German Autos eBay Listings - Scraped 2016.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "This analysis will explore the used car classifieds section of the eBay Kleinanzeigen website.  The data is originally from Kaggle.  The following will be an overall exploration of some of the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos = pd.read_csv('autos.csv', encoding='Latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dateCrawled</th>\n",
       "      <th>name</th>\n",
       "      <th>seller</th>\n",
       "      <th>offerType</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicleType</th>\n",
       "      <th>yearOfRegistration</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>powerPS</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer</th>\n",
       "      <th>monthOfRegistration</th>\n",
       "      <th>fuelType</th>\n",
       "      <th>brand</th>\n",
       "      <th>notRepairedDamage</th>\n",
       "      <th>dateCreated</th>\n",
       "      <th>nrOfPictures</th>\n",
       "      <th>postalCode</th>\n",
       "      <th>lastSeen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>158</td>\n",
       "      <td>andere</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatik</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,990</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,350</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-03-21 13:47:45</td>\n",
       "      <td>Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$7,900</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>voyager</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>22962</td>\n",
       "      <td>2016-04-06 09:45:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-03-20 17:55:21</td>\n",
       "      <td>VW_Golf_III_GT_Special_Electronic_Green_Metall...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$300</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>8</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>31535</td>\n",
       "      <td>2016-03-23 02:48:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-03-16 18:55:19</td>\n",
       "      <td>Golf_IV_1.9_TDI_90PS</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,990</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>53474</td>\n",
       "      <td>2016-04-07 03:17:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-03-22 16:51:34</td>\n",
       "      <td>Seat_Arosa</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$250</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>arosa</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>seat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>7426</td>\n",
       "      <td>2016-03-26 18:18:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-03-16 13:47:02</td>\n",
       "      <td>Renault_Megane_Scenic_1.6e_RT_Klimaanlage</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$590</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>megane</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15749</td>\n",
       "      <td>2016-04-06 10:46:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-03-15 01:41:36</td>\n",
       "      <td>VW_Golf_Tuning_in_siber/grau</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$999</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>86157</td>\n",
       "      <td>2016-04-07 03:16:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>Mercedes_A140_Motorschaden</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$350</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>17498</td>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-03-31 19:48:22</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,299</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>50,000km</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>34590</td>\n",
       "      <td>2016-04-06 14:17:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-03-23 10:48:32</td>\n",
       "      <td>Audi_A3_1.6_tuning</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,350</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>a3</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12043</td>\n",
       "      <td>2016-04-01 14:17:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-03-23 11:50:46</td>\n",
       "      <td>Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$3,999</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>clio</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>81737</td>\n",
       "      <td>2016-04-01 15:46:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-04-01 12:06:20</td>\n",
       "      <td>Corvette_C3_Coupe_T_Top_Crossfire_Injection</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$18,900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1982</td>\n",
       "      <td>automatik</td>\n",
       "      <td>203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>61276</td>\n",
       "      <td>2016-04-02 21:10:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-03-16 14:59:02</td>\n",
       "      <td>Opel_Vectra_B_Kombi</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>57299</td>\n",
       "      <td>2016-03-18 05:29:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-03-29 11:46:22</td>\n",
       "      <td>Volkswagen_Scirocco_2_G60</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,500</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1990</td>\n",
       "      <td>manuell</td>\n",
       "      <td>205</td>\n",
       "      <td>scirocco</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>74821</td>\n",
       "      <td>2016-04-05 20:46:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-03-26 19:57:44</td>\n",
       "      <td>Verkaufen_mein_bmw_e36_320_i_touring</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>54329</td>\n",
       "      <td>2016-04-02 12:16:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-03-17 13:36:21</td>\n",
       "      <td>mazda_tribute_2.0_mit_gas_und_tuev_neu_2018</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,150</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>124</td>\n",
       "      <td>andere</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>2</td>\n",
       "      <td>lpg</td>\n",
       "      <td>mazda</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>40878</td>\n",
       "      <td>2016-03-17 14:45:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-03-05 19:57:31</td>\n",
       "      <td>Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$3,500</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>a4</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>53913</td>\n",
       "      <td>2016-03-07 05:46:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-03-06 19:07:10</td>\n",
       "      <td>Porsche_911_Carrera_4S_Cabrio</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$41,500</td>\n",
       "      <td>test</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>320</td>\n",
       "      <td>911</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>porsche</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>65428</td>\n",
       "      <td>2016-04-05 23:46:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-03-28 20:50:54</td>\n",
       "      <td>MINI_Cooper_S_Cabrio</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$25,450</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2015</td>\n",
       "      <td>manuell</td>\n",
       "      <td>184</td>\n",
       "      <td>cooper</td>\n",
       "      <td>10,000km</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mini</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>44789</td>\n",
       "      <td>2016-04-01 06:45:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-03-10 19:55:34</td>\n",
       "      <td>Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$7,999</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>manuell</td>\n",
       "      <td>120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-03-17 08:45:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-04-03 11:57:02</td>\n",
       "      <td>BMW_535i_xDrive_Sport_Aut.</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$48,500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatik</td>\n",
       "      <td>306</td>\n",
       "      <td>5er</td>\n",
       "      <td>30,000km</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>22547</td>\n",
       "      <td>2016-04-07 13:16:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-03-21 21:56:18</td>\n",
       "      <td>Ford_escort_kombi_an_bastler_mit_ghia_ausstattung</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$90</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>27574</td>\n",
       "      <td>2016-04-01 05:16:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-04-03 22:46:28</td>\n",
       "      <td>Volkswagen_Polo_Fox</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$777</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1992</td>\n",
       "      <td>manuell</td>\n",
       "      <td>54</td>\n",
       "      <td>polo</td>\n",
       "      <td>125,000km</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>38110</td>\n",
       "      <td>2016-04-05 23:46:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>66701</td>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-03-19 21:56:19</td>\n",
       "      <td>MINI_Cooper_D</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,250</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>110</td>\n",
       "      <td>cooper</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mini</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15745</td>\n",
       "      <td>2016-04-07 14:58:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,999</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatik</td>\n",
       "      <td>204</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>47638</td>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49970</th>\n",
       "      <td>2016-03-21 22:47:37</td>\n",
       "      <td>c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$15,800</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>136</td>\n",
       "      <td>c4</td>\n",
       "      <td>60,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>citroen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>14947</td>\n",
       "      <td>2016-04-07 04:17:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49971</th>\n",
       "      <td>2016-03-29 14:54:12</td>\n",
       "      <td>W.Lupo_1.0</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$950</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2001</td>\n",
       "      <td>manuell</td>\n",
       "      <td>50</td>\n",
       "      <td>lupo</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>65197</td>\n",
       "      <td>2016-03-29 20:41:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49972</th>\n",
       "      <td>2016-03-26 22:25:23</td>\n",
       "      <td>Mercedes_Benz_Vito_115_CDI_Extralang_Aut.</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$3,300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>vito</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>65326</td>\n",
       "      <td>2016-03-28 11:28:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49973</th>\n",
       "      <td>2016-03-27 05:32:39</td>\n",
       "      <td>Mercedes_Benz_SLK_200_Kompressor</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$6,000</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>163</td>\n",
       "      <td>slk</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>53567</td>\n",
       "      <td>2016-03-27 08:25:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49974</th>\n",
       "      <td>2016-03-20 10:52:31</td>\n",
       "      <td>Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$0</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1983</td>\n",
       "      <td>manuell</td>\n",
       "      <td>70</td>\n",
       "      <td>golf</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>8209</td>\n",
       "      <td>2016-03-27 19:48:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49975</th>\n",
       "      <td>2016-03-27 20:51:39</td>\n",
       "      <td>Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$9,700</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatik</td>\n",
       "      <td>88</td>\n",
       "      <td>jazz</td>\n",
       "      <td>100,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>hybrid</td>\n",
       "      <td>honda</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>84385</td>\n",
       "      <td>2016-04-05 19:45:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49976</th>\n",
       "      <td>2016-03-19 18:56:05</td>\n",
       "      <td>Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,900</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1992</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>36100</td>\n",
       "      <td>2016-04-07 06:16:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49977</th>\n",
       "      <td>2016-03-31 18:37:18</td>\n",
       "      <td>Mercedes_Benz_C200_Cdi_W203</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>33739</td>\n",
       "      <td>2016-04-06 12:16:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49978</th>\n",
       "      <td>2016-04-04 10:37:14</td>\n",
       "      <td>Mercedes_Benz_E_200_Classic</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatik</td>\n",
       "      <td>136</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>24405</td>\n",
       "      <td>2016-04-06 12:44:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49979</th>\n",
       "      <td>2016-03-20 18:38:40</td>\n",
       "      <td>Volkswagen_Polo_1.6_TDI_Style</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$11,000</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2011</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>polo</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>48455</td>\n",
       "      <td>2016-04-07 01:45:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49980</th>\n",
       "      <td>2016-03-12 10:55:54</td>\n",
       "      <td>Ford_Escort_Turnier_16V</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$400</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>105</td>\n",
       "      <td>escort</td>\n",
       "      <td>125,000km</td>\n",
       "      <td>3</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>56218</td>\n",
       "      <td>2016-04-06 17:16:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49981</th>\n",
       "      <td>2016-03-15 09:38:21</td>\n",
       "      <td>Opel_Astra_Kombi_mit_Anhaengerkupplung</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$2,000</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>115</td>\n",
       "      <td>astra</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>86859</td>\n",
       "      <td>2016-04-05 17:21:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49982</th>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,950</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>fabia</td>\n",
       "      <td>90,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>skoda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>45884</td>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49983</th>\n",
       "      <td>2016-03-06 12:43:04</td>\n",
       "      <td>Ford_focus_99</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$600</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>focus</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>52477</td>\n",
       "      <td>2016-03-09 06:16:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49985</th>\n",
       "      <td>2016-04-02 16:38:23</td>\n",
       "      <td>Verkaufe_meinen_vw_vento!</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,000</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>automatik</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49986</th>\n",
       "      <td>2016-04-04 20:46:02</td>\n",
       "      <td>Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$15,900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>218</td>\n",
       "      <td>300c</td>\n",
       "      <td>125,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>73527</td>\n",
       "      <td>2016-04-06 23:16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49987</th>\n",
       "      <td>2016-03-22 20:47:27</td>\n",
       "      <td>Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$21,990</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2013</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>50,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>94362</td>\n",
       "      <td>2016-03-26 22:46:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49988</th>\n",
       "      <td>2016-03-28 19:49:51</td>\n",
       "      <td>BMW_330_Ci</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$9,550</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2001</td>\n",
       "      <td>manuell</td>\n",
       "      <td>231</td>\n",
       "      <td>3er</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>10</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>83646</td>\n",
       "      <td>2016-04-07 02:17:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49989</th>\n",
       "      <td>2016-03-11 19:50:37</td>\n",
       "      <td>VW_Polo_zum_Ausschlachten_oder_Wiederaufbau</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$150</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>polo</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>21244</td>\n",
       "      <td>2016-03-12 10:17:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49990</th>\n",
       "      <td>2016-03-21 19:54:19</td>\n",
       "      <td>Mercedes_Benz_A_200__BlueEFFICIENCY__Urban</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$17,500</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2012</td>\n",
       "      <td>manuell</td>\n",
       "      <td>156</td>\n",
       "      <td>a_klasse</td>\n",
       "      <td>30,000km</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>58239</td>\n",
       "      <td>2016-04-06 22:46:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49991</th>\n",
       "      <td>2016-03-06 15:25:19</td>\n",
       "      <td>Kleinwagen</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$500</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>twingo</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>61350</td>\n",
       "      <td>2016-03-06 18:24:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49992</th>\n",
       "      <td>2016-03-10 19:37:38</td>\n",
       "      <td>Fiat_Grande_Punto_1.4_T_Jet_16V_Sport</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,800</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>120</td>\n",
       "      <td>andere</td>\n",
       "      <td>125,000km</td>\n",
       "      <td>9</td>\n",
       "      <td>lpg</td>\n",
       "      <td>fiat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>68642</td>\n",
       "      <td>2016-03-13 01:44:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49993</th>\n",
       "      <td>2016-03-15 18:47:35</td>\n",
       "      <td>Audi_A3__1_8l__Silber;_schoenes_Fahrzeug</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,650</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>65203</td>\n",
       "      <td>2016-04-06 19:46:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49994</th>\n",
       "      <td>2016-03-22 17:36:42</td>\n",
       "      <td>Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,000</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2001</td>\n",
       "      <td>automatik</td>\n",
       "      <td>299</td>\n",
       "      <td>a6</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>46537</td>\n",
       "      <td>2016-04-06 08:16:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>2016-03-27 14:38:19</td>\n",
       "      <td>Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$24,900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatik</td>\n",
       "      <td>239</td>\n",
       "      <td>q5</td>\n",
       "      <td>100,000km</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>82131</td>\n",
       "      <td>2016-04-01 13:47:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>2016-03-28 10:50:25</td>\n",
       "      <td>Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,980</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>astra</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>44807</td>\n",
       "      <td>2016-04-02 14:18:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>2016-04-02 14:44:48</td>\n",
       "      <td>Fiat_500_C_1.2_Dualogic_Lounge</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$13,200</td>\n",
       "      <td>test</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatik</td>\n",
       "      <td>69</td>\n",
       "      <td>500</td>\n",
       "      <td>5,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>fiat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>73430</td>\n",
       "      <td>2016-04-04 11:47:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>2016-03-08 19:25:42</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_Ambition</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$22,900</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2013</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>40,000km</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>35683</td>\n",
       "      <td>2016-04-05 16:45:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>2016-03-14 00:42:12</td>\n",
       "      <td>Opel_Vectra_1.6_16V</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,250</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>45897</td>\n",
       "      <td>2016-04-06 21:18:48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50000 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               dateCrawled                                               name  \\\n",
       "0      2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1      2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "2      2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3      2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "4      2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "6      2016-03-20 17:55:21  VW_Golf_III_GT_Special_Electronic_Green_Metall...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \n",
       "8      2016-03-22 16:51:34                                         Seat_Arosa   \n",
       "9      2016-03-16 13:47:02          Renault_Megane_Scenic_1.6e_RT_Klimaanlage   \n",
       "10     2016-03-15 01:41:36                       VW_Golf_Tuning_in_siber/grau   \n",
       "11     2016-03-16 18:45:34                         Mercedes_A140_Motorschaden   \n",
       "12     2016-03-31 19:48:22  Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...   \n",
       "13     2016-03-23 10:48:32                                 Audi_A3_1.6_tuning   \n",
       "14     2016-03-23 11:50:46  Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...   \n",
       "15     2016-04-01 12:06:20        Corvette_C3_Coupe_T_Top_Crossfire_Injection   \n",
       "16     2016-03-16 14:59:02                                Opel_Vectra_B_Kombi   \n",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \n",
       "18     2016-03-26 19:57:44               Verkaufen_mein_bmw_e36_320_i_touring   \n",
       "19     2016-03-17 13:36:21        mazda_tribute_2.0_mit_gas_und_tuev_neu_2018   \n",
       "20     2016-03-05 19:57:31  Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...   \n",
       "21     2016-03-06 19:07:10                      Porsche_911_Carrera_4S_Cabrio   \n",
       "22     2016-03-28 20:50:54                               MINI_Cooper_S_Cabrio   \n",
       "23     2016-03-10 19:55:34   Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima   \n",
       "24     2016-04-03 11:57:02                         BMW_535i_xDrive_Sport_Aut.   \n",
       "25     2016-03-21 21:56:18  Ford_escort_kombi_an_bastler_mit_ghia_ausstattung   \n",
       "26     2016-04-03 22:46:28                                Volkswagen_Polo_Fox   \n",
       "27     2016-03-27 18:45:01             Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE   \n",
       "28     2016-03-19 21:56:19                                      MINI_Cooper_D   \n",
       "29     2016-04-02 12:45:44  Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...   \n",
       "...                    ...                                                ...   \n",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \n",
       "49971  2016-03-29 14:54:12                                         W.Lupo_1.0   \n",
       "49972  2016-03-26 22:25:23          Mercedes_Benz_Vito_115_CDI_Extralang_Aut.   \n",
       "49973  2016-03-27 05:32:39                   Mercedes_Benz_SLK_200_Kompressor   \n",
       "49974  2016-03-20 10:52:31  Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...   \n",
       "49975  2016-03-27 20:51:39          Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort   \n",
       "49976  2016-03-19 18:56:05  Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...   \n",
       "49977  2016-03-31 18:37:18                        Mercedes_Benz_C200_Cdi_W203   \n",
       "49978  2016-04-04 10:37:14                        Mercedes_Benz_E_200_Classic   \n",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \n",
       "49980  2016-03-12 10:55:54                            Ford_Escort_Turnier_16V   \n",
       "49981  2016-03-15 09:38:21             Opel_Astra_Kombi_mit_Anhaengerkupplung   \n",
       "49982  2016-03-29 18:51:08            Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm   \n",
       "49983  2016-03-06 12:43:04                                      Ford_focus_99   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "49985  2016-04-02 16:38:23                          Verkaufe_meinen_vw_vento!   \n",
       "49986  2016-04-04 20:46:02  Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...   \n",
       "49987  2016-03-22 20:47:27  Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...   \n",
       "49988  2016-03-28 19:49:51                                         BMW_330_Ci   \n",
       "49989  2016-03-11 19:50:37        VW_Polo_zum_Ausschlachten_oder_Wiederaufbau   \n",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \n",
       "49991  2016-03-06 15:25:19                                         Kleinwagen   \n",
       "49992  2016-03-10 19:37:38              Fiat_Grande_Punto_1.4_T_Jet_16V_Sport   \n",
       "49993  2016-03-15 18:47:35           Audi_A3__1_8l__Silber;_schoenes_Fahrzeug   \n",
       "49994  2016-03-22 17:36:42  Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...   \n",
       "49995  2016-03-27 14:38:19   Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon   \n",
       "49996  2016-03-28 10:50:25  Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...   \n",
       "49997  2016-04-02 14:44:48                     Fiat_500_C_1.2_Dualogic_Lounge   \n",
       "49998  2016-03-08 19:25:42                 Audi_A3_2.0_TDI_Sportback_Ambition   \n",
       "49999  2016-03-14 00:42:12                                Opel_Vectra_1.6_16V   \n",
       "\n",
       "       seller offerType    price   abtest vehicleType  yearOfRegistration  \\\n",
       "0      privat   Angebot   $5,000  control         bus                2004   \n",
       "1      privat   Angebot   $8,500  control   limousine                1997   \n",
       "2      privat   Angebot   $8,990     test   limousine                2009   \n",
       "3      privat   Angebot   $4,350  control  kleinwagen                2007   \n",
       "4      privat   Angebot   $1,350     test       kombi                2003   \n",
       "5      privat   Angebot   $7,900     test         bus                2006   \n",
       "6      privat   Angebot     $300     test   limousine                1995   \n",
       "7      privat   Angebot   $1,990  control   limousine                1998   \n",
       "8      privat   Angebot     $250     test         NaN                2000   \n",
       "9      privat   Angebot     $590  control         bus                1997   \n",
       "10     privat   Angebot     $999     test         NaN                2017   \n",
       "11     privat   Angebot     $350  control         NaN                2000   \n",
       "12     privat   Angebot   $5,299  control  kleinwagen                2010   \n",
       "13     privat   Angebot   $1,350  control   limousine                1999   \n",
       "14     privat   Angebot   $3,999     test  kleinwagen                2007   \n",
       "15     privat   Angebot  $18,900     test       coupe                1982   \n",
       "16     privat   Angebot     $350     test       kombi                1999   \n",
       "17     privat   Angebot   $5,500     test       coupe                1990   \n",
       "18     privat   Angebot     $300  control         bus                1995   \n",
       "19     privat   Angebot   $4,150  control         suv                2004   \n",
       "20     privat   Angebot   $3,500     test       kombi                2003   \n",
       "21     privat   Angebot  $41,500     test      cabrio                2004   \n",
       "22     privat   Angebot  $25,450  control      cabrio                2015   \n",
       "23     privat   Angebot   $7,999  control         bus                2010   \n",
       "24     privat   Angebot  $48,500  control   limousine                2014   \n",
       "25     privat   Angebot      $90  control       kombi                1996   \n",
       "26     privat   Angebot     $777  control  kleinwagen                1992   \n",
       "27     privat   Angebot       $0  control         NaN                2005   \n",
       "28     privat   Angebot   $5,250  control  kleinwagen                2007   \n",
       "29     privat   Angebot   $4,999     test       kombi                2004   \n",
       "...       ...       ...      ...      ...         ...                 ...   \n",
       "49970  privat   Angebot  $15,800  control         bus                2010   \n",
       "49971  privat   Angebot     $950     test  kleinwagen                2001   \n",
       "49972  privat   Angebot   $3,300  control         bus                2004   \n",
       "49973  privat   Angebot   $6,000  control      cabrio                2004   \n",
       "49974  privat   Angebot       $0  control      cabrio                1983   \n",
       "49975  privat   Angebot   $9,700  control  kleinwagen                2012   \n",
       "49976  privat   Angebot   $5,900     test       kombi                1992   \n",
       "49977  privat   Angebot   $5,500  control   limousine                2003   \n",
       "49978  privat   Angebot     $900  control   limousine                1996   \n",
       "49979  privat   Angebot  $11,000     test  kleinwagen                2011   \n",
       "49980  privat   Angebot     $400  control       kombi                1995   \n",
       "49981  privat   Angebot   $2,000  control       kombi                1998   \n",
       "49982  privat   Angebot   $1,950  control  kleinwagen                2004   \n",
       "49983  privat   Angebot     $600     test  kleinwagen                1999   \n",
       "49984  privat   Angebot       $0     test         NaN                2000   \n",
       "49985  privat   Angebot   $1,000  control         NaN                1995   \n",
       "49986  privat   Angebot  $15,900  control   limousine                2010   \n",
       "49987  privat   Angebot  $21,990  control   limousine                2013   \n",
       "49988  privat   Angebot   $9,550  control       coupe                2001   \n",
       "49989  privat   Angebot     $150     test  kleinwagen                1997   \n",
       "49990  privat   Angebot  $17,500     test   limousine                2012   \n",
       "49991  privat   Angebot     $500  control         NaN                2016   \n",
       "49992  privat   Angebot   $4,800  control  kleinwagen                2009   \n",
       "49993  privat   Angebot   $1,650  control  kleinwagen                1997   \n",
       "49994  privat   Angebot   $5,000  control       kombi                2001   \n",
       "49995  privat   Angebot  $24,900  control   limousine                2011   \n",
       "49996  privat   Angebot   $1,980  control      cabrio                1996   \n",
       "49997  privat   Angebot  $13,200     test      cabrio                2014   \n",
       "49998  privat   Angebot  $22,900  control       kombi                2013   \n",
       "49999  privat   Angebot   $1,250  control   limousine                1996   \n",
       "\n",
       "         gearbox  powerPS     model   odometer  monthOfRegistration fuelType  \\\n",
       "0        manuell      158    andere  150,000km                    3      lpg   \n",
       "1      automatik      286       7er  150,000km                    6   benzin   \n",
       "2        manuell      102      golf   70,000km                    7   benzin   \n",
       "3      automatik       71    fortwo   70,000km                    6   benzin   \n",
       "4        manuell        0     focus  150,000km                    7   benzin   \n",
       "5      automatik      150   voyager  150,000km                    4   diesel   \n",
       "6        manuell       90      golf  150,000km                    8   benzin   \n",
       "7        manuell       90      golf  150,000km                   12   diesel   \n",
       "8        manuell        0     arosa  150,000km                   10      NaN   \n",
       "9        manuell       90    megane  150,000km                    7   benzin   \n",
       "10       manuell       90       NaN  150,000km                    4   benzin   \n",
       "11           NaN        0       NaN  150,000km                    0   benzin   \n",
       "12     automatik       71    fortwo   50,000km                    9   benzin   \n",
       "13       manuell      101        a3  150,000km                   11   benzin   \n",
       "14       manuell       75      clio  150,000km                    9   benzin   \n",
       "15     automatik      203       NaN   80,000km                    6   benzin   \n",
       "16       manuell      101    vectra  150,000km                    5   benzin   \n",
       "17       manuell      205  scirocco  150,000km                    6   benzin   \n",
       "18       manuell      150       3er  150,000km                    0   benzin   \n",
       "19       manuell      124    andere  150,000km                    2      lpg   \n",
       "20       manuell      131        a4  150,000km                    5   diesel   \n",
       "21       manuell      320       911  150,000km                    4   benzin   \n",
       "22       manuell      184    cooper   10,000km                    1   benzin   \n",
       "23       manuell      120       NaN  150,000km                    2   diesel   \n",
       "24     automatik      306       5er   30,000km                   12   benzin   \n",
       "25       manuell      116       NaN  150,000km                    4   benzin   \n",
       "26       manuell       54      polo  125,000km                    2   benzin   \n",
       "27           NaN        0       NaN  150,000km                    0      NaN   \n",
       "28       manuell      110    cooper  150,000km                    7   diesel   \n",
       "29     automatik      204  e_klasse  150,000km                   10   diesel   \n",
       "...          ...      ...       ...        ...                  ...      ...   \n",
       "49970  automatik      136        c4   60,000km                    4   diesel   \n",
       "49971    manuell       50      lupo  150,000km                    4   benzin   \n",
       "49972  automatik      150      vito  150,000km                   10   diesel   \n",
       "49973    manuell      163       slk  150,000km                   11   benzin   \n",
       "49974    manuell       70      golf  150,000km                    2   benzin   \n",
       "49975  automatik       88      jazz  100,000km                   11   hybrid   \n",
       "49976  automatik      150        80  150,000km                   12   benzin   \n",
       "49977    manuell      116  c_klasse  150,000km                    2   diesel   \n",
       "49978  automatik      136  e_klasse  150,000km                    9   benzin   \n",
       "49979    manuell       90      polo   70,000km                   11   diesel   \n",
       "49980    manuell      105    escort  125,000km                    3   benzin   \n",
       "49981    manuell      115     astra  150,000km                   12   benzin   \n",
       "49982    manuell        0     fabia   90,000km                    7   benzin   \n",
       "49983    manuell      101     focus  150,000km                    4   benzin   \n",
       "49984        NaN        0       NaN  150,000km                    0      NaN   \n",
       "49985  automatik        0       NaN  150,000km                    0   benzin   \n",
       "49986  automatik      218      300c  125,000km                   11   diesel   \n",
       "49987    manuell      150        a3   50,000km                   11   diesel   \n",
       "49988    manuell      231       3er  150,000km                   10   benzin   \n",
       "49989    manuell        0      polo  150,000km                    5   benzin   \n",
       "49990    manuell      156  a_klasse   30,000km                   12   benzin   \n",
       "49991    manuell        0    twingo  150,000km                    0   benzin   \n",
       "49992    manuell      120    andere  125,000km                    9      lpg   \n",
       "49993    manuell        0       NaN  150,000km                    7   benzin   \n",
       "49994  automatik      299        a6  150,000km                    1   benzin   \n",
       "49995  automatik      239        q5  100,000km                    1   diesel   \n",
       "49996    manuell       75     astra  150,000km                    5   benzin   \n",
       "49997  automatik       69       500    5,000km                   11   benzin   \n",
       "49998    manuell      150        a3   40,000km                   11   diesel   \n",
       "49999    manuell      101    vectra  150,000km                    1   benzin   \n",
       "\n",
       "                brand notRepairedDamage          dateCreated  nrOfPictures  \\\n",
       "0             peugeot              nein  2016-03-26 00:00:00             0   \n",
       "1                 bmw              nein  2016-04-04 00:00:00             0   \n",
       "2          volkswagen              nein  2016-03-26 00:00:00             0   \n",
       "3               smart              nein  2016-03-12 00:00:00             0   \n",
       "4                ford              nein  2016-04-01 00:00:00             0   \n",
       "5            chrysler               NaN  2016-03-21 00:00:00             0   \n",
       "6          volkswagen               NaN  2016-03-20 00:00:00             0   \n",
       "7          volkswagen              nein  2016-03-16 00:00:00             0   \n",
       "8                seat              nein  2016-03-22 00:00:00             0   \n",
       "9             renault              nein  2016-03-16 00:00:00             0   \n",
       "10         volkswagen              nein  2016-03-14 00:00:00             0   \n",
       "11      mercedes_benz               NaN  2016-03-16 00:00:00             0   \n",
       "12              smart              nein  2016-03-31 00:00:00             0   \n",
       "13               audi              nein  2016-03-23 00:00:00             0   \n",
       "14            renault               NaN  2016-03-23 00:00:00             0   \n",
       "15     sonstige_autos              nein  2016-04-01 00:00:00             0   \n",
       "16               opel              nein  2016-03-16 00:00:00             0   \n",
       "17         volkswagen              nein  2016-03-29 00:00:00             0   \n",
       "18                bmw               NaN  2016-03-26 00:00:00             0   \n",
       "19              mazda              nein  2016-03-17 00:00:00             0   \n",
       "20               audi               NaN  2016-03-05 00:00:00             0   \n",
       "21            porsche              nein  2016-03-06 00:00:00             0   \n",
       "22               mini              nein  2016-03-28 00:00:00             0   \n",
       "23            peugeot              nein  2016-03-10 00:00:00             0   \n",
       "24                bmw              nein  2016-04-03 00:00:00             0   \n",
       "25               ford                ja  2016-03-21 00:00:00             0   \n",
       "26         volkswagen              nein  2016-04-03 00:00:00             0   \n",
       "27               ford               NaN  2016-03-27 00:00:00             0   \n",
       "28               mini                ja  2016-03-19 00:00:00             0   \n",
       "29      mercedes_benz              nein  2016-04-02 00:00:00             0   \n",
       "...               ...               ...                  ...           ...   \n",
       "49970         citroen              nein  2016-03-21 00:00:00             0   \n",
       "49971      volkswagen              nein  2016-03-29 00:00:00             0   \n",
       "49972   mercedes_benz                ja  2016-03-26 00:00:00             0   \n",
       "49973   mercedes_benz              nein  2016-03-27 00:00:00             0   \n",
       "49974      volkswagen              nein  2016-03-20 00:00:00             0   \n",
       "49975           honda              nein  2016-03-27 00:00:00             0   \n",
       "49976            audi              nein  2016-03-19 00:00:00             0   \n",
       "49977   mercedes_benz              nein  2016-03-31 00:00:00             0   \n",
       "49978   mercedes_benz                ja  2016-04-04 00:00:00             0   \n",
       "49979      volkswagen              nein  2016-03-20 00:00:00             0   \n",
       "49980            ford               NaN  2016-03-12 00:00:00             0   \n",
       "49981            opel              nein  2016-03-15 00:00:00             0   \n",
       "49982           skoda               NaN  2016-03-29 00:00:00             0   \n",
       "49983            ford               NaN  2016-03-06 00:00:00             0   \n",
       "49984  sonstige_autos               NaN  2016-03-31 00:00:00             0   \n",
       "49985      volkswagen               NaN  2016-04-02 00:00:00             0   \n",
       "49986        chrysler              nein  2016-04-04 00:00:00             0   \n",
       "49987            audi              nein  2016-03-22 00:00:00             0   \n",
       "49988             bmw              nein  2016-03-28 00:00:00             0   \n",
       "49989      volkswagen                ja  2016-03-11 00:00:00             0   \n",
       "49990   mercedes_benz              nein  2016-03-21 00:00:00             0   \n",
       "49991         renault               NaN  2016-03-06 00:00:00             0   \n",
       "49992            fiat              nein  2016-03-10 00:00:00             0   \n",
       "49993            audi               NaN  2016-03-15 00:00:00             0   \n",
       "49994            audi              nein  2016-03-22 00:00:00             0   \n",
       "49995            audi              nein  2016-03-27 00:00:00             0   \n",
       "49996            opel              nein  2016-03-28 00:00:00             0   \n",
       "49997            fiat              nein  2016-04-02 00:00:00             0   \n",
       "49998            audi              nein  2016-03-08 00:00:00             0   \n",
       "49999            opel              nein  2016-03-13 00:00:00             0   \n",
       "\n",
       "       postalCode             lastSeen  \n",
       "0           79588  2016-04-06 06:45:54  \n",
       "1           71034  2016-04-06 14:45:08  \n",
       "2           35394  2016-04-06 20:15:37  \n",
       "3           33729  2016-03-15 03:16:28  \n",
       "4           39218  2016-04-01 14:38:50  \n",
       "5           22962  2016-04-06 09:45:21  \n",
       "6           31535  2016-03-23 02:48:59  \n",
       "7           53474  2016-04-07 03:17:32  \n",
       "8            7426  2016-03-26 18:18:10  \n",
       "9           15749  2016-04-06 10:46:35  \n",
       "10          86157  2016-04-07 03:16:21  \n",
       "11          17498  2016-03-16 18:45:34  \n",
       "12          34590  2016-04-06 14:17:52  \n",
       "13          12043  2016-04-01 14:17:13  \n",
       "14          81737  2016-04-01 15:46:47  \n",
       "15          61276  2016-04-02 21:10:48  \n",
       "16          57299  2016-03-18 05:29:37  \n",
       "17          74821  2016-04-05 20:46:26  \n",
       "18          54329  2016-04-02 12:16:41  \n",
       "19          40878  2016-03-17 14:45:58  \n",
       "20          53913  2016-03-07 05:46:46  \n",
       "21          65428  2016-04-05 23:46:19  \n",
       "22          44789  2016-04-01 06:45:30  \n",
       "23          30900  2016-03-17 08:45:17  \n",
       "24          22547  2016-04-07 13:16:50  \n",
       "25          27574  2016-04-01 05:16:49  \n",
       "26          38110  2016-04-05 23:46:48  \n",
       "27          66701  2016-03-27 18:45:01  \n",
       "28          15745  2016-04-07 14:58:48  \n",
       "29          47638  2016-04-02 12:45:44  \n",
       "...           ...                  ...  \n",
       "49970       14947  2016-04-07 04:17:34  \n",
       "49971       65197  2016-03-29 20:41:51  \n",
       "49972       65326  2016-03-28 11:28:18  \n",
       "49973       53567  2016-03-27 08:25:24  \n",
       "49974        8209  2016-03-27 19:48:16  \n",
       "49975       84385  2016-04-05 19:45:34  \n",
       "49976       36100  2016-04-07 06:16:44  \n",
       "49977       33739  2016-04-06 12:16:11  \n",
       "49978       24405  2016-04-06 12:44:20  \n",
       "49979       48455  2016-04-07 01:45:12  \n",
       "49980       56218  2016-04-06 17:16:49  \n",
       "49981       86859  2016-04-05 17:21:46  \n",
       "49982       45884  2016-03-29 18:51:08  \n",
       "49983       52477  2016-03-09 06:16:08  \n",
       "49984       12103  2016-04-02 19:44:53  \n",
       "49985       30900  2016-04-06 15:17:52  \n",
       "49986       73527  2016-04-06 23:16:00  \n",
       "49987       94362  2016-03-26 22:46:06  \n",
       "49988       83646  2016-04-07 02:17:40  \n",
       "49989       21244  2016-03-12 10:17:55  \n",
       "49990       58239  2016-04-06 22:46:57  \n",
       "49991       61350  2016-03-06 18:24:19  \n",
       "49992       68642  2016-03-13 01:44:51  \n",
       "49993       65203  2016-04-06 19:46:53  \n",
       "49994       46537  2016-04-06 08:16:39  \n",
       "49995       82131  2016-04-01 13:47:40  \n",
       "49996       44807  2016-04-02 14:18:02  \n",
       "49997       73430  2016-04-04 11:47:27  \n",
       "49998       35683  2016-04-05 16:45:07  \n",
       "49999       45897  2016-04-06 21:18:48  \n",
       "\n",
       "[50000 rows x 20 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50000 entries, 0 to 49999\n",
      "Data columns (total 20 columns):\n",
      "dateCrawled            50000 non-null object\n",
      "name                   50000 non-null object\n",
      "seller                 50000 non-null object\n",
      "offerType              50000 non-null object\n",
      "price                  50000 non-null object\n",
      "abtest                 50000 non-null object\n",
      "vehicleType            44905 non-null object\n",
      "yearOfRegistration     50000 non-null int64\n",
      "gearbox                47320 non-null object\n",
      "powerPS                50000 non-null int64\n",
      "model                  47242 non-null object\n",
      "odometer               50000 non-null object\n",
      "monthOfRegistration    50000 non-null int64\n",
      "fuelType               45518 non-null object\n",
      "brand                  50000 non-null object\n",
      "notRepairedDamage      40171 non-null object\n",
      "dateCreated            50000 non-null object\n",
      "nrOfPictures           50000 non-null int64\n",
      "postalCode             50000 non-null int64\n",
      "lastSeen               50000 non-null object\n",
      "dtypes: int64(5), object(15)\n",
      "memory usage: 7.6+ MB\n"
     ]
    }
   ],
   "source": [
    "autos.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dateCrawled</th>\n",
       "      <th>name</th>\n",
       "      <th>seller</th>\n",
       "      <th>offerType</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicleType</th>\n",
       "      <th>yearOfRegistration</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>powerPS</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer</th>\n",
       "      <th>monthOfRegistration</th>\n",
       "      <th>fuelType</th>\n",
       "      <th>brand</th>\n",
       "      <th>notRepairedDamage</th>\n",
       "      <th>dateCreated</th>\n",
       "      <th>nrOfPictures</th>\n",
       "      <th>postalCode</th>\n",
       "      <th>lastSeen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>158</td>\n",
       "      <td>andere</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatik</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,990</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,350</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           dateCrawled                                               name  \\\n",
       "0  2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1  2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "2  2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3  2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "4  2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "\n",
       "   seller offerType   price   abtest vehicleType  yearOfRegistration  \\\n",
       "0  privat   Angebot  $5,000  control         bus                2004   \n",
       "1  privat   Angebot  $8,500  control   limousine                1997   \n",
       "2  privat   Angebot  $8,990     test   limousine                2009   \n",
       "3  privat   Angebot  $4,350  control  kleinwagen                2007   \n",
       "4  privat   Angebot  $1,350     test       kombi                2003   \n",
       "\n",
       "     gearbox  powerPS   model   odometer  monthOfRegistration fuelType  \\\n",
       "0    manuell      158  andere  150,000km                    3      lpg   \n",
       "1  automatik      286     7er  150,000km                    6   benzin   \n",
       "2    manuell      102    golf   70,000km                    7   benzin   \n",
       "3  automatik       71  fortwo   70,000km                    6   benzin   \n",
       "4    manuell        0   focus  150,000km                    7   benzin   \n",
       "\n",
       "        brand notRepairedDamage          dateCreated  nrOfPictures  \\\n",
       "0     peugeot              nein  2016-03-26 00:00:00             0   \n",
       "1         bmw              nein  2016-04-04 00:00:00             0   \n",
       "2  volkswagen              nein  2016-03-26 00:00:00             0   \n",
       "3       smart              nein  2016-03-12 00:00:00             0   \n",
       "4        ford              nein  2016-04-01 00:00:00             0   \n",
       "\n",
       "   postalCode             lastSeen  \n",
       "0       79588  2016-04-06 06:45:54  \n",
       "1       71034  2016-04-06 14:45:08  \n",
       "2       35394  2016-04-06 20:15:37  \n",
       "3       33729  2016-03-15 03:16:28  \n",
       "4       39218  2016-04-01 14:38:50  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is missing data in the following columns: VehicleType, gearbox, model, fuelType, and notRepairedDamage.  All data types are either object or int64.  Much of the non-numeric data is in Deutsch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dateCrawled', 'name', 'seller', 'offerType', 'price', 'abtest',\n",
       "       'vehicleType', 'yearOfRegistration', 'gearbox', 'powerPS', 'model',\n",
       "       'odometer', 'monthOfRegistration', 'fuelType', 'brand',\n",
       "       'notRepairedDamage', 'dateCreated', 'nrOfPictures', 'postalCode',\n",
       "       'lastSeen'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cols = ['date_crawled', 'name', 'seller', 'offer_type', 'price', 'abtest', 'vehicle_type', 'registration_year', 'gearbox', 'power_ps', 'model', 'odometer', 'registration_month', 'fuel_type', 'brand', 'unrepaired_damage', 'ad_created', 'num_of_pics', 'postal_code', 'last_seen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos.columns = cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>seller</th>\n",
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       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>num_of_pics</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$5,000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>158</td>\n",
       "      <td>andere</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatik</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$8,990</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$4,350</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>70,000km</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$1,350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date_crawled                                               name  \\\n",
       "0  2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1  2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "2  2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3  2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "4  2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "\n",
       "   seller offer_type   price   abtest vehicle_type  registration_year  \\\n",
       "0  privat    Angebot  $5,000  control          bus               2004   \n",
       "1  privat    Angebot  $8,500  control    limousine               1997   \n",
       "2  privat    Angebot  $8,990     test    limousine               2009   \n",
       "3  privat    Angebot  $4,350  control   kleinwagen               2007   \n",
       "4  privat    Angebot  $1,350     test        kombi               2003   \n",
       "\n",
       "     gearbox  power_ps   model   odometer  registration_month fuel_type  \\\n",
       "0    manuell       158  andere  150,000km                   3       lpg   \n",
       "1  automatik       286     7er  150,000km                   6    benzin   \n",
       "2    manuell       102    golf   70,000km                   7    benzin   \n",
       "3  automatik        71  fortwo   70,000km                   6    benzin   \n",
       "4    manuell         0   focus  150,000km                   7    benzin   \n",
       "\n",
       "        brand unrepaired_damage           ad_created  num_of_pics  \\\n",
       "0     peugeot              nein  2016-03-26 00:00:00            0   \n",
       "1         bmw              nein  2016-04-04 00:00:00            0   \n",
       "2  volkswagen              nein  2016-03-26 00:00:00            0   \n",
       "3       smart              nein  2016-03-12 00:00:00            0   \n",
       "4        ford              nein  2016-04-01 00:00:00            0   \n",
       "\n",
       "   postal_code            last_seen  \n",
       "0        79588  2016-04-06 06:45:54  \n",
       "1        71034  2016-04-06 14:45:08  \n",
       "2        35394  2016-04-06 20:15:37  \n",
       "3        33729  2016-03-15 03:16:28  \n",
       "4        39218  2016-04-01 14:38:50  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I changed the column headings to camelCase, and made some alterations to the column names for readability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>seller</th>\n",
       "      <th>offer_type</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>num_of_pics</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>50000</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000</td>\n",
       "      <td>44905</td>\n",
       "      <td>50000.000000</td>\n",
       "      <td>47320</td>\n",
       "      <td>50000.000000</td>\n",
       "      <td>47242</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000.000000</td>\n",
       "      <td>45518</td>\n",
       "      <td>50000</td>\n",
       "      <td>40171</td>\n",
       "      <td>50000</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>50000.000000</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>48213</td>\n",
       "      <td>38754</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2357</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2016-03-16 21:50:53</td>\n",
       "      <td>Ford_Fiesta</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>$0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>manuell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>golf</td>\n",
       "      <td>150,000km</td>\n",
       "      <td>NaN</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-07 06:17:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>49999</td>\n",
       "      <td>49999</td>\n",
       "      <td>1421</td>\n",
       "      <td>25756</td>\n",
       "      <td>12859</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4024</td>\n",
       "      <td>32424</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30107</td>\n",
       "      <td>10687</td>\n",
       "      <td>35232</td>\n",
       "      <td>1946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005.073280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>116.355920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.723360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50813.627300</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.712813</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.216627</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.711984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25779.747957</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1067.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30451.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49577.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71540.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9999.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17700.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99998.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               date_crawled         name  seller offer_type  price abtest  \\\n",
       "count                 50000        50000   50000      50000  50000  50000   \n",
       "unique                48213        38754       2          2   2357      2   \n",
       "top     2016-03-16 21:50:53  Ford_Fiesta  privat    Angebot     $0   test   \n",
       "freq                      3           78   49999      49999   1421  25756   \n",
       "mean                    NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "std                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "min                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "25%                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "50%                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "75%                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "max                     NaN          NaN     NaN        NaN    NaN    NaN   \n",
       "\n",
       "       vehicle_type  registration_year  gearbox      power_ps  model  \\\n",
       "count         44905       50000.000000    47320  50000.000000  47242   \n",
       "unique            8                NaN        2           NaN    245   \n",
       "top       limousine                NaN  manuell           NaN   golf   \n",
       "freq          12859                NaN    36993           NaN   4024   \n",
       "mean            NaN        2005.073280      NaN    116.355920    NaN   \n",
       "std             NaN         105.712813      NaN    209.216627    NaN   \n",
       "min             NaN        1000.000000      NaN      0.000000    NaN   \n",
       "25%             NaN        1999.000000      NaN     70.000000    NaN   \n",
       "50%             NaN        2003.000000      NaN    105.000000    NaN   \n",
       "75%             NaN        2008.000000      NaN    150.000000    NaN   \n",
       "max             NaN        9999.000000      NaN  17700.000000    NaN   \n",
       "\n",
       "         odometer  registration_month fuel_type       brand unrepaired_damage  \\\n",
       "count       50000        50000.000000     45518       50000             40171   \n",
       "unique         13                 NaN         7          40                 2   \n",
       "top     150,000km                 NaN    benzin  volkswagen              nein   \n",
       "freq        32424                 NaN     30107       10687             35232   \n",
       "mean          NaN            5.723360       NaN         NaN               NaN   \n",
       "std           NaN            3.711984       NaN         NaN               NaN   \n",
       "min           NaN            0.000000       NaN         NaN               NaN   \n",
       "25%           NaN            3.000000       NaN         NaN               NaN   \n",
       "50%           NaN            6.000000       NaN         NaN               NaN   \n",
       "75%           NaN            9.000000       NaN         NaN               NaN   \n",
       "max           NaN           12.000000       NaN         NaN               NaN   \n",
       "\n",
       "                 ad_created  num_of_pics   postal_code            last_seen  \n",
       "count                 50000      50000.0  50000.000000                50000  \n",
       "unique                   76          NaN           NaN                39481  \n",
       "top     2016-04-03 00:00:00          NaN           NaN  2016-04-07 06:17:27  \n",
       "freq                   1946          NaN           NaN                    8  \n",
       "mean                    NaN          0.0  50813.627300                  NaN  \n",
       "std                     NaN          0.0  25779.747957                  NaN  \n",
       "min                     NaN          0.0   1067.000000                  NaN  \n",
       "25%                     NaN          0.0  30451.000000                  NaN  \n",
       "50%                     NaN          0.0  49577.000000                  NaN  \n",
       "75%                     NaN          0.0  71540.000000                  NaN  \n",
       "max                     NaN          0.0  99998.000000                  NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The seller, offer_type, and num_of_pics columns mostly have the same value, and can be removed.  The most frequent price is $0, which is interesting.\n",
    "\n",
    "At first I found it funny that limousine accounted for >25% of the entries, until I discovered that it refers to what we would call a sedan in North America. Additionally, 25% of the vehicles listed look like they're from before 1999 - which means they're at least 17 years old at the time of listing, which is geriatric for a vehicle.  There's also at least one vehicle listed from the year 9999, and one from 1000 - which must be an error of some sort.\n",
    "\n",
    "Changing the data types of the price and odometer attributes, and cleaning and translating the values to English:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos[\"price\"] = (autos[\"price\"].str.replace('$', '')\n",
    "                  .str.replace(',', '').astype(int)\n",
    "                 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos[\"odometer\"] = (autos[\"odometer\"].str.replace('km', '')\n",
    "                    .str.replace(',', '')\n",
    "                     .astype(int)\n",
    "                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"odometer_km\"] = autos[\"odometer\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos.drop(\"odometer\", axis=1, inplace=True)\n",
    "autos.drop(\"seller\", axis=1, inplace=True)\n",
    "autos.drop(\"offer_type\", axis=1, inplace=True)\n",
    "autos.drop(\"num_of_pics\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>158</td>\n",
       "      <td>andere</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>8500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatik</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>8990</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>4350</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>1350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-03-21 13:47:45</td>\n",
       "      <td>Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...</td>\n",
       "      <td>7900</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>voyager</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>22962</td>\n",
       "      <td>2016-04-06 09:45:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-03-20 17:55:21</td>\n",
       "      <td>VW_Golf_III_GT_Special_Electronic_Green_Metall...</td>\n",
       "      <td>300</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>8</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>31535</td>\n",
       "      <td>2016-03-23 02:48:59</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-03-16 18:55:19</td>\n",
       "      <td>Golf_IV_1.9_TDI_90PS</td>\n",
       "      <td>1990</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>53474</td>\n",
       "      <td>2016-04-07 03:17:32</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-03-22 16:51:34</td>\n",
       "      <td>Seat_Arosa</td>\n",
       "      <td>250</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>arosa</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>seat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>7426</td>\n",
       "      <td>2016-03-26 18:18:10</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-03-16 13:47:02</td>\n",
       "      <td>Renault_Megane_Scenic_1.6e_RT_Klimaanlage</td>\n",
       "      <td>590</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>megane</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>15749</td>\n",
       "      <td>2016-04-06 10:46:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-03-15 01:41:36</td>\n",
       "      <td>VW_Golf_Tuning_in_siber/grau</td>\n",
       "      <td>999</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>86157</td>\n",
       "      <td>2016-04-07 03:16:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>Mercedes_A140_Motorschaden</td>\n",
       "      <td>350</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>17498</td>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-03-31 19:48:22</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...</td>\n",
       "      <td>5299</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>smart</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>34590</td>\n",
       "      <td>2016-04-06 14:17:52</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-03-23 10:48:32</td>\n",
       "      <td>Audi_A3_1.6_tuning</td>\n",
       "      <td>1350</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>12043</td>\n",
       "      <td>2016-04-01 14:17:13</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-03-23 11:50:46</td>\n",
       "      <td>Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...</td>\n",
       "      <td>3999</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>clio</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>81737</td>\n",
       "      <td>2016-04-01 15:46:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-04-01 12:06:20</td>\n",
       "      <td>Corvette_C3_Coupe_T_Top_Crossfire_Injection</td>\n",
       "      <td>18900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1982</td>\n",
       "      <td>automatik</td>\n",
       "      <td>203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>61276</td>\n",
       "      <td>2016-04-02 21:10:48</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-03-16 14:59:02</td>\n",
       "      <td>Opel_Vectra_B_Kombi</td>\n",
       "      <td>350</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>57299</td>\n",
       "      <td>2016-03-18 05:29:37</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-03-29 11:46:22</td>\n",
       "      <td>Volkswagen_Scirocco_2_G60</td>\n",
       "      <td>5500</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1990</td>\n",
       "      <td>manuell</td>\n",
       "      <td>205</td>\n",
       "      <td>scirocco</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>74821</td>\n",
       "      <td>2016-04-05 20:46:26</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-03-26 19:57:44</td>\n",
       "      <td>Verkaufen_mein_bmw_e36_320_i_touring</td>\n",
       "      <td>300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>54329</td>\n",
       "      <td>2016-04-02 12:16:41</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-03-17 13:36:21</td>\n",
       "      <td>mazda_tribute_2.0_mit_gas_und_tuev_neu_2018</td>\n",
       "      <td>4150</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>124</td>\n",
       "      <td>andere</td>\n",
       "      <td>2</td>\n",
       "      <td>lpg</td>\n",
       "      <td>mazda</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>40878</td>\n",
       "      <td>2016-03-17 14:45:58</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-03-05 19:57:31</td>\n",
       "      <td>Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...</td>\n",
       "      <td>3500</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>a4</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>53913</td>\n",
       "      <td>2016-03-07 05:46:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-03-06 19:07:10</td>\n",
       "      <td>Porsche_911_Carrera_4S_Cabrio</td>\n",
       "      <td>41500</td>\n",
       "      <td>test</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>320</td>\n",
       "      <td>911</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>porsche</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>65428</td>\n",
       "      <td>2016-04-05 23:46:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-03-28 20:50:54</td>\n",
       "      <td>MINI_Cooper_S_Cabrio</td>\n",
       "      <td>25450</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2015</td>\n",
       "      <td>manuell</td>\n",
       "      <td>184</td>\n",
       "      <td>cooper</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mini</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44789</td>\n",
       "      <td>2016-04-01 06:45:30</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-03-10 19:55:34</td>\n",
       "      <td>Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima</td>\n",
       "      <td>7999</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>manuell</td>\n",
       "      <td>120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-03-17 08:45:17</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-04-03 11:57:02</td>\n",
       "      <td>BMW_535i_xDrive_Sport_Aut.</td>\n",
       "      <td>48500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatik</td>\n",
       "      <td>306</td>\n",
       "      <td>5er</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>22547</td>\n",
       "      <td>2016-04-07 13:16:50</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-03-21 21:56:18</td>\n",
       "      <td>Ford_escort_kombi_an_bastler_mit_ghia_ausstattung</td>\n",
       "      <td>90</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>27574</td>\n",
       "      <td>2016-04-01 05:16:49</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-04-03 22:46:28</td>\n",
       "      <td>Volkswagen_Polo_Fox</td>\n",
       "      <td>777</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1992</td>\n",
       "      <td>manuell</td>\n",
       "      <td>54</td>\n",
       "      <td>polo</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>38110</td>\n",
       "      <td>2016-04-05 23:46:48</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>66701</td>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-03-19 21:56:19</td>\n",
       "      <td>MINI_Cooper_D</td>\n",
       "      <td>5250</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>110</td>\n",
       "      <td>cooper</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mini</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>15745</td>\n",
       "      <td>2016-04-07 14:58:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...</td>\n",
       "      <td>4999</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatik</td>\n",
       "      <td>204</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>47638</td>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>150000</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>49970</th>\n",
       "      <td>2016-03-21 22:47:37</td>\n",
       "      <td>c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...</td>\n",
       "      <td>15800</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>136</td>\n",
       "      <td>c4</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>citroen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>14947</td>\n",
       "      <td>2016-04-07 04:17:34</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49971</th>\n",
       "      <td>2016-03-29 14:54:12</td>\n",
       "      <td>W.Lupo_1.0</td>\n",
       "      <td>950</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2001</td>\n",
       "      <td>manuell</td>\n",
       "      <td>50</td>\n",
       "      <td>lupo</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>65197</td>\n",
       "      <td>2016-03-29 20:41:51</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49972</th>\n",
       "      <td>2016-03-26 22:25:23</td>\n",
       "      <td>Mercedes_Benz_Vito_115_CDI_Extralang_Aut.</td>\n",
       "      <td>3300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>vito</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>65326</td>\n",
       "      <td>2016-03-28 11:28:18</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49973</th>\n",
       "      <td>2016-03-27 05:32:39</td>\n",
       "      <td>Mercedes_Benz_SLK_200_Kompressor</td>\n",
       "      <td>6000</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>163</td>\n",
       "      <td>slk</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>53567</td>\n",
       "      <td>2016-03-27 08:25:24</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49974</th>\n",
       "      <td>2016-03-20 10:52:31</td>\n",
       "      <td>Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1983</td>\n",
       "      <td>manuell</td>\n",
       "      <td>70</td>\n",
       "      <td>golf</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>8209</td>\n",
       "      <td>2016-03-27 19:48:16</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49975</th>\n",
       "      <td>2016-03-27 20:51:39</td>\n",
       "      <td>Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort</td>\n",
       "      <td>9700</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatik</td>\n",
       "      <td>88</td>\n",
       "      <td>jazz</td>\n",
       "      <td>11</td>\n",
       "      <td>hybrid</td>\n",
       "      <td>honda</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>84385</td>\n",
       "      <td>2016-04-05 19:45:34</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49976</th>\n",
       "      <td>2016-03-19 18:56:05</td>\n",
       "      <td>Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...</td>\n",
       "      <td>5900</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1992</td>\n",
       "      <td>automatik</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>36100</td>\n",
       "      <td>2016-04-07 06:16:44</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49977</th>\n",
       "      <td>2016-03-31 18:37:18</td>\n",
       "      <td>Mercedes_Benz_C200_Cdi_W203</td>\n",
       "      <td>5500</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>33739</td>\n",
       "      <td>2016-04-06 12:16:11</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49978</th>\n",
       "      <td>2016-04-04 10:37:14</td>\n",
       "      <td>Mercedes_Benz_E_200_Classic</td>\n",
       "      <td>900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatik</td>\n",
       "      <td>136</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>9</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>24405</td>\n",
       "      <td>2016-04-06 12:44:20</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49979</th>\n",
       "      <td>2016-03-20 18:38:40</td>\n",
       "      <td>Volkswagen_Polo_1.6_TDI_Style</td>\n",
       "      <td>11000</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2011</td>\n",
       "      <td>manuell</td>\n",
       "      <td>90</td>\n",
       "      <td>polo</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>48455</td>\n",
       "      <td>2016-04-07 01:45:12</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49980</th>\n",
       "      <td>2016-03-12 10:55:54</td>\n",
       "      <td>Ford_Escort_Turnier_16V</td>\n",
       "      <td>400</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1995</td>\n",
       "      <td>manuell</td>\n",
       "      <td>105</td>\n",
       "      <td>escort</td>\n",
       "      <td>3</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>56218</td>\n",
       "      <td>2016-04-06 17:16:49</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49981</th>\n",
       "      <td>2016-03-15 09:38:21</td>\n",
       "      <td>Opel_Astra_Kombi_mit_Anhaengerkupplung</td>\n",
       "      <td>2000</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>115</td>\n",
       "      <td>astra</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>86859</td>\n",
       "      <td>2016-04-05 17:21:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49982</th>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm</td>\n",
       "      <td>1950</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>fabia</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>skoda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>45884</td>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49983</th>\n",
       "      <td>2016-03-06 12:43:04</td>\n",
       "      <td>Ford_focus_99</td>\n",
       "      <td>600</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>focus</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>52477</td>\n",
       "      <td>2016-03-09 06:16:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49985</th>\n",
       "      <td>2016-04-02 16:38:23</td>\n",
       "      <td>Verkaufe_meinen_vw_vento!</td>\n",
       "      <td>1000</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>automatik</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49986</th>\n",
       "      <td>2016-04-04 20:46:02</td>\n",
       "      <td>Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...</td>\n",
       "      <td>15900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>218</td>\n",
       "      <td>300c</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>73527</td>\n",
       "      <td>2016-04-06 23:16:00</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49987</th>\n",
       "      <td>2016-03-22 20:47:27</td>\n",
       "      <td>Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...</td>\n",
       "      <td>21990</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2013</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>94362</td>\n",
       "      <td>2016-03-26 22:46:06</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49988</th>\n",
       "      <td>2016-03-28 19:49:51</td>\n",
       "      <td>BMW_330_Ci</td>\n",
       "      <td>9550</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2001</td>\n",
       "      <td>manuell</td>\n",
       "      <td>231</td>\n",
       "      <td>3er</td>\n",
       "      <td>10</td>\n",
       "      <td>benzin</td>\n",
       "      <td>bmw</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>83646</td>\n",
       "      <td>2016-04-07 02:17:40</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49989</th>\n",
       "      <td>2016-03-11 19:50:37</td>\n",
       "      <td>VW_Polo_zum_Ausschlachten_oder_Wiederaufbau</td>\n",
       "      <td>150</td>\n",
       "      <td>test</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>polo</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>21244</td>\n",
       "      <td>2016-03-12 10:17:55</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49990</th>\n",
       "      <td>2016-03-21 19:54:19</td>\n",
       "      <td>Mercedes_Benz_A_200__BlueEFFICIENCY__Urban</td>\n",
       "      <td>17500</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2012</td>\n",
       "      <td>manuell</td>\n",
       "      <td>156</td>\n",
       "      <td>a_klasse</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>58239</td>\n",
       "      <td>2016-04-06 22:46:57</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49991</th>\n",
       "      <td>2016-03-06 15:25:19</td>\n",
       "      <td>Kleinwagen</td>\n",
       "      <td>500</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>twingo</td>\n",
       "      <td>0</td>\n",
       "      <td>benzin</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>61350</td>\n",
       "      <td>2016-03-06 18:24:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49992</th>\n",
       "      <td>2016-03-10 19:37:38</td>\n",
       "      <td>Fiat_Grande_Punto_1.4_T_Jet_16V_Sport</td>\n",
       "      <td>4800</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2009</td>\n",
       "      <td>manuell</td>\n",
       "      <td>120</td>\n",
       "      <td>andere</td>\n",
       "      <td>9</td>\n",
       "      <td>lpg</td>\n",
       "      <td>fiat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>68642</td>\n",
       "      <td>2016-03-13 01:44:51</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49993</th>\n",
       "      <td>2016-03-15 18:47:35</td>\n",
       "      <td>Audi_A3__1_8l__Silber;_schoenes_Fahrzeug</td>\n",
       "      <td>1650</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>1997</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>65203</td>\n",
       "      <td>2016-04-06 19:46:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49994</th>\n",
       "      <td>2016-03-22 17:36:42</td>\n",
       "      <td>Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2001</td>\n",
       "      <td>automatik</td>\n",
       "      <td>299</td>\n",
       "      <td>a6</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>46537</td>\n",
       "      <td>2016-04-06 08:16:39</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>2016-03-27 14:38:19</td>\n",
       "      <td>Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon</td>\n",
       "      <td>24900</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatik</td>\n",
       "      <td>239</td>\n",
       "      <td>q5</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>82131</td>\n",
       "      <td>2016-04-01 13:47:40</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>2016-03-28 10:50:25</td>\n",
       "      <td>Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...</td>\n",
       "      <td>1980</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>astra</td>\n",
       "      <td>5</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44807</td>\n",
       "      <td>2016-04-02 14:18:02</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>2016-04-02 14:44:48</td>\n",
       "      <td>Fiat_500_C_1.2_Dualogic_Lounge</td>\n",
       "      <td>13200</td>\n",
       "      <td>test</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatik</td>\n",
       "      <td>69</td>\n",
       "      <td>500</td>\n",
       "      <td>11</td>\n",
       "      <td>benzin</td>\n",
       "      <td>fiat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>73430</td>\n",
       "      <td>2016-04-04 11:47:27</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>2016-03-08 19:25:42</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_Ambition</td>\n",
       "      <td>22900</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2013</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>35683</td>\n",
       "      <td>2016-04-05 16:45:07</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>2016-03-14 00:42:12</td>\n",
       "      <td>Opel_Vectra_1.6_16V</td>\n",
       "      <td>1250</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1996</td>\n",
       "      <td>manuell</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>45897</td>\n",
       "      <td>2016-04-06 21:18:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50000 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "0      2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1      2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "2      2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3      2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "4      2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "6      2016-03-20 17:55:21  VW_Golf_III_GT_Special_Electronic_Green_Metall...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \n",
       "8      2016-03-22 16:51:34                                         Seat_Arosa   \n",
       "9      2016-03-16 13:47:02          Renault_Megane_Scenic_1.6e_RT_Klimaanlage   \n",
       "10     2016-03-15 01:41:36                       VW_Golf_Tuning_in_siber/grau   \n",
       "11     2016-03-16 18:45:34                         Mercedes_A140_Motorschaden   \n",
       "12     2016-03-31 19:48:22  Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...   \n",
       "13     2016-03-23 10:48:32                                 Audi_A3_1.6_tuning   \n",
       "14     2016-03-23 11:50:46  Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...   \n",
       "15     2016-04-01 12:06:20        Corvette_C3_Coupe_T_Top_Crossfire_Injection   \n",
       "16     2016-03-16 14:59:02                                Opel_Vectra_B_Kombi   \n",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \n",
       "18     2016-03-26 19:57:44               Verkaufen_mein_bmw_e36_320_i_touring   \n",
       "19     2016-03-17 13:36:21        mazda_tribute_2.0_mit_gas_und_tuev_neu_2018   \n",
       "20     2016-03-05 19:57:31  Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...   \n",
       "21     2016-03-06 19:07:10                      Porsche_911_Carrera_4S_Cabrio   \n",
       "22     2016-03-28 20:50:54                               MINI_Cooper_S_Cabrio   \n",
       "23     2016-03-10 19:55:34   Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima   \n",
       "24     2016-04-03 11:57:02                         BMW_535i_xDrive_Sport_Aut.   \n",
       "25     2016-03-21 21:56:18  Ford_escort_kombi_an_bastler_mit_ghia_ausstattung   \n",
       "26     2016-04-03 22:46:28                                Volkswagen_Polo_Fox   \n",
       "27     2016-03-27 18:45:01             Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE   \n",
       "28     2016-03-19 21:56:19                                      MINI_Cooper_D   \n",
       "29     2016-04-02 12:45:44  Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...   \n",
       "...                    ...                                                ...   \n",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \n",
       "49971  2016-03-29 14:54:12                                         W.Lupo_1.0   \n",
       "49972  2016-03-26 22:25:23          Mercedes_Benz_Vito_115_CDI_Extralang_Aut.   \n",
       "49973  2016-03-27 05:32:39                   Mercedes_Benz_SLK_200_Kompressor   \n",
       "49974  2016-03-20 10:52:31  Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...   \n",
       "49975  2016-03-27 20:51:39          Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort   \n",
       "49976  2016-03-19 18:56:05  Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...   \n",
       "49977  2016-03-31 18:37:18                        Mercedes_Benz_C200_Cdi_W203   \n",
       "49978  2016-04-04 10:37:14                        Mercedes_Benz_E_200_Classic   \n",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \n",
       "49980  2016-03-12 10:55:54                            Ford_Escort_Turnier_16V   \n",
       "49981  2016-03-15 09:38:21             Opel_Astra_Kombi_mit_Anhaengerkupplung   \n",
       "49982  2016-03-29 18:51:08            Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm   \n",
       "49983  2016-03-06 12:43:04                                      Ford_focus_99   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "49985  2016-04-02 16:38:23                          Verkaufe_meinen_vw_vento!   \n",
       "49986  2016-04-04 20:46:02  Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...   \n",
       "49987  2016-03-22 20:47:27  Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...   \n",
       "49988  2016-03-28 19:49:51                                         BMW_330_Ci   \n",
       "49989  2016-03-11 19:50:37        VW_Polo_zum_Ausschlachten_oder_Wiederaufbau   \n",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \n",
       "49991  2016-03-06 15:25:19                                         Kleinwagen   \n",
       "49992  2016-03-10 19:37:38              Fiat_Grande_Punto_1.4_T_Jet_16V_Sport   \n",
       "49993  2016-03-15 18:47:35           Audi_A3__1_8l__Silber;_schoenes_Fahrzeug   \n",
       "49994  2016-03-22 17:36:42  Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...   \n",
       "49995  2016-03-27 14:38:19   Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon   \n",
       "49996  2016-03-28 10:50:25  Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...   \n",
       "49997  2016-04-02 14:44:48                     Fiat_500_C_1.2_Dualogic_Lounge   \n",
       "49998  2016-03-08 19:25:42                 Audi_A3_2.0_TDI_Sportback_Ambition   \n",
       "49999  2016-03-14 00:42:12                                Opel_Vectra_1.6_16V   \n",
       "\n",
       "       price   abtest vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "0       5000  control          bus               2004    manuell       158   \n",
       "1       8500  control    limousine               1997  automatik       286   \n",
       "2       8990     test    limousine               2009    manuell       102   \n",
       "3       4350  control   kleinwagen               2007  automatik        71   \n",
       "4       1350     test        kombi               2003    manuell         0   \n",
       "5       7900     test          bus               2006  automatik       150   \n",
       "6        300     test    limousine               1995    manuell        90   \n",
       "7       1990  control    limousine               1998    manuell        90   \n",
       "8        250     test          NaN               2000    manuell         0   \n",
       "9        590  control          bus               1997    manuell        90   \n",
       "10       999     test          NaN               2017    manuell        90   \n",
       "11       350  control          NaN               2000        NaN         0   \n",
       "12      5299  control   kleinwagen               2010  automatik        71   \n",
       "13      1350  control    limousine               1999    manuell       101   \n",
       "14      3999     test   kleinwagen               2007    manuell        75   \n",
       "15     18900     test        coupe               1982  automatik       203   \n",
       "16       350     test        kombi               1999    manuell       101   \n",
       "17      5500     test        coupe               1990    manuell       205   \n",
       "18       300  control          bus               1995    manuell       150   \n",
       "19      4150  control          suv               2004    manuell       124   \n",
       "20      3500     test        kombi               2003    manuell       131   \n",
       "21     41500     test       cabrio               2004    manuell       320   \n",
       "22     25450  control       cabrio               2015    manuell       184   \n",
       "23      7999  control          bus               2010    manuell       120   \n",
       "24     48500  control    limousine               2014  automatik       306   \n",
       "25        90  control        kombi               1996    manuell       116   \n",
       "26       777  control   kleinwagen               1992    manuell        54   \n",
       "27         0  control          NaN               2005        NaN         0   \n",
       "28      5250  control   kleinwagen               2007    manuell       110   \n",
       "29      4999     test        kombi               2004  automatik       204   \n",
       "...      ...      ...          ...                ...        ...       ...   \n",
       "49970  15800  control          bus               2010  automatik       136   \n",
       "49971    950     test   kleinwagen               2001    manuell        50   \n",
       "49972   3300  control          bus               2004  automatik       150   \n",
       "49973   6000  control       cabrio               2004    manuell       163   \n",
       "49974      0  control       cabrio               1983    manuell        70   \n",
       "49975   9700  control   kleinwagen               2012  automatik        88   \n",
       "49976   5900     test        kombi               1992  automatik       150   \n",
       "49977   5500  control    limousine               2003    manuell       116   \n",
       "49978    900  control    limousine               1996  automatik       136   \n",
       "49979  11000     test   kleinwagen               2011    manuell        90   \n",
       "49980    400  control        kombi               1995    manuell       105   \n",
       "49981   2000  control        kombi               1998    manuell       115   \n",
       "49982   1950  control   kleinwagen               2004    manuell         0   \n",
       "49983    600     test   kleinwagen               1999    manuell       101   \n",
       "49984      0     test          NaN               2000        NaN         0   \n",
       "49985   1000  control          NaN               1995  automatik         0   \n",
       "49986  15900  control    limousine               2010  automatik       218   \n",
       "49987  21990  control    limousine               2013    manuell       150   \n",
       "49988   9550  control        coupe               2001    manuell       231   \n",
       "49989    150     test   kleinwagen               1997    manuell         0   \n",
       "49990  17500     test    limousine               2012    manuell       156   \n",
       "49991    500  control          NaN               2016    manuell         0   \n",
       "49992   4800  control   kleinwagen               2009    manuell       120   \n",
       "49993   1650  control   kleinwagen               1997    manuell         0   \n",
       "49994   5000  control        kombi               2001  automatik       299   \n",
       "49995  24900  control    limousine               2011  automatik       239   \n",
       "49996   1980  control       cabrio               1996    manuell        75   \n",
       "49997  13200     test       cabrio               2014  automatik        69   \n",
       "49998  22900  control        kombi               2013    manuell       150   \n",
       "49999   1250  control    limousine               1996    manuell       101   \n",
       "\n",
       "          model  registration_month fuel_type           brand  \\\n",
       "0        andere                   3       lpg         peugeot   \n",
       "1           7er                   6    benzin             bmw   \n",
       "2          golf                   7    benzin      volkswagen   \n",
       "3        fortwo                   6    benzin           smart   \n",
       "4         focus                   7    benzin            ford   \n",
       "5       voyager                   4    diesel        chrysler   \n",
       "6          golf                   8    benzin      volkswagen   \n",
       "7          golf                  12    diesel      volkswagen   \n",
       "8         arosa                  10       NaN            seat   \n",
       "9        megane                   7    benzin         renault   \n",
       "10          NaN                   4    benzin      volkswagen   \n",
       "11          NaN                   0    benzin   mercedes_benz   \n",
       "12       fortwo                   9    benzin           smart   \n",
       "13           a3                  11    benzin            audi   \n",
       "14         clio                   9    benzin         renault   \n",
       "15          NaN                   6    benzin  sonstige_autos   \n",
       "16       vectra                   5    benzin            opel   \n",
       "17     scirocco                   6    benzin      volkswagen   \n",
       "18          3er                   0    benzin             bmw   \n",
       "19       andere                   2       lpg           mazda   \n",
       "20           a4                   5    diesel            audi   \n",
       "21          911                   4    benzin         porsche   \n",
       "22       cooper                   1    benzin            mini   \n",
       "23          NaN                   2    diesel         peugeot   \n",
       "24          5er                  12    benzin             bmw   \n",
       "25          NaN                   4    benzin            ford   \n",
       "26         polo                   2    benzin      volkswagen   \n",
       "27          NaN                   0       NaN            ford   \n",
       "28       cooper                   7    diesel            mini   \n",
       "29     e_klasse                  10    diesel   mercedes_benz   \n",
       "...         ...                 ...       ...             ...   \n",
       "49970        c4                   4    diesel         citroen   \n",
       "49971      lupo                   4    benzin      volkswagen   \n",
       "49972      vito                  10    diesel   mercedes_benz   \n",
       "49973       slk                  11    benzin   mercedes_benz   \n",
       "49974      golf                   2    benzin      volkswagen   \n",
       "49975      jazz                  11    hybrid           honda   \n",
       "49976        80                  12    benzin            audi   \n",
       "49977  c_klasse                   2    diesel   mercedes_benz   \n",
       "49978  e_klasse                   9    benzin   mercedes_benz   \n",
       "49979      polo                  11    diesel      volkswagen   \n",
       "49980    escort                   3    benzin            ford   \n",
       "49981     astra                  12    benzin            opel   \n",
       "49982     fabia                   7    benzin           skoda   \n",
       "49983     focus                   4    benzin            ford   \n",
       "49984       NaN                   0       NaN  sonstige_autos   \n",
       "49985       NaN                   0    benzin      volkswagen   \n",
       "49986      300c                  11    diesel        chrysler   \n",
       "49987        a3                  11    diesel            audi   \n",
       "49988       3er                  10    benzin             bmw   \n",
       "49989      polo                   5    benzin      volkswagen   \n",
       "49990  a_klasse                  12    benzin   mercedes_benz   \n",
       "49991    twingo                   0    benzin         renault   \n",
       "49992    andere                   9       lpg            fiat   \n",
       "49993       NaN                   7    benzin            audi   \n",
       "49994        a6                   1    benzin            audi   \n",
       "49995        q5                   1    diesel            audi   \n",
       "49996     astra                   5    benzin            opel   \n",
       "49997       500                  11    benzin            fiat   \n",
       "49998        a3                  11    diesel            audi   \n",
       "49999    vectra                   1    benzin            opel   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "0                  nein  2016-03-26 00:00:00        79588   \n",
       "1                  nein  2016-04-04 00:00:00        71034   \n",
       "2                  nein  2016-03-26 00:00:00        35394   \n",
       "3                  nein  2016-03-12 00:00:00        33729   \n",
       "4                  nein  2016-04-01 00:00:00        39218   \n",
       "5                   NaN  2016-03-21 00:00:00        22962   \n",
       "6                   NaN  2016-03-20 00:00:00        31535   \n",
       "7                  nein  2016-03-16 00:00:00        53474   \n",
       "8                  nein  2016-03-22 00:00:00         7426   \n",
       "9                  nein  2016-03-16 00:00:00        15749   \n",
       "10                 nein  2016-03-14 00:00:00        86157   \n",
       "11                  NaN  2016-03-16 00:00:00        17498   \n",
       "12                 nein  2016-03-31 00:00:00        34590   \n",
       "13                 nein  2016-03-23 00:00:00        12043   \n",
       "14                  NaN  2016-03-23 00:00:00        81737   \n",
       "15                 nein  2016-04-01 00:00:00        61276   \n",
       "16                 nein  2016-03-16 00:00:00        57299   \n",
       "17                 nein  2016-03-29 00:00:00        74821   \n",
       "18                  NaN  2016-03-26 00:00:00        54329   \n",
       "19                 nein  2016-03-17 00:00:00        40878   \n",
       "20                  NaN  2016-03-05 00:00:00        53913   \n",
       "21                 nein  2016-03-06 00:00:00        65428   \n",
       "22                 nein  2016-03-28 00:00:00        44789   \n",
       "23                 nein  2016-03-10 00:00:00        30900   \n",
       "24                 nein  2016-04-03 00:00:00        22547   \n",
       "25                   ja  2016-03-21 00:00:00        27574   \n",
       "26                 nein  2016-04-03 00:00:00        38110   \n",
       "27                  NaN  2016-03-27 00:00:00        66701   \n",
       "28                   ja  2016-03-19 00:00:00        15745   \n",
       "29                 nein  2016-04-02 00:00:00        47638   \n",
       "...                 ...                  ...          ...   \n",
       "49970              nein  2016-03-21 00:00:00        14947   \n",
       "49971              nein  2016-03-29 00:00:00        65197   \n",
       "49972                ja  2016-03-26 00:00:00        65326   \n",
       "49973              nein  2016-03-27 00:00:00        53567   \n",
       "49974              nein  2016-03-20 00:00:00         8209   \n",
       "49975              nein  2016-03-27 00:00:00        84385   \n",
       "49976              nein  2016-03-19 00:00:00        36100   \n",
       "49977              nein  2016-03-31 00:00:00        33739   \n",
       "49978                ja  2016-04-04 00:00:00        24405   \n",
       "49979              nein  2016-03-20 00:00:00        48455   \n",
       "49980               NaN  2016-03-12 00:00:00        56218   \n",
       "49981              nein  2016-03-15 00:00:00        86859   \n",
       "49982               NaN  2016-03-29 00:00:00        45884   \n",
       "49983               NaN  2016-03-06 00:00:00        52477   \n",
       "49984               NaN  2016-03-31 00:00:00        12103   \n",
       "49985               NaN  2016-04-02 00:00:00        30900   \n",
       "49986              nein  2016-04-04 00:00:00        73527   \n",
       "49987              nein  2016-03-22 00:00:00        94362   \n",
       "49988              nein  2016-03-28 00:00:00        83646   \n",
       "49989                ja  2016-03-11 00:00:00        21244   \n",
       "49990              nein  2016-03-21 00:00:00        58239   \n",
       "49991               NaN  2016-03-06 00:00:00        61350   \n",
       "49992              nein  2016-03-10 00:00:00        68642   \n",
       "49993               NaN  2016-03-15 00:00:00        65203   \n",
       "49994              nein  2016-03-22 00:00:00        46537   \n",
       "49995              nein  2016-03-27 00:00:00        82131   \n",
       "49996              nein  2016-03-28 00:00:00        44807   \n",
       "49997              nein  2016-04-02 00:00:00        73430   \n",
       "49998              nein  2016-03-08 00:00:00        35683   \n",
       "49999              nein  2016-03-13 00:00:00        45897   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "0      2016-04-06 06:45:54       150000  \n",
       "1      2016-04-06 14:45:08       150000  \n",
       "2      2016-04-06 20:15:37        70000  \n",
       "3      2016-03-15 03:16:28        70000  \n",
       "4      2016-04-01 14:38:50       150000  \n",
       "5      2016-04-06 09:45:21       150000  \n",
       "6      2016-03-23 02:48:59       150000  \n",
       "7      2016-04-07 03:17:32       150000  \n",
       "8      2016-03-26 18:18:10       150000  \n",
       "9      2016-04-06 10:46:35       150000  \n",
       "10     2016-04-07 03:16:21       150000  \n",
       "11     2016-03-16 18:45:34       150000  \n",
       "12     2016-04-06 14:17:52        50000  \n",
       "13     2016-04-01 14:17:13       150000  \n",
       "14     2016-04-01 15:46:47       150000  \n",
       "15     2016-04-02 21:10:48        80000  \n",
       "16     2016-03-18 05:29:37       150000  \n",
       "17     2016-04-05 20:46:26       150000  \n",
       "18     2016-04-02 12:16:41       150000  \n",
       "19     2016-03-17 14:45:58       150000  \n",
       "20     2016-03-07 05:46:46       150000  \n",
       "21     2016-04-05 23:46:19       150000  \n",
       "22     2016-04-01 06:45:30        10000  \n",
       "23     2016-03-17 08:45:17       150000  \n",
       "24     2016-04-07 13:16:50        30000  \n",
       "25     2016-04-01 05:16:49       150000  \n",
       "26     2016-04-05 23:46:48       125000  \n",
       "27     2016-03-27 18:45:01       150000  \n",
       "28     2016-04-07 14:58:48       150000  \n",
       "29     2016-04-02 12:45:44       150000  \n",
       "...                    ...          ...  \n",
       "49970  2016-04-07 04:17:34        60000  \n",
       "49971  2016-03-29 20:41:51       150000  \n",
       "49972  2016-03-28 11:28:18       150000  \n",
       "49973  2016-03-27 08:25:24       150000  \n",
       "49974  2016-03-27 19:48:16       150000  \n",
       "49975  2016-04-05 19:45:34       100000  \n",
       "49976  2016-04-07 06:16:44       150000  \n",
       "49977  2016-04-06 12:16:11       150000  \n",
       "49978  2016-04-06 12:44:20       150000  \n",
       "49979  2016-04-07 01:45:12        70000  \n",
       "49980  2016-04-06 17:16:49       125000  \n",
       "49981  2016-04-05 17:21:46       150000  \n",
       "49982  2016-03-29 18:51:08        90000  \n",
       "49983  2016-03-09 06:16:08       150000  \n",
       "49984  2016-04-02 19:44:53       150000  \n",
       "49985  2016-04-06 15:17:52       150000  \n",
       "49986  2016-04-06 23:16:00       125000  \n",
       "49987  2016-03-26 22:46:06        50000  \n",
       "49988  2016-04-07 02:17:40       150000  \n",
       "49989  2016-03-12 10:17:55       150000  \n",
       "49990  2016-04-06 22:46:57        30000  \n",
       "49991  2016-03-06 18:24:19       150000  \n",
       "49992  2016-03-13 01:44:51       125000  \n",
       "49993  2016-04-06 19:46:53       150000  \n",
       "49994  2016-04-06 08:16:39       150000  \n",
       "49995  2016-04-01 13:47:40       100000  \n",
       "49996  2016-04-02 14:18:02       150000  \n",
       "49997  2016-04-04 11:47:27         5000  \n",
       "49998  2016-04-05 16:45:07        40000  \n",
       "49999  2016-04-06 21:18:48       150000  \n",
       "\n",
       "[50000 rows x 17 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"vehicle_type\"] = (autos[\"vehicle_type\"].str.replace('limousine', 'sedan')\n",
    "                         .str.replace('kleinwagen', 'small car')\n",
    "                         .str.replace('kombi', 'station wagon')\n",
    "                         .str.replace('cabrio', 'convertible')\n",
    "                        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"gearbox\"] = (autos[\"gearbox\"].str.replace('manuell', 'manual')\n",
    "                   .str.replace('automatik', 'automatic')\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"model\"] = autos[\"model\"].str.replace('andere', 'other')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"fuel_type\"] = autos[\"fuel_type\"].str.replace('benzin', 'gas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos[\"unrepaired_damage\"] = autos[\"unrepaired_damage\"].str.replace('nein', 'no').str.replace('ja', 'yes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>158</td>\n",
       "      <td>other</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>8500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatic</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>8990</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>4350</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatic</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>smart</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>1350</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-03-21 13:47:45</td>\n",
       "      <td>Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...</td>\n",
       "      <td>7900</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>voyager</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>22962</td>\n",
       "      <td>2016-04-06 09:45:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-03-20 17:55:21</td>\n",
       "      <td>VW_Golf_III_GT_Special_Electronic_Green_Metall...</td>\n",
       "      <td>300</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>31535</td>\n",
       "      <td>2016-03-23 02:48:59</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-03-16 18:55:19</td>\n",
       "      <td>Golf_IV_1.9_TDI_90PS</td>\n",
       "      <td>1990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>53474</td>\n",
       "      <td>2016-04-07 03:17:32</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-03-22 16:51:34</td>\n",
       "      <td>Seat_Arosa</td>\n",
       "      <td>250</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>arosa</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>7426</td>\n",
       "      <td>2016-03-26 18:18:10</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-03-16 13:47:02</td>\n",
       "      <td>Renault_Megane_Scenic_1.6e_RT_Klimaanlage</td>\n",
       "      <td>590</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>megane</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>15749</td>\n",
       "      <td>2016-04-06 10:46:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-03-15 01:41:36</td>\n",
       "      <td>VW_Golf_Tuning_in_siber/grau</td>\n",
       "      <td>999</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>86157</td>\n",
       "      <td>2016-04-07 03:16:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>Mercedes_A140_Motorschaden</td>\n",
       "      <td>350</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>17498</td>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-03-31 19:48:22</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...</td>\n",
       "      <td>5299</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>smart</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>34590</td>\n",
       "      <td>2016-04-06 14:17:52</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-03-23 10:48:32</td>\n",
       "      <td>Audi_A3_1.6_tuning</td>\n",
       "      <td>1350</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>12043</td>\n",
       "      <td>2016-04-01 14:17:13</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-03-23 11:50:46</td>\n",
       "      <td>Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...</td>\n",
       "      <td>3999</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>clio</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>81737</td>\n",
       "      <td>2016-04-01 15:46:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-04-01 12:06:20</td>\n",
       "      <td>Corvette_C3_Coupe_T_Top_Crossfire_Injection</td>\n",
       "      <td>18900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1982</td>\n",
       "      <td>automatic</td>\n",
       "      <td>203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>61276</td>\n",
       "      <td>2016-04-02 21:10:48</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-03-16 14:59:02</td>\n",
       "      <td>Opel_Vectra_B_Kombi</td>\n",
       "      <td>350</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>57299</td>\n",
       "      <td>2016-03-18 05:29:37</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-03-29 11:46:22</td>\n",
       "      <td>Volkswagen_Scirocco_2_G60</td>\n",
       "      <td>5500</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1990</td>\n",
       "      <td>manual</td>\n",
       "      <td>205</td>\n",
       "      <td>scirocco</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>74821</td>\n",
       "      <td>2016-04-05 20:46:26</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-03-26 19:57:44</td>\n",
       "      <td>Verkaufen_mein_bmw_e36_320_i_touring</td>\n",
       "      <td>300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>54329</td>\n",
       "      <td>2016-04-02 12:16:41</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-03-17 13:36:21</td>\n",
       "      <td>mazda_tribute_2.0_mit_gas_und_tuev_neu_2018</td>\n",
       "      <td>4150</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>124</td>\n",
       "      <td>other</td>\n",
       "      <td>2</td>\n",
       "      <td>lpg</td>\n",
       "      <td>mazda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>40878</td>\n",
       "      <td>2016-03-17 14:45:58</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-03-05 19:57:31</td>\n",
       "      <td>Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...</td>\n",
       "      <td>3500</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>131</td>\n",
       "      <td>a4</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>53913</td>\n",
       "      <td>2016-03-07 05:46:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-03-06 19:07:10</td>\n",
       "      <td>Porsche_911_Carrera_4S_Cabrio</td>\n",
       "      <td>41500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>320</td>\n",
       "      <td>911</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>65428</td>\n",
       "      <td>2016-04-05 23:46:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-03-28 20:50:54</td>\n",
       "      <td>MINI_Cooper_S_Cabrio</td>\n",
       "      <td>25450</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2015</td>\n",
       "      <td>manual</td>\n",
       "      <td>184</td>\n",
       "      <td>cooper</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>mini</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44789</td>\n",
       "      <td>2016-04-01 06:45:30</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-03-10 19:55:34</td>\n",
       "      <td>Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima</td>\n",
       "      <td>7999</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-03-17 08:45:17</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-04-03 11:57:02</td>\n",
       "      <td>BMW_535i_xDrive_Sport_Aut.</td>\n",
       "      <td>48500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>306</td>\n",
       "      <td>5er</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>22547</td>\n",
       "      <td>2016-04-07 13:16:50</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-03-21 21:56:18</td>\n",
       "      <td>Ford_escort_kombi_an_bastler_mit_ghia_ausstattung</td>\n",
       "      <td>90</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>27574</td>\n",
       "      <td>2016-04-01 05:16:49</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-04-03 22:46:28</td>\n",
       "      <td>Volkswagen_Polo_Fox</td>\n",
       "      <td>777</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1992</td>\n",
       "      <td>manual</td>\n",
       "      <td>54</td>\n",
       "      <td>polo</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>38110</td>\n",
       "      <td>2016-04-05 23:46:48</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>66701</td>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-03-19 21:56:19</td>\n",
       "      <td>MINI_Cooper_D</td>\n",
       "      <td>5250</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>110</td>\n",
       "      <td>cooper</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mini</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>15745</td>\n",
       "      <td>2016-04-07 14:58:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...</td>\n",
       "      <td>4999</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatic</td>\n",
       "      <td>204</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>47638</td>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>150000</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>49970</th>\n",
       "      <td>2016-03-21 22:47:37</td>\n",
       "      <td>c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...</td>\n",
       "      <td>15800</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>136</td>\n",
       "      <td>c4</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>citroen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>14947</td>\n",
       "      <td>2016-04-07 04:17:34</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49971</th>\n",
       "      <td>2016-03-29 14:54:12</td>\n",
       "      <td>W.Lupo_1.0</td>\n",
       "      <td>950</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>50</td>\n",
       "      <td>lupo</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>65197</td>\n",
       "      <td>2016-03-29 20:41:51</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49972</th>\n",
       "      <td>2016-03-26 22:25:23</td>\n",
       "      <td>Mercedes_Benz_Vito_115_CDI_Extralang_Aut.</td>\n",
       "      <td>3300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>vito</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>65326</td>\n",
       "      <td>2016-03-28 11:28:18</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49973</th>\n",
       "      <td>2016-03-27 05:32:39</td>\n",
       "      <td>Mercedes_Benz_SLK_200_Kompressor</td>\n",
       "      <td>6000</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>163</td>\n",
       "      <td>slk</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>53567</td>\n",
       "      <td>2016-03-27 08:25:24</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49974</th>\n",
       "      <td>2016-03-20 10:52:31</td>\n",
       "      <td>Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1983</td>\n",
       "      <td>manual</td>\n",
       "      <td>70</td>\n",
       "      <td>golf</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>8209</td>\n",
       "      <td>2016-03-27 19:48:16</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49975</th>\n",
       "      <td>2016-03-27 20:51:39</td>\n",
       "      <td>Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort</td>\n",
       "      <td>9700</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>88</td>\n",
       "      <td>jazz</td>\n",
       "      <td>11</td>\n",
       "      <td>hybrid</td>\n",
       "      <td>honda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>84385</td>\n",
       "      <td>2016-04-05 19:45:34</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49976</th>\n",
       "      <td>2016-03-19 18:56:05</td>\n",
       "      <td>Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...</td>\n",
       "      <td>5900</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1992</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>36100</td>\n",
       "      <td>2016-04-07 06:16:44</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49977</th>\n",
       "      <td>2016-03-31 18:37:18</td>\n",
       "      <td>Mercedes_Benz_C200_Cdi_W203</td>\n",
       "      <td>5500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>33739</td>\n",
       "      <td>2016-04-06 12:16:11</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49978</th>\n",
       "      <td>2016-04-04 10:37:14</td>\n",
       "      <td>Mercedes_Benz_E_200_Classic</td>\n",
       "      <td>900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatic</td>\n",
       "      <td>136</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>24405</td>\n",
       "      <td>2016-04-06 12:44:20</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49979</th>\n",
       "      <td>2016-03-20 18:38:40</td>\n",
       "      <td>Volkswagen_Polo_1.6_TDI_Style</td>\n",
       "      <td>11000</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>polo</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>48455</td>\n",
       "      <td>2016-04-07 01:45:12</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49980</th>\n",
       "      <td>2016-03-12 10:55:54</td>\n",
       "      <td>Ford_Escort_Turnier_16V</td>\n",
       "      <td>400</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>105</td>\n",
       "      <td>escort</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>56218</td>\n",
       "      <td>2016-04-06 17:16:49</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49981</th>\n",
       "      <td>2016-03-15 09:38:21</td>\n",
       "      <td>Opel_Astra_Kombi_mit_Anhaengerkupplung</td>\n",
       "      <td>2000</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>115</td>\n",
       "      <td>astra</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>86859</td>\n",
       "      <td>2016-04-05 17:21:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49982</th>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm</td>\n",
       "      <td>1950</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>fabia</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>skoda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>45884</td>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49983</th>\n",
       "      <td>2016-03-06 12:43:04</td>\n",
       "      <td>Ford_focus_99</td>\n",
       "      <td>600</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>focus</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>52477</td>\n",
       "      <td>2016-03-09 06:16:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49985</th>\n",
       "      <td>2016-04-02 16:38:23</td>\n",
       "      <td>Verkaufe_meinen_vw_vento!</td>\n",
       "      <td>1000</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49986</th>\n",
       "      <td>2016-04-04 20:46:02</td>\n",
       "      <td>Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...</td>\n",
       "      <td>15900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>218</td>\n",
       "      <td>300c</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>73527</td>\n",
       "      <td>2016-04-06 23:16:00</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49987</th>\n",
       "      <td>2016-03-22 20:47:27</td>\n",
       "      <td>Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...</td>\n",
       "      <td>21990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>94362</td>\n",
       "      <td>2016-03-26 22:46:06</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49988</th>\n",
       "      <td>2016-03-28 19:49:51</td>\n",
       "      <td>BMW_330_Ci</td>\n",
       "      <td>9550</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>231</td>\n",
       "      <td>3er</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>83646</td>\n",
       "      <td>2016-04-07 02:17:40</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49989</th>\n",
       "      <td>2016-03-11 19:50:37</td>\n",
       "      <td>VW_Polo_zum_Ausschlachten_oder_Wiederaufbau</td>\n",
       "      <td>150</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>polo</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>21244</td>\n",
       "      <td>2016-03-12 10:17:55</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49990</th>\n",
       "      <td>2016-03-21 19:54:19</td>\n",
       "      <td>Mercedes_Benz_A_200__BlueEFFICIENCY__Urban</td>\n",
       "      <td>17500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>156</td>\n",
       "      <td>a_klasse</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>58239</td>\n",
       "      <td>2016-04-06 22:46:57</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49991</th>\n",
       "      <td>2016-03-06 15:25:19</td>\n",
       "      <td>Kleinwagen</td>\n",
       "      <td>500</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>twingo</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>61350</td>\n",
       "      <td>2016-03-06 18:24:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49992</th>\n",
       "      <td>2016-03-10 19:37:38</td>\n",
       "      <td>Fiat_Grande_Punto_1.4_T_Jet_16V_Sport</td>\n",
       "      <td>4800</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>other</td>\n",
       "      <td>9</td>\n",
       "      <td>lpg</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>68642</td>\n",
       "      <td>2016-03-13 01:44:51</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49993</th>\n",
       "      <td>2016-03-15 18:47:35</td>\n",
       "      <td>Audi_A3__1_8l__Silber;_schoenes_Fahrzeug</td>\n",
       "      <td>1650</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>65203</td>\n",
       "      <td>2016-04-06 19:46:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49994</th>\n",
       "      <td>2016-03-22 17:36:42</td>\n",
       "      <td>Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2001</td>\n",
       "      <td>automatic</td>\n",
       "      <td>299</td>\n",
       "      <td>a6</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>46537</td>\n",
       "      <td>2016-04-06 08:16:39</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>2016-03-27 14:38:19</td>\n",
       "      <td>Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon</td>\n",
       "      <td>24900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatic</td>\n",
       "      <td>239</td>\n",
       "      <td>q5</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>82131</td>\n",
       "      <td>2016-04-01 13:47:40</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>2016-03-28 10:50:25</td>\n",
       "      <td>Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...</td>\n",
       "      <td>1980</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>astra</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44807</td>\n",
       "      <td>2016-04-02 14:18:02</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>2016-04-02 14:44:48</td>\n",
       "      <td>Fiat_500_C_1.2_Dualogic_Lounge</td>\n",
       "      <td>13200</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>69</td>\n",
       "      <td>500</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>73430</td>\n",
       "      <td>2016-04-04 11:47:27</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>2016-03-08 19:25:42</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_Ambition</td>\n",
       "      <td>22900</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>35683</td>\n",
       "      <td>2016-04-05 16:45:07</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>2016-03-14 00:42:12</td>\n",
       "      <td>Opel_Vectra_1.6_16V</td>\n",
       "      <td>1250</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>45897</td>\n",
       "      <td>2016-04-06 21:18:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50000 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "0      2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1      2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "2      2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3      2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "4      2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "6      2016-03-20 17:55:21  VW_Golf_III_GT_Special_Electronic_Green_Metall...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \n",
       "8      2016-03-22 16:51:34                                         Seat_Arosa   \n",
       "9      2016-03-16 13:47:02          Renault_Megane_Scenic_1.6e_RT_Klimaanlage   \n",
       "10     2016-03-15 01:41:36                       VW_Golf_Tuning_in_siber/grau   \n",
       "11     2016-03-16 18:45:34                         Mercedes_A140_Motorschaden   \n",
       "12     2016-03-31 19:48:22  Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...   \n",
       "13     2016-03-23 10:48:32                                 Audi_A3_1.6_tuning   \n",
       "14     2016-03-23 11:50:46  Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...   \n",
       "15     2016-04-01 12:06:20        Corvette_C3_Coupe_T_Top_Crossfire_Injection   \n",
       "16     2016-03-16 14:59:02                                Opel_Vectra_B_Kombi   \n",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \n",
       "18     2016-03-26 19:57:44               Verkaufen_mein_bmw_e36_320_i_touring   \n",
       "19     2016-03-17 13:36:21        mazda_tribute_2.0_mit_gas_und_tuev_neu_2018   \n",
       "20     2016-03-05 19:57:31  Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...   \n",
       "21     2016-03-06 19:07:10                      Porsche_911_Carrera_4S_Cabrio   \n",
       "22     2016-03-28 20:50:54                               MINI_Cooper_S_Cabrio   \n",
       "23     2016-03-10 19:55:34   Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima   \n",
       "24     2016-04-03 11:57:02                         BMW_535i_xDrive_Sport_Aut.   \n",
       "25     2016-03-21 21:56:18  Ford_escort_kombi_an_bastler_mit_ghia_ausstattung   \n",
       "26     2016-04-03 22:46:28                                Volkswagen_Polo_Fox   \n",
       "27     2016-03-27 18:45:01             Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE   \n",
       "28     2016-03-19 21:56:19                                      MINI_Cooper_D   \n",
       "29     2016-04-02 12:45:44  Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...   \n",
       "...                    ...                                                ...   \n",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \n",
       "49971  2016-03-29 14:54:12                                         W.Lupo_1.0   \n",
       "49972  2016-03-26 22:25:23          Mercedes_Benz_Vito_115_CDI_Extralang_Aut.   \n",
       "49973  2016-03-27 05:32:39                   Mercedes_Benz_SLK_200_Kompressor   \n",
       "49974  2016-03-20 10:52:31  Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...   \n",
       "49975  2016-03-27 20:51:39          Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort   \n",
       "49976  2016-03-19 18:56:05  Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...   \n",
       "49977  2016-03-31 18:37:18                        Mercedes_Benz_C200_Cdi_W203   \n",
       "49978  2016-04-04 10:37:14                        Mercedes_Benz_E_200_Classic   \n",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \n",
       "49980  2016-03-12 10:55:54                            Ford_Escort_Turnier_16V   \n",
       "49981  2016-03-15 09:38:21             Opel_Astra_Kombi_mit_Anhaengerkupplung   \n",
       "49982  2016-03-29 18:51:08            Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm   \n",
       "49983  2016-03-06 12:43:04                                      Ford_focus_99   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "49985  2016-04-02 16:38:23                          Verkaufe_meinen_vw_vento!   \n",
       "49986  2016-04-04 20:46:02  Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...   \n",
       "49987  2016-03-22 20:47:27  Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...   \n",
       "49988  2016-03-28 19:49:51                                         BMW_330_Ci   \n",
       "49989  2016-03-11 19:50:37        VW_Polo_zum_Ausschlachten_oder_Wiederaufbau   \n",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \n",
       "49991  2016-03-06 15:25:19                                         Kleinwagen   \n",
       "49992  2016-03-10 19:37:38              Fiat_Grande_Punto_1.4_T_Jet_16V_Sport   \n",
       "49993  2016-03-15 18:47:35           Audi_A3__1_8l__Silber;_schoenes_Fahrzeug   \n",
       "49994  2016-03-22 17:36:42  Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...   \n",
       "49995  2016-03-27 14:38:19   Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon   \n",
       "49996  2016-03-28 10:50:25  Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...   \n",
       "49997  2016-04-02 14:44:48                     Fiat_500_C_1.2_Dualogic_Lounge   \n",
       "49998  2016-03-08 19:25:42                 Audi_A3_2.0_TDI_Sportback_Ambition   \n",
       "49999  2016-03-14 00:42:12                                Opel_Vectra_1.6_16V   \n",
       "\n",
       "       price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "0       5000  control            bus               2004     manual       158   \n",
       "1       8500  control          sedan               1997  automatic       286   \n",
       "2       8990     test          sedan               2009     manual       102   \n",
       "3       4350  control      small car               2007  automatic        71   \n",
       "4       1350     test  station wagon               2003     manual         0   \n",
       "5       7900     test            bus               2006  automatic       150   \n",
       "6        300     test          sedan               1995     manual        90   \n",
       "7       1990  control          sedan               1998     manual        90   \n",
       "8        250     test            NaN               2000     manual         0   \n",
       "9        590  control            bus               1997     manual        90   \n",
       "10       999     test            NaN               2017     manual        90   \n",
       "11       350  control            NaN               2000        NaN         0   \n",
       "12      5299  control      small car               2010  automatic        71   \n",
       "13      1350  control          sedan               1999     manual       101   \n",
       "14      3999     test      small car               2007     manual        75   \n",
       "15     18900     test          coupe               1982  automatic       203   \n",
       "16       350     test  station wagon               1999     manual       101   \n",
       "17      5500     test          coupe               1990     manual       205   \n",
       "18       300  control            bus               1995     manual       150   \n",
       "19      4150  control            suv               2004     manual       124   \n",
       "20      3500     test  station wagon               2003     manual       131   \n",
       "21     41500     test    convertible               2004     manual       320   \n",
       "22     25450  control    convertible               2015     manual       184   \n",
       "23      7999  control            bus               2010     manual       120   \n",
       "24     48500  control          sedan               2014  automatic       306   \n",
       "25        90  control  station wagon               1996     manual       116   \n",
       "26       777  control      small car               1992     manual        54   \n",
       "27         0  control            NaN               2005        NaN         0   \n",
       "28      5250  control      small car               2007     manual       110   \n",
       "29      4999     test  station wagon               2004  automatic       204   \n",
       "...      ...      ...            ...                ...        ...       ...   \n",
       "49970  15800  control            bus               2010  automatic       136   \n",
       "49971    950     test      small car               2001     manual        50   \n",
       "49972   3300  control            bus               2004  automatic       150   \n",
       "49973   6000  control    convertible               2004     manual       163   \n",
       "49974      0  control    convertible               1983     manual        70   \n",
       "49975   9700  control      small car               2012  automatic        88   \n",
       "49976   5900     test  station wagon               1992  automatic       150   \n",
       "49977   5500  control          sedan               2003     manual       116   \n",
       "49978    900  control          sedan               1996  automatic       136   \n",
       "49979  11000     test      small car               2011     manual        90   \n",
       "49980    400  control  station wagon               1995     manual       105   \n",
       "49981   2000  control  station wagon               1998     manual       115   \n",
       "49982   1950  control      small car               2004     manual         0   \n",
       "49983    600     test      small car               1999     manual       101   \n",
       "49984      0     test            NaN               2000        NaN         0   \n",
       "49985   1000  control            NaN               1995  automatic         0   \n",
       "49986  15900  control          sedan               2010  automatic       218   \n",
       "49987  21990  control          sedan               2013     manual       150   \n",
       "49988   9550  control          coupe               2001     manual       231   \n",
       "49989    150     test      small car               1997     manual         0   \n",
       "49990  17500     test          sedan               2012     manual       156   \n",
       "49991    500  control            NaN               2016     manual         0   \n",
       "49992   4800  control      small car               2009     manual       120   \n",
       "49993   1650  control      small car               1997     manual         0   \n",
       "49994   5000  control  station wagon               2001  automatic       299   \n",
       "49995  24900  control          sedan               2011  automatic       239   \n",
       "49996   1980  control    convertible               1996     manual        75   \n",
       "49997  13200     test    convertible               2014  automatic        69   \n",
       "49998  22900  control  station wagon               2013     manual       150   \n",
       "49999   1250  control          sedan               1996     manual       101   \n",
       "\n",
       "          model  registration_month fuel_type           brand  \\\n",
       "0         other                   3       lpg         peugeot   \n",
       "1           7er                   6       gas             bmw   \n",
       "2          golf                   7       gas      volkswagen   \n",
       "3        fortwo                   6       gas           smart   \n",
       "4         focus                   7       gas            ford   \n",
       "5       voyager                   4    diesel        chrysler   \n",
       "6          golf                   8       gas      volkswagen   \n",
       "7          golf                  12    diesel      volkswagen   \n",
       "8         arosa                  10       NaN            seat   \n",
       "9        megane                   7       gas         renault   \n",
       "10          NaN                   4       gas      volkswagen   \n",
       "11          NaN                   0       gas   mercedes_benz   \n",
       "12       fortwo                   9       gas           smart   \n",
       "13           a3                  11       gas            audi   \n",
       "14         clio                   9       gas         renault   \n",
       "15          NaN                   6       gas  sonstige_autos   \n",
       "16       vectra                   5       gas            opel   \n",
       "17     scirocco                   6       gas      volkswagen   \n",
       "18          3er                   0       gas             bmw   \n",
       "19        other                   2       lpg           mazda   \n",
       "20           a4                   5    diesel            audi   \n",
       "21          911                   4       gas         porsche   \n",
       "22       cooper                   1       gas            mini   \n",
       "23          NaN                   2    diesel         peugeot   \n",
       "24          5er                  12       gas             bmw   \n",
       "25          NaN                   4       gas            ford   \n",
       "26         polo                   2       gas      volkswagen   \n",
       "27          NaN                   0       NaN            ford   \n",
       "28       cooper                   7    diesel            mini   \n",
       "29     e_klasse                  10    diesel   mercedes_benz   \n",
       "...         ...                 ...       ...             ...   \n",
       "49970        c4                   4    diesel         citroen   \n",
       "49971      lupo                   4       gas      volkswagen   \n",
       "49972      vito                  10    diesel   mercedes_benz   \n",
       "49973       slk                  11       gas   mercedes_benz   \n",
       "49974      golf                   2       gas      volkswagen   \n",
       "49975      jazz                  11    hybrid           honda   \n",
       "49976        80                  12       gas            audi   \n",
       "49977  c_klasse                   2    diesel   mercedes_benz   \n",
       "49978  e_klasse                   9       gas   mercedes_benz   \n",
       "49979      polo                  11    diesel      volkswagen   \n",
       "49980    escort                   3       gas            ford   \n",
       "49981     astra                  12       gas            opel   \n",
       "49982     fabia                   7       gas           skoda   \n",
       "49983     focus                   4       gas            ford   \n",
       "49984       NaN                   0       NaN  sonstige_autos   \n",
       "49985       NaN                   0       gas      volkswagen   \n",
       "49986      300c                  11    diesel        chrysler   \n",
       "49987        a3                  11    diesel            audi   \n",
       "49988       3er                  10       gas             bmw   \n",
       "49989      polo                   5       gas      volkswagen   \n",
       "49990  a_klasse                  12       gas   mercedes_benz   \n",
       "49991    twingo                   0       gas         renault   \n",
       "49992     other                   9       lpg            fiat   \n",
       "49993       NaN                   7       gas            audi   \n",
       "49994        a6                   1       gas            audi   \n",
       "49995        q5                   1    diesel            audi   \n",
       "49996     astra                   5       gas            opel   \n",
       "49997       500                  11       gas            fiat   \n",
       "49998        a3                  11    diesel            audi   \n",
       "49999    vectra                   1       gas            opel   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "0                    no  2016-03-26 00:00:00        79588   \n",
       "1                    no  2016-04-04 00:00:00        71034   \n",
       "2                    no  2016-03-26 00:00:00        35394   \n",
       "3                    no  2016-03-12 00:00:00        33729   \n",
       "4                    no  2016-04-01 00:00:00        39218   \n",
       "5                   NaN  2016-03-21 00:00:00        22962   \n",
       "6                   NaN  2016-03-20 00:00:00        31535   \n",
       "7                    no  2016-03-16 00:00:00        53474   \n",
       "8                    no  2016-03-22 00:00:00         7426   \n",
       "9                    no  2016-03-16 00:00:00        15749   \n",
       "10                   no  2016-03-14 00:00:00        86157   \n",
       "11                  NaN  2016-03-16 00:00:00        17498   \n",
       "12                   no  2016-03-31 00:00:00        34590   \n",
       "13                   no  2016-03-23 00:00:00        12043   \n",
       "14                  NaN  2016-03-23 00:00:00        81737   \n",
       "15                   no  2016-04-01 00:00:00        61276   \n",
       "16                   no  2016-03-16 00:00:00        57299   \n",
       "17                   no  2016-03-29 00:00:00        74821   \n",
       "18                  NaN  2016-03-26 00:00:00        54329   \n",
       "19                   no  2016-03-17 00:00:00        40878   \n",
       "20                  NaN  2016-03-05 00:00:00        53913   \n",
       "21                   no  2016-03-06 00:00:00        65428   \n",
       "22                   no  2016-03-28 00:00:00        44789   \n",
       "23                   no  2016-03-10 00:00:00        30900   \n",
       "24                   no  2016-04-03 00:00:00        22547   \n",
       "25                  yes  2016-03-21 00:00:00        27574   \n",
       "26                   no  2016-04-03 00:00:00        38110   \n",
       "27                  NaN  2016-03-27 00:00:00        66701   \n",
       "28                  yes  2016-03-19 00:00:00        15745   \n",
       "29                   no  2016-04-02 00:00:00        47638   \n",
       "...                 ...                  ...          ...   \n",
       "49970                no  2016-03-21 00:00:00        14947   \n",
       "49971                no  2016-03-29 00:00:00        65197   \n",
       "49972               yes  2016-03-26 00:00:00        65326   \n",
       "49973                no  2016-03-27 00:00:00        53567   \n",
       "49974                no  2016-03-20 00:00:00         8209   \n",
       "49975                no  2016-03-27 00:00:00        84385   \n",
       "49976                no  2016-03-19 00:00:00        36100   \n",
       "49977                no  2016-03-31 00:00:00        33739   \n",
       "49978               yes  2016-04-04 00:00:00        24405   \n",
       "49979                no  2016-03-20 00:00:00        48455   \n",
       "49980               NaN  2016-03-12 00:00:00        56218   \n",
       "49981                no  2016-03-15 00:00:00        86859   \n",
       "49982               NaN  2016-03-29 00:00:00        45884   \n",
       "49983               NaN  2016-03-06 00:00:00        52477   \n",
       "49984               NaN  2016-03-31 00:00:00        12103   \n",
       "49985               NaN  2016-04-02 00:00:00        30900   \n",
       "49986                no  2016-04-04 00:00:00        73527   \n",
       "49987                no  2016-03-22 00:00:00        94362   \n",
       "49988                no  2016-03-28 00:00:00        83646   \n",
       "49989               yes  2016-03-11 00:00:00        21244   \n",
       "49990                no  2016-03-21 00:00:00        58239   \n",
       "49991               NaN  2016-03-06 00:00:00        61350   \n",
       "49992                no  2016-03-10 00:00:00        68642   \n",
       "49993               NaN  2016-03-15 00:00:00        65203   \n",
       "49994                no  2016-03-22 00:00:00        46537   \n",
       "49995                no  2016-03-27 00:00:00        82131   \n",
       "49996                no  2016-03-28 00:00:00        44807   \n",
       "49997                no  2016-04-02 00:00:00        73430   \n",
       "49998                no  2016-03-08 00:00:00        35683   \n",
       "49999                no  2016-03-13 00:00:00        45897   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "0      2016-04-06 06:45:54       150000  \n",
       "1      2016-04-06 14:45:08       150000  \n",
       "2      2016-04-06 20:15:37        70000  \n",
       "3      2016-03-15 03:16:28        70000  \n",
       "4      2016-04-01 14:38:50       150000  \n",
       "5      2016-04-06 09:45:21       150000  \n",
       "6      2016-03-23 02:48:59       150000  \n",
       "7      2016-04-07 03:17:32       150000  \n",
       "8      2016-03-26 18:18:10       150000  \n",
       "9      2016-04-06 10:46:35       150000  \n",
       "10     2016-04-07 03:16:21       150000  \n",
       "11     2016-03-16 18:45:34       150000  \n",
       "12     2016-04-06 14:17:52        50000  \n",
       "13     2016-04-01 14:17:13       150000  \n",
       "14     2016-04-01 15:46:47       150000  \n",
       "15     2016-04-02 21:10:48        80000  \n",
       "16     2016-03-18 05:29:37       150000  \n",
       "17     2016-04-05 20:46:26       150000  \n",
       "18     2016-04-02 12:16:41       150000  \n",
       "19     2016-03-17 14:45:58       150000  \n",
       "20     2016-03-07 05:46:46       150000  \n",
       "21     2016-04-05 23:46:19       150000  \n",
       "22     2016-04-01 06:45:30        10000  \n",
       "23     2016-03-17 08:45:17       150000  \n",
       "24     2016-04-07 13:16:50        30000  \n",
       "25     2016-04-01 05:16:49       150000  \n",
       "26     2016-04-05 23:46:48       125000  \n",
       "27     2016-03-27 18:45:01       150000  \n",
       "28     2016-04-07 14:58:48       150000  \n",
       "29     2016-04-02 12:45:44       150000  \n",
       "...                    ...          ...  \n",
       "49970  2016-04-07 04:17:34        60000  \n",
       "49971  2016-03-29 20:41:51       150000  \n",
       "49972  2016-03-28 11:28:18       150000  \n",
       "49973  2016-03-27 08:25:24       150000  \n",
       "49974  2016-03-27 19:48:16       150000  \n",
       "49975  2016-04-05 19:45:34       100000  \n",
       "49976  2016-04-07 06:16:44       150000  \n",
       "49977  2016-04-06 12:16:11       150000  \n",
       "49978  2016-04-06 12:44:20       150000  \n",
       "49979  2016-04-07 01:45:12        70000  \n",
       "49980  2016-04-06 17:16:49       125000  \n",
       "49981  2016-04-05 17:21:46       150000  \n",
       "49982  2016-03-29 18:51:08        90000  \n",
       "49983  2016-03-09 06:16:08       150000  \n",
       "49984  2016-04-02 19:44:53       150000  \n",
       "49985  2016-04-06 15:17:52       150000  \n",
       "49986  2016-04-06 23:16:00       125000  \n",
       "49987  2016-03-26 22:46:06        50000  \n",
       "49988  2016-04-07 02:17:40       150000  \n",
       "49989  2016-03-12 10:17:55       150000  \n",
       "49990  2016-04-06 22:46:57        30000  \n",
       "49991  2016-03-06 18:24:19       150000  \n",
       "49992  2016-03-13 01:44:51       125000  \n",
       "49993  2016-04-06 19:46:53       150000  \n",
       "49994  2016-04-06 08:16:39       150000  \n",
       "49995  2016-04-01 13:47:40       100000  \n",
       "49996  2016-04-02 14:18:02       150000  \n",
       "49997  2016-04-04 11:47:27         5000  \n",
       "49998  2016-04-05 16:45:07        40000  \n",
       "49999  2016-04-06 21:18:48       150000  \n",
       "\n",
       "[50000 rows x 17 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13,)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"odometer_km\"].unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     50000.000000\n",
       "mean     125732.700000\n",
       "std       40042.211706\n",
       "min        5000.000000\n",
       "25%      125000.000000\n",
       "50%      150000.000000\n",
       "75%      150000.000000\n",
       "max      150000.000000\n",
       "Name: odometer_km, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"odometer_km\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150000    32424\n",
       "125000     5170\n",
       "100000     2169\n",
       "90000      1757\n",
       "80000      1436\n",
       "70000      1230\n",
       "60000      1164\n",
       "50000      1027\n",
       "5000        967\n",
       "40000       819\n",
       "30000       789\n",
       "20000       784\n",
       "10000       264\n",
       "Name: odometer_km, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"odometer_km\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2357,)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"price\"].unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.000000e+04\n",
       "mean     9.840044e+03\n",
       "std      4.811044e+05\n",
       "min      0.000000e+00\n",
       "25%      1.100000e+03\n",
       "50%      2.950000e+03\n",
       "75%      7.200000e+03\n",
       "max      1.000000e+08\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"price\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           1421\n",
       "1            156\n",
       "2              3\n",
       "3              1\n",
       "5              2\n",
       "8              1\n",
       "9              1\n",
       "10             7\n",
       "11             2\n",
       "12             3\n",
       "13             2\n",
       "14             1\n",
       "15             2\n",
       "17             3\n",
       "18             1\n",
       "20             4\n",
       "25             5\n",
       "29             1\n",
       "30             7\n",
       "35             1\n",
       "40             6\n",
       "45             4\n",
       "47             1\n",
       "49             4\n",
       "50            49\n",
       "55             2\n",
       "59             1\n",
       "60             9\n",
       "65             5\n",
       "66             1\n",
       "            ... \n",
       "151990         1\n",
       "155000         1\n",
       "163500         1\n",
       "163991         1\n",
       "169000         1\n",
       "169999         1\n",
       "175000         1\n",
       "180000         1\n",
       "190000         1\n",
       "194000         1\n",
       "197000         1\n",
       "198000         1\n",
       "220000         1\n",
       "250000         1\n",
       "259000         1\n",
       "265000         1\n",
       "295000         1\n",
       "299000         1\n",
       "345000         1\n",
       "350000         1\n",
       "999990         1\n",
       "999999         2\n",
       "1234566        1\n",
       "1300000        1\n",
       "3890000        1\n",
       "10000000       1\n",
       "11111111       2\n",
       "12345678       3\n",
       "27322222       1\n",
       "99999999       1\n",
       "Name: price, Length: 2357, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"price\"].value_counts(ascending=False).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
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       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>2016-03-17 09:53:08</td>\n",
       "      <td>Ford_Focus_Turnier_1.6_16V_Style</td>\n",
       "      <td>999999</td>\n",
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       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>12205</td>\n",
       "      <td>2016-04-06 07:17:35</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>2016-03-12 21:50:57</td>\n",
       "      <td>Escort_MK_1_Hundeknochen_zum_umbauen_auf_RS_2000</td>\n",
       "      <td>11111111</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1973</td>\n",
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       "      <td>48</td>\n",
       "      <td>escort</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>94469</td>\n",
       "      <td>2016-03-12 22:45:27</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7814</th>\n",
       "      <td>2016-04-04 11:53:31</td>\n",
       "      <td>Ferrari_F40</td>\n",
       "      <td>1300000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>60598</td>\n",
       "      <td>2016-04-05 11:34:11</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11137</th>\n",
       "      <td>2016-03-29 23:52:57</td>\n",
       "      <td>suche_maserati_3200_gt_Zustand_unwichtig_laufe...</td>\n",
       "      <td>10000000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1960</td>\n",
       "      <td>manual</td>\n",
       "      <td>368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>73033</td>\n",
       "      <td>2016-04-06 21:18:11</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12682</th>\n",
       "      <td>2016-03-28 22:48:01</td>\n",
       "      <td>Porsche_GT3_RS__PCCB__Lift___grosser_Exklusiv_...</td>\n",
       "      <td>265000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2016</td>\n",
       "      <td>automatic</td>\n",
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       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>70193</td>\n",
       "      <td>2016-04-05 03:44:51</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14715</th>\n",
       "      <td>2016-03-30 08:37:24</td>\n",
       "      <td>Rolls_Royce_Phantom_Drophead_Coupe</td>\n",
       "      <td>345000</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>460</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>73525</td>\n",
       "      <td>2016-04-07 00:16:26</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22947</th>\n",
       "      <td>2016-03-22 12:54:19</td>\n",
       "      <td>Bmw_530d_zum_ausschlachten</td>\n",
       "      <td>1234566</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatic</td>\n",
       "      <td>190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>17454</td>\n",
       "      <td>2016-04-02 03:17:32</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24384</th>\n",
       "      <td>2016-03-21 13:57:51</td>\n",
       "      <td>Schlachte_Golf_3_gt_tdi</td>\n",
       "      <td>11111111</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>18519</td>\n",
       "      <td>2016-03-21 14:40:18</td>\n",
       "      <td>150000</td>\n",
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       "    <tr>\n",
       "      <th>27371</th>\n",
       "      <td>2016-03-09 15:45:47</td>\n",
       "      <td>Fiat_Punto</td>\n",
       "      <td>12345678</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95</td>\n",
       "      <td>punto</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fiat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>96110</td>\n",
       "      <td>2016-03-09 15:45:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34723</th>\n",
       "      <td>2016-03-23 16:37:29</td>\n",
       "      <td>Porsche_Porsche_911/930_Turbo_3.0__deutsche_Au...</td>\n",
       "      <td>299000</td>\n",
       "      <td>test</td>\n",
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       "      <td>911</td>\n",
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       "      <td>no</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>61462</td>\n",
       "      <td>2016-04-06 16:44:50</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35923</th>\n",
       "      <td>2016-04-03 07:56:23</td>\n",
       "      <td>Porsche_911_Targa_Exclusive_Edition__1_von_15_...</td>\n",
       "      <td>295000</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
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       "      <td>400</td>\n",
       "      <td>911</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>74078</td>\n",
       "      <td>2016-04-03 08:56:20</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36818</th>\n",
       "      <td>2016-03-27 18:37:37</td>\n",
       "      <td>Porsche_991</td>\n",
       "      <td>350000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2016</td>\n",
       "      <td>manual</td>\n",
       "      <td>500</td>\n",
       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>70499</td>\n",
       "      <td>2016-03-27 18:37:37</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37585</th>\n",
       "      <td>2016-03-29 11:38:54</td>\n",
       "      <td>Volkswagen_Jetta_GT</td>\n",
       "      <td>999990</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1985</td>\n",
       "      <td>manual</td>\n",
       "      <td>111</td>\n",
       "      <td>jetta</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>50997</td>\n",
       "      <td>2016-03-29 11:38:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39377</th>\n",
       "      <td>2016-03-08 23:53:51</td>\n",
       "      <td>Tausche_volvo_v40_gegen_van</td>\n",
       "      <td>12345678</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>manual</td>\n",
       "      <td>95</td>\n",
       "      <td>v40</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volvo</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>14542</td>\n",
       "      <td>2016-04-06 23:17:31</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39705</th>\n",
       "      <td>2016-03-22 14:58:27</td>\n",
       "      <td>Tausch_gegen_gleichwertiges</td>\n",
       "      <td>99999999</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatic</td>\n",
       "      <td>224</td>\n",
       "      <td>s_klasse</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>73525</td>\n",
       "      <td>2016-04-06 05:15:30</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42221</th>\n",
       "      <td>2016-03-08 20:39:05</td>\n",
       "      <td>Leasinguebernahme</td>\n",
       "      <td>27322222</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2014</td>\n",
       "      <td>manual</td>\n",
       "      <td>163</td>\n",
       "      <td>c4</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>citroen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>76532</td>\n",
       "      <td>2016-03-08 20:39:05</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43049</th>\n",
       "      <td>2016-03-21 19:53:52</td>\n",
       "      <td>2_VW_Busse_T3</td>\n",
       "      <td>999999</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>1981</td>\n",
       "      <td>manual</td>\n",
       "      <td>70</td>\n",
       "      <td>transporter</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>99880</td>\n",
       "      <td>2016-03-28 17:18:28</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47337</th>\n",
       "      <td>2016-04-05 10:25:38</td>\n",
       "      <td>BMW_Z8_roadster</td>\n",
       "      <td>259000</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>400</td>\n",
       "      <td>z_reihe</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>61462</td>\n",
       "      <td>2016-04-05 12:07:32</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47598</th>\n",
       "      <td>2016-03-31 18:56:54</td>\n",
       "      <td>Opel_Vectra_B_1_6i_16V_Facelift_Tuning_Showcar...</td>\n",
       "      <td>12345678</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>4356</td>\n",
       "      <td>2016-03-31 18:56:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47634</th>\n",
       "      <td>2016-04-04 21:25:21</td>\n",
       "      <td>Ferrari_FXX</td>\n",
       "      <td>3890000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>799</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>60313</td>\n",
       "      <td>2016-04-05 12:07:37</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "514    2016-03-17 09:53:08                   Ford_Focus_Turnier_1.6_16V_Style   \n",
       "2897   2016-03-12 21:50:57   Escort_MK_1_Hundeknochen_zum_umbauen_auf_RS_2000   \n",
       "7814   2016-04-04 11:53:31                                        Ferrari_F40   \n",
       "11137  2016-03-29 23:52:57  suche_maserati_3200_gt_Zustand_unwichtig_laufe...   \n",
       "12682  2016-03-28 22:48:01  Porsche_GT3_RS__PCCB__Lift___grosser_Exklusiv_...   \n",
       "14715  2016-03-30 08:37:24                 Rolls_Royce_Phantom_Drophead_Coupe   \n",
       "22947  2016-03-22 12:54:19                         Bmw_530d_zum_ausschlachten   \n",
       "24384  2016-03-21 13:57:51                            Schlachte_Golf_3_gt_tdi   \n",
       "27371  2016-03-09 15:45:47                                         Fiat_Punto   \n",
       "34723  2016-03-23 16:37:29  Porsche_Porsche_911/930_Turbo_3.0__deutsche_Au...   \n",
       "35923  2016-04-03 07:56:23  Porsche_911_Targa_Exclusive_Edition__1_von_15_...   \n",
       "36818  2016-03-27 18:37:37                                        Porsche_991   \n",
       "37585  2016-03-29 11:38:54                                Volkswagen_Jetta_GT   \n",
       "39377  2016-03-08 23:53:51                        Tausche_volvo_v40_gegen_van   \n",
       "39705  2016-03-22 14:58:27                        Tausch_gegen_gleichwertiges   \n",
       "42221  2016-03-08 20:39:05                                  Leasinguebernahme   \n",
       "43049  2016-03-21 19:53:52                                      2_VW_Busse_T3   \n",
       "47337  2016-04-05 10:25:38                                    BMW_Z8_roadster   \n",
       "47598  2016-03-31 18:56:54  Opel_Vectra_B_1_6i_16V_Facelift_Tuning_Showcar...   \n",
       "47634  2016-04-04 21:25:21                                        Ferrari_FXX   \n",
       "\n",
       "          price   abtest   vehicle_type  registration_year    gearbox  \\\n",
       "514      999999     test  station wagon               2009     manual   \n",
       "2897   11111111     test          sedan               1973     manual   \n",
       "7814    1300000  control          coupe               1992        NaN   \n",
       "11137  10000000  control          coupe               1960     manual   \n",
       "12682    265000  control          coupe               2016  automatic   \n",
       "14715    345000  control    convertible               2012  automatic   \n",
       "22947   1234566  control  station wagon               1999  automatic   \n",
       "24384  11111111     test            NaN               1995        NaN   \n",
       "27371  12345678  control            NaN               2017        NaN   \n",
       "34723    299000     test          coupe               1977     manual   \n",
       "35923    295000     test    convertible               2015  automatic   \n",
       "36818    350000  control          coupe               2016     manual   \n",
       "37585    999990     test          sedan               1985     manual   \n",
       "39377  12345678  control            NaN               2018     manual   \n",
       "39705  99999999  control          sedan               1999  automatic   \n",
       "42221  27322222  control          sedan               2014     manual   \n",
       "43049    999999     test            bus               1981     manual   \n",
       "47337    259000     test    convertible               2001     manual   \n",
       "47598  12345678  control          sedan               2001     manual   \n",
       "47634   3890000     test          coupe               2006        NaN   \n",
       "\n",
       "       power_ps        model  registration_month fuel_type           brand  \\\n",
       "514         101        focus                   4       gas            ford   \n",
       "2897         48       escort                   3       gas            ford   \n",
       "7814          0          NaN                  12       NaN  sonstige_autos   \n",
       "11137       368          NaN                   1       gas  sonstige_autos   \n",
       "12682       500          911                   3       gas         porsche   \n",
       "14715       460          NaN                   8       gas  sonstige_autos   \n",
       "22947       190          NaN                   2    diesel             bmw   \n",
       "24384         0          NaN                   0       NaN      volkswagen   \n",
       "27371        95        punto                   0       NaN            fiat   \n",
       "34723       260          911                   7       gas         porsche   \n",
       "35923       400          911                   6       gas         porsche   \n",
       "36818       500          911                   3       gas         porsche   \n",
       "37585       111        jetta                  12       gas      volkswagen   \n",
       "39377        95          v40                   6       NaN           volvo   \n",
       "39705       224     s_klasse                   9       gas   mercedes_benz   \n",
       "42221       163           c4                   2    diesel         citroen   \n",
       "43049        70  transporter                   1       gas      volkswagen   \n",
       "47337       400      z_reihe                   6       gas             bmw   \n",
       "47598       101       vectra                   3       gas            opel   \n",
       "47634       799          NaN                   7       NaN  sonstige_autos   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "514                  no  2016-03-17 00:00:00        12205   \n",
       "2897                 no  2016-03-12 00:00:00        94469   \n",
       "7814                 no  2016-04-04 00:00:00        60598   \n",
       "11137                no  2016-03-29 00:00:00        73033   \n",
       "12682                no  2016-03-28 00:00:00        70193   \n",
       "14715                no  2016-03-30 00:00:00        73525   \n",
       "22947               NaN  2016-03-22 00:00:00        17454   \n",
       "24384               NaN  2016-03-21 00:00:00        18519   \n",
       "27371               NaN  2016-03-09 00:00:00        96110   \n",
       "34723                no  2016-03-23 00:00:00        61462   \n",
       "35923                no  2016-04-03 00:00:00        74078   \n",
       "36818                no  2016-03-27 00:00:00        70499   \n",
       "37585               yes  2016-03-29 00:00:00        50997   \n",
       "39377                no  2016-03-08 00:00:00        14542   \n",
       "39705               NaN  2016-03-22 00:00:00        73525   \n",
       "42221               NaN  2016-03-08 00:00:00        76532   \n",
       "43049               NaN  2016-03-21 00:00:00        99880   \n",
       "47337                no  2016-04-05 00:00:00        61462   \n",
       "47598                no  2016-03-31 00:00:00         4356   \n",
       "47634                no  2016-04-04 00:00:00        60313   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "514    2016-04-06 07:17:35       125000  \n",
       "2897   2016-03-12 22:45:27        50000  \n",
       "7814   2016-04-05 11:34:11        50000  \n",
       "11137  2016-04-06 21:18:11       100000  \n",
       "12682  2016-04-05 03:44:51         5000  \n",
       "14715  2016-04-07 00:16:26        20000  \n",
       "22947  2016-04-02 03:17:32       150000  \n",
       "24384  2016-03-21 14:40:18       150000  \n",
       "27371  2016-03-09 15:45:47       150000  \n",
       "34723  2016-04-06 16:44:50       100000  \n",
       "35923  2016-04-03 08:56:20         5000  \n",
       "36818  2016-03-27 18:37:37         5000  \n",
       "37585  2016-03-29 11:38:54       150000  \n",
       "39377  2016-04-06 23:17:31       150000  \n",
       "39705  2016-04-06 05:15:30       150000  \n",
       "42221  2016-03-08 20:39:05        40000  \n",
       "43049  2016-03-28 17:18:28       150000  \n",
       "47337  2016-04-05 12:07:32        20000  \n",
       "47598  2016-03-31 18:56:54       150000  \n",
       "47634  2016-04-05 12:07:37         5000  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hi_autos = autos[(autos[\"price\"] > 250000)]\n",
    "hi_autos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I wanted to look at the really high price values in this dataset.\n",
    "\n",
    "I chose to examine above 250,000 in price because leading up to this point when ascending in price value, there are a fair number of values relatively evenly spaced - i.e., they go up in increments of 1k, 5k, sometimes a couple dozen k at the high end. After 350k though, the next value is 999,990 - almost 3x the last value. It gets even more extreme from there.   I'm figuring some of these might be classic cars, luxury vehicles, custom jobs, things people have babied. They could also be random price inputs.\n",
    "\n",
    "This turned out to be correct.  There are some Porsches, Ferraris, and Rolls-Royces in the 200s, but most of the values above 350,000 seem to be randomly entered values - things like 12345678 or 11111111.  The vehicles associated with them weren't luxury vehicles or classic cars, so it's safe to drop them rather than changing the price on them, because there are only 14 of them which is less than 0.03% of the total dataset.\n",
    "\n",
    "Conversely, I'm not removing any low values. I'm interpreting these values as asking prices rather than what was actually received. Setting a low starting price, even if it's 0, also isn't unheard of. There are a lot of very low values in this data and excluding them would have meant excluding a lot of the data, which would make for a weaker set of conclusions.  A whole 25 percent of the dataset is below around $1000, which is very cheap for a vehicle.  In this instance, I believe it makes sense to leave these low values in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos = autos[(autos[\"price\"] < 350000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49985.000000</td>\n",
       "      <td>49985.000000</td>\n",
       "      <td>49985.000000</td>\n",
       "      <td>49985.000000</td>\n",
       "      <td>49985.000000</td>\n",
       "      <td>49985.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5714.637531</td>\n",
       "      <td>2005.075503</td>\n",
       "      <td>116.333520</td>\n",
       "      <td>5.723777</td>\n",
       "      <td>50812.410383</td>\n",
       "      <td>125738.921677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8850.742575</td>\n",
       "      <td>105.728207</td>\n",
       "      <td>209.213067</td>\n",
       "      <td>3.711856</td>\n",
       "      <td>25777.512429</td>\n",
       "      <td>40034.891684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1067.000000</td>\n",
       "      <td>5000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>30451.000000</td>\n",
       "      <td>125000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2950.000000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>49565.000000</td>\n",
       "      <td>150000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7200.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>71522.000000</td>\n",
       "      <td>150000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>345000.000000</td>\n",
       "      <td>9999.000000</td>\n",
       "      <td>17700.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>99998.000000</td>\n",
       "      <td>150000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               price  registration_year      power_ps  registration_month  \\\n",
       "count   49985.000000       49985.000000  49985.000000        49985.000000   \n",
       "mean     5714.637531        2005.075503    116.333520            5.723777   \n",
       "std      8850.742575         105.728207    209.213067            3.711856   \n",
       "min         0.000000        1000.000000      0.000000            0.000000   \n",
       "25%      1100.000000        1999.000000     70.000000            3.000000   \n",
       "50%      2950.000000        2003.000000    105.000000            6.000000   \n",
       "75%      7200.000000        2008.000000    150.000000            9.000000   \n",
       "max    345000.000000        9999.000000  17700.000000           12.000000   \n",
       "\n",
       "        postal_code    odometer_km  \n",
       "count  49985.000000   49985.000000  \n",
       "mean   50812.410383  125738.921677  \n",
       "std    25777.512429   40034.891684  \n",
       "min     1067.000000    5000.000000  \n",
       "25%    30451.000000  125000.000000  \n",
       "50%    49565.000000  150000.000000  \n",
       "75%    71522.000000  150000.000000  \n",
       "max    99998.000000  150000.000000  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    49985.000000\n",
       "mean      2005.075503\n",
       "std        105.728207\n",
       "min       1000.000000\n",
       "25%       1999.000000\n",
       "50%       2003.000000\n",
       "75%       2008.000000\n",
       "max       9999.000000\n",
       "Name: registration_year, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"registration_year\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean registration year is 2005, while the median is 2003.  There are some odd values on both the high and low end of the scale.  The minimum value is 1000 and the max is 9999, neither of which can be right, since there were no cars in 1000 AD and as far as I know, no cars from the future sold on German eBay."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos_super_old = autos[(autos[\"registration_year\"]) < 1950]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2221</th>\n",
       "      <td>2016-03-15 14:57:07</td>\n",
       "      <td>Sehr_seltener_Oldtimer_Opel_1210_zum_Restaurieren</td>\n",
       "      <td>3350</td>\n",
       "      <td>control</td>\n",
       "      <td>andere</td>\n",
       "      <td>1934</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>other</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>49828</td>\n",
       "      <td>2016-04-06 06:17:51</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2573</th>\n",
       "      <td>2016-03-19 22:51:25</td>\n",
       "      <td>Hanomag_rekord_15k_Suche_ersatz_teile</td>\n",
       "      <td>3000</td>\n",
       "      <td>test</td>\n",
       "      <td>andere</td>\n",
       "      <td>1934</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>90489</td>\n",
       "      <td>2016-03-19 22:51:25</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3679</th>\n",
       "      <td>2016-04-04 00:36:17</td>\n",
       "      <td>Suche_Auto</td>\n",
       "      <td>1</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>40239</td>\n",
       "      <td>2016-04-04 07:49:15</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10556</th>\n",
       "      <td>2016-04-01 06:02:10</td>\n",
       "      <td>UNFAL_Auto</td>\n",
       "      <td>450</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>63322</td>\n",
       "      <td>2016-04-01 09:42:30</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11047</th>\n",
       "      <td>2016-03-08 20:50:10</td>\n",
       "      <td>Andere_Simca_5_Fourgonette_Kombilimousine</td>\n",
       "      <td>17500</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1948</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>47546</td>\n",
       "      <td>2016-04-05 21:15:42</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11246</th>\n",
       "      <td>2016-03-26 19:49:59</td>\n",
       "      <td>Ford_Model_A_Roadster_Deluxe_1931</td>\n",
       "      <td>27500</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1931</td>\n",
       "      <td>manual</td>\n",
       "      <td>39</td>\n",
       "      <td>other</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>9322</td>\n",
       "      <td>2016-04-06 09:46:59</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11585</th>\n",
       "      <td>2016-03-11 21:48:36</td>\n",
       "      <td>Volkswagen__VW_Typ_82</td>\n",
       "      <td>41900</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>other</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>84174</td>\n",
       "      <td>2016-03-21 13:18:05</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13963</th>\n",
       "      <td>2016-03-20 17:51:49</td>\n",
       "      <td>Mercedes_Benz_L1500S_Wehrmacht_/_Luftwaffe___F...</td>\n",
       "      <td>26900</td>\n",
       "      <td>test</td>\n",
       "      <td>andere</td>\n",
       "      <td>1941</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>other</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>38723</td>\n",
       "      <td>2016-04-07 01:17:51</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15898</th>\n",
       "      <td>2016-03-08 10:50:05</td>\n",
       "      <td>Tausch_alles_aus_meinen_Anzeigen_gegen_Auto</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>6108</td>\n",
       "      <td>2016-03-08 17:47:19</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21416</th>\n",
       "      <td>2016-03-12 08:36:21</td>\n",
       "      <td>Essex_super_six__Ford_A</td>\n",
       "      <td>16500</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1927</td>\n",
       "      <td>manual</td>\n",
       "      <td>40</td>\n",
       "      <td>other</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>74821</td>\n",
       "      <td>2016-03-15 12:45:12</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21421</th>\n",
       "      <td>2016-03-05 17:45:32</td>\n",
       "      <td>Ford_Business_Coupe_Hotrod_Projekt.1937</td>\n",
       "      <td>7000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1937</td>\n",
       "      <td>manual</td>\n",
       "      <td>85</td>\n",
       "      <td>other</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>8359</td>\n",
       "      <td>2016-04-07 10:44:39</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22101</th>\n",
       "      <td>2016-03-09 16:51:17</td>\n",
       "      <td>BMW_Andere</td>\n",
       "      <td>11500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1929</td>\n",
       "      <td>manual</td>\n",
       "      <td>15</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bmw</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>70569</td>\n",
       "      <td>2016-04-07 06:17:11</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22316</th>\n",
       "      <td>2016-03-29 16:56:41</td>\n",
       "      <td>VW_Kaefer.__Zwei_zum_Preis_von_einem.</td>\n",
       "      <td>1500</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>kaefer</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>48324</td>\n",
       "      <td>2016-03-31 10:15:28</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22659</th>\n",
       "      <td>2016-03-14 08:51:18</td>\n",
       "      <td>Opel_Corsa_B</td>\n",
       "      <td>500</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>corsa</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>52393</td>\n",
       "      <td>2016-04-03 07:53:55</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23804</th>\n",
       "      <td>2016-03-30 22:42:50</td>\n",
       "      <td>Mercedes_Benz_170V</td>\n",
       "      <td>4800</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1937</td>\n",
       "      <td>manual</td>\n",
       "      <td>38</td>\n",
       "      <td>other</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>23936</td>\n",
       "      <td>2016-03-30 22:42:50</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24511</th>\n",
       "      <td>2016-03-17 19:45:11</td>\n",
       "      <td>Trabant__wartburg__Ostalgie</td>\n",
       "      <td>490</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>trabant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>16818</td>\n",
       "      <td>2016-04-07 07:17:29</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24855</th>\n",
       "      <td>2016-03-31 13:57:18</td>\n",
       "      <td>Andere_DKW_F8_Cabrio_Limosine</td>\n",
       "      <td>26600</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>55278</td>\n",
       "      <td>2016-04-06 07:15:57</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25792</th>\n",
       "      <td>2016-03-09 10:54:11</td>\n",
       "      <td>Andere_GAZ_Oldtimergelaendewagen_1941</td>\n",
       "      <td>9500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>1941</td>\n",
       "      <td>manual</td>\n",
       "      <td>57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>59557</td>\n",
       "      <td>2016-03-12 21:16:29</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26103</th>\n",
       "      <td>2016-03-16 12:37:38</td>\n",
       "      <td>Oldtimer_Sport___Cabrio_Georges_Irat</td>\n",
       "      <td>8500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1938</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>61118</td>\n",
       "      <td>2016-03-16 19:43:33</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26607</th>\n",
       "      <td>2016-03-21 14:45:26</td>\n",
       "      <td>MG_Andere</td>\n",
       "      <td>25500</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1937</td>\n",
       "      <td>manual</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>53804</td>\n",
       "      <td>2016-04-06 11:17:17</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28693</th>\n",
       "      <td>2016-03-22 17:48:41</td>\n",
       "      <td>Renault_Twingo</td>\n",
       "      <td>599</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1910</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>70376</td>\n",
       "      <td>2016-04-06 09:16:59</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30781</th>\n",
       "      <td>2016-03-25 13:47:46</td>\n",
       "      <td>Opel_Calibra_V6_DTM_Bausatz_1:24</td>\n",
       "      <td>30</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>calibra</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>47638</td>\n",
       "      <td>2016-03-26 23:46:29</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32585</th>\n",
       "      <td>2016-04-02 16:56:39</td>\n",
       "      <td>UNFAL_Auto</td>\n",
       "      <td>450</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>63322</td>\n",
       "      <td>2016-04-04 14:46:21</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33295</th>\n",
       "      <td>2016-03-12 10:49:42</td>\n",
       "      <td>Ich_verkaufe/suche_fuer_sie_ihr_Auto!!</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>37075</td>\n",
       "      <td>2016-03-19 07:15:34</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35238</th>\n",
       "      <td>2016-03-26 13:45:20</td>\n",
       "      <td>Suche_Skoda_Fabia____Skoda_Fabia_Combi_mit_Klima</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>skoda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>15517</td>\n",
       "      <td>2016-04-04 00:16:54</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39725</th>\n",
       "      <td>2016-03-25 22:54:31</td>\n",
       "      <td>Dodge_1937_Hotrod_Flathead_Scheunenfund_Oldtim...</td>\n",
       "      <td>8990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>3042</td>\n",
       "      <td>2016-04-05 15:47:14</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42181</th>\n",
       "      <td>2016-03-27 19:50:53</td>\n",
       "      <td>SAMSUNG_55_3D_Tv_und_Soundbar_gegen_Auto</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>57080</td>\n",
       "      <td>2016-04-06 01:15:30</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45157</th>\n",
       "      <td>2016-03-11 22:37:01</td>\n",
       "      <td>Motorhaube</td>\n",
       "      <td>15</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>trabant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>90491</td>\n",
       "      <td>2016-03-25 11:18:57</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46213</th>\n",
       "      <td>2016-04-02 13:47:16</td>\n",
       "      <td>Bellier_Vario</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>andere</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>93105</td>\n",
       "      <td>2016-04-04 11:16:30</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49283</th>\n",
       "      <td>2016-03-15 18:38:53</td>\n",
       "      <td>Citroen_HY</td>\n",
       "      <td>7750</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>other</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>citroen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>66706</td>\n",
       "      <td>2016-04-06 18:47:20</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "2221   2016-03-15 14:57:07  Sehr_seltener_Oldtimer_Opel_1210_zum_Restaurieren   \n",
       "2573   2016-03-19 22:51:25              Hanomag_rekord_15k_Suche_ersatz_teile   \n",
       "3679   2016-04-04 00:36:17                                         Suche_Auto   \n",
       "10556  2016-04-01 06:02:10                                         UNFAL_Auto   \n",
       "11047  2016-03-08 20:50:10          Andere_Simca_5_Fourgonette_Kombilimousine   \n",
       "11246  2016-03-26 19:49:59                  Ford_Model_A_Roadster_Deluxe_1931   \n",
       "11585  2016-03-11 21:48:36                              Volkswagen__VW_Typ_82   \n",
       "13963  2016-03-20 17:51:49  Mercedes_Benz_L1500S_Wehrmacht_/_Luftwaffe___F...   \n",
       "15898  2016-03-08 10:50:05        Tausch_alles_aus_meinen_Anzeigen_gegen_Auto   \n",
       "21416  2016-03-12 08:36:21                            Essex_super_six__Ford_A   \n",
       "21421  2016-03-05 17:45:32            Ford_Business_Coupe_Hotrod_Projekt.1937   \n",
       "22101  2016-03-09 16:51:17                                         BMW_Andere   \n",
       "22316  2016-03-29 16:56:41              VW_Kaefer.__Zwei_zum_Preis_von_einem.   \n",
       "22659  2016-03-14 08:51:18                                       Opel_Corsa_B   \n",
       "23804  2016-03-30 22:42:50                                 Mercedes_Benz_170V   \n",
       "24511  2016-03-17 19:45:11                        Trabant__wartburg__Ostalgie   \n",
       "24855  2016-03-31 13:57:18                      Andere_DKW_F8_Cabrio_Limosine   \n",
       "25792  2016-03-09 10:54:11              Andere_GAZ_Oldtimergelaendewagen_1941   \n",
       "26103  2016-03-16 12:37:38               Oldtimer_Sport___Cabrio_Georges_Irat   \n",
       "26607  2016-03-21 14:45:26                                          MG_Andere   \n",
       "28693  2016-03-22 17:48:41                                     Renault_Twingo   \n",
       "30781  2016-03-25 13:47:46                   Opel_Calibra_V6_DTM_Bausatz_1:24   \n",
       "32585  2016-04-02 16:56:39                                         UNFAL_Auto   \n",
       "33295  2016-03-12 10:49:42             Ich_verkaufe/suche_fuer_sie_ihr_Auto!!   \n",
       "35238  2016-03-26 13:45:20   Suche_Skoda_Fabia____Skoda_Fabia_Combi_mit_Klima   \n",
       "39725  2016-03-25 22:54:31  Dodge_1937_Hotrod_Flathead_Scheunenfund_Oldtim...   \n",
       "42181  2016-03-27 19:50:53          SAMSUNG_55_3D_Tv_und_Soundbar_gegen_Auto   \n",
       "45157  2016-03-11 22:37:01                                         Motorhaube   \n",
       "46213  2016-04-02 13:47:16                                      Bellier_Vario   \n",
       "49283  2016-03-15 18:38:53                                         Citroen_HY   \n",
       "\n",
       "       price   abtest   vehicle_type  registration_year gearbox  power_ps  \\\n",
       "2221    3350  control         andere               1934  manual         0   \n",
       "2573    3000     test         andere               1934     NaN         0   \n",
       "3679       1     test            NaN               1910     NaN         0   \n",
       "10556    450  control            NaN               1800     NaN      1800   \n",
       "11047  17500  control  station wagon               1948  manual         0   \n",
       "11246  27500  control    convertible               1931  manual        39   \n",
       "11585  41900     test    convertible               1943     NaN         0   \n",
       "13963  26900     test         andere               1941  manual        60   \n",
       "15898      0     test            NaN               1910     NaN         0   \n",
       "21416  16500  control    convertible               1927  manual        40   \n",
       "21421   7000     test          coupe               1937  manual        85   \n",
       "22101  11500     test    convertible               1929  manual        15   \n",
       "22316   1500  control            NaN               1000  manual         0   \n",
       "22659    500     test            NaN               1910     NaN         0   \n",
       "23804   4800  control          sedan               1937  manual        38   \n",
       "24511    490  control            NaN               1111     NaN         0   \n",
       "24855  26600  control    convertible               1939     NaN         0   \n",
       "25792   9500  control            suv               1941  manual        57   \n",
       "26103   8500     test    convertible               1938  manual         0   \n",
       "26607  25500  control    convertible               1937  manual        50   \n",
       "28693    599  control      small car               1910  manual         0   \n",
       "30781     30     test            NaN               1910     NaN         0   \n",
       "32585    450  control            NaN               1800     NaN      1800   \n",
       "33295      0  control            NaN               1910     NaN         0   \n",
       "35238      0  control            NaN               1500     NaN         0   \n",
       "39725   8990  control          sedan               1937     NaN         0   \n",
       "42181      0     test            NaN               1910     NaN         0   \n",
       "45157     15  control            NaN               1910     NaN         0   \n",
       "46213      0     test      small car               1910     NaN         0   \n",
       "49283   7750  control            NaN               1001     NaN         0   \n",
       "\n",
       "         model  registration_month fuel_type           brand  \\\n",
       "2221     other                   0       gas            opel   \n",
       "2573       NaN                   1       gas  sonstige_autos   \n",
       "3679       NaN                   0       NaN  sonstige_autos   \n",
       "10556      NaN                   2       NaN      mitsubishi   \n",
       "11047      NaN                   6       gas  sonstige_autos   \n",
       "11246    other                   7       gas            ford   \n",
       "11585    other                   7       NaN      volkswagen   \n",
       "13963    other                   7       gas   mercedes_benz   \n",
       "15898      NaN                   0       NaN  sonstige_autos   \n",
       "21416    other                   5       gas            ford   \n",
       "21421    other                   8       gas            ford   \n",
       "22101    other                   1       NaN             bmw   \n",
       "22316   kaefer                   0       gas      volkswagen   \n",
       "22659    corsa                   0       NaN            opel   \n",
       "23804    other                   0       gas   mercedes_benz   \n",
       "24511      NaN                   0       NaN         trabant   \n",
       "24855      NaN                   7       NaN  sonstige_autos   \n",
       "25792      NaN                   1       gas  sonstige_autos   \n",
       "26103      NaN                   6       gas  sonstige_autos   \n",
       "26607      NaN                   5       gas  sonstige_autos   \n",
       "28693      NaN                   0       gas         renault   \n",
       "30781  calibra                   0       NaN            opel   \n",
       "32585      NaN                   2       NaN      mitsubishi   \n",
       "33295      NaN                   0       NaN  sonstige_autos   \n",
       "35238      NaN                   0       gas           skoda   \n",
       "39725      NaN                   7       gas  sonstige_autos   \n",
       "42181      NaN                   0       NaN  sonstige_autos   \n",
       "45157      NaN                   0       NaN         trabant   \n",
       "46213      NaN                   1    andere  sonstige_autos   \n",
       "49283    other                   0       NaN         citroen   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "2221                yes  2016-03-15 00:00:00        49828   \n",
       "2573                 no  2016-03-19 00:00:00        90489   \n",
       "3679                NaN  2016-04-04 00:00:00        40239   \n",
       "10556                no  2016-04-01 00:00:00        63322   \n",
       "11047                no  2016-03-08 00:00:00        47546   \n",
       "11246                no  2016-03-26 00:00:00         9322   \n",
       "11585               yes  2016-03-11 00:00:00        84174   \n",
       "13963                no  2016-03-20 00:00:00        38723   \n",
       "15898               NaN  2016-03-08 00:00:00         6108   \n",
       "21416               NaN  2016-03-12 00:00:00        74821   \n",
       "21421               yes  2016-03-05 00:00:00         8359   \n",
       "22101               yes  2016-03-09 00:00:00        70569   \n",
       "22316               NaN  2016-03-29 00:00:00        48324   \n",
       "22659               NaN  2016-03-14 00:00:00        52393   \n",
       "23804               NaN  2016-03-30 00:00:00        23936   \n",
       "24511               NaN  2016-03-17 00:00:00        16818   \n",
       "24855               yes  2016-03-31 00:00:00        55278   \n",
       "25792                no  2016-03-09 00:00:00        59557   \n",
       "26103               yes  2016-03-16 00:00:00        61118   \n",
       "26607                no  2016-03-21 00:00:00        53804   \n",
       "28693               NaN  2016-03-22 00:00:00        70376   \n",
       "30781               NaN  2016-03-25 00:00:00        47638   \n",
       "32585                no  2016-04-02 00:00:00        63322   \n",
       "33295               NaN  2016-03-12 00:00:00        37075   \n",
       "35238               NaN  2016-03-26 00:00:00        15517   \n",
       "39725               NaN  2016-03-25 00:00:00         3042   \n",
       "42181               NaN  2016-03-27 00:00:00        57080   \n",
       "45157               NaN  2016-03-11 00:00:00        90491   \n",
       "46213               NaN  2016-04-02 00:00:00        93105   \n",
       "49283               NaN  2016-03-15 00:00:00        66706   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "2221   2016-04-06 06:17:51         5000  \n",
       "2573   2016-03-19 22:51:25        90000  \n",
       "3679   2016-04-04 07:49:15         5000  \n",
       "10556  2016-04-01 09:42:30         5000  \n",
       "11047  2016-04-05 21:15:42        60000  \n",
       "11246  2016-04-06 09:46:59        10000  \n",
       "11585  2016-03-21 13:18:05       100000  \n",
       "13963  2016-04-07 01:17:51        60000  \n",
       "15898  2016-03-08 17:47:19         5000  \n",
       "21416  2016-03-15 12:45:12         5000  \n",
       "21421  2016-04-07 10:44:39         5000  \n",
       "22101  2016-04-07 06:17:11         5000  \n",
       "22316  2016-03-31 10:15:28         5000  \n",
       "22659  2016-04-03 07:53:55       150000  \n",
       "23804  2016-03-30 22:42:50         5000  \n",
       "24511  2016-04-07 07:17:29         5000  \n",
       "24855  2016-04-06 07:15:57         5000  \n",
       "25792  2016-03-12 21:16:29        40000  \n",
       "26103  2016-03-16 19:43:33         5000  \n",
       "26607  2016-04-06 11:17:17        50000  \n",
       "28693  2016-04-06 09:16:59         5000  \n",
       "30781  2016-03-26 23:46:29       100000  \n",
       "32585  2016-04-04 14:46:21         5000  \n",
       "33295  2016-03-19 07:15:34         5000  \n",
       "35238  2016-04-04 00:16:54         5000  \n",
       "39725  2016-04-05 15:47:14       150000  \n",
       "42181  2016-04-06 01:15:30         5000  \n",
       "45157  2016-03-25 11:18:57         5000  \n",
       "46213  2016-04-04 11:16:30         5000  \n",
       "49283  2016-04-06 18:47:20         5000  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos_super_old"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I looked at the cars registered before 1950.  Most of them after 1910 seem to be legit.  Some of the (pre-)1910 values are mislabelled newer cars.  A few are strange entries, including one for a TV, another for an \"accident car\".  1910 may be a default value in a form, which would cause this value to be repeated so often.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos = autos[(autos[\"registration_year\"] < 2017) & (autos[\"registration_year\"] > 1910)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    48006.000000\n",
       "mean      2002.823126\n",
       "std          7.195358\n",
       "min       1927.000000\n",
       "25%       1999.000000\n",
       "50%       2003.000000\n",
       "75%       2008.000000\n",
       "max       2016.000000\n",
       "Name: registration_year, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"registration_year\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Removing the values from before 1911 and after 2016 (the year the data was collected) brought the mean registration year down to 2002 while the median stayed at 2003.  The two values were brought closer with the removal of these outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2000    0.069866\n",
       "2005    0.062805\n",
       "1999    0.062451\n",
       "2004    0.057014\n",
       "2003    0.056805\n",
       "2006    0.056389\n",
       "2001    0.056285\n",
       "2002    0.052764\n",
       "1998    0.051098\n",
       "2007    0.047994\n",
       "2008    0.046473\n",
       "2009    0.043682\n",
       "1997    0.042245\n",
       "2011    0.034037\n",
       "2010    0.033267\n",
       "1996    0.030080\n",
       "2012    0.027559\n",
       "2016    0.027392\n",
       "1995    0.027330\n",
       "2013    0.016790\n",
       "2014    0.013852\n",
       "1994    0.013748\n",
       "1993    0.009270\n",
       "2015    0.008311\n",
       "1990    0.008228\n",
       "1992    0.008124\n",
       "1991    0.007416\n",
       "1989    0.003770\n",
       "1988    0.002958\n",
       "1985    0.002166\n",
       "          ...   \n",
       "1974    0.000500\n",
       "1966    0.000458\n",
       "1977    0.000458\n",
       "1969    0.000396\n",
       "1975    0.000396\n",
       "1965    0.000354\n",
       "1964    0.000250\n",
       "1963    0.000187\n",
       "1959    0.000146\n",
       "1961    0.000125\n",
       "1956    0.000104\n",
       "1958    0.000083\n",
       "1937    0.000083\n",
       "1962    0.000083\n",
       "1950    0.000062\n",
       "1954    0.000042\n",
       "1941    0.000042\n",
       "1934    0.000042\n",
       "1957    0.000042\n",
       "1951    0.000042\n",
       "1955    0.000042\n",
       "1931    0.000021\n",
       "1953    0.000021\n",
       "1943    0.000021\n",
       "1938    0.000021\n",
       "1939    0.000021\n",
       "1927    0.000021\n",
       "1929    0.000021\n",
       "1948    0.000021\n",
       "1952    0.000021\n",
       "Name: registration_year, Length: 77, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"registration_year\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "7% of vehicles listed in this dataset were registered in 2000.  The second and third most popular years were 2005 and 1999 at roughly 6% respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos_crawled = autos[\"date_crawled\"].str[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count          48006\n",
       "unique            34\n",
       "top       2016-04-03\n",
       "freq            1867\n",
       "Name: date_crawled, dtype: object"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos_crawled.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-04-03    0.038891\n",
       "2016-03-20    0.037974\n",
       "2016-03-21    0.037474\n",
       "2016-03-12    0.036683\n",
       "2016-04-04    0.036600\n",
       "2016-03-14    0.036391\n",
       "2016-03-07    0.036162\n",
       "2016-04-02    0.035475\n",
       "2016-03-19    0.034808\n",
       "2016-03-28    0.034621\n",
       "2016-03-29    0.034162\n",
       "2016-03-15    0.034037\n",
       "2016-04-01    0.033933\n",
       "2016-03-30    0.033767\n",
       "2016-03-08    0.033496\n",
       "2016-03-09    0.033371\n",
       "2016-03-22    0.032767\n",
       "2016-03-23    0.032350\n",
       "2016-03-11    0.032350\n",
       "2016-03-26    0.032308\n",
       "2016-03-10    0.032204\n",
       "2016-03-31    0.031871\n",
       "2016-03-17    0.031704\n",
       "2016-03-25    0.031600\n",
       "2016-03-27    0.030725\n",
       "2016-03-16    0.029392\n",
       "2016-03-24    0.029267\n",
       "2016-03-05    0.025268\n",
       "2016-03-13    0.015748\n",
       "2016-03-06    0.014082\n",
       "2016-04-05    0.012998\n",
       "2016-03-18    0.012978\n",
       "2016-04-06    0.003104\n",
       "2016-04-07    0.001437\n",
       "Name: date_crawled, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos_crawled.value_counts(normalize=True, dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most common dates for these ads to be crawled happen to be Saturdays, Sundays, and Mondays in late March and early April of 2016.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-04-03    0.039120\n",
       "2016-03-20    0.038016\n",
       "2016-03-21    0.037683\n",
       "2016-04-04    0.036933\n",
       "2016-03-12    0.036516\n",
       "2016-04-02    0.035121\n",
       "2016-03-14    0.035016\n",
       "2016-03-07    0.034954\n",
       "2016-03-28    0.034746\n",
       "2016-03-29    0.034162\n",
       "2016-04-01    0.033954\n",
       "2016-03-15    0.033871\n",
       "2016-03-19    0.033767\n",
       "2016-03-30    0.033579\n",
       "2016-03-08    0.033558\n",
       "2016-03-09    0.033371\n",
       "2016-03-11    0.032621\n",
       "2016-03-22    0.032558\n",
       "2016-03-26    0.032350\n",
       "2016-03-23    0.032204\n",
       "2016-03-10    0.031954\n",
       "2016-03-31    0.031913\n",
       "2016-03-25    0.031767\n",
       "2016-03-17    0.031413\n",
       "2016-03-27    0.030517\n",
       "2016-03-16    0.029809\n",
       "2016-03-24    0.029267\n",
       "2016-03-05    0.022955\n",
       "2016-03-13    0.017081\n",
       "2016-03-06    0.015206\n",
       "                ...   \n",
       "2016-02-21    0.000062\n",
       "2016-02-25    0.000062\n",
       "2016-02-26    0.000042\n",
       "2016-01-27    0.000042\n",
       "2016-02-20    0.000042\n",
       "2016-02-02    0.000042\n",
       "2016-02-09    0.000042\n",
       "2016-02-14    0.000042\n",
       "2016-02-05    0.000042\n",
       "2016-01-10    0.000042\n",
       "2016-02-18    0.000042\n",
       "2016-02-24    0.000042\n",
       "2016-01-16    0.000021\n",
       "2015-08-10    0.000021\n",
       "2016-02-01    0.000021\n",
       "2016-01-03    0.000021\n",
       "2016-01-14    0.000021\n",
       "2016-02-16    0.000021\n",
       "2015-11-10    0.000021\n",
       "2016-02-11    0.000021\n",
       "2015-12-05    0.000021\n",
       "2016-02-08    0.000021\n",
       "2016-02-22    0.000021\n",
       "2016-02-07    0.000021\n",
       "2015-06-11    0.000021\n",
       "2015-09-09    0.000021\n",
       "2016-01-07    0.000021\n",
       "2015-12-30    0.000021\n",
       "2016-02-17    0.000021\n",
       "2016-01-13    0.000021\n",
       "Name: ad_created, Length: 74, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"ad_created\"].str[:10].value_counts(normalize=True, dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dates that ads are most likely to be created matches the crawling days fairly closely, both for specific days, and for frequency.  This may suggest that cars tend to be listed in the early spring, and that the crawler is picking them up at around the same time the ads are posted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-04-06    0.222431\n",
       "2016-04-07    0.131817\n",
       "2016-04-05    0.124901\n",
       "2016-03-17    0.027955\n",
       "2016-04-03    0.025309\n",
       "2016-03-30    0.024726\n",
       "2016-04-02    0.024643\n",
       "2016-04-04    0.024205\n",
       "2016-03-12    0.023747\n",
       "2016-03-31    0.023705\n",
       "2016-04-01    0.023268\n",
       "2016-03-29    0.022101\n",
       "2016-03-22    0.021081\n",
       "2016-03-28    0.020706\n",
       "2016-03-21    0.020685\n",
       "2016-03-20    0.020643\n",
       "2016-03-24    0.019498\n",
       "2016-03-25    0.018914\n",
       "2016-03-23    0.018414\n",
       "2016-03-26    0.016935\n",
       "2016-03-16    0.016248\n",
       "2016-03-27    0.016019\n",
       "2016-03-15    0.016019\n",
       "2016-03-19    0.015540\n",
       "2016-03-14    0.012832\n",
       "2016-03-11    0.012519\n",
       "2016-03-10    0.010790\n",
       "2016-03-09    0.009999\n",
       "2016-03-13    0.008770\n",
       "2016-03-08    0.007624\n",
       "2016-03-18    0.007312\n",
       "2016-03-07    0.005353\n",
       "2016-03-06    0.004208\n",
       "2016-03-05    0.001083\n",
       "Name: last_seen, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"last_seen\"].str[:10].value_counts(normalize=True, dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last_seen column tells us that not only are there more postings created in the early spring, but that postings are also most likely to be taken offline in March or early April. Although ads are frequently placed throughout the year, from this data we can surmise that the crawler usually sees them last in the spring, since it seems to crawl on at least a daily basis.  Presumably they are sold and taken offline at this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "hot_brands_counts = autos[\"brand\"].value_counts().head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "hot_brands = hot_brands_counts.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I've chosen to aggregate by the 20 most frequently listed brands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'audi': 9093.65003615329,\n",
       " 'bmw': 8102.536248343744,\n",
       " 'citroen': 3699.935628742515,\n",
       " 'fiat': 2711.8011272141707,\n",
       " 'ford': 3652.095223880597,\n",
       " 'hyundai': 5308.53911205074,\n",
       " 'mazda': 4010.7716643741405,\n",
       " 'mercedes_benz': 8485.239571958942,\n",
       " 'mini': 10460.012048192772,\n",
       " 'nissan': 4664.891034482758,\n",
       " 'opel': 2877.7224576271187,\n",
       " 'peugeot': 3039.4682651622,\n",
       " 'renault': 2396.2067751869777,\n",
       " 'seat': 4296.492554410081,\n",
       " 'skoda': 6334.91948051948,\n",
       " 'smart': 3542.706586826347,\n",
       " 'sonstige_autos': 10909.372586872587,\n",
       " 'toyota': 5115.33388981636,\n",
       " 'volkswagen': 5231.081983308787,\n",
       " 'volvo': 4757.108108108108}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_aggregate = {}\n",
    "for name in hot_brands:\n",
    "    price_aggregate[name] = autos.loc[autos[\"brand\"] == name, \"price\"].mean()\n",
    "price_aggregate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cars in this list with the highest average selling price are the Mini (average 10460), Audi (average 9903), and Mercedes Benz (average 8485).  The next highest is over 2000 less - the Skoda at 6334.  Other cars (\"sonstige_autos\") actually account for the total highest average prices, at 10,909.  I wanted to see what items were actually in this set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-04-01 12:06:20</td>\n",
       "      <td>Corvette_C3_Coupe_T_Top_Crossfire_Injection</td>\n",
       "      <td>18900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1982</td>\n",
       "      <td>automatic</td>\n",
       "      <td>203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>61276</td>\n",
       "      <td>2016-04-02 21:10:48</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2016-03-19 19:47:07</td>\n",
       "      <td>Ssangyong_Actyon_SUV_2.0_xdi2wd_55000_km</td>\n",
       "      <td>5400</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>94447</td>\n",
       "      <td>2016-03-26 00:18:23</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2016-03-20 12:45:01</td>\n",
       "      <td>Ssanyong_Rexton_2.7</td>\n",
       "      <td>4499</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2005</td>\n",
       "      <td>automatic</td>\n",
       "      <td>163</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>73312</td>\n",
       "      <td>2016-03-25 11:45:09</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2016-03-19 15:48:21</td>\n",
       "      <td>MG_MGB_GT</td>\n",
       "      <td>13800</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1972</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>53639</td>\n",
       "      <td>2016-03-23 02:17:04</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2016-04-03 23:49:58</td>\n",
       "      <td>guenstiges_Auto_/_auch_defekt</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>89269</td>\n",
       "      <td>2016-04-06 07:16:22</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2016-04-02 00:55:53</td>\n",
       "      <td>3_Fahrzeug_zu_Verkaufen</td>\n",
       "      <td>500</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>89073</td>\n",
       "      <td>2016-04-06 04:16:23</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>2016-03-07 19:43:23</td>\n",
       "      <td>Dodge_Nitro_4.0_Automatik_R/T</td>\n",
       "      <td>11500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatic</td>\n",
       "      <td>260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>88212</td>\n",
       "      <td>2016-04-07 09:45:27</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2016-03-08 20:37:59</td>\n",
       "      <td>Kaufe_alle_Autos_bietet_an</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>13589</td>\n",
       "      <td>2016-04-05 18:44:43</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>2016-03-09 15:46:04</td>\n",
       "      <td>Proton_PKW</td>\n",
       "      <td>299</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>96364</td>\n",
       "      <td>2016-04-07 00:15:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>2016-03-17 12:54:04</td>\n",
       "      <td>Gut_erhaltene_Alufelgen</td>\n",
       "      <td>100</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>66440</td>\n",
       "      <td>2016-03-27 00:16:38</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>2016-03-07 09:52:15</td>\n",
       "      <td>Wartburg_1.3</td>\n",
       "      <td>650</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1990</td>\n",
       "      <td>manual</td>\n",
       "      <td>58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>16816</td>\n",
       "      <td>2016-03-12 12:18:07</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>2016-03-09 22:50:54</td>\n",
       "      <td>Werkaufen_meine_Iveco_deily</td>\n",
       "      <td>4000</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>68647</td>\n",
       "      <td>2016-03-16 13:15:30</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>2016-03-26 15:57:05</td>\n",
       "      <td>Pontiac_Firebird</td>\n",
       "      <td>6800</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1991</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>13585</td>\n",
       "      <td>2016-04-06 04:15:52</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>2016-03-28 00:56:49</td>\n",
       "      <td>Ich_suche_dring._neues_Auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>27313</td>\n",
       "      <td>2016-04-06 09:45:03</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>2016-04-01 12:52:29</td>\n",
       "      <td>Cadillac_SRX_3.6_V6_AWD</td>\n",
       "      <td>7900</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2005</td>\n",
       "      <td>automatic</td>\n",
       "      <td>258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>41515</td>\n",
       "      <td>2016-04-07 09:44:21</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>2016-04-01 17:47:12</td>\n",
       "      <td>Pontiac_Firebird_3.4___org._30.000_km___LPG</td>\n",
       "      <td>8000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1995</td>\n",
       "      <td>automatic</td>\n",
       "      <td>148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>38300</td>\n",
       "      <td>2016-04-05 13:15:50</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>2016-03-29 13:46:50</td>\n",
       "      <td>Pontiac_Firebird_2_8L_V6_Targa__Tuev_07/2016</td>\n",
       "      <td>3400</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1988</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>15236</td>\n",
       "      <td>2016-04-05 23:16:37</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>2016-03-18 09:39:30</td>\n",
       "      <td>Andere_russ._LuAZ_967M_Schwimmwagen_NVA_GSSD_a...</td>\n",
       "      <td>3999</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>1987</td>\n",
       "      <td>manual</td>\n",
       "      <td>71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-18 00:00:00</td>\n",
       "      <td>1589</td>\n",
       "      <td>2016-03-22 10:44:44</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>2016-03-20 11:51:23</td>\n",
       "      <td>Buick_Riviera</td>\n",
       "      <td>2800</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1980</td>\n",
       "      <td>automatic</td>\n",
       "      <td>173</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>96052</td>\n",
       "      <td>2016-03-31 17:15:44</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>2016-04-02 23:57:17</td>\n",
       "      <td>Wartburg_353</td>\n",
       "      <td>1250</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1984</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>7554</td>\n",
       "      <td>2016-04-07 08:15:57</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>2016-04-02 17:00:29</td>\n",
       "      <td>Dodge__RAM_Laramie_1500_V8_HEMI_Crew_Cab_AHK</td>\n",
       "      <td>39500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2013</td>\n",
       "      <td>automatic</td>\n",
       "      <td>401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>53557</td>\n",
       "      <td>2016-04-06 16:46:18</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1548</th>\n",
       "      <td>2016-03-25 14:46:44</td>\n",
       "      <td>1936_Daimler_Fifteen_Special_Projekt</td>\n",
       "      <td>7999</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>50259</td>\n",
       "      <td>2016-04-06 17:46:36</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2016-03-06 21:48:42</td>\n",
       "      <td>Dodge_RAM_B300_Mowag_Mowag_Dodge_V8_selten_Neu...</td>\n",
       "      <td>11500</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1985</td>\n",
       "      <td>automatic</td>\n",
       "      <td>160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>4849</td>\n",
       "      <td>2016-04-07 02:45:39</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>2016-03-09 18:37:55</td>\n",
       "      <td>DKW_1000_S_Coupe</td>\n",
       "      <td>9000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1963</td>\n",
       "      <td>manual</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>31787</td>\n",
       "      <td>2016-04-06 18:16:34</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1798</th>\n",
       "      <td>2016-03-14 23:53:13</td>\n",
       "      <td>VW_SHARAN_TDI_1.9_TOP_ZUSTAND</td>\n",
       "      <td>6100</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2005</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>44225</td>\n",
       "      <td>2016-04-05 13:16:50</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1862</th>\n",
       "      <td>2016-03-16 21:54:28</td>\n",
       "      <td>MG_MGF_1.8i</td>\n",
       "      <td>1300</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>97877</td>\n",
       "      <td>2016-03-30 21:48:06</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>2016-03-07 17:42:12</td>\n",
       "      <td>MICROCAR_M.GO_Dynamic_Mopedauto_Leichtkraftfah...</td>\n",
       "      <td>11000</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2016</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>19288</td>\n",
       "      <td>2016-03-29 19:18:13</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>2016-03-10 19:46:55</td>\n",
       "      <td>Cadillac_Deville</td>\n",
       "      <td>8800</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1961</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>21279</td>\n",
       "      <td>2016-04-06 03:45:39</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>2016-03-06 03:43:15</td>\n",
       "      <td>Verkaufe_unser_Wohnmobilbegleitfahrzeug_mit_Tr...</td>\n",
       "      <td>2900</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2002</td>\n",
       "      <td>automatic</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-02-29 00:00:00</td>\n",
       "      <td>8132</td>\n",
       "      <td>2016-03-10 15:45:22</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121</th>\n",
       "      <td>2016-03-14 01:54:43</td>\n",
       "      <td>Dodge_Nitro_2.8_CRD_DPF_Automatik_SXT_4x4</td>\n",
       "      <td>13900</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>34225</td>\n",
       "      <td>2016-04-07 06:15:54</td>\n",
       "      <td>125000</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>47041</th>\n",
       "      <td>2016-03-29 13:57:17</td>\n",
       "      <td>Lexus_RX_300</td>\n",
       "      <td>1100</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2001</td>\n",
       "      <td>automatic</td>\n",
       "      <td>201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>64859</td>\n",
       "      <td>2016-04-02 01:16:34</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47362</th>\n",
       "      <td>2016-03-30 11:37:40</td>\n",
       "      <td>Cadillac_Deville</td>\n",
       "      <td>8500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatic</td>\n",
       "      <td>275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>63517</td>\n",
       "      <td>2016-04-07 02:15:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47406</th>\n",
       "      <td>2016-03-16 21:58:19</td>\n",
       "      <td>Tesla_Model_S_85_KW</td>\n",
       "      <td>79500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>367</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>elektro</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>85764</td>\n",
       "      <td>2016-03-27 16:47:19</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47444</th>\n",
       "      <td>2016-03-07 19:40:37</td>\n",
       "      <td>Suche_Auto_bis_250_Euro</td>\n",
       "      <td>250</td>\n",
       "      <td>control</td>\n",
       "      <td>andere</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatic</td>\n",
       "      <td>60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>16356</td>\n",
       "      <td>2016-03-08 06:15:51</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47445</th>\n",
       "      <td>2016-03-31 17:25:23</td>\n",
       "      <td>1969er_Dodge_D200_Pickup_Autom._383cui</td>\n",
       "      <td>7300</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>1969</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>35037</td>\n",
       "      <td>2016-04-06 10:17:21</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47537</th>\n",
       "      <td>2016-03-20 18:50:57</td>\n",
       "      <td>Wartburg_1.3</td>\n",
       "      <td>3500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1989</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>99869</td>\n",
       "      <td>2016-04-07 02:45:20</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47792</th>\n",
       "      <td>2016-03-06 02:57:50</td>\n",
       "      <td>Cadillac_STS_4.6__V8_Luxury_Sport_EU_Version</td>\n",
       "      <td>11900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2005</td>\n",
       "      <td>manual</td>\n",
       "      <td>442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>lpg</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>58313</td>\n",
       "      <td>2016-03-23 16:49:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47821</th>\n",
       "      <td>2016-03-16 20:42:38</td>\n",
       "      <td>Iveco_Andere</td>\n",
       "      <td>1999</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1993</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>34599</td>\n",
       "      <td>2016-03-30 16:16:44</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47908</th>\n",
       "      <td>2016-03-13 16:51:53</td>\n",
       "      <td>Auto_bis_1000_gesucht</td>\n",
       "      <td>1000</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>1744</td>\n",
       "      <td>2016-03-21 17:19:36</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48195</th>\n",
       "      <td>2016-03-07 14:51:27</td>\n",
       "      <td>Sang_Yong_mercedes</td>\n",
       "      <td>850</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatic</td>\n",
       "      <td>136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>71263</td>\n",
       "      <td>2016-03-07 14:51:27</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48221</th>\n",
       "      <td>2016-04-04 22:54:21</td>\n",
       "      <td>Triumph_TR_7_Cabrio_H_Kennzeichen</td>\n",
       "      <td>4980</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1980</td>\n",
       "      <td>manual</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>22880</td>\n",
       "      <td>2016-04-07 02:17:09</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48287</th>\n",
       "      <td>2016-03-27 00:36:40</td>\n",
       "      <td>Suche_Kleinwagen!!!</td>\n",
       "      <td>1000</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>61209</td>\n",
       "      <td>2016-04-07 04:45:59</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48818</th>\n",
       "      <td>2016-03-25 10:46:24</td>\n",
       "      <td>Caterham_Lotus_Super_Seven_Linkslenker_mit_gru...</td>\n",
       "      <td>20950</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1992</td>\n",
       "      <td>manual</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>31224</td>\n",
       "      <td>2016-03-31 17:15:34</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48882</th>\n",
       "      <td>2016-03-14 23:58:47</td>\n",
       "      <td>SUCHE_AUTO</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>97753</td>\n",
       "      <td>2016-03-30 23:47:43</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48932</th>\n",
       "      <td>2016-03-28 14:43:04</td>\n",
       "      <td>Triumph_Spitfire</td>\n",
       "      <td>4500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1975</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>30855</td>\n",
       "      <td>2016-04-06 18:19:35</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48946</th>\n",
       "      <td>2016-03-05 16:57:05</td>\n",
       "      <td>Unfallwagen_Motorschaden_Getriebeschaden_Ankau...</td>\n",
       "      <td>10000</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>45884</td>\n",
       "      <td>2016-03-05 18:17:58</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48960</th>\n",
       "      <td>2016-03-31 14:37:02</td>\n",
       "      <td>Aixam_City_Premium__LEDER__45km/h__ab_16_Jahren</td>\n",
       "      <td>7390</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>89340</td>\n",
       "      <td>2016-04-06 08:17:01</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48962</th>\n",
       "      <td>2016-03-07 12:55:27</td>\n",
       "      <td>Triumph_TR3A</td>\n",
       "      <td>37000</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1961</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>47669</td>\n",
       "      <td>2016-04-06 03:16:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49037</th>\n",
       "      <td>2016-03-24 10:37:18</td>\n",
       "      <td>Ssangyong_Rexton_RX_270_Xdi</td>\n",
       "      <td>5000</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>163</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>38106</td>\n",
       "      <td>2016-04-07 00:16:57</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49085</th>\n",
       "      <td>2016-04-04 08:53:37</td>\n",
       "      <td>Dodge_Unfall_Viper_SRT_10_mit_8.4_Liter__650_PS</td>\n",
       "      <td>23900</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>51061</td>\n",
       "      <td>2016-04-06 10:45:58</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49139</th>\n",
       "      <td>2016-03-06 02:36:56</td>\n",
       "      <td>Dodge_Dakota_3.9l_magnum_lpg</td>\n",
       "      <td>7999</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>24619</td>\n",
       "      <td>2016-04-06 00:46:41</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49237</th>\n",
       "      <td>2016-03-19 16:51:26</td>\n",
       "      <td>Aixam_scouty_r_cabrio</td>\n",
       "      <td>7800</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>63071</td>\n",
       "      <td>2016-03-24 12:16:32</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49270</th>\n",
       "      <td>2016-03-27 19:45:54</td>\n",
       "      <td>WARTBURG_311_//__Baujahr_1960</td>\n",
       "      <td>3500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1960</td>\n",
       "      <td>manual</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>99510</td>\n",
       "      <td>2016-04-05 17:25:37</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49271</th>\n",
       "      <td>2016-03-16 11:44:10</td>\n",
       "      <td>Corvette_C6</td>\n",
       "      <td>28900</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2005</td>\n",
       "      <td>automatic</td>\n",
       "      <td>404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>34121</td>\n",
       "      <td>2016-04-06 04:16:51</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49391</th>\n",
       "      <td>2016-03-18 00:55:16</td>\n",
       "      <td>Lamborghini_Gallardo_LP560_4_E_Gear_\"Callisto_...</td>\n",
       "      <td>109999</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>96052</td>\n",
       "      <td>2016-04-05 21:46:24</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49612</th>\n",
       "      <td>2016-04-02 23:55:49</td>\n",
       "      <td>Opel_Corsa_1.2_Schiebedach_Voll_fahrbereit</td>\n",
       "      <td>499</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>10999</td>\n",
       "      <td>2016-04-03 06:48:20</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49720</th>\n",
       "      <td>2016-03-31 21:37:36</td>\n",
       "      <td>MG_Andere</td>\n",
       "      <td>14500</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1969</td>\n",
       "      <td>manual</td>\n",
       "      <td>145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>86911</td>\n",
       "      <td>2016-04-06 16:45:25</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49745</th>\n",
       "      <td>2016-03-19 22:50:20</td>\n",
       "      <td>ALPINA_B12</td>\n",
       "      <td>17500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>76131</td>\n",
       "      <td>2016-03-20 01:41:49</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49941</th>\n",
       "      <td>2016-03-15 00:53:25</td>\n",
       "      <td>Maserati_Ghibli_Diesel_Automatik</td>\n",
       "      <td>62000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2015</td>\n",
       "      <td>automatic</td>\n",
       "      <td>275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>10179</td>\n",
       "      <td>2016-03-30 23:17:48</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>518 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "15     2016-04-01 12:06:20        Corvette_C3_Coupe_T_Top_Crossfire_Injection   \n",
       "140    2016-03-19 19:47:07           Ssangyong_Actyon_SUV_2.0_xdi2wd_55000_km   \n",
       "152    2016-03-20 12:45:01                                Ssanyong_Rexton_2.7   \n",
       "175    2016-03-19 15:48:21                                          MG_MGB_GT   \n",
       "259    2016-04-03 23:49:58                      guenstiges_Auto_/_auch_defekt   \n",
       "283    2016-04-02 00:55:53                            3_Fahrzeug_zu_Verkaufen   \n",
       "296    2016-03-07 19:43:23                      Dodge_Nitro_4.0_Automatik_R/T   \n",
       "301    2016-03-08 20:37:59                         Kaufe_alle_Autos_bietet_an   \n",
       "359    2016-03-09 15:46:04                                         Proton_PKW   \n",
       "461    2016-03-17 12:54:04                            Gut_erhaltene_Alufelgen   \n",
       "486    2016-03-07 09:52:15                                       Wartburg_1.3   \n",
       "625    2016-03-09 22:50:54                        Werkaufen_meine_Iveco_deily   \n",
       "658    2016-03-26 15:57:05                                   Pontiac_Firebird   \n",
       "826    2016-03-28 00:56:49                     Ich_suche_dring._neues_Auto...   \n",
       "888    2016-04-01 12:52:29                            Cadillac_SRX_3.6_V6_AWD   \n",
       "1081   2016-04-01 17:47:12        Pontiac_Firebird_3.4___org._30.000_km___LPG   \n",
       "1102   2016-03-29 13:46:50       Pontiac_Firebird_2_8L_V6_Targa__Tuev_07/2016   \n",
       "1179   2016-03-18 09:39:30  Andere_russ._LuAZ_967M_Schwimmwagen_NVA_GSSD_a...   \n",
       "1360   2016-03-20 11:51:23                                      Buick_Riviera   \n",
       "1393   2016-04-02 23:57:17                                       Wartburg_353   \n",
       "1524   2016-04-02 17:00:29       Dodge__RAM_Laramie_1500_V8_HEMI_Crew_Cab_AHK   \n",
       "1548   2016-03-25 14:46:44               1936_Daimler_Fifteen_Special_Projekt   \n",
       "1620   2016-03-06 21:48:42  Dodge_RAM_B300_Mowag_Mowag_Dodge_V8_selten_Neu...   \n",
       "1763   2016-03-09 18:37:55                                   DKW_1000_S_Coupe   \n",
       "1798   2016-03-14 23:53:13                      VW_SHARAN_TDI_1.9_TOP_ZUSTAND   \n",
       "1862   2016-03-16 21:54:28                                        MG_MGF_1.8i   \n",
       "1866   2016-03-07 17:42:12  MICROCAR_M.GO_Dynamic_Mopedauto_Leichtkraftfah...   \n",
       "1894   2016-03-10 19:46:55                                   Cadillac_Deville   \n",
       "1932   2016-03-06 03:43:15  Verkaufe_unser_Wohnmobilbegleitfahrzeug_mit_Tr...   \n",
       "2121   2016-03-14 01:54:43          Dodge_Nitro_2.8_CRD_DPF_Automatik_SXT_4x4   \n",
       "...                    ...                                                ...   \n",
       "47041  2016-03-29 13:57:17                                       Lexus_RX_300   \n",
       "47362  2016-03-30 11:37:40                                   Cadillac_Deville   \n",
       "47406  2016-03-16 21:58:19                                Tesla_Model_S_85_KW   \n",
       "47444  2016-03-07 19:40:37                            Suche_Auto_bis_250_Euro   \n",
       "47445  2016-03-31 17:25:23             1969er_Dodge_D200_Pickup_Autom._383cui   \n",
       "47537  2016-03-20 18:50:57                                       Wartburg_1.3   \n",
       "47792  2016-03-06 02:57:50       Cadillac_STS_4.6__V8_Luxury_Sport_EU_Version   \n",
       "47821  2016-03-16 20:42:38                                       Iveco_Andere   \n",
       "47908  2016-03-13 16:51:53                             Auto_bis_1000_gesucht   \n",
       "48195  2016-03-07 14:51:27                                 Sang_Yong_mercedes   \n",
       "48221  2016-04-04 22:54:21                  Triumph_TR_7_Cabrio_H_Kennzeichen   \n",
       "48287  2016-03-27 00:36:40                                Suche_Kleinwagen!!!   \n",
       "48818  2016-03-25 10:46:24  Caterham_Lotus_Super_Seven_Linkslenker_mit_gru...   \n",
       "48882  2016-03-14 23:58:47                                         SUCHE_AUTO   \n",
       "48932  2016-03-28 14:43:04                                   Triumph_Spitfire   \n",
       "48946  2016-03-05 16:57:05  Unfallwagen_Motorschaden_Getriebeschaden_Ankau...   \n",
       "48960  2016-03-31 14:37:02    Aixam_City_Premium__LEDER__45km/h__ab_16_Jahren   \n",
       "48962  2016-03-07 12:55:27                                       Triumph_TR3A   \n",
       "49037  2016-03-24 10:37:18                        Ssangyong_Rexton_RX_270_Xdi   \n",
       "49085  2016-04-04 08:53:37    Dodge_Unfall_Viper_SRT_10_mit_8.4_Liter__650_PS   \n",
       "49139  2016-03-06 02:36:56                       Dodge_Dakota_3.9l_magnum_lpg   \n",
       "49237  2016-03-19 16:51:26                              Aixam_scouty_r_cabrio   \n",
       "49270  2016-03-27 19:45:54                      WARTBURG_311_//__Baujahr_1960   \n",
       "49271  2016-03-16 11:44:10                                        Corvette_C6   \n",
       "49391  2016-03-18 00:55:16  Lamborghini_Gallardo_LP560_4_E_Gear_\"Callisto_...   \n",
       "49612  2016-04-02 23:55:49         Opel_Corsa_1.2_Schiebedach_Voll_fahrbereit   \n",
       "49720  2016-03-31 21:37:36                                          MG_Andere   \n",
       "49745  2016-03-19 22:50:20                                         ALPINA_B12   \n",
       "49941  2016-03-15 00:53:25                   Maserati_Ghibli_Diesel_Automatik   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "\n",
       "        price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "15      18900     test          coupe               1982  automatic       203   \n",
       "140      5400  control            suv               2008     manual       141   \n",
       "152      4499     test            suv               2005  automatic       163   \n",
       "175     13800  control          coupe               1972        NaN         0   \n",
       "259         0  control            NaN               2000        NaN         0   \n",
       "283       500     test            NaN               2000        NaN         0   \n",
       "296     11500  control            suv               2007  automatic       260   \n",
       "301         0  control            NaN               1990        NaN         0   \n",
       "359       299  control          sedan               1999     manual        75   \n",
       "461       100     test            NaN               2008        NaN         0   \n",
       "486       650  control          sedan               1990     manual        58   \n",
       "625      4000     test            bus               2001     manual         0   \n",
       "658      6800     test          coupe               1991     manual       140   \n",
       "826         0  control            NaN               2000        NaN         0   \n",
       "888      7900     test            suv               2005  automatic       258   \n",
       "1081     8000     test          coupe               1995  automatic       148   \n",
       "1102     3400  control          coupe               1988  automatic       150   \n",
       "1179     3999  control            suv               1987     manual        71   \n",
       "1360     2800     test          coupe               1980  automatic       173   \n",
       "1393     1250     test  station wagon               1984     manual         0   \n",
       "1524    39500  control            suv               2013  automatic       401   \n",
       "1548     7999  control            NaN               1960        NaN        65   \n",
       "1620    11500  control            bus               1985  automatic       160   \n",
       "1763     9000     test          coupe               1963     manual        40   \n",
       "1798     6100  control            bus               2005     manual         0   \n",
       "1862     1300  control    convertible               2001     manual       120   \n",
       "1866    11000     test      small car               2016  automatic         5   \n",
       "1894     8800  control          sedan               1961  automatic         0   \n",
       "1932     2900     test    convertible               2002  automatic        10   \n",
       "2121    13900  control            suv               2008  automatic       177   \n",
       "...       ...      ...            ...                ...        ...       ...   \n",
       "47041    1100  control            suv               2001  automatic       201   \n",
       "47362    8500     test          sedan               1997  automatic       275   \n",
       "47406   79500  control          sedan               2014  automatic       367   \n",
       "47444     250  control         andere               1996  automatic        60   \n",
       "47445    7300     test            suv               1969  automatic         0   \n",
       "47537    3500     test          sedan               1989     manual         0   \n",
       "47792   11900  control          sedan               2005     manual       442   \n",
       "47821    1999  control            bus               1993     manual       116   \n",
       "47908    1000     test            NaN               2000        NaN         0   \n",
       "48195     850  control            suv               1996  automatic       136   \n",
       "48221    4980     test    convertible               1980     manual        88   \n",
       "48287    1000     test      small car               2000        NaN        60   \n",
       "48818   20950     test    convertible               1992     manual        86   \n",
       "48882       0  control            NaN               2000        NaN         0   \n",
       "48932    4500     test    convertible               1975        NaN         0   \n",
       "48946   10000  control            NaN               1990        NaN         0   \n",
       "48960    7390  control      small car               2012  automatic         5   \n",
       "48962   37000     test    convertible               1961     manual       101   \n",
       "49037    5000     test            suv               2004     manual       163   \n",
       "49085   23900  control    convertible               2008     manual       650   \n",
       "49139    7999  control            suv               2000  automatic         0   \n",
       "49237    7800     test            NaN               2011        NaN         0   \n",
       "49270    3500  control          sedan               1960     manual        38   \n",
       "49271   28900     test    convertible               2005  automatic       404   \n",
       "49391  109999     test          coupe               2008  automatic       560   \n",
       "49612     499     test      small car               1996     manual        58   \n",
       "49720   14500     test          coupe               1969     manual       145   \n",
       "49745   17500     test          sedan               1996        NaN       387   \n",
       "49941   62000     test          sedan               2015  automatic       275   \n",
       "49984       0     test            NaN               2000        NaN         0   \n",
       "\n",
       "      model  registration_month fuel_type           brand unrepaired_damage  \\\n",
       "15      NaN                   6       gas  sonstige_autos                no   \n",
       "140     NaN                   3    diesel  sonstige_autos                no   \n",
       "152     NaN                   9    diesel  sonstige_autos                no   \n",
       "175     NaN                   6       NaN  sonstige_autos                no   \n",
       "259     NaN                   6       NaN  sonstige_autos               NaN   \n",
       "283     NaN                   0       NaN  sonstige_autos               NaN   \n",
       "296     NaN                   7       gas  sonstige_autos                no   \n",
       "301     NaN                   0       NaN  sonstige_autos               NaN   \n",
       "359     NaN                   4       gas  sonstige_autos                no   \n",
       "461     NaN                   0       NaN  sonstige_autos               NaN   \n",
       "486     NaN                   9       gas  sonstige_autos               NaN   \n",
       "625     NaN                  11    diesel  sonstige_autos               NaN   \n",
       "658     NaN                  12       gas  sonstige_autos                no   \n",
       "826     NaN                   1       NaN  sonstige_autos               NaN   \n",
       "888     NaN                   3       lpg  sonstige_autos                no   \n",
       "1081    NaN                   3       lpg  sonstige_autos                no   \n",
       "1102    NaN                   2       gas  sonstige_autos                no   \n",
       "1179    NaN                   6       gas  sonstige_autos                no   \n",
       "1360    NaN                   1       gas  sonstige_autos                no   \n",
       "1393    NaN                   4       gas  sonstige_autos                no   \n",
       "1524    NaN                   6       gas  sonstige_autos                no   \n",
       "1548    NaN                   6       gas  sonstige_autos               NaN   \n",
       "1620    NaN                  10       gas  sonstige_autos               NaN   \n",
       "1763    NaN                   4       gas  sonstige_autos                no   \n",
       "1798    NaN                   8       NaN  sonstige_autos               NaN   \n",
       "1862    NaN                   4       gas  sonstige_autos               yes   \n",
       "1866    NaN                   3    diesel  sonstige_autos                no   \n",
       "1894    NaN                   1       gas  sonstige_autos               yes   \n",
       "1932    NaN                   6       gas  sonstige_autos                no   \n",
       "2121    NaN                   1    diesel  sonstige_autos                no   \n",
       "...     ...                 ...       ...             ...               ...   \n",
       "47041   NaN                   3       gas  sonstige_autos               yes   \n",
       "47362   NaN                   7       gas  sonstige_autos                no   \n",
       "47406   NaN                  10   elektro  sonstige_autos                no   \n",
       "47444   NaN                  11       gas  sonstige_autos               yes   \n",
       "47445   NaN                   1       gas  sonstige_autos                no   \n",
       "47537   NaN                   8       gas  sonstige_autos                no   \n",
       "47792   NaN                   2       lpg  sonstige_autos                no   \n",
       "47821   NaN                   2    diesel  sonstige_autos                no   \n",
       "47908   NaN                  12       NaN  sonstige_autos               NaN   \n",
       "48195   NaN                   4       gas  sonstige_autos               NaN   \n",
       "48221   NaN                   7       gas  sonstige_autos                no   \n",
       "48287   NaN                   0       NaN  sonstige_autos                no   \n",
       "48818   NaN                   6       gas  sonstige_autos                no   \n",
       "48882   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "48932   NaN                   4       NaN  sonstige_autos                no   \n",
       "48946   NaN                   1       NaN  sonstige_autos               NaN   \n",
       "48960   NaN                   3    diesel  sonstige_autos                no   \n",
       "48962   NaN                   7       gas  sonstige_autos               NaN   \n",
       "49037   NaN                  12    diesel  sonstige_autos                no   \n",
       "49085   NaN                   7       gas  sonstige_autos               yes   \n",
       "49139   NaN                   3       lpg  sonstige_autos                no   \n",
       "49237   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "49270   NaN                   3       gas  sonstige_autos               yes   \n",
       "49271   NaN                   7       gas  sonstige_autos                no   \n",
       "49391   NaN                   9       gas  sonstige_autos                no   \n",
       "49612   NaN                   4       gas  sonstige_autos                no   \n",
       "49720   NaN                   1       gas  sonstige_autos                no   \n",
       "49745   NaN                   5       NaN  sonstige_autos                no   \n",
       "49941   NaN                   8    diesel  sonstige_autos                no   \n",
       "49984   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "\n",
       "                ad_created  postal_code            last_seen  odometer_km  \n",
       "15     2016-04-01 00:00:00        61276  2016-04-02 21:10:48        80000  \n",
       "140    2016-03-19 00:00:00        94447  2016-03-26 00:18:23        60000  \n",
       "152    2016-03-20 00:00:00        73312  2016-03-25 11:45:09       150000  \n",
       "175    2016-03-19 00:00:00        53639  2016-03-23 02:17:04        20000  \n",
       "259    2016-04-03 00:00:00        89269  2016-04-06 07:16:22         5000  \n",
       "283    2016-04-01 00:00:00        89073  2016-04-06 04:16:23       100000  \n",
       "296    2016-03-07 00:00:00        88212  2016-04-07 09:45:27       100000  \n",
       "301    2016-03-08 00:00:00        13589  2016-04-05 18:44:43         5000  \n",
       "359    2016-03-09 00:00:00        96364  2016-04-07 00:15:53       150000  \n",
       "461    2016-03-17 00:00:00        66440  2016-03-27 00:16:38        30000  \n",
       "486    2016-03-07 00:00:00        16816  2016-03-12 12:18:07       150000  \n",
       "625    2016-03-09 00:00:00        68647  2016-03-16 13:15:30       150000  \n",
       "658    2016-03-26 00:00:00        13585  2016-04-06 04:15:52       100000  \n",
       "826    2016-03-27 00:00:00        27313  2016-04-06 09:45:03       150000  \n",
       "888    2016-04-01 00:00:00        41515  2016-04-07 09:44:21       125000  \n",
       "1081   2016-04-01 00:00:00        38300  2016-04-05 13:15:50        30000  \n",
       "1102   2016-03-29 00:00:00        15236  2016-04-05 23:16:37        80000  \n",
       "1179   2016-03-18 00:00:00         1589  2016-03-22 10:44:44         5000  \n",
       "1360   2016-03-20 00:00:00        96052  2016-03-31 17:15:44       125000  \n",
       "1393   2016-04-02 00:00:00         7554  2016-04-07 08:15:57       100000  \n",
       "1524   2016-04-02 00:00:00        53557  2016-04-06 16:46:18        50000  \n",
       "1548   2016-03-25 00:00:00        50259  2016-04-06 17:46:36       150000  \n",
       "1620   2016-03-06 00:00:00         4849  2016-04-07 02:45:39       125000  \n",
       "1763   2016-03-09 00:00:00        31787  2016-04-06 18:16:34        80000  \n",
       "1798   2016-03-14 00:00:00        44225  2016-04-05 13:16:50       150000  \n",
       "1862   2016-03-16 00:00:00        97877  2016-03-30 21:48:06       125000  \n",
       "1866   2016-03-07 00:00:00        19288  2016-03-29 19:18:13         5000  \n",
       "1894   2016-03-10 00:00:00        21279  2016-04-06 03:45:39       150000  \n",
       "1932   2016-02-29 00:00:00         8132  2016-03-10 15:45:22        30000  \n",
       "2121   2016-03-13 00:00:00        34225  2016-04-07 06:15:54       125000  \n",
       "...                    ...          ...                  ...          ...  \n",
       "47041  2016-03-29 00:00:00        64859  2016-04-02 01:16:34       150000  \n",
       "47362  2016-03-30 00:00:00        63517  2016-04-07 02:15:46       150000  \n",
       "47406  2016-03-16 00:00:00        85764  2016-03-27 16:47:19        30000  \n",
       "47444  2016-03-07 00:00:00        16356  2016-03-08 06:15:51       150000  \n",
       "47445  2016-03-31 00:00:00        35037  2016-04-06 10:17:21       100000  \n",
       "47537  2016-03-20 00:00:00        99869  2016-04-07 02:45:20        70000  \n",
       "47792  2016-03-06 00:00:00        58313  2016-03-23 16:49:48       150000  \n",
       "47821  2016-03-16 00:00:00        34599  2016-03-30 16:16:44       125000  \n",
       "47908  2016-03-13 00:00:00         1744  2016-03-21 17:19:36       150000  \n",
       "48195  2016-03-07 00:00:00        71263  2016-03-07 14:51:27       125000  \n",
       "48221  2016-04-04 00:00:00        22880  2016-04-07 02:17:09       100000  \n",
       "48287  2016-03-27 00:00:00        61209  2016-04-07 04:45:59       150000  \n",
       "48818  2016-03-25 00:00:00        31224  2016-03-31 17:15:34        40000  \n",
       "48882  2016-03-14 00:00:00        97753  2016-03-30 23:47:43       150000  \n",
       "48932  2016-03-28 00:00:00        30855  2016-04-06 18:19:35       100000  \n",
       "48946  2016-03-05 00:00:00        45884  2016-03-05 18:17:58       150000  \n",
       "48960  2016-03-31 00:00:00        89340  2016-04-06 08:17:01        20000  \n",
       "48962  2016-03-07 00:00:00        47669  2016-04-06 03:16:35       150000  \n",
       "49037  2016-03-24 00:00:00        38106  2016-04-07 00:16:57       150000  \n",
       "49085  2016-04-04 00:00:00        51061  2016-04-06 10:45:58        40000  \n",
       "49139  2016-03-06 00:00:00        24619  2016-04-06 00:46:41       150000  \n",
       "49237  2016-03-19 00:00:00        63071  2016-03-24 12:16:32        40000  \n",
       "49270  2016-03-27 00:00:00        99510  2016-04-05 17:25:37        90000  \n",
       "49271  2016-03-16 00:00:00        34121  2016-04-06 04:16:51        90000  \n",
       "49391  2016-03-17 00:00:00        96052  2016-04-05 21:46:24        30000  \n",
       "49612  2016-04-02 00:00:00        10999  2016-04-03 06:48:20       150000  \n",
       "49720  2016-03-31 00:00:00        86911  2016-04-06 16:45:25        50000  \n",
       "49745  2016-03-19 00:00:00        76131  2016-03-20 01:41:49       150000  \n",
       "49941  2016-03-14 00:00:00        10179  2016-03-30 23:17:48        10000  \n",
       "49984  2016-03-31 00:00:00        12103  2016-04-02 19:44:53       150000  \n",
       "\n",
       "[518 rows x 17 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sonstige = autos[autos[\"brand\"] == 'sonstige_autos']\n",
    "sonstige"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14715</th>\n",
       "      <td>2016-03-30 08:37:24</td>\n",
       "      <td>Rolls_Royce_Phantom_Drophead_Coupe</td>\n",
       "      <td>345000</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>460</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>73525</td>\n",
       "      <td>2016-04-07 00:16:26</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28090</th>\n",
       "      <td>2016-03-08 19:50:06</td>\n",
       "      <td>Tesla_Model_X_P90D_Signature_Sondermodel__Neuw...</td>\n",
       "      <td>194000</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2016</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>elektro</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>97990</td>\n",
       "      <td>2016-03-16 04:15:31</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22060</th>\n",
       "      <td>2016-03-09 00:58:24</td>\n",
       "      <td>Tesla_Model_X90D_Autopilot_Leder_AHK_Kaltwette...</td>\n",
       "      <td>114400</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2016</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>elektro</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>33335</td>\n",
       "      <td>2016-03-24 09:46:27</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49391</th>\n",
       "      <td>2016-03-18 00:55:16</td>\n",
       "      <td>Lamborghini_Gallardo_LP560_4_E_Gear_\"Callisto_...</td>\n",
       "      <td>109999</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>96052</td>\n",
       "      <td>2016-04-05 21:46:24</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16964</th>\n",
       "      <td>2016-04-01 16:46:18</td>\n",
       "      <td>Bentley_Continental_Supersports</td>\n",
       "      <td>105000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>70192</td>\n",
       "      <td>2016-04-05 11:49:31</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3283</th>\n",
       "      <td>2016-03-28 00:32:02</td>\n",
       "      <td>Melkus_RS1000_GT_Nr_129</td>\n",
       "      <td>80000</td>\n",
       "      <td>control</td>\n",
       "      <td>andere</td>\n",
       "      <td>1980</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>61462</td>\n",
       "      <td>2016-04-06 04:16:07</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>2016-03-24 05:03:36</td>\n",
       "      <td>Bentley_Continental_Flying_Spur_Speed</td>\n",
       "      <td>79999</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatic</td>\n",
       "      <td>610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>8523</td>\n",
       "      <td>2016-03-30 06:47:28</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47406</th>\n",
       "      <td>2016-03-16 21:58:19</td>\n",
       "      <td>Tesla_Model_S_85_KW</td>\n",
       "      <td>79500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>367</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>elektro</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>85764</td>\n",
       "      <td>2016-03-27 16:47:19</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4045</th>\n",
       "      <td>2016-04-04 10:06:20</td>\n",
       "      <td>Maserati_Ghibli_Automatik_S_Q4</td>\n",
       "      <td>72600</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2015</td>\n",
       "      <td>automatic</td>\n",
       "      <td>409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>35688</td>\n",
       "      <td>2016-04-05 12:10:12</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49941</th>\n",
       "      <td>2016-03-15 00:53:25</td>\n",
       "      <td>Maserati_Ghibli_Diesel_Automatik</td>\n",
       "      <td>62000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2015</td>\n",
       "      <td>automatic</td>\n",
       "      <td>275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>10179</td>\n",
       "      <td>2016-03-30 23:17:48</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16006</th>\n",
       "      <td>2016-04-05 05:04:05</td>\n",
       "      <td>Bentley_Continental_GTC</td>\n",
       "      <td>60000</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>50858</td>\n",
       "      <td>2016-04-05 07:53:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30121</th>\n",
       "      <td>2016-04-05 12:38:54</td>\n",
       "      <td>Ferrari_360_Modena_F1___von_RONALDO_BRASIL_NOV...</td>\n",
       "      <td>59850</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatic</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>92447</td>\n",
       "      <td>2016-04-05 12:38:54</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40975</th>\n",
       "      <td>2016-03-09 10:54:49</td>\n",
       "      <td>Bentley_Continental_Flying_Spur</td>\n",
       "      <td>55000</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>68239</td>\n",
       "      <td>2016-03-16 02:44:51</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2698</th>\n",
       "      <td>2016-03-22 21:51:35</td>\n",
       "      <td>Ferrari_348_TB___Original_Zustand</td>\n",
       "      <td>54500</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1990</td>\n",
       "      <td>manual</td>\n",
       "      <td>295</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>89257</td>\n",
       "      <td>2016-03-24 06:18:29</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34589</th>\n",
       "      <td>2016-03-24 12:54:08</td>\n",
       "      <td>Lotus_Lotus_Elise_S</td>\n",
       "      <td>48850</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2015</td>\n",
       "      <td>manual</td>\n",
       "      <td>220</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>55596</td>\n",
       "      <td>2016-04-07 03:46:46</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33189</th>\n",
       "      <td>2016-04-02 11:47:57</td>\n",
       "      <td>ALPINA_B10_Bi_Turbo_BiTurbo</td>\n",
       "      <td>48700</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>76131</td>\n",
       "      <td>2016-04-06 09:45:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27481</th>\n",
       "      <td>2016-03-27 01:00:19</td>\n",
       "      <td>Maserati_Granturismo_S</td>\n",
       "      <td>47000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>60306</td>\n",
       "      <td>2016-04-07 01:45:38</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29237</th>\n",
       "      <td>2016-03-25 12:58:27</td>\n",
       "      <td>Dodge_Viper</td>\n",
       "      <td>46900</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>68782</td>\n",
       "      <td>2016-04-06 15:44:46</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23260</th>\n",
       "      <td>2016-03-20 20:37:50</td>\n",
       "      <td>AC_Andere</td>\n",
       "      <td>44200</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1994</td>\n",
       "      <td>manual</td>\n",
       "      <td>224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>84036</td>\n",
       "      <td>2016-04-07 04:46:52</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27104</th>\n",
       "      <td>2016-03-31 22:52:01</td>\n",
       "      <td>Aston_Martin_DB7_Vantage_v12</td>\n",
       "      <td>44000</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>70188</td>\n",
       "      <td>2016-04-06 20:48:11</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17098</th>\n",
       "      <td>2016-03-05 15:44:25</td>\n",
       "      <td>Cadillac_CTS_V_Dt.Modell_Garantie_3/17_Magnafl...</td>\n",
       "      <td>42000</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>564</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>49176</td>\n",
       "      <td>2016-04-07 07:45:25</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24255</th>\n",
       "      <td>2016-03-24 13:25:20</td>\n",
       "      <td>Rolls_Royce_Camargue</td>\n",
       "      <td>41900</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1976</td>\n",
       "      <td>automatic</td>\n",
       "      <td>216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>65232</td>\n",
       "      <td>2016-04-05 23:46:39</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17215</th>\n",
       "      <td>2016-03-14 16:57:29</td>\n",
       "      <td>Morgan_Andere</td>\n",
       "      <td>41500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>51109</td>\n",
       "      <td>2016-03-26 12:44:42</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13633</th>\n",
       "      <td>2016-03-14 15:38:33</td>\n",
       "      <td>Pontiac_Bonneville</td>\n",
       "      <td>41000</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1966</td>\n",
       "      <td>automatic</td>\n",
       "      <td>290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>72766</td>\n",
       "      <td>2016-04-05 18:45:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25485</th>\n",
       "      <td>2016-03-19 12:46:41</td>\n",
       "      <td>Maserati_Granturismo</td>\n",
       "      <td>39999</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2009</td>\n",
       "      <td>automatic</td>\n",
       "      <td>439</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>28197</td>\n",
       "      <td>2016-04-06 17:15:38</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10268</th>\n",
       "      <td>2016-03-30 11:06:19</td>\n",
       "      <td>Corvette_Corvette_Coupe_C6_6_2_V8_AT_Performance</td>\n",
       "      <td>39890</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>63225</td>\n",
       "      <td>2016-04-04 18:47:00</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>2016-04-02 17:00:29</td>\n",
       "      <td>Dodge__RAM_Laramie_1500_V8_HEMI_Crew_Cab_AHK</td>\n",
       "      <td>39500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2013</td>\n",
       "      <td>automatic</td>\n",
       "      <td>401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>53557</td>\n",
       "      <td>2016-04-06 16:46:18</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21878</th>\n",
       "      <td>2016-03-17 09:48:19</td>\n",
       "      <td>Rolls_Royce_Silver_Spur</td>\n",
       "      <td>39000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1994</td>\n",
       "      <td>automatic</td>\n",
       "      <td>243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>94072</td>\n",
       "      <td>2016-04-06 06:16:26</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43967</th>\n",
       "      <td>2016-03-10 12:51:01</td>\n",
       "      <td>Lotus_Super_Seven_Caterham_R_500</td>\n",
       "      <td>37999</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>231</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>81735</td>\n",
       "      <td>2016-04-07 06:45:04</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48962</th>\n",
       "      <td>2016-03-07 12:55:27</td>\n",
       "      <td>Triumph_TR3A</td>\n",
       "      <td>37000</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1961</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>47669</td>\n",
       "      <td>2016-04-06 03:16:35</td>\n",
       "      <td>150000</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>39231</th>\n",
       "      <td>2016-03-29 08:57:50</td>\n",
       "      <td>Suchen_7_Sitzer_//_Bus</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>24321</td>\n",
       "      <td>2016-04-05 16:46:59</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35906</th>\n",
       "      <td>2016-03-22 21:36:45</td>\n",
       "      <td>Suche_Automatik_Auto_bis_450_ohne_TÜV</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>45329</td>\n",
       "      <td>2016-03-25 14:49:28</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36162</th>\n",
       "      <td>2016-04-03 20:41:49</td>\n",
       "      <td>Elektro_Rolli</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>22113</td>\n",
       "      <td>2016-04-03 20:41:49</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38848</th>\n",
       "      <td>2016-03-29 22:06:25</td>\n",
       "      <td>Suche_gaz69_4tuerer</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>35745</td>\n",
       "      <td>2016-04-06 13:45:18</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3527</th>\n",
       "      <td>2016-03-19 12:51:47</td>\n",
       "      <td>Autos_Ankauf_Dortmund</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>44328</td>\n",
       "      <td>2016-03-24 06:45:30</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36442</th>\n",
       "      <td>2016-03-25 16:56:09</td>\n",
       "      <td>Barkas_B1000_Pritsche_zur_Ersatzteilgewinnung_...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>andere</td>\n",
       "      <td>1978</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>9232</td>\n",
       "      <td>2016-04-02 21:18:04</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36702</th>\n",
       "      <td>2016-03-10 23:53:08</td>\n",
       "      <td>Tausche_mein_LED_smart_tv_48_Zoll_gegen?</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>46485</td>\n",
       "      <td>2016-03-12 10:17:47</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3308</th>\n",
       "      <td>2016-03-28 20:58:50</td>\n",
       "      <td>Suche_dringend_ein_Kleinwagen</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44532</td>\n",
       "      <td>2016-04-03 02:20:29</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201</th>\n",
       "      <td>2016-03-27 19:50:35</td>\n",
       "      <td>Wartburg_1_3___4_Takter</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1991</td>\n",
       "      <td>manual</td>\n",
       "      <td>65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>18258</td>\n",
       "      <td>2016-04-05 18:16:02</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30761</th>\n",
       "      <td>2016-03-09 01:57:22</td>\n",
       "      <td>Moin_Moin_Bastler_Sucht_Auto_!!???</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>27749</td>\n",
       "      <td>2016-03-09 07:00:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30413</th>\n",
       "      <td>2016-03-16 12:36:22</td>\n",
       "      <td>Suche_Transporter</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>41812</td>\n",
       "      <td>2016-03-31 16:44:53</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29947</th>\n",
       "      <td>2016-03-11 10:48:57</td>\n",
       "      <td>Familie_sucht_einen_Kombi</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>37619</td>\n",
       "      <td>2016-03-16 17:47:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37477</th>\n",
       "      <td>2016-04-01 10:55:37</td>\n",
       "      <td>?Moin_Moin_Bastler_Sucht_Altfahrzeug_!!???</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>27749</td>\n",
       "      <td>2016-04-01 11:43:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45026</th>\n",
       "      <td>2016-03-12 22:53:01</td>\n",
       "      <td>Suche_dringend_eine_Auto_mit_TÜV</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>46145</td>\n",
       "      <td>2016-03-16 09:15:45</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>2016-03-28 00:56:49</td>\n",
       "      <td>Ich_suche_dring._neues_Auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>27313</td>\n",
       "      <td>2016-04-06 09:45:03</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44415</th>\n",
       "      <td>2016-03-10 22:55:34</td>\n",
       "      <td>Auffahrrampe_/_Ausstellungsrampe</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>31789</td>\n",
       "      <td>2016-03-18 04:15:19</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8151</th>\n",
       "      <td>2016-03-28 18:26:22</td>\n",
       "      <td>Dodge_RAM_srt_Optik_v8_4_7_Liter</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>65239</td>\n",
       "      <td>2016-04-01 05:45:27</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20834</th>\n",
       "      <td>2016-03-18 22:47:46</td>\n",
       "      <td>Schrottreif?</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 00:00:00</td>\n",
       "      <td>56472</td>\n",
       "      <td>2016-04-06 19:18:15</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7348</th>\n",
       "      <td>2016-03-07 18:48:44</td>\n",
       "      <td>Suche_Familienauto_Van</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>7747</td>\n",
       "      <td>2016-03-15 02:16:23</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22105</th>\n",
       "      <td>2016-03-19 15:43:16</td>\n",
       "      <td>Suche_guenstigen_Kleinwagen_mit_Tuev</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>26817</td>\n",
       "      <td>2016-03-20 17:19:53</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22414</th>\n",
       "      <td>2016-03-23 20:44:39</td>\n",
       "      <td>Suche_Auto_in_Tausch_gegen_Laptop</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>23843</td>\n",
       "      <td>2016-03-25 04:46:54</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29649</th>\n",
       "      <td>2016-03-26 00:58:41</td>\n",
       "      <td>Ich_verkaufe_und_kaufe_autos</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>27576</td>\n",
       "      <td>2016-03-26 05:57:29</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43481</th>\n",
       "      <td>2016-03-20 10:59:19</td>\n",
       "      <td>Holzkoepfe/Arschmaden</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>23845</td>\n",
       "      <td>2016-03-20 10:59:19</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23699</th>\n",
       "      <td>2016-03-26 13:49:19</td>\n",
       "      <td>Suche_Auto_in_Tausch_gegen_Laptop</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>23843</td>\n",
       "      <td>2016-03-26 13:49:19</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26587</th>\n",
       "      <td>2016-03-12 01:37:02</td>\n",
       "      <td>Jede_Marke_jedes_Alter_jeder_Zustand</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>23611</td>\n",
       "      <td>2016-03-30 17:37:01</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42208</th>\n",
       "      <td>2016-04-01 11:59:20</td>\n",
       "      <td>Ich_suche_Auto_Kombi</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>13583</td>\n",
       "      <td>2016-04-03 08:17:29</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27096</th>\n",
       "      <td>2016-03-22 00:51:42</td>\n",
       "      <td>Ich_suche_Autos_fuer_Export_bitte_melden...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>63065</td>\n",
       "      <td>2016-03-22 01:32:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42066</th>\n",
       "      <td>2016-03-08 01:58:27</td>\n",
       "      <td>Suche_Auto_bis_1.500___2000!</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>48341</td>\n",
       "      <td>2016-03-12 09:18:00</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28280</th>\n",
       "      <td>2016-03-27 12:48:08</td>\n",
       "      <td>Professionelle_Kfz_Aufbereitung</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>88213</td>\n",
       "      <td>2016-03-27 12:48:08</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>518 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "14715  2016-03-30 08:37:24                 Rolls_Royce_Phantom_Drophead_Coupe   \n",
       "28090  2016-03-08 19:50:06  Tesla_Model_X_P90D_Signature_Sondermodel__Neuw...   \n",
       "22060  2016-03-09 00:58:24  Tesla_Model_X90D_Autopilot_Leder_AHK_Kaltwette...   \n",
       "49391  2016-03-18 00:55:16  Lamborghini_Gallardo_LP560_4_E_Gear_\"Callisto_...   \n",
       "16964  2016-04-01 16:46:18                    Bentley_Continental_Supersports   \n",
       "3283   2016-03-28 00:32:02                            Melkus_RS1000_GT_Nr_129   \n",
       "8446   2016-03-24 05:03:36              Bentley_Continental_Flying_Spur_Speed   \n",
       "47406  2016-03-16 21:58:19                                Tesla_Model_S_85_KW   \n",
       "4045   2016-04-04 10:06:20                     Maserati_Ghibli_Automatik_S_Q4   \n",
       "49941  2016-03-15 00:53:25                   Maserati_Ghibli_Diesel_Automatik   \n",
       "16006  2016-04-05 05:04:05                            Bentley_Continental_GTC   \n",
       "30121  2016-04-05 12:38:54  Ferrari_360_Modena_F1___von_RONALDO_BRASIL_NOV...   \n",
       "40975  2016-03-09 10:54:49                    Bentley_Continental_Flying_Spur   \n",
       "2698   2016-03-22 21:51:35                  Ferrari_348_TB___Original_Zustand   \n",
       "34589  2016-03-24 12:54:08                                Lotus_Lotus_Elise_S   \n",
       "33189  2016-04-02 11:47:57                        ALPINA_B10_Bi_Turbo_BiTurbo   \n",
       "27481  2016-03-27 01:00:19                             Maserati_Granturismo_S   \n",
       "29237  2016-03-25 12:58:27                                        Dodge_Viper   \n",
       "23260  2016-03-20 20:37:50                                          AC_Andere   \n",
       "27104  2016-03-31 22:52:01                       Aston_Martin_DB7_Vantage_v12   \n",
       "17098  2016-03-05 15:44:25  Cadillac_CTS_V_Dt.Modell_Garantie_3/17_Magnafl...   \n",
       "24255  2016-03-24 13:25:20                               Rolls_Royce_Camargue   \n",
       "17215  2016-03-14 16:57:29                                      Morgan_Andere   \n",
       "13633  2016-03-14 15:38:33                                 Pontiac_Bonneville   \n",
       "25485  2016-03-19 12:46:41                               Maserati_Granturismo   \n",
       "10268  2016-03-30 11:06:19   Corvette_Corvette_Coupe_C6_6_2_V8_AT_Performance   \n",
       "1524   2016-04-02 17:00:29       Dodge__RAM_Laramie_1500_V8_HEMI_Crew_Cab_AHK   \n",
       "21878  2016-03-17 09:48:19                            Rolls_Royce_Silver_Spur   \n",
       "43967  2016-03-10 12:51:01                   Lotus_Super_Seven_Caterham_R_500   \n",
       "48962  2016-03-07 12:55:27                                       Triumph_TR3A   \n",
       "...                    ...                                                ...   \n",
       "39231  2016-03-29 08:57:50                             Suchen_7_Sitzer_//_Bus   \n",
       "35906  2016-03-22 21:36:45              Suche_Automatik_Auto_bis_450_ohne_TÜV   \n",
       "36162  2016-04-03 20:41:49                                      Elektro_Rolli   \n",
       "38848  2016-03-29 22:06:25                                Suche_gaz69_4tuerer   \n",
       "3527   2016-03-19 12:51:47                              Autos_Ankauf_Dortmund   \n",
       "36442  2016-03-25 16:56:09  Barkas_B1000_Pritsche_zur_Ersatzteilgewinnung_...   \n",
       "36702  2016-03-10 23:53:08           Tausche_mein_LED_smart_tv_48_Zoll_gegen?   \n",
       "3308   2016-03-28 20:58:50                      Suche_dringend_ein_Kleinwagen   \n",
       "2201   2016-03-27 19:50:35                            Wartburg_1_3___4_Takter   \n",
       "30761  2016-03-09 01:57:22                 Moin_Moin_Bastler_Sucht_Auto_!!???   \n",
       "30413  2016-03-16 12:36:22                                  Suche_Transporter   \n",
       "29947  2016-03-11 10:48:57                          Familie_sucht_einen_Kombi   \n",
       "37477  2016-04-01 10:55:37         ?Moin_Moin_Bastler_Sucht_Altfahrzeug_!!???   \n",
       "45026  2016-03-12 22:53:01                   Suche_dringend_eine_Auto_mit_TÜV   \n",
       "826    2016-03-28 00:56:49                     Ich_suche_dring._neues_Auto...   \n",
       "44415  2016-03-10 22:55:34                   Auffahrrampe_/_Ausstellungsrampe   \n",
       "8151   2016-03-28 18:26:22                   Dodge_RAM_srt_Optik_v8_4_7_Liter   \n",
       "20834  2016-03-18 22:47:46                                       Schrottreif?   \n",
       "7348   2016-03-07 18:48:44                             Suche_Familienauto_Van   \n",
       "22105  2016-03-19 15:43:16               Suche_guenstigen_Kleinwagen_mit_Tuev   \n",
       "22414  2016-03-23 20:44:39                  Suche_Auto_in_Tausch_gegen_Laptop   \n",
       "29649  2016-03-26 00:58:41                       Ich_verkaufe_und_kaufe_autos   \n",
       "43481  2016-03-20 10:59:19                              Holzkoepfe/Arschmaden   \n",
       "23699  2016-03-26 13:49:19                  Suche_Auto_in_Tausch_gegen_Laptop   \n",
       "26587  2016-03-12 01:37:02               Jede_Marke_jedes_Alter_jeder_Zustand   \n",
       "42208  2016-04-01 11:59:20                               Ich_suche_Auto_Kombi   \n",
       "27096  2016-03-22 00:51:42        Ich_suche_Autos_fuer_Export_bitte_melden...   \n",
       "42066  2016-03-08 01:58:27                     Suche_Auto_bis_1.500___2000!   \n",
       "28280  2016-03-27 12:48:08                    Professionelle_Kfz_Aufbereitung   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "\n",
       "        price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "14715  345000  control    convertible               2012  automatic       460   \n",
       "28090  194000     test            suv               2016  automatic         0   \n",
       "22060  114400     test            suv               2016  automatic         0   \n",
       "49391  109999     test          coupe               2008  automatic       560   \n",
       "16964  105000  control          coupe               2010  automatic       630   \n",
       "3283    80000  control         andere               1980     manual        75   \n",
       "8446    79999     test          sedan               2011  automatic       610   \n",
       "47406   79500  control          sedan               2014  automatic       367   \n",
       "4045    72600     test          sedan               2015  automatic       409   \n",
       "49941   62000     test          sedan               2015  automatic       275   \n",
       "16006   60000     test    convertible               2008  automatic       559   \n",
       "30121   59850     test          coupe               1999  automatic       400   \n",
       "40975   55000  control          sedan               2008  automatic       559   \n",
       "2698    54500  control          coupe               1990     manual       295   \n",
       "34589   48850     test    convertible               2015     manual       220   \n",
       "33189   48700     test          sedan               1993        NaN       360   \n",
       "27481   47000     test          coupe               2009     manual       441   \n",
       "29237   46900     test    convertible               1993        NaN         0   \n",
       "23260   44200     test    convertible               1994     manual       224   \n",
       "27104   44000     test          coupe               2004     manual       420   \n",
       "17098   42000  control          sedan               2012  automatic       564   \n",
       "24255   41900  control          coupe               1976  automatic       216   \n",
       "17215   41500     test    convertible               2012     manual        82   \n",
       "13633   41000  control    convertible               1966  automatic       290   \n",
       "25485   39999     test          coupe               2009  automatic       439   \n",
       "10268   39890     test          coupe               2011     manual       436   \n",
       "1524    39500  control            suv               2013  automatic       401   \n",
       "21878   39000     test          sedan               1994  automatic       243   \n",
       "43967   37999     test    convertible               2002     manual       231   \n",
       "48962   37000     test    convertible               1961     manual       101   \n",
       "...       ...      ...            ...                ...        ...       ...   \n",
       "39231       0  control            bus               2005        NaN         0   \n",
       "35906       0  control            NaN               2000  automatic         0   \n",
       "36162       0     test            NaN               2009        NaN         0   \n",
       "38848       0     test            NaN               1970        NaN         0   \n",
       "3527        0     test            NaN               2000        NaN         0   \n",
       "36442       0  control         andere               1978        NaN        43   \n",
       "36702       0     test            NaN               1990        NaN         0   \n",
       "3308        0  control            NaN               2000        NaN         0   \n",
       "2201        0  control          sedan               1991     manual        65   \n",
       "30761       0  control            NaN               1990        NaN         0   \n",
       "30413       0     test            bus               2000        NaN         0   \n",
       "29947       0     test  station wagon               1999        NaN         0   \n",
       "37477       0  control            NaN               1990        NaN         0   \n",
       "45026       0  control            NaN               2005        NaN         0   \n",
       "826         0  control            NaN               2000        NaN         0   \n",
       "44415       0  control            NaN               2013        NaN         0   \n",
       "8151        0     test            NaN               2005  automatic         0   \n",
       "20834       0     test            NaN               1990        NaN         0   \n",
       "7348        0  control            bus               2006     manual         0   \n",
       "22105       0  control            NaN               2000        NaN        50   \n",
       "22414       0     test            NaN               2000        NaN         0   \n",
       "29649       0     test            NaN               1980        NaN         0   \n",
       "43481       0  control            NaN               2000        NaN         0   \n",
       "23699       0  control            NaN               2000        NaN         0   \n",
       "26587       0     test            NaN               1990        NaN         0   \n",
       "42208       0     test            NaN               2005        NaN         0   \n",
       "27096       0  control            NaN               2011        NaN         0   \n",
       "42066       0  control            NaN               2000        NaN         0   \n",
       "28280       0     test            NaN               2015        NaN         0   \n",
       "49984       0     test            NaN               2000        NaN         0   \n",
       "\n",
       "      model  registration_month fuel_type           brand unrepaired_damage  \\\n",
       "14715   NaN                   8       gas  sonstige_autos                no   \n",
       "28090   NaN                   3   elektro  sonstige_autos                no   \n",
       "22060   NaN                   3   elektro  sonstige_autos                no   \n",
       "49391   NaN                   9       gas  sonstige_autos                no   \n",
       "16964   NaN                   1       gas  sonstige_autos                no   \n",
       "3283    NaN                  11    diesel  sonstige_autos                no   \n",
       "8446    NaN                   1       gas  sonstige_autos                no   \n",
       "47406   NaN                  10   elektro  sonstige_autos                no   \n",
       "4045    NaN                   7       gas  sonstige_autos                no   \n",
       "49941   NaN                   8    diesel  sonstige_autos                no   \n",
       "16006   NaN                   7       gas  sonstige_autos                no   \n",
       "30121   NaN                   6       gas  sonstige_autos                no   \n",
       "40975   NaN                   2       gas  sonstige_autos                no   \n",
       "2698    NaN                   3       gas  sonstige_autos                no   \n",
       "34589   NaN                   8       gas  sonstige_autos                no   \n",
       "33189   NaN                   3       NaN  sonstige_autos                no   \n",
       "27481   NaN                   1       gas  sonstige_autos               NaN   \n",
       "29237   NaN                   6       NaN  sonstige_autos                no   \n",
       "23260   NaN                   6       gas  sonstige_autos                no   \n",
       "27104   NaN                   6       gas  sonstige_autos                no   \n",
       "17098   NaN                   3       gas  sonstige_autos                no   \n",
       "24255   NaN                   7       gas  sonstige_autos                no   \n",
       "17215   NaN                   2       gas  sonstige_autos                no   \n",
       "13633   NaN                   7       gas  sonstige_autos                no   \n",
       "25485   NaN                  10       NaN  sonstige_autos               yes   \n",
       "10268   NaN                   1       gas  sonstige_autos                no   \n",
       "1524    NaN                   6       gas  sonstige_autos                no   \n",
       "21878   NaN                   7       gas  sonstige_autos                no   \n",
       "43967   NaN                   7       gas  sonstige_autos                no   \n",
       "48962   NaN                   7       gas  sonstige_autos               NaN   \n",
       "...     ...                 ...       ...             ...               ...   \n",
       "39231   NaN                   0       NaN  sonstige_autos                no   \n",
       "35906   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "36162   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "38848   NaN                  12       NaN  sonstige_autos               NaN   \n",
       "3527    NaN                   0       NaN  sonstige_autos               NaN   \n",
       "36442   NaN                   0       gas  sonstige_autos                no   \n",
       "36702   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "3308    NaN                   0       NaN  sonstige_autos               NaN   \n",
       "2201    NaN                  10       gas  sonstige_autos               NaN   \n",
       "30761   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "30413   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "29947   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "37477   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "45026   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "826     NaN                   1       NaN  sonstige_autos               NaN   \n",
       "44415   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "8151    NaN                   0       gas  sonstige_autos               NaN   \n",
       "20834   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "7348    NaN                   0       gas  sonstige_autos                no   \n",
       "22105   NaN                   0       NaN  sonstige_autos                no   \n",
       "22414   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "29649   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "43481   NaN                   8       NaN  sonstige_autos               NaN   \n",
       "23699   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "26587   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "42208   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "27096   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "42066   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "28280   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "49984   NaN                   0       NaN  sonstige_autos               NaN   \n",
       "\n",
       "                ad_created  postal_code            last_seen  odometer_km  \n",
       "14715  2016-03-30 00:00:00        73525  2016-04-07 00:16:26        20000  \n",
       "28090  2016-03-08 00:00:00        97990  2016-03-16 04:15:31         5000  \n",
       "22060  2016-03-08 00:00:00        33335  2016-03-24 09:46:27         5000  \n",
       "49391  2016-03-17 00:00:00        96052  2016-04-05 21:46:24        30000  \n",
       "16964  2016-04-01 00:00:00        70192  2016-04-05 11:49:31        80000  \n",
       "3283   2016-03-27 00:00:00        61462  2016-04-06 04:16:07         5000  \n",
       "8446   2016-03-24 00:00:00         8523  2016-03-30 06:47:28        60000  \n",
       "47406  2016-03-16 00:00:00        85764  2016-03-27 16:47:19        30000  \n",
       "4045   2016-04-04 00:00:00        35688  2016-04-05 12:10:12         5000  \n",
       "49941  2016-03-14 00:00:00        10179  2016-03-30 23:17:48        10000  \n",
       "16006  2016-04-05 00:00:00        50858  2016-04-05 07:53:54       150000  \n",
       "30121  2016-04-05 00:00:00        92447  2016-04-05 12:38:54        60000  \n",
       "40975  2016-03-09 00:00:00        68239  2016-03-16 02:44:51        20000  \n",
       "2698   2016-03-22 00:00:00        89257  2016-03-24 06:18:29        70000  \n",
       "34589  2016-03-24 00:00:00        55596  2016-04-07 03:46:46        10000  \n",
       "33189  2016-04-02 00:00:00        76131  2016-04-06 09:45:54       150000  \n",
       "27481  2016-03-27 00:00:00        60306  2016-04-07 01:45:38       100000  \n",
       "29237  2016-03-25 00:00:00        68782  2016-04-06 15:44:46        60000  \n",
       "23260  2016-03-20 00:00:00        84036  2016-04-07 04:46:52       125000  \n",
       "27104  2016-03-31 00:00:00        70188  2016-04-06 20:48:11        40000  \n",
       "17098  2016-03-05 00:00:00        49176  2016-04-07 07:45:25        50000  \n",
       "24255  2016-03-24 00:00:00        65232  2016-04-05 23:46:39        50000  \n",
       "17215  2016-03-14 00:00:00        51109  2016-03-26 12:44:42        10000  \n",
       "13633  2016-03-14 00:00:00        72766  2016-04-05 18:45:08       150000  \n",
       "25485  2016-03-19 00:00:00        28197  2016-04-06 17:15:38        70000  \n",
       "10268  2016-03-30 00:00:00        63225  2016-04-04 18:47:00        30000  \n",
       "1524   2016-04-02 00:00:00        53557  2016-04-06 16:46:18        50000  \n",
       "21878  2016-03-17 00:00:00        94072  2016-04-06 06:16:26        30000  \n",
       "43967  2016-03-10 00:00:00        81735  2016-04-07 06:45:04         5000  \n",
       "48962  2016-03-07 00:00:00        47669  2016-04-06 03:16:35       150000  \n",
       "...                    ...          ...                  ...          ...  \n",
       "39231  2016-03-29 00:00:00        24321  2016-04-05 16:46:59        80000  \n",
       "35906  2016-03-22 00:00:00        45329  2016-03-25 14:49:28       150000  \n",
       "36162  2016-04-03 00:00:00        22113  2016-04-03 20:41:49         5000  \n",
       "38848  2016-03-29 00:00:00        35745  2016-04-06 13:45:18        10000  \n",
       "3527   2016-03-19 00:00:00        44328  2016-03-24 06:45:30       125000  \n",
       "36442  2016-03-25 00:00:00         9232  2016-04-02 21:18:04        50000  \n",
       "36702  2016-03-10 00:00:00        46485  2016-03-12 10:17:47        30000  \n",
       "3308   2016-03-28 00:00:00        44532  2016-04-03 02:20:29         5000  \n",
       "2201   2016-03-27 00:00:00        18258  2016-04-05 18:16:02        80000  \n",
       "30761  2016-03-09 00:00:00        27749  2016-03-09 07:00:47       150000  \n",
       "30413  2016-03-16 00:00:00        41812  2016-03-31 16:44:53         5000  \n",
       "29947  2016-03-11 00:00:00        37619  2016-03-16 17:47:08       150000  \n",
       "37477  2016-04-01 00:00:00        27749  2016-04-01 11:43:08       150000  \n",
       "45026  2016-03-12 00:00:00        46145  2016-03-16 09:15:45       150000  \n",
       "826    2016-03-27 00:00:00        27313  2016-04-06 09:45:03       150000  \n",
       "44415  2016-03-10 00:00:00        31789  2016-03-18 04:15:19         5000  \n",
       "8151   2016-03-28 00:00:00        65239  2016-04-01 05:45:27       150000  \n",
       "20834  2016-03-18 00:00:00        56472  2016-04-06 19:18:15         5000  \n",
       "7348   2016-03-07 00:00:00         7747  2016-03-15 02:16:23       100000  \n",
       "22105  2016-03-19 00:00:00        26817  2016-03-20 17:19:53         5000  \n",
       "22414  2016-03-23 00:00:00        23843  2016-03-25 04:46:54         5000  \n",
       "29649  2016-03-25 00:00:00        27576  2016-03-26 05:57:29         5000  \n",
       "43481  2016-03-20 00:00:00        23845  2016-03-20 10:59:19         5000  \n",
       "23699  2016-03-26 00:00:00        23843  2016-03-26 13:49:19         5000  \n",
       "26587  2016-03-12 00:00:00        23611  2016-03-30 17:37:01       150000  \n",
       "42208  2016-04-01 00:00:00        13583  2016-04-03 08:17:29        70000  \n",
       "27096  2016-03-22 00:00:00        63065  2016-03-22 01:32:21       150000  \n",
       "42066  2016-03-08 00:00:00        48341  2016-03-12 09:18:00       150000  \n",
       "28280  2016-03-27 00:00:00        88213  2016-03-27 12:48:08       125000  \n",
       "49984  2016-03-31 00:00:00        12103  2016-04-02 19:44:53       150000  \n",
       "\n",
       "[518 rows x 17 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sonstige.sort_values(by=['price'], ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sonstige vehicles seem to be luxury vehicles at the high end of the songstige price range - Rolls Royce, Tesla, Lambourghini, Bentley.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'audi': 129287.78018799711,\n",
       " 'bmw': 132431.38368351315,\n",
       " 'citroen': 119580.8383233533,\n",
       " 'fiat': 116553.94524959743,\n",
       " 'ford': 124068.65671641791,\n",
       " 'hyundai': 106511.62790697675,\n",
       " 'mazda': 124745.5295735901,\n",
       " 'mercedes_benz': 130856.0821139987,\n",
       " 'mini': 88602.40963855422,\n",
       " 'nissan': 118572.41379310345,\n",
       " 'opel': 129224.7688751926,\n",
       " 'peugeot': 127136.81241184767,\n",
       " 'renault': 128238.01143862736,\n",
       " 'seat': 121563.57388316152,\n",
       " 'skoda': 110954.54545454546,\n",
       " 'smart': 99595.80838323354,\n",
       " 'sonstige_autos': 88262.54826254827,\n",
       " 'toyota': 115709.51585976628,\n",
       " 'volkswagen': 128724.10407461954,\n",
       " 'volvo': 138355.85585585586}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mileage_aggregate = {}\n",
    "for name in hot_brands:\n",
    "    mileage_aggregate[name] = autos.loc[autos[\"brand\"] == name, \"odometer_km\"].mean()\n",
    "mileage_aggregate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'audi': 9093.65003615329,\n",
       " 'bmw': 8102.536248343744,\n",
       " 'citroen': 3699.935628742515,\n",
       " 'fiat': 2711.8011272141707,\n",
       " 'ford': 3652.095223880597,\n",
       " 'hyundai': 5308.53911205074,\n",
       " 'mazda': 4010.7716643741405,\n",
       " 'mercedes_benz': 8485.239571958942,\n",
       " 'mini': 10460.012048192772,\n",
       " 'nissan': 4664.891034482758,\n",
       " 'opel': 2877.7224576271187,\n",
       " 'peugeot': 3039.4682651622,\n",
       " 'renault': 2396.2067751869777,\n",
       " 'seat': 4296.492554410081,\n",
       " 'skoda': 6334.91948051948,\n",
       " 'smart': 3542.706586826347,\n",
       " 'sonstige_autos': 10909.372586872587,\n",
       " 'toyota': 5115.33388981636,\n",
       " 'volkswagen': 5231.081983308787,\n",
       " 'volvo': 4757.108108108108}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_aggregate = {}\n",
    "for name in hot_brands:\n",
    "    price_aggregate[name] = autos.loc[autos[\"brand\"] == name, \"price\"].mean()\n",
    "price_aggregate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mileage_series = pd.Series(mileage_aggregate)\n",
    "price_series = pd.Series(price_aggregate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>audi</th>\n",
       "      <td>129287.780188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bmw</th>\n",
       "      <td>132431.383684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>citroen</th>\n",
       "      <td>119580.838323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiat</th>\n",
       "      <td>116553.945250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ford</th>\n",
       "      <td>124068.656716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hyundai</th>\n",
       "      <td>106511.627907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mazda</th>\n",
       "      <td>124745.529574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mercedes_benz</th>\n",
       "      <td>130856.082114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mini</th>\n",
       "      <td>88602.409639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nissan</th>\n",
       "      <td>118572.413793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opel</th>\n",
       "      <td>129224.768875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peugeot</th>\n",
       "      <td>127136.812412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>renault</th>\n",
       "      <td>128238.011439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seat</th>\n",
       "      <td>121563.573883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skoda</th>\n",
       "      <td>110954.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smart</th>\n",
       "      <td>99595.808383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sonstige_autos</th>\n",
       "      <td>88262.548263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>toyota</th>\n",
       "      <td>115709.515860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volkswagen</th>\n",
       "      <td>128724.104075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volvo</th>\n",
       "      <td>138355.855856</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      mileage\n",
       "audi            129287.780188\n",
       "bmw             132431.383684\n",
       "citroen         119580.838323\n",
       "fiat            116553.945250\n",
       "ford            124068.656716\n",
       "hyundai         106511.627907\n",
       "mazda           124745.529574\n",
       "mercedes_benz   130856.082114\n",
       "mini             88602.409639\n",
       "nissan          118572.413793\n",
       "opel            129224.768875\n",
       "peugeot         127136.812412\n",
       "renault         128238.011439\n",
       "seat            121563.573883\n",
       "skoda           110954.545455\n",
       "smart            99595.808383\n",
       "sonstige_autos   88262.548263\n",
       "toyota          115709.515860\n",
       "volkswagen      128724.104075\n",
       "volvo           138355.855856"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_mileage_by_brand = pd.DataFrame(mileage_series, columns=['mileage'])\n",
    "price_mileage_by_brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "price_mileage_by_brand[\"price\"] = price_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>volvo</th>\n",
       "      <td>138355.855856</td>\n",
       "      <td>4757.108108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bmw</th>\n",
       "      <td>132431.383684</td>\n",
       "      <td>8102.536248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mercedes_benz</th>\n",
       "      <td>130856.082114</td>\n",
       "      <td>8485.239572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>audi</th>\n",
       "      <td>129287.780188</td>\n",
       "      <td>9093.650036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opel</th>\n",
       "      <td>129224.768875</td>\n",
       "      <td>2877.722458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volkswagen</th>\n",
       "      <td>128724.104075</td>\n",
       "      <td>5231.081983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>renault</th>\n",
       "      <td>128238.011439</td>\n",
       "      <td>2396.206775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peugeot</th>\n",
       "      <td>127136.812412</td>\n",
       "      <td>3039.468265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mazda</th>\n",
       "      <td>124745.529574</td>\n",
       "      <td>4010.771664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ford</th>\n",
       "      <td>124068.656716</td>\n",
       "      <td>3652.095224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seat</th>\n",
       "      <td>121563.573883</td>\n",
       "      <td>4296.492554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>citroen</th>\n",
       "      <td>119580.838323</td>\n",
       "      <td>3699.935629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nissan</th>\n",
       "      <td>118572.413793</td>\n",
       "      <td>4664.891034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiat</th>\n",
       "      <td>116553.945250</td>\n",
       "      <td>2711.801127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>toyota</th>\n",
       "      <td>115709.515860</td>\n",
       "      <td>5115.333890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skoda</th>\n",
       "      <td>110954.545455</td>\n",
       "      <td>6334.919481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hyundai</th>\n",
       "      <td>106511.627907</td>\n",
       "      <td>5308.539112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smart</th>\n",
       "      <td>99595.808383</td>\n",
       "      <td>3542.706587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mini</th>\n",
       "      <td>88602.409639</td>\n",
       "      <td>10460.012048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sonstige_autos</th>\n",
       "      <td>88262.548263</td>\n",
       "      <td>10909.372587</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      mileage         price\n",
       "volvo           138355.855856   4757.108108\n",
       "bmw             132431.383684   8102.536248\n",
       "mercedes_benz   130856.082114   8485.239572\n",
       "audi            129287.780188   9093.650036\n",
       "opel            129224.768875   2877.722458\n",
       "volkswagen      128724.104075   5231.081983\n",
       "renault         128238.011439   2396.206775\n",
       "peugeot         127136.812412   3039.468265\n",
       "mazda           124745.529574   4010.771664\n",
       "ford            124068.656716   3652.095224\n",
       "seat            121563.573883   4296.492554\n",
       "citroen         119580.838323   3699.935629\n",
       "nissan          118572.413793   4664.891034\n",
       "fiat            116553.945250   2711.801127\n",
       "toyota          115709.515860   5115.333890\n",
       "skoda           110954.545455   6334.919481\n",
       "hyundai         106511.627907   5308.539112\n",
       "smart            99595.808383   3542.706587\n",
       "mini             88602.409639  10460.012048\n",
       "sonstige_autos   88262.548263  10909.372587"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_mileage_by_brand.sort_values(by='mileage', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The luxury vehicles towards the top of this list have among the highest mileage as well as the highest prices - BMW, Mercedes, and Audi are in second, third, and fourth place respectively.  The other cars at the top of the average mileage list cost significantly less.  This suggests that the luxury cars are still worth more despite their relatively high mileage, at least in the eyes of the owners (if these prices are indeed asking prices rather than selling prices).\n",
    "\n",
    "Interestingly, the sonstige_autos are at the bottom of the list in terms of average mileage, despite having the highest average prices.  The Mini is very similar to the sonstige_autos in both price and mileage, differing in less than 500 for each value.\n",
    "\n",
    "The data for the mileage seems to be bracketed rather than precise amounts.  The values are all rounded to the nearest thousand, with 150,000km being the most frequent and also the highest value.  This lack of precision coupled with the fact that the price listings may only be asking prices, means that this is very much an estimate in terms of price-mileage correlation.\n",
    "\n",
    "I wanted to break this information down further to see if I could find a correlation between mileage range and price:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     48006.000000\n",
       "mean     125569.199683\n",
       "std       40075.668357\n",
       "min        5000.000000\n",
       "25%      100000.000000\n",
       "50%      150000.000000\n",
       "75%      150000.000000\n",
       "max      150000.000000\n",
       "Name: odometer_km, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos[\"odometer_km\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-26 18:57:24</td>\n",
       "      <td>Volkswagen_Golf_1.6_United</td>\n",
       "      <td>8990</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>102</td>\n",
       "      <td>golf</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>35394</td>\n",
       "      <td>2016-04-06 20:15:37</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-12 16:58:10</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...</td>\n",
       "      <td>4350</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
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       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>smart</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>33729</td>\n",
       "      <td>2016-03-15 03:16:28</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-03-31 19:48:22</td>\n",
       "      <td>Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...</td>\n",
       "      <td>5299</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>71</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>smart</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>34590</td>\n",
       "      <td>2016-04-06 14:17:52</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-04-01 12:06:20</td>\n",
       "      <td>Corvette_C3_Coupe_T_Top_Crossfire_Injection</td>\n",
       "      <td>18900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1982</td>\n",
       "      <td>automatic</td>\n",
       "      <td>203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>61276</td>\n",
       "      <td>2016-04-02 21:10:48</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-03-28 20:50:54</td>\n",
       "      <td>MINI_Cooper_S_Cabrio</td>\n",
       "      <td>25450</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2015</td>\n",
       "      <td>manual</td>\n",
       "      <td>184</td>\n",
       "      <td>cooper</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>mini</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44789</td>\n",
       "      <td>2016-04-01 06:45:30</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-04-03 11:57:02</td>\n",
       "      <td>BMW_535i_xDrive_Sport_Aut.</td>\n",
       "      <td>48500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>306</td>\n",
       "      <td>5er</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>22547</td>\n",
       "      <td>2016-04-07 13:16:50</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2016-03-23 16:47:46</td>\n",
       "      <td>Seat_Altea_XL_2.0_TDI_CR_DPF_Style</td>\n",
       "      <td>13800</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>altea</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>85113</td>\n",
       "      <td>2016-04-05 20:17:53</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2016-03-22 21:37:03</td>\n",
       "      <td>Vw_Polo_l.0_/60_PS_Blue_Motion_Technologie_Son...</td>\n",
       "      <td>11900</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2014</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>polo</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>26629</td>\n",
       "      <td>2016-04-06 18:44:39</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2016-03-08 16:51:22</td>\n",
       "      <td>Audi_A1_1.2_TFSI_Attraction_mit_Garantie</td>\n",
       "      <td>11500</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>86</td>\n",
       "      <td>a1</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>85049</td>\n",
       "      <td>2016-04-07 03:16:05</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2016-03-27 15:36:42</td>\n",
       "      <td>Mercedes_Benz_CL_500__BlueEFFICIENCY__7G_TRONIC</td>\n",
       "      <td>56000</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>435</td>\n",
       "      <td>cl</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>34474</td>\n",
       "      <td>2016-04-05 11:47:52</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2016-03-25 18:50:03</td>\n",
       "      <td>Senator_A_3.0E_Karosserie_restauriert_m._viele...</td>\n",
       "      <td>3500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>other</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>63500</td>\n",
       "      <td>2016-04-07 00:46:00</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2016-04-02 17:45:01</td>\n",
       "      <td>Dacia_Sandero_Stepway_II_MPI_85__top_gepflegt</td>\n",
       "      <td>9000</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>84</td>\n",
       "      <td>sandero</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>dacia</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>53639</td>\n",
       "      <td>2016-04-06 16:46:50</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-03-14 22:51:19</td>\n",
       "      <td>MINI_Mini_Cooper_S___Xenon_Leder</td>\n",
       "      <td>13950</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>184</td>\n",
       "      <td>cooper</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>mini</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>14532</td>\n",
       "      <td>2016-04-06 18:46:08</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-03-21 18:58:06</td>\n",
       "      <td>Dacia_Sandero_1.4_MPI__Basis</td>\n",
       "      <td>2500</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>sandero</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>dacia</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>74388</td>\n",
       "      <td>2016-03-28 16:46:41</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-03-28 19:39:35</td>\n",
       "      <td>Suche_Opel_Astra_F__Corsa_oder_Kadett_E_mit_Re...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>4552</td>\n",
       "      <td>2016-04-07 01:45:48</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2016-03-22 14:52:57</td>\n",
       "      <td>BMW_318i_neustes_Model_0Km</td>\n",
       "      <td>31999</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2016</td>\n",
       "      <td>manual</td>\n",
       "      <td>136</td>\n",
       "      <td>3er</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>45149</td>\n",
       "      <td>2016-04-06 05:15:42</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2016-03-11 12:36:21</td>\n",
       "      <td>Toyota_yaris_cool</td>\n",
       "      <td>5000</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>yaris</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>toyota</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>30916</td>\n",
       "      <td>2016-04-07 08:17:01</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2016-03-07 13:50:22</td>\n",
       "      <td>Audi_A3_2.0_TDI_Cabrio_S_tronic__clean_diesel_...</td>\n",
       "      <td>34900</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>32052</td>\n",
       "      <td>2016-03-24 03:47:03</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2016-03-30 15:59:17</td>\n",
       "      <td>Jaguar_XJ_5.0_V8_Portfolio</td>\n",
       "      <td>36000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>385</td>\n",
       "      <td>other</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>jaguar</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>21720</td>\n",
       "      <td>2016-04-07 06:44:54</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2016-04-05 09:48:54</td>\n",
       "      <td>Peugeot_207_CC___Cabrio_Bj_2011</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>2_reihe</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>99735</td>\n",
       "      <td>2016-04-07 12:17:34</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2016-03-12 18:57:48</td>\n",
       "      <td>Mazda_5_2.0_CD_DPF_Exclusive</td>\n",
       "      <td>4500</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>143</td>\n",
       "      <td>5_reihe</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mazda</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>51375</td>\n",
       "      <td>2016-04-07 12:47:06</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2016-03-22 11:57:49</td>\n",
       "      <td>Ford_Ka_dunkel_blau</td>\n",
       "      <td>320</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>ka</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>24109</td>\n",
       "      <td>2016-04-02 01:47:21</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2016-03-11 22:55:39</td>\n",
       "      <td>Nissan_Micra_1.2_visia_1._Hand_Bj._2010</td>\n",
       "      <td>3799</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>65</td>\n",
       "      <td>micra</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>nissan</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>12157</td>\n",
       "      <td>2016-03-17 23:44:25</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2016-03-26 02:57:29</td>\n",
       "      <td>Opel_Tigra_A_1.6_16V_Schlachtfahrzeug__GSI_C20...</td>\n",
       "      <td>150</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>106</td>\n",
       "      <td>tigra</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>opel</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>67269</td>\n",
       "      <td>2016-04-05 19:47:10</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2016-03-23 17:51:11</td>\n",
       "      <td>Volkswagen_Passat_Variant_2.0_TDI_BlueMotion_T...</td>\n",
       "      <td>18700</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>passat</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>38440</td>\n",
       "      <td>2016-04-05 22:17:49</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2016-03-14 06:36:20</td>\n",
       "      <td>Opel_Corsa</td>\n",
       "      <td>7350</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>corsa</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>90475</td>\n",
       "      <td>2016-03-20 22:45:46</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2016-03-24 22:56:04</td>\n",
       "      <td>Golf_VII_1_4_TSI_Highline_Autom_Panorama_Alcan...</td>\n",
       "      <td>18900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2013</td>\n",
       "      <td>automatic</td>\n",
       "      <td>122</td>\n",
       "      <td>golf</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>58708</td>\n",
       "      <td>2016-03-31 11:15:33</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2016-03-15 09:48:41</td>\n",
       "      <td>verkaufe_Ford_focus_1_8_Diesel</td>\n",
       "      <td>1100</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>127</td>\n",
       "      <td>focus</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>27568</td>\n",
       "      <td>2016-03-22 08:47:10</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2016-03-17 18:53:29</td>\n",
       "      <td>Skoda_Octavia_Combi_2.0_TDI_DPF_RS</td>\n",
       "      <td>9990</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>170</td>\n",
       "      <td>octavia</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>skoda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>99947</td>\n",
       "      <td>2016-03-23 08:15:39</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2016-03-21 15:49:37</td>\n",
       "      <td>Volkswagen_polo_6n_tuev_11/2016</td>\n",
       "      <td>190</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>polo</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>30823</td>\n",
       "      <td>2016-03-22 20:18:58</td>\n",
       "      <td>30000</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>49832</th>\n",
       "      <td>2016-03-28 13:41:35</td>\n",
       "      <td>Hyundai_Santa_Fe_2.2_CRDi_/_Diesel__Automatik_...</td>\n",
       "      <td>29999</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2015</td>\n",
       "      <td>automatic</td>\n",
       "      <td>197</td>\n",
       "      <td>santa</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>hyundai</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>50389</td>\n",
       "      <td>2016-04-04 15:18:15</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49842</th>\n",
       "      <td>2016-04-02 14:42:45</td>\n",
       "      <td>Mercedes_Benz_Vito_111_CDI_Kompakt</td>\n",
       "      <td>12500</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>vito</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>30826</td>\n",
       "      <td>2016-04-06 12:46:12</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49844</th>\n",
       "      <td>2016-03-26 19:43:51</td>\n",
       "      <td>Fahrzeug_Ankauf!!!!</td>\n",
       "      <td>22222</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>72160</td>\n",
       "      <td>2016-03-26 19:43:51</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49845</th>\n",
       "      <td>2016-03-21 00:50:15</td>\n",
       "      <td>Schlachte_VW_Sharan_vr6_Automatik___no_GTI_16V...</td>\n",
       "      <td>1</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatic</td>\n",
       "      <td>174</td>\n",
       "      <td>sharan</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>14621</td>\n",
       "      <td>2016-04-05 21:16:16</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49847</th>\n",
       "      <td>2016-04-03 22:58:18</td>\n",
       "      <td>Volkswagen_Golf_1.4_TSI_BlueMotion_Technology_...</td>\n",
       "      <td>17499</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2013</td>\n",
       "      <td>automatic</td>\n",
       "      <td>140</td>\n",
       "      <td>golf</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>71665</td>\n",
       "      <td>2016-04-06 00:45:08</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49850</th>\n",
       "      <td>2016-03-21 06:36:54</td>\n",
       "      <td>Vw_Passat_2_0tdi</td>\n",
       "      <td>5650</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>passat</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>27751</td>\n",
       "      <td>2016-04-06 01:50:22</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49855</th>\n",
       "      <td>2016-03-24 09:36:21</td>\n",
       "      <td>Porsche_Cayman_S_PDK__Chrono_Plus__Approved__P...</td>\n",
       "      <td>33500</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2009</td>\n",
       "      <td>automatic</td>\n",
       "      <td>320</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-24 00:00:00</td>\n",
       "      <td>74321</td>\n",
       "      <td>2016-03-24 09:36:21</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49857</th>\n",
       "      <td>2016-03-21 17:40:01</td>\n",
       "      <td>Volkswagen_Golf_1.6_TDI_BlueMotion_Technology_...</td>\n",
       "      <td>16490</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>105</td>\n",
       "      <td>golf</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>27798</td>\n",
       "      <td>2016-04-06 17:46:46</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49860</th>\n",
       "      <td>2016-04-03 14:49:24</td>\n",
       "      <td>Tausche_gegen_Opel_Agila</td>\n",
       "      <td>800</td>\n",
       "      <td>test</td>\n",
       "      <td>andere</td>\n",
       "      <td>1997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>agila</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>65191</td>\n",
       "      <td>2016-04-06 21:45:13</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49862</th>\n",
       "      <td>2016-03-05 14:55:10</td>\n",
       "      <td>opel_astra_F_caravan</td>\n",
       "      <td>1100</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>74</td>\n",
       "      <td>astra</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>61279</td>\n",
       "      <td>2016-03-14 05:46:23</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49865</th>\n",
       "      <td>2016-03-10 01:37:42</td>\n",
       "      <td>Mercedes_CLK_270_CDI_TÜV_bis_11_2017_klimaauto...</td>\n",
       "      <td>5200</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>clk</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>80686</td>\n",
       "      <td>2016-03-31 07:46:31</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49866</th>\n",
       "      <td>2016-03-29 23:43:12</td>\n",
       "      <td>Golf_III_zum_Ausschlachten</td>\n",
       "      <td>385</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>golf</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>38690</td>\n",
       "      <td>2016-04-06 10:45:00</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49875</th>\n",
       "      <td>2016-03-29 13:55:06</td>\n",
       "      <td>Golf_5_Variant_ab_April_zu_verkaufen</td>\n",
       "      <td>7900</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>80</td>\n",
       "      <td>golf</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>16269</td>\n",
       "      <td>2016-04-05 23:17:47</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49893</th>\n",
       "      <td>2016-03-15 13:58:31</td>\n",
       "      <td>Mitsubishi_Pajero_3.2_DI_D_Automatik_Instyle</td>\n",
       "      <td>19500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2007</td>\n",
       "      <td>automatic</td>\n",
       "      <td>170</td>\n",
       "      <td>pajero</td>\n",
       "      <td>6</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>91522</td>\n",
       "      <td>2016-03-22 15:17:52</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49901</th>\n",
       "      <td>2016-03-12 20:50:37</td>\n",
       "      <td>MINI_Mini_One</td>\n",
       "      <td>8300</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>one</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>mini</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>65195</td>\n",
       "      <td>2016-03-22 07:47:50</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49903</th>\n",
       "      <td>2016-03-17 16:46:40</td>\n",
       "      <td>Opel_Astra_1.7_CDTI_Caravan_DPF__119g__Edition...</td>\n",
       "      <td>8250</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2010</td>\n",
       "      <td>manual</td>\n",
       "      <td>110</td>\n",
       "      <td>astra</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>61130</td>\n",
       "      <td>2016-04-07 01:45:17</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49907</th>\n",
       "      <td>2016-03-10 10:52:58</td>\n",
       "      <td>Opel_Astra_1.4_ecoFLEX_Edition</td>\n",
       "      <td>8250</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>astra</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>35418</td>\n",
       "      <td>2016-04-07 00:16:27</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49908</th>\n",
       "      <td>2016-03-19 18:36:24</td>\n",
       "      <td>Fiat_Panda_1.1_Active</td>\n",
       "      <td>2900</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>54</td>\n",
       "      <td>panda</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>45549</td>\n",
       "      <td>2016-04-07 07:15:20</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49934</th>\n",
       "      <td>2016-03-11 19:44:33</td>\n",
       "      <td>Mazda_MX_5_1.6i_16V_Rostfrei__Top_Zustand</td>\n",
       "      <td>4999</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>110</td>\n",
       "      <td>mx_reihe</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>mazda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>52224</td>\n",
       "      <td>2016-04-06 00:16:54</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49939</th>\n",
       "      <td>2016-03-13 15:43:19</td>\n",
       "      <td>Audi_TT_Roadster_2.0_TFSI</td>\n",
       "      <td>16995</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>200</td>\n",
       "      <td>tt</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>94522</td>\n",
       "      <td>2016-04-06 17:16:35</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49941</th>\n",
       "      <td>2016-03-15 00:53:25</td>\n",
       "      <td>Maserati_Ghibli_Diesel_Automatik</td>\n",
       "      <td>62000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2015</td>\n",
       "      <td>automatic</td>\n",
       "      <td>275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>10179</td>\n",
       "      <td>2016-03-30 23:17:48</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49948</th>\n",
       "      <td>2016-03-22 16:44:57</td>\n",
       "      <td>Hyundai_ix35_2.0_CRDi_4WD_Automatik</td>\n",
       "      <td>19900</td>\n",
       "      <td>test</td>\n",
       "      <td>suv</td>\n",
       "      <td>2013</td>\n",
       "      <td>automatic</td>\n",
       "      <td>184</td>\n",
       "      <td>i_reihe</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>hyundai</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>96515</td>\n",
       "      <td>2016-04-06 06:45:11</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49950</th>\n",
       "      <td>2016-03-15 13:45:36</td>\n",
       "      <td>Volvo_V70_2_II__2002__AHK__Klima__Volleder</td>\n",
       "      <td>3099</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volvo</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>23554</td>\n",
       "      <td>2016-03-21 09:46:27</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49970</th>\n",
       "      <td>2016-03-21 22:47:37</td>\n",
       "      <td>c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...</td>\n",
       "      <td>15800</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>136</td>\n",
       "      <td>c4</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>citroen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>14947</td>\n",
       "      <td>2016-04-07 04:17:34</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49979</th>\n",
       "      <td>2016-03-20 18:38:40</td>\n",
       "      <td>Volkswagen_Polo_1.6_TDI_Style</td>\n",
       "      <td>11000</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>polo</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>48455</td>\n",
       "      <td>2016-04-07 01:45:12</td>\n",
       "      <td>70000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49982</th>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm</td>\n",
       "      <td>1950</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>fabia</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>skoda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>45884</td>\n",
       "      <td>2016-03-29 18:51:08</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49987</th>\n",
       "      <td>2016-03-22 20:47:27</td>\n",
       "      <td>Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...</td>\n",
       "      <td>21990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>94362</td>\n",
       "      <td>2016-03-26 22:46:06</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49990</th>\n",
       "      <td>2016-03-21 19:54:19</td>\n",
       "      <td>Mercedes_Benz_A_200__BlueEFFICIENCY__Urban</td>\n",
       "      <td>17500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>manual</td>\n",
       "      <td>156</td>\n",
       "      <td>a_klasse</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>58239</td>\n",
       "      <td>2016-04-06 22:46:57</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>2016-04-02 14:44:48</td>\n",
       "      <td>Fiat_500_C_1.2_Dualogic_Lounge</td>\n",
       "      <td>13200</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2014</td>\n",
       "      <td>automatic</td>\n",
       "      <td>69</td>\n",
       "      <td>500</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>73430</td>\n",
       "      <td>2016-04-04 11:47:27</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>2016-03-08 19:25:42</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_Ambition</td>\n",
       "      <td>22900</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2013</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>35683</td>\n",
       "      <td>2016-04-05 16:45:07</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9917 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "2      2016-03-26 18:57:24                         Volkswagen_Golf_1.6_United   \n",
       "3      2016-03-12 16:58:10  Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...   \n",
       "12     2016-03-31 19:48:22  Smart_smart_fortwo_coupe_softouch_pure_MHD_Pan...   \n",
       "15     2016-04-01 12:06:20        Corvette_C3_Coupe_T_Top_Crossfire_Injection   \n",
       "22     2016-03-28 20:50:54                               MINI_Cooper_S_Cabrio   \n",
       "24     2016-04-03 11:57:02                         BMW_535i_xDrive_Sport_Aut.   \n",
       "37     2016-03-23 16:47:46                 Seat_Altea_XL_2.0_TDI_CR_DPF_Style   \n",
       "42     2016-03-22 21:37:03  Vw_Polo_l.0_/60_PS_Blue_Motion_Technologie_Son...   \n",
       "43     2016-03-08 16:51:22           Audi_A1_1.2_TFSI_Attraction_mit_Garantie   \n",
       "49     2016-03-27 15:36:42    Mercedes_Benz_CL_500__BlueEFFICIENCY__7G_TRONIC   \n",
       "52     2016-03-25 18:50:03  Senator_A_3.0E_Karosserie_restauriert_m._viele...   \n",
       "53     2016-04-02 17:45:01      Dacia_Sandero_Stepway_II_MPI_85__top_gepflegt   \n",
       "63     2016-03-14 22:51:19                   MINI_Mini_Cooper_S___Xenon_Leder   \n",
       "69     2016-03-21 18:58:06                       Dacia_Sandero_1.4_MPI__Basis   \n",
       "71     2016-03-28 19:39:35  Suche_Opel_Astra_F__Corsa_oder_Kadett_E_mit_Re...   \n",
       "76     2016-03-22 14:52:57                         BMW_318i_neustes_Model_0Km   \n",
       "85     2016-03-11 12:36:21                                  Toyota_yaris_cool   \n",
       "90     2016-03-07 13:50:22  Audi_A3_2.0_TDI_Cabrio_S_tronic__clean_diesel_...   \n",
       "95     2016-03-30 15:59:17                         Jaguar_XJ_5.0_V8_Portfolio   \n",
       "99     2016-04-05 09:48:54                    Peugeot_207_CC___Cabrio_Bj_2011   \n",
       "100    2016-03-12 18:57:48                       Mazda_5_2.0_CD_DPF_Exclusive   \n",
       "102    2016-03-22 11:57:49                                Ford_Ka_dunkel_blau   \n",
       "103    2016-03-11 22:55:39            Nissan_Micra_1.2_visia_1._Hand_Bj._2010   \n",
       "106    2016-03-26 02:57:29  Opel_Tigra_A_1.6_16V_Schlachtfahrzeug__GSI_C20...   \n",
       "114    2016-03-23 17:51:11  Volkswagen_Passat_Variant_2.0_TDI_BlueMotion_T...   \n",
       "116    2016-03-14 06:36:20                                         Opel_Corsa   \n",
       "120    2016-03-24 22:56:04  Golf_VII_1_4_TSI_Highline_Autom_Panorama_Alcan...   \n",
       "121    2016-03-15 09:48:41                     verkaufe_Ford_focus_1_8_Diesel   \n",
       "122    2016-03-17 18:53:29                 Skoda_Octavia_Combi_2.0_TDI_DPF_RS   \n",
       "127    2016-03-21 15:49:37                    Volkswagen_polo_6n_tuev_11/2016   \n",
       "...                    ...                                                ...   \n",
       "49832  2016-03-28 13:41:35  Hyundai_Santa_Fe_2.2_CRDi_/_Diesel__Automatik_...   \n",
       "49842  2016-04-02 14:42:45                 Mercedes_Benz_Vito_111_CDI_Kompakt   \n",
       "49844  2016-03-26 19:43:51                                Fahrzeug_Ankauf!!!!   \n",
       "49845  2016-03-21 00:50:15  Schlachte_VW_Sharan_vr6_Automatik___no_GTI_16V...   \n",
       "49847  2016-04-03 22:58:18  Volkswagen_Golf_1.4_TSI_BlueMotion_Technology_...   \n",
       "49850  2016-03-21 06:36:54                                   Vw_Passat_2_0tdi   \n",
       "49855  2016-03-24 09:36:21  Porsche_Cayman_S_PDK__Chrono_Plus__Approved__P...   \n",
       "49857  2016-03-21 17:40:01  Volkswagen_Golf_1.6_TDI_BlueMotion_Technology_...   \n",
       "49860  2016-04-03 14:49:24                           Tausche_gegen_Opel_Agila   \n",
       "49862  2016-03-05 14:55:10                               opel_astra_F_caravan   \n",
       "49865  2016-03-10 01:37:42  Mercedes_CLK_270_CDI_TÜV_bis_11_2017_klimaauto...   \n",
       "49866  2016-03-29 23:43:12                         Golf_III_zum_Ausschlachten   \n",
       "49875  2016-03-29 13:55:06               Golf_5_Variant_ab_April_zu_verkaufen   \n",
       "49893  2016-03-15 13:58:31       Mitsubishi_Pajero_3.2_DI_D_Automatik_Instyle   \n",
       "49901  2016-03-12 20:50:37                                      MINI_Mini_One   \n",
       "49903  2016-03-17 16:46:40  Opel_Astra_1.7_CDTI_Caravan_DPF__119g__Edition...   \n",
       "49907  2016-03-10 10:52:58                     Opel_Astra_1.4_ecoFLEX_Edition   \n",
       "49908  2016-03-19 18:36:24                              Fiat_Panda_1.1_Active   \n",
       "49934  2016-03-11 19:44:33          Mazda_MX_5_1.6i_16V_Rostfrei__Top_Zustand   \n",
       "49939  2016-03-13 15:43:19                          Audi_TT_Roadster_2.0_TFSI   \n",
       "49941  2016-03-15 00:53:25                   Maserati_Ghibli_Diesel_Automatik   \n",
       "49948  2016-03-22 16:44:57                Hyundai_ix35_2.0_CRDi_4WD_Automatik   \n",
       "49950  2016-03-15 13:45:36         Volvo_V70_2_II__2002__AHK__Klima__Volleder   \n",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \n",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \n",
       "49982  2016-03-29 18:51:08            Skoda_Fabia_4_Tuerer_Bj:2004__85.000Tkm   \n",
       "49987  2016-03-22 20:47:27  Audi_A3_Limousine_2.0_TDI_DPF_Ambition__NAVI__...   \n",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \n",
       "49997  2016-04-02 14:44:48                     Fiat_500_C_1.2_Dualogic_Lounge   \n",
       "49998  2016-03-08 19:25:42                 Audi_A3_2.0_TDI_Sportback_Ambition   \n",
       "\n",
       "       price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "2       8990     test          sedan               2009     manual       102   \n",
       "3       4350  control      small car               2007  automatic        71   \n",
       "12      5299  control      small car               2010  automatic        71   \n",
       "15     18900     test          coupe               1982  automatic       203   \n",
       "22     25450  control    convertible               2015     manual       184   \n",
       "24     48500  control          sedan               2014  automatic       306   \n",
       "37     13800     test            bus               2012     manual       140   \n",
       "42     11900  control      small car               2014     manual        60   \n",
       "43     11500     test      small car               2011     manual        86   \n",
       "49     56000  control          coupe               2012  automatic       435   \n",
       "52      3500     test          sedan               1985        NaN         0   \n",
       "53      9000  control          sedan               2012     manual        84   \n",
       "63     13950  control      small car               2011     manual       184   \n",
       "69      2500     test      small car               2009     manual        75   \n",
       "71         0  control            NaN               1990     manual         0   \n",
       "76     31999  control          sedan               2016     manual       136   \n",
       "85      5000     test      small car               2009     manual         0   \n",
       "90     34900  control    convertible               2014  automatic       150   \n",
       "95     36000     test          sedan               2012  automatic       385   \n",
       "99         0  control    convertible               2011     manual         0   \n",
       "100     4500     test            bus               2007     manual       143   \n",
       "102      320  control      small car               2004     manual         0   \n",
       "103     3799  control      small car               2004     manual        65   \n",
       "106      150     test          coupe               1996     manual       106   \n",
       "114    18700  control  station wagon               2013     manual       140   \n",
       "116     7350  control      small car               2012     manual       101   \n",
       "120    18900  control          sedan               2013  automatic       122   \n",
       "121     1100  control  station wagon               2002     manual       127   \n",
       "122     9990  control  station wagon               2007     manual       170   \n",
       "127      190  control      small car               1995     manual        60   \n",
       "...      ...      ...            ...                ...        ...       ...   \n",
       "49832  29999     test            suv               2015  automatic       197   \n",
       "49842  12500     test            bus               2009        NaN         0   \n",
       "49844  22222  control            NaN               2005        NaN         0   \n",
       "49845      1     test            NaN               2000  automatic       174   \n",
       "49847  17499  control          sedan               2013  automatic       140   \n",
       "49850   5650  control          sedan               2006     manual       140   \n",
       "49855  33500  control          coupe               2009  automatic       320   \n",
       "49857  16490  control          sedan               2013     manual       105   \n",
       "49860    800     test         andere               1997        NaN         0   \n",
       "49862   1100  control  station wagon               1997     manual        74   \n",
       "49865   5200     test          coupe               2004  automatic         0   \n",
       "49866    385  control      small car               1996     manual        75   \n",
       "49875   7900  control  station wagon               2009     manual        80   \n",
       "49893  19500  control            suv               2007  automatic       170   \n",
       "49901   8300  control      small car               2009     manual        75   \n",
       "49903   8250     test  station wagon               2010     manual       110   \n",
       "49907   8250     test          sedan               2011     manual       101   \n",
       "49908   2900     test      small car               2009     manual        54   \n",
       "49934   4999     test    convertible               1999     manual       110   \n",
       "49939  16995     test    convertible               2007     manual       200   \n",
       "49941  62000     test          sedan               2015  automatic       275   \n",
       "49948  19900     test            suv               2013  automatic       184   \n",
       "49950   3099  control  station wagon               2002     manual       140   \n",
       "49970  15800  control            bus               2010  automatic       136   \n",
       "49979  11000     test      small car               2011     manual        90   \n",
       "49982   1950  control      small car               2004     manual         0   \n",
       "49987  21990  control          sedan               2013     manual       150   \n",
       "49990  17500     test          sedan               2012     manual       156   \n",
       "49997  13200     test    convertible               2014  automatic        69   \n",
       "49998  22900  control  station wagon               2013     manual       150   \n",
       "\n",
       "          model  registration_month fuel_type           brand  \\\n",
       "2          golf                   7       gas      volkswagen   \n",
       "3        fortwo                   6       gas           smart   \n",
       "12       fortwo                   9       gas           smart   \n",
       "15          NaN                   6       gas  sonstige_autos   \n",
       "22       cooper                   1       gas            mini   \n",
       "24          5er                  12       gas             bmw   \n",
       "37        altea                   2    diesel            seat   \n",
       "42         polo                   7       gas      volkswagen   \n",
       "43           a1                   9       gas            audi   \n",
       "49           cl                   2       gas   mercedes_benz   \n",
       "52        other                   0       gas            opel   \n",
       "53      sandero                   7       gas           dacia   \n",
       "63       cooper                   6       gas            mini   \n",
       "69      sandero                   5       gas           dacia   \n",
       "71          NaN                   0       gas            opel   \n",
       "76          3er                   2       gas             bmw   \n",
       "85        yaris                  12       NaN          toyota   \n",
       "90           a3                   5    diesel            audi   \n",
       "95        other                   8       gas          jaguar   \n",
       "99      2_reihe                   7    diesel         peugeot   \n",
       "100     5_reihe                   7    diesel           mazda   \n",
       "102          ka                   6       gas            ford   \n",
       "103       micra                   2       gas          nissan   \n",
       "106       tigra                  10       NaN            opel   \n",
       "114      passat                  11    diesel      volkswagen   \n",
       "116       corsa                  11       gas            opel   \n",
       "120        golf                   7       gas      volkswagen   \n",
       "121       focus                   8    diesel            ford   \n",
       "122     octavia                  11    diesel           skoda   \n",
       "127        polo                   3       gas      volkswagen   \n",
       "...         ...                 ...       ...             ...   \n",
       "49832     santa                   4    diesel         hyundai   \n",
       "49842      vito                   1    diesel   mercedes_benz   \n",
       "49844       NaN                   0       NaN            opel   \n",
       "49845    sharan                   6       gas      volkswagen   \n",
       "49847      golf                   6       gas      volkswagen   \n",
       "49850    passat                  12    diesel      volkswagen   \n",
       "49855     other                   1       gas         porsche   \n",
       "49857      golf                   2    diesel      volkswagen   \n",
       "49860     agila                   0       gas            opel   \n",
       "49862     astra                   9       NaN            opel   \n",
       "49865       clk                  12    diesel   mercedes_benz   \n",
       "49866      golf                   5       gas      volkswagen   \n",
       "49875      golf                   8       gas      volkswagen   \n",
       "49893    pajero                   6    diesel      mitsubishi   \n",
       "49901       one                   7       gas            mini   \n",
       "49903     astra                  10    diesel            opel   \n",
       "49907     astra                   9       gas            opel   \n",
       "49908     panda                   3       gas            fiat   \n",
       "49934  mx_reihe                   6       gas           mazda   \n",
       "49939        tt                   3       gas            audi   \n",
       "49941       NaN                   8    diesel  sonstige_autos   \n",
       "49948   i_reihe                   5    diesel         hyundai   \n",
       "49950       NaN                   5       NaN           volvo   \n",
       "49970        c4                   4    diesel         citroen   \n",
       "49979      polo                  11    diesel      volkswagen   \n",
       "49982     fabia                   7       gas           skoda   \n",
       "49987        a3                  11    diesel            audi   \n",
       "49990  a_klasse                  12       gas   mercedes_benz   \n",
       "49997       500                  11       gas            fiat   \n",
       "49998        a3                  11    diesel            audi   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "2                    no  2016-03-26 00:00:00        35394   \n",
       "3                    no  2016-03-12 00:00:00        33729   \n",
       "12                   no  2016-03-31 00:00:00        34590   \n",
       "15                   no  2016-04-01 00:00:00        61276   \n",
       "22                   no  2016-03-28 00:00:00        44789   \n",
       "24                   no  2016-04-03 00:00:00        22547   \n",
       "37                   no  2016-03-23 00:00:00        85113   \n",
       "42                  NaN  2016-03-22 00:00:00        26629   \n",
       "43                   no  2016-03-08 00:00:00        85049   \n",
       "49                   no  2016-03-27 00:00:00        34474   \n",
       "52                   no  2016-03-25 00:00:00        63500   \n",
       "53                   no  2016-04-02 00:00:00        53639   \n",
       "63                   no  2016-03-14 00:00:00        14532   \n",
       "69                   no  2016-03-21 00:00:00        74388   \n",
       "71                  NaN  2016-03-28 00:00:00         4552   \n",
       "76                  NaN  2016-03-22 00:00:00        45149   \n",
       "85                  NaN  2016-03-11 00:00:00        30916   \n",
       "90                   no  2016-03-07 00:00:00        32052   \n",
       "95                   no  2016-03-30 00:00:00        21720   \n",
       "99                   no  2016-04-05 00:00:00        99735   \n",
       "100                 yes  2016-03-12 00:00:00        51375   \n",
       "102                 yes  2016-03-22 00:00:00        24109   \n",
       "103                  no  2016-03-11 00:00:00        12157   \n",
       "106                 yes  2016-03-26 00:00:00        67269   \n",
       "114                  no  2016-03-23 00:00:00        38440   \n",
       "116                  no  2016-03-14 00:00:00        90475   \n",
       "120                  no  2016-03-24 00:00:00        58708   \n",
       "121                 NaN  2016-03-15 00:00:00        27568   \n",
       "122                  no  2016-03-17 00:00:00        99947   \n",
       "127                  no  2016-03-21 00:00:00        30823   \n",
       "...                 ...                  ...          ...   \n",
       "49832                no  2016-03-28 00:00:00        50389   \n",
       "49842                no  2016-04-02 00:00:00        30826   \n",
       "49844               NaN  2016-03-26 00:00:00        72160   \n",
       "49845                no  2016-03-20 00:00:00        14621   \n",
       "49847                no  2016-04-03 00:00:00        71665   \n",
       "49850                no  2016-03-21 00:00:00        27751   \n",
       "49855                no  2016-03-24 00:00:00        74321   \n",
       "49857                no  2016-03-21 00:00:00        27798   \n",
       "49860               NaN  2016-04-03 00:00:00        65191   \n",
       "49862               NaN  2016-03-05 00:00:00        61279   \n",
       "49865               NaN  2016-03-09 00:00:00        80686   \n",
       "49866               yes  2016-03-29 00:00:00        38690   \n",
       "49875               NaN  2016-03-29 00:00:00        16269   \n",
       "49893                no  2016-03-15 00:00:00        91522   \n",
       "49901                no  2016-03-12 00:00:00        65195   \n",
       "49903                no  2016-03-17 00:00:00        61130   \n",
       "49907                no  2016-03-10 00:00:00        35418   \n",
       "49908                no  2016-03-19 00:00:00        45549   \n",
       "49934                no  2016-03-11 00:00:00        52224   \n",
       "49939                no  2016-03-13 00:00:00        94522   \n",
       "49941                no  2016-03-14 00:00:00        10179   \n",
       "49948                no  2016-03-22 00:00:00        96515   \n",
       "49950                no  2016-03-15 00:00:00        23554   \n",
       "49970                no  2016-03-21 00:00:00        14947   \n",
       "49979                no  2016-03-20 00:00:00        48455   \n",
       "49982               NaN  2016-03-29 00:00:00        45884   \n",
       "49987                no  2016-03-22 00:00:00        94362   \n",
       "49990                no  2016-03-21 00:00:00        58239   \n",
       "49997                no  2016-04-02 00:00:00        73430   \n",
       "49998                no  2016-03-08 00:00:00        35683   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "2      2016-04-06 20:15:37        70000  \n",
       "3      2016-03-15 03:16:28        70000  \n",
       "12     2016-04-06 14:17:52        50000  \n",
       "15     2016-04-02 21:10:48        80000  \n",
       "22     2016-04-01 06:45:30        10000  \n",
       "24     2016-04-07 13:16:50        30000  \n",
       "37     2016-04-05 20:17:53        90000  \n",
       "42     2016-04-06 18:44:39        20000  \n",
       "43     2016-04-07 03:16:05        60000  \n",
       "49     2016-04-05 11:47:52        60000  \n",
       "52     2016-04-07 00:46:00         5000  \n",
       "53     2016-04-06 16:46:50        30000  \n",
       "63     2016-04-06 18:46:08        70000  \n",
       "69     2016-03-28 16:46:41        90000  \n",
       "71     2016-04-07 01:45:48         5000  \n",
       "76     2016-04-06 05:15:42         5000  \n",
       "85     2016-04-07 08:17:01        60000  \n",
       "90     2016-03-24 03:47:03        20000  \n",
       "95     2016-04-07 06:44:54        40000  \n",
       "99     2016-04-07 12:17:34        60000  \n",
       "100    2016-04-07 12:47:06        90000  \n",
       "102    2016-04-02 01:47:21         5000  \n",
       "103    2016-03-17 23:44:25        70000  \n",
       "106    2016-04-05 19:47:10         5000  \n",
       "114    2016-04-05 22:17:49        60000  \n",
       "116    2016-03-20 22:45:46        80000  \n",
       "120    2016-03-31 11:15:33        30000  \n",
       "121    2016-03-22 08:47:10         5000  \n",
       "122    2016-03-23 08:15:39        90000  \n",
       "127    2016-03-22 20:18:58        30000  \n",
       "...                    ...          ...  \n",
       "49832  2016-04-04 15:18:15        20000  \n",
       "49842  2016-04-06 12:46:12        90000  \n",
       "49844  2016-03-26 19:43:51         5000  \n",
       "49845  2016-04-05 21:16:16         5000  \n",
       "49847  2016-04-06 00:45:08        40000  \n",
       "49850  2016-04-06 01:50:22        30000  \n",
       "49855  2016-03-24 09:36:21        90000  \n",
       "49857  2016-04-06 17:46:46        70000  \n",
       "49860  2016-04-06 21:45:13        20000  \n",
       "49862  2016-03-14 05:46:23        80000  \n",
       "49865  2016-03-31 07:46:31         5000  \n",
       "49866  2016-04-06 10:45:00        70000  \n",
       "49875  2016-04-05 23:17:47        90000  \n",
       "49893  2016-03-22 15:17:52        60000  \n",
       "49901  2016-03-22 07:47:50        40000  \n",
       "49903  2016-04-07 01:45:17        90000  \n",
       "49907  2016-04-07 00:16:27        50000  \n",
       "49908  2016-04-07 07:15:20        80000  \n",
       "49934  2016-04-06 00:16:54        80000  \n",
       "49939  2016-04-06 17:16:35        80000  \n",
       "49941  2016-03-30 23:17:48        10000  \n",
       "49948  2016-04-06 06:45:11        70000  \n",
       "49950  2016-03-21 09:46:27        30000  \n",
       "49970  2016-04-07 04:17:34        60000  \n",
       "49979  2016-04-07 01:45:12        70000  \n",
       "49982  2016-03-29 18:51:08        90000  \n",
       "49987  2016-03-26 22:46:06        50000  \n",
       "49990  2016-04-06 22:46:57        30000  \n",
       "49997  2016-04-04 11:47:27         5000  \n",
       "49998  2016-04-05 16:45:07        40000  \n",
       "\n",
       "[9917 rows x 17 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "low_mileage = autos[autos[\"odometer_km\"] < 100000]\n",
    "low_mileage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-04-03 22:46:28</td>\n",
       "      <td>Volkswagen_Polo_Fox</td>\n",
       "      <td>777</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1992</td>\n",
       "      <td>manual</td>\n",
       "      <td>54</td>\n",
       "      <td>polo</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>38110</td>\n",
       "      <td>2016-04-05 23:46:48</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2016-03-21 15:51:10</td>\n",
       "      <td>Volkswagen_Golf_1.4_Special</td>\n",
       "      <td>2850</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>golf</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>63674</td>\n",
       "      <td>2016-03-28 12:16:06</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2016-03-09 16:48:05</td>\n",
       "      <td>??_????????_??Top!!!_Peugeot_308_sw_Sport_?...</td>\n",
       "      <td>5999</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>3_reihe</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>55569</td>\n",
       "      <td>2016-04-07 06:17:09</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2016-03-15 19:51:34</td>\n",
       "      <td>Ford_Focus_1.8_Futura</td>\n",
       "      <td>2500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>focus</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>6886</td>\n",
       "      <td>2016-03-30 09:47:29</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2016-03-18 20:49:55</td>\n",
       "      <td>Renault_Clio</td>\n",
       "      <td>650</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>58</td>\n",
       "      <td>clio</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 00:00:00</td>\n",
       "      <td>59229</td>\n",
       "      <td>2016-03-31 06:15:57</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-03-30 12:25:18</td>\n",
       "      <td>Volkswagen_Golf_1.4</td>\n",
       "      <td>4200</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>golf</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>56073</td>\n",
       "      <td>2016-04-01 08:29:34</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-03-12 17:41:11</td>\n",
       "      <td>Volkswagen_Golf_Plus_1.6_FSI_Goal</td>\n",
       "      <td>6300</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>golf</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>80939</td>\n",
       "      <td>2016-04-03 08:16:15</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2016-03-18 23:41:21</td>\n",
       "      <td>VW_T3_Doka_1_7D_TÜV_07/2017</td>\n",
       "      <td>2700</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>1986</td>\n",
       "      <td>manual</td>\n",
       "      <td>57</td>\n",
       "      <td>transporter</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 00:00:00</td>\n",
       "      <td>82205</td>\n",
       "      <td>2016-04-05 23:16:13</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2016-04-03 18:53:46</td>\n",
       "      <td>Mitsubishi_Colt_CAO_16_V_Malibu_20_Jahre_in_1....</td>\n",
       "      <td>399</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>113</td>\n",
       "      <td>colt</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>58507</td>\n",
       "      <td>2016-04-03 18:53:46</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2016-04-05 00:57:27</td>\n",
       "      <td>Audi_A6_2.4</td>\n",
       "      <td>7900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2005</td>\n",
       "      <td>automatic</td>\n",
       "      <td>177</td>\n",
       "      <td>a6</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>92660</td>\n",
       "      <td>2016-04-07 08:46:52</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2016-03-05 21:49:55</td>\n",
       "      <td>BMW_120i</td>\n",
       "      <td>7999</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>1er</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>30419</td>\n",
       "      <td>2016-04-07 08:44:57</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2016-04-01 16:54:40</td>\n",
       "      <td>Treuer_Begleiter_abzugeben</td>\n",
       "      <td>800</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2000</td>\n",
       "      <td>manual</td>\n",
       "      <td>63</td>\n",
       "      <td>other</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>mazda</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>87648</td>\n",
       "      <td>2016-04-05 12:17:40</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2016-04-04 15:47:36</td>\n",
       "      <td>Audi_A4_Cabriolet_2.0_TFSI_S_Line</td>\n",
       "      <td>13500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2008</td>\n",
       "      <td>automatic</td>\n",
       "      <td>200</td>\n",
       "      <td>a4</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>66459</td>\n",
       "      <td>2016-04-06 17:17:56</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2016-03-21 18:37:36</td>\n",
       "      <td>Seat_Cordoba</td>\n",
       "      <td>3399</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>cordoba</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>48301</td>\n",
       "      <td>2016-04-06 19:47:12</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2016-03-17 17:56:46</td>\n",
       "      <td>Seat_Altea_1_6</td>\n",
       "      <td>4000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2005</td>\n",
       "      <td>manual</td>\n",
       "      <td>105</td>\n",
       "      <td>altea</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>34474</td>\n",
       "      <td>2016-04-06 02:45:09</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2016-03-09 16:47:58</td>\n",
       "      <td>Peugeot_207_CC_120_VTi_Sport</td>\n",
       "      <td>6990</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>2_reihe</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>21395</td>\n",
       "      <td>2016-04-07 06:16:01</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2016-04-04 16:40:59</td>\n",
       "      <td>Nissan_Primera_Kombi_bis_Februar_2017_TÜV_6_Gang</td>\n",
       "      <td>1790</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>126</td>\n",
       "      <td>primera</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>nissan</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>30455</td>\n",
       "      <td>2016-04-06 18:16:50</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2016-04-03 14:49:09</td>\n",
       "      <td>Audi_A3_Sportback</td>\n",
       "      <td>11900</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>160</td>\n",
       "      <td>a3</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>56727</td>\n",
       "      <td>2016-04-03 14:49:09</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2016-03-09 10:42:44</td>\n",
       "      <td>Peugeot_308_175_THP_Platinum</td>\n",
       "      <td>7750</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>174</td>\n",
       "      <td>3_reihe</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>12279</td>\n",
       "      <td>2016-04-07 14:56:14</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2016-03-13 19:43:32</td>\n",
       "      <td>Mercedes_Benz_E_320</td>\n",
       "      <td>11490</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2003</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>64283</td>\n",
       "      <td>2016-03-31 22:45:11</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2016-03-15 14:52:55</td>\n",
       "      <td>VW_Polo_Ersatzteilspender</td>\n",
       "      <td>600</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>polo</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>18311</td>\n",
       "      <td>2016-03-17 09:44:18</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2016-03-17 07:57:07</td>\n",
       "      <td>Polo_6N_mit_tuev_bis_03._2017_fuer_500_euro</td>\n",
       "      <td>500</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>polo</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>38440</td>\n",
       "      <td>2016-04-06 05:16:35</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2016-03-12 13:51:26</td>\n",
       "      <td>Kia_Sephia_GTX</td>\n",
       "      <td>550</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>80</td>\n",
       "      <td>other</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>kia</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>52391</td>\n",
       "      <td>2016-03-12 13:51:26</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2016-03-19 17:43:49</td>\n",
       "      <td>Renault_Laguna_2.0_IDE</td>\n",
       "      <td>2450</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>laguna</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>1259</td>\n",
       "      <td>2016-03-30 13:17:02</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2016-03-31 02:36:24</td>\n",
       "      <td>BMW_M5_DKG</td>\n",
       "      <td>50500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>560</td>\n",
       "      <td>m_reihe</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>16225</td>\n",
       "      <td>2016-04-05 19:15:29</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2016-03-28 10:54:23</td>\n",
       "      <td>Fiat_Grande_Punto_1.4_16V_Sport</td>\n",
       "      <td>4900</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>95</td>\n",
       "      <td>other</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>50374</td>\n",
       "      <td>2016-04-06 13:44:51</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2016-03-27 12:53:58</td>\n",
       "      <td>Audi_A4_2.0_TDI_S_line_Xenon_Alarmanlage</td>\n",
       "      <td>13950</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>143</td>\n",
       "      <td>a4</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>56288</td>\n",
       "      <td>2016-03-30 16:16:33</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2016-03-08 17:43:32</td>\n",
       "      <td>Mercedes_Benz_E_220_CDI_DPF_BlueEFFICIENCY_7G_...</td>\n",
       "      <td>21959</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatic</td>\n",
       "      <td>170</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>42929</td>\n",
       "      <td>2016-04-07 06:17:07</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2016-03-17 14:38:23</td>\n",
       "      <td>Fiat_Seicento_1.1_Top_zustand_mit_tuev_servo___</td>\n",
       "      <td>890</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>55</td>\n",
       "      <td>seicento</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>63739</td>\n",
       "      <td>2016-03-17 14:38:23</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2016-04-04 23:56:50</td>\n",
       "      <td>Peugeot_207_75_Urban_Move__Panoramadach__Klima...</td>\n",
       "      <td>4490</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>73</td>\n",
       "      <td>2_reihe</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>51647</td>\n",
       "      <td>2016-04-07 09:15:23</td>\n",
       "      <td>100000</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>49797</th>\n",
       "      <td>2016-03-25 04:03:15</td>\n",
       "      <td>Nissan_Note_1.4</td>\n",
       "      <td>4490</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>88</td>\n",
       "      <td>note</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>nissan</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>53560</td>\n",
       "      <td>2016-04-04 06:18:46</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49801</th>\n",
       "      <td>2016-03-09 13:57:00</td>\n",
       "      <td>Volkswagen_Jetta_2.0_TDI_Highline</td>\n",
       "      <td>12750</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>jetta</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>21423</td>\n",
       "      <td>2016-04-06 08:44:31</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49805</th>\n",
       "      <td>2016-03-16 20:40:05</td>\n",
       "      <td>Chrysler_Stratus_2.5_LX</td>\n",
       "      <td>3750</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatic</td>\n",
       "      <td>163</td>\n",
       "      <td>other</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>47198</td>\n",
       "      <td>2016-03-20 21:45:22</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49825</th>\n",
       "      <td>2016-03-21 12:37:12</td>\n",
       "      <td>Nissan_Note</td>\n",
       "      <td>4150</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>88</td>\n",
       "      <td>note</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>nissan</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>33607</td>\n",
       "      <td>2016-04-06 06:45:06</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49826</th>\n",
       "      <td>2016-03-25 16:38:05</td>\n",
       "      <td>Opel_Meriva_1.4_ecoflex_Innovation</td>\n",
       "      <td>8500</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>meriva</td>\n",
       "      <td>12</td>\n",
       "      <td>lpg</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>15936</td>\n",
       "      <td>2016-04-06 20:47:53</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49836</th>\n",
       "      <td>2016-03-19 17:43:06</td>\n",
       "      <td>BMW_320i</td>\n",
       "      <td>3650</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>58454</td>\n",
       "      <td>2016-03-20 19:46:06</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49840</th>\n",
       "      <td>2016-03-07 20:41:52</td>\n",
       "      <td>BMW_118d_DPF_M_Sportpaket</td>\n",
       "      <td>10990</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>143</td>\n",
       "      <td>1er</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>72669</td>\n",
       "      <td>2016-03-15 07:45:26</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49853</th>\n",
       "      <td>2016-03-05 19:53:59</td>\n",
       "      <td>BMW_X3_2.0d</td>\n",
       "      <td>13500</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>177</td>\n",
       "      <td>x_reihe</td>\n",
       "      <td>3</td>\n",
       "      <td>diesel</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>81927</td>\n",
       "      <td>2016-04-03 18:16:38</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49872</th>\n",
       "      <td>2016-03-15 09:55:18</td>\n",
       "      <td>Mercedes_Benz_E_200</td>\n",
       "      <td>3800</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>122</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>41238</td>\n",
       "      <td>2016-03-15 10:47:23</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49882</th>\n",
       "      <td>2016-03-19 14:51:02</td>\n",
       "      <td>Fiat_Marea_1_8_16V_Tausch_moeglich.Auch_Diesel...</td>\n",
       "      <td>1000</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>113</td>\n",
       "      <td>other</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>56112</td>\n",
       "      <td>2016-04-07 04:45:14</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49899</th>\n",
       "      <td>2016-03-28 10:54:39</td>\n",
       "      <td>BMW_320d_DPF___2.Hd___Schiebedach___Sitzheizun...</td>\n",
       "      <td>9290</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>163</td>\n",
       "      <td>3er</td>\n",
       "      <td>9</td>\n",
       "      <td>diesel</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>38667</td>\n",
       "      <td>2016-03-28 11:42:13</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49900</th>\n",
       "      <td>2016-03-26 13:56:07</td>\n",
       "      <td>Mercedes_Benz_S_350_CDI_4Matic_DPF_7G_TRONIC_B...</td>\n",
       "      <td>34990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>235</td>\n",
       "      <td>s_klasse</td>\n",
       "      <td>6</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>63071</td>\n",
       "      <td>2016-04-06 01:47:06</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49918</th>\n",
       "      <td>2016-04-03 13:46:18</td>\n",
       "      <td>Peugeot_206_cc_1_6_16V_Coupe_Cabrio__schwarz_L...</td>\n",
       "      <td>5050</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>109</td>\n",
       "      <td>2_reihe</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>79238</td>\n",
       "      <td>2016-04-05 12:44:32</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49921</th>\n",
       "      <td>2016-03-05 14:29:00</td>\n",
       "      <td>Smart_ForTwo_Cabrio_Schwarz_HU+AU_bis_Oktober_...</td>\n",
       "      <td>2350</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatic</td>\n",
       "      <td>54</td>\n",
       "      <td>fortwo</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>smart</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-16 00:00:00</td>\n",
       "      <td>55411</td>\n",
       "      <td>2016-04-05 12:30:49</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49923</th>\n",
       "      <td>2016-03-05 15:41:51</td>\n",
       "      <td>Toyota_Yaris_1.0_VVT_i</td>\n",
       "      <td>4500</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>69</td>\n",
       "      <td>yaris</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>toyota</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>32676</td>\n",
       "      <td>2016-04-07 05:45:26</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49924</th>\n",
       "      <td>2016-03-21 14:43:15</td>\n",
       "      <td>Seat_Ibiza_1.Hand__Scheckheft</td>\n",
       "      <td>3400</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2008</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>ibiza</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>44357</td>\n",
       "      <td>2016-03-24 03:15:28</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49929</th>\n",
       "      <td>2016-03-27 13:58:31</td>\n",
       "      <td>Opel_Corsa_Swing</td>\n",
       "      <td>1390</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1993</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>corsa</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>40229</td>\n",
       "      <td>2016-04-07 09:46:31</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49931</th>\n",
       "      <td>2016-03-22 16:54:39</td>\n",
       "      <td>LANCIA_luxusausstattung_limosine_1.8_fuer_export</td>\n",
       "      <td>799</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>131</td>\n",
       "      <td>lybra</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>lancia</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>80807</td>\n",
       "      <td>2016-04-06 08:17:09</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49933</th>\n",
       "      <td>2016-04-03 23:55:34</td>\n",
       "      <td>Volkswagen_New_Beetle_1.9_TDI</td>\n",
       "      <td>5500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>beetle</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-03 00:00:00</td>\n",
       "      <td>41352</td>\n",
       "      <td>2016-04-06 08:16:28</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49942</th>\n",
       "      <td>2016-03-09 19:43:33</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_DPF_Ambition</td>\n",
       "      <td>10000</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>a3</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-09 00:00:00</td>\n",
       "      <td>66663</td>\n",
       "      <td>2016-04-05 13:15:31</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49952</th>\n",
       "      <td>2016-03-21 21:45:33</td>\n",
       "      <td>VW_POLO__9N3_Silber_1_2_Ltr._5_tuerer__96_tsd....</td>\n",
       "      <td>4300</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2005</td>\n",
       "      <td>manual</td>\n",
       "      <td>64</td>\n",
       "      <td>polo</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>35418</td>\n",
       "      <td>2016-04-07 01:44:58</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49953</th>\n",
       "      <td>2016-03-30 17:55:21</td>\n",
       "      <td>Ford_Mustang</td>\n",
       "      <td>14750</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1967</td>\n",
       "      <td>automatic</td>\n",
       "      <td>163</td>\n",
       "      <td>mustang</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>84478</td>\n",
       "      <td>2016-03-30 17:55:21</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49956</th>\n",
       "      <td>2016-03-28 22:39:12</td>\n",
       "      <td>Toyota_Yaris_1.3_VVT_i_Executive_MODEL_2007</td>\n",
       "      <td>4450</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>87</td>\n",
       "      <td>yaris</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>toyota</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44357</td>\n",
       "      <td>2016-03-30 15:45:26</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49963</th>\n",
       "      <td>2016-03-26 19:52:59</td>\n",
       "      <td>Mercedes_Benz_B_200_CDI_Special_Edition</td>\n",
       "      <td>7600</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>b_klasse</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>92272</td>\n",
       "      <td>2016-03-28 09:45:44</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49965</th>\n",
       "      <td>2016-03-11 10:53:51</td>\n",
       "      <td>Opel_Astra_1.6_Lenkradheizung~Sitzheizung</td>\n",
       "      <td>6700</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>astra</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>37627</td>\n",
       "      <td>2016-03-15 01:44:57</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49975</th>\n",
       "      <td>2016-03-27 20:51:39</td>\n",
       "      <td>Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort</td>\n",
       "      <td>9700</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2012</td>\n",
       "      <td>automatic</td>\n",
       "      <td>88</td>\n",
       "      <td>jazz</td>\n",
       "      <td>11</td>\n",
       "      <td>hybrid</td>\n",
       "      <td>honda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>84385</td>\n",
       "      <td>2016-04-05 19:45:34</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49980</th>\n",
       "      <td>2016-03-12 10:55:54</td>\n",
       "      <td>Ford_Escort_Turnier_16V</td>\n",
       "      <td>400</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>105</td>\n",
       "      <td>escort</td>\n",
       "      <td>3</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>56218</td>\n",
       "      <td>2016-04-06 17:16:49</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49986</th>\n",
       "      <td>2016-04-04 20:46:02</td>\n",
       "      <td>Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...</td>\n",
       "      <td>15900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>218</td>\n",
       "      <td>300c</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>73527</td>\n",
       "      <td>2016-04-06 23:16:00</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49992</th>\n",
       "      <td>2016-03-10 19:37:38</td>\n",
       "      <td>Fiat_Grande_Punto_1.4_T_Jet_16V_Sport</td>\n",
       "      <td>4800</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2009</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>other</td>\n",
       "      <td>9</td>\n",
       "      <td>lpg</td>\n",
       "      <td>fiat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>68642</td>\n",
       "      <td>2016-03-13 01:44:51</td>\n",
       "      <td>125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>2016-03-27 14:38:19</td>\n",
       "      <td>Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon</td>\n",
       "      <td>24900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2011</td>\n",
       "      <td>automatic</td>\n",
       "      <td>239</td>\n",
       "      <td>q5</td>\n",
       "      <td>1</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>82131</td>\n",
       "      <td>2016-04-01 13:47:40</td>\n",
       "      <td>100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7067 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "26     2016-04-03 22:46:28                                Volkswagen_Polo_Fox   \n",
       "38     2016-03-21 15:51:10                        Volkswagen_Golf_1.4_Special   \n",
       "50     2016-03-09 16:48:05  ??_????????_??Top!!!_Peugeot_308_sw_Sport_?...   \n",
       "54     2016-03-15 19:51:34                              Ford_Focus_1.8_Futura   \n",
       "56     2016-03-18 20:49:55                                       Renault_Clio   \n",
       "58     2016-03-30 12:25:18                                Volkswagen_Golf_1.4   \n",
       "62     2016-03-12 17:41:11                  Volkswagen_Golf_Plus_1.6_FSI_Goal   \n",
       "73     2016-03-18 23:41:21                        VW_T3_Doka_1_7D_TÜV_07/2017   \n",
       "86     2016-04-03 18:53:46  Mitsubishi_Colt_CAO_16_V_Malibu_20_Jahre_in_1....   \n",
       "89     2016-04-05 00:57:27                                        Audi_A6_2.4   \n",
       "91     2016-03-05 21:49:55                                           BMW_120i   \n",
       "97     2016-04-01 16:54:40                         Treuer_Begleiter_abzugeben   \n",
       "98     2016-04-04 15:47:36                  Audi_A4_Cabriolet_2.0_TFSI_S_Line   \n",
       "109    2016-03-21 18:37:36                                       Seat_Cordoba   \n",
       "125    2016-03-17 17:56:46                                     Seat_Altea_1_6   \n",
       "126    2016-03-09 16:47:58                       Peugeot_207_CC_120_VTi_Sport   \n",
       "129    2016-04-04 16:40:59   Nissan_Primera_Kombi_bis_Februar_2017_TÜV_6_Gang   \n",
       "131    2016-04-03 14:49:09                                  Audi_A3_Sportback   \n",
       "137    2016-03-09 10:42:44                       Peugeot_308_175_THP_Platinum   \n",
       "139    2016-03-13 19:43:32                                Mercedes_Benz_E_320   \n",
       "147    2016-03-15 14:52:55                          VW_Polo_Ersatzteilspender   \n",
       "148    2016-03-17 07:57:07        Polo_6N_mit_tuev_bis_03._2017_fuer_500_euro   \n",
       "149    2016-03-12 13:51:26                                     Kia_Sephia_GTX   \n",
       "150    2016-03-19 17:43:49                             Renault_Laguna_2.0_IDE   \n",
       "160    2016-03-31 02:36:24                                         BMW_M5_DKG   \n",
       "162    2016-03-28 10:54:23                    Fiat_Grande_Punto_1.4_16V_Sport   \n",
       "165    2016-03-27 12:53:58           Audi_A4_2.0_TDI_S_line_Xenon_Alarmanlage   \n",
       "168    2016-03-08 17:43:32  Mercedes_Benz_E_220_CDI_DPF_BlueEFFICIENCY_7G_...   \n",
       "170    2016-03-17 14:38:23    Fiat_Seicento_1.1_Top_zustand_mit_tuev_servo___   \n",
       "184    2016-04-04 23:56:50  Peugeot_207_75_Urban_Move__Panoramadach__Klima...   \n",
       "...                    ...                                                ...   \n",
       "49797  2016-03-25 04:03:15                                    Nissan_Note_1.4   \n",
       "49801  2016-03-09 13:57:00                  Volkswagen_Jetta_2.0_TDI_Highline   \n",
       "49805  2016-03-16 20:40:05                            Chrysler_Stratus_2.5_LX   \n",
       "49825  2016-03-21 12:37:12                                        Nissan_Note   \n",
       "49826  2016-03-25 16:38:05                 Opel_Meriva_1.4_ecoflex_Innovation   \n",
       "49836  2016-03-19 17:43:06                                           BMW_320i   \n",
       "49840  2016-03-07 20:41:52                          BMW_118d_DPF_M_Sportpaket   \n",
       "49853  2016-03-05 19:53:59                                        BMW_X3_2.0d   \n",
       "49872  2016-03-15 09:55:18                                Mercedes_Benz_E_200   \n",
       "49882  2016-03-19 14:51:02  Fiat_Marea_1_8_16V_Tausch_moeglich.Auch_Diesel...   \n",
       "49899  2016-03-28 10:54:39  BMW_320d_DPF___2.Hd___Schiebedach___Sitzheizun...   \n",
       "49900  2016-03-26 13:56:07  Mercedes_Benz_S_350_CDI_4Matic_DPF_7G_TRONIC_B...   \n",
       "49918  2016-04-03 13:46:18  Peugeot_206_cc_1_6_16V_Coupe_Cabrio__schwarz_L...   \n",
       "49921  2016-03-05 14:29:00  Smart_ForTwo_Cabrio_Schwarz_HU+AU_bis_Oktober_...   \n",
       "49923  2016-03-05 15:41:51                             Toyota_Yaris_1.0_VVT_i   \n",
       "49924  2016-03-21 14:43:15                      Seat_Ibiza_1.Hand__Scheckheft   \n",
       "49929  2016-03-27 13:58:31                                   Opel_Corsa_Swing   \n",
       "49931  2016-03-22 16:54:39   LANCIA_luxusausstattung_limosine_1.8_fuer_export   \n",
       "49933  2016-04-03 23:55:34                      Volkswagen_New_Beetle_1.9_TDI   \n",
       "49942  2016-03-09 19:43:33             Audi_A3_2.0_TDI_Sportback_DPF_Ambition   \n",
       "49952  2016-03-21 21:45:33  VW_POLO__9N3_Silber_1_2_Ltr._5_tuerer__96_tsd....   \n",
       "49953  2016-03-30 17:55:21                                       Ford_Mustang   \n",
       "49956  2016-03-28 22:39:12        Toyota_Yaris_1.3_VVT_i_Executive_MODEL_2007   \n",
       "49963  2016-03-26 19:52:59            Mercedes_Benz_B_200_CDI_Special_Edition   \n",
       "49965  2016-03-11 10:53:51          Opel_Astra_1.6_Lenkradheizung~Sitzheizung   \n",
       "49975  2016-03-27 20:51:39          Honda_Jazz_1.3_DSi_i_VTEC_IMA_CVT_Comfort   \n",
       "49980  2016-03-12 10:55:54                            Ford_Escort_Turnier_16V   \n",
       "49986  2016-04-04 20:46:02  Chrysler_300C_3.0_CRD_DPF_Automatik_Voll_Ausst...   \n",
       "49992  2016-03-10 19:37:38              Fiat_Grande_Punto_1.4_T_Jet_16V_Sport   \n",
       "49995  2016-03-27 14:38:19   Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon   \n",
       "\n",
       "       price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "26       777  control      small car               1992     manual        54   \n",
       "38      2850  control          sedan               2002     manual        75   \n",
       "50      5999     test  station wagon               2008     manual       150   \n",
       "54      2500  control          sedan               2004     manual       116   \n",
       "56       650     test      small car               1997     manual        58   \n",
       "58      4200  control          sedan               2004     manual        75   \n",
       "62      6300     test            bus               2006     manual       116   \n",
       "73      2700     test            bus               1986     manual        57   \n",
       "86       399  control          coupe               1995     manual       113   \n",
       "89      7900  control          sedan               2005  automatic       177   \n",
       "91      7999     test          sedan               2006     manual       150   \n",
       "97       800  control            bus               2000     manual        63   \n",
       "98     13500     test    convertible               2008  automatic       200   \n",
       "109     3399     test          sedan               2006     manual        75   \n",
       "125     4000  control            bus               2005     manual       105   \n",
       "126     6990     test    convertible               2008     manual       120   \n",
       "129     1790     test  station wagon               2002     manual       126   \n",
       "131    11900     test          sedan               2009     manual       160   \n",
       "137     7750  control          sedan               2009     manual       174   \n",
       "139    11490  control          sedan               2003  automatic         0   \n",
       "147      600  control            NaN               2000     manual        60   \n",
       "148      500  control      small car               1996     manual        60   \n",
       "149      550  control          sedan               1997     manual        80   \n",
       "150     2450  control          sedan               2002     manual       140   \n",
       "160    50500     test          sedan               2012  automatic       560   \n",
       "162     4900  control      small car               2009     manual        95   \n",
       "165    13950     test          sedan               2008     manual       143   \n",
       "168    21959  control          sedan               2011  automatic       170   \n",
       "170      890  control      small car               1999     manual        55   \n",
       "184     4490  control      small car               2009     manual        73   \n",
       "...      ...      ...            ...                ...        ...       ...   \n",
       "49797   4490  control            bus               2008     manual        88   \n",
       "49801  12750  control          sedan               2011     manual       140   \n",
       "49805   3750  control    convertible               1999  automatic       163   \n",
       "49825   4150  control          sedan               2008     manual        88   \n",
       "49826   8500  control            bus               2010     manual       120   \n",
       "49836   3650  control          sedan               1998     manual       150   \n",
       "49840  10990     test          sedan               2009     manual       143   \n",
       "49853  13500     test          sedan               2008     manual       177   \n",
       "49872   3800  control          sedan               2003     manual       122   \n",
       "49882   1000     test          sedan               1997     manual       113   \n",
       "49899   9290  control          sedan               2007     manual       163   \n",
       "49900  34990  control          sedan               2010  automatic       235   \n",
       "49918   5050  control    convertible               2007     manual       109   \n",
       "49921   2350     test    convertible               2000  automatic        54   \n",
       "49923   4500  control      small car               2009     manual        69   \n",
       "49924   3400  control      small car               2008     manual        60   \n",
       "49929   1390     test      small car               1993     manual        60   \n",
       "49931    799     test          sedan               2003     manual       131   \n",
       "49933   5500  control          sedan               2001     manual        90   \n",
       "49942  10000     test  station wagon               2007     manual       140   \n",
       "49952   4300  control      small car               2005     manual        64   \n",
       "49953  14750  control          coupe               1967  automatic       163   \n",
       "49956   4450  control      small car               2006     manual        87   \n",
       "49963   7600  control            bus               2007     manual       140   \n",
       "49965   6700     test          sedan               2011     manual       116   \n",
       "49975   9700  control      small car               2012  automatic        88   \n",
       "49980    400  control  station wagon               1995     manual       105   \n",
       "49986  15900  control          sedan               2010  automatic       218   \n",
       "49992   4800  control      small car               2009     manual       120   \n",
       "49995  24900  control          sedan               2011  automatic       239   \n",
       "\n",
       "             model  registration_month fuel_type          brand  \\\n",
       "26            polo                   2       gas     volkswagen   \n",
       "38            golf                   2       gas     volkswagen   \n",
       "50         3_reihe                   8       gas        peugeot   \n",
       "54           focus                   9       gas           ford   \n",
       "56            clio                   7       gas        renault   \n",
       "58            golf                  11       gas     volkswagen   \n",
       "62            golf                   4       gas     volkswagen   \n",
       "73     transporter                   8    diesel     volkswagen   \n",
       "86            colt                  10       gas     mitsubishi   \n",
       "89              a6                   1       gas           audi   \n",
       "91             1er                   4       gas            bmw   \n",
       "97           other                   8       gas          mazda   \n",
       "98              a4                   5       gas           audi   \n",
       "109        cordoba                   6       gas           seat   \n",
       "125          altea                  11       gas           seat   \n",
       "126        2_reihe                   7       gas        peugeot   \n",
       "129        primera                   2    diesel         nissan   \n",
       "131             a3                  12       gas           audi   \n",
       "137        3_reihe                   6       gas        peugeot   \n",
       "139       e_klasse                  10       gas  mercedes_benz   \n",
       "147           polo                   6       gas     volkswagen   \n",
       "148           polo                   8       gas     volkswagen   \n",
       "149          other                   2       gas            kia   \n",
       "150         laguna                   4       gas        renault   \n",
       "160        m_reihe                   3       gas            bmw   \n",
       "162          other                   9       gas           fiat   \n",
       "165             a4                   7    diesel           audi   \n",
       "168       e_klasse                  11    diesel  mercedes_benz   \n",
       "170       seicento                  11       gas           fiat   \n",
       "184        2_reihe                   3       gas        peugeot   \n",
       "...            ...                 ...       ...            ...   \n",
       "49797         note                   4       gas         nissan   \n",
       "49801        jetta                  10    diesel     volkswagen   \n",
       "49805        other                   7       gas       chrysler   \n",
       "49825         note                   1       gas         nissan   \n",
       "49826       meriva                  12       lpg           opel   \n",
       "49836          3er                   9       gas            bmw   \n",
       "49840          1er                   1    diesel            bmw   \n",
       "49853      x_reihe                   3    diesel            bmw   \n",
       "49872     e_klasse                   8    diesel  mercedes_benz   \n",
       "49882        other                   9       gas           fiat   \n",
       "49899          3er                   9    diesel            bmw   \n",
       "49900     s_klasse                   6    diesel  mercedes_benz   \n",
       "49918      2_reihe                   2       gas        peugeot   \n",
       "49921       fortwo                   4       gas          smart   \n",
       "49923        yaris                   1       gas         toyota   \n",
       "49924        ibiza                   5       gas           seat   \n",
       "49929        corsa                  11       gas           opel   \n",
       "49931        lybra                   2       gas         lancia   \n",
       "49933       beetle                   1    diesel     volkswagen   \n",
       "49942           a3                  10    diesel           audi   \n",
       "49952         polo                   3       gas     volkswagen   \n",
       "49953      mustang                   8       gas           ford   \n",
       "49956        yaris                   9       gas         toyota   \n",
       "49963     b_klasse                   5    diesel  mercedes_benz   \n",
       "49965        astra                   3       gas           opel   \n",
       "49975         jazz                  11    hybrid          honda   \n",
       "49980       escort                   3       gas           ford   \n",
       "49986         300c                  11    diesel       chrysler   \n",
       "49992        other                   9       lpg           fiat   \n",
       "49995           q5                   1    diesel           audi   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "26                   no  2016-04-03 00:00:00        38110   \n",
       "38                   no  2016-03-21 00:00:00        63674   \n",
       "50                   no  2016-03-09 00:00:00        55569   \n",
       "54                   no  2016-03-15 00:00:00         6886   \n",
       "56                  NaN  2016-03-18 00:00:00        59229   \n",
       "58                   no  2016-03-30 00:00:00        56073   \n",
       "62                   no  2016-03-12 00:00:00        80939   \n",
       "73                  NaN  2016-03-18 00:00:00        82205   \n",
       "86                  yes  2016-04-03 00:00:00        58507   \n",
       "89                   no  2016-04-05 00:00:00        92660   \n",
       "91                   no  2016-03-05 00:00:00        30419   \n",
       "97                  yes  2016-04-01 00:00:00        87648   \n",
       "98                  NaN  2016-04-04 00:00:00        66459   \n",
       "109                  no  2016-03-21 00:00:00        48301   \n",
       "125                  no  2016-03-17 00:00:00        34474   \n",
       "126                  no  2016-03-09 00:00:00        21395   \n",
       "129                  no  2016-04-04 00:00:00        30455   \n",
       "131                  no  2016-04-03 00:00:00        56727   \n",
       "137                  no  2016-03-09 00:00:00        12279   \n",
       "139                 NaN  2016-03-13 00:00:00        64283   \n",
       "147                 NaN  2016-03-15 00:00:00        18311   \n",
       "148                 yes  2016-03-17 00:00:00        38440   \n",
       "149                  no  2016-03-12 00:00:00        52391   \n",
       "150                  no  2016-03-19 00:00:00         1259   \n",
       "160                  no  2016-03-31 00:00:00        16225   \n",
       "162                  no  2016-03-28 00:00:00        50374   \n",
       "165                  no  2016-03-27 00:00:00        56288   \n",
       "168                  no  2016-03-08 00:00:00        42929   \n",
       "170                  no  2016-03-17 00:00:00        63739   \n",
       "184                  no  2016-04-04 00:00:00        51647   \n",
       "...                 ...                  ...          ...   \n",
       "49797                no  2016-03-25 00:00:00        53560   \n",
       "49801                no  2016-03-09 00:00:00        21423   \n",
       "49805                no  2016-03-16 00:00:00        47198   \n",
       "49825                no  2016-03-21 00:00:00        33607   \n",
       "49826                no  2016-03-25 00:00:00        15936   \n",
       "49836                no  2016-03-19 00:00:00        58454   \n",
       "49840                no  2016-03-07 00:00:00        72669   \n",
       "49853                no  2016-03-05 00:00:00        81927   \n",
       "49872               yes  2016-03-15 00:00:00        41238   \n",
       "49882                no  2016-03-19 00:00:00        56112   \n",
       "49899                no  2016-03-28 00:00:00        38667   \n",
       "49900                no  2016-03-26 00:00:00        63071   \n",
       "49918                no  2016-04-03 00:00:00        79238   \n",
       "49921               NaN  2016-02-16 00:00:00        55411   \n",
       "49923                no  2016-03-05 00:00:00        32676   \n",
       "49924                no  2016-03-21 00:00:00        44357   \n",
       "49929                no  2016-03-27 00:00:00        40229   \n",
       "49931               yes  2016-03-22 00:00:00        80807   \n",
       "49933                no  2016-04-03 00:00:00        41352   \n",
       "49942                no  2016-03-09 00:00:00        66663   \n",
       "49952                no  2016-03-21 00:00:00        35418   \n",
       "49953                no  2016-03-30 00:00:00        84478   \n",
       "49956                no  2016-03-28 00:00:00        44357   \n",
       "49963                no  2016-03-26 00:00:00        92272   \n",
       "49965                no  2016-03-11 00:00:00        37627   \n",
       "49975                no  2016-03-27 00:00:00        84385   \n",
       "49980               NaN  2016-03-12 00:00:00        56218   \n",
       "49986                no  2016-04-04 00:00:00        73527   \n",
       "49992                no  2016-03-10 00:00:00        68642   \n",
       "49995                no  2016-03-27 00:00:00        82131   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "26     2016-04-05 23:46:48       125000  \n",
       "38     2016-03-28 12:16:06       125000  \n",
       "50     2016-04-07 06:17:09       125000  \n",
       "54     2016-03-30 09:47:29       125000  \n",
       "56     2016-03-31 06:15:57       125000  \n",
       "58     2016-04-01 08:29:34       125000  \n",
       "62     2016-04-03 08:16:15       125000  \n",
       "73     2016-04-05 23:16:13       125000  \n",
       "86     2016-04-03 18:53:46       125000  \n",
       "89     2016-04-07 08:46:52       125000  \n",
       "91     2016-04-07 08:44:57       125000  \n",
       "97     2016-04-05 12:17:40       125000  \n",
       "98     2016-04-06 17:17:56       125000  \n",
       "109    2016-04-06 19:47:12       125000  \n",
       "125    2016-04-06 02:45:09       100000  \n",
       "126    2016-04-07 06:16:01       125000  \n",
       "129    2016-04-06 18:16:50       125000  \n",
       "131    2016-04-03 14:49:09       100000  \n",
       "137    2016-04-07 14:56:14       125000  \n",
       "139    2016-03-31 22:45:11       125000  \n",
       "147    2016-03-17 09:44:18       125000  \n",
       "148    2016-04-06 05:16:35       125000  \n",
       "149    2016-03-12 13:51:26       100000  \n",
       "150    2016-03-30 13:17:02       125000  \n",
       "160    2016-04-05 19:15:29       100000  \n",
       "162    2016-04-06 13:44:51       125000  \n",
       "165    2016-03-30 16:16:33       125000  \n",
       "168    2016-04-07 06:17:07       125000  \n",
       "170    2016-03-17 14:38:23       100000  \n",
       "184    2016-04-07 09:15:23       100000  \n",
       "...                    ...          ...  \n",
       "49797  2016-04-04 06:18:46       125000  \n",
       "49801  2016-04-06 08:44:31       125000  \n",
       "49805  2016-03-20 21:45:22       125000  \n",
       "49825  2016-04-06 06:45:06       125000  \n",
       "49826  2016-04-06 20:47:53       100000  \n",
       "49836  2016-03-20 19:46:06       125000  \n",
       "49840  2016-03-15 07:45:26       125000  \n",
       "49853  2016-04-03 18:16:38       125000  \n",
       "49872  2016-03-15 10:47:23       125000  \n",
       "49882  2016-04-07 04:45:14       125000  \n",
       "49899  2016-03-28 11:42:13       125000  \n",
       "49900  2016-04-06 01:47:06       125000  \n",
       "49918  2016-04-05 12:44:32       100000  \n",
       "49921  2016-04-05 12:30:49       100000  \n",
       "49923  2016-04-07 05:45:26       125000  \n",
       "49924  2016-03-24 03:15:28       125000  \n",
       "49929  2016-04-07 09:46:31       125000  \n",
       "49931  2016-04-06 08:17:09       100000  \n",
       "49933  2016-04-06 08:16:28       125000  \n",
       "49942  2016-04-05 13:15:31       125000  \n",
       "49952  2016-04-07 01:44:58       100000  \n",
       "49953  2016-03-30 17:55:21       125000  \n",
       "49956  2016-03-30 15:45:26       125000  \n",
       "49963  2016-03-28 09:45:44       125000  \n",
       "49965  2016-03-15 01:44:57       125000  \n",
       "49975  2016-04-05 19:45:34       100000  \n",
       "49980  2016-04-06 17:16:49       125000  \n",
       "49986  2016-04-06 23:16:00       125000  \n",
       "49992  2016-03-13 01:44:51       125000  \n",
       "49995  2016-04-01 13:47:40       100000  \n",
       "\n",
       "[7067 rows x 17 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mid_mileage = autos[(autos[\"odometer_km\"] > 99999) & (autos[\"odometer_km\"] < 150000)]\n",
    "mid_mileage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>name</th>\n",
       "      <th>price</th>\n",
       "      <th>abtest</th>\n",
       "      <th>vehicle_type</th>\n",
       "      <th>registration_year</th>\n",
       "      <th>gearbox</th>\n",
       "      <th>power_ps</th>\n",
       "      <th>model</th>\n",
       "      <th>registration_month</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>unrepaired_damage</th>\n",
       "      <th>ad_created</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>last_seen</th>\n",
       "      <th>odometer_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-26 17:47:46</td>\n",
       "      <td>Peugeot_807_160_NAVTECH_ON_BOARD</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>158</td>\n",
       "      <td>other</td>\n",
       "      <td>3</td>\n",
       "      <td>lpg</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>79588</td>\n",
       "      <td>2016-04-06 06:45:54</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-04-04 13:38:56</td>\n",
       "      <td>BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik</td>\n",
       "      <td>8500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1997</td>\n",
       "      <td>automatic</td>\n",
       "      <td>286</td>\n",
       "      <td>7er</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>71034</td>\n",
       "      <td>2016-04-06 14:45:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>1350</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>focus</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>39218</td>\n",
       "      <td>2016-04-01 14:38:50</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-03-21 13:47:45</td>\n",
       "      <td>Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...</td>\n",
       "      <td>7900</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2006</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>voyager</td>\n",
       "      <td>4</td>\n",
       "      <td>diesel</td>\n",
       "      <td>chrysler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>22962</td>\n",
       "      <td>2016-04-06 09:45:21</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-03-20 17:55:21</td>\n",
       "      <td>VW_Golf_III_GT_Special_Electronic_Green_Metall...</td>\n",
       "      <td>300</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>8</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>31535</td>\n",
       "      <td>2016-03-23 02:48:59</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-03-16 18:55:19</td>\n",
       "      <td>Golf_IV_1.9_TDI_90PS</td>\n",
       "      <td>1990</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>golf</td>\n",
       "      <td>12</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>53474</td>\n",
       "      <td>2016-04-07 03:17:32</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-03-22 16:51:34</td>\n",
       "      <td>Seat_Arosa</td>\n",
       "      <td>250</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>arosa</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>seat</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>7426</td>\n",
       "      <td>2016-03-26 18:18:10</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-03-16 13:47:02</td>\n",
       "      <td>Renault_Megane_Scenic_1.6e_RT_Klimaanlage</td>\n",
       "      <td>590</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>90</td>\n",
       "      <td>megane</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>15749</td>\n",
       "      <td>2016-04-06 10:46:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>Mercedes_A140_Motorschaden</td>\n",
       "      <td>350</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>17498</td>\n",
       "      <td>2016-03-16 18:45:34</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-03-23 10:48:32</td>\n",
       "      <td>Audi_A3_1.6_tuning</td>\n",
       "      <td>1350</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>a3</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>12043</td>\n",
       "      <td>2016-04-01 14:17:13</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-03-23 11:50:46</td>\n",
       "      <td>Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...</td>\n",
       "      <td>3999</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>clio</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>81737</td>\n",
       "      <td>2016-04-01 15:46:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-03-16 14:59:02</td>\n",
       "      <td>Opel_Vectra_B_Kombi</td>\n",
       "      <td>350</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>57299</td>\n",
       "      <td>2016-03-18 05:29:37</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-03-29 11:46:22</td>\n",
       "      <td>Volkswagen_Scirocco_2_G60</td>\n",
       "      <td>5500</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>1990</td>\n",
       "      <td>manual</td>\n",
       "      <td>205</td>\n",
       "      <td>scirocco</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>74821</td>\n",
       "      <td>2016-04-05 20:46:26</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-03-26 19:57:44</td>\n",
       "      <td>Verkaufen_mein_bmw_e36_320_i_touring</td>\n",
       "      <td>300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>1995</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>54329</td>\n",
       "      <td>2016-04-02 12:16:41</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-03-17 13:36:21</td>\n",
       "      <td>mazda_tribute_2.0_mit_gas_und_tuev_neu_2018</td>\n",
       "      <td>4150</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>124</td>\n",
       "      <td>other</td>\n",
       "      <td>2</td>\n",
       "      <td>lpg</td>\n",
       "      <td>mazda</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>40878</td>\n",
       "      <td>2016-03-17 14:45:58</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-03-05 19:57:31</td>\n",
       "      <td>Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...</td>\n",
       "      <td>3500</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>131</td>\n",
       "      <td>a4</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-05 00:00:00</td>\n",
       "      <td>53913</td>\n",
       "      <td>2016-03-07 05:46:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-03-06 19:07:10</td>\n",
       "      <td>Porsche_911_Carrera_4S_Cabrio</td>\n",
       "      <td>41500</td>\n",
       "      <td>test</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>320</td>\n",
       "      <td>911</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>porsche</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>65428</td>\n",
       "      <td>2016-04-05 23:46:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-03-10 19:55:34</td>\n",
       "      <td>Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima</td>\n",
       "      <td>7999</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2010</td>\n",
       "      <td>manual</td>\n",
       "      <td>120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-03-17 08:45:17</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-03-21 21:56:18</td>\n",
       "      <td>Ford_escort_kombi_an_bastler_mit_ghia_ausstattung</td>\n",
       "      <td>90</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>27574</td>\n",
       "      <td>2016-04-01 05:16:49</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>66701</td>\n",
       "      <td>2016-03-27 18:45:01</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-03-19 21:56:19</td>\n",
       "      <td>MINI_Cooper_D</td>\n",
       "      <td>5250</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>110</td>\n",
       "      <td>cooper</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mini</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>15745</td>\n",
       "      <td>2016-04-07 14:58:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...</td>\n",
       "      <td>4999</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatic</td>\n",
       "      <td>204</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>47638</td>\n",
       "      <td>2016-04-02 12:45:44</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2016-03-14 11:47:31</td>\n",
       "      <td>Peugeot_206_Unfallfahrzeug</td>\n",
       "      <td>80</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2002</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>2_reihe</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>peugeot</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>57076</td>\n",
       "      <td>2016-03-14 11:47:31</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2016-03-14 16:53:09</td>\n",
       "      <td>Noch_gut_erhaltenen_C_320</td>\n",
       "      <td>2850</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2002</td>\n",
       "      <td>automatic</td>\n",
       "      <td>218</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>41065</td>\n",
       "      <td>2016-03-16 07:19:04</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2016-03-20 05:03:03</td>\n",
       "      <td>Corsa_mit_TÜV_5.2016</td>\n",
       "      <td>350</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>corsa</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>27619</td>\n",
       "      <td>2016-04-06 03:15:20</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2016-03-15 12:25:26</td>\n",
       "      <td>Audi_A3_2.0_TDI_Sportback_DPF_Kupplung_defekt_...</td>\n",
       "      <td>4800</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>a3</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>61169</td>\n",
       "      <td>2016-04-07 13:15:31</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2016-04-05 07:55:07</td>\n",
       "      <td>Bmw_530d__navi_tuv03/18</td>\n",
       "      <td>2600</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatic</td>\n",
       "      <td>193</td>\n",
       "      <td>5er</td>\n",
       "      <td>6</td>\n",
       "      <td>diesel</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-05 00:00:00</td>\n",
       "      <td>95111</td>\n",
       "      <td>2016-04-07 12:15:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2016-03-29 21:52:56</td>\n",
       "      <td>Ford_Mondeo</td>\n",
       "      <td>1200</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>52428</td>\n",
       "      <td>2016-04-06 08:45:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2016-03-16 23:46:31</td>\n",
       "      <td>Ford_Mondeo_2.0_Turnier_TDCi_DPF_Titanium</td>\n",
       "      <td>7500</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>131</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>ford</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>34246</td>\n",
       "      <td>2016-04-05 16:21:16</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2016-03-11 13:58:38</td>\n",
       "      <td>Mercedes_C_180_Kombi__zu_verkaufen</td>\n",
       "      <td>1450</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatic</td>\n",
       "      <td>122</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>12683</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "      <td>150000</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>49955</th>\n",
       "      <td>2016-03-30 12:50:18</td>\n",
       "      <td>Golf_1.9_TDI_DPF_4mot_GT_Sport</td>\n",
       "      <td>3400</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>golf</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-30 00:00:00</td>\n",
       "      <td>83512</td>\n",
       "      <td>2016-03-30 12:50:18</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49957</th>\n",
       "      <td>2016-03-10 10:52:01</td>\n",
       "      <td>Bmw_mit_LPG__super_zustand_2_Jahre_Tuev_klima</td>\n",
       "      <td>2900</td>\n",
       "      <td>test</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2000</td>\n",
       "      <td>manual</td>\n",
       "      <td>150</td>\n",
       "      <td>3er</td>\n",
       "      <td>8</td>\n",
       "      <td>lpg</td>\n",
       "      <td>bmw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>41239</td>\n",
       "      <td>2016-03-11 10:18:32</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49958</th>\n",
       "      <td>2016-03-08 18:58:02</td>\n",
       "      <td>Golf_3_2.8_vr6_highline</td>\n",
       "      <td>2900</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1994</td>\n",
       "      <td>manual</td>\n",
       "      <td>174</td>\n",
       "      <td>golf</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-08 00:00:00</td>\n",
       "      <td>24241</td>\n",
       "      <td>2016-04-07 14:57:40</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49959</th>\n",
       "      <td>2016-03-28 21:53:21</td>\n",
       "      <td>Mercedes_Benz_C_180_T_Kompressor_Classic</td>\n",
       "      <td>4200</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>143</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>53844</td>\n",
       "      <td>2016-04-07 05:16:23</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49960</th>\n",
       "      <td>2016-03-25 22:51:55</td>\n",
       "      <td>Ford_KA_zu_verschenken_***Reserviert***</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>60</td>\n",
       "      <td>ka</td>\n",
       "      <td>6</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 00:00:00</td>\n",
       "      <td>34355</td>\n",
       "      <td>2016-03-25 22:51:55</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49961</th>\n",
       "      <td>2016-03-14 19:06:17</td>\n",
       "      <td>Golf_2.0_TDI_Sportline_Sonderproduktion</td>\n",
       "      <td>3200</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2007</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>golf</td>\n",
       "      <td>7</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>65760</td>\n",
       "      <td>2016-03-14 19:06:17</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49962</th>\n",
       "      <td>2016-03-14 17:57:15</td>\n",
       "      <td>Mitsubishi_Space_Star_1__3_L__Bj_2004_Standhei...</td>\n",
       "      <td>2200</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>82</td>\n",
       "      <td>other</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>45481</td>\n",
       "      <td>2016-03-15 13:45:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49964</th>\n",
       "      <td>2016-03-10 16:46:43</td>\n",
       "      <td>Audi_2_7_TDI_AVANT</td>\n",
       "      <td>12700</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatic</td>\n",
       "      <td>192</td>\n",
       "      <td>a4</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>54441</td>\n",
       "      <td>2016-04-07 01:15:47</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49966</th>\n",
       "      <td>2016-04-02 19:49:19</td>\n",
       "      <td>Citroën_C1_1.0_**Euro4**TÜV_OKT_2017**Scheiten...</td>\n",
       "      <td>1490</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>68</td>\n",
       "      <td>c1</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>citroen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>26603</td>\n",
       "      <td>2016-04-02 19:49:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49967</th>\n",
       "      <td>2016-03-12 11:50:17</td>\n",
       "      <td>VW_Passat_2_0_TDI_comfortline</td>\n",
       "      <td>4999</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2006</td>\n",
       "      <td>manual</td>\n",
       "      <td>140</td>\n",
       "      <td>passat</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-12 00:00:00</td>\n",
       "      <td>70619</td>\n",
       "      <td>2016-03-17 09:45:12</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49968</th>\n",
       "      <td>2016-04-01 17:49:15</td>\n",
       "      <td>Mercedes_Benz_190_D_2.5_Automatik</td>\n",
       "      <td>2100</td>\n",
       "      <td>test</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1986</td>\n",
       "      <td>automatic</td>\n",
       "      <td>90</td>\n",
       "      <td>other</td>\n",
       "      <td>9</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>40227</td>\n",
       "      <td>2016-04-05 13:16:35</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49969</th>\n",
       "      <td>2016-03-17 18:49:02</td>\n",
       "      <td>Nissan_X_Trail_2.2_dCi_4x4_Sport_m.AHZ</td>\n",
       "      <td>4500</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2005</td>\n",
       "      <td>manual</td>\n",
       "      <td>136</td>\n",
       "      <td>x_trail</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>nissan</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>17379</td>\n",
       "      <td>2016-03-25 23:18:15</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49971</th>\n",
       "      <td>2016-03-29 14:54:12</td>\n",
       "      <td>W.Lupo_1.0</td>\n",
       "      <td>950</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>50</td>\n",
       "      <td>lupo</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>65197</td>\n",
       "      <td>2016-03-29 20:41:51</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49972</th>\n",
       "      <td>2016-03-26 22:25:23</td>\n",
       "      <td>Mercedes_Benz_Vito_115_CDI_Extralang_Aut.</td>\n",
       "      <td>3300</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2004</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>vito</td>\n",
       "      <td>10</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>65326</td>\n",
       "      <td>2016-03-28 11:28:18</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49973</th>\n",
       "      <td>2016-03-27 05:32:39</td>\n",
       "      <td>Mercedes_Benz_SLK_200_Kompressor</td>\n",
       "      <td>6000</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>2004</td>\n",
       "      <td>manual</td>\n",
       "      <td>163</td>\n",
       "      <td>slk</td>\n",
       "      <td>11</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-27 00:00:00</td>\n",
       "      <td>53567</td>\n",
       "      <td>2016-03-27 08:25:24</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49974</th>\n",
       "      <td>2016-03-20 10:52:31</td>\n",
       "      <td>Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...</td>\n",
       "      <td>0</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1983</td>\n",
       "      <td>manual</td>\n",
       "      <td>70</td>\n",
       "      <td>golf</td>\n",
       "      <td>2</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-20 00:00:00</td>\n",
       "      <td>8209</td>\n",
       "      <td>2016-03-27 19:48:16</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49976</th>\n",
       "      <td>2016-03-19 18:56:05</td>\n",
       "      <td>Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...</td>\n",
       "      <td>5900</td>\n",
       "      <td>test</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1992</td>\n",
       "      <td>automatic</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-19 00:00:00</td>\n",
       "      <td>36100</td>\n",
       "      <td>2016-04-07 06:16:44</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49977</th>\n",
       "      <td>2016-03-31 18:37:18</td>\n",
       "      <td>Mercedes_Benz_C200_Cdi_W203</td>\n",
       "      <td>5500</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>2003</td>\n",
       "      <td>manual</td>\n",
       "      <td>116</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>33739</td>\n",
       "      <td>2016-04-06 12:16:11</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49978</th>\n",
       "      <td>2016-04-04 10:37:14</td>\n",
       "      <td>Mercedes_Benz_E_200_Classic</td>\n",
       "      <td>900</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1996</td>\n",
       "      <td>automatic</td>\n",
       "      <td>136</td>\n",
       "      <td>e_klasse</td>\n",
       "      <td>9</td>\n",
       "      <td>gas</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-04-04 00:00:00</td>\n",
       "      <td>24405</td>\n",
       "      <td>2016-04-06 12:44:20</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49981</th>\n",
       "      <td>2016-03-15 09:38:21</td>\n",
       "      <td>Opel_Astra_Kombi_mit_Anhaengerkupplung</td>\n",
       "      <td>2000</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>1998</td>\n",
       "      <td>manual</td>\n",
       "      <td>115</td>\n",
       "      <td>astra</td>\n",
       "      <td>12</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>86859</td>\n",
       "      <td>2016-04-05 17:21:46</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49983</th>\n",
       "      <td>2016-03-06 12:43:04</td>\n",
       "      <td>Ford_focus_99</td>\n",
       "      <td>600</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1999</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>focus</td>\n",
       "      <td>4</td>\n",
       "      <td>gas</td>\n",
       "      <td>ford</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>52477</td>\n",
       "      <td>2016-03-09 06:16:08</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49984</th>\n",
       "      <td>2016-03-31 22:48:48</td>\n",
       "      <td>Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sonstige_autos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 00:00:00</td>\n",
       "      <td>12103</td>\n",
       "      <td>2016-04-02 19:44:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49985</th>\n",
       "      <td>2016-04-02 16:38:23</td>\n",
       "      <td>Verkaufe_meinen_vw_vento!</td>\n",
       "      <td>1000</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>automatic</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>30900</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49988</th>\n",
       "      <td>2016-03-28 19:49:51</td>\n",
       "      <td>BMW_330_Ci</td>\n",
       "      <td>9550</td>\n",
       "      <td>control</td>\n",
       "      <td>coupe</td>\n",
       "      <td>2001</td>\n",
       "      <td>manual</td>\n",
       "      <td>231</td>\n",
       "      <td>3er</td>\n",
       "      <td>10</td>\n",
       "      <td>gas</td>\n",
       "      <td>bmw</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>83646</td>\n",
       "      <td>2016-04-07 02:17:40</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49989</th>\n",
       "      <td>2016-03-11 19:50:37</td>\n",
       "      <td>VW_Polo_zum_Ausschlachten_oder_Wiederaufbau</td>\n",
       "      <td>150</td>\n",
       "      <td>test</td>\n",
       "      <td>small car</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>polo</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>yes</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>21244</td>\n",
       "      <td>2016-03-12 10:17:55</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49991</th>\n",
       "      <td>2016-03-06 15:25:19</td>\n",
       "      <td>Kleinwagen</td>\n",
       "      <td>500</td>\n",
       "      <td>control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>twingo</td>\n",
       "      <td>0</td>\n",
       "      <td>gas</td>\n",
       "      <td>renault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-06 00:00:00</td>\n",
       "      <td>61350</td>\n",
       "      <td>2016-03-06 18:24:19</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49993</th>\n",
       "      <td>2016-03-15 18:47:35</td>\n",
       "      <td>Audi_A3__1_8l__Silber;_schoenes_Fahrzeug</td>\n",
       "      <td>1650</td>\n",
       "      <td>control</td>\n",
       "      <td>small car</td>\n",
       "      <td>1997</td>\n",
       "      <td>manual</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>65203</td>\n",
       "      <td>2016-04-06 19:46:53</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49994</th>\n",
       "      <td>2016-03-22 17:36:42</td>\n",
       "      <td>Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...</td>\n",
       "      <td>5000</td>\n",
       "      <td>control</td>\n",
       "      <td>station wagon</td>\n",
       "      <td>2001</td>\n",
       "      <td>automatic</td>\n",
       "      <td>299</td>\n",
       "      <td>a6</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>audi</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-22 00:00:00</td>\n",
       "      <td>46537</td>\n",
       "      <td>2016-04-06 08:16:39</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>2016-03-28 10:50:25</td>\n",
       "      <td>Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...</td>\n",
       "      <td>1980</td>\n",
       "      <td>control</td>\n",
       "      <td>convertible</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>75</td>\n",
       "      <td>astra</td>\n",
       "      <td>5</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-28 00:00:00</td>\n",
       "      <td>44807</td>\n",
       "      <td>2016-04-02 14:18:02</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>2016-03-14 00:42:12</td>\n",
       "      <td>Opel_Vectra_1.6_16V</td>\n",
       "      <td>1250</td>\n",
       "      <td>control</td>\n",
       "      <td>sedan</td>\n",
       "      <td>1996</td>\n",
       "      <td>manual</td>\n",
       "      <td>101</td>\n",
       "      <td>vectra</td>\n",
       "      <td>1</td>\n",
       "      <td>gas</td>\n",
       "      <td>opel</td>\n",
       "      <td>no</td>\n",
       "      <td>2016-03-13 00:00:00</td>\n",
       "      <td>45897</td>\n",
       "      <td>2016-04-06 21:18:48</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31022 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                               name  \\\n",
       "0      2016-03-26 17:47:46                   Peugeot_807_160_NAVTECH_ON_BOARD   \n",
       "1      2016-04-04 13:38:56         BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik   \n",
       "4      2016-04-01 14:38:50  Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "6      2016-03-20 17:55:21  VW_Golf_III_GT_Special_Electronic_Green_Metall...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \n",
       "8      2016-03-22 16:51:34                                         Seat_Arosa   \n",
       "9      2016-03-16 13:47:02          Renault_Megane_Scenic_1.6e_RT_Klimaanlage   \n",
       "11     2016-03-16 18:45:34                         Mercedes_A140_Motorschaden   \n",
       "13     2016-03-23 10:48:32                                 Audi_A3_1.6_tuning   \n",
       "14     2016-03-23 11:50:46  Renault_Clio_3__Dynamique_1.2__16_V;_viele_Ver...   \n",
       "16     2016-03-16 14:59:02                                Opel_Vectra_B_Kombi   \n",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \n",
       "18     2016-03-26 19:57:44               Verkaufen_mein_bmw_e36_320_i_touring   \n",
       "19     2016-03-17 13:36:21        mazda_tribute_2.0_mit_gas_und_tuev_neu_2018   \n",
       "20     2016-03-05 19:57:31  Audi_A4_Avant_1.9_TDI_*6_Gang*AHK*Klimatronik*...   \n",
       "21     2016-03-06 19:07:10                      Porsche_911_Carrera_4S_Cabrio   \n",
       "23     2016-03-10 19:55:34   Peugeot_Boxer_2_2_HDi_120_Ps_9_Sitzer_inkl_Klima   \n",
       "25     2016-03-21 21:56:18  Ford_escort_kombi_an_bastler_mit_ghia_ausstattung   \n",
       "27     2016-03-27 18:45:01             Hat_einer_Ahnung_mit_Ford_Galaxy_HILFE   \n",
       "28     2016-03-19 21:56:19                                      MINI_Cooper_D   \n",
       "29     2016-04-02 12:45:44  Mercedes_Benz_E_320_T_CDI_Avantgarde_DPF7_Sitz...   \n",
       "30     2016-03-14 11:47:31                         Peugeot_206_Unfallfahrzeug   \n",
       "31     2016-03-14 16:53:09                          Noch_gut_erhaltenen_C_320   \n",
       "32     2016-03-20 05:03:03                               Corsa_mit_TÜV_5.2016   \n",
       "33     2016-03-15 12:25:26  Audi_A3_2.0_TDI_Sportback_DPF_Kupplung_defekt_...   \n",
       "34     2016-04-05 07:55:07                            Bmw_530d__navi_tuv03/18   \n",
       "35     2016-03-29 21:52:56                                        Ford_Mondeo   \n",
       "36     2016-03-16 23:46:31          Ford_Mondeo_2.0_Turnier_TDCi_DPF_Titanium   \n",
       "39     2016-03-11 13:58:38                 Mercedes_C_180_Kombi__zu_verkaufen   \n",
       "...                    ...                                                ...   \n",
       "49955  2016-03-30 12:50:18                     Golf_1.9_TDI_DPF_4mot_GT_Sport   \n",
       "49957  2016-03-10 10:52:01      Bmw_mit_LPG__super_zustand_2_Jahre_Tuev_klima   \n",
       "49958  2016-03-08 18:58:02                            Golf_3_2.8_vr6_highline   \n",
       "49959  2016-03-28 21:53:21           Mercedes_Benz_C_180_T_Kompressor_Classic   \n",
       "49960  2016-03-25 22:51:55            Ford_KA_zu_verschenken_***Reserviert***   \n",
       "49961  2016-03-14 19:06:17            Golf_2.0_TDI_Sportline_Sonderproduktion   \n",
       "49962  2016-03-14 17:57:15  Mitsubishi_Space_Star_1__3_L__Bj_2004_Standhei...   \n",
       "49964  2016-03-10 16:46:43                                 Audi_2_7_TDI_AVANT   \n",
       "49966  2016-04-02 19:49:19  Citroën_C1_1.0_**Euro4**TÜV_OKT_2017**Scheiten...   \n",
       "49967  2016-03-12 11:50:17                      VW_Passat_2_0_TDI_comfortline   \n",
       "49968  2016-04-01 17:49:15                  Mercedes_Benz_190_D_2.5_Automatik   \n",
       "49969  2016-03-17 18:49:02             Nissan_X_Trail_2.2_dCi_4x4_Sport_m.AHZ   \n",
       "49971  2016-03-29 14:54:12                                         W.Lupo_1.0   \n",
       "49972  2016-03-26 22:25:23          Mercedes_Benz_Vito_115_CDI_Extralang_Aut.   \n",
       "49973  2016-03-27 05:32:39                   Mercedes_Benz_SLK_200_Kompressor   \n",
       "49974  2016-03-20 10:52:31  Golf_1_Cabrio_Tuev_Neu_viele_Extras_alles_eing...   \n",
       "49976  2016-03-19 18:56:05  Audi_80_Avant_2.6_E__Vollausstattung!!_Einziga...   \n",
       "49977  2016-03-31 18:37:18                        Mercedes_Benz_C200_Cdi_W203   \n",
       "49978  2016-04-04 10:37:14                        Mercedes_Benz_E_200_Classic   \n",
       "49981  2016-03-15 09:38:21             Opel_Astra_Kombi_mit_Anhaengerkupplung   \n",
       "49983  2016-03-06 12:43:04                                      Ford_focus_99   \n",
       "49984  2016-03-31 22:48:48  Student_sucht_ein__Anfaengerauto___ab_2000_BJ_...   \n",
       "49985  2016-04-02 16:38:23                          Verkaufe_meinen_vw_vento!   \n",
       "49988  2016-03-28 19:49:51                                         BMW_330_Ci   \n",
       "49989  2016-03-11 19:50:37        VW_Polo_zum_Ausschlachten_oder_Wiederaufbau   \n",
       "49991  2016-03-06 15:25:19                                         Kleinwagen   \n",
       "49993  2016-03-15 18:47:35           Audi_A3__1_8l__Silber;_schoenes_Fahrzeug   \n",
       "49994  2016-03-22 17:36:42  Audi_A6__S6__Avant_4.2_quattro_eventuell_Tausc...   \n",
       "49996  2016-03-28 10:50:25  Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...   \n",
       "49999  2016-03-14 00:42:12                                Opel_Vectra_1.6_16V   \n",
       "\n",
       "       price   abtest   vehicle_type  registration_year    gearbox  power_ps  \\\n",
       "0       5000  control            bus               2004     manual       158   \n",
       "1       8500  control          sedan               1997  automatic       286   \n",
       "4       1350     test  station wagon               2003     manual         0   \n",
       "5       7900     test            bus               2006  automatic       150   \n",
       "6        300     test          sedan               1995     manual        90   \n",
       "7       1990  control          sedan               1998     manual        90   \n",
       "8        250     test            NaN               2000     manual         0   \n",
       "9        590  control            bus               1997     manual        90   \n",
       "11       350  control            NaN               2000        NaN         0   \n",
       "13      1350  control          sedan               1999     manual       101   \n",
       "14      3999     test      small car               2007     manual        75   \n",
       "16       350     test  station wagon               1999     manual       101   \n",
       "17      5500     test          coupe               1990     manual       205   \n",
       "18       300  control            bus               1995     manual       150   \n",
       "19      4150  control            suv               2004     manual       124   \n",
       "20      3500     test  station wagon               2003     manual       131   \n",
       "21     41500     test    convertible               2004     manual       320   \n",
       "23      7999  control            bus               2010     manual       120   \n",
       "25        90  control  station wagon               1996     manual       116   \n",
       "27         0  control            NaN               2005        NaN         0   \n",
       "28      5250  control      small car               2007     manual       110   \n",
       "29      4999     test  station wagon               2004  automatic       204   \n",
       "30        80     test      small car               2002     manual        60   \n",
       "31      2850     test  station wagon               2002  automatic       218   \n",
       "32       350  control      small car               1999     manual         0   \n",
       "33      4800     test  station wagon               2006     manual       140   \n",
       "34      2600     test  station wagon               2000  automatic       193   \n",
       "35      1200     test  station wagon               1998     manual         0   \n",
       "36      7500     test  station wagon               2007     manual       131   \n",
       "39      1450     test  station wagon               1999  automatic       122   \n",
       "...      ...      ...            ...                ...        ...       ...   \n",
       "49955   3400  control          sedan               2008        NaN         0   \n",
       "49957   2900     test          coupe               2000     manual       150   \n",
       "49958   2900     test          sedan               1994     manual       174   \n",
       "49959   4200  control  station wagon               2003     manual       143   \n",
       "49960      0  control      small car               1999     manual        60   \n",
       "49961   3200  control          sedan               2007     manual       140   \n",
       "49962   2200     test          sedan               2004     manual        82   \n",
       "49964  12700  control  station wagon               2010  automatic       192   \n",
       "49966   1490  control      small car               2006     manual        68   \n",
       "49967   4999     test  station wagon               2006     manual       140   \n",
       "49968   2100     test          sedan               1986  automatic        90   \n",
       "49969   4500  control            suv               2005     manual       136   \n",
       "49971    950     test      small car               2001     manual        50   \n",
       "49972   3300  control            bus               2004  automatic       150   \n",
       "49973   6000  control    convertible               2004     manual       163   \n",
       "49974      0  control    convertible               1983     manual        70   \n",
       "49976   5900     test  station wagon               1992  automatic       150   \n",
       "49977   5500  control          sedan               2003     manual       116   \n",
       "49978    900  control          sedan               1996  automatic       136   \n",
       "49981   2000  control  station wagon               1998     manual       115   \n",
       "49983    600     test      small car               1999     manual       101   \n",
       "49984      0     test            NaN               2000        NaN         0   \n",
       "49985   1000  control            NaN               1995  automatic         0   \n",
       "49988   9550  control          coupe               2001     manual       231   \n",
       "49989    150     test      small car               1997     manual         0   \n",
       "49991    500  control            NaN               2016     manual         0   \n",
       "49993   1650  control      small car               1997     manual         0   \n",
       "49994   5000  control  station wagon               2001  automatic       299   \n",
       "49996   1980  control    convertible               1996     manual        75   \n",
       "49999   1250  control          sedan               1996     manual       101   \n",
       "\n",
       "          model  registration_month fuel_type           brand  \\\n",
       "0         other                   3       lpg         peugeot   \n",
       "1           7er                   6       gas             bmw   \n",
       "4         focus                   7       gas            ford   \n",
       "5       voyager                   4    diesel        chrysler   \n",
       "6          golf                   8       gas      volkswagen   \n",
       "7          golf                  12    diesel      volkswagen   \n",
       "8         arosa                  10       NaN            seat   \n",
       "9        megane                   7       gas         renault   \n",
       "11          NaN                   0       gas   mercedes_benz   \n",
       "13           a3                  11       gas            audi   \n",
       "14         clio                   9       gas         renault   \n",
       "16       vectra                   5       gas            opel   \n",
       "17     scirocco                   6       gas      volkswagen   \n",
       "18          3er                   0       gas             bmw   \n",
       "19        other                   2       lpg           mazda   \n",
       "20           a4                   5    diesel            audi   \n",
       "21          911                   4       gas         porsche   \n",
       "23          NaN                   2    diesel         peugeot   \n",
       "25          NaN                   4       gas            ford   \n",
       "27          NaN                   0       NaN            ford   \n",
       "28       cooper                   7    diesel            mini   \n",
       "29     e_klasse                  10    diesel   mercedes_benz   \n",
       "30      2_reihe                   6       gas         peugeot   \n",
       "31     c_klasse                   7       gas   mercedes_benz   \n",
       "32        corsa                   7       gas            opel   \n",
       "33           a3                   8    diesel            audi   \n",
       "34          5er                   6    diesel             bmw   \n",
       "35       mondeo                  12       gas            ford   \n",
       "36       mondeo                  11    diesel            ford   \n",
       "39     c_klasse                   6       gas   mercedes_benz   \n",
       "...         ...                 ...       ...             ...   \n",
       "49955      golf                  11    diesel      volkswagen   \n",
       "49957       3er                   8       lpg             bmw   \n",
       "49958      golf                   5       gas      volkswagen   \n",
       "49959  c_klasse                  12       gas   mercedes_benz   \n",
       "49960        ka                   6       gas            ford   \n",
       "49961      golf                   7    diesel      volkswagen   \n",
       "49962     other                   4       gas      mitsubishi   \n",
       "49964        a4                   5    diesel            audi   \n",
       "49966        c1                   7       gas         citroen   \n",
       "49967    passat                   5    diesel      volkswagen   \n",
       "49968     other                   9    diesel   mercedes_benz   \n",
       "49969   x_trail                   5    diesel          nissan   \n",
       "49971      lupo                   4       gas      volkswagen   \n",
       "49972      vito                  10    diesel   mercedes_benz   \n",
       "49973       slk                  11       gas   mercedes_benz   \n",
       "49974      golf                   2       gas      volkswagen   \n",
       "49976        80                  12       gas            audi   \n",
       "49977  c_klasse                   2    diesel   mercedes_benz   \n",
       "49978  e_klasse                   9       gas   mercedes_benz   \n",
       "49981     astra                  12       gas            opel   \n",
       "49983     focus                   4       gas            ford   \n",
       "49984       NaN                   0       NaN  sonstige_autos   \n",
       "49985       NaN                   0       gas      volkswagen   \n",
       "49988       3er                  10       gas             bmw   \n",
       "49989      polo                   5       gas      volkswagen   \n",
       "49991    twingo                   0       gas         renault   \n",
       "49993       NaN                   7       gas            audi   \n",
       "49994        a6                   1       gas            audi   \n",
       "49996     astra                   5       gas            opel   \n",
       "49999    vectra                   1       gas            opel   \n",
       "\n",
       "      unrepaired_damage           ad_created  postal_code  \\\n",
       "0                    no  2016-03-26 00:00:00        79588   \n",
       "1                    no  2016-04-04 00:00:00        71034   \n",
       "4                    no  2016-04-01 00:00:00        39218   \n",
       "5                   NaN  2016-03-21 00:00:00        22962   \n",
       "6                   NaN  2016-03-20 00:00:00        31535   \n",
       "7                    no  2016-03-16 00:00:00        53474   \n",
       "8                    no  2016-03-22 00:00:00         7426   \n",
       "9                    no  2016-03-16 00:00:00        15749   \n",
       "11                  NaN  2016-03-16 00:00:00        17498   \n",
       "13                   no  2016-03-23 00:00:00        12043   \n",
       "14                  NaN  2016-03-23 00:00:00        81737   \n",
       "16                   no  2016-03-16 00:00:00        57299   \n",
       "17                   no  2016-03-29 00:00:00        74821   \n",
       "18                  NaN  2016-03-26 00:00:00        54329   \n",
       "19                   no  2016-03-17 00:00:00        40878   \n",
       "20                  NaN  2016-03-05 00:00:00        53913   \n",
       "21                   no  2016-03-06 00:00:00        65428   \n",
       "23                   no  2016-03-10 00:00:00        30900   \n",
       "25                  yes  2016-03-21 00:00:00        27574   \n",
       "27                  NaN  2016-03-27 00:00:00        66701   \n",
       "28                  yes  2016-03-19 00:00:00        15745   \n",
       "29                   no  2016-04-02 00:00:00        47638   \n",
       "30                  yes  2016-03-14 00:00:00        57076   \n",
       "31                   no  2016-03-14 00:00:00        41065   \n",
       "32                  NaN  2016-03-20 00:00:00        27619   \n",
       "33                   no  2016-03-15 00:00:00        61169   \n",
       "34                  NaN  2016-04-05 00:00:00        95111   \n",
       "35                   no  2016-03-29 00:00:00        52428   \n",
       "36                   no  2016-03-16 00:00:00        34246   \n",
       "39                   no  2016-03-11 00:00:00        12683   \n",
       "...                 ...                  ...          ...   \n",
       "49955                no  2016-03-30 00:00:00        83512   \n",
       "49957               NaN  2016-03-10 00:00:00        41239   \n",
       "49958               NaN  2016-03-08 00:00:00        24241   \n",
       "49959                no  2016-03-28 00:00:00        53844   \n",
       "49960               NaN  2016-03-25 00:00:00        34355   \n",
       "49961               NaN  2016-03-14 00:00:00        65760   \n",
       "49962               yes  2016-03-14 00:00:00        45481   \n",
       "49964               NaN  2016-03-10 00:00:00        54441   \n",
       "49966               yes  2016-04-02 00:00:00        26603   \n",
       "49967               NaN  2016-03-12 00:00:00        70619   \n",
       "49968                no  2016-04-01 00:00:00        40227   \n",
       "49969                no  2016-03-17 00:00:00        17379   \n",
       "49971                no  2016-03-29 00:00:00        65197   \n",
       "49972               yes  2016-03-26 00:00:00        65326   \n",
       "49973                no  2016-03-27 00:00:00        53567   \n",
       "49974                no  2016-03-20 00:00:00         8209   \n",
       "49976                no  2016-03-19 00:00:00        36100   \n",
       "49977                no  2016-03-31 00:00:00        33739   \n",
       "49978               yes  2016-04-04 00:00:00        24405   \n",
       "49981                no  2016-03-15 00:00:00        86859   \n",
       "49983               NaN  2016-03-06 00:00:00        52477   \n",
       "49984               NaN  2016-03-31 00:00:00        12103   \n",
       "49985               NaN  2016-04-02 00:00:00        30900   \n",
       "49988                no  2016-03-28 00:00:00        83646   \n",
       "49989               yes  2016-03-11 00:00:00        21244   \n",
       "49991               NaN  2016-03-06 00:00:00        61350   \n",
       "49993               NaN  2016-03-15 00:00:00        65203   \n",
       "49994                no  2016-03-22 00:00:00        46537   \n",
       "49996                no  2016-03-28 00:00:00        44807   \n",
       "49999                no  2016-03-13 00:00:00        45897   \n",
       "\n",
       "                 last_seen  odometer_km  \n",
       "0      2016-04-06 06:45:54       150000  \n",
       "1      2016-04-06 14:45:08       150000  \n",
       "4      2016-04-01 14:38:50       150000  \n",
       "5      2016-04-06 09:45:21       150000  \n",
       "6      2016-03-23 02:48:59       150000  \n",
       "7      2016-04-07 03:17:32       150000  \n",
       "8      2016-03-26 18:18:10       150000  \n",
       "9      2016-04-06 10:46:35       150000  \n",
       "11     2016-03-16 18:45:34       150000  \n",
       "13     2016-04-01 14:17:13       150000  \n",
       "14     2016-04-01 15:46:47       150000  \n",
       "16     2016-03-18 05:29:37       150000  \n",
       "17     2016-04-05 20:46:26       150000  \n",
       "18     2016-04-02 12:16:41       150000  \n",
       "19     2016-03-17 14:45:58       150000  \n",
       "20     2016-03-07 05:46:46       150000  \n",
       "21     2016-04-05 23:46:19       150000  \n",
       "23     2016-03-17 08:45:17       150000  \n",
       "25     2016-04-01 05:16:49       150000  \n",
       "27     2016-03-27 18:45:01       150000  \n",
       "28     2016-04-07 14:58:48       150000  \n",
       "29     2016-04-02 12:45:44       150000  \n",
       "30     2016-03-14 11:47:31       150000  \n",
       "31     2016-03-16 07:19:04       150000  \n",
       "32     2016-04-06 03:15:20       150000  \n",
       "33     2016-04-07 13:15:31       150000  \n",
       "34     2016-04-07 12:15:47       150000  \n",
       "35     2016-04-06 08:45:35       150000  \n",
       "36     2016-04-05 16:21:16       150000  \n",
       "39     2016-04-06 15:17:52       150000  \n",
       "...                    ...          ...  \n",
       "49955  2016-03-30 12:50:18       150000  \n",
       "49957  2016-03-11 10:18:32       150000  \n",
       "49958  2016-04-07 14:57:40       150000  \n",
       "49959  2016-04-07 05:16:23       150000  \n",
       "49960  2016-03-25 22:51:55       150000  \n",
       "49961  2016-03-14 19:06:17       150000  \n",
       "49962  2016-03-15 13:45:08       150000  \n",
       "49964  2016-04-07 01:15:47       150000  \n",
       "49966  2016-04-02 19:49:19       150000  \n",
       "49967  2016-03-17 09:45:12       150000  \n",
       "49968  2016-04-05 13:16:35       150000  \n",
       "49969  2016-03-25 23:18:15       150000  \n",
       "49971  2016-03-29 20:41:51       150000  \n",
       "49972  2016-03-28 11:28:18       150000  \n",
       "49973  2016-03-27 08:25:24       150000  \n",
       "49974  2016-03-27 19:48:16       150000  \n",
       "49976  2016-04-07 06:16:44       150000  \n",
       "49977  2016-04-06 12:16:11       150000  \n",
       "49978  2016-04-06 12:44:20       150000  \n",
       "49981  2016-04-05 17:21:46       150000  \n",
       "49983  2016-03-09 06:16:08       150000  \n",
       "49984  2016-04-02 19:44:53       150000  \n",
       "49985  2016-04-06 15:17:52       150000  \n",
       "49988  2016-04-07 02:17:40       150000  \n",
       "49989  2016-03-12 10:17:55       150000  \n",
       "49991  2016-03-06 18:24:19       150000  \n",
       "49993  2016-04-06 19:46:53       150000  \n",
       "49994  2016-04-06 08:16:39       150000  \n",
       "49996  2016-04-02 14:18:02       150000  \n",
       "49999  2016-04-06 21:18:48       150000  \n",
       "\n",
       "[31022 rows x 17 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hi_mileage = autos[autos[\"odometer_km\"] == 150000]\n",
    "hi_mileage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11940.959967732177\n",
      "6639.106551577755\n",
      "3654.103120366192\n"
     ]
    }
   ],
   "source": [
    "print(low_mileage[\"price\"].mean())\n",
    "print(mid_mileage[\"price\"].mean())\n",
    "print(hi_mileage[\"price\"].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cars with the lowest mileage "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "golf : 3815\n",
      "other : 3457\n",
      "3er : 2688\n",
      "nan : 2456\n",
      "polo : 1677\n",
      "corsa : 1644\n",
      "astra : 1388\n",
      "passat : 1388\n",
      "a4 : 1265\n",
      "5er : 1163\n",
      "c_klasse : 1147\n",
      "e_klasse : 981\n",
      "a3 : 838\n",
      "a6 : 814\n",
      "focus : 776\n",
      "fiesta : 739\n",
      "transporter : 688\n",
      "twingo : 636\n",
      "2_reihe : 611\n",
      "vectra : 558\n",
      "fortwo : 552\n",
      "a_klasse : 543\n",
      "1er : 525\n",
      "3_reihe : 496\n",
      "mondeo : 487\n",
      "clio : 484\n",
      "touran : 438\n",
      "punto : 431\n",
      "zafira : 399\n",
      "ka : 356\n",
      "megane : 352\n",
      "ibiza : 335\n",
      "lupo : 329\n",
      "octavia : 305\n",
      "x_reihe : 296\n",
      "fabia : 281\n",
      "cooper : 274\n",
      "clk : 251\n",
      "micra : 245\n",
      "sharan : 225\n",
      "caddy : 211\n",
      "80 : 209\n",
      "leon : 197\n",
      "omega : 193\n",
      "scenic : 190\n",
      "laguna : 186\n",
      "i_reihe : 176\n",
      "slk : 172\n",
      "civic : 171\n",
      "galaxy : 165\n",
      "1_reihe : 165\n",
      "6_reihe : 163\n",
      "m_klasse : 152\n",
      "tt : 147\n",
      "911 : 142\n",
      "meriva : 139\n",
      "7er : 131\n",
      "s_klasse : 129\n",
      "yaris : 127\n",
      "a5 : 126\n",
      "beetle : 124\n",
      "b_klasse : 122\n",
      "500 : 122\n",
      "vito : 121\n",
      "z_reihe : 119\n",
      "mx_reihe : 118\n",
      "tiguan : 118\n",
      "escort : 113\n",
      "colt : 113\n",
      "arosa : 107\n",
      "transit : 106\n",
      "kangoo : 104\n",
      "bora : 104\n",
      "berlingo : 102\n",
      "sl : 102\n",
      "one : 101\n",
      "v70 : 95\n",
      "almera : 95\n",
      "touareg : 95\n",
      "sprinter : 94\n",
      "tigra : 93\n",
      "156 : 92\n",
      "v40 : 91\n",
      "grand : 89\n",
      "corolla : 89\n",
      "espace : 88\n",
      "scirocco : 87\n",
      "insignia : 86\n",
      "fox : 85\n",
      "swift : 84\n",
      "panda : 84\n",
      "a1 : 82\n",
      "seicento : 80\n",
      "147 : 80\n",
      "primera : 79\n",
      "c_max : 78\n",
      "stilo : 76\n",
      "4_reihe : 75\n",
      "avensis : 72\n",
      "a8 : 72\n",
      "c5 : 72\n",
      "qashqai : 70\n",
      "c3 : 70\n",
      "signum : 68\n",
      "cuore : 66\n",
      "eos : 66\n",
      "q5 : 62\n",
      "c4 : 62\n",
      "aygo : 61\n",
      "carisma : 60\n",
      "viano : 60\n",
      "kaefer : 60\n",
      "ducato : 59\n",
      "100 : 59\n",
      "agila : 58\n",
      "matiz : 57\n",
      "5_reihe : 57\n",
      "c1 : 56\n",
      "mustang : 56\n",
      "vivaro : 55\n",
      "601 : 54\n",
      "combo : 53\n",
      "sorento : 53\n",
      "s_max : 52\n",
      "sportage : 52\n",
      "cr_reihe : 52\n",
      "up : 51\n",
      "c2 : 51\n",
      "superb : 51\n",
      "kadett : 51\n",
      "voyager : 50\n",
      "getz : 49\n",
      "xc_reihe : 48\n",
      "boxster : 48\n",
      "cayenne : 48\n",
      "rav : 48\n",
      "santa : 46\n",
      "verso : 46\n",
      "m_reihe : 46\n",
      "picanto : 45\n",
      "forfour : 45\n",
      "cordoba : 44\n",
      "sandero : 44\n",
      "a2 : 43\n",
      "bravo : 43\n",
      "logan : 43\n",
      "kuga : 42\n",
      "alhambra : 42\n",
      "doblo : 42\n",
      "rio : 40\n",
      "toledo : 40\n",
      "q7 : 40\n",
      "accord : 40\n",
      "altea : 40\n",
      "cl : 39\n",
      "jetta : 38\n",
      "ceed : 36\n",
      "jazz : 36\n",
      "roomster : 35\n",
      "x_trail : 34\n",
      "ptcruiser : 34\n",
      "159 : 33\n",
      "fusion : 33\n",
      "spider : 33\n",
      "freelander : 33\n",
      "jimny : 33\n",
      "phaeton : 32\n",
      "roadster : 32\n",
      "legacy : 31\n",
      "auris : 31\n",
      "carnival : 31\n",
      "v50 : 31\n",
      "6er : 31\n",
      "modus : 30\n",
      "glk : 30\n",
      "850 : 28\n",
      "pajero : 28\n",
      "q3 : 28\n",
      "c_reihe : 28\n",
      "duster : 27\n",
      "galant : 26\n",
      "clubman : 26\n",
      "lancer : 25\n",
      "tucson : 25\n",
      "spark : 25\n",
      "yeti : 25\n",
      "captiva : 25\n",
      "impreza : 25\n",
      "v_klasse : 24\n",
      "rx_reihe : 24\n",
      "wrangler : 24\n",
      "g_klasse : 24\n",
      "defender : 23\n",
      "calibra : 22\n",
      "x_type : 21\n",
      "aveo : 21\n",
      "antara : 21\n",
      "navara : 21\n",
      "note : 21\n",
      "ypsilon : 21\n",
      "outlander : 20\n",
      "citigo : 20\n",
      "cherokee : 20\n",
      "justy : 19\n",
      "cc : 18\n",
      "kalos : 17\n",
      "s60 : 17\n",
      "900 : 16\n",
      "cx_reihe : 15\n",
      "niva : 15\n",
      "s_type : 14\n",
      "discovery : 14\n",
      "juke : 13\n",
      "forester : 12\n",
      "range_rover_sport : 12\n",
      "300c : 11\n",
      "sirion : 11\n",
      "mii : 10\n",
      "lybra : 10\n",
      "lanos : 10\n",
      "terios : 10\n",
      "r19 : 10\n",
      "gl : 10\n",
      "range_rover : 9\n",
      "move : 9\n",
      "90 : 9\n",
      "nubira : 8\n",
      "crossfire : 6\n",
      "amarok : 6\n",
      "exeo : 6\n",
      "lodgy : 5\n",
      "9000 : 5\n",
      "delta : 5\n",
      "range_rover_evoque : 5\n",
      "materia : 4\n",
      "145 : 4\n",
      "samara : 4\n",
      "croma : 4\n",
      "charade : 3\n",
      "v60 : 3\n",
      "kappa : 2\n",
      "b_max : 1\n",
      "i3 : 1\n",
      "200 : 1\n",
      "rangerover : 1\n"
     ]
    }
   ],
   "source": [
    "model_counts = {}\n",
    "for model in autos[\"model\"]:\n",
    "    if model not in model_counts:\n",
    "        model_counts[model] = 0\n",
    "    model_counts[model]+=1\n",
    "sorted_model_counts = sorted(model_counts, key=lambda x: model_counts[x], reverse=True)\n",
    "for k in sorted_model_counts:\n",
    "    print(\"{} : {}\".format(k, model_counts[k]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 12 most common models in this data set are Deutsche - VW, BMW, Audi, and Mercedes Benz.  This is not including the \"other\" and \"nan\" values.  The Ford Focus and Fiesta are the next most common on the list.  The VW Golf, which is the top most common model, has almost half again as many listings as the runner up, which is the BMW 3 series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_damage_mean_price = autos[autos[\"unrepaired_damage\"] == 'no']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "damaged_mean_price = autos[autos[\"unrepaired_damage\"] == 'yes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7067.212567157207"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_damage_mean_price['price'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2126.840091973244"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "damaged_mean_price['price'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As one would anticipate, the vehicles listed with no unrepaired damage have a listed price of 3.5x those with unrepaired damage."
   ]
  }
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