pandas1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Titre de mon carnet\n",
    "\n",
    "Texte en *italique* et en **gras** et **_gi_**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 style=\"background:pink\">Yo</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8712"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = 99\n",
    "b = 88\n",
    "c = a * b\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8720"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c + 8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonjour\n",
    "Ceci est mon premier [carnet](http://uqam.ca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pan\n",
    "import matplotlib as mp\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "guns = pan.read_csv(\"guns.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>type</th>\n",
       "      <th>action</th>\n",
       "      <th>class</th>\n",
       "      <th>barrel_length</th>\n",
       "      <th>calibre</th>\n",
       "      <th>shots</th>\n",
       "      <th>registration_date</th>\n",
       "      <th>province</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>client_type</th>\n",
       "      <th>stolen_date</th>\n",
       "      <th>lost_date</th>\n",
       "      <th>recovered_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>10-22 CARBINE</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 LONG RIFLE</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-09-22</td>\n",
       "      <td>AB</td>\n",
       "      <td>T4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>39</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CALIBRE</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-02-25</td>\n",
       "      <td>ON</td>\n",
       "      <td>P7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>72</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-20</td>\n",
       "      <td>SK</td>\n",
       "      <td>S7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>M77 HAWKEYE</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>204 RUGER</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-03-18</td>\n",
       "      <td>ON</td>\n",
       "      <td>L0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>MODEL 29B</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22 CAL</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-29</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>36 A</td>\n",
       "      <td>MARLIN FIREARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>4</td>\n",
       "      <td>2000-04-29</td>\n",
       "      <td>NF</td>\n",
       "      <td>A5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>LEE-ENFIELD</td>\n",
       "      <td>NO 1 MARK 3*</td>\n",
       "      <td>BIRMINGHAM SMALL ARMS (BSA)</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>640.0</td>\n",
       "      <td>303 BRITISH</td>\n",
       "      <td>10</td>\n",
       "      <td>2009-12-07</td>\n",
       "      <td>ON</td>\n",
       "      <td>L6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>BAIKAL</td>\n",
       "      <td>IJ-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-02-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>RANGER 120</td>\n",
       "      <td>US REPEATING ARMS</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-11-03</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CAL</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-02-08</td>\n",
       "      <td>ON</td>\n",
       "      <td>M4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12</td>\n",
       "      <td>SPECIAL GEWEHR LAVF STAHL</td>\n",
       "      <td>SG1</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2001-12-22</td>\n",
       "      <td>ON</td>\n",
       "      <td>K1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>13</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BL-22</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>15</td>\n",
       "      <td>2002-04-24</td>\n",
       "      <td>AB</td>\n",
       "      <td>T0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>14</td>\n",
       "      <td>STOEGER</td>\n",
       "      <td>P350</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2006-07-20</td>\n",
       "      <td>UN</td>\n",
       "      <td>UN</td>\n",
       "      <td>Business</td>\n",
       "      <td>2011-03-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-10-24</td>\n",
       "      <td>MB</td>\n",
       "      <td>R5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>16</td>\n",
       "      <td>LAKEFIELD/MOSSBERG</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>715.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>2</td>\n",
       "      <td>2002-02-04</td>\n",
       "      <td>ON</td>\n",
       "      <td>P6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17</td>\n",
       "      <td>RANGE</td>\n",
       "      <td>UK</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-S-L-LR</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-12-30</td>\n",
       "      <td>NS</td>\n",
       "      <td>B0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>18</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>WOODMASTER 742</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-06</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-26</td>\n",
       "      <td>BC</td>\n",
       "      <td>V1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-04-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BROWNING PATENTS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>629.0</td>\n",
       "      <td>7 MM REM MAG</td>\n",
       "      <td>4</td>\n",
       "      <td>2003-05-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>812</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-08-17</td>\n",
       "      <td>BC</td>\n",
       "      <td>V1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>22</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1894</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>32 WIN SPL</td>\n",
       "      <td>8</td>\n",
       "      <td>2006-07-21</td>\n",
       "      <td>ON</td>\n",
       "      <td>K0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>23</td>\n",
       "      <td>STAR</td>\n",
       "      <td>F</td>\n",
       "      <td>BONIFACIO ECHEVERRIA</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>108.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>8</td>\n",
       "      <td>2002-08-06</td>\n",
       "      <td>ON</td>\n",
       "      <td>P8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>24</td>\n",
       "      <td>PARA-ORDNANCE</td>\n",
       "      <td>14 45 LIMITED</td>\n",
       "      <td>PARA-ORDNANCE</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>127.0</td>\n",
       "      <td>45 AUTO</td>\n",
       "      <td>10</td>\n",
       "      <td>2006-06-09</td>\n",
       "      <td>ON</td>\n",
       "      <td>M2</td>\n",
       "      <td>Business</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>25</td>\n",
       "      <td>THOMPSON/CENTER</td>\n",
       "      <td>ENCORE ENDEAVOR</td>\n",
       "      <td>THOMPSON/CENTER ARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>50 PERCUSSION</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-04-04</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>26</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>94 CHEROKEE COMMEMORATIVE</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>6</td>\n",
       "      <td>2005-03-01</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>27</td>\n",
       "      <td>HARRINGTON &amp; RICHARDSON</td>\n",
       "      <td>098</td>\n",
       "      <td>HARRINGTON &amp; RICHARDSON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>700.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-05-23</td>\n",
       "      <td>AB</td>\n",
       "      <td>T0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>28</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>94C</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-06-28</td>\n",
       "      <td>NF</td>\n",
       "      <td>A1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>29</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>470.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2006-09-29</td>\n",
       "      <td>AB</td>\n",
       "      <td>T2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>30</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>490</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-01-19</td>\n",
       "      <td>ON</td>\n",
       "      <td>L0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>31</td>\n",
       "      <td>MIDLAND</td>\n",
       "      <td>2100</td>\n",
       "      <td>MIDLAND GUN COMPANY</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>30-06 SPRG</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-10-24</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016778</th>\n",
       "      <td>8016780</td>\n",
       "      <td>BERNARDELLI</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>83.0</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "      <td>2001-10-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016779</th>\n",
       "      <td>8016781</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>69A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22 LR</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-10</td>\n",
       "      <td>BC</td>\n",
       "      <td>V8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016780</th>\n",
       "      <td>8016782</td>\n",
       "      <td>KIMBER</td>\n",
       "      <td>CUSTOM II</td>\n",
       "      <td>KIMBER</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>127.0</td>\n",
       "      <td>45 AUTO</td>\n",
       "      <td>7</td>\n",
       "      <td>2009-11-05</td>\n",
       "      <td>ON</td>\n",
       "      <td>N5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016781</th>\n",
       "      <td>8016783</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-02-14</td>\n",
       "      <td>QC</td>\n",
       "      <td>G6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016782</th>\n",
       "      <td>8016784</td>\n",
       "      <td>THOMPSON CENTER ARMS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Other</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.45 CAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-03-13</td>\n",
       "      <td>ON</td>\n",
       "      <td>K6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016783</th>\n",
       "      <td>8016785</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>782</td>\n",
       "      <td>MARLIN FIREARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>22 MAG</td>\n",
       "      <td>7</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>ON</td>\n",
       "      <td>K8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016784</th>\n",
       "      <td>8016786</td>\n",
       "      <td>STEVENS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-13</td>\n",
       "      <td>NF</td>\n",
       "      <td>A0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016785</th>\n",
       "      <td>8016787</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BL-22</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>15</td>\n",
       "      <td>2011-02-26</td>\n",
       "      <td>ON</td>\n",
       "      <td>N0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016786</th>\n",
       "      <td>8016788</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016787</th>\n",
       "      <td>8016789</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-06-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016788</th>\n",
       "      <td>8016790</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>10 PREDATOR</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>204 RUGER</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-11-06</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016789</th>\n",
       "      <td>8016791</td>\n",
       "      <td>SMITH &amp; WESSON</td>\n",
       "      <td>32 SAFETY HAMMERLESS FIRST MODEL</td>\n",
       "      <td>SMITH &amp; WESSON</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>76.0</td>\n",
       "      <td>32 S&amp;W</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-12-20</td>\n",
       "      <td>ON</td>\n",
       "      <td>N0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016790</th>\n",
       "      <td>8016792</td>\n",
       "      <td>GREENER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14G</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-05-16</td>\n",
       "      <td>BC</td>\n",
       "      <td>V0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016791</th>\n",
       "      <td>8016793</td>\n",
       "      <td>ARMINIUS</td>\n",
       "      <td>HW38</td>\n",
       "      <td>WEIHRAUCH</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>102.0</td>\n",
       "      <td>38 SPL</td>\n",
       "      <td>6</td>\n",
       "      <td>1999-11-18</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016792</th>\n",
       "      <td>8016794</td>\n",
       "      <td>ERMA</td>\n",
       "      <td>ET22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>292.0</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-08-25</td>\n",
       "      <td>ON</td>\n",
       "      <td>M6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016793</th>\n",
       "      <td>8016795</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS SUPER MAGNUM</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2005-02-03</td>\n",
       "      <td>MB</td>\n",
       "      <td>R0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016794</th>\n",
       "      <td>8016796</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>75</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-03-05</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016795</th>\n",
       "      <td>8016797</td>\n",
       "      <td>MAVERICK</td>\n",
       "      <td>91</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>6</td>\n",
       "      <td>2002-02-04</td>\n",
       "      <td>AB</td>\n",
       "      <td>T9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016796</th>\n",
       "      <td>8016798</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>GOLDEN-39A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CALIBRE22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2003-01-04</td>\n",
       "      <td>AB</td>\n",
       "      <td>T5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016797</th>\n",
       "      <td>8016799</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>470.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-01-28</td>\n",
       "      <td>MB</td>\n",
       "      <td>R2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016798</th>\n",
       "      <td>8016800</td>\n",
       "      <td>DIANA</td>\n",
       "      <td>350 MAGNUM</td>\n",
       "      <td>DIANA</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Air, spring or gas</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>495.0</td>\n",
       "      <td>177 PELLET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-30</td>\n",
       "      <td>ON</td>\n",
       "      <td>L6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016799</th>\n",
       "      <td>8016801</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-09-20</td>\n",
       "      <td>ON</td>\n",
       "      <td>N4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016800</th>\n",
       "      <td>8016802</td>\n",
       "      <td>BNP</td>\n",
       "      <td>BSAC-1917</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-01-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>G4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016801</th>\n",
       "      <td>8016803</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>760</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CALIBRE</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-04</td>\n",
       "      <td>NB</td>\n",
       "      <td>E2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016802</th>\n",
       "      <td>8016804</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1200</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-29</td>\n",
       "      <td>ON</td>\n",
       "      <td>N4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016803</th>\n",
       "      <td>8016805</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>SINGLE SIX</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>140.0</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>2002-08-07</td>\n",
       "      <td>BC</td>\n",
       "      <td>V9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016804</th>\n",
       "      <td>8016806</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>94</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>6</td>\n",
       "      <td>2008-04-30</td>\n",
       "      <td>ON</td>\n",
       "      <td>N1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016805</th>\n",
       "      <td>8016807</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>490</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-03-14</td>\n",
       "      <td>AB</td>\n",
       "      <td>T1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016806</th>\n",
       "      <td>8016808</td>\n",
       "      <td>LAKEFIELD MOSSBERG</td>\n",
       "      <td>400G</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-10-16</td>\n",
       "      <td>NS</td>\n",
       "      <td>B3</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016807</th>\n",
       "      <td>8016809</td>\n",
       "      <td>MAVERICK</td>\n",
       "      <td>88</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-09-12</td>\n",
       "      <td>NF</td>\n",
       "      <td>A0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8016808 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                       make                             model  \\\n",
       "0              2                      RUGER                     10-22 CARBINE   \n",
       "1              3                      COOEY                                39   \n",
       "2              4                 WINCHESTER                                72   \n",
       "3              5                      RUGER                       M77 HAWKEYE   \n",
       "4              6                     SAVAGE                         MODEL 29B   \n",
       "5              7                     MARLIN                              36 A   \n",
       "6              8                LEE-ENFIELD                      NO 1 MARK 3*   \n",
       "7              9                     BAIKAL                             IJ-18   \n",
       "8             10                 WINCHESTER                        RANGER 120   \n",
       "9             11                      RUGER                             RUGER   \n",
       "10            12  SPECIAL GEWEHR LAVF STAHL                               SG1   \n",
       "11            13                   BROWNING                             BL-22   \n",
       "12            14                    STOEGER                              P350   \n",
       "13            15                 WINCHESTER                              1200   \n",
       "14            16         LAKEFIELD/MOSSBERG                           UNKNOWN   \n",
       "15            17                      RANGE                                UK   \n",
       "16            18                  REMINGTON                    WOODMASTER 742   \n",
       "17            19                 WINCHESTER                           UNKNOWN   \n",
       "18            20                   BROWNING                  BROWNING PATENTS   \n",
       "19            21                  REMINGTON                               812   \n",
       "20            22                 WINCHESTER                              1894   \n",
       "21            23                       STAR                                 F   \n",
       "22            24              PARA-ORDNANCE                     14 45 LIMITED   \n",
       "23            25            THOMPSON/CENTER                   ENCORE ENDEAVOR   \n",
       "24            26                 WINCHESTER         94 CHEROKEE COMMEMORATIVE   \n",
       "25            27    HARRINGTON & RICHARDSON                               098   \n",
       "26            28                     SAVAGE                               94C   \n",
       "27            29                      RUGER                           MINI-14   \n",
       "28            30                 WINCHESTER                               490   \n",
       "29            31                    MIDLAND                              2100   \n",
       "...          ...                        ...                               ...   \n",
       "8016778  8016780                BERNARDELLI                           UNKNOWN   \n",
       "8016779  8016781                 WINCHESTER                               69A   \n",
       "8016780  8016782                     KIMBER                         CUSTOM II   \n",
       "8016781  8016783                 WINCHESTER                              2200   \n",
       "8016782  8016784       THOMPSON CENTER ARMS                           UNKNOWN   \n",
       "8016783  8016785                     MARLIN                               782   \n",
       "8016784  8016786                    STEVENS                           UNKNOWN   \n",
       "8016785  8016787                   BROWNING                             BL-22   \n",
       "8016786  8016788                  REMINGTON                       870 EXPRESS   \n",
       "8016787  8016789                      RUGER                           MINI-14   \n",
       "8016788  8016790                     SAVAGE                       10 PREDATOR   \n",
       "8016789  8016791             SMITH & WESSON  32 SAFETY HAMMERLESS FIRST MODEL   \n",
       "8016790  8016792                    GREENER                           UNKNOWN   \n",
       "8016791  8016793                   ARMINIUS                              HW38   \n",
       "8016792  8016794                       ERMA                              ET22   \n",
       "8016793  8016795                  REMINGTON          870 EXPRESS SUPER MAGNUM   \n",
       "8016794  8016796                      COOEY                                75   \n",
       "8016795  8016797                   MAVERICK                                91   \n",
       "8016796  8016798                     MARLIN                        GOLDEN-39A   \n",
       "8016797  8016799                      RUGER                           MINI-14   \n",
       "8016798  8016800                      DIANA                        350 MAGNUM   \n",
       "8016799  8016801                 WINCHESTER                              2200   \n",
       "8016800  8016802                        BNP                         BSAC-1917   \n",
       "8016801  8016803                  REMINGTON                               760   \n",
       "8016802  8016804                 WINCHESTER                              1200   \n",
       "8016803  8016805                      RUGER                        SINGLE SIX   \n",
       "8016804  8016806                 WINCHESTER                                94   \n",
       "8016805  8016807                 WINCHESTER                               490   \n",
       "8016806  8016808         LAKEFIELD MOSSBERG                              400G   \n",
       "8016807  8016809                   MAVERICK                                88   \n",
       "\n",
       "                          manufacturer     type              action  \\\n",
       "0                              UNKNOWN    Rifle      Semi-Automatic   \n",
       "1                              UNKNOWN    Rifle         Bolt Action   \n",
       "2                              UNKNOWN    Rifle         Bolt Action   \n",
       "3                          STURM RUGER    Rifle         Bolt Action   \n",
       "4                              UNKNOWN    Rifle         Pump Action   \n",
       "5                      MARLIN FIREARMS    Rifle        Lever Action   \n",
       "6          BIRMINGHAM SMALL ARMS (BSA)    Rifle         Bolt Action   \n",
       "7                              UNKNOWN  Shotgun         Hinge Break   \n",
       "8                    US REPEATING ARMS  Shotgun         Pump Action   \n",
       "9                              UNKNOWN    Rifle      Semi-Automatic   \n",
       "10                             UNKNOWN  Shotgun         Hinge Break   \n",
       "11       MIROKU FIREARMS MANUFACTURING    Rifle        Lever Action   \n",
       "12                             UNKNOWN  Shotgun         Pump Action   \n",
       "13                          WINCHESTER  Shotgun         Pump Action   \n",
       "14                            MOSSBERG  Shotgun         Bolt Action   \n",
       "15                             UNKNOWN    Rifle         Bolt Action   \n",
       "16                             UNKNOWN    Rifle      Semi-Automatic   \n",
       "17                             UNKNOWN    Rifle        Lever Action   \n",
       "18                             UNKNOWN  Shotgun      Semi-Automatic   \n",
       "19                             UNKNOWN  Shotgun         Hinge Break   \n",
       "20                          WINCHESTER    Rifle        Lever Action   \n",
       "21                BONIFACIO ECHEVERRIA  Handgun      Semi-Automatic   \n",
       "22                       PARA-ORDNANCE  Handgun      Semi-Automatic   \n",
       "23                THOMPSON/CENTER ARMS    Rifle         Single Shot   \n",
       "24                          WINCHESTER    Rifle        Lever Action   \n",
       "25             HARRINGTON & RICHARDSON  Shotgun         Single Shot   \n",
       "26                             UNKNOWN  Shotgun         Hinge Break   \n",
       "27                         STURM RUGER    Rifle      Semi-Automatic   \n",
       "28                             UNKNOWN    Rifle      Semi-Automatic   \n",
       "29                 MIDLAND GUN COMPANY    Rifle         Bolt Action   \n",
       "...                                ...      ...                 ...   \n",
       "8016778                        UNKNOWN  Handgun      Semi-Automatic   \n",
       "8016779                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016780                         KIMBER  Handgun      Semi-Automatic   \n",
       "8016781                     WINCHESTER  Shotgun         Pump Action   \n",
       "8016782                        UNKNOWN    Rifle               Other   \n",
       "8016783                MARLIN FIREARMS    Rifle         Bolt Action   \n",
       "8016784                        UNKNOWN  Shotgun         Hinge Break   \n",
       "8016785  MIROKU FIREARMS MANUFACTURING    Rifle        Lever Action   \n",
       "8016786                      REMINGTON  Shotgun         Pump Action   \n",
       "8016787                    STURM RUGER    Rifle      Semi-Automatic   \n",
       "8016788                         SAVAGE    Rifle         Bolt Action   \n",
       "8016789                 SMITH & WESSON  Handgun            Revolver   \n",
       "8016790                        UNKNOWN  Shotgun        Lever Action   \n",
       "8016791                      WEIHRAUCH  Handgun            Revolver   \n",
       "8016792                        UNKNOWN  Handgun      Semi-Automatic   \n",
       "8016793                      REMINGTON  Shotgun         Pump Action   \n",
       "8016794                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016795                       MOSSBERG  Shotgun         Pump Action   \n",
       "8016796                        UNKNOWN    Rifle        Lever Action   \n",
       "8016797                    STURM RUGER    Rifle      Semi-Automatic   \n",
       "8016798                          DIANA    Rifle  Air, spring or gas   \n",
       "8016799                     WINCHESTER  Shotgun         Pump Action   \n",
       "8016800                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016801                        UNKNOWN    Rifle         Pump Action   \n",
       "8016802                        UNKNOWN  Shotgun         Pump Action   \n",
       "8016803                    STURM RUGER  Handgun            Revolver   \n",
       "8016804                     WINCHESTER    Rifle        Lever Action   \n",
       "8016805                        UNKNOWN    Rifle      Semi-Automatic   \n",
       "8016806                        UNKNOWN  Shotgun         Pump Action   \n",
       "8016807                       MOSSBERG  Shotgun         Pump Action   \n",
       "\n",
       "                  class  barrel_length                         calibre  \\\n",
       "0        Non-restricted            NaN                   22 LONG RIFLE   \n",
       "1        Non-restricted            NaN                      22 CALIBRE   \n",
       "2        Non-restricted            NaN                              22   \n",
       "3        Non-restricted          610.0                       204 RUGER   \n",
       "4        Non-restricted            NaN                         .22 CAL   \n",
       "5        Non-restricted          508.0  30-30 WIN                        \n",
       "6        Non-restricted          640.0                     303 BRITISH   \n",
       "7        Non-restricted            NaN                              12   \n",
       "8        Non-restricted          762.0                      12 GA X 3\"   \n",
       "9        Non-restricted            NaN                          22 CAL   \n",
       "10       Non-restricted            NaN                              20   \n",
       "11       Non-restricted          508.0                           22 LR   \n",
       "12       Non-restricted          711.0                  12 GA X 3 1/2\"   \n",
       "13       Non-restricted          762.0                  12 GA X 2 3/4\"   \n",
       "14       Non-restricted          715.0                      12 GA X 3\"   \n",
       "15       Non-restricted            NaN                       22-S-L-LR   \n",
       "16       Non-restricted            NaN                           30-06   \n",
       "17       Non-restricted          508.0                       30-30 WIN   \n",
       "18       Non-restricted          629.0                    7 MM REM MAG   \n",
       "19       Non-restricted            NaN                             410   \n",
       "20       Non-restricted          660.0                      32 WIN SPL   \n",
       "21           Restricted          108.0                           22 LR   \n",
       "22           Restricted          127.0                         45 AUTO   \n",
       "23       Non-restricted          711.0                   50 PERCUSSION   \n",
       "24       Non-restricted          508.0                       30-30 WIN   \n",
       "25       Non-restricted          700.0                      12 GA X 3\"   \n",
       "26       Non-restricted            NaN                              12   \n",
       "27       Non-restricted          470.0                         223 REM   \n",
       "28       Non-restricted            NaN                              22   \n",
       "29       Non-restricted          559.0                      30-06 SPRG   \n",
       "...                 ...            ...                             ...   \n",
       "8016778      Prohibited           83.0                              32   \n",
       "8016779  Non-restricted            NaN                          .22 LR   \n",
       "8016780      Restricted          127.0                         45 AUTO   \n",
       "8016781  Non-restricted          762.0                  12 GA X 2 3/4\"   \n",
       "8016782  Non-restricted            NaN                         .45 CAL   \n",
       "8016783  Non-restricted          559.0                          22 MAG   \n",
       "8016784  Non-restricted            NaN                              12   \n",
       "8016785  Non-restricted          508.0                           22 LR   \n",
       "8016786  Non-restricted          711.0                      12 GA X 3\"   \n",
       "8016787  Non-restricted          559.0                         223 REM   \n",
       "8016788  Non-restricted          559.0                       204 RUGER   \n",
       "8016789      Prohibited           76.0                          32 S&W   \n",
       "8016790  Non-restricted            NaN                             14G   \n",
       "8016791      Prohibited          102.0                          38 SPL   \n",
       "8016792      Restricted          292.0                              22   \n",
       "8016793  Non-restricted          660.0                  12 GA X 3 1/2\"   \n",
       "8016794  Non-restricted            NaN                          22 CAL   \n",
       "8016795  Non-restricted          711.0                  12 GA X 3 1/2\"   \n",
       "8016796  Non-restricted            NaN                       CALIBRE22   \n",
       "8016797  Non-restricted          470.0                         223 REM   \n",
       "8016798  Non-restricted          495.0                      177 PELLET   \n",
       "8016799  Non-restricted          711.0                  12 GA X 2 3/4\"   \n",
       "8016800  Non-restricted            NaN                             303   \n",
       "8016801  Non-restricted            NaN                         CALIBRE   \n",
       "8016802  Non-restricted            NaN                              12   \n",
       "8016803      Restricted          140.0                              22   \n",
       "8016804  Non-restricted          508.0                       30-30 WIN   \n",
       "8016805  Non-restricted            NaN                             .22   \n",
       "8016806  Non-restricted            NaN                              12   \n",
       "8016807  Non-restricted          711.0                      12 GA X 3\"   \n",
       "\n",
       "               shots registration_date province postal_code client_type  \\\n",
       "0        Multi shots        2002-09-22       AB          T4  Individual   \n",
       "1                  1        2008-02-25       ON          P7  Individual   \n",
       "2        Multi shots        2002-11-20       SK          S7  Individual   \n",
       "3                  5        2011-03-18       ON          L0  Individual   \n",
       "4        Multi shots        2002-12-29       SK          S4  Individual   \n",
       "5                  4        2000-04-29       NF          A5  Individual   \n",
       "6                 10        2009-12-07       ON          L6  Individual   \n",
       "7                  1        2002-02-20       QC          J0  Individual   \n",
       "8                  4        2001-11-03       QC          G0  Individual   \n",
       "9        Multi shots        2010-02-08       ON          M4  Individual   \n",
       "10       Multi shots        2001-12-22       ON          K1  Individual   \n",
       "11                15        2002-04-24       AB          T0  Individual   \n",
       "12                 4        2006-07-20       UN          UN    Business   \n",
       "13                 4        2011-10-24       MB          R5  Individual   \n",
       "14                 2        2002-02-04       ON          P6  Individual   \n",
       "15                 1        2002-12-30       NS          B0  Individual   \n",
       "16       Multi shots        2002-11-26       BC          V1  Individual   \n",
       "17               NaN        2002-04-30       QC          J0  Individual   \n",
       "18                 4        2003-05-09       QC          J9  Individual   \n",
       "19                 1        2002-08-17       BC          V1  Individual   \n",
       "20                 8        2006-07-21       ON          K0  Individual   \n",
       "21                 8        2002-08-06       ON          P8  Individual   \n",
       "22                10        2006-06-09       ON          M2    Business   \n",
       "23                 1        2011-04-04       SK          S4  Individual   \n",
       "24                 6        2005-03-01       SK          S0  Individual   \n",
       "25                 1        2002-05-23       AB          T0  Individual   \n",
       "26                 1        2002-06-28       NF          A1  Individual   \n",
       "27                 5        2006-09-29       AB          T2  Individual   \n",
       "28       Multi shots        2002-01-19       ON          L0  Individual   \n",
       "29                 4        2011-10-24       SK          S0  Individual   \n",
       "...              ...               ...      ...         ...         ...   \n",
       "8016778            8        2001-10-30       QC          J5  Individual   \n",
       "8016779  Multi shots        2002-12-10       BC          V8  Individual   \n",
       "8016780            7        2009-11-05       ON          N5  Individual   \n",
       "8016781            4        2001-02-14       QC          G6  Individual   \n",
       "8016782            1        2003-03-13       ON          K6  Individual   \n",
       "8016783            7        2007-05-01       ON          K8  Individual   \n",
       "8016784            1        2011-12-13       NF          A0  Individual   \n",
       "8016785           15        2011-02-26       ON          N0  Individual   \n",
       "8016786            4        2010-12-30       QC          J2  Individual   \n",
       "8016787            5        2008-06-13       QC          J0  Individual   \n",
       "8016788            5        2008-11-06       SK          S0  Individual   \n",
       "8016789            5        2001-12-20       ON          N0  Individual   \n",
       "8016790            1        2003-05-16       BC          V0  Individual   \n",
       "8016791            6        1999-11-18       SK          S4  Individual   \n",
       "8016792          NaN        2002-08-25       ON          M6  Individual   \n",
       "8016793            3        2005-02-03       MB          R0  Individual   \n",
       "8016794            1        2003-03-05       SK          S0  Individual   \n",
       "8016795            6        2002-02-04       AB          T9  Individual   \n",
       "8016796  Multi shots        2003-01-04       AB          T5  Individual   \n",
       "8016797            5        2008-01-28       MB          R2  Individual   \n",
       "8016798            1        2010-08-30       ON          L6  Individual   \n",
       "8016799            4        2001-09-20       ON          N4  Individual   \n",
       "8016800  Multi shots        2010-01-18       QC          G4  Individual   \n",
       "8016801  Multi shots        2002-11-04       NB          E2  Individual   \n",
       "8016802  Multi shots        2002-12-29       ON          N4  Individual   \n",
       "8016803            6        2002-08-07       BC          V9  Individual   \n",
       "8016804            6        2008-04-30       ON          N1  Individual   \n",
       "8016805  Multi shots        2002-03-14       AB          T1  Individual   \n",
       "8016806  Multi shots        2002-10-16       NS          B3  Individual   \n",
       "8016807            5        2001-09-12       NF          A0  Individual   \n",
       "\n",
       "        stolen_date lost_date recovered_date  \n",
       "0               NaN       NaN            NaN  \n",
       "1               NaN       NaN            NaN  \n",
       "2               NaN       NaN            NaN  \n",
       "3               NaN       NaN            NaN  \n",
       "4               NaN       NaN            NaN  \n",
       "5               NaN       NaN            NaN  \n",
       "6               NaN       NaN            NaN  \n",
       "7               NaN       NaN            NaN  \n",
       "8               NaN       NaN            NaN  \n",
       "9               NaN       NaN            NaN  \n",
       "10              NaN       NaN            NaN  \n",
       "11              NaN       NaN            NaN  \n",
       "12       2011-03-01       NaN            NaN  \n",
       "13              NaN       NaN            NaN  \n",
       "14              NaN       NaN            NaN  \n",
       "15              NaN       NaN            NaN  \n",
       "16              NaN       NaN            NaN  \n",
       "17              NaN       NaN            NaN  \n",
       "18              NaN       NaN            NaN  \n",
       "19              NaN       NaN            NaN  \n",
       "20              NaN       NaN            NaN  \n",
       "21              NaN       NaN            NaN  \n",
       "22              NaN       NaN            NaN  \n",
       "23              NaN       NaN            NaN  \n",
       "24              NaN       NaN            NaN  \n",
       "25              NaN       NaN            NaN  \n",
       "26              NaN       NaN            NaN  \n",
       "27              NaN       NaN            NaN  \n",
       "28              NaN       NaN            NaN  \n",
       "29              NaN       NaN            NaN  \n",
       "...             ...       ...            ...  \n",
       "8016778         NaN       NaN            NaN  \n",
       "8016779         NaN       NaN            NaN  \n",
       "8016780         NaN       NaN            NaN  \n",
       "8016781         NaN       NaN            NaN  \n",
       "8016782         NaN       NaN            NaN  \n",
       "8016783         NaN       NaN            NaN  \n",
       "8016784         NaN       NaN            NaN  \n",
       "8016785         NaN       NaN            NaN  \n",
       "8016786         NaN       NaN            NaN  \n",
       "8016787         NaN       NaN            NaN  \n",
       "8016788         NaN       NaN            NaN  \n",
       "8016789         NaN       NaN            NaN  \n",
       "8016790         NaN       NaN            NaN  \n",
       "8016791         NaN       NaN            NaN  \n",
       "8016792         NaN       NaN            NaN  \n",
       "8016793         NaN       NaN            NaN  \n",
       "8016794         NaN       NaN            NaN  \n",
       "8016795         NaN       NaN            NaN  \n",
       "8016796         NaN       NaN            NaN  \n",
       "8016797         NaN       NaN            NaN  \n",
       "8016798         NaN       NaN            NaN  \n",
       "8016799         NaN       NaN            NaN  \n",
       "8016800         NaN       NaN            NaN  \n",
       "8016801         NaN       NaN            NaN  \n",
       "8016802         NaN       NaN            NaN  \n",
       "8016803         NaN       NaN            NaN  \n",
       "8016804         NaN       NaN            NaN  \n",
       "8016805         NaN       NaN            NaN  \n",
       "8016806         NaN       NaN            NaN  \n",
       "8016807         NaN       NaN            NaN  \n",
       "\n",
       "[8016808 rows x 17 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8016808, 17)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>type</th>\n",
       "      <th>action</th>\n",
       "      <th>class</th>\n",
       "      <th>barrel_length</th>\n",
       "      <th>calibre</th>\n",
       "      <th>shots</th>\n",
       "      <th>registration_date</th>\n",
       "      <th>province</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>client_type</th>\n",
       "      <th>stolen_date</th>\n",
       "      <th>lost_date</th>\n",
       "      <th>recovered_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>10-22 CARBINE</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 LONG RIFLE</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-09-22</td>\n",
       "      <td>AB</td>\n",
       "      <td>T4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>39</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CALIBRE</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-02-25</td>\n",
       "      <td>ON</td>\n",
       "      <td>P7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>72</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-20</td>\n",
       "      <td>SK</td>\n",
       "      <td>S7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>M77 HAWKEYE</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>204 RUGER</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-03-18</td>\n",
       "      <td>ON</td>\n",
       "      <td>L0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>MODEL 29B</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22 CAL</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-29</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id        make          model manufacturer   type          action  \\\n",
       "0   2       RUGER  10-22 CARBINE      UNKNOWN  Rifle  Semi-Automatic   \n",
       "1   3       COOEY             39      UNKNOWN  Rifle     Bolt Action   \n",
       "2   4  WINCHESTER             72      UNKNOWN  Rifle     Bolt Action   \n",
       "3   5       RUGER    M77 HAWKEYE  STURM RUGER  Rifle     Bolt Action   \n",
       "4   6      SAVAGE      MODEL 29B      UNKNOWN  Rifle     Pump Action   \n",
       "\n",
       "            class  barrel_length        calibre        shots  \\\n",
       "0  Non-restricted            NaN  22 LONG RIFLE  Multi shots   \n",
       "1  Non-restricted            NaN     22 CALIBRE            1   \n",
       "2  Non-restricted            NaN             22  Multi shots   \n",
       "3  Non-restricted          610.0      204 RUGER            5   \n",
       "4  Non-restricted            NaN        .22 CAL  Multi shots   \n",
       "\n",
       "  registration_date province postal_code client_type stolen_date lost_date  \\\n",
       "0        2002-09-22       AB          T4  Individual         NaN       NaN   \n",
       "1        2008-02-25       ON          P7  Individual         NaN       NaN   \n",
       "2        2002-11-20       SK          S7  Individual         NaN       NaN   \n",
       "3        2011-03-18       ON          L0  Individual         NaN       NaN   \n",
       "4        2002-12-29       SK          S4  Individual         NaN       NaN   \n",
       "\n",
       "  recovered_date  \n",
       "0            NaN  \n",
       "1            NaN  \n",
       "2            NaN  \n",
       "3            NaN  \n",
       "4            NaN  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'make', 'model', 'manufacturer', 'type', 'action', 'class',\n",
       "       'barrel_length', 'calibre', 'shots', 'registration_date', 'province',\n",
       "       'postal_code', 'client_type', 'stolen_date', 'lost_date',\n",
       "       'recovered_date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "guns.columns = ['id', 'marque', 'modele', 'fabricant', 'type', 'action', 'classe',\n",
    "       'canon', 'calibre', 'coups', 'dateEnr', 'province',\n",
    "       'codePostal', 'typeClient', 'dateVolee', 'datePerdue',\n",
    "       'dateRetour']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'marque', 'modele', 'fabricant', 'type', 'action', 'classe',\n",
       "       'canon', 'calibre', 'coups', 'dateEnr', 'province', 'codePostal',\n",
       "       'typeClient', 'dateVolee', 'datePerdue', 'dateRetour'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>marque</th>\n",
       "      <th>modele</th>\n",
       "      <th>fabricant</th>\n",
       "      <th>type</th>\n",
       "      <th>action</th>\n",
       "      <th>classe</th>\n",
       "      <th>canon</th>\n",
       "      <th>calibre</th>\n",
       "      <th>coups</th>\n",
       "      <th>dateEnr</th>\n",
       "      <th>province</th>\n",
       "      <th>codePostal</th>\n",
       "      <th>typeClient</th>\n",
       "      <th>dateVolee</th>\n",
       "      <th>datePerdue</th>\n",
       "      <th>dateRetour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>10-22 CARBINE</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 LONG RIFLE</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-09-22</td>\n",
       "      <td>AB</td>\n",
       "      <td>T4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>39</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CALIBRE</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-02-25</td>\n",
       "      <td>ON</td>\n",
       "      <td>P7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>72</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-20</td>\n",
       "      <td>SK</td>\n",
       "      <td>S7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>M77 HAWKEYE</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>204 RUGER</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-03-18</td>\n",
       "      <td>ON</td>\n",
       "      <td>L0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>MODEL 29B</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22 CAL</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-29</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>36 A</td>\n",
       "      <td>MARLIN FIREARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>4</td>\n",
       "      <td>2000-04-29</td>\n",
       "      <td>NF</td>\n",
       "      <td>A5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>LEE-ENFIELD</td>\n",
       "      <td>NO 1 MARK 3*</td>\n",
       "      <td>BIRMINGHAM SMALL ARMS (BSA)</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>640.0</td>\n",
       "      <td>303 BRITISH</td>\n",
       "      <td>10</td>\n",
       "      <td>2009-12-07</td>\n",
       "      <td>ON</td>\n",
       "      <td>L6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>BAIKAL</td>\n",
       "      <td>IJ-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-02-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>RANGER 120</td>\n",
       "      <td>US REPEATING ARMS</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-11-03</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CAL</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-02-08</td>\n",
       "      <td>ON</td>\n",
       "      <td>M4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12</td>\n",
       "      <td>SPECIAL GEWEHR LAVF STAHL</td>\n",
       "      <td>SG1</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2001-12-22</td>\n",
       "      <td>ON</td>\n",
       "      <td>K1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>13</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BL-22</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>15</td>\n",
       "      <td>2002-04-24</td>\n",
       "      <td>AB</td>\n",
       "      <td>T0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>14</td>\n",
       "      <td>STOEGER</td>\n",
       "      <td>P350</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2006-07-20</td>\n",
       "      <td>UN</td>\n",
       "      <td>UN</td>\n",
       "      <td>Business</td>\n",
       "      <td>2011-03-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-10-24</td>\n",
       "      <td>MB</td>\n",
       "      <td>R5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>16</td>\n",
       "      <td>LAKEFIELD/MOSSBERG</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>715.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>2</td>\n",
       "      <td>2002-02-04</td>\n",
       "      <td>ON</td>\n",
       "      <td>P6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17</td>\n",
       "      <td>RANGE</td>\n",
       "      <td>UK</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-S-L-LR</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-12-30</td>\n",
       "      <td>NS</td>\n",
       "      <td>B0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>18</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>WOODMASTER 742</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-06</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-26</td>\n",
       "      <td>BC</td>\n",
       "      <td>V1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-04-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BROWNING PATENTS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>629.0</td>\n",
       "      <td>7 MM REM MAG</td>\n",
       "      <td>4</td>\n",
       "      <td>2003-05-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>812</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-08-17</td>\n",
       "      <td>BC</td>\n",
       "      <td>V1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>22</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1894</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>32 WIN SPL</td>\n",
       "      <td>8</td>\n",
       "      <td>2006-07-21</td>\n",
       "      <td>ON</td>\n",
       "      <td>K0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>23</td>\n",
       "      <td>STAR</td>\n",
       "      <td>F</td>\n",
       "      <td>BONIFACIO ECHEVERRIA</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>108.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>8</td>\n",
       "      <td>2002-08-06</td>\n",
       "      <td>ON</td>\n",
       "      <td>P8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>24</td>\n",
       "      <td>PARA-ORDNANCE</td>\n",
       "      <td>14 45 LIMITED</td>\n",
       "      <td>PARA-ORDNANCE</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>127.0</td>\n",
       "      <td>45 AUTO</td>\n",
       "      <td>10</td>\n",
       "      <td>2006-06-09</td>\n",
       "      <td>ON</td>\n",
       "      <td>M2</td>\n",
       "      <td>Business</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>25</td>\n",
       "      <td>THOMPSON/CENTER</td>\n",
       "      <td>ENCORE ENDEAVOR</td>\n",
       "      <td>THOMPSON/CENTER ARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>50 PERCUSSION</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-04-04</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>26</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>94 CHEROKEE COMMEMORATIVE</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>6</td>\n",
       "      <td>2005-03-01</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>27</td>\n",
       "      <td>HARRINGTON &amp; RICHARDSON</td>\n",
       "      <td>098</td>\n",
       "      <td>HARRINGTON &amp; RICHARDSON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>700.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-05-23</td>\n",
       "      <td>AB</td>\n",
       "      <td>T0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>28</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>94C</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-06-28</td>\n",
       "      <td>NF</td>\n",
       "      <td>A1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>29</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>470.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2006-09-29</td>\n",
       "      <td>AB</td>\n",
       "      <td>T2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>30</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>490</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-01-19</td>\n",
       "      <td>ON</td>\n",
       "      <td>L0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>31</td>\n",
       "      <td>MIDLAND</td>\n",
       "      <td>2100</td>\n",
       "      <td>MIDLAND GUN COMPANY</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>30-06 SPRG</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-10-24</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016778</th>\n",
       "      <td>8016780</td>\n",
       "      <td>BERNARDELLI</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>83.0</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "      <td>2001-10-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016779</th>\n",
       "      <td>8016781</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>69A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22 LR</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-10</td>\n",
       "      <td>BC</td>\n",
       "      <td>V8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016780</th>\n",
       "      <td>8016782</td>\n",
       "      <td>KIMBER</td>\n",
       "      <td>CUSTOM II</td>\n",
       "      <td>KIMBER</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>127.0</td>\n",
       "      <td>45 AUTO</td>\n",
       "      <td>7</td>\n",
       "      <td>2009-11-05</td>\n",
       "      <td>ON</td>\n",
       "      <td>N5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016781</th>\n",
       "      <td>8016783</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-02-14</td>\n",
       "      <td>QC</td>\n",
       "      <td>G6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016782</th>\n",
       "      <td>8016784</td>\n",
       "      <td>THOMPSON CENTER ARMS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Other</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.45 CAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-03-13</td>\n",
       "      <td>ON</td>\n",
       "      <td>K6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016783</th>\n",
       "      <td>8016785</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>782</td>\n",
       "      <td>MARLIN FIREARMS</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>22 MAG</td>\n",
       "      <td>7</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>ON</td>\n",
       "      <td>K8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016784</th>\n",
       "      <td>8016786</td>\n",
       "      <td>STEVENS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-13</td>\n",
       "      <td>NF</td>\n",
       "      <td>A0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016785</th>\n",
       "      <td>8016787</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BL-22</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>15</td>\n",
       "      <td>2011-02-26</td>\n",
       "      <td>ON</td>\n",
       "      <td>N0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016786</th>\n",
       "      <td>8016788</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016787</th>\n",
       "      <td>8016789</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-06-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016788</th>\n",
       "      <td>8016790</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>10 PREDATOR</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>204 RUGER</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-11-06</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016789</th>\n",
       "      <td>8016791</td>\n",
       "      <td>SMITH &amp; WESSON</td>\n",
       "      <td>32 SAFETY HAMMERLESS FIRST MODEL</td>\n",
       "      <td>SMITH &amp; WESSON</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>76.0</td>\n",
       "      <td>32 S&amp;W</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-12-20</td>\n",
       "      <td>ON</td>\n",
       "      <td>N0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016790</th>\n",
       "      <td>8016792</td>\n",
       "      <td>GREENER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14G</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-05-16</td>\n",
       "      <td>BC</td>\n",
       "      <td>V0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016791</th>\n",
       "      <td>8016793</td>\n",
       "      <td>ARMINIUS</td>\n",
       "      <td>HW38</td>\n",
       "      <td>WEIHRAUCH</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>102.0</td>\n",
       "      <td>38 SPL</td>\n",
       "      <td>6</td>\n",
       "      <td>1999-11-18</td>\n",
       "      <td>SK</td>\n",
       "      <td>S4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016792</th>\n",
       "      <td>8016794</td>\n",
       "      <td>ERMA</td>\n",
       "      <td>ET22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>292.0</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-08-25</td>\n",
       "      <td>ON</td>\n",
       "      <td>M6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016793</th>\n",
       "      <td>8016795</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS SUPER MAGNUM</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2005-02-03</td>\n",
       "      <td>MB</td>\n",
       "      <td>R0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016794</th>\n",
       "      <td>8016796</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>75</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 CAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2003-03-05</td>\n",
       "      <td>SK</td>\n",
       "      <td>S0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016795</th>\n",
       "      <td>8016797</td>\n",
       "      <td>MAVERICK</td>\n",
       "      <td>91</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>6</td>\n",
       "      <td>2002-02-04</td>\n",
       "      <td>AB</td>\n",
       "      <td>T9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016796</th>\n",
       "      <td>8016798</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>GOLDEN-39A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CALIBRE22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2003-01-04</td>\n",
       "      <td>AB</td>\n",
       "      <td>T5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016797</th>\n",
       "      <td>8016799</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>470.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-01-28</td>\n",
       "      <td>MB</td>\n",
       "      <td>R2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016798</th>\n",
       "      <td>8016800</td>\n",
       "      <td>DIANA</td>\n",
       "      <td>350 MAGNUM</td>\n",
       "      <td>DIANA</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Air, spring or gas</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>495.0</td>\n",
       "      <td>177 PELLET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-30</td>\n",
       "      <td>ON</td>\n",
       "      <td>L6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016799</th>\n",
       "      <td>8016801</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-09-20</td>\n",
       "      <td>ON</td>\n",
       "      <td>N4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016800</th>\n",
       "      <td>8016802</td>\n",
       "      <td>BNP</td>\n",
       "      <td>BSAC-1917</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-01-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>G4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016801</th>\n",
       "      <td>8016803</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>760</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CALIBRE</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-11-04</td>\n",
       "      <td>NB</td>\n",
       "      <td>E2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016802</th>\n",
       "      <td>8016804</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1200</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-12-29</td>\n",
       "      <td>ON</td>\n",
       "      <td>N4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016803</th>\n",
       "      <td>8016805</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>SINGLE SIX</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Restricted</td>\n",
       "      <td>140.0</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>2002-08-07</td>\n",
       "      <td>BC</td>\n",
       "      <td>V9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016804</th>\n",
       "      <td>8016806</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>94</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>6</td>\n",
       "      <td>2008-04-30</td>\n",
       "      <td>ON</td>\n",
       "      <td>N1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016805</th>\n",
       "      <td>8016807</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>490</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-03-14</td>\n",
       "      <td>AB</td>\n",
       "      <td>T1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016806</th>\n",
       "      <td>8016808</td>\n",
       "      <td>LAKEFIELD MOSSBERG</td>\n",
       "      <td>400G</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-10-16</td>\n",
       "      <td>NS</td>\n",
       "      <td>B3</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016807</th>\n",
       "      <td>8016809</td>\n",
       "      <td>MAVERICK</td>\n",
       "      <td>88</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-09-12</td>\n",
       "      <td>NF</td>\n",
       "      <td>A0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8016808 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                     marque                            modele  \\\n",
       "0              2                      RUGER                     10-22 CARBINE   \n",
       "1              3                      COOEY                                39   \n",
       "2              4                 WINCHESTER                                72   \n",
       "3              5                      RUGER                       M77 HAWKEYE   \n",
       "4              6                     SAVAGE                         MODEL 29B   \n",
       "5              7                     MARLIN                              36 A   \n",
       "6              8                LEE-ENFIELD                      NO 1 MARK 3*   \n",
       "7              9                     BAIKAL                             IJ-18   \n",
       "8             10                 WINCHESTER                        RANGER 120   \n",
       "9             11                      RUGER                             RUGER   \n",
       "10            12  SPECIAL GEWEHR LAVF STAHL                               SG1   \n",
       "11            13                   BROWNING                             BL-22   \n",
       "12            14                    STOEGER                              P350   \n",
       "13            15                 WINCHESTER                              1200   \n",
       "14            16         LAKEFIELD/MOSSBERG                           UNKNOWN   \n",
       "15            17                      RANGE                                UK   \n",
       "16            18                  REMINGTON                    WOODMASTER 742   \n",
       "17            19                 WINCHESTER                           UNKNOWN   \n",
       "18            20                   BROWNING                  BROWNING PATENTS   \n",
       "19            21                  REMINGTON                               812   \n",
       "20            22                 WINCHESTER                              1894   \n",
       "21            23                       STAR                                 F   \n",
       "22            24              PARA-ORDNANCE                     14 45 LIMITED   \n",
       "23            25            THOMPSON/CENTER                   ENCORE ENDEAVOR   \n",
       "24            26                 WINCHESTER         94 CHEROKEE COMMEMORATIVE   \n",
       "25            27    HARRINGTON & RICHARDSON                               098   \n",
       "26            28                     SAVAGE                               94C   \n",
       "27            29                      RUGER                           MINI-14   \n",
       "28            30                 WINCHESTER                               490   \n",
       "29            31                    MIDLAND                              2100   \n",
       "...          ...                        ...                               ...   \n",
       "8016778  8016780                BERNARDELLI                           UNKNOWN   \n",
       "8016779  8016781                 WINCHESTER                               69A   \n",
       "8016780  8016782                     KIMBER                         CUSTOM II   \n",
       "8016781  8016783                 WINCHESTER                              2200   \n",
       "8016782  8016784       THOMPSON CENTER ARMS                           UNKNOWN   \n",
       "8016783  8016785                     MARLIN                               782   \n",
       "8016784  8016786                    STEVENS                           UNKNOWN   \n",
       "8016785  8016787                   BROWNING                             BL-22   \n",
       "8016786  8016788                  REMINGTON                       870 EXPRESS   \n",
       "8016787  8016789                      RUGER                           MINI-14   \n",
       "8016788  8016790                     SAVAGE                       10 PREDATOR   \n",
       "8016789  8016791             SMITH & WESSON  32 SAFETY HAMMERLESS FIRST MODEL   \n",
       "8016790  8016792                    GREENER                           UNKNOWN   \n",
       "8016791  8016793                   ARMINIUS                              HW38   \n",
       "8016792  8016794                       ERMA                              ET22   \n",
       "8016793  8016795                  REMINGTON          870 EXPRESS SUPER MAGNUM   \n",
       "8016794  8016796                      COOEY                                75   \n",
       "8016795  8016797                   MAVERICK                                91   \n",
       "8016796  8016798                     MARLIN                        GOLDEN-39A   \n",
       "8016797  8016799                      RUGER                           MINI-14   \n",
       "8016798  8016800                      DIANA                        350 MAGNUM   \n",
       "8016799  8016801                 WINCHESTER                              2200   \n",
       "8016800  8016802                        BNP                         BSAC-1917   \n",
       "8016801  8016803                  REMINGTON                               760   \n",
       "8016802  8016804                 WINCHESTER                              1200   \n",
       "8016803  8016805                      RUGER                        SINGLE SIX   \n",
       "8016804  8016806                 WINCHESTER                                94   \n",
       "8016805  8016807                 WINCHESTER                               490   \n",
       "8016806  8016808         LAKEFIELD MOSSBERG                              400G   \n",
       "8016807  8016809                   MAVERICK                                88   \n",
       "\n",
       "                             fabricant     type              action  \\\n",
       "0                              UNKNOWN    Rifle      Semi-Automatic   \n",
       "1                              UNKNOWN    Rifle         Bolt Action   \n",
       "2                              UNKNOWN    Rifle         Bolt Action   \n",
       "3                          STURM RUGER    Rifle         Bolt Action   \n",
       "4                              UNKNOWN    Rifle         Pump Action   \n",
       "5                      MARLIN FIREARMS    Rifle        Lever Action   \n",
       "6          BIRMINGHAM SMALL ARMS (BSA)    Rifle         Bolt Action   \n",
       "7                              UNKNOWN  Shotgun         Hinge Break   \n",
       "8                    US REPEATING ARMS  Shotgun         Pump Action   \n",
       "9                              UNKNOWN    Rifle      Semi-Automatic   \n",
       "10                             UNKNOWN  Shotgun         Hinge Break   \n",
       "11       MIROKU FIREARMS MANUFACTURING    Rifle        Lever Action   \n",
       "12                             UNKNOWN  Shotgun         Pump Action   \n",
       "13                          WINCHESTER  Shotgun         Pump Action   \n",
       "14                            MOSSBERG  Shotgun         Bolt Action   \n",
       "15                             UNKNOWN    Rifle         Bolt Action   \n",
       "16                             UNKNOWN    Rifle      Semi-Automatic   \n",
       "17                             UNKNOWN    Rifle        Lever Action   \n",
       "18                             UNKNOWN  Shotgun      Semi-Automatic   \n",
       "19                             UNKNOWN  Shotgun         Hinge Break   \n",
       "20                          WINCHESTER    Rifle        Lever Action   \n",
       "21                BONIFACIO ECHEVERRIA  Handgun      Semi-Automatic   \n",
       "22                       PARA-ORDNANCE  Handgun      Semi-Automatic   \n",
       "23                THOMPSON/CENTER ARMS    Rifle         Single Shot   \n",
       "24                          WINCHESTER    Rifle        Lever Action   \n",
       "25             HARRINGTON & RICHARDSON  Shotgun         Single Shot   \n",
       "26                             UNKNOWN  Shotgun         Hinge Break   \n",
       "27                         STURM RUGER    Rifle      Semi-Automatic   \n",
       "28                             UNKNOWN    Rifle      Semi-Automatic   \n",
       "29                 MIDLAND GUN COMPANY    Rifle         Bolt Action   \n",
       "...                                ...      ...                 ...   \n",
       "8016778                        UNKNOWN  Handgun      Semi-Automatic   \n",
       "8016779                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016780                         KIMBER  Handgun      Semi-Automatic   \n",
       "8016781                     WINCHESTER  Shotgun         Pump Action   \n",
       "8016782                        UNKNOWN    Rifle               Other   \n",
       "8016783                MARLIN FIREARMS    Rifle         Bolt Action   \n",
       "8016784                        UNKNOWN  Shotgun         Hinge Break   \n",
       "8016785  MIROKU FIREARMS MANUFACTURING    Rifle        Lever Action   \n",
       "8016786                      REMINGTON  Shotgun         Pump Action   \n",
       "8016787                    STURM RUGER    Rifle      Semi-Automatic   \n",
       "8016788                         SAVAGE    Rifle         Bolt Action   \n",
       "8016789                 SMITH & WESSON  Handgun            Revolver   \n",
       "8016790                        UNKNOWN  Shotgun        Lever Action   \n",
       "8016791                      WEIHRAUCH  Handgun            Revolver   \n",
       "8016792                        UNKNOWN  Handgun      Semi-Automatic   \n",
       "8016793                      REMINGTON  Shotgun         Pump Action   \n",
       "8016794                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016795                       MOSSBERG  Shotgun         Pump Action   \n",
       "8016796                        UNKNOWN    Rifle        Lever Action   \n",
       "8016797                    STURM RUGER    Rifle      Semi-Automatic   \n",
       "8016798                          DIANA    Rifle  Air, spring or gas   \n",
       "8016799                     WINCHESTER  Shotgun         Pump Action   \n",
       "8016800                        UNKNOWN    Rifle         Bolt Action   \n",
       "8016801                        UNKNOWN    Rifle         Pump Action   \n",
       "8016802                        UNKNOWN  Shotgun         Pump Action   \n",
       "8016803                    STURM RUGER  Handgun            Revolver   \n",
       "8016804                     WINCHESTER    Rifle        Lever Action   \n",
       "8016805                        UNKNOWN    Rifle      Semi-Automatic   \n",
       "8016806                        UNKNOWN  Shotgun         Pump Action   \n",
       "8016807                       MOSSBERG  Shotgun         Pump Action   \n",
       "\n",
       "                 classe  canon                         calibre        coups  \\\n",
       "0        Non-restricted    NaN                   22 LONG RIFLE  Multi shots   \n",
       "1        Non-restricted    NaN                      22 CALIBRE            1   \n",
       "2        Non-restricted    NaN                              22  Multi shots   \n",
       "3        Non-restricted  610.0                       204 RUGER            5   \n",
       "4        Non-restricted    NaN                         .22 CAL  Multi shots   \n",
       "5        Non-restricted  508.0  30-30 WIN                                 4   \n",
       "6        Non-restricted  640.0                     303 BRITISH           10   \n",
       "7        Non-restricted    NaN                              12            1   \n",
       "8        Non-restricted  762.0                      12 GA X 3\"            4   \n",
       "9        Non-restricted    NaN                          22 CAL  Multi shots   \n",
       "10       Non-restricted    NaN                              20  Multi shots   \n",
       "11       Non-restricted  508.0                           22 LR           15   \n",
       "12       Non-restricted  711.0                  12 GA X 3 1/2\"            4   \n",
       "13       Non-restricted  762.0                  12 GA X 2 3/4\"            4   \n",
       "14       Non-restricted  715.0                      12 GA X 3\"            2   \n",
       "15       Non-restricted    NaN                       22-S-L-LR            1   \n",
       "16       Non-restricted    NaN                           30-06  Multi shots   \n",
       "17       Non-restricted  508.0                       30-30 WIN          NaN   \n",
       "18       Non-restricted  629.0                    7 MM REM MAG            4   \n",
       "19       Non-restricted    NaN                             410            1   \n",
       "20       Non-restricted  660.0                      32 WIN SPL            8   \n",
       "21           Restricted  108.0                           22 LR            8   \n",
       "22           Restricted  127.0                         45 AUTO           10   \n",
       "23       Non-restricted  711.0                   50 PERCUSSION            1   \n",
       "24       Non-restricted  508.0                       30-30 WIN            6   \n",
       "25       Non-restricted  700.0                      12 GA X 3\"            1   \n",
       "26       Non-restricted    NaN                              12            1   \n",
       "27       Non-restricted  470.0                         223 REM            5   \n",
       "28       Non-restricted    NaN                              22  Multi shots   \n",
       "29       Non-restricted  559.0                      30-06 SPRG            4   \n",
       "...                 ...    ...                             ...          ...   \n",
       "8016778      Prohibited   83.0                              32            8   \n",
       "8016779  Non-restricted    NaN                          .22 LR  Multi shots   \n",
       "8016780      Restricted  127.0                         45 AUTO            7   \n",
       "8016781  Non-restricted  762.0                  12 GA X 2 3/4\"            4   \n",
       "8016782  Non-restricted    NaN                         .45 CAL            1   \n",
       "8016783  Non-restricted  559.0                          22 MAG            7   \n",
       "8016784  Non-restricted    NaN                              12            1   \n",
       "8016785  Non-restricted  508.0                           22 LR           15   \n",
       "8016786  Non-restricted  711.0                      12 GA X 3\"            4   \n",
       "8016787  Non-restricted  559.0                         223 REM            5   \n",
       "8016788  Non-restricted  559.0                       204 RUGER            5   \n",
       "8016789      Prohibited   76.0                          32 S&W            5   \n",
       "8016790  Non-restricted    NaN                             14G            1   \n",
       "8016791      Prohibited  102.0                          38 SPL            6   \n",
       "8016792      Restricted  292.0                              22          NaN   \n",
       "8016793  Non-restricted  660.0                  12 GA X 3 1/2\"            3   \n",
       "8016794  Non-restricted    NaN                          22 CAL            1   \n",
       "8016795  Non-restricted  711.0                  12 GA X 3 1/2\"            6   \n",
       "8016796  Non-restricted    NaN                       CALIBRE22  Multi shots   \n",
       "8016797  Non-restricted  470.0                         223 REM            5   \n",
       "8016798  Non-restricted  495.0                      177 PELLET            1   \n",
       "8016799  Non-restricted  711.0                  12 GA X 2 3/4\"            4   \n",
       "8016800  Non-restricted    NaN                             303  Multi shots   \n",
       "8016801  Non-restricted    NaN                         CALIBRE  Multi shots   \n",
       "8016802  Non-restricted    NaN                              12  Multi shots   \n",
       "8016803      Restricted  140.0                              22            6   \n",
       "8016804  Non-restricted  508.0                       30-30 WIN            6   \n",
       "8016805  Non-restricted    NaN                             .22  Multi shots   \n",
       "8016806  Non-restricted    NaN                              12  Multi shots   \n",
       "8016807  Non-restricted  711.0                      12 GA X 3\"            5   \n",
       "\n",
       "            dateEnr province codePostal  typeClient   dateVolee datePerdue  \\\n",
       "0        2002-09-22       AB         T4  Individual         NaN        NaN   \n",
       "1        2008-02-25       ON         P7  Individual         NaN        NaN   \n",
       "2        2002-11-20       SK         S7  Individual         NaN        NaN   \n",
       "3        2011-03-18       ON         L0  Individual         NaN        NaN   \n",
       "4        2002-12-29       SK         S4  Individual         NaN        NaN   \n",
       "5        2000-04-29       NF         A5  Individual         NaN        NaN   \n",
       "6        2009-12-07       ON         L6  Individual         NaN        NaN   \n",
       "7        2002-02-20       QC         J0  Individual         NaN        NaN   \n",
       "8        2001-11-03       QC         G0  Individual         NaN        NaN   \n",
       "9        2010-02-08       ON         M4  Individual         NaN        NaN   \n",
       "10       2001-12-22       ON         K1  Individual         NaN        NaN   \n",
       "11       2002-04-24       AB         T0  Individual         NaN        NaN   \n",
       "12       2006-07-20       UN         UN    Business  2011-03-01        NaN   \n",
       "13       2011-10-24       MB         R5  Individual         NaN        NaN   \n",
       "14       2002-02-04       ON         P6  Individual         NaN        NaN   \n",
       "15       2002-12-30       NS         B0  Individual         NaN        NaN   \n",
       "16       2002-11-26       BC         V1  Individual         NaN        NaN   \n",
       "17       2002-04-30       QC         J0  Individual         NaN        NaN   \n",
       "18       2003-05-09       QC         J9  Individual         NaN        NaN   \n",
       "19       2002-08-17       BC         V1  Individual         NaN        NaN   \n",
       "20       2006-07-21       ON         K0  Individual         NaN        NaN   \n",
       "21       2002-08-06       ON         P8  Individual         NaN        NaN   \n",
       "22       2006-06-09       ON         M2    Business         NaN        NaN   \n",
       "23       2011-04-04       SK         S4  Individual         NaN        NaN   \n",
       "24       2005-03-01       SK         S0  Individual         NaN        NaN   \n",
       "25       2002-05-23       AB         T0  Individual         NaN        NaN   \n",
       "26       2002-06-28       NF         A1  Individual         NaN        NaN   \n",
       "27       2006-09-29       AB         T2  Individual         NaN        NaN   \n",
       "28       2002-01-19       ON         L0  Individual         NaN        NaN   \n",
       "29       2011-10-24       SK         S0  Individual         NaN        NaN   \n",
       "...             ...      ...        ...         ...         ...        ...   \n",
       "8016778  2001-10-30       QC         J5  Individual         NaN        NaN   \n",
       "8016779  2002-12-10       BC         V8  Individual         NaN        NaN   \n",
       "8016780  2009-11-05       ON         N5  Individual         NaN        NaN   \n",
       "8016781  2001-02-14       QC         G6  Individual         NaN        NaN   \n",
       "8016782  2003-03-13       ON         K6  Individual         NaN        NaN   \n",
       "8016783  2007-05-01       ON         K8  Individual         NaN        NaN   \n",
       "8016784  2011-12-13       NF         A0  Individual         NaN        NaN   \n",
       "8016785  2011-02-26       ON         N0  Individual         NaN        NaN   \n",
       "8016786  2010-12-30       QC         J2  Individual         NaN        NaN   \n",
       "8016787  2008-06-13       QC         J0  Individual         NaN        NaN   \n",
       "8016788  2008-11-06       SK         S0  Individual         NaN        NaN   \n",
       "8016789  2001-12-20       ON         N0  Individual         NaN        NaN   \n",
       "8016790  2003-05-16       BC         V0  Individual         NaN        NaN   \n",
       "8016791  1999-11-18       SK         S4  Individual         NaN        NaN   \n",
       "8016792  2002-08-25       ON         M6  Individual         NaN        NaN   \n",
       "8016793  2005-02-03       MB         R0  Individual         NaN        NaN   \n",
       "8016794  2003-03-05       SK         S0  Individual         NaN        NaN   \n",
       "8016795  2002-02-04       AB         T9  Individual         NaN        NaN   \n",
       "8016796  2003-01-04       AB         T5  Individual         NaN        NaN   \n",
       "8016797  2008-01-28       MB         R2  Individual         NaN        NaN   \n",
       "8016798  2010-08-30       ON         L6  Individual         NaN        NaN   \n",
       "8016799  2001-09-20       ON         N4  Individual         NaN        NaN   \n",
       "8016800  2010-01-18       QC         G4  Individual         NaN        NaN   \n",
       "8016801  2002-11-04       NB         E2  Individual         NaN        NaN   \n",
       "8016802  2002-12-29       ON         N4  Individual         NaN        NaN   \n",
       "8016803  2002-08-07       BC         V9  Individual         NaN        NaN   \n",
       "8016804  2008-04-30       ON         N1  Individual         NaN        NaN   \n",
       "8016805  2002-03-14       AB         T1  Individual         NaN        NaN   \n",
       "8016806  2002-10-16       NS         B3  Individual         NaN        NaN   \n",
       "8016807  2001-09-12       NF         A0  Individual         NaN        NaN   \n",
       "\n",
       "        dateRetour  \n",
       "0              NaN  \n",
       "1              NaN  \n",
       "2              NaN  \n",
       "3              NaN  \n",
       "4              NaN  \n",
       "5              NaN  \n",
       "6              NaN  \n",
       "7              NaN  \n",
       "8              NaN  \n",
       "9              NaN  \n",
       "10             NaN  \n",
       "11             NaN  \n",
       "12             NaN  \n",
       "13             NaN  \n",
       "14             NaN  \n",
       "15             NaN  \n",
       "16             NaN  \n",
       "17             NaN  \n",
       "18             NaN  \n",
       "19             NaN  \n",
       "20             NaN  \n",
       "21             NaN  \n",
       "22             NaN  \n",
       "23             NaN  \n",
       "24             NaN  \n",
       "25             NaN  \n",
       "26             NaN  \n",
       "27             NaN  \n",
       "28             NaN  \n",
       "29             NaN  \n",
       "...            ...  \n",
       "8016778        NaN  \n",
       "8016779        NaN  \n",
       "8016780        NaN  \n",
       "8016781        NaN  \n",
       "8016782        NaN  \n",
       "8016783        NaN  \n",
       "8016784        NaN  \n",
       "8016785        NaN  \n",
       "8016786        NaN  \n",
       "8016787        NaN  \n",
       "8016788        NaN  \n",
       "8016789        NaN  \n",
       "8016790        NaN  \n",
       "8016791        NaN  \n",
       "8016792        NaN  \n",
       "8016793        NaN  \n",
       "8016794        NaN  \n",
       "8016795        NaN  \n",
       "8016796        NaN  \n",
       "8016797        NaN  \n",
       "8016798        NaN  \n",
       "8016799        NaN  \n",
       "8016800        NaN  \n",
       "8016801        NaN  \n",
       "8016802        NaN  \n",
       "8016803        NaN  \n",
       "8016804        NaN  \n",
       "8016805        NaN  \n",
       "8016806        NaN  \n",
       "8016807        NaN  \n",
       "\n",
       "[8016808 rows x 17 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          AB\n",
       "1          ON\n",
       "2          SK\n",
       "3          ON\n",
       "4          SK\n",
       "5          NF\n",
       "6          ON\n",
       "7          QC\n",
       "8          QC\n",
       "9          ON\n",
       "10         ON\n",
       "11         AB\n",
       "12         UN\n",
       "13         MB\n",
       "14         ON\n",
       "15         NS\n",
       "16         BC\n",
       "17         QC\n",
       "18         QC\n",
       "19         BC\n",
       "20         ON\n",
       "21         ON\n",
       "22         ON\n",
       "23         SK\n",
       "24         SK\n",
       "25         AB\n",
       "26         NF\n",
       "27         AB\n",
       "28         ON\n",
       "29         SK\n",
       "           ..\n",
       "8016778    QC\n",
       "8016779    BC\n",
       "8016780    ON\n",
       "8016781    QC\n",
       "8016782    ON\n",
       "8016783    ON\n",
       "8016784    NF\n",
       "8016785    ON\n",
       "8016786    QC\n",
       "8016787    QC\n",
       "8016788    SK\n",
       "8016789    ON\n",
       "8016790    BC\n",
       "8016791    SK\n",
       "8016792    ON\n",
       "8016793    MB\n",
       "8016794    SK\n",
       "8016795    AB\n",
       "8016796    AB\n",
       "8016797    MB\n",
       "8016798    ON\n",
       "8016799    ON\n",
       "8016800    QC\n",
       "8016801    NB\n",
       "8016802    ON\n",
       "8016803    BC\n",
       "8016804    ON\n",
       "8016805    AB\n",
       "8016806    NS\n",
       "8016807    NF\n",
       "Name: province, Length: 8016808, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.province"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id              int64\n",
       "marque         object\n",
       "modele         object\n",
       "fabricant      object\n",
       "type           object\n",
       "action         object\n",
       "classe         object\n",
       "canon         float64\n",
       "calibre        object\n",
       "coups          object\n",
       "dateEnr        object\n",
       "province       object\n",
       "codePostal     object\n",
       "typeClient     object\n",
       "dateVolee      object\n",
       "datePerdue     object\n",
       "dateRetour     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>canon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8.016808e+06</td>\n",
       "      <td>4.319682e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.008406e+06</td>\n",
       "      <td>5.254437e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.314253e+06</td>\n",
       "      <td>3.451912e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.004204e+06</td>\n",
       "      <td>4.730000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.008406e+06</td>\n",
       "      <td>5.590000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.012607e+06</td>\n",
       "      <td>6.600000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.016809e+06</td>\n",
       "      <td>9.999900e+04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id         canon\n",
       "count  8.016808e+06  4.319682e+06\n",
       "mean   4.008406e+06  5.254437e+02\n",
       "std    2.314253e+06  3.451912e+02\n",
       "min    2.000000e+00 -1.000000e+00\n",
       "25%    2.004204e+06  4.730000e+02\n",
       "50%    4.008406e+06  5.590000e+02\n",
       "75%    6.012607e+06  6.600000e+02\n",
       "max    8.016809e+06  9.999900e+04"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4319682"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.canon.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(525.4437222462209, 4008405.5)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.canon.mean(), guns.id.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "T0    360697\n",
       "K0    355717\n",
       "J0    354824\n",
       "G0    307217\n",
       "S0    278490\n",
       "N0    272714\n",
       "V0    270660\n",
       "P0    251896\n",
       "R0    183802\n",
       "V2    169011\n",
       "B0    165388\n",
       "A0    141312\n",
       "L0    131544\n",
       "V1    131165\n",
       "V9    120557\n",
       "T8     96586\n",
       "T2     94156\n",
       "T4     92919\n",
       "T1     91752\n",
       "T9     83671\n",
       "N/     81340\n",
       "V3     78934\n",
       "L4     73756\n",
       "J9     73159\n",
       "T5     73119\n",
       "L1     71747\n",
       "R2     70841\n",
       "J8     66051\n",
       "K7     65086\n",
       "J7     64901\n",
       "       ...  \n",
       "2M         3\n",
       "Y3         3\n",
       "SO         3\n",
       "60         3\n",
       "K5         3\n",
       "S8         2\n",
       "D0         2\n",
       "N          2\n",
       "C3         2\n",
       "A3         2\n",
       "Y4         2\n",
       "I0         2\n",
       "26         2\n",
       "32         2\n",
       "e5         1\n",
       "S5         1\n",
       "F9         1\n",
       "31         1\n",
       "RB         1\n",
       "^0         1\n",
       "VO         1\n",
       "F0         1\n",
       "93         1\n",
       "70         1\n",
       "R          1\n",
       "82         1\n",
       "JO         1\n",
       "57         1\n",
       "W1         1\n",
       "27         1\n",
       "Name: codePostal, Length: 201, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.codePostal.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ON    29.922134\n",
       "QC    21.544373\n",
       "AB    13.393959\n",
       "BC    12.275135\n",
       "SK     5.740315\n",
       "MB     4.756482\n",
       "NS     3.876742\n",
       "NB     3.663166\n",
       "NF     2.672086\n",
       "UN     0.806231\n",
       "YT     0.338314\n",
       "PE     0.310011\n",
       "NT     0.259293\n",
       "NU     0.160937\n",
       "MN     0.072710\n",
       "MI     0.031833\n",
       "WI     0.023027\n",
       "WA     0.013946\n",
       "NY     0.013272\n",
       "PA     0.009218\n",
       "AK     0.008120\n",
       "NC     0.007098\n",
       "OH     0.006399\n",
       "IL     0.005875\n",
       "FL     0.005364\n",
       "MT     0.005339\n",
       "ND     0.005289\n",
       "CA     0.005202\n",
       "VT     0.004765\n",
       "TX     0.004378\n",
       "        ...    \n",
       "SD     0.003019\n",
       "IA     0.002782\n",
       "TN     0.002532\n",
       "ME     0.002470\n",
       "NM     0.002295\n",
       "MO     0.002220\n",
       "IN     0.002195\n",
       "CO     0.002183\n",
       "KY     0.002133\n",
       "GA     0.002058\n",
       "VA     0.001996\n",
       "AZ     0.001921\n",
       "OR     0.001784\n",
       "MD     0.001547\n",
       "AL     0.001272\n",
       "UT     0.001123\n",
       "NV     0.001073\n",
       "OK     0.000985\n",
       "CT     0.000960\n",
       "LA     0.000923\n",
       "KS     0.000898\n",
       "NE     0.000624\n",
       "MS     0.000586\n",
       "AR     0.000524\n",
       "WV     0.000462\n",
       "WY     0.000424\n",
       "HI     0.000237\n",
       "DE     0.000200\n",
       "RI     0.000150\n",
       "AS     0.000012\n",
       "Name: province, Length: 65, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns.province.value_counts()/len(guns.province)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qc = guns.province == \"QC\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          False\n",
       "1          False\n",
       "2          False\n",
       "3          False\n",
       "4          False\n",
       "5          False\n",
       "6          False\n",
       "7           True\n",
       "8           True\n",
       "9          False\n",
       "10         False\n",
       "11         False\n",
       "12         False\n",
       "13         False\n",
       "14         False\n",
       "15         False\n",
       "16         False\n",
       "17          True\n",
       "18          True\n",
       "19         False\n",
       "20         False\n",
       "21         False\n",
       "22         False\n",
       "23         False\n",
       "24         False\n",
       "25         False\n",
       "26         False\n",
       "27         False\n",
       "28         False\n",
       "29         False\n",
       "           ...  \n",
       "8016778     True\n",
       "8016779    False\n",
       "8016780    False\n",
       "8016781     True\n",
       "8016782    False\n",
       "8016783    False\n",
       "8016784    False\n",
       "8016785    False\n",
       "8016786     True\n",
       "8016787     True\n",
       "8016788    False\n",
       "8016789    False\n",
       "8016790    False\n",
       "8016791    False\n",
       "8016792    False\n",
       "8016793    False\n",
       "8016794    False\n",
       "8016795    False\n",
       "8016796    False\n",
       "8016797    False\n",
       "8016798    False\n",
       "8016799    False\n",
       "8016800     True\n",
       "8016801    False\n",
       "8016802    False\n",
       "8016803    False\n",
       "8016804    False\n",
       "8016805    False\n",
       "8016806    False\n",
       "8016807    False\n",
       "Name: province, Length: 8016808, dtype: bool"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>marque</th>\n",
       "      <th>modele</th>\n",
       "      <th>fabricant</th>\n",
       "      <th>type</th>\n",
       "      <th>action</th>\n",
       "      <th>classe</th>\n",
       "      <th>canon</th>\n",
       "      <th>calibre</th>\n",
       "      <th>coups</th>\n",
       "      <th>dateEnr</th>\n",
       "      <th>province</th>\n",
       "      <th>codePostal</th>\n",
       "      <th>typeClient</th>\n",
       "      <th>dateVolee</th>\n",
       "      <th>datePerdue</th>\n",
       "      <th>dateRetour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>BAIKAL</td>\n",
       "      <td>IJ-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-02-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>RANGER 120</td>\n",
       "      <td>US REPEATING ARMS</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-11-03</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>30-30 WIN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-04-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BROWNING PATENTS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>629.0</td>\n",
       "      <td>7 MM REM MAG</td>\n",
       "      <td>4</td>\n",
       "      <td>2003-05-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>32</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>MODEL FOUR</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3006</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-02-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>J8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>33</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BPS FIELD</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-11-01</td>\n",
       "      <td>QC</td>\n",
       "      <td>G4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>37</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>500 FIELD</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>410 GA X 3\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-11-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>G7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>39</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>39A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-02-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>43</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>X-BOLT HUNTER</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>7MM REM MAG</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-08-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>45</td>\n",
       "      <td>CENTAURE</td>\n",
       "      <td>4</td>\n",
       "      <td>FABRIQUES D'ARMES UNIES DE LIEGE</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Multi Barrel</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>2</td>\n",
       "      <td>2001-03-12</td>\n",
       "      <td>QC</td>\n",
       "      <td>H7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>47</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2003-03-21</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>48</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>500A</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-07-26</td>\n",
       "      <td>QC</td>\n",
       "      <td>G3</td>\n",
       "      <td>Business</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>51</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>M77 MARK II</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>30-06 SPRG</td>\n",
       "      <td>4</td>\n",
       "      <td>2004-03-12</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>59</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>121</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>2001-11-26</td>\n",
       "      <td>QC</td>\n",
       "      <td>G5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>63</td>\n",
       "      <td>CBC</td>\n",
       "      <td>151</td>\n",
       "      <td>COMPANHIA BRASILEIRA DE CARTUCHOS (CBC)</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-03-28</td>\n",
       "      <td>QC</td>\n",
       "      <td>J1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>80</td>\n",
       "      <td>BAIKAL</td>\n",
       "      <td>IJ-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>686.0</td>\n",
       "      <td>20 GA</td>\n",
       "      <td>1</td>\n",
       "      <td>2001-11-16</td>\n",
       "      <td>QC</td>\n",
       "      <td>J9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>91</td>\n",
       "      <td>CVA</td>\n",
       "      <td>WOLF</td>\n",
       "      <td>DIKAR</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>50 PERCUSSION</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-04-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>94</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>60</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-01-06</td>\n",
       "      <td>QC</td>\n",
       "      <td>G5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>95</td>\n",
       "      <td>INCONNU</td>\n",
       "      <td>U.S. SPRINGFIELD 186</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Other</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.12</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-12-01</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>96</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>1200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2009-04-25</td>\n",
       "      <td>QC</td>\n",
       "      <td>J1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>105</td>\n",
       "      <td>COOEY</td>\n",
       "      <td>84</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2003-03-27</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>112</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BLR</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>308</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-07-07</td>\n",
       "      <td>QC</td>\n",
       "      <td>J7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>118</td>\n",
       "      <td>CIL</td>\n",
       "      <td>402</td>\n",
       "      <td>COMPANHIA BRASILEIRA DE CARTUCHOS (CBC)</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>16 GA</td>\n",
       "      <td>1</td>\n",
       "      <td>2000-12-14</td>\n",
       "      <td>QC</td>\n",
       "      <td>G6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>120</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>LEVER 99</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>584.0</td>\n",
       "      <td>300</td>\n",
       "      <td>5</td>\n",
       "      <td>2002-02-05</td>\n",
       "      <td>QC</td>\n",
       "      <td>J2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>130</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>59A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-05-03</td>\n",
       "      <td>QC</td>\n",
       "      <td>N/</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>135</td>\n",
       "      <td>EL FAISAN</td>\n",
       "      <td>EL FAISAN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-02-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>137</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>812</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>800.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2001-11-05</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>156</td>\n",
       "      <td>ROSSI</td>\n",
       "      <td>S20</td>\n",
       "      <td>ROSSI</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>20 GA X 3\"</td>\n",
       "      <td>1</td>\n",
       "      <td>2005-09-17</td>\n",
       "      <td>QC</td>\n",
       "      <td>J9</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>158</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>99C SERIES A</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Lever Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>508.0</td>\n",
       "      <td>308</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-09-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>166</td>\n",
       "      <td>MARLIN</td>\n",
       "      <td>MODEL 60</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-05-23</td>\n",
       "      <td>QC</td>\n",
       "      <td>H3</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016651</th>\n",
       "      <td>8016653</td>\n",
       "      <td>EL FAISAN-ELGOI BAR</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>EL FAISAN-ELGOI BAR ESPAGNE</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Multi Barrel</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2003-04-16</td>\n",
       "      <td>QC</td>\n",
       "      <td>G8</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016656</th>\n",
       "      <td>8016658</td>\n",
       "      <td>LEE-ENFIELD</td>\n",
       "      <td>NO 1 MARK 3</td>\n",
       "      <td>ROYAL SMALL ARMS FACTORY, ENFIELD (RSAF(E))</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>303 BRITISH</td>\n",
       "      <td>10</td>\n",
       "      <td>2006-05-23</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016663</th>\n",
       "      <td>8016665</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-05-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016664</th>\n",
       "      <td>8016666</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2008-09-19</td>\n",
       "      <td>QC</td>\n",
       "      <td>J6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016665</th>\n",
       "      <td>8016667</td>\n",
       "      <td>SPRINGFIELD</td>\n",
       "      <td>2 CANON</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Hinge Break</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12/12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-02-05</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016670</th>\n",
       "      <td>8016672</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>887</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-01-06</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016673</th>\n",
       "      <td>8016675</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>20 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2004-10-07</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016674</th>\n",
       "      <td>8016676</td>\n",
       "      <td>ROSSI</td>\n",
       "      <td>87</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Revolver</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>51.0</td>\n",
       "      <td>38 SPL</td>\n",
       "      <td>5</td>\n",
       "      <td>2004-09-09</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016689</th>\n",
       "      <td>8016691</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BPS UPLAND SPECIAL</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>3</td>\n",
       "      <td>2002-10-24</td>\n",
       "      <td>QC</td>\n",
       "      <td>J2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016694</th>\n",
       "      <td>8016696</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>342A</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 HORNET</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2003-07-02</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016697</th>\n",
       "      <td>8016699</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>584.0</td>\n",
       "      <td>270</td>\n",
       "      <td>4</td>\n",
       "      <td>2002-10-17</td>\n",
       "      <td>QC</td>\n",
       "      <td>H7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016699</th>\n",
       "      <td>8016701</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>4X4</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>610.0</td>\n",
       "      <td>30-06 SPRG</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-08-29</td>\n",
       "      <td>QC</td>\n",
       "      <td>J3</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016707</th>\n",
       "      <td>8016709</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>MARK II</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>526.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>10</td>\n",
       "      <td>2004-08-20</td>\n",
       "      <td>QC</td>\n",
       "      <td>G1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016716</th>\n",
       "      <td>8016718</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>BPS</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12GA 2 3/4-3</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-01-25</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016721</th>\n",
       "      <td>8016723</td>\n",
       "      <td>LAKEFIELD/MOSSBERG</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA</td>\n",
       "      <td>5</td>\n",
       "      <td>2001-11-04</td>\n",
       "      <td>QC</td>\n",
       "      <td>G7</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016726</th>\n",
       "      <td>8016728</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>10/22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>470.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>10</td>\n",
       "      <td>2001-11-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>G6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016730</th>\n",
       "      <td>8016732</td>\n",
       "      <td>LEE ENFIELD</td>\n",
       "      <td>MILITAIRE</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2003-08-12</td>\n",
       "      <td>QC</td>\n",
       "      <td>G0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016732</th>\n",
       "      <td>8016734</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>581</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22 S L LONG RIF</td>\n",
       "      <td>1</td>\n",
       "      <td>2002-09-19</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016737</th>\n",
       "      <td>8016739</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>67</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Single Shot</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>686.0</td>\n",
       "      <td>22 LR</td>\n",
       "      <td>1</td>\n",
       "      <td>2001-01-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016745</th>\n",
       "      <td>8016747</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>77</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.12</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2002-02-05</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016750</th>\n",
       "      <td>8016752</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>500AB</td>\n",
       "      <td>MOSSBERG</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>660.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2009-07-17</td>\n",
       "      <td>QC</td>\n",
       "      <td>J4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016752</th>\n",
       "      <td>8016754</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>A-BOLT II COMPOSITE STALKER</td>\n",
       "      <td>MIROKU FIREARMS MANUFACTURING</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>584.0</td>\n",
       "      <td>300 WSM</td>\n",
       "      <td>3</td>\n",
       "      <td>2002-09-06</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016759</th>\n",
       "      <td>8016761</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>111FC</td>\n",
       "      <td>SAVAGE</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>270 WIN</td>\n",
       "      <td>4</td>\n",
       "      <td>2009-10-28</td>\n",
       "      <td>QC</td>\n",
       "      <td>J1</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016766</th>\n",
       "      <td>8016768</td>\n",
       "      <td>BROWNING</td>\n",
       "      <td>MAXUS HUNTER</td>\n",
       "      <td>FABRIQUE NATIONALE HERSTAL (FN)</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3 1/2\"</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-08-10</td>\n",
       "      <td>QC</td>\n",
       "      <td>J6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016771</th>\n",
       "      <td>8016773</td>\n",
       "      <td>RANGER</td>\n",
       "      <td>SLLR</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-01-26</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016778</th>\n",
       "      <td>8016780</td>\n",
       "      <td>BERNARDELLI</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Handgun</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Prohibited</td>\n",
       "      <td>83.0</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "      <td>2001-10-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J5</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016781</th>\n",
       "      <td>8016783</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>2200</td>\n",
       "      <td>WINCHESTER</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>762.0</td>\n",
       "      <td>12 GA X 2 3/4\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2001-02-14</td>\n",
       "      <td>QC</td>\n",
       "      <td>G6</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016786</th>\n",
       "      <td>8016788</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>870 EXPRESS</td>\n",
       "      <td>REMINGTON</td>\n",
       "      <td>Shotgun</td>\n",
       "      <td>Pump Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>711.0</td>\n",
       "      <td>12 GA X 3\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-30</td>\n",
       "      <td>QC</td>\n",
       "      <td>J2</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016787</th>\n",
       "      <td>8016789</td>\n",
       "      <td>RUGER</td>\n",
       "      <td>MINI-14</td>\n",
       "      <td>STURM RUGER</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Semi-Automatic</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>559.0</td>\n",
       "      <td>223 REM</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-06-13</td>\n",
       "      <td>QC</td>\n",
       "      <td>J0</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8016800</th>\n",
       "      <td>8016802</td>\n",
       "      <td>BNP</td>\n",
       "      <td>BSAC-1917</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Rifle</td>\n",
       "      <td>Bolt Action</td>\n",
       "      <td>Non-restricted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303</td>\n",
       "      <td>Multi shots</td>\n",
       "      <td>2010-01-18</td>\n",
       "      <td>QC</td>\n",
       "      <td>G4</td>\n",
       "      <td>Individual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1727171 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id               marque                       modele  \\\n",
       "7              9               BAIKAL                        IJ-18   \n",
       "8             10           WINCHESTER                   RANGER 120   \n",
       "17            19           WINCHESTER                      UNKNOWN   \n",
       "18            20             BROWNING             BROWNING PATENTS   \n",
       "30            32            REMINGTON                   MODEL FOUR   \n",
       "31            33             BROWNING                    BPS FIELD   \n",
       "35            37             MOSSBERG                    500 FIELD   \n",
       "37            39               MARLIN                          39A   \n",
       "41            43             BROWNING                X-BOLT HUNTER   \n",
       "43            45             CENTAURE                            4   \n",
       "45            47            REMINGTON                  870 EXPRESS   \n",
       "46            48             MOSSBERG                         500A   \n",
       "49            51                RUGER                  M77 MARK II   \n",
       "57            59            REMINGTON                          121   \n",
       "61            63                  CBC                          151   \n",
       "78            80               BAIKAL                        IJ-18   \n",
       "89            91                  CVA                         WOLF   \n",
       "92            94                COOEY                           60   \n",
       "93            95              INCONNU         U.S. SPRINGFIELD 186   \n",
       "94            96           WINCHESTER                         1200   \n",
       "103          105                COOEY                           84   \n",
       "110          112             BROWNING                          BLR   \n",
       "116          118                  CIL                          402   \n",
       "118          120               SAVAGE                     LEVER 99   \n",
       "128          130               SAVAGE                          59A   \n",
       "133          135            EL FAISAN                    EL FAISAN   \n",
       "135          137            REMINGTON                          812   \n",
       "154          156                ROSSI                          S20   \n",
       "156          158               SAVAGE                 99C SERIES A   \n",
       "164          166               MARLIN                     MODEL 60   \n",
       "...          ...                  ...                          ...   \n",
       "8016651  8016653  EL FAISAN-ELGOI BAR                      UNKNOWN   \n",
       "8016656  8016658          LEE-ENFIELD                  NO 1 MARK 3   \n",
       "8016663  8016665             MOSSBERG                      UNKNOWN   \n",
       "8016664  8016666           WINCHESTER                         2200   \n",
       "8016665  8016667          SPRINGFIELD                      2 CANON   \n",
       "8016670  8016672            REMINGTON                          887   \n",
       "8016673  8016675            REMINGTON                  870 EXPRESS   \n",
       "8016674  8016676                ROSSI                           87   \n",
       "8016689  8016691             BROWNING           BPS UPLAND SPECIAL   \n",
       "8016694  8016696               SAVAGE                         342A   \n",
       "8016697  8016699             BROWNING                      UNKNOWN   \n",
       "8016699  8016701             MOSSBERG                          4X4   \n",
       "8016707  8016709               SAVAGE                      MARK II   \n",
       "8016716  8016718             BROWNING                          BPS   \n",
       "8016721  8016723   LAKEFIELD/MOSSBERG                      UNKNOWN   \n",
       "8016726  8016728                RUGER                        10/22   \n",
       "8016730  8016732          LEE ENFIELD                    MILITAIRE   \n",
       "8016732  8016734            REMINGTON                          581   \n",
       "8016737  8016739           WINCHESTER                           67   \n",
       "8016745  8016747               SAVAGE                           77   \n",
       "8016750  8016752             MOSSBERG                        500AB   \n",
       "8016752  8016754             BROWNING  A-BOLT II COMPOSITE STALKER   \n",
       "8016759  8016761               SAVAGE                        111FC   \n",
       "8016766  8016768             BROWNING                 MAXUS HUNTER   \n",
       "8016771  8016773               RANGER                         SLLR   \n",
       "8016778  8016780          BERNARDELLI                      UNKNOWN   \n",
       "8016781  8016783           WINCHESTER                         2200   \n",
       "8016786  8016788            REMINGTON                  870 EXPRESS   \n",
       "8016787  8016789                RUGER                      MINI-14   \n",
       "8016800  8016802                  BNP                    BSAC-1917   \n",
       "\n",
       "                                           fabricant     type          action  \\\n",
       "7                                            UNKNOWN  Shotgun     Hinge Break   \n",
       "8                                  US REPEATING ARMS  Shotgun     Pump Action   \n",
       "17                                           UNKNOWN    Rifle    Lever Action   \n",
       "18                                           UNKNOWN  Shotgun  Semi-Automatic   \n",
       "30                                           UNKNOWN    Rifle  Semi-Automatic   \n",
       "31                     MIROKU FIREARMS MANUFACTURING  Shotgun     Pump Action   \n",
       "35                                          MOSSBERG  Shotgun     Pump Action   \n",
       "37                                           UNKNOWN    Rifle    Lever Action   \n",
       "41                     MIROKU FIREARMS MANUFACTURING    Rifle     Bolt Action   \n",
       "43                  FABRIQUES D'ARMES UNIES DE LIEGE  Shotgun    Multi Barrel   \n",
       "45                                           UNKNOWN  Shotgun     Pump Action   \n",
       "46                                          MOSSBERG  Shotgun     Pump Action   \n",
       "49                                       STURM RUGER    Rifle     Bolt Action   \n",
       "57                                           UNKNOWN    Rifle  Semi-Automatic   \n",
       "61           COMPANHIA BRASILEIRA DE CARTUCHOS (CBC)  Shotgun     Single Shot   \n",
       "78                                           UNKNOWN  Shotgun     Single Shot   \n",
       "89                                             DIKAR    Rifle     Single Shot   \n",
       "92                                           UNKNOWN    Rifle     Bolt Action   \n",
       "93                                           UNKNOWN  Shotgun           Other   \n",
       "94                                        WINCHESTER  Shotgun     Pump Action   \n",
       "103                                          UNKNOWN  Shotgun     Hinge Break   \n",
       "110                                          UNKNOWN    Rifle    Lever Action   \n",
       "116          COMPANHIA BRASILEIRA DE CARTUCHOS (CBC)  Shotgun     Single Shot   \n",
       "118                                          UNKNOWN    Rifle    Lever Action   \n",
       "128                                          UNKNOWN  Shotgun     Bolt Action   \n",
       "133                                          UNKNOWN  Shotgun     Hinge Break   \n",
       "135                                          UNKNOWN  Shotgun    Lever Action   \n",
       "154                                            ROSSI  Shotgun     Single Shot   \n",
       "156                                           SAVAGE    Rifle    Lever Action   \n",
       "164                                          UNKNOWN    Rifle  Semi-Automatic   \n",
       "...                                              ...      ...             ...   \n",
       "8016651                  EL FAISAN-ELGOI BAR ESPAGNE  Shotgun    Multi Barrel   \n",
       "8016656  ROYAL SMALL ARMS FACTORY, ENFIELD (RSAF(E))    Rifle     Bolt Action   \n",
       "8016663                                      UNKNOWN  Shotgun     Pump Action   \n",
       "8016664                                      UNKNOWN  Shotgun     Pump Action   \n",
       "8016665                                      UNKNOWN  Shotgun     Hinge Break   \n",
       "8016670                                    REMINGTON  Shotgun     Pump Action   \n",
       "8016673                                    REMINGTON  Shotgun     Pump Action   \n",
       "8016674                                      UNKNOWN  Handgun        Revolver   \n",
       "8016689                MIROKU FIREARMS MANUFACTURING  Shotgun     Pump Action   \n",
       "8016694                                      UNKNOWN    Rifle     Bolt Action   \n",
       "8016697                                      UNKNOWN    Rifle     Bolt Action   \n",
       "8016699                                     MOSSBERG    Rifle     Bolt Action   \n",
       "8016707                                       SAVAGE    Rifle     Bolt Action   \n",
       "8016716                                      UNKNOWN  Shotgun     Pump Action   \n",
       "8016721                                      UNKNOWN  Shotgun     Pump Action   \n",
       "8016726                                      UNKNOWN    Rifle  Semi-Automatic   \n",
       "8016730                                      UNKNOWN    Rifle     Bolt Action   \n",
       "8016732                                      UNKNOWN    Rifle     Bolt Action   \n",
       "8016737                                   WINCHESTER    Rifle     Single Shot   \n",
       "8016745                                      UNKNOWN  Shotgun     Pump Action   \n",
       "8016750                                     MOSSBERG  Shotgun     Pump Action   \n",
       "8016752                MIROKU FIREARMS MANUFACTURING    Rifle     Bolt Action   \n",
       "8016759                                       SAVAGE    Rifle     Bolt Action   \n",
       "8016766              FABRIQUE NATIONALE HERSTAL (FN)  Shotgun  Semi-Automatic   \n",
       "8016771                                      UNKNOWN    Rifle     Bolt Action   \n",
       "8016778                                      UNKNOWN  Handgun  Semi-Automatic   \n",
       "8016781                                   WINCHESTER  Shotgun     Pump Action   \n",
       "8016786                                    REMINGTON  Shotgun     Pump Action   \n",
       "8016787                                  STURM RUGER    Rifle  Semi-Automatic   \n",
       "8016800                                      UNKNOWN    Rifle     Bolt Action   \n",
       "\n",
       "                 classe  canon                         calibre        coups  \\\n",
       "7        Non-restricted    NaN                              12            1   \n",
       "8        Non-restricted  762.0                      12 GA X 3\"            4   \n",
       "17       Non-restricted  508.0                       30-30 WIN          NaN   \n",
       "18       Non-restricted  629.0                    7 MM REM MAG            4   \n",
       "30       Non-restricted    NaN                            3006  Multi shots   \n",
       "31       Non-restricted  711.0                      12 GA X 3\"            3   \n",
       "35       Non-restricted  610.0                     410 GA X 3\"            3   \n",
       "37       Non-restricted    NaN                              22  Multi shots   \n",
       "41       Non-restricted  660.0                     7MM REM MAG            3   \n",
       "43       Non-restricted  762.0                  12 GA X 2 3/4\"            2   \n",
       "45       Non-restricted    NaN                              12  Multi shots   \n",
       "46       Non-restricted  711.0                      12 GA X 3\"            4   \n",
       "49       Non-restricted  559.0                      30-06 SPRG            4   \n",
       "57       Non-restricted    NaN                              22            1   \n",
       "61       Non-restricted  762.0                  12 GA X 2 3/4\"            1   \n",
       "78       Non-restricted  686.0                           20 GA            1   \n",
       "89       Non-restricted  610.0                   50 PERCUSSION            1   \n",
       "92       Non-restricted    NaN                              22  Multi shots   \n",
       "93       Non-restricted    NaN                             .12            1   \n",
       "94       Non-restricted  762.0                      12 GA X 3\"            3   \n",
       "103      Non-restricted    NaN                            12GA          NaN   \n",
       "110      Non-restricted    NaN                             308  Multi shots   \n",
       "116      Non-restricted  711.0  16 GA                                     1   \n",
       "118      Non-restricted  584.0                             300            5   \n",
       "128      Non-restricted    NaN                             410  Multi shots   \n",
       "133      Non-restricted    NaN                             410  Multi shots   \n",
       "135      Non-restricted  800.0                              12            1   \n",
       "154      Non-restricted  559.0                      20 GA X 3\"            1   \n",
       "156      Non-restricted  508.0                             308            5   \n",
       "164      Non-restricted    NaN                              22  Multi shots   \n",
       "...                 ...    ...                             ...          ...   \n",
       "8016651  Non-restricted  711.0                             410          NaN   \n",
       "8016656  Non-restricted  559.0                     303 BRITISH           10   \n",
       "8016663  Non-restricted    NaN                             410  Multi shots   \n",
       "8016664  Non-restricted    NaN                              12  Multi shots   \n",
       "8016665  Non-restricted    NaN                           12/12  Multi shots   \n",
       "8016670  Non-restricted  711.0                  12 GA X 3 1/2\"            3   \n",
       "8016673  Non-restricted  711.0                      20 GA X 3\"            4   \n",
       "8016674      Prohibited   51.0                          38 SPL            5   \n",
       "8016689  Non-restricted  559.0                      12 GA X 3\"            3   \n",
       "8016694  Non-restricted    NaN                       22 HORNET  Multi shots   \n",
       "8016697  Non-restricted  584.0                             270            4   \n",
       "8016699  Non-restricted  610.0                      30-06 SPRG            4   \n",
       "8016707  Non-restricted  526.0                           22 LR           10   \n",
       "8016716  Non-restricted    NaN                    12GA 2 3/4-3  Multi shots   \n",
       "8016721  Non-restricted  762.0                           12 GA            5   \n",
       "8016726  Non-restricted  470.0                           22 LR           10   \n",
       "8016730  Non-restricted    NaN                             303  Multi shots   \n",
       "8016732  Non-restricted    NaN                 22 S L LONG RIF            1   \n",
       "8016737  Non-restricted  686.0                           22 LR            1   \n",
       "8016745  Non-restricted    NaN                             .12  Multi shots   \n",
       "8016750  Non-restricted  660.0                      12 GA X 3\"            4   \n",
       "8016752  Non-restricted  584.0                         300 WSM            3   \n",
       "8016759  Non-restricted  559.0                         270 WIN            4   \n",
       "8016766  Non-restricted  711.0                  12 GA X 3 1/2\"            5   \n",
       "8016771  Non-restricted    NaN                              22            1   \n",
       "8016778      Prohibited   83.0                              32            8   \n",
       "8016781  Non-restricted  762.0                  12 GA X 2 3/4\"            4   \n",
       "8016786  Non-restricted  711.0                      12 GA X 3\"            4   \n",
       "8016787  Non-restricted  559.0                         223 REM            5   \n",
       "8016800  Non-restricted    NaN                             303  Multi shots   \n",
       "\n",
       "            dateEnr province codePostal  typeClient dateVolee datePerdue  \\\n",
       "7        2002-02-20       QC         J0  Individual       NaN        NaN   \n",
       "8        2001-11-03       QC         G0  Individual       NaN        NaN   \n",
       "17       2002-04-30       QC         J0  Individual       NaN        NaN   \n",
       "18       2003-05-09       QC         J9  Individual       NaN        NaN   \n",
       "30       2002-02-20       QC         J8  Individual       NaN        NaN   \n",
       "31       2010-11-01       QC         G4  Individual       NaN        NaN   \n",
       "35       2010-11-18       QC         G7  Individual       NaN        NaN   \n",
       "37       2002-02-13       QC         G0  Individual       NaN        NaN   \n",
       "41       2010-08-09       QC         J0  Individual       NaN        NaN   \n",
       "43       2001-03-12       QC         H7  Individual       NaN        NaN   \n",
       "45       2003-03-21       QC         J0  Individual       NaN        NaN   \n",
       "46       2001-07-26       QC         G3    Business       NaN        NaN   \n",
       "49       2004-03-12       QC         G0  Individual       NaN        NaN   \n",
       "57       2001-11-26       QC         G5  Individual       NaN        NaN   \n",
       "61       2008-03-28       QC         J1  Individual       NaN        NaN   \n",
       "78       2001-11-16       QC         J9  Individual       NaN        NaN   \n",
       "89       2008-04-09       QC         J0  Individual       NaN        NaN   \n",
       "92       2002-01-06       QC         G5  Individual       NaN        NaN   \n",
       "93       2002-12-01       QC         J0  Individual       NaN        NaN   \n",
       "94       2009-04-25       QC         J1  Individual       NaN        NaN   \n",
       "103      2003-03-27       QC         J0  Individual       NaN        NaN   \n",
       "110      2010-07-07       QC         J7  Individual       NaN        NaN   \n",
       "116      2000-12-14       QC         G6  Individual       NaN        NaN   \n",
       "118      2002-02-05       QC         J2  Individual       NaN        NaN   \n",
       "128      2002-05-03       QC         N/  Individual       NaN        NaN   \n",
       "133      2002-02-13       QC         J5  Individual       NaN        NaN   \n",
       "135      2001-11-05       QC         J0  Individual       NaN        NaN   \n",
       "154      2005-09-17       QC         J9  Individual       NaN        NaN   \n",
       "156      2001-09-20       QC         G0  Individual       NaN        NaN   \n",
       "164      2002-05-23       QC         H3  Individual       NaN        NaN   \n",
       "...             ...      ...        ...         ...       ...        ...   \n",
       "8016651  2003-04-16       QC         G8  Individual       NaN        NaN   \n",
       "8016656  2006-05-23       QC         J5  Individual       NaN        NaN   \n",
       "8016663  2002-05-18       QC         J0  Individual       NaN        NaN   \n",
       "8016664  2008-09-19       QC         J6  Individual       NaN        NaN   \n",
       "8016665  2002-02-05       QC         J5  Individual       NaN        NaN   \n",
       "8016670  2010-01-06       QC         J0  Individual       NaN        NaN   \n",
       "8016673  2004-10-07       QC         J0  Individual       NaN        NaN   \n",
       "8016674  2004-09-09       QC         J0  Individual       NaN        NaN   \n",
       "8016689  2002-10-24       QC         J2  Individual       NaN        NaN   \n",
       "8016694  2003-07-02       QC         J0  Individual       NaN        NaN   \n",
       "8016697  2002-10-17       QC         H7  Individual       NaN        NaN   \n",
       "8016699  2011-08-29       QC         J3  Individual       NaN        NaN   \n",
       "8016707  2004-08-20       QC         G1  Individual       NaN        NaN   \n",
       "8016716  2002-01-25       QC         G0  Individual       NaN        NaN   \n",
       "8016721  2001-11-04       QC         G7  Individual       NaN        NaN   \n",
       "8016726  2001-11-18       QC         G6  Individual       NaN        NaN   \n",
       "8016730  2003-08-12       QC         G0  Individual       NaN        NaN   \n",
       "8016732  2002-09-19       QC         J5  Individual       NaN        NaN   \n",
       "8016737  2001-01-13       QC         J5  Individual       NaN        NaN   \n",
       "8016745  2002-02-05       QC         J0  Individual       NaN        NaN   \n",
       "8016750  2009-07-17       QC         J4  Individual       NaN        NaN   \n",
       "8016752  2002-09-06       QC         J0  Individual       NaN        NaN   \n",
       "8016759  2009-10-28       QC         J1  Individual       NaN        NaN   \n",
       "8016766  2011-08-10       QC         J6  Individual       NaN        NaN   \n",
       "8016771  2010-01-26       QC         J0  Individual       NaN        NaN   \n",
       "8016778  2001-10-30       QC         J5  Individual       NaN        NaN   \n",
       "8016781  2001-02-14       QC         G6  Individual       NaN        NaN   \n",
       "8016786  2010-12-30       QC         J2  Individual       NaN        NaN   \n",
       "8016787  2008-06-13       QC         J0  Individual       NaN        NaN   \n",
       "8016800  2010-01-18       QC         G4  Individual       NaN        NaN   \n",
       "\n",
       "        dateRetour  \n",
       "7              NaN  \n",
       "8              NaN  \n",
       "17             NaN  \n",
       "18             NaN  \n",
       "30             NaN  \n",
       "31             NaN  \n",
       "35             NaN  \n",
       "37             NaN  \n",
       "41             NaN  \n",
       "43             NaN  \n",
       "45             NaN  \n",
       "46             NaN  \n",
       "49             NaN  \n",
       "57             NaN  \n",
       "61             NaN  \n",
       "78             NaN  \n",
       "89             NaN  \n",
       "92             NaN  \n",
       "93             NaN  \n",
       "94             NaN  \n",
       "103            NaN  \n",
       "110            NaN  \n",
       "116            NaN  \n",
       "118            NaN  \n",
       "128            NaN  \n",
       "133            NaN  \n",
       "135            NaN  \n",
       "154            NaN  \n",
       "156            NaN  \n",
       "164            NaN  \n",
       "...            ...  \n",
       "8016651        NaN  \n",
       "8016656        NaN  \n",
       "8016663        NaN  \n",
       "8016664        NaN  \n",
       "8016665        NaN  \n",
       "8016670        NaN  \n",
       "8016673        NaN  \n",
       "8016674        NaN  \n",
       "8016689        NaN  \n",
       "8016694        NaN  \n",
       "8016697        NaN  \n",
       "8016699        NaN  \n",
       "8016707        NaN  \n",
       "8016716        NaN  \n",
       "8016721        NaN  \n",
       "8016726        NaN  \n",
       "8016730        NaN  \n",
       "8016732        NaN  \n",
       "8016737        NaN  \n",
       "8016745        NaN  \n",
       "8016750        NaN  \n",
       "8016752        NaN  \n",
       "8016759        NaN  \n",
       "8016766        NaN  \n",
       "8016771        NaN  \n",
       "8016778        NaN  \n",
       "8016781        NaN  \n",
       "8016786        NaN  \n",
       "8016787        NaN  \n",
       "8016800        NaN  \n",
       "\n",
       "[1727171 rows x 17 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns[qc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1              497159\n",
       "Multi shots    399251\n",
       "4              201736\n",
       "3              123514\n",
       "10             123020\n",
       "5              120918\n",
       "2               67255\n",
       "6               53993\n",
       "7               18960\n",
       "8               16976\n",
       "15              15329\n",
       "0               13279\n",
       "12               8567\n",
       "9                5086\n",
       "11               4296\n",
       "14               3952\n",
       "13               1277\n",
       "18               1139\n",
       "16               1039\n",
       "20                909\n",
       "30                802\n",
       "17                659\n",
       "22                275\n",
       "25                248\n",
       "19                180\n",
       "21                 60\n",
       "32                 57\n",
       "36                 23\n",
       "35                 20\n",
       "254                15\n",
       "                ...  \n",
       "37                  1\n",
       "584                 1\n",
       "176                 1\n",
       "520                 1\n",
       "33                  1\n",
       "300                 1\n",
       "122                 1\n",
       "660                 1\n",
       "84                  1\n",
       "98                  1\n",
       "125                 1\n",
       "550                 1\n",
       "112                 1\n",
       "186                 1\n",
       "-51                 1\n",
       "275                 1\n",
       "102                 1\n",
       "111                 1\n",
       "530                 1\n",
       "166                 1\n",
       "93                  1\n",
       "195                 1\n",
       "60                  1\n",
       "371                 1\n",
       "94                  1\n",
       "61                  1\n",
       "53                  1\n",
       "464                 1\n",
       "55                  1\n",
       "500                 1\n",
       "Name: coups, Length: 107, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "guns[qc].coups.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "contrats = pan.read_csv(\"contrats.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract-number</th>\n",
       "      <th>amendment-number</th>\n",
       "      <th>award-date</th>\n",
       "      <th>expiry-date</th>\n",
       "      <th>contract-value</th>\n",
       "      <th>gsin</th>\n",
       "      <th>gsin-description_en</th>\n",
       "      <th>gsin-description_fr</th>\n",
       "      <th>competitive-tender_en</th>\n",
       "      <th>competitive-tender_fr</th>\n",
       "      <th>...</th>\n",
       "      <th>contracting-address-city</th>\n",
       "      <th>contracting-address-prov-state</th>\n",
       "      <th>contracting-address-postal-code</th>\n",
       "      <th>contracting-address-country</th>\n",
       "      <th>procurement-entity-name_en</th>\n",
       "      <th>procurement-entity-name_fr</th>\n",
       "      <th>country-percentage</th>\n",
       "      <th>country-description_en</th>\n",
       "      <th>country-description_fr</th>\n",
       "      <th>date-file-published</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F2599-090025/001/MD</td>\n",
       "      <td>000</td>\n",
       "      <td>2009-06-16</td>\n",
       "      <td>2009-10-20</td>\n",
       "      <td>30174.0</td>\n",
       "      <td>N1990</td>\n",
       "      <td>Vessels, Miscellaneous</td>\n",
       "      <td>Bateaux divers</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SARNIA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>N7T8B1</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F2599-090025/001/MD</td>\n",
       "      <td>001</td>\n",
       "      <td>2009-07-15</td>\n",
       "      <td>2009-10-20</td>\n",
       "      <td>4876.0</td>\n",
       "      <td>N1990</td>\n",
       "      <td>Vessels, Miscellaneous</td>\n",
       "      <td>Bateaux divers</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SARNIA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>N7T8B1</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F2599-090025/001/MD</td>\n",
       "      <td>002</td>\n",
       "      <td>2009-07-20</td>\n",
       "      <td>2009-10-20</td>\n",
       "      <td>26914.0</td>\n",
       "      <td>N1990</td>\n",
       "      <td>Vessels, Miscellaneous</td>\n",
       "      <td>Bateaux divers</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SARNIA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>N7T8B1</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E60LP-090002/392/LP</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>2010-12-31</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>V502B</td>\n",
       "      <td>Hotels, Motels and Commercial Accommodation</td>\n",
       "      <td>Hôtels, motels et logements commerciaux</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E60LP-110001/050/LP</td>\n",
       "      <td>000</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>V502B</td>\n",
       "      <td>Hotels, Motels and Commercial Accommodation</td>\n",
       "      <td>Hôtels, motels et logements commerciaux</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>E60LP-100001/052/LP</td>\n",
       "      <td>000</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>2011-12-31</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>V502B</td>\n",
       "      <td>Hotels, Motels and Commercial Accommodation</td>\n",
       "      <td>Hôtels, motels et logements commerciaux</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F1719-090011/001/VIC</td>\n",
       "      <td>000</td>\n",
       "      <td>2009-04-17</td>\n",
       "      <td>2009-09-23</td>\n",
       "      <td>145400.0</td>\n",
       "      <td>V201A</td>\n",
       "      <td>Fixed Wing Aircraft - Airplane Charter</td>\n",
       "      <td>Affrètement aéronef à voilure fixe - Affrèteme...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>VICTORIA</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V8V4V9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>F1719-090011/001/VIC</td>\n",
       "      <td>001</td>\n",
       "      <td>2009-04-17</td>\n",
       "      <td>2009-09-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>V201A</td>\n",
       "      <td>Fixed Wing Aircraft - Airplane Charter</td>\n",
       "      <td>Affrètement aéronef à voilure fixe - Affrèteme...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>VICTORIA</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V8V4V9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>F1719-090011/001/VIC</td>\n",
       "      <td>T01</td>\n",
       "      <td>2009-07-21</td>\n",
       "      <td>2009-09-22</td>\n",
       "      <td>-145400.0</td>\n",
       "      <td>V201A</td>\n",
       "      <td>Fixed Wing Aircraft - Airplane Charter</td>\n",
       "      <td>Affrètement aéronef à voilure fixe - Affrèteme...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>VICTORIA</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V8V4V9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F5957-090148/001/QF</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-03-03</td>\n",
       "      <td>2010-06-30</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>N5845</td>\n",
       "      <td>Underwater Sound Equipment</td>\n",
       "      <td>Équipement de détection sous-marine</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>DARTMOUTH</td>\n",
       "      <td>Nova Scotia</td>\n",
       "      <td>B2Y4A2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F5957-090148/001/QF</td>\n",
       "      <td>001</td>\n",
       "      <td>2010-03-04</td>\n",
       "      <td>2010-06-30</td>\n",
       "      <td>940.0</td>\n",
       "      <td>N5845</td>\n",
       "      <td>Underwater Sound Equipment</td>\n",
       "      <td>Équipement de détection sous-marine</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>DARTMOUTH</td>\n",
       "      <td>Nova Scotia</td>\n",
       "      <td>B2Y4A2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>EC016-110690/001/PWB</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-09-21</td>\n",
       "      <td>2011-02-08</td>\n",
       "      <td>287743.0</td>\n",
       "      <td>5161B</td>\n",
       "      <td>Heating, Ventilation and Air Conditioning Main...</td>\n",
       "      <td>Services d'inspection et d'entretien des unité...</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>MONCTON</td>\n",
       "      <td>New Brunswick</td>\n",
       "      <td>E1C1H1</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>W8484-10Q080/001/EE</td>\n",
       "      <td>000</td>\n",
       "      <td>2009-10-02</td>\n",
       "      <td>2010-10-01</td>\n",
       "      <td>8570.0</td>\n",
       "      <td>N7030</td>\n",
       "      <td>ADP Software</td>\n",
       "      <td>Logiciel TAI</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>W8484-10Q144/001/EE</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-02-19</td>\n",
       "      <td>2010-12-31</td>\n",
       "      <td>11024.0</td>\n",
       "      <td>N7030</td>\n",
       "      <td>ADP Software</td>\n",
       "      <td>Logiciel TAI</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>W8484-10Q144/001/EE</td>\n",
       "      <td>001</td>\n",
       "      <td>2010-12-23</td>\n",
       "      <td>2011-12-31</td>\n",
       "      <td>11864.0</td>\n",
       "      <td>N7030</td>\n",
       "      <td>ADP Software</td>\n",
       "      <td>Logiciel TAI</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>E60PH-10DRUG/003/PH</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-10-04</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>244333.0</td>\n",
       "      <td>N6505</td>\n",
       "      <td>Drugs and Biologicals</td>\n",
       "      <td>Produits pharmaceutiques et biologiques</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>E60PH-10DRUG/003/PH</td>\n",
       "      <td>001</td>\n",
       "      <td>2010-10-06</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N6505</td>\n",
       "      <td>Drugs and Biologicals</td>\n",
       "      <td>Produits pharmaceutiques et biologiques</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>E60PH-10DRUG/003/PH</td>\n",
       "      <td>002</td>\n",
       "      <td>2010-10-07</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N6505</td>\n",
       "      <td>Drugs and Biologicals</td>\n",
       "      <td>Produits pharmaceutiques et biologiques</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>W8486-122224/001/BLB</td>\n",
       "      <td>000</td>\n",
       "      <td>2012-05-11</td>\n",
       "      <td>2013-04-30</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>JX2540</td>\n",
       "      <td>Vehicular Furniture and Accessories - Repair</td>\n",
       "      <td>Accessoires et garnitures de véhicules - répar...</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>W8486-122224/001/BLB</td>\n",
       "      <td>001</td>\n",
       "      <td>2012-06-21</td>\n",
       "      <td>2013-04-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>JX2540</td>\n",
       "      <td>Vehicular Furniture and Accessories - Repair</td>\n",
       "      <td>Accessoires et garnitures de véhicules - répar...</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>W8486-122224/001/BLB</td>\n",
       "      <td>002</td>\n",
       "      <td>2012-08-16</td>\n",
       "      <td>2013-04-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>JX2540</td>\n",
       "      <td>Vehicular Furniture and Accessories - Repair</td>\n",
       "      <td>Accessoires et garnitures de véhicules - répar...</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>W8486-05F584/001/GRK</td>\n",
       "      <td>006</td>\n",
       "      <td>2009-03-19</td>\n",
       "      <td>2010-03-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N3990</td>\n",
       "      <td>Materials Handling Equipment, Miscellaneous</td>\n",
       "      <td>Équipement général pour la manutention du maté...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>W8486-05F584/001/GRK</td>\n",
       "      <td>007</td>\n",
       "      <td>2010-03-01</td>\n",
       "      <td>2011-03-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N3990</td>\n",
       "      <td>Materials Handling Equipment, Miscellaneous</td>\n",
       "      <td>Équipement général pour la manutention du maté...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>W8486-05F584/001/GRK</td>\n",
       "      <td>009</td>\n",
       "      <td>2011-03-14</td>\n",
       "      <td>2012-03-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N3990</td>\n",
       "      <td>Materials Handling Equipment, Miscellaneous</td>\n",
       "      <td>Équipement général pour la manutention du maté...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>W3132-11H008/001/GRK</td>\n",
       "      <td>000</td>\n",
       "      <td>2011-02-22</td>\n",
       "      <td>2012-02-22</td>\n",
       "      <td>22377.0</td>\n",
       "      <td>N7105</td>\n",
       "      <td>Household Furniture</td>\n",
       "      <td>Meubles de maison</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GEILENKIRCHE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52511</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>W0142-10B178/001/CAL</td>\n",
       "      <td>000</td>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>2011-04-30</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>K107A</td>\n",
       "      <td>Landscaping and Horticultural Services</td>\n",
       "      <td>Services d'aménagement paysagiste et d'horticu...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>MEDICINE HAT</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T1A8K8</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>W0142-10B178/001/CAL</td>\n",
       "      <td>001</td>\n",
       "      <td>2011-03-24</td>\n",
       "      <td>2012-04-30</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>K107A</td>\n",
       "      <td>Landscaping and Horticultural Services</td>\n",
       "      <td>Services d'aménagement paysagiste et d'horticu...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>MEDICINE HAT</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T1A8K8</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>E0213-00T003/001/PWZ</td>\n",
       "      <td>015</td>\n",
       "      <td>2009-02-27</td>\n",
       "      <td>2009-06-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5161C</td>\n",
       "      <td>Air Distribution Systems - Installation and Re...</td>\n",
       "      <td>Systèmes de distribution d'air - installation ...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>WINNIPEG</td>\n",
       "      <td>Manitoba</td>\n",
       "      <td>R3B0T6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>E0213-00T003/001/PWZ</td>\n",
       "      <td>016</td>\n",
       "      <td>2009-05-29</td>\n",
       "      <td>2009-12-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5161C</td>\n",
       "      <td>Air Distribution Systems - Installation and Re...</td>\n",
       "      <td>Systèmes de distribution d'air - installation ...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>WINNIPEG</td>\n",
       "      <td>Manitoba</td>\n",
       "      <td>R3B0T6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>E0213-00T003/001/PWZ</td>\n",
       "      <td>017</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>2010-03-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5161C</td>\n",
       "      <td>Air Distribution Systems - Installation and Re...</td>\n",
       "      <td>Systèmes de distribution d'air - installation ...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>WINNIPEG</td>\n",
       "      <td>Manitoba</td>\n",
       "      <td>R3B0T6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 21:42:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353902</th>\n",
       "      <td>HT156-174100/001/PV</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>1880000.0</td>\n",
       "      <td>N6640</td>\n",
       "      <td>Laboratory Equipment and Supplies</td>\n",
       "      <td>Équipement et approvisionnements de laboratoire</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353903</th>\n",
       "      <td>EB144-161505/001/PWA</td>\n",
       "      <td>004</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-02-28</td>\n",
       "      <td>26991.0</td>\n",
       "      <td>C216C</td>\n",
       "      <td>Marine Architect and Engineering Services</td>\n",
       "      <td>Services d'architecture et d'ingénierie</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>HALIFAX</td>\n",
       "      <td>Nova Scotia</td>\n",
       "      <td>B3J3C9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353904</th>\n",
       "      <td>EW038-161129/001/PWU</td>\n",
       "      <td>002</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2018-12-15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5161AF</td>\n",
       "      <td>Ventilating Services Contractors</td>\n",
       "      <td>Entrepreneurs en services de ventilation</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>EDMONTON</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T5J1S6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353905</th>\n",
       "      <td>E0225-182070/001/HAL</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-21</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>4435.0</td>\n",
       "      <td>N7110J</td>\n",
       "      <td>FURNITURE, MODULAR (OFFICE)</td>\n",
       "      <td>Mobilier modulaire, bureau</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>HALIFAX</td>\n",
       "      <td>Nova Scotia</td>\n",
       "      <td>B3J3C9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353906</th>\n",
       "      <td>W8474-10SP10/001/XI</td>\n",
       "      <td>007</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2525948.0</td>\n",
       "      <td>D307A</td>\n",
       "      <td>Systems Integration of Informatics Commodities...</td>\n",
       "      <td>Produits et services d'informatiques d'intégra...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353907</th>\n",
       "      <td>W8486-163007/001/HN</td>\n",
       "      <td>002</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>1401456.0</td>\n",
       "      <td>N6625</td>\n",
       "      <td>Electrical and Electronic Properties Measuring...</td>\n",
       "      <td>Instruments de mesure et d'essai de propriétés...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353908</th>\n",
       "      <td>E60LM-160030/009/LS</td>\n",
       "      <td>001</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>V502A</td>\n",
       "      <td>Relocation Services</td>\n",
       "      <td>Service de réinstallation</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353909</th>\n",
       "      <td>E0209-161510/001/PWU</td>\n",
       "      <td>061</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2017-09-29</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>C119A</td>\n",
       "      <td>Architectual Services - Buildings</td>\n",
       "      <td>Services d'architecture - bâtiments</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>CALGARY</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T2P3M3</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353910</th>\n",
       "      <td>W3524-18BC04/001/BK</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>8552817.0</td>\n",
       "      <td>N1395</td>\n",
       "      <td>Miscellaneous Ammunition</td>\n",
       "      <td>Munitions diverses</td>\n",
       "      <td>No</td>\n",
       "      <td>Non</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0K2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353911</th>\n",
       "      <td>01581-180379/001/CAL</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2019-01-19</td>\n",
       "      <td>186606.0</td>\n",
       "      <td>N6640</td>\n",
       "      <td>Laboratory Equipment and Supplies</td>\n",
       "      <td>Équipement et approvisionnements de laboratoire</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SWIFT CURRENT</td>\n",
       "      <td>Saskatchewan</td>\n",
       "      <td>S9H3X2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353912</th>\n",
       "      <td>M2989-162012/001/VAN</td>\n",
       "      <td>004</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2017-03-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N7025</td>\n",
       "      <td>ADP Input-Output and Storage Devices</td>\n",
       "      <td>Dispositifs TAD d'entrée-sortie et de mémoire</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SURREY</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V3T6P3</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353913</th>\n",
       "      <td>21C81-164012/001/VAN</td>\n",
       "      <td>001</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-11-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N8305</td>\n",
       "      <td>Textile Fabrics</td>\n",
       "      <td>Tissus</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>ABBOTSFORD</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V2S2E8</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353914</th>\n",
       "      <td>E0209-161510/001/PWU</td>\n",
       "      <td>062</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2017-09-29</td>\n",
       "      <td>4014.0</td>\n",
       "      <td>C119A</td>\n",
       "      <td>Architectual Services - Buildings</td>\n",
       "      <td>Services d'architecture - bâtiments</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>CALGARY</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T2P3M3</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353915</th>\n",
       "      <td>E0209-161510/001/PWU</td>\n",
       "      <td>063</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2017-09-29</td>\n",
       "      <td>-73321.0</td>\n",
       "      <td>C119A</td>\n",
       "      <td>Architectual Services - Buildings</td>\n",
       "      <td>Services d'architecture - bâtiments</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>CALGARY</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T2P3M3</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353916</th>\n",
       "      <td>W0125-18SK11/001/KIN</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>44697.0</td>\n",
       "      <td>N7830A</td>\n",
       "      <td>Gymnasium Equipment</td>\n",
       "      <td>Équipement de gymnase</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>ASTRA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K0K3W0</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353917</th>\n",
       "      <td>F1640-170007/001/HAL</td>\n",
       "      <td>001</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2019-11-30</td>\n",
       "      <td>237951.0</td>\n",
       "      <td>T019A</td>\n",
       "      <td>Surveying Services</td>\n",
       "      <td>Services de topographie</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>SIDNEY</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V8L4B2</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353918</th>\n",
       "      <td>21120-154971/001/PR</td>\n",
       "      <td>003</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2018-01-21</td>\n",
       "      <td>8203.0</td>\n",
       "      <td>N8335</td>\n",
       "      <td>SHOE FINDINGS AND SOLING MATERIALS</td>\n",
       "      <td>Fournitures de cordonnerie et matériaux de res...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A0P9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353919</th>\n",
       "      <td>21C81-164008/001/VAN</td>\n",
       "      <td>001</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-09-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N8305</td>\n",
       "      <td>Textile Fabrics</td>\n",
       "      <td>Tissus</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>ABBOTSFORD</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V2S2E8</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353920</th>\n",
       "      <td>EW699-141369/001/GMP</td>\n",
       "      <td>012</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>E101A</td>\n",
       "      <td>Air Quality Support Services</td>\n",
       "      <td>Services de soutien - qualité de l'air</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>EDMONTON</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T5J1S6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353921</th>\n",
       "      <td>EB144-181680/001/PWA</td>\n",
       "      <td>000</td>\n",
       "      <td>2017-12-15</td>\n",
       "      <td>2018-02-28</td>\n",
       "      <td>769350.0</td>\n",
       "      <td>5133C</td>\n",
       "      <td>Waterways, Harbours, Dams and Other Water Works</td>\n",
       "      <td>Voies de navigation, ports, barrages et autres...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>HALIFAX</td>\n",
       "      <td>Nova Scotia</td>\n",
       "      <td>B3J3C9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353922</th>\n",
       "      <td>B8297-150490/001/PD</td>\n",
       "      <td>002</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2017-06-02</td>\n",
       "      <td>10373.0</td>\n",
       "      <td>N7530</td>\n",
       "      <td>Stationery and Record Forms</td>\n",
       "      <td>Papeterie et classeurs</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1A1L1</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353923</th>\n",
       "      <td>F1700-165102/001/PWY</td>\n",
       "      <td>010</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>220927.0</td>\n",
       "      <td>5139D</td>\n",
       "      <td>General Marine Construction Work</td>\n",
       "      <td>Travaux généraux de construction maritime</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>VANCOUVER</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>V6C3S4</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353924</th>\n",
       "      <td>W0107-161525/001/PET</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-02-28</td>\n",
       "      <td>74150.0</td>\n",
       "      <td>N8915Z</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>Fruits et légumes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>PETAWAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K8H2X3</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353925</th>\n",
       "      <td>EP758-180363/001/PPS</td>\n",
       "      <td>002</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>4435.0</td>\n",
       "      <td>N7110</td>\n",
       "      <td>Office Furniture</td>\n",
       "      <td>Meubles de bureau</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1P5B9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353926</th>\n",
       "      <td>E6MON-160007/001/MTA</td>\n",
       "      <td>005</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>N6830M</td>\n",
       "      <td>GAS, PROPANE</td>\n",
       "      <td>Gaz, propane</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>MONTREAL</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>H3E1G9</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353927</th>\n",
       "      <td>EW479-162880/006/NCS</td>\n",
       "      <td>001</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2022-02-28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>E108A</td>\n",
       "      <td>Asbestos Removal Services</td>\n",
       "      <td>Enlèvement de l'amiante</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>EDMONTON</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>T5J1S6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353928</th>\n",
       "      <td>EW525-151513/001/PWZ</td>\n",
       "      <td>004</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5153A</td>\n",
       "      <td>Roofing, Siding and Sheet Metal Installation S...</td>\n",
       "      <td>Services d'installation - couvertures, paremen...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>PRINCE ALBERT</td>\n",
       "      <td>Saskatchewan</td>\n",
       "      <td>S6V5R6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353929</th>\n",
       "      <td>EP731-181741/001/PQ</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>21113.0</td>\n",
       "      <td>N7110</td>\n",
       "      <td>Office Furniture</td>\n",
       "      <td>Meubles de bureau</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>GATINEAU</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>K1A0S5</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353930</th>\n",
       "      <td>EP783-162280/001/FP</td>\n",
       "      <td>003</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>50985.0</td>\n",
       "      <td>5139C</td>\n",
       "      <td>General Heavy Construction</td>\n",
       "      <td>Grands travaux généraux</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>OTTAWA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>K1P5A6</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353931</th>\n",
       "      <td>EV385-181583/002/WPG</td>\n",
       "      <td>000</td>\n",
       "      <td>2018-01-23</td>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>281.0</td>\n",
       "      <td>N7110</td>\n",
       "      <td>Office Furniture</td>\n",
       "      <td>Meubles de bureau</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Oui</td>\n",
       "      <td>...</td>\n",
       "      <td>REGINA</td>\n",
       "      <td>Saskatchewan</td>\n",
       "      <td>S4P0H8</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Public Works and Government Services Canada</td>\n",
       "      <td>Travaux publics et Services gouvernementaux Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-24 22:00:43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>353932 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             contract-number amendment-number  award-date expiry-date  \\\n",
       "0        F2599-090025/001/MD              000  2009-06-16  2009-10-20   \n",
       "1        F2599-090025/001/MD              001  2009-07-15  2009-10-20   \n",
       "2        F2599-090025/001/MD              002  2009-07-20  2009-10-20   \n",
       "3        E60LP-090002/392/LP              000  2010-01-01  2010-12-31   \n",
       "4        E60LP-110001/050/LP              000  2012-01-01  2012-12-31   \n",
       "5        E60LP-100001/052/LP              000  2011-01-01  2011-12-31   \n",
       "6       F1719-090011/001/VIC              000  2009-04-17  2009-09-23   \n",
       "7       F1719-090011/001/VIC              001  2009-04-17  2009-09-23   \n",
       "8       F1719-090011/001/VIC              T01  2009-07-21  2009-09-22   \n",
       "9        F5957-090148/001/QF              000  2010-03-03  2010-06-30   \n",
       "10       F5957-090148/001/QF              001  2010-03-04  2010-06-30   \n",
       "11      EC016-110690/001/PWB              000  2010-09-21  2011-02-08   \n",
       "12       W8484-10Q080/001/EE              000  2009-10-02  2010-10-01   \n",
       "13       W8484-10Q144/001/EE              000  2010-02-19  2010-12-31   \n",
       "14       W8484-10Q144/001/EE              001  2010-12-23  2011-12-31   \n",
       "15       E60PH-10DRUG/003/PH              000  2010-10-04  2011-06-30   \n",
       "16       E60PH-10DRUG/003/PH              001  2010-10-06  2011-06-30   \n",
       "17       E60PH-10DRUG/003/PH              002  2010-10-07  2011-06-30   \n",
       "18      W8486-122224/001/BLB              000  2012-05-11  2013-04-30   \n",
       "19      W8486-122224/001/BLB              001  2012-06-21  2013-04-30   \n",
       "20      W8486-122224/001/BLB              002  2012-08-16  2013-04-30   \n",
       "21      W8486-05F584/001/GRK              006  2009-03-19  2010-03-31   \n",
       "22      W8486-05F584/001/GRK              007  2010-03-01  2011-03-31   \n",
       "23      W8486-05F584/001/GRK              009  2011-03-14  2012-03-31   \n",
       "24      W3132-11H008/001/GRK              000  2011-02-22  2012-02-22   \n",
       "25      W0142-10B178/001/CAL              000  2010-11-10  2011-04-30   \n",
       "26      W0142-10B178/001/CAL              001  2011-03-24  2012-04-30   \n",
       "27      E0213-00T003/001/PWZ              015  2009-02-27  2009-06-30   \n",
       "28      E0213-00T003/001/PWZ              016  2009-05-29  2009-12-31   \n",
       "29      E0213-00T003/001/PWZ              017  2009-12-01  2010-03-31   \n",
       "...                      ...              ...         ...         ...   \n",
       "353902   HT156-174100/001/PV              000  2018-01-22  2020-01-31   \n",
       "353903  EB144-161505/001/PWA              004  2018-01-22  2018-02-28   \n",
       "353904  EW038-161129/001/PWU              002  2018-01-23  2018-12-15   \n",
       "353905  E0225-182070/001/HAL              000  2018-01-21  2018-03-31   \n",
       "353906   W8474-10SP10/001/XI              007  2018-01-22  2019-03-31   \n",
       "353907   W8486-163007/001/HN              002  2018-01-23  2021-04-01   \n",
       "353908   E60LM-160030/009/LS              001  2018-01-23  2020-01-31   \n",
       "353909  E0209-161510/001/PWU              061  2018-01-23  2017-09-29   \n",
       "353910   W3524-18BC04/001/BK              000  2018-01-22  2018-12-31   \n",
       "353911  01581-180379/001/CAL              000  2018-01-19  2019-01-19   \n",
       "353912  M2989-162012/001/VAN              004  2018-01-23  2017-03-31   \n",
       "353913  21C81-164012/001/VAN              001  2018-01-22  2018-11-16   \n",
       "353914  E0209-161510/001/PWU              062  2018-01-23  2017-09-29   \n",
       "353915  E0209-161510/001/PWU              063  2018-01-23  2017-09-29   \n",
       "353916  W0125-18SK11/001/KIN              000  2018-01-22  2018-05-31   \n",
       "353917  F1640-170007/001/HAL              001  2018-01-22  2019-11-30   \n",
       "353918   21120-154971/001/PR              003  2018-01-19  2018-01-21   \n",
       "353919  21C81-164008/001/VAN              001  2018-01-22  2018-09-06   \n",
       "353920  EW699-141369/001/GMP              012  2018-01-22  2019-06-30   \n",
       "353921  EB144-181680/001/PWA              000  2017-12-15  2018-02-28   \n",
       "353922   B8297-150490/001/PD              002  2018-01-19  2017-06-02   \n",
       "353923  F1700-165102/001/PWY              010  2018-01-19  2018-03-31   \n",
       "353924  W0107-161525/001/PET              000  2018-01-22  2018-02-28   \n",
       "353925  EP758-180363/001/PPS              002  2018-01-23  2019-05-15   \n",
       "353926  E6MON-160007/001/MTA              005  2018-01-22  2018-09-30   \n",
       "353927  EW479-162880/006/NCS              001  2018-01-23  2022-02-28   \n",
       "353928  EW525-151513/001/PWZ              004  2018-01-23  2018-05-31   \n",
       "353929   EP731-181741/001/PQ              000  2018-01-19  2018-05-19   \n",
       "353930   EP783-162280/001/FP              003  2018-01-19  2021-04-30   \n",
       "353931  EV385-181583/002/WPG              000  2018-01-23  2018-09-30   \n",
       "\n",
       "        contract-value    gsin  \\\n",
       "0              30174.0   N1990   \n",
       "1               4876.0   N1990   \n",
       "2              26914.0   N1990   \n",
       "3              25000.0   V502B   \n",
       "4              25000.0   V502B   \n",
       "5              25000.0   V502B   \n",
       "6             145400.0   V201A   \n",
       "7                  0.0   V201A   \n",
       "8            -145400.0   V201A   \n",
       "9              42000.0   N5845   \n",
       "10               940.0   N5845   \n",
       "11            287743.0   5161B   \n",
       "12              8570.0   N7030   \n",
       "13             11024.0   N7030   \n",
       "14             11864.0   N7030   \n",
       "15            244333.0   N6505   \n",
       "16                 0.0   N6505   \n",
       "17                 0.0   N6505   \n",
       "18            600000.0  JX2540   \n",
       "19                 0.0  JX2540   \n",
       "20                 0.0  JX2540   \n",
       "21                 0.0   N3990   \n",
       "22                 0.0   N3990   \n",
       "23                 0.0   N3990   \n",
       "24             22377.0   N7105   \n",
       "25             50000.0   K107A   \n",
       "26             50000.0   K107A   \n",
       "27                 0.0   5161C   \n",
       "28                 0.0   5161C   \n",
       "29                 0.0   5161C   \n",
       "...                ...     ...   \n",
       "353902       1880000.0   N6640   \n",
       "353903         26991.0   C216C   \n",
       "353904             0.0  5161AF   \n",
       "353905          4435.0  N7110J   \n",
       "353906       2525948.0   D307A   \n",
       "353907       1401456.0   N6625   \n",
       "353908             0.0   V502A   \n",
       "353909          9010.0   C119A   \n",
       "353910       8552817.0   N1395   \n",
       "353911        186606.0   N6640   \n",
       "353912             0.0   N7025   \n",
       "353913             0.0   N8305   \n",
       "353914          4014.0   C119A   \n",
       "353915        -73321.0   C119A   \n",
       "353916         44697.0  N7830A   \n",
       "353917        237951.0   T019A   \n",
       "353918          8203.0   N8335   \n",
       "353919             0.0   N8305   \n",
       "353920             0.0   E101A   \n",
       "353921        769350.0   5133C   \n",
       "353922         10373.0   N7530   \n",
       "353923        220927.0   5139D   \n",
       "353924         74150.0  N8915Z   \n",
       "353925          4435.0   N7110   \n",
       "353926             0.0  N6830M   \n",
       "353927             0.0   E108A   \n",
       "353928             0.0   5153A   \n",
       "353929         21113.0   N7110   \n",
       "353930         50985.0   5139C   \n",
       "353931           281.0   N7110   \n",
       "\n",
       "                                      gsin-description_en  \\\n",
       "0                                  Vessels, Miscellaneous   \n",
       "1                                  Vessels, Miscellaneous   \n",
       "2                                  Vessels, Miscellaneous   \n",
       "3             Hotels, Motels and Commercial Accommodation   \n",
       "4             Hotels, Motels and Commercial Accommodation   \n",
       "5             Hotels, Motels and Commercial Accommodation   \n",
       "6                  Fixed Wing Aircraft - Airplane Charter   \n",
       "7                  Fixed Wing Aircraft - Airplane Charter   \n",
       "8                  Fixed Wing Aircraft - Airplane Charter   \n",
       "9                              Underwater Sound Equipment   \n",
       "10                             Underwater Sound Equipment   \n",
       "11      Heating, Ventilation and Air Conditioning Main...   \n",
       "12                                           ADP Software   \n",
       "13                                           ADP Software   \n",
       "14                                           ADP Software   \n",
       "15                                  Drugs and Biologicals   \n",
       "16                                  Drugs and Biologicals   \n",
       "17                                  Drugs and Biologicals   \n",
       "18           Vehicular Furniture and Accessories - Repair   \n",
       "19           Vehicular Furniture and Accessories - Repair   \n",
       "20           Vehicular Furniture and Accessories - Repair   \n",
       "21            Materials Handling Equipment, Miscellaneous   \n",
       "22            Materials Handling Equipment, Miscellaneous   \n",
       "23            Materials Handling Equipment, Miscellaneous   \n",
       "24                                    Household Furniture   \n",
       "25                 Landscaping and Horticultural Services   \n",
       "26                 Landscaping and Horticultural Services   \n",
       "27      Air Distribution Systems - Installation and Re...   \n",
       "28      Air Distribution Systems - Installation and Re...   \n",
       "29      Air Distribution Systems - Installation and Re...   \n",
       "...                                                   ...   \n",
       "353902                  Laboratory Equipment and Supplies   \n",
       "353903          Marine Architect and Engineering Services   \n",
       "353904                   Ventilating Services Contractors   \n",
       "353905                        FURNITURE, MODULAR (OFFICE)   \n",
       "353906  Systems Integration of Informatics Commodities...   \n",
       "353907  Electrical and Electronic Properties Measuring...   \n",
       "353908                                Relocation Services   \n",
       "353909                  Architectual Services - Buildings   \n",
       "353910                           Miscellaneous Ammunition   \n",
       "353911                  Laboratory Equipment and Supplies   \n",
       "353912               ADP Input-Output and Storage Devices   \n",
       "353913                                    Textile Fabrics   \n",
       "353914                  Architectual Services - Buildings   \n",
       "353915                  Architectual Services - Buildings   \n",
       "353916                                Gymnasium Equipment   \n",
       "353917                                 Surveying Services   \n",
       "353918                 SHOE FINDINGS AND SOLING MATERIALS   \n",
       "353919                                    Textile Fabrics   \n",
       "353920                       Air Quality Support Services   \n",
       "353921    Waterways, Harbours, Dams and Other Water Works   \n",
       "353922                        Stationery and Record Forms   \n",
       "353923                   General Marine Construction Work   \n",
       "353924                              Fruits and Vegetables   \n",
       "353925                                   Office Furniture   \n",
       "353926                                       GAS, PROPANE   \n",
       "353927                          Asbestos Removal Services   \n",
       "353928  Roofing, Siding and Sheet Metal Installation S...   \n",
       "353929                                   Office Furniture   \n",
       "353930                         General Heavy Construction   \n",
       "353931                                   Office Furniture   \n",
       "\n",
       "                                      gsin-description_fr  \\\n",
       "0                                          Bateaux divers   \n",
       "1                                          Bateaux divers   \n",
       "2                                          Bateaux divers   \n",
       "3                 Hôtels, motels et logements commerciaux   \n",
       "4                 Hôtels, motels et logements commerciaux   \n",
       "5                 Hôtels, motels et logements commerciaux   \n",
       "6       Affrètement aéronef à voilure fixe - Affrèteme...   \n",
       "7       Affrètement aéronef à voilure fixe - Affrèteme...   \n",
       "8       Affrètement aéronef à voilure fixe - Affrèteme...   \n",
       "9                     Équipement de détection sous-marine   \n",
       "10                    Équipement de détection sous-marine   \n",
       "11      Services d'inspection et d'entretien des unité...   \n",
       "12                                           Logiciel TAI   \n",
       "13                                           Logiciel TAI   \n",
       "14                                           Logiciel TAI   \n",
       "15                Produits pharmaceutiques et biologiques   \n",
       "16                Produits pharmaceutiques et biologiques   \n",
       "17                Produits pharmaceutiques et biologiques   \n",
       "18      Accessoires et garnitures de véhicules - répar...   \n",
       "19      Accessoires et garnitures de véhicules - répar...   \n",
       "20      Accessoires et garnitures de véhicules - répar...   \n",
       "21      Équipement général pour la manutention du maté...   \n",
       "22      Équipement général pour la manutention du maté...   \n",
       "23      Équipement général pour la manutention du maté...   \n",
       "24                                      Meubles de maison   \n",
       "25      Services d'aménagement paysagiste et d'horticu...   \n",
       "26      Services d'aménagement paysagiste et d'horticu...   \n",
       "27      Systèmes de distribution d'air - installation ...   \n",
       "28      Systèmes de distribution d'air - installation ...   \n",
       "29      Systèmes de distribution d'air - installation ...   \n",
       "...                                                   ...   \n",
       "353902    Équipement et approvisionnements de laboratoire   \n",
       "353903            Services d'architecture et d'ingénierie   \n",
       "353904           Entrepreneurs en services de ventilation   \n",
       "353905                         Mobilier modulaire, bureau   \n",
       "353906  Produits et services d'informatiques d'intégra...   \n",
       "353907  Instruments de mesure et d'essai de propriétés...   \n",
       "353908                          Service de réinstallation   \n",
       "353909                Services d'architecture - bâtiments   \n",
       "353910                                 Munitions diverses   \n",
       "353911    Équipement et approvisionnements de laboratoire   \n",
       "353912      Dispositifs TAD d'entrée-sortie et de mémoire   \n",
       "353913                                             Tissus   \n",
       "353914                Services d'architecture - bâtiments   \n",
       "353915                Services d'architecture - bâtiments   \n",
       "353916                              Équipement de gymnase   \n",
       "353917                            Services de topographie   \n",
       "353918  Fournitures de cordonnerie et matériaux de res...   \n",
       "353919                                             Tissus   \n",
       "353920             Services de soutien - qualité de l'air   \n",
       "353921  Voies de navigation, ports, barrages et autres...   \n",
       "353922                             Papeterie et classeurs   \n",
       "353923          Travaux généraux de construction maritime   \n",
       "353924                                  Fruits et légumes   \n",
       "353925                                  Meubles de bureau   \n",
       "353926                                       Gaz, propane   \n",
       "353927                            Enlèvement de l'amiante   \n",
       "353928  Services d'installation - couvertures, paremen...   \n",
       "353929                                  Meubles de bureau   \n",
       "353930                            Grands travaux généraux   \n",
       "353931                                  Meubles de bureau   \n",
       "\n",
       "       competitive-tender_en competitive-tender_fr         ...           \\\n",
       "0                        Yes                   Oui         ...            \n",
       "1                        Yes                   Oui         ...            \n",
       "2                        Yes                   Oui         ...            \n",
       "3                        Yes                   Oui         ...            \n",
       "4                        Yes                   Oui         ...            \n",
       "5                        Yes                   Oui         ...            \n",
       "6                        Yes                   Oui         ...            \n",
       "7                        Yes                   Oui         ...            \n",
       "8                        Yes                   Oui         ...            \n",
       "9                         No                   Non         ...            \n",
       "10                        No                   Non         ...            \n",
       "11                        No                   Non         ...            \n",
       "12                        No                   Non         ...            \n",
       "13                        No                   Non         ...            \n",
       "14                        No                   Non         ...            \n",
       "15                       Yes                   Oui         ...            \n",
       "16                       Yes                   Oui         ...            \n",
       "17                       Yes                   Oui         ...            \n",
       "18                        No                   Non         ...            \n",
       "19                        No                   Non         ...            \n",
       "20                        No                   Non         ...            \n",
       "21                       Yes                   Oui         ...            \n",
       "22                       Yes                   Oui         ...            \n",
       "23                       Yes                   Oui         ...            \n",
       "24                       Yes                   Oui         ...            \n",
       "25                       Yes                   Oui         ...            \n",
       "26                       Yes                   Oui         ...            \n",
       "27                       Yes                   Oui         ...            \n",
       "28                       Yes                   Oui         ...            \n",
       "29                       Yes                   Oui         ...            \n",
       "...                      ...                   ...         ...            \n",
       "353902                    No                   Non         ...            \n",
       "353903                   Yes                   Oui         ...            \n",
       "353904                    No                   Non         ...            \n",
       "353905                   Yes                   Oui         ...            \n",
       "353906                   Yes                   Oui         ...            \n",
       "353907                   Yes                   Oui         ...            \n",
       "353908                   Yes                   Oui         ...            \n",
       "353909                   Yes                   Oui         ...            \n",
       "353910                    No                   Non         ...            \n",
       "353911                   Yes                   Oui         ...            \n",
       "353912                   Yes                   Oui         ...            \n",
       "353913                   Yes                   Oui         ...            \n",
       "353914                   Yes                   Oui         ...            \n",
       "353915                   Yes                   Oui         ...            \n",
       "353916                   Yes                   Oui         ...            \n",
       "353917                   Yes                   Oui         ...            \n",
       "353918                   Yes                   Oui         ...            \n",
       "353919                   Yes                   Oui         ...            \n",
       "353920                   Yes                   Oui         ...            \n",
       "353921                   Yes                   Oui         ...            \n",
       "353922                   Yes                   Oui         ...            \n",
       "353923                   Yes                   Oui         ...            \n",
       "353924                   Yes                   Oui         ...            \n",
       "353925                   Yes                   Oui         ...            \n",
       "353926                   Yes                   Oui         ...            \n",
       "353927                   Yes                   Oui         ...            \n",
       "353928                   Yes                   Oui         ...            \n",
       "353929                   Yes                   Oui         ...            \n",
       "353930                   Yes                   Oui         ...            \n",
       "353931                   Yes                   Oui         ...            \n",
       "\n",
       "        contracting-address-city contracting-address-prov-state  \\\n",
       "0                         SARNIA                        Ontario   \n",
       "1                         SARNIA                        Ontario   \n",
       "2                         SARNIA                        Ontario   \n",
       "3                       GATINEAU                         Quebec   \n",
       "4                       GATINEAU                         Quebec   \n",
       "5                       GATINEAU                         Quebec   \n",
       "6                       VICTORIA               British Columbia   \n",
       "7                       VICTORIA               British Columbia   \n",
       "8                       VICTORIA               British Columbia   \n",
       "9                      DARTMOUTH                    Nova Scotia   \n",
       "10                     DARTMOUTH                    Nova Scotia   \n",
       "11                       MONCTON                  New Brunswick   \n",
       "12                        OTTAWA                        Ontario   \n",
       "13                        OTTAWA                        Ontario   \n",
       "14                        OTTAWA                        Ontario   \n",
       "15                      GATINEAU                         Quebec   \n",
       "16                      GATINEAU                         Quebec   \n",
       "17                      GATINEAU                         Quebec   \n",
       "18                        OTTAWA                        Ontario   \n",
       "19                        OTTAWA                        Ontario   \n",
       "20                        OTTAWA                        Ontario   \n",
       "21                        OTTAWA                        Ontario   \n",
       "22                        OTTAWA                        Ontario   \n",
       "23                        OTTAWA                        Ontario   \n",
       "24                  GEILENKIRCHE                            NaN   \n",
       "25                  MEDICINE HAT                        Alberta   \n",
       "26                  MEDICINE HAT                        Alberta   \n",
       "27                      WINNIPEG                       Manitoba   \n",
       "28                      WINNIPEG                       Manitoba   \n",
       "29                      WINNIPEG                       Manitoba   \n",
       "...                          ...                            ...   \n",
       "353902                    OTTAWA                        Ontario   \n",
       "353903                   HALIFAX                    Nova Scotia   \n",
       "353904                  EDMONTON                        Alberta   \n",
       "353905                   HALIFAX                    Nova Scotia   \n",
       "353906                    OTTAWA                        Ontario   \n",
       "353907                    OTTAWA                        Ontario   \n",
       "353908                  GATINEAU                         Quebec   \n",
       "353909                   CALGARY                        Alberta   \n",
       "353910                    OTTAWA                        Ontario   \n",
       "353911             SWIFT CURRENT                   Saskatchewan   \n",
       "353912                    SURREY               British Columbia   \n",
       "353913                ABBOTSFORD               British Columbia   \n",
       "353914                   CALGARY                        Alberta   \n",
       "353915                   CALGARY                        Alberta   \n",
       "353916                     ASTRA                        Ontario   \n",
       "353917                    SIDNEY               British Columbia   \n",
       "353918                    OTTAWA                        Ontario   \n",
       "353919                ABBOTSFORD               British Columbia   \n",
       "353920                  EDMONTON                        Alberta   \n",
       "353921                   HALIFAX                    Nova Scotia   \n",
       "353922                    OTTAWA                        Ontario   \n",
       "353923                 VANCOUVER               British Columbia   \n",
       "353924                  PETAWAWA                        Ontario   \n",
       "353925                    OTTAWA                        Ontario   \n",
       "353926                  MONTREAL                         Quebec   \n",
       "353927                  EDMONTON                        Alberta   \n",
       "353928             PRINCE ALBERT                   Saskatchewan   \n",
       "353929                  GATINEAU                         Quebec   \n",
       "353930                    OTTAWA                        Ontario   \n",
       "353931                    REGINA                   Saskatchewan   \n",
       "\n",
       "       contracting-address-postal-code contracting-address-country  \\\n",
       "0                               N7T8B1                      Canada   \n",
       "1                               N7T8B1                      Canada   \n",
       "2                               N7T8B1                      Canada   \n",
       "3                               K1A0S5                      Canada   \n",
       "4                               K1A0S5                      Canada   \n",
       "5                               K1A0S5                      Canada   \n",
       "6                               V8V4V9                      Canada   \n",
       "7                               V8V4V9                      Canada   \n",
       "8                               V8V4V9                      Canada   \n",
       "9                               B2Y4A2                      Canada   \n",
       "10                              B2Y4A2                      Canada   \n",
       "11                              E1C1H1                      Canada   \n",
       "12                              K1A0K2                      Canada   \n",
       "13                              K1A0K2                      Canada   \n",
       "14                              K1A0K2                      Canada   \n",
       "15                              K1A0S5                      Canada   \n",
       "16                              K1A0S5                      Canada   \n",
       "17                              K1A0S5                      Canada   \n",
       "18                              K1A0K2                      Canada   \n",
       "19                              K1A0K2                      Canada   \n",
       "20                              K1A0K2                      Canada   \n",
       "21                              K1A0K2                      Canada   \n",
       "22                              K1A0K2                      Canada   \n",
       "23                              K1A0K2                      Canada   \n",
       "24                               52511                     Germany   \n",
       "25                              T1A8K8                      Canada   \n",
       "26                              T1A8K8                      Canada   \n",
       "27                              R3B0T6                      Canada   \n",
       "28                              R3B0T6                      Canada   \n",
       "29                              R3B0T6                      Canada   \n",
       "...                                ...                         ...   \n",
       "353902                          K1A0K9                      Canada   \n",
       "353903                          B3J3C9                      Canada   \n",
       "353904                          T5J1S6                      Canada   \n",
       "353905                          B3J3C9                      Canada   \n",
       "353906                          K1A0K2                      Canada   \n",
       "353907                          K1A0K2                      Canada   \n",
       "353908                          K1A0S5                      Canada   \n",
       "353909                          T2P3M3                      Canada   \n",
       "353910                          K1A0K2                      Canada   \n",
       "353911                          S9H3X2                      Canada   \n",
       "353912                          V3T6P3                      Canada   \n",
       "353913                          V2S2E8                      Canada   \n",
       "353914                          T2P3M3                      Canada   \n",
       "353915                          T2P3M3                      Canada   \n",
       "353916                          K0K3W0                      Canada   \n",
       "353917                          V8L4B2                      Canada   \n",
       "353918                          K1A0P9                      Canada   \n",
       "353919                          V2S2E8                      Canada   \n",
       "353920                          T5J1S6                      Canada   \n",
       "353921                          B3J3C9                      Canada   \n",
       "353922                          K1A1L1                      Canada   \n",
       "353923                          V6C3S4                      Canada   \n",
       "353924                          K8H2X3                      Canada   \n",
       "353925                          K1P5B9                      Canada   \n",
       "353926                          H3E1G9                      Canada   \n",
       "353927                          T5J1S6                      Canada   \n",
       "353928                          S6V5R6                      Canada   \n",
       "353929                          K1A0S5                      Canada   \n",
       "353930                          K1P5A6                      Canada   \n",
       "353931                          S4P0H8                      Canada   \n",
       "\n",
       "                         procurement-entity-name_en  \\\n",
       "0       Public Works and Government Services Canada   \n",
       "1       Public Works and Government Services Canada   \n",
       "2       Public Works and Government Services Canada   \n",
       "3       Public Works and Government Services Canada   \n",
       "4       Public Works and Government Services Canada   \n",
       "5       Public Works and Government Services Canada   \n",
       "6       Public Works and Government Services Canada   \n",
       "7       Public Works and Government Services Canada   \n",
       "8       Public Works and Government Services Canada   \n",
       "9       Public Works and Government Services Canada   \n",
       "10      Public Works and Government Services Canada   \n",
       "11      Public Works and Government Services Canada   \n",
       "12      Public Works and Government Services Canada   \n",
       "13      Public Works and Government Services Canada   \n",
       "14      Public Works and Government Services Canada   \n",
       "15      Public Works and Government Services Canada   \n",
       "16      Public Works and Government Services Canada   \n",
       "17      Public Works and Government Services Canada   \n",
       "18      Public Works and Government Services Canada   \n",
       "19      Public Works and Government Services Canada   \n",
       "20      Public Works and Government Services Canada   \n",
       "21      Public Works and Government Services Canada   \n",
       "22      Public Works and Government Services Canada   \n",
       "23      Public Works and Government Services Canada   \n",
       "24      Public Works and Government Services Canada   \n",
       "25      Public Works and Government Services Canada   \n",
       "26      Public Works and Government Services Canada   \n",
       "27      Public Works and Government Services Canada   \n",
       "28      Public Works and Government Services Canada   \n",
       "29      Public Works and Government Services Canada   \n",
       "...                                             ...   \n",
       "353902  Public Works and Government Services Canada   \n",
       "353903  Public Works and Government Services Canada   \n",
       "353904  Public Works and Government Services Canada   \n",
       "353905  Public Works and Government Services Canada   \n",
       "353906  Public Works and Government Services Canada   \n",
       "353907  Public Works and Government Services Canada   \n",
       "353908  Public Works and Government Services Canada   \n",
       "353909  Public Works and Government Services Canada   \n",
       "353910  Public Works and Government Services Canada   \n",
       "353911  Public Works and Government Services Canada   \n",
       "353912  Public Works and Government Services Canada   \n",
       "353913  Public Works and Government Services Canada   \n",
       "353914  Public Works and Government Services Canada   \n",
       "353915  Public Works and Government Services Canada   \n",
       "353916  Public Works and Government Services Canada   \n",
       "353917  Public Works and Government Services Canada   \n",
       "353918  Public Works and Government Services Canada   \n",
       "353919  Public Works and Government Services Canada   \n",
       "353920  Public Works and Government Services Canada   \n",
       "353921  Public Works and Government Services Canada   \n",
       "353922  Public Works and Government Services Canada   \n",
       "353923  Public Works and Government Services Canada   \n",
       "353924  Public Works and Government Services Canada   \n",
       "353925  Public Works and Government Services Canada   \n",
       "353926  Public Works and Government Services Canada   \n",
       "353927  Public Works and Government Services Canada   \n",
       "353928  Public Works and Government Services Canada   \n",
       "353929  Public Works and Government Services Canada   \n",
       "353930  Public Works and Government Services Canada   \n",
       "353931  Public Works and Government Services Canada   \n",
       "\n",
       "                               procurement-entity-name_fr country-percentage  \\\n",
       "0       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "1       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "2       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "3       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "4       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "5       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "6       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "7       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "8       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "9       Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "10      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "11      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "12      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "13      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "14      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "15      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "16      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "17      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "18      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "19      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "20      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "21      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "22      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "23      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "24      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "25      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "26      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "27      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "28      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "29      Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "...                                                   ...                ...   \n",
       "353902  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353903  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353904  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353905  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353906  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353907  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353908  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353909  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353910  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353911  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353912  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353913  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353914  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353915  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353916  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353917  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353918  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353919  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353920  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353921  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353922  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353923  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353924  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353925  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353926  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353927  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353928  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353929  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353930  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "353931  Travaux publics et Services gouvernementaux Ca...                NaN   \n",
       "\n",
       "       country-description_en country-description_fr  date-file-published  \n",
       "0                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "1                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "2                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "3                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "4                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "5                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "6                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "7                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "8                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "9                         NaN                    NaN  2018-01-24 21:42:53  \n",
       "10                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "11                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "12                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "13                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "14                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "15                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "16                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "17                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "18                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "19                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "20                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "21                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "22                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "23                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "24                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "25                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "26                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "27                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "28                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "29                        NaN                    NaN  2018-01-24 21:42:53  \n",
       "...                       ...                    ...                  ...  \n",
       "353902                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353903                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353904                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353905                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353906                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353907                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353908                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353909                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353910                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353911                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353912                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353913                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353914                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353915                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353916                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353917                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353918                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353919                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353920                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353921                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353922                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353923                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353924                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353925                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353926                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353927                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353928                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353929                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353930                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "353931                    NaN                    NaN  2018-01-24 22:00:43  \n",
       "\n",
       "[353932 rows x 46 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(353932, 46)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contract-number                           object\n",
       "amendment-number                          object\n",
       "award-date                                object\n",
       "expiry-date                               object\n",
       "contract-value                           float64\n",
       "gsin                                      object\n",
       "gsin-description_en                       object\n",
       "gsin-description_fr                       object\n",
       "competitive-tender_en                     object\n",
       "competitive-tender_fr                     object\n",
       "limited-tender-reason                    float64\n",
       "limited-tender-reason-description_en      object\n",
       "limited-tender-reason-description_fr      object\n",
       "solicitation-procedure                    object\n",
       "solicitation-procedure-description_en     object\n",
       "solicitation-procedure-description_fr     object\n",
       "trade-agreement                           object\n",
       "trade-agreement-description_en            object\n",
       "trade-agreement-description_fr            object\n",
       "supplier-standardized-name                object\n",
       "supplier-operating-name                   object\n",
       "supplier-legal-name                       object\n",
       "supplier-address-city                     object\n",
       "supplier-address-prov-state               object\n",
       "supplier-address-postal-code              object\n",
       "supplier-address-country                  object\n",
       "organization-employee-count_en            object\n",
       "organization-employee-count_fr            object\n",
       "total-contract-value                     float64\n",
       "number-records                             int64\n",
       "end-user-entity_en                        object\n",
       "end-user-entity_fr                        object\n",
       "contracting-entity-office-name_en         object\n",
       "contracting-entity-office-name_fr         object\n",
       "contracting-address-street-1              object\n",
       "contracting-address-street-2              object\n",
       "contracting-address-city                  object\n",
       "contracting-address-prov-state            object\n",
       "contracting-address-postal-code           object\n",
       "contracting-address-country               object\n",
       "procurement-entity-name_en                object\n",
       "procurement-entity-name_fr                object\n",
       "country-percentage                        object\n",
       "country-description_en                    object\n",
       "country-description_fr                    object\n",
       "date-file-published                       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract-value</th>\n",
       "      <th>limited-tender-reason</th>\n",
       "      <th>total-contract-value</th>\n",
       "      <th>number-records</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.539320e+05</td>\n",
       "      <td>77142.000000</td>\n",
       "      <td>3.539320e+05</td>\n",
       "      <td>353932.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.781281e+05</td>\n",
       "      <td>75.853724</td>\n",
       "      <td>5.761575e+06</td>\n",
       "      <td>8.289397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.582057e+07</td>\n",
       "      <td>7.778415</td>\n",
       "      <td>7.356088e+07</td>\n",
       "      <td>18.504439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.540262e+08</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>-1.968920e+08</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.828075e+04</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.034000e+03</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.027110e+05</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.093825e+04</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>6.428570e+05</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.221000e+09</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>5.761974e+09</td>\n",
       "      <td>132.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       contract-value  limited-tender-reason  total-contract-value  \\\n",
       "count    3.539320e+05           77142.000000          3.539320e+05   \n",
       "mean     3.781281e+05              75.853724          5.761575e+06   \n",
       "std      1.582057e+07               7.778415          7.356088e+07   \n",
       "min     -1.540262e+08               8.000000         -1.968920e+08   \n",
       "25%      0.000000e+00              71.000000          1.828075e+04   \n",
       "50%      9.034000e+03              71.000000          1.027110e+05   \n",
       "75%      6.093825e+04              85.000000          6.428570e+05   \n",
       "max      5.221000e+09              90.000000          5.761974e+09   \n",
       "\n",
       "       number-records  \n",
       "count   353932.000000  \n",
       "mean         8.289397  \n",
       "std         18.504439  \n",
       "min          1.000000  \n",
       "25%          1.000000  \n",
       "50%          3.000000  \n",
       "75%          6.000000  \n",
       "max        132.000000  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'end'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-33-76b622ef5adf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcontrats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0muser\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mentity_fr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   3079\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3080\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3081\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3082\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3083\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'end'"
     ]
    }
   ],
   "source": [
    "contrats.end-user-entity_fr.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['contract-number', 'amendment-number', 'award-date', 'expiry-date',\n",
       "       'contract-value', 'gsin', 'gsin-description_en', 'gsin-description_fr',\n",
       "       'competitive-tender_en', 'competitive-tender_fr',\n",
       "       'limited-tender-reason', 'limited-tender-reason-description_en',\n",
       "       'limited-tender-reason-description_fr', 'solicitation-procedure',\n",
       "       'solicitation-procedure-description_en',\n",
       "       'solicitation-procedure-description_fr', 'trade-agreement',\n",
       "       'trade-agreement-description_en', 'trade-agreement-description_fr',\n",
       "       'supplier-standardized-name', 'supplier-operating-name',\n",
       "       'supplier-legal-name', 'supplier-address-city',\n",
       "       'supplier-address-prov-state', 'supplier-address-postal-code',\n",
       "       'supplier-address-country', 'organization-employee-count_en',\n",
       "       'organization-employee-count_fr', 'total-contract-value',\n",
       "       'number-records', 'end-user-entity_en', 'end-user-entity_fr',\n",
       "       'contracting-entity-office-name_en',\n",
       "       'contracting-entity-office-name_fr', 'contracting-address-street-1',\n",
       "       'contracting-address-street-2', 'contracting-address-city',\n",
       "       'contracting-address-prov-state', 'contracting-address-postal-code',\n",
       "       'contracting-address-country', 'procurement-entity-name_en',\n",
       "       'procurement-entity-name_fr', 'country-percentage',\n",
       "       'country-description_en', 'country-description_fr',\n",
       "       'date-file-published'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "contrats.columns = ['contract-number', 'amendment-number', 'award-date', 'expiry-date',\n",
    "       'montant', 'gsin', 'gsin-description_en', 'gsin-description_fr',\n",
    "       'competitive-tender_en', 'competitive-tender_fr',\n",
    "       'limited-tender-reason', 'limited-tender-reason-description_en',\n",
    "       'limited-tender-reason-description_fr', 'solicitation-procedure',\n",
    "       'solicitation-procedure-description_en',\n",
    "       'solicitation-procedure-description_fr', 'trade-agreement',\n",
    "       'trade-agreement-description_en', 'trade-agreement-description_fr',\n",
    "       'supplier-standardized-name', 'supplier-operating-name',\n",
    "       'supplier-legal-name', 'supplier-address-city',\n",
    "       'supplier-address-prov-state', 'supplier-address-postal-code',\n",
    "       'supplier-address-country', 'organization-employee-count_en',\n",
    "       'organization-employee-count_fr', 'total-contract-value',\n",
    "       'number-records', 'end-user-entity_en', 'ministere',\n",
    "       'contracting-entity-office-name_en',\n",
    "       'contracting-entity-office-name_fr', 'contracting-address-street-1',\n",
    "       'contracting-address-street-2', 'contracting-address-city',\n",
    "       'contracting-address-prov-state', 'contracting-address-postal-code',\n",
    "       'contracting-address-country', 'procurement-entity-name_en',\n",
    "       'procurement-entity-name_fr', 'country-percentage',\n",
    "       'country-description_en', 'country-description_fr',\n",
    "       'date-file-published']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Travaux publics et Services gouvernementaux Canada                          143681\n",
       "Ministère de la défense nationale                                           111481\n",
       "Pêches et Océans Canada                                                      11104\n",
       "Service correctionnel du Canada                                               9261\n",
       "Corporation commerciale canadienne                                            7644\n",
       "Gendarmerie royale du Canada                                                  5574\n",
       "Environnement Canada                                                          4283\n",
       "Ressources naturelles Canada                                                  4272\n",
       "Parcs Canada                                                                  4221\n",
       "Agriculture et Agroalimentaire Canada                                         3974\n",
       "Santé Canada                                                                  3818\n",
       "Agence spatiale canadienne                                                    3680\n",
       "Conseil national de recherches du Canada                                      3186\n",
       "Transports Canada                                                             3133\n",
       "Emploi et Développement social Canada                                         3107\n",
       "Anciens Combattants Canada                                                    2926\n",
       "Agence des services frontaliers du Canada                                     2825\n",
       "Affaires étrangères, du commerce et du développement (Ministère des)          2300\n",
       "Industrie Canada                                                              2147\n",
       "Citoyenneté et Immigration Canada                                             2088\n",
       "Agence de la santé publique du Canada                                         1903\n",
       "Affaires autochtones et Développement du Nord Canada                          1478\n",
       "Agence canadienne d'inspection des aliments                                   1313\n",
       "Statistique Canada                                                            1251\n",
       "Conseil du Trésor du Canada                                                   1009\n",
       "Agence du revenu du Canada                                                     851\n",
       "Patrimoine canadien                                                            833\n",
       "Ministère de la Justice Canada                                                 736\n",
       "Conseil de la radiodiffusion et des télécommunications canadiennes             701\n",
       "Bureau du Conseil privé                                                        692\n",
       "                                                                             ...  \n",
       "Monnaie royale canadienne                                                        9\n",
       "Communication Canada                                                             9\n",
       "Greffe du Tribunal des revendications particulières                              8\n",
       "Centre des armes à feu Canada                                                    8\n",
       "Bibliotheque du Parlement                                                        7\n",
       "Conseil de contrôle des renseignements relatifs aux matières dangereuses         7\n",
       "La Commission canadienne du tourisme                                             7\n",
       "Chambres des Communes                                                            6\n",
       "Centre de recherches pour le développement international                         5\n",
       "Téléfilm Canada                                                                  5\n",
       "Tribunal de la dotation de la fonction publique                                  5\n",
       "Agence canadienne de développement économique du Nord                            5\n",
       "Musée National des Sciences et de la Technologie                                 4\n",
       "Comité de surveillance des activités de renseignement de sécurité                4\n",
       "Commission Mixte Internationale (Ottawa)                                         4\n",
       "Secrétariat canadien                                                             4\n",
       "Commission Mixte Internationale (Windsor)                                        3\n",
       "Table ronde nationale sur l'environnement et l'économie                          2\n",
       "Tribunal canadien des relations professionnelles artistes - producteurs          2\n",
       "Protection civile Canada                                                         2\n",
       "Corporation de Gestion de la Voie maritime du Saint-Laurent                      2\n",
       "Musée des beaux-arts du Canada                                                   1\n",
       "Commission canadienne du lait                                                    1\n",
       "Musée canadien des civilisations                                                 1\n",
       "MUSEE CANADIEN DE L'IMMIGRATION DU QUAI 21                                       1\n",
       "PPP Canada Inc.                                                                  1\n",
       "Musée canadien de la nature                                                      1\n",
       "Musée canadien des droits de la personne                                         1\n",
       "Tribunal d'appel des transports du Canada                                        1\n",
       "Société canadienne d'hypothèques et de logement                                  1\n",
       "Name: ministere, Length: 128, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.ministere.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "133831647789.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.montant.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'montant'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-38-2b7315878314>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcontrats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mministere\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmontant\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   3079\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3080\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3081\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3082\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3083\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'Series' object has no attribute 'montant'"
     ]
    }
   ],
   "source": [
    "contrats.ministere.value_counts().montant.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.DataFrameGroupBy object at 0x10dd12278>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.groupby(\"ministere\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ministere\n",
       "Travaux publics et Services gouvernementaux Canada    5.098681e+10\n",
       "Ministère de la défense nationale                     4.949788e+10\n",
       "Corporation commerciale canadienne                    7.564800e+09\n",
       "Bureau de l'infrastructure du Canada                  4.743430e+09\n",
       "Pêches et Océans Canada                               2.987538e+09\n",
       "Gendarmerie royale du Canada                          2.122173e+09\n",
       "Emploi et Développement social Canada                 1.524887e+09\n",
       "Service correctionnel du Canada                       1.402704e+09\n",
       "Santé Canada                                          1.158340e+09\n",
       "Citoyenneté et Immigration Canada                     9.834812e+08\n",
       "Name: montant, dtype: float64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contrats.groupby(\"ministere\").montant.sum().sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49497881059.0"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mil = contrats.ministere == \"Ministère de la défense nationale\"\n",
    "contrats[mil].montant.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "huff = pan.read_csv(\"huffpost.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>code</th>\n",
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       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/ni...</td>\n",
       "      <td>Nicolás Alvarado renuncia a TV UNAM</td>\n",
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       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/di...</td>\n",
       "      <td>Diputados reprochan al presidente \"humillación...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Manuel Hernández Borbolla</td>\n",
       "      <td>Reportero. Ganador del Premio Alemán de Period...</td>\n",
       "      <td>Informe de gobierno,Miguel Osorio Chong,Peña N...</td>\n",
       "      <td>Manuel Hernández Borbolla Reportero. Ganador d...</td>\n",
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       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/qu...</td>\n",
       "      <td>¿Queremos un presidente fuerte o un gobierno q...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Manuel Hernández Borbolla</td>\n",
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       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/el...</td>\n",
       "      <td>\"El Alien y yo\" nos da una lección de inclusión</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>Editora en Huffington Post México</td>\n",
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       "      <td>1</td>\n",
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       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/es...</td>\n",
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       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>The Huffington Post</td>\n",
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       "      <td>? The Huffington Post</td>\n",
       "      <td>1</td>\n",
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       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/la...</td>\n",
       "      <td>Las 5 enseñanzas que nos dejaron Chlöe Moretz ...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
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       "      <td>1</td>\n",
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       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/es...</td>\n",
       "      <td>Esta es la foto de internet que define los pri...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>Editora en Huffington Post México</td>\n",
       "      <td>enrique peña nieto,EPN,meme peña nieto,Peña Ni...</td>\n",
       "      <td>Sandra Lucario Editora en Huffington Post México</td>\n",
       "      <td>1</td>\n",
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       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/yo...</td>\n",
       "      <td>\"¡Yo soy el 7!\". Esta es la historia del nuevo...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
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       "      <td>Editora en Huffington Post México</td>\n",
       "      <td>Enrique Peña Nieto,EPN,Grandes Historias,impac...</td>\n",
       "      <td>Sandra Lucario Editora en Huffington Post México</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/sa...</td>\n",
       "      <td>Salma Hayek se despide de los 49 tomando el so...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>ENTRETENIMIENTO,instagram,salma hayek,salma ha...</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/01/lo...</td>\n",
       "      <td>Los 25 mejores tipos de porno, enlistados</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>?</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>ESTILO DE VIDA,food porn,porno</td>\n",
       "      <td>? The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/tr...</td>\n",
       "      <td>Trump a la séptima potencia</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Alejandro Angeles</td>\n",
       "      <td>Editor, Huffington Post Mexico</td>\n",
       "      <td>duterte,INTERNACIONAL,Marina Le-Pen,Trump</td>\n",
       "      <td>Alejandro Angeles Editor, Huffington Post Mexico</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/la...</td>\n",
       "      <td>Las ilustraciones 'cute' de 'Pierna cruzada'</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Sandra Lucario</td>\n",
       "      <td>Editora en Huffington Post México</td>\n",
       "      <td>derechos homosexuales,ESTILO DE VIDA,Gonzalo A...</td>\n",
       "      <td>Sandra Lucario Editora en Huffington Post México</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/lu...</td>\n",
       "      <td>Luis Videgaray aprobó la visita de Trump</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Manuel Hernández Borbolla</td>\n",
       "      <td>Reportero. Ganador del Premio Alemán de Period...</td>\n",
       "      <td>EPN,hacienda,internacional,Peña Nieto,POLÍTICA...</td>\n",
       "      <td>Manuel Hernández Borbolla Reportero. Ganador d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/09/02/we...</td>\n",
       "      <td>We Blind Taste-Tested 13 Milk Chocolate Brands</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Juliette Steen</td>\n",
       "      <td>Associate Food Editor, HuffPost Australia</td>\n",
       "      <td>blind test,Chocolate,chocolate bar,Cook,desser...</td>\n",
       "      <td>Juliette Steen Associate Food Editor, HuffPost...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/sa...</td>\n",
       "      <td>Samsung está que arde por el Galaxy Note 7</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Guillermina Ortiz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>android,batería,corea del sur,NEGOCIOS,Samsung...</td>\n",
       "      <td>Guillermina Ortiz</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/ar...</td>\n",
       "      <td>Arianna Huffington descubre México a través de...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Daniela Ivonne Méndez</td>\n",
       "      <td>Editora de Engagement, The Huffington Post México</td>\n",
       "      <td>Arianna Huffington,Casa Dragones,ESTILO DE VID...</td>\n",
       "      <td>Daniela Ivonne Méndez Editora de Engagement, T...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/ou...</td>\n",
       "      <td>Oui! El Tour de Cine Francés ya llegó a México</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>ENTRETENIMIENTO</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/y-...</td>\n",
       "      <td>Y tú, ¿cuántas horas dejas a tu hijo viendo tele?</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>ENTRETENIMIENTO,infantil,television</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/as...</td>\n",
       "      <td>Así se construye el nuevo modelo de familia en EU</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Sandra Lucario</td>\n",
       "      <td>Editora en Huffington Post México</td>\n",
       "      <td>Elinor Carucci,embarazo transgenero,ESTILO DE ...</td>\n",
       "      <td>Sandra Lucario Editora en Huffington Post México</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/si...</td>\n",
       "      <td>Si hay Magic Mike para mujeres, ¿por qué no pa...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>ellen degeneres,ENTRETENIMIENTO,jenna dewan ta...</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/co...</td>\n",
       "      <td>¿Cómo seleccionaron a los jóvenes que asistier...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Karen Cota</td>\n",
       "      <td>Editora de Política, Huffington Post México</td>\n",
       "      <td>POLÍTICA</td>\n",
       "      <td>Karen Cota Editora de Política, Huffington Pos...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/un...</td>\n",
       "      <td>Un recuento de la vida de la Madre Teresa de C...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Teresa Villa</td>\n",
       "      <td>Editora de Noticias Internacionales</td>\n",
       "      <td>INTERNACIONAL,TERESA DE CALCUTA</td>\n",
       "      <td>Teresa Villa Editora de Noticias Internacionales</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/ni...</td>\n",
       "      <td>¡Ni de dios ni del diablo! Javier Risco, en am...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>ENTRETENIMIENTO</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/lo...</td>\n",
       "      <td>Los Black Eyed Peas vuelven a preguntarse Wher...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Cristina Díaz</td>\n",
       "      <td>Editora de Entretenimiento en Huffington Post ...</td>\n",
       "      <td>black eyed peas,canciones,ENTRETENIMIENTO,famo...</td>\n",
       "      <td>Cristina Díaz Editora de Entretenimiento en Hu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/es...</td>\n",
       "      <td>Esto fue lo que hizo Arianna Huffington en su ...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Daniela Ivonne Méndez</td>\n",
       "      <td>Editora de Engagement, The Huffington Post México</td>\n",
       "      <td>Arianna Huffington,ESTILO DE VIDA,Heberto Tara...</td>\n",
       "      <td>Daniela Ivonne Méndez Editora de Engagement, T...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/de...</td>\n",
       "      <td>Despertarte a las 4 de la mañana te hace más p...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Roberto Sierra</td>\n",
       "      <td>Editor Estilo de vida, Huffington Post México</td>\n",
       "      <td>dormir,productividad,trabajo,WELLNESS</td>\n",
       "      <td>Roberto Sierra Editor Estilo de vida, Huffingt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/02/tu...</td>\n",
       "      <td>Tu empleo mal pagado le pega a la economía y p...</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Manuel Hernández Borbolla</td>\n",
       "      <td>Reportero. Ganador del Premio Alemán de Period...</td>\n",
       "      <td>economía,empleo,estancamiento,México,NEGOCIOS,...</td>\n",
       "      <td>Manuel Hernández Borbolla Reportero. Ganador d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>XXXXX-inconnu</td>\n",
       "      <td>Mexique</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>http://www.huffingtonpost.com.mx/2016/09/03/tr...</td>\n",
       "      <td>Trump difunde video de su llegada a Los Pinos</td>\n",
       "      <td>The Huffington Post Mexico</td>\n",
       "      <td>Manuel Hernández Borbolla</td>\n",
       "      <td>Reportero. Ganador del Premio Alemán de Period...</td>\n",
       "      <td>campaña,elecciones,Estados Unidos,Hillary Clin...</td>\n",
       "      <td>Manuel Hernández Borbolla Reportero. Ganador d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827426</th>\n",
       "      <td>9242874</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/16/th...</td>\n",
       "      <td>This Brilliant Bakery Gives Immigrant Women A ...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Associate Lifestyle Editor, The Huffington Post</td>\n",
       "      <td>hplifestyle,hot bread kitchen,bakery social en...</td>\n",
       "      <td>? Associate Lifestyle Editor, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827427</th>\n",
       "      <td>9250204</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/17/ma...</td>\n",
       "      <td>Margaret Cunneen a 'special guest' at Fred Nil...</td>\n",
       "      <td>The Sydney Morning Herald</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>NSW, ICAC, Margaret Cunneen, Fred Nile, Austra...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827428</th>\n",
       "      <td>9262494</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/18/ho...</td>\n",
       "      <td>How To Make Your Lemons Last 4 Times Longer</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Senior Editor, Taste, The Huffington Post</td>\n",
       "      <td>lemon,storing lemons,how to store lemons</td>\n",
       "      <td>? Senior Editor, Taste, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827429</th>\n",
       "      <td>9284396</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/21/do...</td>\n",
       "      <td>Donald Trump Facing Off Against Bernie Sanders...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Global Editorial Director, The Huffington Post</td>\n",
       "      <td>Donald Trump,Elections 2016,Bernie Sanders</td>\n",
       "      <td>? Global Editorial Director, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827430</th>\n",
       "      <td>9284494</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/21/lo...</td>\n",
       "      <td>Lock Of John Lennon's Hair Saved By Hairdresse...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Trends Editor, The Huffington Post</td>\n",
       "      <td>the beatles,auction,John Lennon</td>\n",
       "      <td>? Trends Editor, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827431</th>\n",
       "      <td>9340596</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/28/we...</td>\n",
       "      <td>We're Teaching People How to Treat Us | The Hu...</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>?</td>\n",
       "      <td>Author, Blogs at gracederond.com</td>\n",
       "      <td>marriage,relationships,conflict</td>\n",
       "      <td>? Author, Blogs at gracederond.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827432</th>\n",
       "      <td>9341112</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/02/28/ho...</td>\n",
       "      <td>These Photos Bring to Life the Meaning of Work...</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>?</td>\n",
       "      <td>Actress and Berggruen Institute Communications...</td>\n",
       "      <td>future of work,Nathalia Ramos,Berggruen Instit...</td>\n",
       "      <td>? Actress and Berggruen Institute Communicatio...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827433</th>\n",
       "      <td>9503518</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/03/18/pu...</td>\n",
       "      <td>Weekend Roundup: Putin's Drawdown Is as Much A...</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>?</td>\n",
       "      <td>Editor-in-chief, The WorldPost</td>\n",
       "      <td>The WorldPost,the worldpost weekend roundup,we...</td>\n",
       "      <td>? Editor-in-chief, The WorldPost</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827434</th>\n",
       "      <td>9530346</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/03/23/je...</td>\n",
       "      <td>Jeb Bush Endorses Ted Cruz For President</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Assignment Editor, The Huffington Post</td>\n",
       "      <td>Ted Cruz,Jeb Bush</td>\n",
       "      <td>? Assignment Editor, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827435</th>\n",
       "      <td>9580896</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/03/31/re...</td>\n",
       "      <td>Refugee Council accuses Australia of 'cherry p...</td>\n",
       "      <td>ABC News</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>syria, refugee, resettlement, australia, unhcr...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827436</th>\n",
       "      <td>9612274</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/05/ta...</td>\n",
       "      <td>Taylor Swift Surprises Ruby Rose At GLAAD Medi...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Deputy Director, News &amp; Analytics</td>\n",
       "      <td>Taylor Swift ,ruby rose,GLAAD,glaad media,Cele...</td>\n",
       "      <td>? Deputy Director, News &amp; Analytics</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827437</th>\n",
       "      <td>9653938</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/10/on...</td>\n",
       "      <td>The Other Entrepreneurs: Turning Trash Into Ar...</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>?</td>\n",
       "      <td>Founder and CEO of the Global Institute For To...</td>\n",
       "      <td>the other hundred,the other entrepreneurs,Solo...</td>\n",
       "      <td>? Founder and CEO of the Global Institute For ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827438</th>\n",
       "      <td>9670950</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/12/st...</td>\n",
       "      <td>Stunning Photos Of Elephants Could Have Huge I...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Trends Reporter, The Huffington Post</td>\n",
       "      <td>Endangered Species,Elephants,Africa,Kenya,Cons...</td>\n",
       "      <td>? Trends Reporter, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827439</th>\n",
       "      <td>9728576</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/19/21...</td>\n",
       "      <td>21 Engagement Rings That Are Perfect For The U...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Relationships Editor, The Huffington Post</td>\n",
       "      <td>ring,engagement rings,unconventional rings,wed...</td>\n",
       "      <td>? Relationships Editor, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827440</th>\n",
       "      <td>9769142</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/24/go...</td>\n",
       "      <td>Game of Thrones season six, episode one leaks ...</td>\n",
       "      <td>The Sydney Morning Herald</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>TV and Radio, watch game of thrones, game of t...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827441</th>\n",
       "      <td>9795274</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/04/28/yo...</td>\n",
       "      <td>Famous Stars In Old Beauty Commercials Are The...</td>\n",
       "      <td>Huffington Post Australia</td>\n",
       "      <td>?</td>\n",
       "      <td>Executive Fashion And Beauty Editor, The Huffi...</td>\n",
       "      <td>beauty ideas,beauty commercials,vintage beauty</td>\n",
       "      <td>? Executive Fashion And Beauty Editor, The Huf...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827442</th>\n",
       "      <td>9860432</td>\n",
       "      <td>Australie</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>http://www.huffingtonpost.com.au/2016/05/07/no...</td>\n",
       "      <td>Norfolk Islanders propose hosting processing c...</td>\n",
       "      <td>the Guardian</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>Norfolk Island,Australian immigration and asyl...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827443</th>\n",
       "      <td>7176444</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/05/08/mohamm...</td>\n",
       "      <td>Pakistani Activist Launches Global Tour To Fig...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>Hunter Stuart</td>\n",
       "      <td>News Editor, The Huffington Post</td>\n",
       "      <td>jibran nasir,mohammad jibran nasir,mohammad ji...</td>\n",
       "      <td>Hunter Stuart News Editor, The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827444</th>\n",
       "      <td>7284120</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/05/14/takeus...</td>\n",
       "      <td>'TakeUsWithYouScotland' Petition Draws Thousan...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>North England,scotland,england,Scottish indepe...</td>\n",
       "      <td>? The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827445</th>\n",
       "      <td>7433398</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/05/24/isis-k...</td>\n",
       "      <td>Syria Says Islamic State Killed Hundreds, Incl...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>Islamic state,palmyra,isis palmira,syria,iraq ...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827446</th>\n",
       "      <td>7624144</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/06/19/malala...</td>\n",
       "      <td>Malala Yousafzai Tells Jon Stewart 'Normal Hum...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>The Huffington Post</td>\n",
       "      <td>malala Yousafzai jon stewart,malala jon stewar...</td>\n",
       "      <td>? The Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827447</th>\n",
       "      <td>7630512</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/06/22/malala...</td>\n",
       "      <td>In New Documentary, Malala Yousafzai Emphasize...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>Fusion</td>\n",
       "      <td>Malala Yousafzai,malala,malala documentary,he ...</td>\n",
       "      <td>? Fusion</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827448</th>\n",
       "      <td>7960988</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/08/09/mumbai...</td>\n",
       "      <td>Another unreal peak for Indian realty: Mumbai ...</td>\n",
       "      <td>The Economic Times</td>\n",
       "      <td>?</td>\n",
       "      <td>?</td>\n",
       "      <td>Uday Kotak,Sandeep Runwal,Runwal group,real es...</td>\n",
       "      <td>? ?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827449</th>\n",
       "      <td>8075698</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/09/03/ishant...</td>\n",
       "      <td>WATCH: Here's Cricketer Ishant Sharma Complete...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>Prajakta Hebbar</td>\n",
       "      <td>News Producer, HuffPost India</td>\n",
       "      <td>cricket,in-news,indian cricket,indian cricket ...</td>\n",
       "      <td>Prajakta Hebbar News Producer, HuffPost India</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827450</th>\n",
       "      <td>8353970</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>10</td>\n",
       "      <td>22</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/10/22/virend...</td>\n",
       "      <td>This Video Proves Virender Sehwag's A Huge Fan...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>Aashmita Nayar</td>\n",
       "      <td>Lifestyle editor, HuffPost India</td>\n",
       "      <td>dubsmash,entertainment,gaurav ghera,gaurav ghe...</td>\n",
       "      <td>Aashmita Nayar Lifestyle editor, HuffPost India</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827451</th>\n",
       "      <td>8443524</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/11/01/deepik...</td>\n",
       "      <td>Deepika Wants To Go To Hollywood</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>PTI</td>\n",
       "      <td>Deepika Padukone,entertainment,hollywood,in-en...</td>\n",
       "      <td>? PTI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827452</th>\n",
       "      <td>8472286</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>http://www.huffingtonpost.in/2015/11/04/artist...</td>\n",
       "      <td>Artista di strada multato a Bologna, 400 euro ...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>Silvia De Santis, L'Huffington Post</td>\n",
       "      <td>cronaca,artista di strada multa 400 euro bolog...</td>\n",
       "      <td>? Silvia De Santis, L'Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827453</th>\n",
       "      <td>9046312</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>http://www.huffingtonpost.in/2016/01/22/mad-do...</td>\n",
       "      <td>'Mad Dogs' All Set To Premiere In US And India...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>PTI</td>\n",
       "      <td>entertainment,in-entertainment,in-news,india,L...</td>\n",
       "      <td>? PTI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827454</th>\n",
       "      <td>10019946</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>http://www.huffingtonpost.in/2016/05/18/pilot-...</td>\n",
       "      <td>L'auricolare Pilot traduce simultaneamente da ...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>L'HuffingtonPost</td>\n",
       "      <td>auricolari Pilot,tecnologia,video,Andrew Ochoa</td>\n",
       "      <td>? L'HuffingtonPost</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827455</th>\n",
       "      <td>12028218</td>\n",
       "      <td>Inde</td>\n",
       "      <td>2016</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>http://www.huffingtonpost.in/2016/09/15/cantan...</td>\n",
       "      <td>Cantante Metal norvegese eletto in una giunta ...</td>\n",
       "      <td>Huffington Post India</td>\n",
       "      <td>?</td>\n",
       "      <td>L'Huffington Post</td>\n",
       "      <td>culture,musica metal,gylve fenriz nagell,norvegia</td>\n",
       "      <td>? L'Huffington Post</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1827456 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  code       pays  annee  mois  jour  \\\n",
       "0        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "1        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "2        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "3        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "4        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "5        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "6        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "7        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "8        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "9        XXXXX-inconnu    Mexique   2016     9     1   \n",
       "10       XXXXX-inconnu    Mexique   2016     9     1   \n",
       "11       XXXXX-inconnu    Mexique   2016     9     1   \n",
       "12       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "13       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "14       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "15       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "16       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "17       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "18       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "19       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "20       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "21       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "22       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "23       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "24       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "25       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "26       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "27       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "28       XXXXX-inconnu    Mexique   2016     9     2   \n",
       "29       XXXXX-inconnu    Mexique   2016     9     3   \n",
       "...                ...        ...    ...   ...   ...   \n",
       "1827426        9242874  Australie   2016     2    16   \n",
       "1827427        9250204  Australie   2016     2    17   \n",
       "1827428        9262494  Australie   2016     2    18   \n",
       "1827429        9284396  Australie   2016     2    21   \n",
       "1827430        9284494  Australie   2016     2    21   \n",
       "1827431        9340596  Australie   2016     2    28   \n",
       "1827432        9341112  Australie   2016     2    28   \n",
       "1827433        9503518  Australie   2016     3    18   \n",
       "1827434        9530346  Australie   2016     3    23   \n",
       "1827435        9580896  Australie   2016     3    31   \n",
       "1827436        9612274  Australie   2016     4     5   \n",
       "1827437        9653938  Australie   2016     4    10   \n",
       "1827438        9670950  Australie   2016     4    12   \n",
       "1827439        9728576  Australie   2016     4    19   \n",
       "1827440        9769142  Australie   2016     4    24   \n",
       "1827441        9795274  Australie   2016     4    28   \n",
       "1827442        9860432  Australie   2016     5     7   \n",
       "1827443        7176444       Inde   2015     5     8   \n",
       "1827444        7284120       Inde   2015     5    14   \n",
       "1827445        7433398       Inde   2015     5    24   \n",
       "1827446        7624144       Inde   2015     6    19   \n",
       "1827447        7630512       Inde   2015     6    22   \n",
       "1827448        7960988       Inde   2015     8     9   \n",
       "1827449        8075698       Inde   2015     9     3   \n",
       "1827450        8353970       Inde   2015    10    22   \n",
       "1827451        8443524       Inde   2015    11     1   \n",
       "1827452        8472286       Inde   2015    11     4   \n",
       "1827453        9046312       Inde   2016     1    22   \n",
       "1827454       10019946       Inde   2016     5    18   \n",
       "1827455       12028218       Inde   2016     9    15   \n",
       "\n",
       "                                                       url  \\\n",
       "0        http://www.huffingtonpost.com.mx/2016/09/01/el...   \n",
       "1        http://www.huffingtonpost.com.mx/2016/09/01/ni...   \n",
       "2        http://www.huffingtonpost.com.mx/2016/09/01/me...   \n",
       "3        http://www.huffingtonpost.com.mx/2016/09/01/di...   \n",
       "4        http://www.huffingtonpost.com.mx/2016/09/01/qu...   \n",
       "5        http://www.huffingtonpost.com.mx/2016/09/01/el...   \n",
       "6        http://www.huffingtonpost.com.mx/2016/09/01/es...   \n",
       "7        http://www.huffingtonpost.com.mx/2016/09/01/la...   \n",
       "8        http://www.huffingtonpost.com.mx/2016/09/01/es...   \n",
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       "16       http://www.huffingtonpost.com.mx/2016/09/02/sa...   \n",
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       "18       http://www.huffingtonpost.com.mx/2016/09/02/ou...   \n",
       "19       http://www.huffingtonpost.com.mx/2016/09/02/y-...   \n",
       "20       http://www.huffingtonpost.com.mx/2016/09/02/as...   \n",
       "21       http://www.huffingtonpost.com.mx/2016/09/02/si...   \n",
       "22       http://www.huffingtonpost.com.mx/2016/09/02/co...   \n",
       "23       http://www.huffingtonpost.com.mx/2016/09/02/un...   \n",
       "24       http://www.huffingtonpost.com.mx/2016/09/02/ni...   \n",
       "25       http://www.huffingtonpost.com.mx/2016/09/02/lo...   \n",
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       "27       http://www.huffingtonpost.com.mx/2016/09/02/de...   \n",
       "28       http://www.huffingtonpost.com.mx/2016/09/02/tu...   \n",
       "29       http://www.huffingtonpost.com.mx/2016/09/03/tr...   \n",
       "...                                                    ...   \n",
       "1827426  http://www.huffingtonpost.com.au/2016/02/16/th...   \n",
       "1827427  http://www.huffingtonpost.com.au/2016/02/17/ma...   \n",
       "1827428  http://www.huffingtonpost.com.au/2016/02/18/ho...   \n",
       "1827429  http://www.huffingtonpost.com.au/2016/02/21/do...   \n",
       "1827430  http://www.huffingtonpost.com.au/2016/02/21/lo...   \n",
       "1827431  http://www.huffingtonpost.com.au/2016/02/28/we...   \n",
       "1827432  http://www.huffingtonpost.com.au/2016/02/28/ho...   \n",
       "1827433  http://www.huffingtonpost.com.au/2016/03/18/pu...   \n",
       "1827434  http://www.huffingtonpost.com.au/2016/03/23/je...   \n",
       "1827435  http://www.huffingtonpost.com.au/2016/03/31/re...   \n",
       "1827436  http://www.huffingtonpost.com.au/2016/04/05/ta...   \n",
       "1827437  http://www.huffingtonpost.com.au/2016/04/10/on...   \n",
       "1827438  http://www.huffingtonpost.com.au/2016/04/12/st...   \n",
       "1827439  http://www.huffingtonpost.com.au/2016/04/19/21...   \n",
       "1827440  http://www.huffingtonpost.com.au/2016/04/24/go...   \n",
       "1827441  http://www.huffingtonpost.com.au/2016/04/28/yo...   \n",
       "1827442  http://www.huffingtonpost.com.au/2016/05/07/no...   \n",
       "1827443  http://www.huffingtonpost.in/2015/05/08/mohamm...   \n",
       "1827444  http://www.huffingtonpost.in/2015/05/14/takeus...   \n",
       "1827445  http://www.huffingtonpost.in/2015/05/24/isis-k...   \n",
       "1827446  http://www.huffingtonpost.in/2015/06/19/malala...   \n",
       "1827447  http://www.huffingtonpost.in/2015/06/22/malala...   \n",
       "1827448  http://www.huffingtonpost.in/2015/08/09/mumbai...   \n",
       "1827449  http://www.huffingtonpost.in/2015/09/03/ishant...   \n",
       "1827450  http://www.huffingtonpost.in/2015/10/22/virend...   \n",
       "1827451  http://www.huffingtonpost.in/2015/11/01/deepik...   \n",
       "1827452  http://www.huffingtonpost.in/2015/11/04/artist...   \n",
       "1827453  http://www.huffingtonpost.in/2016/01/22/mad-do...   \n",
       "1827454  http://www.huffingtonpost.in/2016/05/18/pilot-...   \n",
       "1827455  http://www.huffingtonpost.in/2016/09/15/cantan...   \n",
       "\n",
       "                                                     titre  \\\n",
       "0                                   El \"trumpezón\" de Peña   \n",
       "1                      Nicolás Alvarado renuncia a TV UNAM   \n",
       "2        Mexicanos, los que más usan mensajería instant...   \n",
       "3        Diputados reprochan al presidente \"humillación...   \n",
       "4        ¿Queremos un presidente fuerte o un gobierno q...   \n",
       "5          \"El Alien y yo\" nos da una lección de inclusión   \n",
       "6          Este mapa del mundo revela el tamaño de tu pene   \n",
       "7        Las 5 enseñanzas que nos dejaron Chlöe Moretz ...   \n",
       "8        Esta es la foto de internet que define los pri...   \n",
       "9        \"¡Yo soy el 7!\". Esta es la historia del nuevo...   \n",
       "10       Salma Hayek se despide de los 49 tomando el so...   \n",
       "11               Los 25 mejores tipos de porno, enlistados   \n",
       "12                             Trump a la séptima potencia   \n",
       "13            Las ilustraciones 'cute' de 'Pierna cruzada'   \n",
       "14                Luis Videgaray aprobó la visita de Trump   \n",
       "15          We Blind Taste-Tested 13 Milk Chocolate Brands   \n",
       "16              Samsung está que arde por el Galaxy Note 7   \n",
       "17       Arianna Huffington descubre México a través de...   \n",
       "18          Oui! El Tour de Cine Francés ya llegó a México   \n",
       "19       Y tú, ¿cuántas horas dejas a tu hijo viendo tele?   \n",
       "20       Así se construye el nuevo modelo de familia en EU   \n",
       "21       Si hay Magic Mike para mujeres, ¿por qué no pa...   \n",
       "22       ¿Cómo seleccionaron a los jóvenes que asistier...   \n",
       "23       Un recuento de la vida de la Madre Teresa de C...   \n",
       "24       ¡Ni de dios ni del diablo! Javier Risco, en am...   \n",
       "25       Los Black Eyed Peas vuelven a preguntarse Wher...   \n",
       "26       Esto fue lo que hizo Arianna Huffington en su ...   \n",
       "27       Despertarte a las 4 de la mañana te hace más p...   \n",
       "28       Tu empleo mal pagado le pega a la economía y p...   \n",
       "29           Trump difunde video de su llegada a Los Pinos   \n",
       "...                                                    ...   \n",
       "1827426  This Brilliant Bakery Gives Immigrant Women A ...   \n",
       "1827427  Margaret Cunneen a 'special guest' at Fred Nil...   \n",
       "1827428        How To Make Your Lemons Last 4 Times Longer   \n",
       "1827429  Donald Trump Facing Off Against Bernie Sanders...   \n",
       "1827430  Lock Of John Lennon's Hair Saved By Hairdresse...   \n",
       "1827431  We're Teaching People How to Treat Us | The Hu...   \n",
       "1827432  These Photos Bring to Life the Meaning of Work...   \n",
       "1827433  Weekend Roundup: Putin's Drawdown Is as Much A...   \n",
       "1827434           Jeb Bush Endorses Ted Cruz For President   \n",
       "1827435  Refugee Council accuses Australia of 'cherry p...   \n",
       "1827436  Taylor Swift Surprises Ruby Rose At GLAAD Medi...   \n",
       "1827437  The Other Entrepreneurs: Turning Trash Into Ar...   \n",
       "1827438  Stunning Photos Of Elephants Could Have Huge I...   \n",
       "1827439  21 Engagement Rings That Are Perfect For The U...   \n",
       "1827440  Game of Thrones season six, episode one leaks ...   \n",
       "1827441  Famous Stars In Old Beauty Commercials Are The...   \n",
       "1827442  Norfolk Islanders propose hosting processing c...   \n",
       "1827443  Pakistani Activist Launches Global Tour To Fig...   \n",
       "1827444  'TakeUsWithYouScotland' Petition Draws Thousan...   \n",
       "1827445  Syria Says Islamic State Killed Hundreds, Incl...   \n",
       "1827446  Malala Yousafzai Tells Jon Stewart 'Normal Hum...   \n",
       "1827447  In New Documentary, Malala Yousafzai Emphasize...   \n",
       "1827448  Another unreal peak for Indian realty: Mumbai ...   \n",
       "1827449  WATCH: Here's Cricketer Ishant Sharma Complete...   \n",
       "1827450  This Video Proves Virender Sehwag's A Huge Fan...   \n",
       "1827451                   Deepika Wants To Go To Hollywood   \n",
       "1827452  Artista di strada multato a Bologna, 400 euro ...   \n",
       "1827453  'Mad Dogs' All Set To Premiere In US And India...   \n",
       "1827454  L'auricolare Pilot traduce simultaneamente da ...   \n",
       "1827455  Cantante Metal norvegese eletto in una giunta ...   \n",
       "\n",
       "                               meta                    auteur1  \\\n",
       "0        The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "1        The Huffington Post Mexico              Cristina Díaz   \n",
       "2        The Huffington Post Mexico              Carolina Ruiz   \n",
       "3        The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "4        The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "5        The Huffington Post Mexico             Sandra Lucario   \n",
       "6        The Huffington Post Mexico                          ?   \n",
       "7        The Huffington Post Mexico              Cristina Díaz   \n",
       "8        The Huffington Post Mexico             Sandra Lucario   \n",
       "9        The Huffington Post Mexico             Sandra Lucario   \n",
       "10       The Huffington Post Mexico              Cristina Díaz   \n",
       "11       The Huffington Post Mexico                          ?   \n",
       "12       The Huffington Post Mexico          Alejandro Angeles   \n",
       "13       The Huffington Post Mexico             Sandra Lucario   \n",
       "14       The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "15       The Huffington Post Mexico             Juliette Steen   \n",
       "16       The Huffington Post Mexico          Guillermina Ortiz   \n",
       "17       The Huffington Post Mexico      Daniela Ivonne Méndez   \n",
       "18       The Huffington Post Mexico              Cristina Díaz   \n",
       "19       The Huffington Post Mexico              Cristina Díaz   \n",
       "20       The Huffington Post Mexico             Sandra Lucario   \n",
       "21       The Huffington Post Mexico              Cristina Díaz   \n",
       "22       The Huffington Post Mexico                 Karen Cota   \n",
       "23       The Huffington Post Mexico               Teresa Villa   \n",
       "24       The Huffington Post Mexico              Cristina Díaz   \n",
       "25       The Huffington Post Mexico              Cristina Díaz   \n",
       "26       The Huffington Post Mexico      Daniela Ivonne Méndez   \n",
       "27       The Huffington Post Mexico             Roberto Sierra   \n",
       "28       The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "29       The Huffington Post Mexico  Manuel Hernández Borbolla   \n",
       "...                             ...                        ...   \n",
       "1827426   Huffington Post Australia                          ?   \n",
       "1827427   The Sydney Morning Herald                          ?   \n",
       "1827428   Huffington Post Australia                          ?   \n",
       "1827429   Huffington Post Australia                          ?   \n",
       "1827430   Huffington Post Australia                          ?   \n",
       "1827431         The Huffington Post                          ?   \n",
       "1827432         The Huffington Post                          ?   \n",
       "1827433         The Huffington Post                          ?   \n",
       "1827434   Huffington Post Australia                          ?   \n",
       "1827435                    ABC News                          ?   \n",
       "1827436   Huffington Post Australia                          ?   \n",
       "1827437         The Huffington Post                          ?   \n",
       "1827438   Huffington Post Australia                          ?   \n",
       "1827439   Huffington Post Australia                          ?   \n",
       "1827440   The Sydney Morning Herald                          ?   \n",
       "1827441   Huffington Post Australia                          ?   \n",
       "1827442                the Guardian                          ?   \n",
       "1827443       Huffington Post India              Hunter Stuart   \n",
       "1827444       Huffington Post India                          ?   \n",
       "1827445       Huffington Post India                          ?   \n",
       "1827446       Huffington Post India                          ?   \n",
       "1827447       Huffington Post India                          ?   \n",
       "1827448          The Economic Times                          ?   \n",
       "1827449       Huffington Post India            Prajakta Hebbar   \n",
       "1827450       Huffington Post India             Aashmita Nayar   \n",
       "1827451       Huffington Post India                          ?   \n",
       "1827452       Huffington Post India                          ?   \n",
       "1827453       Huffington Post India                          ?   \n",
       "1827454       Huffington Post India                          ?   \n",
       "1827455       Huffington Post India                          ?   \n",
       "\n",
       "                                                   auteur2  \\\n",
       "0        Reportero. Ganador del Premio Alemán de Period...   \n",
       "1        Editora de Entretenimiento en Huffington Post ...   \n",
       "2        Editora de Negocios y Tecnología. The Huffingt...   \n",
       "3        Reportero. Ganador del Premio Alemán de Period...   \n",
       "4        Reportero. Ganador del Premio Alemán de Period...   \n",
       "5                        Editora en Huffington Post México   \n",
       "6                                      The Huffington Post   \n",
       "7        Editora de Entretenimiento en Huffington Post ...   \n",
       "8                        Editora en Huffington Post México   \n",
       "9                        Editora en Huffington Post México   \n",
       "10       Editora de Entretenimiento en Huffington Post ...   \n",
       "11                                     The Huffington Post   \n",
       "12                          Editor, Huffington Post Mexico   \n",
       "13                       Editora en Huffington Post México   \n",
       "14       Reportero. Ganador del Premio Alemán de Period...   \n",
       "15               Associate Food Editor, HuffPost Australia   \n",
       "16                                                     NaN   \n",
       "17       Editora de Engagement, The Huffington Post México   \n",
       "18       Editora de Entretenimiento en Huffington Post ...   \n",
       "19       Editora de Entretenimiento en Huffington Post ...   \n",
       "20                       Editora en Huffington Post México   \n",
       "21       Editora de Entretenimiento en Huffington Post ...   \n",
       "22             Editora de Política, Huffington Post México   \n",
       "23                     Editora de Noticias Internacionales   \n",
       "24       Editora de Entretenimiento en Huffington Post ...   \n",
       "25       Editora de Entretenimiento en Huffington Post ...   \n",
       "26       Editora de Engagement, The Huffington Post México   \n",
       "27           Editor Estilo de vida, Huffington Post México   \n",
       "28       Reportero. Ganador del Premio Alemán de Period...   \n",
       "29       Reportero. Ganador del Premio Alemán de Period...   \n",
       "...                                                    ...   \n",
       "1827426    Associate Lifestyle Editor, The Huffington Post   \n",
       "1827427                                                  ?   \n",
       "1827428          Senior Editor, Taste, The Huffington Post   \n",
       "1827429     Global Editorial Director, The Huffington Post   \n",
       "1827430                 Trends Editor, The Huffington Post   \n",
       "1827431                   Author, Blogs at gracederond.com   \n",
       "1827432  Actress and Berggruen Institute Communications...   \n",
       "1827433                     Editor-in-chief, The WorldPost   \n",
       "1827434             Assignment Editor, The Huffington Post   \n",
       "1827435                                                  ?   \n",
       "1827436                  Deputy Director, News & Analytics   \n",
       "1827437  Founder and CEO of the Global Institute For To...   \n",
       "1827438               Trends Reporter, The Huffington Post   \n",
       "1827439          Relationships Editor, The Huffington Post   \n",
       "1827440                                                  ?   \n",
       "1827441  Executive Fashion And Beauty Editor, The Huffi...   \n",
       "1827442                                                  ?   \n",
       "1827443                   News Editor, The Huffington Post   \n",
       "1827444                                The Huffington Post   \n",
       "1827445                                                  ?   \n",
       "1827446                                The Huffington Post   \n",
       "1827447                                             Fusion   \n",
       "1827448                                                  ?   \n",
       "1827449                      News Producer, HuffPost India   \n",
       "1827450                   Lifestyle editor, HuffPost India   \n",
       "1827451                                                PTI   \n",
       "1827452                Silvia De Santis, L'Huffington Post   \n",
       "1827453                                                PTI   \n",
       "1827454                                   L'HuffingtonPost   \n",
       "1827455                                  L'Huffington Post   \n",
       "\n",
       "                                                      tags  \\\n",
       "0        Donald Trump,Estados Unidos,Los Pinos,México,P...   \n",
       "1        ENTRETENIMIENTO,Juan Gabriel,Nicolas Alvarado,...   \n",
       "2         4g,5g,lte,messenger,NEGOCIOS,tecnología,whatsapp   \n",
       "3        Informe de gobierno,Miguel Osorio Chong,Peña N...   \n",
       "4        acuerdos,Basave,controles,Elecciones,Enrique P...   \n",
       "5        actor mexicano con síndrome de down,adaptación...   \n",
       "6                                   Hombres,salud,WELLNESS   \n",
       "7        brooklyn Beckham,Chloe Grace Moretz,ENTRETENIM...   \n",
       "8        enrique peña nieto,EPN,meme peña nieto,Peña Ni...   \n",
       "9        Enrique Peña Nieto,EPN,Grandes Historias,impac...   \n",
       "10       ENTRETENIMIENTO,instagram,salma hayek,salma ha...   \n",
       "11                          ESTILO DE VIDA,food porn,porno   \n",
       "12               duterte,INTERNACIONAL,Marina Le-Pen,Trump   \n",
       "13       derechos homosexuales,ESTILO DE VIDA,Gonzalo A...   \n",
       "14       EPN,hacienda,internacional,Peña Nieto,POLÍTICA...   \n",
       "15       blind test,Chocolate,chocolate bar,Cook,desser...   \n",
       "16       android,batería,corea del sur,NEGOCIOS,Samsung...   \n",
       "17       Arianna Huffington,Casa Dragones,ESTILO DE VID...   \n",
       "18                                         ENTRETENIMIENTO   \n",
       "19                     ENTRETENIMIENTO,infantil,television   \n",
       "20       Elinor Carucci,embarazo transgenero,ESTILO DE ...   \n",
       "21       ellen degeneres,ENTRETENIMIENTO,jenna dewan ta...   \n",
       "22                                                POLÍTICA   \n",
       "23                         INTERNACIONAL,TERESA DE CALCUTA   \n",
       "24                                         ENTRETENIMIENTO   \n",
       "25       black eyed peas,canciones,ENTRETENIMIENTO,famo...   \n",
       "26       Arianna Huffington,ESTILO DE VIDA,Heberto Tara...   \n",
       "27                   dormir,productividad,trabajo,WELLNESS   \n",
       "28       economía,empleo,estancamiento,México,NEGOCIOS,...   \n",
       "29       campaña,elecciones,Estados Unidos,Hillary Clin...   \n",
       "...                                                    ...   \n",
       "1827426  hplifestyle,hot bread kitchen,bakery social en...   \n",
       "1827427  NSW, ICAC, Margaret Cunneen, Fred Nile, Austra...   \n",
       "1827428           lemon,storing lemons,how to store lemons   \n",
       "1827429         Donald Trump,Elections 2016,Bernie Sanders   \n",
       "1827430                    the beatles,auction,John Lennon   \n",
       "1827431                    marriage,relationships,conflict   \n",
       "1827432  future of work,Nathalia Ramos,Berggruen Instit...   \n",
       "1827433  The WorldPost,the worldpost weekend roundup,we...   \n",
       "1827434                                  Ted Cruz,Jeb Bush   \n",
       "1827435  syria, refugee, resettlement, australia, unhcr...   \n",
       "1827436  Taylor Swift ,ruby rose,GLAAD,glaad media,Cele...   \n",
       "1827437  the other hundred,the other entrepreneurs,Solo...   \n",
       "1827438  Endangered Species,Elephants,Africa,Kenya,Cons...   \n",
       "1827439  ring,engagement rings,unconventional rings,wed...   \n",
       "1827440  TV and Radio, watch game of thrones, game of t...   \n",
       "1827441     beauty ideas,beauty commercials,vintage beauty   \n",
       "1827442  Norfolk Island,Australian immigration and asyl...   \n",
       "1827443  jibran nasir,mohammad jibran nasir,mohammad ji...   \n",
       "1827444  North England,scotland,england,Scottish indepe...   \n",
       "1827445  Islamic state,palmyra,isis palmira,syria,iraq ...   \n",
       "1827446  malala Yousafzai jon stewart,malala jon stewar...   \n",
       "1827447  Malala Yousafzai,malala,malala documentary,he ...   \n",
       "1827448  Uday Kotak,Sandeep Runwal,Runwal group,real es...   \n",
       "1827449  cricket,in-news,indian cricket,indian cricket ...   \n",
       "1827450  dubsmash,entertainment,gaurav ghera,gaurav ghe...   \n",
       "1827451  Deepika Padukone,entertainment,hollywood,in-en...   \n",
       "1827452  cronaca,artista di strada multa 400 euro bolog...   \n",
       "1827453  entertainment,in-entertainment,in-news,india,L...   \n",
       "1827454     auricolari Pilot,tecnologia,video,Andrew Ochoa   \n",
       "1827455  culture,musica metal,gylve fenriz nagell,norvegia   \n",
       "\n",
       "                                                    byline  occurences_titre  \n",
       "0        Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "1        Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "2        Carolina Ruiz Editora de Negocios y Tecnología...                 1  \n",
       "3        Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "4        Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "5         Sandra Lucario Editora en Huffington Post México                 1  \n",
       "6                                    ? The Huffington Post                 1  \n",
       "7        Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "8         Sandra Lucario Editora en Huffington Post México                 1  \n",
       "9         Sandra Lucario Editora en Huffington Post México                 1  \n",
       "10       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "11                                   ? The Huffington Post                 1  \n",
       "12        Alejandro Angeles Editor, Huffington Post Mexico                 1  \n",
       "13        Sandra Lucario Editora en Huffington Post México                 1  \n",
       "14       Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "15       Juliette Steen Associate Food Editor, HuffPost...                 1  \n",
       "16                                      Guillermina Ortiz                  1  \n",
       "17       Daniela Ivonne Méndez Editora de Engagement, T...                 1  \n",
       "18       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "19       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "20        Sandra Lucario Editora en Huffington Post México                 1  \n",
       "21       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "22       Karen Cota Editora de Política, Huffington Pos...                 1  \n",
       "23        Teresa Villa Editora de Noticias Internacionales                 1  \n",
       "24       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "25       Cristina Díaz Editora de Entretenimiento en Hu...                 1  \n",
       "26       Daniela Ivonne Méndez Editora de Engagement, T...                 1  \n",
       "27       Roberto Sierra Editor Estilo de vida, Huffingt...                 1  \n",
       "28       Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "29       Manuel Hernández Borbolla Reportero. Ganador d...                 1  \n",
       "...                                                    ...               ...  \n",
       "1827426  ? Associate Lifestyle Editor, The Huffington Post                 1  \n",
       "1827427                                                ? ?                 1  \n",
       "1827428        ? Senior Editor, Taste, The Huffington Post                 1  \n",
       "1827429   ? Global Editorial Director, The Huffington Post                 1  \n",
       "1827430               ? Trends Editor, The Huffington Post                 1  \n",
       "1827431                 ? Author, Blogs at gracederond.com                 1  \n",
       "1827432  ? Actress and Berggruen Institute Communicatio...                 1  \n",
       "1827433                   ? Editor-in-chief, The WorldPost                 1  \n",
       "1827434           ? Assignment Editor, The Huffington Post                 1  \n",
       "1827435                                                ? ?                 1  \n",
       "1827436                ? Deputy Director, News & Analytics                 1  \n",
       "1827437  ? Founder and CEO of the Global Institute For ...                 1  \n",
       "1827438             ? Trends Reporter, The Huffington Post                 1  \n",
       "1827439        ? Relationships Editor, The Huffington Post                 1  \n",
       "1827440                                                ? ?                 1  \n",
       "1827441  ? Executive Fashion And Beauty Editor, The Huf...                 1  \n",
       "1827442                                                ? ?                 1  \n",
       "1827443     Hunter Stuart News Editor, The Huffington Post                 1  \n",
       "1827444                              ? The Huffington Post                 1  \n",
       "1827445                                                ? ?                 1  \n",
       "1827446                              ? The Huffington Post                 1  \n",
       "1827447                                           ? Fusion                 1  \n",
       "1827448                                                ? ?                 1  \n",
       "1827449      Prajakta Hebbar News Producer, HuffPost India                 1  \n",
       "1827450    Aashmita Nayar Lifestyle editor, HuffPost India                 1  \n",
       "1827451                                              ? PTI                 1  \n",
       "1827452              ? Silvia De Santis, L'Huffington Post                 1  \n",
       "1827453                                              ? PTI                 1  \n",
       "1827454                                 ? L'HuffingtonPost                 1  \n",
       "1827455                                ? L'Huffington Post                 1  \n",
       "\n",
       "[1827456 rows x 13 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "huff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "?                              91515\n",
       "? AFPQC2                       76046\n",
       "Par AFP AFPQC                  68613\n",
       "? CBC                          66405\n",
       "? ?                            65587\n",
       "By The Canadian Press CP       41960\n",
       "? RCQC                         40022\n",
       "Par The Associated Press CP    36530\n",
       "Newsroom HuffPost Greece       32954\n",
       "Par La Presse Canadienne CP    25948\n",
       "reuters                        22934\n",
       "The Huffington Post UK ?       20842\n",
       "? L'Huffington Post            18192\n",
       "? Le HuffPost                  17852\n",
       "Par Radio-Canada.ca RCQC       15059\n",
       "Name: byline, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "huff.byline.value_counts().head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(704509, 13)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signeHP = huff.byline.str.contains(\"[H,h][U,u][F,f][F,f,i,P,p]|[A,a][O,o][L,l]\")\n",
    "huff[signeHP].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1122947, 13)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonSigneHP = ~huff.byline.str.contains(\"[H,h][U,u][F,f][F,f,i,P,p]|[A,a][O,o][L,l]\")\n",
    "huff[nonSigneHP].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "États-Unis      550955\n",
       "Québec          390231\n",
       "Canada          265153\n",
       "Royaume-Uni     161263\n",
       "Allemagne        68733\n",
       "Italie           64880\n",
       "Espagne          56114\n",
       "Grèce            55433\n",
       "France           54156\n",
       "Corée du Sud     53406\n",
       "Maghreb          28653\n",
       "Japon            23708\n",
       "Brésil           20831\n",
       "Australie        17154\n",
       "Inde             14618\n",
       "Mexique           2168\n",
       "Name: pays, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "huff.pays.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1360e3dd8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fnFHEtooaHnjjk2SHIiKSMCWNJDlq9EBOPCife9TbEJEeREkjib51ahFby6u546UVyQ5F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\nkjAlDRERSdj/B5+ja6NGF3cLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1360e3550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "huff.pays.value_counts().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x132905f60>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OPNDoMWWrY2cnHDtb4q63hGOH7IQVshJ2MJCwgoFGUUpYdgiskOsxSTaQi0hP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\nfqVJ9ngTExGZjzEeLRZnLALCi3hlXsS7AbiVZpL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pNgdW4vxWVU2ET67DOFdbM1MwOQLX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1328d2978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "huff.pays.value_counts().plot(kind=\"pie\",title=\"Éditions inter du HP\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12d25dfd0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fTkqbZ/+9mZfq2BUYGxG9vqy8k9KamTWup+9R9dX1qCpGkFb2FWmixD5t7o+Z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\nmZmVmgOVmZmVmgOVmZmVmgOVmZmV2v8HVTC6NYxrl7sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d25d198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "huff.pays.value_counts().plot(kind=\"barh\",title=\"Éditions inter du HP\",color=\"green\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}