Exploring Ebay Car Sales Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "<h1><c>Exploring Ebay Car Sales Data</c></h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "autos = pd.read_csv('autos.csv', encoding='Windows-1251')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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_TЬV_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___TЬV_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_TЬV_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___TЬV_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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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"
     ]
    },
    {
     "data": {
      "text/html": [
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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_TЬV_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_TЬV_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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.info()\n",
    "autos.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several automobiles in the dataframe have missing information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>ad_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>horse_power</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>number_of_pictures</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_TЬV_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                                            ad_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_TЬV_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  horse_power   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  number_of_pictures  \\\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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.rename({'yearOfRegistration': 'registration_year'}, axis=1, inplace=True)\n",
    "autos.rename({'monthOfRegistration': 'registration_month'}, axis=1, inplace=True)\n",
    "autos.rename({'notRepairedDamage': 'unrepaired_damage'}, axis=1, inplace=True)\n",
    "autos.rename({'dateCreated': 'ad_created'}, axis=1, inplace=True)\n",
    "autos.rename({'dateCrawled': 'date_crawled'}, axis=1, inplace=True)\n",
    "autos.rename({'name': 'ad_name'}, axis=1, inplace=True)\n",
    "autos.rename({'offerType': 'offer_type'}, axis=1, inplace=True)\n",
    "autos.rename({'vehicleType': 'vehicle_type'}, axis=1, inplace=True)\n",
    "autos.rename({'powerPS': 'horse_power'}, axis=1, inplace=True)\n",
    "autos.rename({'fuelType': 'fuel_type'}, axis=1, inplace=True)\n",
    "autos.rename({'nrOfPictures': 'number_of_pictures'}, axis=1, inplace=True)\n",
    "autos.rename({'postalCode': 'postal_code'}, axis=1, inplace=True)\n",
    "autos.rename({'lastSeen': 'last_seen'}, axis=1, inplace=True)\n",
    "\n",
    "autos.columns\n",
    "autos.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changed titles from camelcase to snakecase for better reading on Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_crawled</th>\n",
       "      <th>ad_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>horse_power</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>number_of_pictures</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>2016-03-25 19:57:10</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      ad_name  seller offer_type  price abtest  \\\n",
       "count                 50000        50000   50000      50000  50000  50000   \n",
       "unique                48213        38754       2          2   2357      2   \n",
       "top     2016-03-25 19:57:10  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   horse_power  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  number_of_pictures   postal_code  \\\n",
       "count                 50000             50000.0  50000.000000   \n",
       "unique                   76                 NaN           NaN   \n",
       "top     2016-04-03 00:00:00                 NaN           NaN   \n",
       "freq                   1946                 NaN           NaN   \n",
       "mean                    NaN                 0.0  50813.627300   \n",
       "std                     NaN                 0.0  25779.747957   \n",
       "min                     NaN                 0.0   1067.000000   \n",
       "25%                     NaN                 0.0  30451.000000   \n",
       "50%                     NaN                 0.0  49577.000000   \n",
       "75%                     NaN                 0.0  71540.000000   \n",
       "max                     NaN                 0.0  99998.000000   \n",
       "\n",
       "                  last_seen  \n",
       "count                 50000  \n",
       "unique                39481  \n",
       "top     2016-04-07 06:17:27  \n",
       "freq                      8  \n",
       "mean                    NaN  \n",
       "std                     NaN  \n",
       "min                     NaN  \n",
       "25%                     NaN  \n",
       "50%                     NaN  \n",
       "75%                     NaN  \n",
       "max                     NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changing numeric data stored as text. Name of ad_name, offer_type, number_of_pictures and last_seen are not relevant information for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos['price'] = (autos['price']\n",
    "                      .str.replace('$','')\n",
    "                      .str.replace(',','')\n",
    "                      .astype(float)\n",
    "                 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "autos['odometer'] = (autos['odometer']\n",
    "                         .str.replace('km','')\n",
    "                         .str.replace(',','')\n",
    "                         .astype(float)\n",
    "                    )\n",
    "\n",
    "autos.rename({'odometer': 'odometer_km'}, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 5000.  8500.  8990. ...   385. 22200. 16995.]\n",
      "[150000.  70000.  50000.  80000.  10000.  30000. 125000.  90000.  20000.\n",
      "  60000.   5000. 100000.  40000.]\n"
     ]
    }
   ],
   "source": [
    "print(autos['price'].unique())\n",
    "print(autos['odometer_km'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2357,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['price'].unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['price'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99999999.0       1\n",
       "27322222.0       1\n",
       "12345678.0       3\n",
       "11111111.0       2\n",
       "10000000.0       1\n",
       "3890000.0        1\n",
       "1300000.0        1\n",
       "1234566.0        1\n",
       "999999.0         2\n",
       "999990.0         1\n",
       "350000.0         1\n",
       "345000.0         1\n",
       "299000.0         1\n",
       "295000.0         1\n",
       "265000.0         1\n",
       "259000.0         1\n",
       "250000.0         1\n",
       "220000.0         1\n",
       "198000.0         1\n",
       "197000.0         1\n",
       "194000.0         1\n",
       "190000.0         1\n",
       "180000.0         1\n",
       "175000.0         1\n",
       "169999.0         1\n",
       "169000.0         1\n",
       "163991.0         1\n",
       "163500.0         1\n",
       "155000.0         1\n",
       "151990.0         1\n",
       "              ... \n",
       "66.0             1\n",
       "65.0             5\n",
       "60.0             9\n",
       "59.0             1\n",
       "55.0             2\n",
       "50.0            49\n",
       "49.0             4\n",
       "47.0             1\n",
       "45.0             4\n",
       "40.0             6\n",
       "35.0             1\n",
       "30.0             7\n",
       "29.0             1\n",
       "25.0             5\n",
       "20.0             4\n",
       "18.0             1\n",
       "17.0             3\n",
       "15.0             2\n",
       "14.0             1\n",
       "13.0             2\n",
       "12.0             3\n",
       "11.0             2\n",
       "10.0             7\n",
       "9.0              1\n",
       "8.0              1\n",
       "5.0              2\n",
       "3.0              1\n",
       "2.0              3\n",
       "1.0            156\n",
       "0.0           1421\n",
       "Name: price, Length: 2357, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['price'].value_counts().sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos = autos[autos['price'].between(1000,350000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>ad_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>horse_power</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer_km</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>number_of_pictures</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>5000.0</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>150000.0</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>8500.0</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>150000.0</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>8990.0</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>70000.0</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>4350.0</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>70000.0</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_TЬV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1350.0</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>150000.0</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>7900.0</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>150000.0</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>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>1990.0</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>150000.0</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>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>5299.0</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>50000.0</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>1350.0</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>150000.0</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>3999.0</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>150000.0</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>18900.0</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>80000.0</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>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>5500.0</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>150000.0</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>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>4150.0</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>150000.0</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>3500.0</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>150000.0</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>41500.0</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>150000.0</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>25450.0</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>10000.0</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>7999.0</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>150000.0</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>48500.0</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>30000.0</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>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>5250.0</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>150000.0</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>4999.0</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>150000.0</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>31</th>\n",
       "      <td>2016-03-14 16:53:09</td>\n",
       "      <td>Noch_gut_erhaltenen_C_320</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2850.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2002</td>\n",
       "      <td>automatik</td>\n",
       "      <td>218</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>41065</td>\n",
       "      <td>2016-03-16 07:19:04</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>a3</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>61169</td>\n",
       "      <td>2016-04-07 13:15:31</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatik</td>\n",
       "      <td>193</td>\n",
       "      <td>5er</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>95111</td>\n",
       "      <td>2016-04-07 12:15:47</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>52428</td>\n",
       "      <td>2016-04-06 08:45:35</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>34246</td>\n",
       "      <td>2016-04-05 16:21:16</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>13800.0</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2012</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>altea</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>seat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>85113</td>\n",
       "      <td>2016-04-05 20:17:53</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2850.0</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2002</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>golf</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>63674</td>\n",
       "      <td>2016-03-28 12:16:06</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatik</td>\n",
       "      <td>122</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12683</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2016-03-07 14:50:03</td>\n",
       "      <td>VW_Golf__4_Cabrio_2.0_GTI_16V___Leder_MFA_Alus...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>golf</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>6780</td>\n",
       "      <td>2016-03-12 02:15:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2016-03-10 10:46:08</td>\n",
       "      <td>Passat_3b_1.9_TDI_Highline__angemeldet_mit_tuv...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>28259</td>\n",
       "      <td>2016-04-06 20:19:08</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>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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>82</td>\n",
       "      <td>andere</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>45481</td>\n",
       "      <td>2016-03-15 13:45:08</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>b_klasse</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>92272</td>\n",
       "      <td>2016-03-28 09:45:44</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>192</td>\n",
       "      <td>a4</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>54441</td>\n",
       "      <td>2016-04-07 01:15:47</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>6700.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2011</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>astra</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>37627</td>\n",
       "      <td>2016-03-15 01:44:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49966</th>\n",
       "      <td>2016-04-02 19:49:19</td>\n",
       "      <td>Citroлn_C1_1.0_**Euro4**TЬV_OKT_2017**Scheiten...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>68</td>\n",
       "      <td>c1</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>citroen</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>26603</td>\n",
       "      <td>2016-04-02 19:49:19</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4999.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>passat</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>70619</td>\n",
       "      <td>2016-03-17 09:45:12</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1986</td>\n",
       "      <td>automatik</td>\n",
       "      <td>90</td>\n",
       "      <td>andere</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>9</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>40227</td>\n",
       "      <td>2016-04-05 13:16:35</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2005</td>\n",
       "      <td>manuell</td>\n",
       "      <td>136</td>\n",
       "      <td>x_trail</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>nissan</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>17379</td>\n",
       "      <td>2016-03-25 23:18:15</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>15800.0</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>60000.0</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>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>3300.0</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>150000.0</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>6000.0</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>150000.0</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>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>9700.0</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>100000.0</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>5900.0</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>150000.0</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>5500.0</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>150000.0</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>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>11000.0</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>70000.0</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>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>2000.0</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>150000.0</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>1950.0</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>90000.0</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>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>1000.0</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>150000.0</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>15900.0</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>125000.0</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>21990.0</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>50000.0</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>9550.0</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>150000.0</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>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>17500.0</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>30000.0</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>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>4800.0</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>125000.0</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>1650.0</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>150000.0</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>5000.0</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>150000.0</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>24900.0</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>100000.0</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___TЬV_neu+...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1980.0</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>150000.0</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>13200.0</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>5000.0</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>22900.0</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>40000.0</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>1250.0</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>150000.0</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>38626 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                            ad_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_TЬV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \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",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \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",
       "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",
       "31     2016-03-14 16:53:09                          Noch_gut_erhaltenen_C_320   \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",
       "37     2016-03-23 16:47:46                 Seat_Altea_XL_2.0_TDI_CR_DPF_Style   \n",
       "38     2016-03-21 15:51:10                        Volkswagen_Golf_1.4_Special   \n",
       "39     2016-03-11 13:58:38                 Mercedes_C_180_Kombi__zu_verkaufen   \n",
       "40     2016-03-07 14:50:03  VW_Golf__4_Cabrio_2.0_GTI_16V___Leder_MFA_Alus...   \n",
       "41     2016-03-10 10:46:08  Passat_3b_1.9_TDI_Highline__angemeldet_mit_tuv...   \n",
       "...                    ...                                                ...   \n",
       "49962  2016-03-14 17:57:15  Mitsubishi_Space_Star_1__3_L__Bj_2004_Standhei...   \n",
       "49963  2016-03-26 19:52:59            Mercedes_Benz_B_200_CDI_Special_Edition   \n",
       "49964  2016-03-10 16:46:43                                 Audi_2_7_TDI_AVANT   \n",
       "49965  2016-03-11 10:53:51          Opel_Astra_1.6_Lenkradheizung~Sitzheizung   \n",
       "49966  2016-04-02 19:49:19  Citroлn_C1_1.0_**Euro4**TЬV_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",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \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",
       "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",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \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",
       "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",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \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___TЬV_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 offer_type    price   abtest vehicle_type  registration_year  \\\n",
       "0      privat    Angebot   5000.0  control          bus               2004   \n",
       "1      privat    Angebot   8500.0  control    limousine               1997   \n",
       "2      privat    Angebot   8990.0     test    limousine               2009   \n",
       "3      privat    Angebot   4350.0  control   kleinwagen               2007   \n",
       "4      privat    Angebot   1350.0     test        kombi               2003   \n",
       "5      privat    Angebot   7900.0     test          bus               2006   \n",
       "7      privat    Angebot   1990.0  control    limousine               1998   \n",
       "12     privat    Angebot   5299.0  control   kleinwagen               2010   \n",
       "13     privat    Angebot   1350.0  control    limousine               1999   \n",
       "14     privat    Angebot   3999.0     test   kleinwagen               2007   \n",
       "15     privat    Angebot  18900.0     test        coupe               1982   \n",
       "17     privat    Angebot   5500.0     test        coupe               1990   \n",
       "19     privat    Angebot   4150.0  control          suv               2004   \n",
       "20     privat    Angebot   3500.0     test        kombi               2003   \n",
       "21     privat    Angebot  41500.0     test       cabrio               2004   \n",
       "22     privat    Angebot  25450.0  control       cabrio               2015   \n",
       "23     privat    Angebot   7999.0  control          bus               2010   \n",
       "24     privat    Angebot  48500.0  control    limousine               2014   \n",
       "28     privat    Angebot   5250.0  control   kleinwagen               2007   \n",
       "29     privat    Angebot   4999.0     test        kombi               2004   \n",
       "31     privat    Angebot   2850.0     test        kombi               2002   \n",
       "33     privat    Angebot   4800.0     test        kombi               2006   \n",
       "34     privat    Angebot   2600.0     test        kombi               2000   \n",
       "35     privat    Angebot   1200.0     test        kombi               1998   \n",
       "36     privat    Angebot   7500.0     test        kombi               2007   \n",
       "37     privat    Angebot  13800.0     test          bus               2012   \n",
       "38     privat    Angebot   2850.0  control    limousine               2002   \n",
       "39     privat    Angebot   1450.0     test        kombi               1999   \n",
       "40     privat    Angebot   3500.0  control       cabrio               1999   \n",
       "41     privat    Angebot   3200.0     test        kombi               2003   \n",
       "...       ...        ...      ...      ...          ...                ...   \n",
       "49962  privat    Angebot   2200.0     test    limousine               2004   \n",
       "49963  privat    Angebot   7600.0  control          bus               2007   \n",
       "49964  privat    Angebot  12700.0  control        kombi               2010   \n",
       "49965  privat    Angebot   6700.0     test    limousine               2011   \n",
       "49966  privat    Angebot   1490.0  control   kleinwagen               2006   \n",
       "49967  privat    Angebot   4999.0     test        kombi               2006   \n",
       "49968  privat    Angebot   2100.0     test    limousine               1986   \n",
       "49969  privat    Angebot   4500.0  control          suv               2005   \n",
       "49970  privat    Angebot  15800.0  control          bus               2010   \n",
       "49972  privat    Angebot   3300.0  control          bus               2004   \n",
       "49973  privat    Angebot   6000.0  control       cabrio               2004   \n",
       "49975  privat    Angebot   9700.0  control   kleinwagen               2012   \n",
       "49976  privat    Angebot   5900.0     test        kombi               1992   \n",
       "49977  privat    Angebot   5500.0  control    limousine               2003   \n",
       "49979  privat    Angebot  11000.0     test   kleinwagen               2011   \n",
       "49981  privat    Angebot   2000.0  control        kombi               1998   \n",
       "49982  privat    Angebot   1950.0  control   kleinwagen               2004   \n",
       "49985  privat    Angebot   1000.0  control          NaN               1995   \n",
       "49986  privat    Angebot  15900.0  control    limousine               2010   \n",
       "49987  privat    Angebot  21990.0  control    limousine               2013   \n",
       "49988  privat    Angebot   9550.0  control        coupe               2001   \n",
       "49990  privat    Angebot  17500.0     test    limousine               2012   \n",
       "49992  privat    Angebot   4800.0  control   kleinwagen               2009   \n",
       "49993  privat    Angebot   1650.0  control   kleinwagen               1997   \n",
       "49994  privat    Angebot   5000.0  control        kombi               2001   \n",
       "49995  privat    Angebot  24900.0  control    limousine               2011   \n",
       "49996  privat    Angebot   1980.0  control       cabrio               1996   \n",
       "49997  privat    Angebot  13200.0     test       cabrio               2014   \n",
       "49998  privat    Angebot  22900.0  control        kombi               2013   \n",
       "49999  privat    Angebot   1250.0  control    limousine               1996   \n",
       "\n",
       "         gearbox  horse_power     model  odometer_km  registration_month  \\\n",
       "0        manuell          158    andere     150000.0                   3   \n",
       "1      automatik          286       7er     150000.0                   6   \n",
       "2        manuell          102      golf      70000.0                   7   \n",
       "3      automatik           71    fortwo      70000.0                   6   \n",
       "4        manuell            0     focus     150000.0                   7   \n",
       "5      automatik          150   voyager     150000.0                   4   \n",
       "7        manuell           90      golf     150000.0                  12   \n",
       "12     automatik           71    fortwo      50000.0                   9   \n",
       "13       manuell          101        a3     150000.0                  11   \n",
       "14       manuell           75      clio     150000.0                   9   \n",
       "15     automatik          203       NaN      80000.0                   6   \n",
       "17       manuell          205  scirocco     150000.0                   6   \n",
       "19       manuell          124    andere     150000.0                   2   \n",
       "20       manuell          131        a4     150000.0                   5   \n",
       "21       manuell          320       911     150000.0                   4   \n",
       "22       manuell          184    cooper      10000.0                   1   \n",
       "23       manuell          120       NaN     150000.0                   2   \n",
       "24     automatik          306       5er      30000.0                  12   \n",
       "28       manuell          110    cooper     150000.0                   7   \n",
       "29     automatik          204  e_klasse     150000.0                  10   \n",
       "31     automatik          218  c_klasse     150000.0                   7   \n",
       "33       manuell          140        a3     150000.0                   8   \n",
       "34     automatik          193       5er     150000.0                   6   \n",
       "35       manuell            0    mondeo     150000.0                  12   \n",
       "36       manuell          131    mondeo     150000.0                  11   \n",
       "37       manuell          140     altea      90000.0                   2   \n",
       "38       manuell           75      golf     125000.0                   2   \n",
       "39     automatik          122  c_klasse     150000.0                   6   \n",
       "40       manuell          150      golf     150000.0                   1   \n",
       "41       manuell          131       NaN     150000.0                   7   \n",
       "...          ...          ...       ...          ...                 ...   \n",
       "49962    manuell           82    andere     150000.0                   4   \n",
       "49963    manuell          140  b_klasse     125000.0                   5   \n",
       "49964  automatik          192        a4     150000.0                   5   \n",
       "49965    manuell          116     astra     125000.0                   3   \n",
       "49966    manuell           68        c1     150000.0                   7   \n",
       "49967    manuell          140    passat     150000.0                   5   \n",
       "49968  automatik           90    andere     150000.0                   9   \n",
       "49969    manuell          136   x_trail     150000.0                   5   \n",
       "49970  automatik          136        c4      60000.0                   4   \n",
       "49972  automatik          150      vito     150000.0                  10   \n",
       "49973    manuell          163       slk     150000.0                  11   \n",
       "49975  automatik           88      jazz     100000.0                  11   \n",
       "49976  automatik          150        80     150000.0                  12   \n",
       "49977    manuell          116  c_klasse     150000.0                   2   \n",
       "49979    manuell           90      polo      70000.0                  11   \n",
       "49981    manuell          115     astra     150000.0                  12   \n",
       "49982    manuell            0     fabia      90000.0                   7   \n",
       "49985  automatik            0       NaN     150000.0                   0   \n",
       "49986  automatik          218      300c     125000.0                  11   \n",
       "49987    manuell          150        a3      50000.0                  11   \n",
       "49988    manuell          231       3er     150000.0                  10   \n",
       "49990    manuell          156  a_klasse      30000.0                  12   \n",
       "49992    manuell          120    andere     125000.0                   9   \n",
       "49993    manuell            0       NaN     150000.0                   7   \n",
       "49994  automatik          299        a6     150000.0                   1   \n",
       "49995  automatik          239        q5     100000.0                   1   \n",
       "49996    manuell           75     astra     150000.0                   5   \n",
       "49997  automatik           69       500       5000.0                  11   \n",
       "49998    manuell          150        a3      40000.0                  11   \n",
       "49999    manuell          101    vectra     150000.0                   1   \n",
       "\n",
       "      fuel_type           brand unrepaired_damage           ad_created  \\\n",
       "0           lpg         peugeot              nein  2016-03-26 00:00:00   \n",
       "1        benzin             bmw              nein  2016-04-04 00:00:00   \n",
       "2        benzin      volkswagen              nein  2016-03-26 00:00:00   \n",
       "3        benzin           smart              nein  2016-03-12 00:00:00   \n",
       "4        benzin            ford              nein  2016-04-01 00:00:00   \n",
       "5        diesel        chrysler               NaN  2016-03-21 00:00:00   \n",
       "7        diesel      volkswagen              nein  2016-03-16 00:00:00   \n",
       "12       benzin           smart              nein  2016-03-31 00:00:00   \n",
       "13       benzin            audi              nein  2016-03-23 00:00:00   \n",
       "14       benzin         renault               NaN  2016-03-23 00:00:00   \n",
       "15       benzin  sonstige_autos              nein  2016-04-01 00:00:00   \n",
       "17       benzin      volkswagen              nein  2016-03-29 00:00:00   \n",
       "19          lpg           mazda              nein  2016-03-17 00:00:00   \n",
       "20       diesel            audi               NaN  2016-03-05 00:00:00   \n",
       "21       benzin         porsche              nein  2016-03-06 00:00:00   \n",
       "22       benzin            mini              nein  2016-03-28 00:00:00   \n",
       "23       diesel         peugeot              nein  2016-03-10 00:00:00   \n",
       "24       benzin             bmw              nein  2016-04-03 00:00:00   \n",
       "28       diesel            mini                ja  2016-03-19 00:00:00   \n",
       "29       diesel   mercedes_benz              nein  2016-04-02 00:00:00   \n",
       "31       benzin   mercedes_benz              nein  2016-03-14 00:00:00   \n",
       "33       diesel            audi              nein  2016-03-15 00:00:00   \n",
       "34       diesel             bmw               NaN  2016-04-05 00:00:00   \n",
       "35       benzin            ford              nein  2016-03-29 00:00:00   \n",
       "36       diesel            ford              nein  2016-03-16 00:00:00   \n",
       "37       diesel            seat              nein  2016-03-23 00:00:00   \n",
       "38       benzin      volkswagen              nein  2016-03-21 00:00:00   \n",
       "39       benzin   mercedes_benz              nein  2016-03-11 00:00:00   \n",
       "40       benzin      volkswagen              nein  2016-03-07 00:00:00   \n",
       "41          NaN      volkswagen              nein  2016-03-10 00:00:00   \n",
       "...         ...             ...               ...                  ...   \n",
       "49962    benzin      mitsubishi                ja  2016-03-14 00:00:00   \n",
       "49963    diesel   mercedes_benz              nein  2016-03-26 00:00:00   \n",
       "49964    diesel            audi               NaN  2016-03-10 00:00:00   \n",
       "49965    benzin            opel              nein  2016-03-11 00:00:00   \n",
       "49966    benzin         citroen                ja  2016-04-02 00:00:00   \n",
       "49967    diesel      volkswagen               NaN  2016-03-12 00:00:00   \n",
       "49968    diesel   mercedes_benz              nein  2016-04-01 00:00:00   \n",
       "49969    diesel          nissan              nein  2016-03-17 00:00:00   \n",
       "49970    diesel         citroen              nein  2016-03-21 00:00:00   \n",
       "49972    diesel   mercedes_benz                ja  2016-03-26 00:00:00   \n",
       "49973    benzin   mercedes_benz              nein  2016-03-27 00:00:00   \n",
       "49975    hybrid           honda              nein  2016-03-27 00:00:00   \n",
       "49976    benzin            audi              nein  2016-03-19 00:00:00   \n",
       "49977    diesel   mercedes_benz              nein  2016-03-31 00:00:00   \n",
       "49979    diesel      volkswagen              nein  2016-03-20 00:00:00   \n",
       "49981    benzin            opel              nein  2016-03-15 00:00:00   \n",
       "49982    benzin           skoda               NaN  2016-03-29 00:00:00   \n",
       "49985    benzin      volkswagen               NaN  2016-04-02 00:00:00   \n",
       "49986    diesel        chrysler              nein  2016-04-04 00:00:00   \n",
       "49987    diesel            audi              nein  2016-03-22 00:00:00   \n",
       "49988    benzin             bmw              nein  2016-03-28 00:00:00   \n",
       "49990    benzin   mercedes_benz              nein  2016-03-21 00:00:00   \n",
       "49992       lpg            fiat              nein  2016-03-10 00:00:00   \n",
       "49993    benzin            audi               NaN  2016-03-15 00:00:00   \n",
       "49994    benzin            audi              nein  2016-03-22 00:00:00   \n",
       "49995    diesel            audi              nein  2016-03-27 00:00:00   \n",
       "49996    benzin            opel              nein  2016-03-28 00:00:00   \n",
       "49997    benzin            fiat              nein  2016-04-02 00:00:00   \n",
       "49998    diesel            audi              nein  2016-03-08 00:00:00   \n",
       "49999    benzin            opel              nein  2016-03-13 00:00:00   \n",
       "\n",
       "       number_of_pictures  postal_code            last_seen  \n",
       "0                       0        79588  2016-04-06 06:45:54  \n",
       "1                       0        71034  2016-04-06 14:45:08  \n",
       "2                       0        35394  2016-04-06 20:15:37  \n",
       "3                       0        33729  2016-03-15 03:16:28  \n",
       "4                       0        39218  2016-04-01 14:38:50  \n",
       "5                       0        22962  2016-04-06 09:45:21  \n",
       "7                       0        53474  2016-04-07 03:17:32  \n",
       "12                      0        34590  2016-04-06 14:17:52  \n",
       "13                      0        12043  2016-04-01 14:17:13  \n",
       "14                      0        81737  2016-04-01 15:46:47  \n",
       "15                      0        61276  2016-04-02 21:10:48  \n",
       "17                      0        74821  2016-04-05 20:46:26  \n",
       "19                      0        40878  2016-03-17 14:45:58  \n",
       "20                      0        53913  2016-03-07 05:46:46  \n",
       "21                      0        65428  2016-04-05 23:46:19  \n",
       "22                      0        44789  2016-04-01 06:45:30  \n",
       "23                      0        30900  2016-03-17 08:45:17  \n",
       "24                      0        22547  2016-04-07 13:16:50  \n",
       "28                      0        15745  2016-04-07 14:58:48  \n",
       "29                      0        47638  2016-04-02 12:45:44  \n",
       "31                      0        41065  2016-03-16 07:19:04  \n",
       "33                      0        61169  2016-04-07 13:15:31  \n",
       "34                      0        95111  2016-04-07 12:15:47  \n",
       "35                      0        52428  2016-04-06 08:45:35  \n",
       "36                      0        34246  2016-04-05 16:21:16  \n",
       "37                      0        85113  2016-04-05 20:17:53  \n",
       "38                      0        63674  2016-03-28 12:16:06  \n",
       "39                      0        12683  2016-04-06 15:17:52  \n",
       "40                      0         6780  2016-03-12 02:15:52  \n",
       "41                      0        28259  2016-04-06 20:19:08  \n",
       "...                   ...          ...                  ...  \n",
       "49962                   0        45481  2016-03-15 13:45:08  \n",
       "49963                   0        92272  2016-03-28 09:45:44  \n",
       "49964                   0        54441  2016-04-07 01:15:47  \n",
       "49965                   0        37627  2016-03-15 01:44:57  \n",
       "49966                   0        26603  2016-04-02 19:49:19  \n",
       "49967                   0        70619  2016-03-17 09:45:12  \n",
       "49968                   0        40227  2016-04-05 13:16:35  \n",
       "49969                   0        17379  2016-03-25 23:18:15  \n",
       "49970                   0        14947  2016-04-07 04:17:34  \n",
       "49972                   0        65326  2016-03-28 11:28:18  \n",
       "49973                   0        53567  2016-03-27 08:25:24  \n",
       "49975                   0        84385  2016-04-05 19:45:34  \n",
       "49976                   0        36100  2016-04-07 06:16:44  \n",
       "49977                   0        33739  2016-04-06 12:16:11  \n",
       "49979                   0        48455  2016-04-07 01:45:12  \n",
       "49981                   0        86859  2016-04-05 17:21:46  \n",
       "49982                   0        45884  2016-03-29 18:51:08  \n",
       "49985                   0        30900  2016-04-06 15:17:52  \n",
       "49986                   0        73527  2016-04-06 23:16:00  \n",
       "49987                   0        94362  2016-03-26 22:46:06  \n",
       "49988                   0        83646  2016-04-07 02:17:40  \n",
       "49990                   0        58239  2016-04-06 22:46:57  \n",
       "49992                   0        68642  2016-03-13 01:44:51  \n",
       "49993                   0        65203  2016-04-06 19:46:53  \n",
       "49994                   0        46537  2016-04-06 08:16:39  \n",
       "49995                   0        82131  2016-04-01 13:47:40  \n",
       "49996                   0        44807  2016-04-02 14:18:02  \n",
       "49997                   0        73430  2016-04-04 11:47:27  \n",
       "49998                   0        35683  2016-04-05 16:45:07  \n",
       "49999                   0        45897  2016-04-06 21:18:48  \n",
       "\n",
       "[38626 rows x 20 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13,)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['odometer_km'].unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     38626.000000\n",
       "mean     122778.568840\n",
       "std       40796.873127\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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['odometer_km'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150000.0    23314\n",
       "125000.0     4340\n",
       "100000.0     1860\n",
       "90000.0      1569\n",
       "80000.0      1334\n",
       "70000.0      1154\n",
       "60000.0      1099\n",
       "50000.0       986\n",
       "40000.0       795\n",
       "30000.0       748\n",
       "20000.0       692\n",
       "10000.0       228\n",
       "5000.0        507\n",
       "Name: odometer_km, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['odometer_km'].value_counts().sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Autos with prices below 1000 and above 350000 have been removed. Odometer distances have been kept because the information seeems accurate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-03-05    0.025553\n",
       "2016-03-06    0.013877\n",
       "2016-03-07    0.035132\n",
       "2016-03-08    0.032621\n",
       "2016-03-09    0.032465\n",
       "2016-03-10    0.033320\n",
       "2016-03-11    0.032802\n",
       "2016-03-12    0.037384\n",
       "2016-03-13    0.016000\n",
       "2016-03-14    0.036633\n",
       "2016-03-15    0.033630\n",
       "2016-03-16    0.029074\n",
       "2016-03-17    0.030472\n",
       "2016-03-18    0.012841\n",
       "2016-03-19    0.035132\n",
       "2016-03-20    0.038161\n",
       "2016-03-21    0.037281\n",
       "2016-03-22    0.032517\n",
       "2016-03-23    0.032206\n",
       "2016-03-24    0.029022\n",
       "2016-03-25    0.030523\n",
       "2016-03-26    0.033112\n",
       "2016-03-27    0.031404\n",
       "2016-03-28    0.035365\n",
       "2016-03-29    0.033967\n",
       "2016-03-30    0.033061\n",
       "2016-03-31    0.031404\n",
       "2016-04-01    0.034614\n",
       "2016-04-02    0.036297\n",
       "2016-04-03    0.039145\n",
       "2016-04-04    0.036866\n",
       "2016-04-05    0.013359\n",
       "2016-04-06    0.003262\n",
       "2016-04-07    0.001502\n",
       "Name: date_crawled, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['date_crawled'].str[:10].value_counts(normalize=True, dropna=False).sort_index(ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2015-06-11    0.000026\n",
       "2015-08-10    0.000026\n",
       "2015-09-09    0.000026\n",
       "2015-11-10    0.000026\n",
       "2015-12-30    0.000026\n",
       "2016-01-03    0.000026\n",
       "2016-01-07    0.000026\n",
       "2016-01-10    0.000052\n",
       "2016-01-13    0.000026\n",
       "2016-01-14    0.000026\n",
       "2016-01-16    0.000026\n",
       "2016-01-22    0.000026\n",
       "2016-01-27    0.000078\n",
       "2016-01-29    0.000026\n",
       "2016-02-01    0.000026\n",
       "2016-02-02    0.000052\n",
       "2016-02-05    0.000052\n",
       "2016-02-07    0.000026\n",
       "2016-02-09    0.000026\n",
       "2016-02-11    0.000026\n",
       "2016-02-12    0.000052\n",
       "2016-02-14    0.000052\n",
       "2016-02-16    0.000026\n",
       "2016-02-17    0.000026\n",
       "2016-02-18    0.000052\n",
       "2016-02-19    0.000078\n",
       "2016-02-20    0.000026\n",
       "2016-02-21    0.000052\n",
       "2016-02-22    0.000026\n",
       "2016-02-23    0.000104\n",
       "                ...   \n",
       "2016-03-09    0.032646\n",
       "2016-03-10    0.032983\n",
       "2016-03-11    0.033061\n",
       "2016-03-12    0.037125\n",
       "2016-03-13    0.017657\n",
       "2016-03-14    0.034976\n",
       "2016-03-15    0.033449\n",
       "2016-03-16    0.029643\n",
       "2016-03-17    0.030161\n",
       "2016-03-18    0.013281\n",
       "2016-03-19    0.034070\n",
       "2016-03-20    0.038264\n",
       "2016-03-21    0.037565\n",
       "2016-03-22    0.032310\n",
       "2016-03-23    0.031947\n",
       "2016-03-24    0.029022\n",
       "2016-03-25    0.030679\n",
       "2016-03-26    0.033216\n",
       "2016-03-27    0.031274\n",
       "2016-03-28    0.035391\n",
       "2016-03-29    0.033967\n",
       "2016-03-30    0.032905\n",
       "2016-03-31    0.031559\n",
       "2016-04-01    0.034459\n",
       "2016-04-02    0.035960\n",
       "2016-04-03    0.039455\n",
       "2016-04-04    0.037281\n",
       "2016-04-05    0.011987\n",
       "2016-04-06    0.003366\n",
       "2016-04-07    0.001320\n",
       "Name: ad_created, Length: 74, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['ad_created'].str[:10].value_counts(normalize=True, dropna=False).sort_index(ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-03-05    0.001087\n",
       "2016-03-06    0.003573\n",
       "2016-03-07    0.004557\n",
       "2016-03-08    0.006239\n",
       "2016-03-09    0.008906\n",
       "2016-03-10    0.009812\n",
       "2016-03-11    0.011728\n",
       "2016-03-12    0.022187\n",
       "2016-03-13    0.008388\n",
       "2016-03-14    0.011987\n",
       "2016-03-15    0.014990\n",
       "2016-03-16    0.015456\n",
       "2016-03-17    0.026381\n",
       "2016-03-18    0.007378\n",
       "2016-03-19    0.014602\n",
       "2016-03-20    0.019805\n",
       "2016-03-21    0.019676\n",
       "2016-03-22    0.020789\n",
       "2016-03-23    0.017915\n",
       "2016-03-24    0.018537\n",
       "2016-03-25    0.017760\n",
       "2016-03-26    0.016077\n",
       "2016-03-27    0.014084\n",
       "2016-03-28    0.019417\n",
       "2016-03-29    0.020763\n",
       "2016-03-30    0.023456\n",
       "2016-03-31    0.022731\n",
       "2016-04-01    0.023197\n",
       "2016-04-02    0.024906\n",
       "2016-04-03    0.024439\n",
       "2016-04-04    0.023378\n",
       "2016-04-05    0.131129\n",
       "2016-04-06    0.234686\n",
       "2016-04-07    0.139983\n",
       "Name: last_seen, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['last_seen'].str[:10].value_counts(normalize=True, dropna=False).sort_index(ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The date created has much more unique values than the date_crawled and the last_seen date."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    38626.000000\n",
       "mean      2005.679801\n",
       "std         86.685138\n",
       "min       1000.000000\n",
       "25%       2001.000000\n",
       "50%       2005.000000\n",
       "75%       2009.000000\n",
       "max       9999.000000\n",
       "Name: registration_year, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['registration_year'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9999       2\n",
       "9000       1\n",
       "8888       1\n",
       "6200       1\n",
       "5911       1\n",
       "5000       2\n",
       "4500       1\n",
       "4100       1\n",
       "2800       1\n",
       "2019       1\n",
       "2018     398\n",
       "2017    1008\n",
       "2016     651\n",
       "2015     361\n",
       "2014     649\n",
       "2013     795\n",
       "2012    1306\n",
       "2011    1617\n",
       "2010    1584\n",
       "2009    2076\n",
       "2008    2204\n",
       "2007    2259\n",
       "2006    2651\n",
       "2005    2785\n",
       "2004    2608\n",
       "2003    2477\n",
       "2002    2135\n",
       "2001    2065\n",
       "2000    2001\n",
       "1999    1724\n",
       "        ... \n",
       "1967      25\n",
       "1966      21\n",
       "1965      17\n",
       "1964       9\n",
       "1963       8\n",
       "1962       4\n",
       "1961       6\n",
       "1960      17\n",
       "1959       6\n",
       "1958       3\n",
       "1957       2\n",
       "1956       4\n",
       "1955       2\n",
       "1954       2\n",
       "1953       1\n",
       "1952       1\n",
       "1951       2\n",
       "1950       1\n",
       "1948       1\n",
       "1943       1\n",
       "1941       2\n",
       "1939       1\n",
       "1938       1\n",
       "1937       4\n",
       "1934       2\n",
       "1931       1\n",
       "1929       1\n",
       "1927       1\n",
       "1001       1\n",
       "1000       1\n",
       "Name: registration_year, Length: 91, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['registration_year'].value_counts().sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autos = autos[autos['registration_year'].between(1927,2016)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>ad_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>horse_power</th>\n",
       "      <th>model</th>\n",
       "      <th>odometer_km</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>number_of_pictures</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>5000.0</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>150000.0</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>8500.0</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>150000.0</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>8990.0</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>70000.0</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>4350.0</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>70000.0</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_TЬV_neu_ist_sehr_gepfleg...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1350.0</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>150000.0</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>7900.0</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>150000.0</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>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>1990.0</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>150000.0</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>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>5299.0</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>50000.0</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>1350.0</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>150000.0</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>3999.0</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>150000.0</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>18900.0</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>80000.0</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>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>5500.0</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>150000.0</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>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>4150.0</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>150000.0</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>3500.0</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>150000.0</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>41500.0</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>150000.0</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>25450.0</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>10000.0</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>7999.0</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>150000.0</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>48500.0</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>30000.0</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>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>5250.0</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>150000.0</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>4999.0</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>150000.0</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>31</th>\n",
       "      <td>2016-03-14 16:53:09</td>\n",
       "      <td>Noch_gut_erhaltenen_C_320</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2850.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2002</td>\n",
       "      <td>automatik</td>\n",
       "      <td>218</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>41065</td>\n",
       "      <td>2016-03-16 07:19:04</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>a3</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>8</td>\n",
       "      <td>diesel</td>\n",
       "      <td>audi</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-15 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>61169</td>\n",
       "      <td>2016-04-07 13:15:31</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2000</td>\n",
       "      <td>automatik</td>\n",
       "      <td>193</td>\n",
       "      <td>5er</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>95111</td>\n",
       "      <td>2016-04-07 12:15:47</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1998</td>\n",
       "      <td>manuell</td>\n",
       "      <td>0</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>12</td>\n",
       "      <td>benzin</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-29 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>52428</td>\n",
       "      <td>2016-04-06 08:45:35</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>mondeo</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>11</td>\n",
       "      <td>diesel</td>\n",
       "      <td>ford</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-16 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>34246</td>\n",
       "      <td>2016-04-05 16:21:16</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>13800.0</td>\n",
       "      <td>test</td>\n",
       "      <td>bus</td>\n",
       "      <td>2012</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>altea</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>diesel</td>\n",
       "      <td>seat</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-23 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>85113</td>\n",
       "      <td>2016-04-05 20:17:53</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2850.0</td>\n",
       "      <td>control</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2002</td>\n",
       "      <td>manuell</td>\n",
       "      <td>75</td>\n",
       "      <td>golf</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-21 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>63674</td>\n",
       "      <td>2016-03-28 12:16:06</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>1999</td>\n",
       "      <td>automatik</td>\n",
       "      <td>122</td>\n",
       "      <td>c_klasse</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>6</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12683</td>\n",
       "      <td>2016-04-06 15:17:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2016-03-07 14:50:03</td>\n",
       "      <td>VW_Golf__4_Cabrio_2.0_GTI_16V___Leder_MFA_Alus...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>control</td>\n",
       "      <td>cabrio</td>\n",
       "      <td>1999</td>\n",
       "      <td>manuell</td>\n",
       "      <td>150</td>\n",
       "      <td>golf</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>1</td>\n",
       "      <td>benzin</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-07 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>6780</td>\n",
       "      <td>2016-03-12 02:15:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2016-03-10 10:46:08</td>\n",
       "      <td>Passat_3b_1.9_TDI_Highline__angemeldet_mit_tuv...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2003</td>\n",
       "      <td>manuell</td>\n",
       "      <td>131</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-10 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>28259</td>\n",
       "      <td>2016-04-06 20:19:08</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>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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2004</td>\n",
       "      <td>manuell</td>\n",
       "      <td>82</td>\n",
       "      <td>andere</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>benzin</td>\n",
       "      <td>mitsubishi</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-03-14 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>45481</td>\n",
       "      <td>2016-03-15 13:45:08</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>control</td>\n",
       "      <td>bus</td>\n",
       "      <td>2007</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>b_klasse</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>92272</td>\n",
       "      <td>2016-03-28 09:45:44</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>control</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2010</td>\n",
       "      <td>automatik</td>\n",
       "      <td>192</td>\n",
       "      <td>a4</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>54441</td>\n",
       "      <td>2016-04-07 01:15:47</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>6700.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>2011</td>\n",
       "      <td>manuell</td>\n",
       "      <td>116</td>\n",
       "      <td>astra</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>benzin</td>\n",
       "      <td>opel</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-11 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>37627</td>\n",
       "      <td>2016-03-15 01:44:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49966</th>\n",
       "      <td>2016-04-02 19:49:19</td>\n",
       "      <td>Citroлn_C1_1.0_**Euro4**TЬV_OKT_2017**Scheiten...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>control</td>\n",
       "      <td>kleinwagen</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>68</td>\n",
       "      <td>c1</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>7</td>\n",
       "      <td>benzin</td>\n",
       "      <td>citroen</td>\n",
       "      <td>ja</td>\n",
       "      <td>2016-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>26603</td>\n",
       "      <td>2016-04-02 19:49:19</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4999.0</td>\n",
       "      <td>test</td>\n",
       "      <td>kombi</td>\n",
       "      <td>2006</td>\n",
       "      <td>manuell</td>\n",
       "      <td>140</td>\n",
       "      <td>passat</td>\n",
       "      <td>150000.0</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>0</td>\n",
       "      <td>70619</td>\n",
       "      <td>2016-03-17 09:45:12</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>test</td>\n",
       "      <td>limousine</td>\n",
       "      <td>1986</td>\n",
       "      <td>automatik</td>\n",
       "      <td>90</td>\n",
       "      <td>andere</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>9</td>\n",
       "      <td>diesel</td>\n",
       "      <td>mercedes_benz</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>40227</td>\n",
       "      <td>2016-04-05 13:16:35</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>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>control</td>\n",
       "      <td>suv</td>\n",
       "      <td>2005</td>\n",
       "      <td>manuell</td>\n",
       "      <td>136</td>\n",
       "      <td>x_trail</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>5</td>\n",
       "      <td>diesel</td>\n",
       "      <td>nissan</td>\n",
       "      <td>nein</td>\n",
       "      <td>2016-03-17 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>17379</td>\n",
       "      <td>2016-03-25 23:18:15</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>15800.0</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>60000.0</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>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>3300.0</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>150000.0</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>6000.0</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>150000.0</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>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>9700.0</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>100000.0</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>5900.0</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>150000.0</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>5500.0</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>150000.0</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>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>11000.0</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>70000.0</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>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>2000.0</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>150000.0</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>1950.0</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>90000.0</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>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>1000.0</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>150000.0</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>15900.0</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>125000.0</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>21990.0</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>50000.0</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>9550.0</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>150000.0</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>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>17500.0</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>30000.0</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>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>4800.0</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>125000.0</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>1650.0</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>150000.0</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>5000.0</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>150000.0</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>24900.0</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>100000.0</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___TЬV_neu+...</td>\n",
       "      <td>privat</td>\n",
       "      <td>Angebot</td>\n",
       "      <td>1980.0</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>150000.0</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>13200.0</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>5000.0</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>22900.0</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>40000.0</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>1250.0</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>150000.0</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>37206 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              date_crawled                                            ad_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_TЬV_neu_ist_sehr_gepfleg...   \n",
       "5      2016-03-21 13:47:45  Chrysler_Grand_Voyager_2.8_CRD_Aut.Limited_Sto...   \n",
       "7      2016-03-16 18:55:19                               Golf_IV_1.9_TDI_90PS   \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",
       "17     2016-03-29 11:46:22                          Volkswagen_Scirocco_2_G60   \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",
       "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",
       "31     2016-03-14 16:53:09                          Noch_gut_erhaltenen_C_320   \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",
       "37     2016-03-23 16:47:46                 Seat_Altea_XL_2.0_TDI_CR_DPF_Style   \n",
       "38     2016-03-21 15:51:10                        Volkswagen_Golf_1.4_Special   \n",
       "39     2016-03-11 13:58:38                 Mercedes_C_180_Kombi__zu_verkaufen   \n",
       "40     2016-03-07 14:50:03  VW_Golf__4_Cabrio_2.0_GTI_16V___Leder_MFA_Alus...   \n",
       "41     2016-03-10 10:46:08  Passat_3b_1.9_TDI_Highline__angemeldet_mit_tuv...   \n",
       "...                    ...                                                ...   \n",
       "49962  2016-03-14 17:57:15  Mitsubishi_Space_Star_1__3_L__Bj_2004_Standhei...   \n",
       "49963  2016-03-26 19:52:59            Mercedes_Benz_B_200_CDI_Special_Edition   \n",
       "49964  2016-03-10 16:46:43                                 Audi_2_7_TDI_AVANT   \n",
       "49965  2016-03-11 10:53:51          Opel_Astra_1.6_Lenkradheizung~Sitzheizung   \n",
       "49966  2016-04-02 19:49:19  Citroлn_C1_1.0_**Euro4**TЬV_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",
       "49970  2016-03-21 22:47:37  c4_Grand_Picasso_mit_Automatik_Leder_Navi_Temp...   \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",
       "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",
       "49979  2016-03-20 18:38:40                      Volkswagen_Polo_1.6_TDI_Style   \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",
       "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",
       "49990  2016-03-21 19:54:19         Mercedes_Benz_A_200__BlueEFFICIENCY__Urban   \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___TЬV_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 offer_type    price   abtest vehicle_type  registration_year  \\\n",
       "0      privat    Angebot   5000.0  control          bus               2004   \n",
       "1      privat    Angebot   8500.0  control    limousine               1997   \n",
       "2      privat    Angebot   8990.0     test    limousine               2009   \n",
       "3      privat    Angebot   4350.0  control   kleinwagen               2007   \n",
       "4      privat    Angebot   1350.0     test        kombi               2003   \n",
       "5      privat    Angebot   7900.0     test          bus               2006   \n",
       "7      privat    Angebot   1990.0  control    limousine               1998   \n",
       "12     privat    Angebot   5299.0  control   kleinwagen               2010   \n",
       "13     privat    Angebot   1350.0  control    limousine               1999   \n",
       "14     privat    Angebot   3999.0     test   kleinwagen               2007   \n",
       "15     privat    Angebot  18900.0     test        coupe               1982   \n",
       "17     privat    Angebot   5500.0     test        coupe               1990   \n",
       "19     privat    Angebot   4150.0  control          suv               2004   \n",
       "20     privat    Angebot   3500.0     test        kombi               2003   \n",
       "21     privat    Angebot  41500.0     test       cabrio               2004   \n",
       "22     privat    Angebot  25450.0  control       cabrio               2015   \n",
       "23     privat    Angebot   7999.0  control          bus               2010   \n",
       "24     privat    Angebot  48500.0  control    limousine               2014   \n",
       "28     privat    Angebot   5250.0  control   kleinwagen               2007   \n",
       "29     privat    Angebot   4999.0     test        kombi               2004   \n",
       "31     privat    Angebot   2850.0     test        kombi               2002   \n",
       "33     privat    Angebot   4800.0     test        kombi               2006   \n",
       "34     privat    Angebot   2600.0     test        kombi               2000   \n",
       "35     privat    Angebot   1200.0     test        kombi               1998   \n",
       "36     privat    Angebot   7500.0     test        kombi               2007   \n",
       "37     privat    Angebot  13800.0     test          bus               2012   \n",
       "38     privat    Angebot   2850.0  control    limousine               2002   \n",
       "39     privat    Angebot   1450.0     test        kombi               1999   \n",
       "40     privat    Angebot   3500.0  control       cabrio               1999   \n",
       "41     privat    Angebot   3200.0     test        kombi               2003   \n",
       "...       ...        ...      ...      ...          ...                ...   \n",
       "49962  privat    Angebot   2200.0     test    limousine               2004   \n",
       "49963  privat    Angebot   7600.0  control          bus               2007   \n",
       "49964  privat    Angebot  12700.0  control        kombi               2010   \n",
       "49965  privat    Angebot   6700.0     test    limousine               2011   \n",
       "49966  privat    Angebot   1490.0  control   kleinwagen               2006   \n",
       "49967  privat    Angebot   4999.0     test        kombi               2006   \n",
       "49968  privat    Angebot   2100.0     test    limousine               1986   \n",
       "49969  privat    Angebot   4500.0  control          suv               2005   \n",
       "49970  privat    Angebot  15800.0  control          bus               2010   \n",
       "49972  privat    Angebot   3300.0  control          bus               2004   \n",
       "49973  privat    Angebot   6000.0  control       cabrio               2004   \n",
       "49975  privat    Angebot   9700.0  control   kleinwagen               2012   \n",
       "49976  privat    Angebot   5900.0     test        kombi               1992   \n",
       "49977  privat    Angebot   5500.0  control    limousine               2003   \n",
       "49979  privat    Angebot  11000.0     test   kleinwagen               2011   \n",
       "49981  privat    Angebot   2000.0  control        kombi               1998   \n",
       "49982  privat    Angebot   1950.0  control   kleinwagen               2004   \n",
       "49985  privat    Angebot   1000.0  control          NaN               1995   \n",
       "49986  privat    Angebot  15900.0  control    limousine               2010   \n",
       "49987  privat    Angebot  21990.0  control    limousine               2013   \n",
       "49988  privat    Angebot   9550.0  control        coupe               2001   \n",
       "49990  privat    Angebot  17500.0     test    limousine               2012   \n",
       "49992  privat    Angebot   4800.0  control   kleinwagen               2009   \n",
       "49993  privat    Angebot   1650.0  control   kleinwagen               1997   \n",
       "49994  privat    Angebot   5000.0  control        kombi               2001   \n",
       "49995  privat    Angebot  24900.0  control    limousine               2011   \n",
       "49996  privat    Angebot   1980.0  control       cabrio               1996   \n",
       "49997  privat    Angebot  13200.0     test       cabrio               2014   \n",
       "49998  privat    Angebot  22900.0  control        kombi               2013   \n",
       "49999  privat    Angebot   1250.0  control    limousine               1996   \n",
       "\n",
       "         gearbox  horse_power     model  odometer_km  registration_month  \\\n",
       "0        manuell          158    andere     150000.0                   3   \n",
       "1      automatik          286       7er     150000.0                   6   \n",
       "2        manuell          102      golf      70000.0                   7   \n",
       "3      automatik           71    fortwo      70000.0                   6   \n",
       "4        manuell            0     focus     150000.0                   7   \n",
       "5      automatik          150   voyager     150000.0                   4   \n",
       "7        manuell           90      golf     150000.0                  12   \n",
       "12     automatik           71    fortwo      50000.0                   9   \n",
       "13       manuell          101        a3     150000.0                  11   \n",
       "14       manuell           75      clio     150000.0                   9   \n",
       "15     automatik          203       NaN      80000.0                   6   \n",
       "17       manuell          205  scirocco     150000.0                   6   \n",
       "19       manuell          124    andere     150000.0                   2   \n",
       "20       manuell          131        a4     150000.0                   5   \n",
       "21       manuell          320       911     150000.0                   4   \n",
       "22       manuell          184    cooper      10000.0                   1   \n",
       "23       manuell          120       NaN     150000.0                   2   \n",
       "24     automatik          306       5er      30000.0                  12   \n",
       "28       manuell          110    cooper     150000.0                   7   \n",
       "29     automatik          204  e_klasse     150000.0                  10   \n",
       "31     automatik          218  c_klasse     150000.0                   7   \n",
       "33       manuell          140        a3     150000.0                   8   \n",
       "34     automatik          193       5er     150000.0                   6   \n",
       "35       manuell            0    mondeo     150000.0                  12   \n",
       "36       manuell          131    mondeo     150000.0                  11   \n",
       "37       manuell          140     altea      90000.0                   2   \n",
       "38       manuell           75      golf     125000.0                   2   \n",
       "39     automatik          122  c_klasse     150000.0                   6   \n",
       "40       manuell          150      golf     150000.0                   1   \n",
       "41       manuell          131       NaN     150000.0                   7   \n",
       "...          ...          ...       ...          ...                 ...   \n",
       "49962    manuell           82    andere     150000.0                   4   \n",
       "49963    manuell          140  b_klasse     125000.0                   5   \n",
       "49964  automatik          192        a4     150000.0                   5   \n",
       "49965    manuell          116     astra     125000.0                   3   \n",
       "49966    manuell           68        c1     150000.0                   7   \n",
       "49967    manuell          140    passat     150000.0                   5   \n",
       "49968  automatik           90    andere     150000.0                   9   \n",
       "49969    manuell          136   x_trail     150000.0                   5   \n",
       "49970  automatik          136        c4      60000.0                   4   \n",
       "49972  automatik          150      vito     150000.0                  10   \n",
       "49973    manuell          163       slk     150000.0                  11   \n",
       "49975  automatik           88      jazz     100000.0                  11   \n",
       "49976  automatik          150        80     150000.0                  12   \n",
       "49977    manuell          116  c_klasse     150000.0                   2   \n",
       "49979    manuell           90      polo      70000.0                  11   \n",
       "49981    manuell          115     astra     150000.0                  12   \n",
       "49982    manuell            0     fabia      90000.0                   7   \n",
       "49985  automatik            0       NaN     150000.0                   0   \n",
       "49986  automatik          218      300c     125000.0                  11   \n",
       "49987    manuell          150        a3      50000.0                  11   \n",
       "49988    manuell          231       3er     150000.0                  10   \n",
       "49990    manuell          156  a_klasse      30000.0                  12   \n",
       "49992    manuell          120    andere     125000.0                   9   \n",
       "49993    manuell            0       NaN     150000.0                   7   \n",
       "49994  automatik          299        a6     150000.0                   1   \n",
       "49995  automatik          239        q5     100000.0                   1   \n",
       "49996    manuell           75     astra     150000.0                   5   \n",
       "49997  automatik           69       500       5000.0                  11   \n",
       "49998    manuell          150        a3      40000.0                  11   \n",
       "49999    manuell          101    vectra     150000.0                   1   \n",
       "\n",
       "      fuel_type           brand unrepaired_damage           ad_created  \\\n",
       "0           lpg         peugeot              nein  2016-03-26 00:00:00   \n",
       "1        benzin             bmw              nein  2016-04-04 00:00:00   \n",
       "2        benzin      volkswagen              nein  2016-03-26 00:00:00   \n",
       "3        benzin           smart              nein  2016-03-12 00:00:00   \n",
       "4        benzin            ford              nein  2016-04-01 00:00:00   \n",
       "5        diesel        chrysler               NaN  2016-03-21 00:00:00   \n",
       "7        diesel      volkswagen              nein  2016-03-16 00:00:00   \n",
       "12       benzin           smart              nein  2016-03-31 00:00:00   \n",
       "13       benzin            audi              nein  2016-03-23 00:00:00   \n",
       "14       benzin         renault               NaN  2016-03-23 00:00:00   \n",
       "15       benzin  sonstige_autos              nein  2016-04-01 00:00:00   \n",
       "17       benzin      volkswagen              nein  2016-03-29 00:00:00   \n",
       "19          lpg           mazda              nein  2016-03-17 00:00:00   \n",
       "20       diesel            audi               NaN  2016-03-05 00:00:00   \n",
       "21       benzin         porsche              nein  2016-03-06 00:00:00   \n",
       "22       benzin            mini              nein  2016-03-28 00:00:00   \n",
       "23       diesel         peugeot              nein  2016-03-10 00:00:00   \n",
       "24       benzin             bmw              nein  2016-04-03 00:00:00   \n",
       "28       diesel            mini                ja  2016-03-19 00:00:00   \n",
       "29       diesel   mercedes_benz              nein  2016-04-02 00:00:00   \n",
       "31       benzin   mercedes_benz              nein  2016-03-14 00:00:00   \n",
       "33       diesel            audi              nein  2016-03-15 00:00:00   \n",
       "34       diesel             bmw               NaN  2016-04-05 00:00:00   \n",
       "35       benzin            ford              nein  2016-03-29 00:00:00   \n",
       "36       diesel            ford              nein  2016-03-16 00:00:00   \n",
       "37       diesel            seat              nein  2016-03-23 00:00:00   \n",
       "38       benzin      volkswagen              nein  2016-03-21 00:00:00   \n",
       "39       benzin   mercedes_benz              nein  2016-03-11 00:00:00   \n",
       "40       benzin      volkswagen              nein  2016-03-07 00:00:00   \n",
       "41          NaN      volkswagen              nein  2016-03-10 00:00:00   \n",
       "...         ...             ...               ...                  ...   \n",
       "49962    benzin      mitsubishi                ja  2016-03-14 00:00:00   \n",
       "49963    diesel   mercedes_benz              nein  2016-03-26 00:00:00   \n",
       "49964    diesel            audi               NaN  2016-03-10 00:00:00   \n",
       "49965    benzin            opel              nein  2016-03-11 00:00:00   \n",
       "49966    benzin         citroen                ja  2016-04-02 00:00:00   \n",
       "49967    diesel      volkswagen               NaN  2016-03-12 00:00:00   \n",
       "49968    diesel   mercedes_benz              nein  2016-04-01 00:00:00   \n",
       "49969    diesel          nissan              nein  2016-03-17 00:00:00   \n",
       "49970    diesel         citroen              nein  2016-03-21 00:00:00   \n",
       "49972    diesel   mercedes_benz                ja  2016-03-26 00:00:00   \n",
       "49973    benzin   mercedes_benz              nein  2016-03-27 00:00:00   \n",
       "49975    hybrid           honda              nein  2016-03-27 00:00:00   \n",
       "49976    benzin            audi              nein  2016-03-19 00:00:00   \n",
       "49977    diesel   mercedes_benz              nein  2016-03-31 00:00:00   \n",
       "49979    diesel      volkswagen              nein  2016-03-20 00:00:00   \n",
       "49981    benzin            opel              nein  2016-03-15 00:00:00   \n",
       "49982    benzin           skoda               NaN  2016-03-29 00:00:00   \n",
       "49985    benzin      volkswagen               NaN  2016-04-02 00:00:00   \n",
       "49986    diesel        chrysler              nein  2016-04-04 00:00:00   \n",
       "49987    diesel            audi              nein  2016-03-22 00:00:00   \n",
       "49988    benzin             bmw              nein  2016-03-28 00:00:00   \n",
       "49990    benzin   mercedes_benz              nein  2016-03-21 00:00:00   \n",
       "49992       lpg            fiat              nein  2016-03-10 00:00:00   \n",
       "49993    benzin            audi               NaN  2016-03-15 00:00:00   \n",
       "49994    benzin            audi              nein  2016-03-22 00:00:00   \n",
       "49995    diesel            audi              nein  2016-03-27 00:00:00   \n",
       "49996    benzin            opel              nein  2016-03-28 00:00:00   \n",
       "49997    benzin            fiat              nein  2016-04-02 00:00:00   \n",
       "49998    diesel            audi              nein  2016-03-08 00:00:00   \n",
       "49999    benzin            opel              nein  2016-03-13 00:00:00   \n",
       "\n",
       "       number_of_pictures  postal_code            last_seen  \n",
       "0                       0        79588  2016-04-06 06:45:54  \n",
       "1                       0        71034  2016-04-06 14:45:08  \n",
       "2                       0        35394  2016-04-06 20:15:37  \n",
       "3                       0        33729  2016-03-15 03:16:28  \n",
       "4                       0        39218  2016-04-01 14:38:50  \n",
       "5                       0        22962  2016-04-06 09:45:21  \n",
       "7                       0        53474  2016-04-07 03:17:32  \n",
       "12                      0        34590  2016-04-06 14:17:52  \n",
       "13                      0        12043  2016-04-01 14:17:13  \n",
       "14                      0        81737  2016-04-01 15:46:47  \n",
       "15                      0        61276  2016-04-02 21:10:48  \n",
       "17                      0        74821  2016-04-05 20:46:26  \n",
       "19                      0        40878  2016-03-17 14:45:58  \n",
       "20                      0        53913  2016-03-07 05:46:46  \n",
       "21                      0        65428  2016-04-05 23:46:19  \n",
       "22                      0        44789  2016-04-01 06:45:30  \n",
       "23                      0        30900  2016-03-17 08:45:17  \n",
       "24                      0        22547  2016-04-07 13:16:50  \n",
       "28                      0        15745  2016-04-07 14:58:48  \n",
       "29                      0        47638  2016-04-02 12:45:44  \n",
       "31                      0        41065  2016-03-16 07:19:04  \n",
       "33                      0        61169  2016-04-07 13:15:31  \n",
       "34                      0        95111  2016-04-07 12:15:47  \n",
       "35                      0        52428  2016-04-06 08:45:35  \n",
       "36                      0        34246  2016-04-05 16:21:16  \n",
       "37                      0        85113  2016-04-05 20:17:53  \n",
       "38                      0        63674  2016-03-28 12:16:06  \n",
       "39                      0        12683  2016-04-06 15:17:52  \n",
       "40                      0         6780  2016-03-12 02:15:52  \n",
       "41                      0        28259  2016-04-06 20:19:08  \n",
       "...                   ...          ...                  ...  \n",
       "49962                   0        45481  2016-03-15 13:45:08  \n",
       "49963                   0        92272  2016-03-28 09:45:44  \n",
       "49964                   0        54441  2016-04-07 01:15:47  \n",
       "49965                   0        37627  2016-03-15 01:44:57  \n",
       "49966                   0        26603  2016-04-02 19:49:19  \n",
       "49967                   0        70619  2016-03-17 09:45:12  \n",
       "49968                   0        40227  2016-04-05 13:16:35  \n",
       "49969                   0        17379  2016-03-25 23:18:15  \n",
       "49970                   0        14947  2016-04-07 04:17:34  \n",
       "49972                   0        65326  2016-03-28 11:28:18  \n",
       "49973                   0        53567  2016-03-27 08:25:24  \n",
       "49975                   0        84385  2016-04-05 19:45:34  \n",
       "49976                   0        36100  2016-04-07 06:16:44  \n",
       "49977                   0        33739  2016-04-06 12:16:11  \n",
       "49979                   0        48455  2016-04-07 01:45:12  \n",
       "49981                   0        86859  2016-04-05 17:21:46  \n",
       "49982                   0        45884  2016-03-29 18:51:08  \n",
       "49985                   0        30900  2016-04-06 15:17:52  \n",
       "49986                   0        73527  2016-04-06 23:16:00  \n",
       "49987                   0        94362  2016-03-26 22:46:06  \n",
       "49988                   0        83646  2016-04-07 02:17:40  \n",
       "49990                   0        58239  2016-04-06 22:46:57  \n",
       "49992                   0        68642  2016-03-13 01:44:51  \n",
       "49993                   0        65203  2016-04-06 19:46:53  \n",
       "49994                   0        46537  2016-04-06 08:16:39  \n",
       "49995                   0        82131  2016-04-01 13:47:40  \n",
       "49996                   0        44807  2016-04-02 14:18:02  \n",
       "49997                   0        73430  2016-04-04 11:47:27  \n",
       "49998                   0        35683  2016-04-05 16:45:07  \n",
       "49999                   0        45897  2016-04-06 21:18:48  \n",
       "\n",
       "[37206 rows x 20 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cleaning the data with the registration_year column filtering the information with only autos between 1927 and 2016."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016    0.017497\n",
       "2015    0.009703\n",
       "2014    0.017443\n",
       "2013    0.021368\n",
       "2012    0.035102\n",
       "2011    0.043461\n",
       "2010    0.042574\n",
       "2009    0.055797\n",
       "2008    0.059238\n",
       "2007    0.060716\n",
       "2006    0.071252\n",
       "2005    0.074854\n",
       "2004    0.070096\n",
       "2003    0.066575\n",
       "2002    0.057383\n",
       "2001    0.055502\n",
       "2000    0.053782\n",
       "1999    0.046337\n",
       "1998    0.034484\n",
       "1997    0.021153\n",
       "1996    0.014568\n",
       "1995    0.011907\n",
       "1994    0.007284\n",
       "1993    0.005859\n",
       "1992    0.005859\n",
       "1991    0.005564\n",
       "1990    0.005080\n",
       "1989    0.003306\n",
       "1988    0.002849\n",
       "1987    0.001371\n",
       "          ...   \n",
       "1969    0.000484\n",
       "1968    0.000699\n",
       "1967    0.000672\n",
       "1966    0.000564\n",
       "1965    0.000457\n",
       "1964    0.000242\n",
       "1963    0.000215\n",
       "1962    0.000108\n",
       "1961    0.000161\n",
       "1960    0.000457\n",
       "1959    0.000161\n",
       "1958    0.000081\n",
       "1957    0.000054\n",
       "1956    0.000108\n",
       "1955    0.000054\n",
       "1954    0.000054\n",
       "1953    0.000027\n",
       "1952    0.000027\n",
       "1951    0.000054\n",
       "1950    0.000027\n",
       "1948    0.000027\n",
       "1943    0.000027\n",
       "1941    0.000054\n",
       "1939    0.000027\n",
       "1938    0.000027\n",
       "1937    0.000108\n",
       "1934    0.000054\n",
       "1931    0.000027\n",
       "1929    0.000027\n",
       "1927    0.000027\n",
       "Name: registration_year, Length: 77, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['registration_year'].value_counts(normalize=True).sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution of the remaining values after cleaning the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "volkswagen       7843\n",
       "bmw              4664\n",
       "mercedes_benz    4152\n",
       "audi             3631\n",
       "opel             3314\n",
       "ford             2184\n",
       "renault          1387\n",
       "peugeot          1038\n",
       "fiat              784\n",
       "skoda             709\n",
       "Name: brand, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autos['brand'].value_counts().sort_values(ascending=False).head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "big_brands = autos['brand'].value_counts().head(10).sort_values(ascending=False) > 700"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "volkswagen       True\n",
       "bmw              True\n",
       "mercedes_benz    True\n",
       "audi             True\n",
       "opel             True\n",
       "ford             True\n",
       "renault          True\n",
       "peugeot          True\n",
       "fiat             True\n",
       "skoda            True\n",
       "Name: brand, dtype: bool"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "big_brands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top ten brands on the file where selected to be analyzed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['volkswagen', 'bmw', 'mercedes_benz', 'audi', 'opel', 'ford', 'renault',\n",
       "       'peugeot', 'fiat', 'skoda'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "big_brands.index.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'audi': 10322.269347287249,\n",
       " 'bmw': 9119.20218696398,\n",
       " 'fiat': 4008.174744897959,\n",
       " 'ford': 5331.478021978022,\n",
       " 'mercedes_benz': 9302.614402697494,\n",
       " 'opel': 4219.954737477368,\n",
       " 'peugeot': 3955.169556840077,\n",
       " 'renault': 3590.942321557318,\n",
       " 'skoda': 6836.696755994359,\n",
       " 'volkswagen': 6645.13260232054}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brands_dictionary = {}\n",
    "for brand in big_brands.index:\n",
    "    selected_rows = autos[autos['brand'] == brand]\n",
    "    mean_price = selected_rows['price'].mean()\n",
    "    brands_dictionary[brand] = mean_price\n",
    "brands_dictionary "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean value in price has been analyzed for each brand so we can determine which one could end up being the most expensive brand in the whole listing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'audi': 127491.04929771413,\n",
       " 'bmw': 132001.50085763293,\n",
       " 'fiat': 107901.78571428571,\n",
       " 'ford': 119619.96336996337,\n",
       " 'mercedes_benz': 130062.6204238921,\n",
       " 'opel': 123952.92697646348,\n",
       " 'peugeot': 122341.04046242774,\n",
       " 'renault': 121423.93655371305,\n",
       " 'skoda': 110063.46967559944,\n",
       " 'volkswagen': 125765.65089889073}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mileage_dictionary = {}\n",
    "for brand in big_brands.index:\n",
    "    selected_rows = autos[autos['brand'] == brand]\n",
    "    mean_mileage = selected_rows['odometer_km'].mean()\n",
    "    mileage_dictionary[brand] = mean_mileage\n",
    "mileage_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "audi             10322.269347\n",
       "bmw               9119.202187\n",
       "fiat              4008.174745\n",
       "ford              5331.478022\n",
       "mercedes_benz     9302.614403\n",
       "opel              4219.954737\n",
       "peugeot           3955.169557\n",
       "renault           3590.942322\n",
       "skoda             6836.696756\n",
       "volkswagen        6645.132602\n",
       "dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_series = pd.Series(brands_dictionary)\n",
    "price_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "audi             127491.049298\n",
       "bmw              132001.500858\n",
       "fiat             107901.785714\n",
       "ford             119619.963370\n",
       "mercedes_benz    130062.620424\n",
       "opel             123952.926976\n",
       "peugeot          122341.040462\n",
       "renault          121423.936554\n",
       "skoda            110063.469676\n",
       "volkswagen       125765.650899\n",
       "dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mileage_series = pd.Series(mileage_dictionary)\n",
    "mileage_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>mean_price</th>\n",
       "      <th>mean_mileage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>audi</th>\n",
       "      <td>10322.269347</td>\n",
       "      <td>127491.049298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bmw</th>\n",
       "      <td>9119.202187</td>\n",
       "      <td>132001.500858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiat</th>\n",
       "      <td>4008.174745</td>\n",
       "      <td>107901.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ford</th>\n",
       "      <td>5331.478022</td>\n",
       "      <td>119619.963370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mercedes_benz</th>\n",
       "      <td>9302.614403</td>\n",
       "      <td>130062.620424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opel</th>\n",
       "      <td>4219.954737</td>\n",
       "      <td>123952.926976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peugeot</th>\n",
       "      <td>3955.169557</td>\n",
       "      <td>122341.040462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>renault</th>\n",
       "      <td>3590.942322</td>\n",
       "      <td>121423.936554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skoda</th>\n",
       "      <td>6836.696756</td>\n",
       "      <td>110063.469676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volkswagen</th>\n",
       "      <td>6645.132602</td>\n",
       "      <td>125765.650899</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 mean_price   mean_mileage\n",
       "audi           10322.269347  127491.049298\n",
       "bmw             9119.202187  132001.500858\n",
       "fiat            4008.174745  107901.785714\n",
       "ford            5331.478022  119619.963370\n",
       "mercedes_benz   9302.614403  130062.620424\n",
       "opel            4219.954737  123952.926976\n",
       "peugeot         3955.169557  122341.040462\n",
       "renault         3590.942322  121423.936554\n",
       "skoda           6836.696756  110063.469676\n",
       "volkswagen      6645.132602  125765.650899"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data = pd.DataFrame(price_series, columns=['mean_price'])\n",
    "final_data['mean_mileage'] = mileage_series\n",
    "final_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mileage does not have a direct correlation with the price. It depends entirely up to the brand that sets the price for the automobile. "
   ]
  }
 ],
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