.573677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299318.706992</td>\n",
       "      <td>5.040880e+06</td>\n",
       "      <td>45.507816</td>\n",
       "      <td>-73.570148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1537</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299207.251998</td>\n",
       "      <td>5.040460e+06</td>\n",
       "      <td>45.504036</td>\n",
       "      <td>-73.571569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1576</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-23</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1749</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-25</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-31</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2262</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>jour</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2640</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98362</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98471</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98572</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298840.722997</td>\n",
       "      <td>5.041102e+06</td>\n",
       "      <td>45.509809</td>\n",
       "      <td>-73.576267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98713</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299151.529010</td>\n",
       "      <td>5.040752e+06</td>\n",
       "      <td>45.506662</td>\n",
       "      <td>-73.572286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98810</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99213</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99279</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299012.133990</td>\n",
       "      <td>5.040497e+06</td>\n",
       "      <td>45.504371</td>\n",
       "      <td>-73.574066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99291</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99351</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99463</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298960.617000</td>\n",
       "      <td>5.040422e+06</td>\n",
       "      <td>45.503696</td>\n",
       "      <td>-73.574725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99574</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-11</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99626</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99680</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99799</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-07-14</td>\n",
       "      <td>jour</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99951</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298562.860000</td>\n",
       "      <td>5.040987e+06</td>\n",
       "      <td>45.508778</td>\n",
       "      <td>-73.579822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100041</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299287.578006</td>\n",
       "      <td>5.040727e+06</td>\n",
       "      <td>45.506444</td>\n",
       "      <td>-73.570544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100069</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-18</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100162</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-19</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100284</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100289</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100300</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100606</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-25</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299057.683991</td>\n",
       "      <td>5.040564e+06</td>\n",
       "      <td>45.504973</td>\n",
       "      <td>-73.573484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100650</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100656</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100875</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-29</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100921</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298657.812000</td>\n",
       "      <td>5.041003e+06</td>\n",
       "      <td>45.508917</td>\n",
       "      <td>-73.578607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100923</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298980.318995</td>\n",
       "      <td>5.041314e+06</td>\n",
       "      <td>45.511722</td>\n",
       "      <td>-73.574483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100977</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101016</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-07-31</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1150 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               CATEGORIE        DATE QUART  PDQ  \\\n",
       "271                         Introduction  2015-01-05  jour   20   \n",
       "295                               Méfait  2015-01-05  soir   50   \n",
       "300                               Méfait  2015-01-05  nuit   20   \n",
       "303     Vol dans / sur véhicule à moteur  2015-01-05  soir   38   \n",
       "677                         Introduction  2015-01-11  soir   38   \n",
       "748                         Introduction  2015-01-12  jour   20   \n",
       "815                       Vols qualifiés  2015-01-12  jour   20   \n",
       "845                         Introduction  2015-01-13  soir   38   \n",
       "928                               Méfait  2015-01-14  jour   38   \n",
       "971                         Introduction  2015-01-15  soir   38   \n",
       "988                         Introduction  2015-01-15  nuit   38   \n",
       "1092                              Méfait  2015-01-16  jour   20   \n",
       "1102    Vol dans / sur véhicule à moteur  2015-01-16  nuit   20   \n",
       "1179                        Introduction  2015-01-18  nuit   38   \n",
       "1193                        Introduction  2015-01-18  nuit   21   \n",
       "1215    Vol dans / sur véhicule à moteur  2015-01-18  jour   38   \n",
       "1537    Vol dans / sur véhicule à moteur  2015-01-22  soir   20   \n",
       "1540    Vol dans / sur véhicule à moteur  2015-01-22  soir   20   \n",
       "1576                      Vols qualifiés  2015-01-22  soir   20   \n",
       "1608                        Introduction  2015-01-23  jour   38   \n",
       "1665                        Introduction  2015-01-24  jour   20   \n",
       "1749                        Introduction  2015-01-25  nuit   20   \n",
       "1940                        Introduction  2015-01-28  jour   38   \n",
       "1955                        Introduction  2015-01-28  soir   38   \n",
       "1959                        Introduction  2015-01-28  jour   38   \n",
       "2196                        Introduction  2015-01-31  jour   38   \n",
       "2262                              Méfait  2015-02-01  jour   50   \n",
       "2602                        Introduction  2015-02-06  soir   38   \n",
       "2633                              Méfait  2015-02-06  soir   20   \n",
       "2640    Vol dans / sur véhicule à moteur  2015-02-06  jour   20   \n",
       "...                                  ...         ...   ...  ...   \n",
       "98362                       Introduction  2018-06-22  soir   38   \n",
       "98471   Vol dans / sur véhicule à moteur  2018-06-23  soir   38   \n",
       "98572                             Méfait  2018-06-25  soir   38   \n",
       "98713                             Méfait  2018-06-27  soir   20   \n",
       "98810   Vol dans / sur véhicule à moteur  2018-06-28  jour   38   \n",
       "99213                       Introduction  2018-07-06  soir   38   \n",
       "99279   Vol dans / sur véhicule à moteur  2018-07-06  jour   20   \n",
       "99291                     Vols qualifiés  2018-07-06  soir   38   \n",
       "99351                       Introduction  2018-07-08  nuit   38   \n",
       "99463   Vol dans / sur véhicule à moteur  2018-07-09  jour   20   \n",
       "99574                       Introduction  2018-07-11  soir   38   \n",
       "99626                       Introduction  2018-07-12  soir   38   \n",
       "99680   Vol dans / sur véhicule à moteur  2018-07-12  jour   38   \n",
       "99799                             Méfait  2018-07-14  jour   50   \n",
       "99951   Vol dans / sur véhicule à moteur  2018-07-16  jour   38   \n",
       "99979                       Introduction  2018-07-17  nuit   20   \n",
       "100041  Vol dans / sur véhicule à moteur  2018-07-17  jour   20   \n",
       "100069                      Introduction  2018-07-18  soir   38   \n",
       "100162                      Introduction  2018-07-19  soir   38   \n",
       "100284                      Introduction  2018-07-21  jour   38   \n",
       "100289                      Introduction  2018-07-21  soir   38   \n",
       "100300  Vol dans / sur véhicule à moteur  2018-07-21  nuit   38   \n",
       "100606  Vol dans / sur véhicule à moteur  2018-07-25  jour   20   \n",
       "100650                      Introduction  2018-07-26  soir   38   \n",
       "100656                      Introduction  2018-07-26  jour   38   \n",
       "100875                      Introduction  2018-07-29  jour   20   \n",
       "100921                      Introduction  2018-07-30  soir   38   \n",
       "100923                      Introduction  2018-07-30  soir   38   \n",
       "100977  Vol dans / sur véhicule à moteur  2018-07-30  soir   38   \n",
       "101016                            Méfait  2018-07-31  nuit   38   \n",
       "\n",
       "                    X             Y        LAT       LONG  \n",
       "271     298915.735998  5.040361e+06  45.503146 -73.575298  \n",
       "295     299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "300     299207.251998  5.040460e+06  45.504036 -73.571569  \n",
       "303     298885.498004  5.041170e+06  45.510427 -73.575695  \n",
       "677     298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "748     299287.578006  5.040727e+06  45.506444 -73.570544  \n",
       "815     298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "845     298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "928     299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "971     299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "988     298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "1092    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "1102    298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "1179    299043.123992  5.041066e+06  45.509491 -73.573677  \n",
       "1193    299318.706992  5.040880e+06  45.507816 -73.570148  \n",
       "1215    299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "1537    299207.251998  5.040460e+06  45.504036 -73.571569  \n",
       "1540    298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "1576    299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "1608    298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "1665    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "1749    299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "1940    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "1955    299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "1959    298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "2196    298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "2262    299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "2602    298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "2633    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "2640    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "...               ...           ...        ...        ...  \n",
       "98362   298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "98471   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "98572   298840.722997  5.041102e+06  45.509809 -73.576267  \n",
       "98713   299151.529010  5.040752e+06  45.506662 -73.572286  \n",
       "98810   299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "99213   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "99279   299012.133990  5.040497e+06  45.504371 -73.574066  \n",
       "99291   299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "99351   299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "99463   298960.617000  5.040422e+06  45.503696 -73.574725  \n",
       "99574   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "99626   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "99680   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "99799   299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "99951   299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "99979   298562.860000  5.040987e+06  45.508778 -73.579822  \n",
       "100041  299287.578006  5.040727e+06  45.506444 -73.570544  \n",
       "100069  298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "100162  299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "100284  299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "100289  299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "100300  298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "100606  299057.683991  5.040564e+06  45.504973 -73.573484  \n",
       "100650  298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "100656  299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "100875  299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "100921  298657.812000  5.041003e+06  45.508917 -73.578607  \n",
       "100923  298980.318995  5.041314e+06  45.511722 -73.574483  \n",
       "100977  299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "101016  299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "\n",
       "[1150 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Huzaifa\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "atNight = inSet[(data.QUART == \"nuit\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CATEGORIE</th>\n",
       "      <th>DATE</th>\n",
       "      <th>QUART</th>\n",
       "      <th>PDQ</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299207.251998</td>\n",
       "      <td>5.040460e+06</td>\n",
       "      <td>45.504036</td>\n",
       "      <td>-73.571569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-15</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-16</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299043.123992</td>\n",
       "      <td>5.041066e+06</td>\n",
       "      <td>45.509491</td>\n",
       "      <td>-73.573677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299318.706992</td>\n",
       "      <td>5.040880e+06</td>\n",
       "      <td>45.507816</td>\n",
       "      <td>-73.570148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1749</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-25</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-07</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-10</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-12</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4234</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-27</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6186</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299012.133990</td>\n",
       "      <td>5.040497e+06</td>\n",
       "      <td>45.504371</td>\n",
       "      <td>-73.574066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6537</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-29</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7422</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-04-09</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7690</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-04-13</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298826.652998</td>\n",
       "      <td>5.040723e+06</td>\n",
       "      <td>45.506400</td>\n",
       "      <td>-73.576443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7781</th>\n",
       "      <td>Vol de véhicule à moteur</td>\n",
       "      <td>2015-04-13</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7822</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-04-14</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8801</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-04-26</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299220.230990</td>\n",
       "      <td>5.040629e+06</td>\n",
       "      <td>45.505560</td>\n",
       "      <td>-73.571405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9653</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-05-07</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11091</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-05-25</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298960.617000</td>\n",
       "      <td>5.040422e+06</td>\n",
       "      <td>45.503696</td>\n",
       "      <td>-73.574725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11288</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-05-26</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299287.883993</td>\n",
       "      <td>5.041115e+06</td>\n",
       "      <td>45.509938</td>\n",
       "      <td>-73.570545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11733</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-06-01</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11734</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-06-01</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12105</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-06-05</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12646</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-06-12</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12740</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-06-13</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12986</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-06-16</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299287.883993</td>\n",
       "      <td>5.041115e+06</td>\n",
       "      <td>45.509938</td>\n",
       "      <td>-73.570545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15359</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-07-16</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15520</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-07-18</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16485</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-07-30</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17475</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-08-11</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80701</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2017-10-07</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80824</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2017-10-09</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81179</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-10-13</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81386</th>\n",
       "      <td>Vol de véhicule à moteur</td>\n",
       "      <td>2017-10-15</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81894</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298657.812000</td>\n",
       "      <td>5.041003e+06</td>\n",
       "      <td>45.508917</td>\n",
       "      <td>-73.578607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81911</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83965</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-11-15</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84809</th>\n",
       "      <td>Vol de véhicule à moteur</td>\n",
       "      <td>2017-11-24</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86112</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>299207.251998</td>\n",
       "      <td>5.040460e+06</td>\n",
       "      <td>45.504036</td>\n",
       "      <td>-73.571569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86789</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87070</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2017-12-26</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87377</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299287.883993</td>\n",
       "      <td>5.041115e+06</td>\n",
       "      <td>45.509938</td>\n",
       "      <td>-73.570545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88130</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-01-16</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88203</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88423</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-01-20</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298980.318995</td>\n",
       "      <td>5.041314e+06</td>\n",
       "      <td>45.511722</td>\n",
       "      <td>-73.574483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88694</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2018-01-24</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89067</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89446</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2018-02-06</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89643</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90985</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299287.883993</td>\n",
       "      <td>5.041115e+06</td>\n",
       "      <td>45.509938</td>\n",
       "      <td>-73.570545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92440</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299318.706992</td>\n",
       "      <td>5.040880e+06</td>\n",
       "      <td>45.507816</td>\n",
       "      <td>-73.570148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93046</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-04-02</td>\n",
       "      <td>nuit</td>\n",
       "      <td>21</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94453</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-04-23</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299047.518000</td>\n",
       "      <td>5.041419e+06</td>\n",
       "      <td>45.512668</td>\n",
       "      <td>-73.573624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96355</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96578</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-26</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298657.812000</td>\n",
       "      <td>5.041003e+06</td>\n",
       "      <td>45.508917</td>\n",
       "      <td>-73.578607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98010</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99351</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>nuit</td>\n",
       "      <td>20</td>\n",
       "      <td>298562.860000</td>\n",
       "      <td>5.040987e+06</td>\n",
       "      <td>45.508778</td>\n",
       "      <td>-73.579822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100300</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101016</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-07-31</td>\n",
       "      <td>nuit</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               CATEGORIE        DATE QUART  PDQ  \\\n",
       "300                               Méfait  2015-01-05  nuit   20   \n",
       "988                         Introduction  2015-01-15  nuit   38   \n",
       "1102    Vol dans / sur véhicule à moteur  2015-01-16  nuit   20   \n",
       "1179                        Introduction  2015-01-18  nuit   38   \n",
       "1193                        Introduction  2015-01-18  nuit   21   \n",
       "1749                        Introduction  2015-01-25  nuit   20   \n",
       "2727    Vol dans / sur véhicule à moteur  2015-02-07  nuit   20   \n",
       "2935                        Introduction  2015-02-10  nuit   38   \n",
       "3110                        Introduction  2015-02-12  nuit   38   \n",
       "4234    Vol dans / sur véhicule à moteur  2015-02-27  nuit   20   \n",
       "6186                              Méfait  2015-03-24  nuit   20   \n",
       "6537                        Introduction  2015-03-29  nuit   38   \n",
       "7422    Vol dans / sur véhicule à moteur  2015-04-09  nuit   20   \n",
       "7690                        Introduction  2015-04-13  nuit   20   \n",
       "7781            Vol de véhicule à moteur  2015-04-13  nuit   20   \n",
       "7822                        Introduction  2015-04-14  nuit   38   \n",
       "8801    Vol dans / sur véhicule à moteur  2015-04-26  nuit   20   \n",
       "9653                              Méfait  2015-05-07  nuit   38   \n",
       "11091                       Introduction  2015-05-25  nuit   20   \n",
       "11288                     Vols qualifiés  2015-05-26  nuit   21   \n",
       "11733                       Introduction  2015-06-01  nuit   38   \n",
       "11734                       Introduction  2015-06-01  nuit   38   \n",
       "12105   Vol dans / sur véhicule à moteur  2015-06-05  nuit   20   \n",
       "12646                       Introduction  2015-06-12  nuit   38   \n",
       "12740                       Introduction  2015-06-13  nuit   38   \n",
       "12986                       Introduction  2015-06-16  nuit   38   \n",
       "15359                       Introduction  2015-07-16  nuit   21   \n",
       "15520                       Introduction  2015-07-18  nuit   38   \n",
       "16485                       Introduction  2015-07-30  nuit   20   \n",
       "17475                             Méfait  2015-08-11  nuit   38   \n",
       "...                                  ...         ...   ...  ...   \n",
       "80701                             Méfait  2017-10-07  nuit   38   \n",
       "80824                             Méfait  2017-10-09  nuit   38   \n",
       "81179                       Introduction  2017-10-13  nuit   38   \n",
       "81386           Vol de véhicule à moteur  2017-10-15  nuit   38   \n",
       "81894                       Introduction  2017-10-22  nuit   20   \n",
       "81911                       Introduction  2017-10-22  nuit   38   \n",
       "83965                       Introduction  2017-11-15  nuit   38   \n",
       "84809           Vol de véhicule à moteur  2017-11-24  nuit   38   \n",
       "86112                     Vols qualifiés  2017-12-10  nuit   20   \n",
       "86789                       Introduction  2017-12-21  nuit   38   \n",
       "87070                       Introduction  2017-12-26  nuit   38   \n",
       "87377                             Méfait  2018-01-02  nuit   38   \n",
       "88130                       Introduction  2018-01-16  nuit   38   \n",
       "88203                       Introduction  2018-01-17  nuit   38   \n",
       "88423                       Introduction  2018-01-20  nuit   38   \n",
       "88694                     Vols qualifiés  2018-01-24  nuit   38   \n",
       "89067                       Introduction  2018-01-31  nuit   38   \n",
       "89446                     Vols qualifiés  2018-02-06  nuit   38   \n",
       "89643                       Introduction  2018-02-10  nuit   38   \n",
       "90985                             Méfait  2018-03-01  nuit   21   \n",
       "92440   Vol dans / sur véhicule à moteur  2018-03-23  nuit   21   \n",
       "93046                       Introduction  2018-04-02  nuit   21   \n",
       "94453                       Introduction  2018-04-23  nuit   38   \n",
       "96355                       Introduction  2018-05-23  nuit   38   \n",
       "96578                       Introduction  2018-05-26  nuit   38   \n",
       "98010                       Introduction  2018-06-17  nuit   38   \n",
       "99351                       Introduction  2018-07-08  nuit   38   \n",
       "99979                       Introduction  2018-07-17  nuit   20   \n",
       "100300  Vol dans / sur véhicule à moteur  2018-07-21  nuit   38   \n",
       "101016                            Méfait  2018-07-31  nuit   38   \n",
       "\n",
       "                    X             Y        LAT       LONG  \n",
       "300     299207.251998  5.040460e+06  45.504036 -73.571569  \n",
       "988     298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "1102    298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "1179    299043.123992  5.041066e+06  45.509491 -73.573677  \n",
       "1193    299318.706992  5.040880e+06  45.507816 -73.570148  \n",
       "1749    299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "2727    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "2935    299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "3110    298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "4234    299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "6186    299012.133990  5.040497e+06  45.504371 -73.574066  \n",
       "6537    299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "7422    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "7690    298826.652998  5.040723e+06  45.506400 -73.576443  \n",
       "7781    299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "7822    298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "8801    299220.230990  5.040629e+06  45.505560 -73.571405  \n",
       "9653    299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "11091   298960.617000  5.040422e+06  45.503696 -73.574725  \n",
       "11288   299287.883993  5.041115e+06  45.509938 -73.570545  \n",
       "11733   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "11734   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "12105   298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "12646   298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "12740   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "12986   299287.883993  5.041115e+06  45.509938 -73.570545  \n",
       "15359   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "15520   298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "16485   298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "17475   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "...               ...           ...        ...        ...  \n",
       "80701   298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "80824   299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "81179   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "81386   299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "81894   298657.812000  5.041003e+06  45.508917 -73.578607  \n",
       "81911   299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "83965   299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "84809   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "86112   299207.251998  5.040460e+06  45.504036 -73.571569  \n",
       "86789   299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "87070   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "87377   299287.883993  5.041115e+06  45.509938 -73.570545  \n",
       "88130   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "88203   299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "88423   298980.318995  5.041314e+06  45.511722 -73.574483  \n",
       "88694   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "89067   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "89446   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "89643   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "90985   299287.883993  5.041115e+06  45.509938 -73.570545  \n",
       "92440   299318.706992  5.040880e+06  45.507816 -73.570148  \n",
       "93046   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "94453   299047.518000  5.041419e+06  45.512668 -73.573624  \n",
       "96355   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "96578   298657.812000  5.041003e+06  45.508917 -73.578607  \n",
       "98010   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "99351   299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "99979   298562.860000  5.040987e+06  45.508778 -73.579822  \n",
       "100300  298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "101016  299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "\n",
       "[163 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atNight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Huzaifa\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "atEvening = atNight = inSet[(data.QUART == \"soir\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CATEGORIE</th>\n",
       "      <th>DATE</th>\n",
       "      <th>QUART</th>\n",
       "      <th>PDQ</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>soir</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298885.498004</td>\n",
       "      <td>5.041170e+06</td>\n",
       "      <td>45.510427</td>\n",
       "      <td>-73.575695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-11</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-15</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1537</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299207.251998</td>\n",
       "      <td>5.040460e+06</td>\n",
       "      <td>45.504036</td>\n",
       "      <td>-73.571569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1576</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-01-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3190</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298749.826008</td>\n",
       "      <td>5.040969e+06</td>\n",
       "      <td>45.508611</td>\n",
       "      <td>-73.577429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3220</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298660.304999</td>\n",
       "      <td>5.040462e+06</td>\n",
       "      <td>45.504055</td>\n",
       "      <td>-73.578568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3383</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-16</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298980.318995</td>\n",
       "      <td>5.041314e+06</td>\n",
       "      <td>45.511722</td>\n",
       "      <td>-73.574483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5235</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298840.920997</td>\n",
       "      <td>5.041405e+06</td>\n",
       "      <td>45.512536</td>\n",
       "      <td>-73.576268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6005</th>\n",
       "      <td>Vol de véhicule à moteur</td>\n",
       "      <td>2015-03-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6047</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-03-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6048</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-03-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6185</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299151.529010</td>\n",
       "      <td>5.040752e+06</td>\n",
       "      <td>45.506662</td>\n",
       "      <td>-73.572286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6203</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6276</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-25</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6367</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298659.952998</td>\n",
       "      <td>5.040839e+06</td>\n",
       "      <td>45.507448</td>\n",
       "      <td>-73.578578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6390</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6503</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6601</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298826.652998</td>\n",
       "      <td>5.040723e+06</td>\n",
       "      <td>45.506400</td>\n",
       "      <td>-73.576443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7625</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-04-12</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7746</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-04-13</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299220.230990</td>\n",
       "      <td>5.040629e+06</td>\n",
       "      <td>45.505560</td>\n",
       "      <td>-73.571405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7996</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-04-16</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8320</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-04-20</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8631</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-04-24</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96216</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299241.833003</td>\n",
       "      <td>5.041145e+06</td>\n",
       "      <td>45.510207</td>\n",
       "      <td>-73.571134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96225</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96255</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-05-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299012.133990</td>\n",
       "      <td>5.040497e+06</td>\n",
       "      <td>45.504371</td>\n",
       "      <td>-73.574066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96256</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-05-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299125.930010</td>\n",
       "      <td>5.040692e+06</td>\n",
       "      <td>45.506122</td>\n",
       "      <td>-73.572613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96357</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96376</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298645.445000</td>\n",
       "      <td>5.041159e+06</td>\n",
       "      <td>45.510324</td>\n",
       "      <td>-73.578767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96483</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-25</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96547</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-05-25</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299182.031991</td>\n",
       "      <td>5.040573e+06</td>\n",
       "      <td>45.505052</td>\n",
       "      <td>-73.571893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96727</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-05-28</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97098</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-02</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298792.560000</td>\n",
       "      <td>5.041232e+06</td>\n",
       "      <td>45.510982</td>\n",
       "      <td>-73.576885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97322</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299137.625993</td>\n",
       "      <td>5.041213e+06</td>\n",
       "      <td>45.510812</td>\n",
       "      <td>-73.572469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97356</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-07</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97917</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-15</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299043.123992</td>\n",
       "      <td>5.041066e+06</td>\n",
       "      <td>45.509491</td>\n",
       "      <td>-73.573677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98047</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298718.852008</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507073</td>\n",
       "      <td>-73.577823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98260</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>298645.445000</td>\n",
       "      <td>5.041159e+06</td>\n",
       "      <td>45.510324</td>\n",
       "      <td>-73.578767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98362</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298795.069000</td>\n",
       "      <td>5.041036e+06</td>\n",
       "      <td>45.509215</td>\n",
       "      <td>-73.576851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98471</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98572</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298840.722997</td>\n",
       "      <td>5.041102e+06</td>\n",
       "      <td>45.509809</td>\n",
       "      <td>-73.576267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98713</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>soir</td>\n",
       "      <td>20</td>\n",
       "      <td>299151.529010</td>\n",
       "      <td>5.040752e+06</td>\n",
       "      <td>45.506662</td>\n",
       "      <td>-73.572286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99213</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99291</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99574</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-11</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99626</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100069</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-18</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100162</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-19</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100289</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100650</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100921</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298657.812000</td>\n",
       "      <td>5.041003e+06</td>\n",
       "      <td>45.508917</td>\n",
       "      <td>-73.578607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100923</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>298980.318995</td>\n",
       "      <td>5.041314e+06</td>\n",
       "      <td>45.511722</td>\n",
       "      <td>-73.574483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100977</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>soir</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>497 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               CATEGORIE        DATE QUART  PDQ  \\\n",
       "295                               Méfait  2015-01-05  soir   50   \n",
       "303     Vol dans / sur véhicule à moteur  2015-01-05  soir   38   \n",
       "677                         Introduction  2015-01-11  soir   38   \n",
       "845                         Introduction  2015-01-13  soir   38   \n",
       "971                         Introduction  2015-01-15  soir   38   \n",
       "1537    Vol dans / sur véhicule à moteur  2015-01-22  soir   20   \n",
       "1540    Vol dans / sur véhicule à moteur  2015-01-22  soir   20   \n",
       "1576                      Vols qualifiés  2015-01-22  soir   20   \n",
       "1955                        Introduction  2015-01-28  soir   38   \n",
       "2602                        Introduction  2015-02-06  soir   38   \n",
       "2633                              Méfait  2015-02-06  soir   20   \n",
       "3190                        Introduction  2015-02-13  soir   38   \n",
       "3220    Vol dans / sur véhicule à moteur  2015-02-13  soir   20   \n",
       "3383                        Introduction  2015-02-16  soir   38   \n",
       "5235                        Introduction  2015-03-13  soir   38   \n",
       "6005            Vol de véhicule à moteur  2015-03-21  soir   38   \n",
       "6047                              Méfait  2015-03-22  soir   38   \n",
       "6048                              Méfait  2015-03-22  soir   38   \n",
       "6185                              Méfait  2015-03-24  soir   20   \n",
       "6203                              Méfait  2015-03-24  soir   20   \n",
       "6276    Vol dans / sur véhicule à moteur  2015-03-25  soir   20   \n",
       "6367    Vol dans / sur véhicule à moteur  2015-03-26  soir   38   \n",
       "6390                      Vols qualifiés  2015-03-26  soir   38   \n",
       "6503    Vol dans / sur véhicule à moteur  2015-03-28  soir   38   \n",
       "6601                        Introduction  2015-03-30  soir   20   \n",
       "7625                        Introduction  2015-04-12  soir   38   \n",
       "7746                              Méfait  2015-04-13  soir   20   \n",
       "7996                              Méfait  2015-04-16  soir   38   \n",
       "8320                              Méfait  2015-04-20  soir   38   \n",
       "8631                        Introduction  2015-04-24  soir   38   \n",
       "...                                  ...         ...   ...  ...   \n",
       "96216                       Introduction  2018-05-21  soir   38   \n",
       "96225                       Introduction  2018-05-21  soir   38   \n",
       "96255   Vol dans / sur véhicule à moteur  2018-05-21  soir   20   \n",
       "96256   Vol dans / sur véhicule à moteur  2018-05-21  soir   20   \n",
       "96357                       Introduction  2018-05-23  soir   38   \n",
       "96376   Vol dans / sur véhicule à moteur  2018-05-23  soir   20   \n",
       "96483                       Introduction  2018-05-25  soir   38   \n",
       "96547   Vol dans / sur véhicule à moteur  2018-05-25  soir   20   \n",
       "96727                             Méfait  2018-05-28  soir   20   \n",
       "97098                             Méfait  2018-06-02  soir   38   \n",
       "97322                             Méfait  2018-06-06  soir   38   \n",
       "97356                       Introduction  2018-06-07  soir   38   \n",
       "97917                             Méfait  2018-06-15  soir   38   \n",
       "98047   Vol dans / sur véhicule à moteur  2018-06-17  soir   20   \n",
       "98260   Vol dans / sur véhicule à moteur  2018-06-20  soir   20   \n",
       "98362                       Introduction  2018-06-22  soir   38   \n",
       "98471   Vol dans / sur véhicule à moteur  2018-06-23  soir   38   \n",
       "98572                             Méfait  2018-06-25  soir   38   \n",
       "98713                             Méfait  2018-06-27  soir   20   \n",
       "99213                       Introduction  2018-07-06  soir   38   \n",
       "99291                     Vols qualifiés  2018-07-06  soir   38   \n",
       "99574                       Introduction  2018-07-11  soir   38   \n",
       "99626                       Introduction  2018-07-12  soir   38   \n",
       "100069                      Introduction  2018-07-18  soir   38   \n",
       "100162                      Introduction  2018-07-19  soir   38   \n",
       "100289                      Introduction  2018-07-21  soir   38   \n",
       "100650                      Introduction  2018-07-26  soir   38   \n",
       "100921                      Introduction  2018-07-30  soir   38   \n",
       "100923                      Introduction  2018-07-30  soir   38   \n",
       "100977  Vol dans / sur véhicule à moteur  2018-07-30  soir   38   \n",
       "\n",
       "                    X             Y        LAT       LONG  \n",
       "295     299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "303     298885.498004  5.041170e+06  45.510427 -73.575695  \n",
       "677     298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "845     298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "971     299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "1537    299207.251998  5.040460e+06  45.504036 -73.571569  \n",
       "1540    298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "1576    299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "1955    299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "2602    298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "2633    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "3190    298749.826008  5.040969e+06  45.508611 -73.577429  \n",
       "3220    298660.304999  5.040462e+06  45.504055 -73.578568  \n",
       "3383    298980.318995  5.041314e+06  45.511722 -73.574483  \n",
       "5235    298840.920997  5.041405e+06  45.512536 -73.576268  \n",
       "6005    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "6047    298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "6048    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "6185    299151.529010  5.040752e+06  45.506662 -73.572286  \n",
       "6203    299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "6276    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "6367    298659.952998  5.040839e+06  45.507448 -73.578578  \n",
       "6390    299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "6503    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "6601    298826.652998  5.040723e+06  45.506400 -73.576443  \n",
       "7625    299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "7746    299220.230990  5.040629e+06  45.505560 -73.571405  \n",
       "7996    299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "8320    298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "8631    299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "...               ...           ...        ...        ...  \n",
       "96216   299241.833003  5.041145e+06  45.510207 -73.571134  \n",
       "96225   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "96255   299012.133990  5.040497e+06  45.504371 -73.574066  \n",
       "96256   299125.930010  5.040692e+06  45.506122 -73.572613  \n",
       "96357   298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "96376   298645.445000  5.041159e+06  45.510324 -73.578767  \n",
       "96483   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "96547   299182.031991  5.040573e+06  45.505052 -73.571893  \n",
       "96727   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "97098   298792.560000  5.041232e+06  45.510982 -73.576885  \n",
       "97322   299137.625993  5.041213e+06  45.510812 -73.572469  \n",
       "97356   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "97917   299043.123992  5.041066e+06  45.509491 -73.573677  \n",
       "98047   298718.852008  5.040798e+06  45.507073 -73.577823  \n",
       "98260   298645.445000  5.041159e+06  45.510324 -73.578767  \n",
       "98362   298795.069000  5.041036e+06  45.509215 -73.576851  \n",
       "98471   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "98572   298840.722997  5.041102e+06  45.509809 -73.576267  \n",
       "98713   299151.529010  5.040752e+06  45.506662 -73.572286  \n",
       "99213   298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "99291   299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "99574   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "99626   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "100069  298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "100162  299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "100289  299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "100650  298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "100921  298657.812000  5.041003e+06  45.508917 -73.578607  \n",
       "100923  298980.318995  5.041314e+06  45.511722 -73.574483  \n",
       "100977  299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "\n",
       "[497 rows x 8 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atEvening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Huzaifa\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "atDay = inSet[(data.QUART == \"jour\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CATEGORIE</th>\n",
       "      <th>DATE</th>\n",
       "      <th>QUART</th>\n",
       "      <th>PDQ</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298915.735998</td>\n",
       "      <td>5.040361e+06</td>\n",
       "      <td>45.503146</td>\n",
       "      <td>-73.575298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299287.578006</td>\n",
       "      <td>5.040727e+06</td>\n",
       "      <td>45.506444</td>\n",
       "      <td>-73.570544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Vols qualifiés</td>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-14</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-01-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-01-18</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-23</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298998.025004</td>\n",
       "      <td>5.040998e+06</td>\n",
       "      <td>45.508875</td>\n",
       "      <td>-73.574253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-01-31</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2262</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>jour</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2640</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2872</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2015-02-09</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298539.693000</td>\n",
       "      <td>5.040924e+06</td>\n",
       "      <td>45.508206</td>\n",
       "      <td>-73.580118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3891</th>\n",
       "      <td>Vol de véhicule à moteur</td>\n",
       "      <td>2015-02-22</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3981</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-02-24</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299287.883993</td>\n",
       "      <td>5.041115e+06</td>\n",
       "      <td>45.509938</td>\n",
       "      <td>-73.570545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4002</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-24</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298961.126001</td>\n",
       "      <td>5.040925e+06</td>\n",
       "      <td>45.508217</td>\n",
       "      <td>-73.574724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4277</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-02-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298718.852008</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507073</td>\n",
       "      <td>-73.577823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4305</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4313</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299047.518000</td>\n",
       "      <td>5.041419e+06</td>\n",
       "      <td>45.512668</td>\n",
       "      <td>-73.573624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4326</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298396.434006</td>\n",
       "      <td>5.040518e+06</td>\n",
       "      <td>45.504550</td>\n",
       "      <td>-73.581946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4681</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-06</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4884</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-09</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298591.337000</td>\n",
       "      <td>5.041047e+06</td>\n",
       "      <td>45.509313</td>\n",
       "      <td>-73.579458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5108</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-11</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5411</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-15</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298819.944990</td>\n",
       "      <td>5.041327e+06</td>\n",
       "      <td>45.511840</td>\n",
       "      <td>-73.576536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5641</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-17</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5835</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-20</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298396.434006</td>\n",
       "      <td>5.040518e+06</td>\n",
       "      <td>45.504550</td>\n",
       "      <td>-73.581946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5836</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-20</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298826.652998</td>\n",
       "      <td>5.040723e+06</td>\n",
       "      <td>45.506400</td>\n",
       "      <td>-73.576443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6170</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298980.318995</td>\n",
       "      <td>5.041314e+06</td>\n",
       "      <td>45.511722</td>\n",
       "      <td>-73.574483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6274</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2015-03-25</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298396.434006</td>\n",
       "      <td>5.040518e+06</td>\n",
       "      <td>45.504550</td>\n",
       "      <td>-73.581946</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95562</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95563</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299095.122006</td>\n",
       "      <td>5.041146e+06</td>\n",
       "      <td>45.510212</td>\n",
       "      <td>-73.573012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95698</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-05-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298554.763997</td>\n",
       "      <td>5.040774e+06</td>\n",
       "      <td>45.506857</td>\n",
       "      <td>-73.579923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95890</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298840.920997</td>\n",
       "      <td>5.041405e+06</td>\n",
       "      <td>45.512536</td>\n",
       "      <td>-73.576268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96020</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-18</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96050</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-05-18</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299125.930010</td>\n",
       "      <td>5.040692e+06</td>\n",
       "      <td>45.506122</td>\n",
       "      <td>-73.572613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96574</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-26</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298914.069006</td>\n",
       "      <td>5.040853e+06</td>\n",
       "      <td>45.507576</td>\n",
       "      <td>-73.575326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96642</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-27</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299268.555999</td>\n",
       "      <td>5.041048e+06</td>\n",
       "      <td>45.509334</td>\n",
       "      <td>-73.570791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96696</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299230.326002</td>\n",
       "      <td>5.040941e+06</td>\n",
       "      <td>45.508363</td>\n",
       "      <td>-73.571279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96882</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-05-30</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299047.518000</td>\n",
       "      <td>5.041419e+06</td>\n",
       "      <td>45.512668</td>\n",
       "      <td>-73.573624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97114</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-03</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298591.337000</td>\n",
       "      <td>5.041047e+06</td>\n",
       "      <td>45.509313</td>\n",
       "      <td>-73.579458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97429</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-08</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298736.858991</td>\n",
       "      <td>5.040951e+06</td>\n",
       "      <td>45.508450</td>\n",
       "      <td>-73.577595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97710</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298736.858991</td>\n",
       "      <td>5.040951e+06</td>\n",
       "      <td>45.508450</td>\n",
       "      <td>-73.577595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97733</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298826.652998</td>\n",
       "      <td>5.040723e+06</td>\n",
       "      <td>45.506400</td>\n",
       "      <td>-73.576443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97798</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-06-13</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97819</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-13</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97985</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299287.578006</td>\n",
       "      <td>5.040727e+06</td>\n",
       "      <td>45.506444</td>\n",
       "      <td>-73.570544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98009</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299130.230006</td>\n",
       "      <td>5.040704e+06</td>\n",
       "      <td>45.506230</td>\n",
       "      <td>-73.572558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98027</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>298876.045000</td>\n",
       "      <td>5.040798e+06</td>\n",
       "      <td>45.507081</td>\n",
       "      <td>-73.575812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98810</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-06-28</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99279</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299012.133990</td>\n",
       "      <td>5.040497e+06</td>\n",
       "      <td>45.504371</td>\n",
       "      <td>-73.574066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99463</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>298960.617000</td>\n",
       "      <td>5.040422e+06</td>\n",
       "      <td>45.503696</td>\n",
       "      <td>-73.574725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99680</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99799</th>\n",
       "      <td>Méfait</td>\n",
       "      <td>2018-07-14</td>\n",
       "      <td>jour</td>\n",
       "      <td>50</td>\n",
       "      <td>299245.433000</td>\n",
       "      <td>5.040529e+06</td>\n",
       "      <td>45.504661</td>\n",
       "      <td>-73.571081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99951</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-16</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299269.622992</td>\n",
       "      <td>5.041388e+06</td>\n",
       "      <td>45.512387</td>\n",
       "      <td>-73.570781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100041</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299287.578006</td>\n",
       "      <td>5.040727e+06</td>\n",
       "      <td>45.506444</td>\n",
       "      <td>-73.570544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100284</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-21</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299220.019001</td>\n",
       "      <td>5.041310e+06</td>\n",
       "      <td>45.511684</td>\n",
       "      <td>-73.571415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100606</th>\n",
       "      <td>Vol dans / sur véhicule à moteur</td>\n",
       "      <td>2018-07-25</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299057.683991</td>\n",
       "      <td>5.040564e+06</td>\n",
       "      <td>45.504973</td>\n",
       "      <td>-73.573484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100656</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>jour</td>\n",
       "      <td>38</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100875</th>\n",
       "      <td>Introduction</td>\n",
       "      <td>2018-07-29</td>\n",
       "      <td>jour</td>\n",
       "      <td>20</td>\n",
       "      <td>299198.426992</td>\n",
       "      <td>5.040863e+06</td>\n",
       "      <td>45.507666</td>\n",
       "      <td>-73.571687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>490 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               CATEGORIE        DATE QUART  PDQ  \\\n",
       "271                         Introduction  2015-01-05  jour   20   \n",
       "748                         Introduction  2015-01-12  jour   20   \n",
       "815                       Vols qualifiés  2015-01-12  jour   20   \n",
       "928                               Méfait  2015-01-14  jour   38   \n",
       "1092                              Méfait  2015-01-16  jour   20   \n",
       "1215    Vol dans / sur véhicule à moteur  2015-01-18  jour   38   \n",
       "1608                        Introduction  2015-01-23  jour   38   \n",
       "1665                        Introduction  2015-01-24  jour   20   \n",
       "1940                        Introduction  2015-01-28  jour   38   \n",
       "1959                        Introduction  2015-01-28  jour   38   \n",
       "2196                        Introduction  2015-01-31  jour   38   \n",
       "2262                              Méfait  2015-02-01  jour   50   \n",
       "2640    Vol dans / sur véhicule à moteur  2015-02-06  jour   20   \n",
       "2872                              Méfait  2015-02-09  jour   20   \n",
       "3891            Vol de véhicule à moteur  2015-02-22  jour   38   \n",
       "3981                        Introduction  2015-02-24  jour   38   \n",
       "4002    Vol dans / sur véhicule à moteur  2015-02-24  jour   38   \n",
       "4277    Vol dans / sur véhicule à moteur  2015-02-28  jour   38   \n",
       "4305                        Introduction  2015-03-01  jour   38   \n",
       "4313                        Introduction  2015-03-01  jour   38   \n",
       "4326    Vol dans / sur véhicule à moteur  2015-03-01  jour   20   \n",
       "4681                        Introduction  2015-03-06  jour   38   \n",
       "4884                        Introduction  2015-03-09  jour   38   \n",
       "5108    Vol dans / sur véhicule à moteur  2015-03-11  jour   38   \n",
       "5411                        Introduction  2015-03-15  jour   38   \n",
       "5641    Vol dans / sur véhicule à moteur  2015-03-17  jour   38   \n",
       "5835                        Introduction  2015-03-20  jour   20   \n",
       "5836                        Introduction  2015-03-20  jour   20   \n",
       "6170                        Introduction  2015-03-24  jour   38   \n",
       "6274    Vol dans / sur véhicule à moteur  2015-03-25  jour   20   \n",
       "...                                  ...         ...   ...  ...   \n",
       "95562                             Méfait  2018-05-10  jour   38   \n",
       "95563                             Méfait  2018-05-10  jour   38   \n",
       "95698   Vol dans / sur véhicule à moteur  2018-05-12  jour   20   \n",
       "95890                       Introduction  2018-05-16  jour   38   \n",
       "96020                       Introduction  2018-05-18  jour   38   \n",
       "96050                             Méfait  2018-05-18  jour   20   \n",
       "96574                       Introduction  2018-05-26  jour   38   \n",
       "96642                       Introduction  2018-05-27  jour   38   \n",
       "96696                       Introduction  2018-05-28  jour   38   \n",
       "96882                       Introduction  2018-05-30  jour   38   \n",
       "97114                       Introduction  2018-06-03  jour   20   \n",
       "97429                       Introduction  2018-06-08  jour   38   \n",
       "97710                       Introduction  2018-06-12  jour   38   \n",
       "97733   Vol dans / sur véhicule à moteur  2018-06-12  jour   20   \n",
       "97798                             Méfait  2018-06-13  jour   38   \n",
       "97819   Vol dans / sur véhicule à moteur  2018-06-13  jour   38   \n",
       "97985   Vol dans / sur véhicule à moteur  2018-06-16  jour   20   \n",
       "98009                       Introduction  2018-06-17  jour   38   \n",
       "98027                       Introduction  2018-06-17  jour   38   \n",
       "98810   Vol dans / sur véhicule à moteur  2018-06-28  jour   38   \n",
       "99279   Vol dans / sur véhicule à moteur  2018-07-06  jour   20   \n",
       "99463   Vol dans / sur véhicule à moteur  2018-07-09  jour   20   \n",
       "99680   Vol dans / sur véhicule à moteur  2018-07-12  jour   38   \n",
       "99799                             Méfait  2018-07-14  jour   50   \n",
       "99951   Vol dans / sur véhicule à moteur  2018-07-16  jour   38   \n",
       "100041  Vol dans / sur véhicule à moteur  2018-07-17  jour   20   \n",
       "100284                      Introduction  2018-07-21  jour   38   \n",
       "100606  Vol dans / sur véhicule à moteur  2018-07-25  jour   20   \n",
       "100656                      Introduction  2018-07-26  jour   38   \n",
       "100875                      Introduction  2018-07-29  jour   20   \n",
       "\n",
       "                    X             Y        LAT       LONG  \n",
       "271     298915.735998  5.040361e+06  45.503146 -73.575298  \n",
       "748     299287.578006  5.040727e+06  45.506444 -73.570544  \n",
       "815     298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "928     299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "1092    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "1215    299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "1608    298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "1665    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "1940    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "1959    298998.025004  5.040998e+06  45.508875 -73.574253  \n",
       "2196    298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "2262    299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "2640    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "2872    298539.693000  5.040924e+06  45.508206 -73.580118  \n",
       "3891    299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "3981    299287.883993  5.041115e+06  45.509938 -73.570545  \n",
       "4002    298961.126001  5.040925e+06  45.508217 -73.574724  \n",
       "4277    298718.852008  5.040798e+06  45.507073 -73.577823  \n",
       "4305    299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "4313    299047.518000  5.041419e+06  45.512668 -73.573624  \n",
       "4326    298396.434006  5.040518e+06  45.504550 -73.581946  \n",
       "4681    299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "4884    298591.337000  5.041047e+06  45.509313 -73.579458  \n",
       "5108    299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "5411    298819.944990  5.041327e+06  45.511840 -73.576536  \n",
       "5641    298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "5835    298396.434006  5.040518e+06  45.504550 -73.581946  \n",
       "5836    298826.652998  5.040723e+06  45.506400 -73.576443  \n",
       "6170    298980.318995  5.041314e+06  45.511722 -73.574483  \n",
       "6274    298396.434006  5.040518e+06  45.504550 -73.581946  \n",
       "...               ...           ...        ...        ...  \n",
       "95562   299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "95563   299095.122006  5.041146e+06  45.510212 -73.573012  \n",
       "95698   298554.763997  5.040774e+06  45.506857 -73.579923  \n",
       "95890   298840.920997  5.041405e+06  45.512536 -73.576268  \n",
       "96020   298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "96050   299125.930010  5.040692e+06  45.506122 -73.572613  \n",
       "96574   298914.069006  5.040853e+06  45.507576 -73.575326  \n",
       "96642   299268.555999  5.041048e+06  45.509334 -73.570791  \n",
       "96696   299230.326002  5.040941e+06  45.508363 -73.571279  \n",
       "96882   299047.518000  5.041419e+06  45.512668 -73.573624  \n",
       "97114   298591.337000  5.041047e+06  45.509313 -73.579458  \n",
       "97429   298736.858991  5.040951e+06  45.508450 -73.577595  \n",
       "97710   298736.858991  5.040951e+06  45.508450 -73.577595  \n",
       "97733   298826.652998  5.040723e+06  45.506400 -73.576443  \n",
       "97798   299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "97819   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "97985   299287.578006  5.040727e+06  45.506444 -73.570544  \n",
       "98009   299130.230006  5.040704e+06  45.506230 -73.572558  \n",
       "98027   298876.045000  5.040798e+06  45.507081 -73.575812  \n",
       "98810   299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "99279   299012.133990  5.040497e+06  45.504371 -73.574066  \n",
       "99463   298960.617000  5.040422e+06  45.503696 -73.574725  \n",
       "99680   299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "99799   299245.433000  5.040529e+06  45.504661 -73.571081  \n",
       "99951   299269.622992  5.041388e+06  45.512387 -73.570781  \n",
       "100041  299287.578006  5.040727e+06  45.506444 -73.570544  \n",
       "100284  299220.019001  5.041310e+06  45.511684 -73.571415  \n",
       "100606  299057.683991  5.040564e+06  45.504973 -73.573484  \n",
       "100656  299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "100875  299198.426992  5.040863e+06  45.507666 -73.571687  \n",
       "\n",
       "[490 rows x 8 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atDay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22ab474e048>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.PDQ.hist(bins=20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "counter = Counter(data['QUART'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "author_names = counter.keys()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "author_counts = counter.values()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexes = np.arange(len(author_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(indexes, author_counts, 0.7)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x22ab4e973c8>,\n",
       "  <matplotlib.axis.XTick at 0x22ab4e8b048>,\n",
       "  <matplotlib.axis.XTick at 0x22ab4e8bbe0>],\n",
       " <a list of 3 Text xticklabel objects>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xticks(indexes + 0.7 * 0.5, author_names)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22ab50fe278>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inSet['QUART'].value_counts().plot(kind='bar')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22ab513fa90>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "atDay['CATEGORIE'].value_counts().plot(kind='bar')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "inWinter = inSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22ab51a9c50>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inWinter['DATE'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "inWinter = inSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "inWinter = inWinter.set_index('DATE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Huzaifa\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "ename": "IndexingError",
     "evalue": "Unalignable boolean Series provided as indexer (index of the boolean Series and of the indexed object do not match",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexingError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-7b5916c12e9f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0minWinterCrimes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minWinter\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDATE\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'2017'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2677\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2678\u001b[0m             \u001b[1;31m# either boolean or fancy integer index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2679\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2680\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2681\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2717\u001b[0m             \u001b[1;31m# check_bool_indexer will throw exception if Series key cannot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2718\u001b[0m             \u001b[1;31m# be reindexed to match DataFrame rows\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2719\u001b[1;33m             \u001b[0mkey\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck_bool_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2720\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnonzero\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2721\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36mcheck_bool_indexer\u001b[1;34m(ax, key)\u001b[0m\n\u001b[0;32m   2354\u001b[0m         \u001b[0mmask\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2355\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2356\u001b[1;33m             raise IndexingError('Unalignable boolean Series provided as '\n\u001b[0m\u001b[0;32m   2357\u001b[0m                                 \u001b[1;34m'indexer (index of the boolean Series and of '\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2358\u001b[0m                                 'the indexed object do not match')\n",
      "\u001b[1;31mIndexingError\u001b[0m: Unalignable boolean Series provided as indexer (index of the boolean Series and of the indexed object do not match"
     ]
    }
   ],
   "source": [
    "inWinterCrimes = inWinter[(data.DATE == '2017')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "inWinterCrimes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}