AppartmentAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#module import#\n",
    "from urllib.request import urlopen\n",
    "from urllib.error import HTTPError\n",
    "from urllib.error import URLError\n",
    "from bs4 import BeautifulSoup\n",
    "from pandas import DataFrame\n",
    "import re\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crawl Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-1/Wohnung-Miete/Niedersachsen/Osnabrueck (link #1 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-2/Wohnung-Miete/Niedersachsen/Osnabrueck (link #2 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-3/Wohnung-Miete/Niedersachsen/Osnabrueck (link #3 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-4/Wohnung-Miete/Niedersachsen/Osnabrueck (link #4 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-5/Wohnung-Miete/Niedersachsen/Osnabrueck (link #5 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-6/Wohnung-Miete/Niedersachsen/Osnabrueck (link #6 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-7/Wohnung-Miete/Niedersachsen/Osnabrueck (link #7 of 8)\n",
      "Crawling: https://www.immobilienscout24.de/Suche/S-T/P-8/Wohnung-Miete/Niedersachsen/Osnabrueck (link #8 of 8)\n"
     ]
    }
   ],
   "source": [
    "#code partially from: https://github.com/Jhruzik/ImmobilienScout24.de-Crawler\n",
    "#get current date#\n",
    "current_datetime_master = datetime.datetime.now()\n",
    "current_datetime = current_datetime_master.strftime(\"%Y%m%d_%H%M%S\")\n",
    "\n",
    "#define sub-sites# \n",
    "#Info for immoscout:\n",
    "domain = \"https://www.immobilienscout24.de\"\n",
    "city = \"Osnabrueck\"\n",
    "state = \"Niedersachsen\"\n",
    "renttype = \"/Wohnung-Miete\"\n",
    "#info for wg-gesucht:\n",
    "domain2 = \"https://www.wg-gesucht.de/\"#wohnungen-in-\n",
    "renttype2 = \"wohnungen\"\n",
    "immoscout_data = DataFrame()\n",
    "\n",
    "def get_max(url):\n",
    "    try:\n",
    "        url = urlopen(url)\n",
    "    except:\n",
    "        print(\"Fehler beim Oeffnen der Website\")\n",
    "    try:\n",
    "        site_extract = BeautifulSoup(url.read(), \"lxml\")\n",
    "    except:\n",
    "        print(\"Fehler beim Einlesen in BeautifulSoup\")\n",
    "    try:\n",
    "        max_link = max([int(n[\"value\"]) for n in site_extract.find_all(\"option\")])#get the maximum value for links in a specific sub-site\n",
    "    except:\n",
    "        print(\"Fehler beim Loop\")\n",
    "    else:\n",
    "        return max_link\n",
    "\n",
    "def get_data(url,website):\n",
    "    try:\n",
    "        url_raw = url#save url as string for real estate type\n",
    "        url = urlopen(url)\n",
    "    except HTTPError as e:\n",
    "        return None\n",
    "    except URLError as e:\n",
    "        return None\n",
    "    try:\n",
    "        site_extract = BeautifulSoup(url.read(), \"lxml\")\n",
    "        if website=='immoscout':\n",
    "            rawdata_extract = site_extract.find_all(\"div\", {\"class\":\"result-list-entry__data\"})#extract every result box\n",
    "        if website == 'wggesucht':\n",
    "            rawdata_extract = site_extract.find_all(\"div\", {\"class\":\"detail-size-price-wrapper\"})\n",
    "    except AttributeError as e:\n",
    "        return None\n",
    "    global immoscout_data#use global dataframe\n",
    "    price = []\n",
    "    size = []\n",
    "    location = []\n",
    "    ownership = []\n",
    "    immo_type = []\n",
    "    links = []\n",
    "    for i in range(0,len(rawdata_extract)):\n",
    "        if website=='immoscout':\n",
    "            try:\n",
    "                price.append(rawdata_extract[i].find_all(\"dd\")[0].get_text().strip())#extract price\n",
    "            except:\n",
    "                price.append(\"?\")\n",
    "            try:\n",
    "                size.append(rawdata_extract[i].find_all(\"dd\")[1].get_text().strip())#extract size\n",
    "            except:\n",
    "                size.append(\"?\")\n",
    "            try:\n",
    "                location.append(rawdata_extract[i].find_all(\"div\", {\"class\":\"result-list-entry__address\"})[0].get_text().strip())#extract location\n",
    "            except:\n",
    "                location.append(\"?\")\n",
    "            try:\n",
    "                hrefs = []\n",
    "                for a in rawdata_extract[i].find_all('a', href=True):\n",
    "                    hrefs.append(a['href'])\n",
    "\n",
    "                links.append(domain+hrefs[0])\n",
    "            except:\n",
    "                links.append(\"?\")\n",
    "        if (website=='wggesucht' and i>1):#skip first two entries in wggesucht (advertisement):\n",
    "            text = rawdata_extract[i].get_text().replace(\" \", \"\").strip()\n",
    "            metersplit = text.split('m')\n",
    "            pricesplit = metersplit[1].split('|')[1].split('€')[0]\n",
    "            price.append(pricesplit)\n",
    "            size.append(metersplit[0])\n",
    "            hrefs = []\n",
    "            for a in rawdata_extract[i].find_all('a', href=True):\n",
    "                hrefs.append(a['href'])\n",
    "            loc = hrefs[0].split('-')\n",
    "            links.append(domain2+hrefs[0])\n",
    "            location.append(loc[-1].split('.')[0])\n",
    "    immoscout_data = immoscout_data.append(DataFrame({\"price\":price, \n",
    "                                                  \"size\":size,\n",
    "                                                  \"location\":location,\n",
    "                                                      \"link\":links}), \n",
    "    ignore_index=True)\n",
    "\n",
    "def immo_crawl(site,website):\n",
    "    max_dict = {}#initialize dictionary for maximum values of links\n",
    "    link_list_full = []#initialize list for full links to crawl#\n",
    "    if website ==\"immoscout\":\n",
    "        maxcrawl = get_max(domain+\"/Suche/S-T\"+site+\"/\"+state+\"/\"+city)#associate maximal link value with specific sub-site\n",
    "        for i in range(1,maxcrawl):\n",
    "            link_list_full.append(domain+\"/Suche/S-T/P-\"+str(i)+site+\"/\"+state+\"/\"+city)#populate link_list_full\n",
    "    if website ==\"wggesucht\":\n",
    "        #maxcrawl = get_max(domain2+site+\"-in-\"+city+\".102.2.1.0.html\")\n",
    "        for i in range(1,3):\n",
    "            link_list_full.append(domain2+site+\"-in-\"+city+\".102.2.1.\"+str(i)+\".html\")\n",
    "    link_count = 1#start for progress indicator\n",
    "    len_link_list_full = len(link_list_full)#end for progress indicator\n",
    "    for link in link_list_full:\n",
    "        print(\"Crawling: \"+link+\" (link #\"+str(link_count)+\" of \"+str(len_link_list_full)+\")\")#print progress\n",
    "        link_count += 1#add to progress indicator\n",
    "        get_data(link,website)\n",
    "    \n",
    "    \n",
    "#Start crawler! Which websites do you want to analyze?--------------------------------------------------------        \n",
    "immo_crawl(renttype,\"immoscout\")#start crawler\n",
    "#immo_crawl(renttype2,\"wggesucht\")\n",
    "\n",
    "#save tabel as csv\n",
    "#immoscout_data.to_csv(\"immoscoutOS_data_raw_\"+current_datetime+\".csv\", sep=\";\", index=False)#export unprocessed data\n",
    "\n",
    "#clean data#\n",
    "def clean_pricesize(data):\n",
    "    data = data.replace(\"€\", \"\")\n",
    "    data = data.replace(\".\", \"\")\n",
    "    data = data.replace(\"m²\", \"\")\n",
    "    data = re.sub(re.compile(\" \\D.*\"), \"\", data)\n",
    "    data = data.strip()\n",
    "    data = data.split(',')[0]\n",
    "    return float(data)\n",
    "\n",
    "\n",
    "def get_firstlayer(data):\n",
    "    fist_layer = data.split(\",\")[0]\n",
    "    return fist_layer.strip()\n",
    "\n",
    "def get_secondlayer(data):\n",
    "    try:\n",
    "        first_layer = data.split(\",\")[-2]\n",
    "    except:\n",
    "        first_layer = data\n",
    "    return first_layer.strip()\n",
    "\n",
    "def get_lastlayer(data):\n",
    "    last_layer = data.split(\",\")[-1]\n",
    "    return last_layer.strip()\n",
    "    \n",
    "immoscout_data_clean = immoscout_data.dropna(axis=0)\n",
    "immoscout_data_clean[\"price\"] = immoscout_data_clean[\"price\"].apply(clean_pricesize)\n",
    "immoscout_data_clean[\"size\"] = immoscout_data_clean[\"size\"].apply(clean_pricesize)\n",
    "immoscout_data_clean[\"adress\"] = immoscout_data_clean[\"location\"].apply(get_firstlayer)\n",
    "\n",
    "immoscout_data_clean[\"area\"] = immoscout_data_clean[\"location\"].apply(get_secondlayer)\n",
    "immoscout_data_clean[\"city\"] = city#immoscout_data_clean[\"location\"].apply(get_lastlayer)\n",
    "\n",
    "immoscout_data_clean[\"crawled\"] = current_datetime_master.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "immoscout_data_clean['pricesize'] = immoscout_data_clean['price'] / immoscout_data_clean['size']\n",
    "#immoscout_data_clean.to_csv(\"immoscoutOS_data_clean_\"+current_datetime+\".csv\", sep=\";\", index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>location</th>\n",
       "      <th>price</th>\n",
       "      <th>size</th>\n",
       "      <th>adress</th>\n",
       "      <th>area</th>\n",
       "      <th>city</th>\n",
       "      <th>crawled</th>\n",
       "      <th>pricesize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105215722</td>\n",
       "      <td>Adolfstraße x, Weststadt, Osnabrück</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>Adolfstraße x</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104577740</td>\n",
       "      <td>Paul-Oeser-Str. 4, Innenstadt, Osnabrück</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>Paul-Oeser-Str. 4</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.744681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104576624</td>\n",
       "      <td>Paul-Oeser-Straße 4, Innenstadt, Osnabrück</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Paul-Oeser-Straße 4</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.322581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/103852417</td>\n",
       "      <td>Ernst-Sievers-Str. 180, Whg-Nr. 2, Weststadt, ...</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Ernst-Sievers-Str. 180</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>13.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105343003</td>\n",
       "      <td>Hafen, Osnabrück</td>\n",
       "      <td>405.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Hafen</td>\n",
       "      <td>Hafen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105212758</td>\n",
       "      <td>Wersener Str. 40, Whg-Nr. 7, Eversburg, Osnabrück</td>\n",
       "      <td>350.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Wersener Str. 40</td>\n",
       "      <td>Eversburg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.862745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/103852903</td>\n",
       "      <td>Ernst-Sievers-Str. 108, Whg-Nr. 4, Weststadt, ...</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>Ernst-Sievers-Str. 108</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>13.475177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/47163501</td>\n",
       "      <td>Töpferhof 16, Hellern, Osnabrück</td>\n",
       "      <td>580.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>Töpferhof 16</td>\n",
       "      <td>Hellern</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.170213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105100466</td>\n",
       "      <td>Lange Str. 13, Westerberg, Osnabrück</td>\n",
       "      <td>320.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Lange Str. 13</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/98708559</td>\n",
       "      <td>Mozartstraße 2, Weststadt, Osnabrück</td>\n",
       "      <td>650.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Mozartstraße 2</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105101672</td>\n",
       "      <td>Mühlenstr. 8, Innenstadt, Osnabrück</td>\n",
       "      <td>170.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mühlenstr. 8</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>13.076923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/103851988</td>\n",
       "      <td>Ernst-Sievers-Str. 180, Whg-Nr. 1, Weststadt, ...</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>Ernst-Sievers-Str. 180</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>13.475177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104610933</td>\n",
       "      <td>Atterstr. 43, Whg-Nr. 4, Hafen, Osnabrück</td>\n",
       "      <td>530.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Atterstr. 43</td>\n",
       "      <td>Hafen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.708861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104736387</td>\n",
       "      <td>Krahnstrasse 52/53, Innenstadt, Osnabrück</td>\n",
       "      <td>1242.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Krahnstrasse 52/53</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105189711</td>\n",
       "      <td>Pottgraben 29, Whg-Nr. 3, Innenstadt, Osnabrück</td>\n",
       "      <td>450.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Pottgraben 29</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104573377</td>\n",
       "      <td>Wersener Str. 1a, Whg-Nr. 8, Eversburg, Osnabrück</td>\n",
       "      <td>300.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>Wersener Str. 1a</td>\n",
       "      <td>Eversburg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105026105</td>\n",
       "      <td>Gartlage, Osnabrück</td>\n",
       "      <td>288.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.520000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105213121</td>\n",
       "      <td>Liebigstr. 58, Whg-Nr. 11, Gartlage, Osnabrück</td>\n",
       "      <td>300.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Liebigstr. 58</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105225173</td>\n",
       "      <td>Heinrichstraße 16, Wüste, Osnabrück</td>\n",
       "      <td>540.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Heinrichstraße 16</td>\n",
       "      <td>Wüste</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/99652437</td>\n",
       "      <td>Eversburg, Osnabrück</td>\n",
       "      <td>740.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Eversburg</td>\n",
       "      <td>Eversburg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.915663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/102126893</td>\n",
       "      <td>Westerberg, Osnabrück</td>\n",
       "      <td>725.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104295237</td>\n",
       "      <td>Westerberg, Osnabrück</td>\n",
       "      <td>720.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.729730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104701041</td>\n",
       "      <td>Lotterstr. 94, Weststadt, Osnabrück</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Lotterstr. 94</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.061947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104828679</td>\n",
       "      <td>Höltyweg 9-11, Schölerberg, Osnabrück</td>\n",
       "      <td>205.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Höltyweg 9-11</td>\n",
       "      <td>Schölerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104550522</td>\n",
       "      <td>Otto-von-Guericke-Straße 12, Westerberg, Osnab...</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Otto-von-Guericke-Straße 12</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.523810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/104813239</td>\n",
       "      <td>Wersener Landstraße 31b, Atter, Osnabrück</td>\n",
       "      <td>714.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Wersener Landstraße 31b</td>\n",
       "      <td>Atter</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105081075</td>\n",
       "      <td>Schinkel, Osnabrück</td>\n",
       "      <td>550.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Schinkel</td>\n",
       "      <td>Schinkel</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/101670828</td>\n",
       "      <td>Bergstrasse 28, Westerberg, Osnabrück</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>Bergstrasse 28</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.676647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105377647</td>\n",
       "      <td>Bierbaumsweg 12, Dodesheide, Osnabrück</td>\n",
       "      <td>702.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>Bierbaumsweg 12</td>\n",
       "      <td>Dodesheide</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.560976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://www.immobilienscout24.de/expose/105377643</td>\n",
       "      <td>Dodeshausweg 63, Dodesheide, Osnabrück</td>\n",
       "      <td>625.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>Dodeshausweg 63</td>\n",
       "      <td>Dodesheide</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.802817</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>780.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>480.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>635.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.339286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>670.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.754386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>590.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.350877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>560.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>500.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Weststadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>465.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>14.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>695.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Gartlage</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.779661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>600.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Westerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.108108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Sutthausen</td>\n",
       "      <td>385.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sutthausen</td>\n",
       "      <td>Sutthausen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>678.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>610.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>830.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>13.606557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Atter</td>\n",
       "      <td>596.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>Atter</td>\n",
       "      <td>Atter</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.037037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Haste</td>\n",
       "      <td>900.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Haste</td>\n",
       "      <td>Haste</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>830.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Innenstadt</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Luestringen</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>Luestringen</td>\n",
       "      <td>Luestringen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>415.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.216216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>400.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>450.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>Hasbergen</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>10.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Sonnenhuegel</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Sonnenhuegel</td>\n",
       "      <td>Sonnenhuegel</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>11.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Rulle</td>\n",
       "      <td>370.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Rulle</td>\n",
       "      <td>Rulle</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>545.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.909091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Dodesheide</td>\n",
       "      <td>840.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Dodesheide</td>\n",
       "      <td>Dodesheide</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>475.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>7.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>400.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Schoelerberg</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Haste</td>\n",
       "      <td>495.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Haste</td>\n",
       "      <td>Haste</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>6.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>https://www.wg-gesucht.de/wohnungen-in-Osnabru...</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>930.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>Kalkhuegel</td>\n",
       "      <td>Osnabrueck</td>\n",
       "      <td>2018-06-10 13:37:13</td>\n",
       "      <td>9.300000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  \\\n",
       "0    https://www.immobilienscout24.de/expose/105215722   \n",
       "1    https://www.immobilienscout24.de/expose/104577740   \n",
       "2    https://www.immobilienscout24.de/expose/104576624   \n",
       "3    https://www.immobilienscout24.de/expose/103852417   \n",
       "4    https://www.immobilienscout24.de/expose/105343003   \n",
       "5    https://www.immobilienscout24.de/expose/105212758   \n",
       "6    https://www.immobilienscout24.de/expose/103852903   \n",
       "7     https://www.immobilienscout24.de/expose/47163501   \n",
       "8    https://www.immobilienscout24.de/expose/105100466   \n",
       "9     https://www.immobilienscout24.de/expose/98708559   \n",
       "10   https://www.immobilienscout24.de/expose/105101672   \n",
       "11   https://www.immobilienscout24.de/expose/103851988   \n",
       "12   https://www.immobilienscout24.de/expose/104610933   \n",
       "13   https://www.immobilienscout24.de/expose/104736387   \n",
       "14   https://www.immobilienscout24.de/expose/105189711   \n",
       "15   https://www.immobilienscout24.de/expose/104573377   \n",
       "16   https://www.immobilienscout24.de/expose/105026105   \n",
       "17   https://www.immobilienscout24.de/expose/105213121   \n",
       "18   https://www.immobilienscout24.de/expose/105225173   \n",
       "19    https://www.immobilienscout24.de/expose/99652437   \n",
       "20   https://www.immobilienscout24.de/expose/102126893   \n",
       "21   https://www.immobilienscout24.de/expose/104295237   \n",
       "22   https://www.immobilienscout24.de/expose/104701041   \n",
       "23   https://www.immobilienscout24.de/expose/104828679   \n",
       "24   https://www.immobilienscout24.de/expose/104550522   \n",
       "25   https://www.immobilienscout24.de/expose/104813239   \n",
       "26   https://www.immobilienscout24.de/expose/105081075   \n",
       "27   https://www.immobilienscout24.de/expose/101670828   \n",
       "28   https://www.immobilienscout24.de/expose/105377647   \n",
       "29   https://www.immobilienscout24.de/expose/105377643   \n",
       "..                                                 ...   \n",
       "170  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "171  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "172  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "173  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "174  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "175  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "176  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "177  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "178  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "179  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "180  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "181  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "182  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "183  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "184  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "185  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "186  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "187  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "188  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "189  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "190  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "191  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "192  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "193  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "194  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "195  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "196  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "197  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "198  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "199  https://www.wg-gesucht.de/wohnungen-in-Osnabru...   \n",
       "\n",
       "                                              location   price   size  \\\n",
       "0                  Adolfstraße x, Weststadt, Osnabrück  1690.0  169.0   \n",
       "1             Paul-Oeser-Str. 4, Innenstadt, Osnabrück  1010.0   94.0   \n",
       "2           Paul-Oeser-Straße 4, Innenstadt, Osnabrück  1920.0  186.0   \n",
       "3    Ernst-Sievers-Str. 180, Whg-Nr. 2, Weststadt, ...  1050.0   80.0   \n",
       "4                                     Hafen, Osnabrück   405.0   63.0   \n",
       "5    Wersener Str. 40, Whg-Nr. 7, Eversburg, Osnabrück   350.0   51.0   \n",
       "6    Ernst-Sievers-Str. 108, Whg-Nr. 4, Weststadt, ...  1900.0  141.0   \n",
       "7                     Töpferhof 16, Hellern, Osnabrück   580.0   94.0   \n",
       "8                 Lange Str. 13, Westerberg, Osnabrück   320.0   30.0   \n",
       "9                 Mozartstraße 2, Weststadt, Osnabrück   650.0   80.0   \n",
       "10                 Mühlenstr. 8, Innenstadt, Osnabrück   170.0   13.0   \n",
       "11   Ernst-Sievers-Str. 180, Whg-Nr. 1, Weststadt, ...  1900.0  141.0   \n",
       "12           Atterstr. 43, Whg-Nr. 4, Hafen, Osnabrück   530.0   79.0   \n",
       "13           Krahnstrasse 52/53, Innenstadt, Osnabrück  1242.0  108.0   \n",
       "14     Pottgraben 29, Whg-Nr. 3, Innenstadt, Osnabrück   450.0   60.0   \n",
       "15   Wersener Str. 1a, Whg-Nr. 8, Eversburg, Osnabrück   300.0   33.0   \n",
       "16                                 Gartlage, Osnabrück   288.0   25.0   \n",
       "17      Liebigstr. 58, Whg-Nr. 11, Gartlage, Osnabrück   300.0   30.0   \n",
       "18                 Heinrichstraße 16, Wüste, Osnabrück   540.0   65.0   \n",
       "19                                Eversburg, Osnabrück   740.0   83.0   \n",
       "20                               Westerberg, Osnabrück   725.0   90.0   \n",
       "21                               Westerberg, Osnabrück   720.0   74.0   \n",
       "22                 Lotterstr. 94, Weststadt, Osnabrück  1250.0  113.0   \n",
       "23               Höltyweg 9-11, Schölerberg, Osnabrück   205.0   30.0   \n",
       "24   Otto-von-Guericke-Straße 12, Westerberg, Osnab...  1000.0  105.0   \n",
       "25           Wersener Landstraße 31b, Atter, Osnabrück   714.0   84.0   \n",
       "26                                 Schinkel, Osnabrück   550.0   70.0   \n",
       "27               Bergstrasse 28, Westerberg, Osnabrück  1950.0  167.0   \n",
       "28              Bierbaumsweg 12, Dodesheide, Osnabrück   702.0   82.0   \n",
       "29              Dodeshausweg 63, Dodesheide, Osnabrück   625.0   71.0   \n",
       "..                                                 ...     ...    ...   \n",
       "170                                         Innenstadt   780.0  100.0   \n",
       "171                                         Innenstadt   480.0   60.0   \n",
       "172                                           Gartlage   635.0   56.0   \n",
       "173                                          Weststadt   670.0   57.0   \n",
       "174                                          Weststadt   590.0   57.0   \n",
       "175                                       Schoelerberg   560.0   60.0   \n",
       "176                                          Weststadt   500.0   50.0   \n",
       "177                                         Innenstadt   465.0   33.0   \n",
       "178                                           Gartlage   695.0   59.0   \n",
       "179                                         Westerberg   600.0   74.0   \n",
       "180                                         Sutthausen   385.0   35.0   \n",
       "181                                       Schoelerberg   678.0   60.0   \n",
       "182                                         Innenstadt   610.0   55.0   \n",
       "183                                         Innenstadt  1040.0   95.0   \n",
       "184                                         Kalkhuegel   830.0   61.0   \n",
       "185                                              Atter   596.0   54.0   \n",
       "186                                              Haste   900.0   75.0   \n",
       "187                                         Innenstadt   830.0  120.0   \n",
       "188                                        Luestringen  1105.0  170.0   \n",
       "189                                         Osnabrueck   415.0   37.0   \n",
       "190                                          Hasbergen   400.0   50.0   \n",
       "191                                          Hasbergen   450.0   42.0   \n",
       "192                                       Sonnenhuegel  1400.0  120.0   \n",
       "193                                              Rulle   370.0   50.0   \n",
       "194                                       Schoelerberg   545.0   55.0   \n",
       "195                                         Dodesheide   840.0  108.0   \n",
       "196                                       Schoelerberg   475.0   60.0   \n",
       "197                                       Schoelerberg   400.0   50.0   \n",
       "198                                              Haste   495.0   80.0   \n",
       "199                                         Kalkhuegel   930.0  100.0   \n",
       "\n",
       "                          adress          area        city  \\\n",
       "0                  Adolfstraße x     Weststadt  Osnabrueck   \n",
       "1              Paul-Oeser-Str. 4    Innenstadt  Osnabrueck   \n",
       "2            Paul-Oeser-Straße 4    Innenstadt  Osnabrueck   \n",
       "3         Ernst-Sievers-Str. 180     Weststadt  Osnabrueck   \n",
       "4                          Hafen         Hafen  Osnabrueck   \n",
       "5               Wersener Str. 40     Eversburg  Osnabrueck   \n",
       "6         Ernst-Sievers-Str. 108     Weststadt  Osnabrueck   \n",
       "7                   Töpferhof 16       Hellern  Osnabrueck   \n",
       "8                  Lange Str. 13    Westerberg  Osnabrueck   \n",
       "9                 Mozartstraße 2     Weststadt  Osnabrueck   \n",
       "10                  Mühlenstr. 8    Innenstadt  Osnabrueck   \n",
       "11        Ernst-Sievers-Str. 180     Weststadt  Osnabrueck   \n",
       "12                  Atterstr. 43         Hafen  Osnabrueck   \n",
       "13            Krahnstrasse 52/53    Innenstadt  Osnabrueck   \n",
       "14                 Pottgraben 29    Innenstadt  Osnabrueck   \n",
       "15              Wersener Str. 1a     Eversburg  Osnabrueck   \n",
       "16                      Gartlage      Gartlage  Osnabrueck   \n",
       "17                 Liebigstr. 58      Gartlage  Osnabrueck   \n",
       "18             Heinrichstraße 16         Wüste  Osnabrueck   \n",
       "19                     Eversburg     Eversburg  Osnabrueck   \n",
       "20                    Westerberg    Westerberg  Osnabrueck   \n",
       "21                    Westerberg    Westerberg  Osnabrueck   \n",
       "22                 Lotterstr. 94     Weststadt  Osnabrueck   \n",
       "23                 Höltyweg 9-11   Schölerberg  Osnabrueck   \n",
       "24   Otto-von-Guericke-Straße 12    Westerberg  Osnabrueck   \n",
       "25       Wersener Landstraße 31b         Atter  Osnabrueck   \n",
       "26                      Schinkel      Schinkel  Osnabrueck   \n",
       "27                Bergstrasse 28    Westerberg  Osnabrueck   \n",
       "28               Bierbaumsweg 12    Dodesheide  Osnabrueck   \n",
       "29               Dodeshausweg 63    Dodesheide  Osnabrueck   \n",
       "..                           ...           ...         ...   \n",
       "170                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "171                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "172                     Gartlage      Gartlage  Osnabrueck   \n",
       "173                    Weststadt     Weststadt  Osnabrueck   \n",
       "174                    Weststadt     Weststadt  Osnabrueck   \n",
       "175                 Schoelerberg  Schoelerberg  Osnabrueck   \n",
       "176                    Weststadt     Weststadt  Osnabrueck   \n",
       "177                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "178                     Gartlage      Gartlage  Osnabrueck   \n",
       "179                   Westerberg    Westerberg  Osnabrueck   \n",
       "180                   Sutthausen    Sutthausen  Osnabrueck   \n",
       "181                 Schoelerberg  Schoelerberg  Osnabrueck   \n",
       "182                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "183                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "184                   Kalkhuegel    Kalkhuegel  Osnabrueck   \n",
       "185                        Atter         Atter  Osnabrueck   \n",
       "186                        Haste         Haste  Osnabrueck   \n",
       "187                   Innenstadt    Innenstadt  Osnabrueck   \n",
       "188                  Luestringen   Luestringen  Osnabrueck   \n",
       "189                   Osnabrueck    Osnabrueck  Osnabrueck   \n",
       "190                    Hasbergen     Hasbergen  Osnabrueck   \n",
       "191                    Hasbergen     Hasbergen  Osnabrueck   \n",
       "192                 Sonnenhuegel  Sonnenhuegel  Osnabrueck   \n",
       "193                        Rulle         Rulle  Osnabrueck   \n",
       "194                 Schoelerberg  Schoelerberg  Osnabrueck   \n",
       "195                   Dodesheide    Dodesheide  Osnabrueck   \n",
       "196                 Schoelerberg  Schoelerberg  Osnabrueck   \n",
       "197                 Schoelerberg  Schoelerberg  Osnabrueck   \n",
       "198                        Haste         Haste  Osnabrueck   \n",
       "199                   Kalkhuegel    Kalkhuegel  Osnabrueck   \n",
       "\n",
       "                 crawled  pricesize  \n",
       "0    2018-06-10 13:37:13  10.000000  \n",
       "1    2018-06-10 13:37:13  10.744681  \n",
       "2    2018-06-10 13:37:13  10.322581  \n",
       "3    2018-06-10 13:37:13  13.125000  \n",
       "4    2018-06-10 13:37:13   6.428571  \n",
       "5    2018-06-10 13:37:13   6.862745  \n",
       "6    2018-06-10 13:37:13  13.475177  \n",
       "7    2018-06-10 13:37:13   6.170213  \n",
       "8    2018-06-10 13:37:13  10.666667  \n",
       "9    2018-06-10 13:37:13   8.125000  \n",
       "10   2018-06-10 13:37:13  13.076923  \n",
       "11   2018-06-10 13:37:13  13.475177  \n",
       "12   2018-06-10 13:37:13   6.708861  \n",
       "13   2018-06-10 13:37:13  11.500000  \n",
       "14   2018-06-10 13:37:13   7.500000  \n",
       "15   2018-06-10 13:37:13   9.090909  \n",
       "16   2018-06-10 13:37:13  11.520000  \n",
       "17   2018-06-10 13:37:13  10.000000  \n",
       "18   2018-06-10 13:37:13   8.307692  \n",
       "19   2018-06-10 13:37:13   8.915663  \n",
       "20   2018-06-10 13:37:13   8.055556  \n",
       "21   2018-06-10 13:37:13   9.729730  \n",
       "22   2018-06-10 13:37:13  11.061947  \n",
       "23   2018-06-10 13:37:13   6.833333  \n",
       "24   2018-06-10 13:37:13   9.523810  \n",
       "25   2018-06-10 13:37:13   8.500000  \n",
       "26   2018-06-10 13:37:13   7.857143  \n",
       "27   2018-06-10 13:37:13  11.676647  \n",
       "28   2018-06-10 13:37:13   8.560976  \n",
       "29   2018-06-10 13:37:13   8.802817  \n",
       "..                   ...        ...  \n",
       "170  2018-06-10 13:37:13   7.800000  \n",
       "171  2018-06-10 13:37:13   8.000000  \n",
       "172  2018-06-10 13:37:13  11.339286  \n",
       "173  2018-06-10 13:37:13  11.754386  \n",
       "174  2018-06-10 13:37:13  10.350877  \n",
       "175  2018-06-10 13:37:13   9.333333  \n",
       "176  2018-06-10 13:37:13  10.000000  \n",
       "177  2018-06-10 13:37:13  14.090909  \n",
       "178  2018-06-10 13:37:13  11.779661  \n",
       "179  2018-06-10 13:37:13   8.108108  \n",
       "180  2018-06-10 13:37:13  11.000000  \n",
       "181  2018-06-10 13:37:13  11.300000  \n",
       "182  2018-06-10 13:37:13  11.090909  \n",
       "183  2018-06-10 13:37:13  10.947368  \n",
       "184  2018-06-10 13:37:13  13.606557  \n",
       "185  2018-06-10 13:37:13  11.037037  \n",
       "186  2018-06-10 13:37:13  12.000000  \n",
       "187  2018-06-10 13:37:13   6.916667  \n",
       "188  2018-06-10 13:37:13   6.500000  \n",
       "189  2018-06-10 13:37:13  11.216216  \n",
       "190  2018-06-10 13:37:13   8.000000  \n",
       "191  2018-06-10 13:37:13  10.714286  \n",
       "192  2018-06-10 13:37:13  11.666667  \n",
       "193  2018-06-10 13:37:13   7.400000  \n",
       "194  2018-06-10 13:37:13   9.909091  \n",
       "195  2018-06-10 13:37:13   7.777778  \n",
       "196  2018-06-10 13:37:13   7.916667  \n",
       "197  2018-06-10 13:37:13   8.000000  \n",
       "198  2018-06-10 13:37:13   6.187500  \n",
       "199  2018-06-10 13:37:13   9.300000  \n",
       "\n",
       "[200 rows x 9 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "immoscout_data_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Some Visualizations of Overall Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZqwEclJt4AgDAEaTvnGUZTjyFBJhyBAwAADjC9J2zLBEsgCnGJSQAAABA8wQM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\n1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7T4fkTnIAkMcVawSrcQefo3hP/zQSJP/wardMtpz2FXBsFwNR48hfKPo2k5gzBunIya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\nGpFs4inqcKSMBcOD5XZ5N/hxu8DweONCCCGEEEIIIYSfSAeGn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Smlkf379z9BaUmSJEmS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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ff8bfabe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot( x=\"price\", y=\"size\", data=immoscout_data_clean, fit_reg=False, hue='area', legend=False,size=15)\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ff8b9364a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,5))\n",
    "plt.hist(immoscout_data_clean['pricesize'])\n",
    "plt.xlabel('price/size')\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ff8b04bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,10))\n",
    "sns.boxplot( x=\"area\", y=\"pricesize\", data=immoscout_data_clean)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw map\n",
    "Size of circles = Size of appartement\n",
    "\n",
    "Color of circles = Price-Size relationship (green: good, red: bad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Import folium and geocoders for map visualization\n",
    "import folium\n",
    "from folium import plugins\n",
    "from geopy.geocoders import Nominatim\n",
    "geolocator = Nominatim()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wersener Str. 40, Whg-Nr. 7, Eversburg, Osnabrück\n"
     ]
    }
   ],
   "source": [
    "#get coordinates of appartements (don't run too often, at some point the crawler gets blocked)\n",
    "long = []\n",
    "lat = []\n",
    "for i,row in immoscout_data_clean.iterrows():\n",
    "    try:\n",
    "        loc = geolocator.geocode(row.location)\n",
    "        long.append(loc.longitude)\n",
    "        lat.append(loc.latitude)\n",
    "    except:\n",
    "        try:\n",
    "            loc = geolocator.geocode(row.adress+','+row.city)\n",
    "            long.append(loc.longitude)\n",
    "            lat.append(loc.latitude)\n",
    "        except:\n",
    "            print(row.location)\n",
    "            loc = geolocator.geocode(city)\n",
    "            long.append(loc.longitude)\n",
    "            lat.append(loc.latitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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            var popup_4ebf98409d2c46e2bdf5007e95b63787 = L.popup({maxWidth: '2650'});

            
                var i_frame_c09132a2dd234e9d836b59f5327bf803 = $('<iframe src="data:text/html;charset=utf-8;base64,CiAgICA8cD40OTUuMOKCrCAtIDgwLjBtMjwvcD48YSBocmVmPSJodHRwczovL3d3dy53Zy1nZXN1Y2h0LmRlL3dvaG51bmdlbi1pbi1Pc25hYnJ1ZWNrLUhhc3RlLjY2MTEyODIuaHRtbCJ0YXJnZXQ9Il9ibGFuayI+ICJHbyBUaGVyZSEiIDwvYT4=" width="150" style="border:none !important;" height="80"></iframe>')[0];
                popup_4ebf98409d2c46e2bdf5007e95b63787.setContent(i_frame_c09132a2dd234e9d836b59f5327bf803);
            

            circle_marker_eac4bfac62fc4fa5966ea1c8c6f290f7.bindPopup(popup_4ebf98409d2c46e2bdf5007e95b63787);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ff8b94e198>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#display interactable map\n",
    "#code partially from https://github.com/rafaelpierre/going-dutch/\n",
    "m = folium.Map([52.2799,8.0472], zoom_start=12, tiles='Stamen Toner')\n",
    "for i,row in immoscout_data_clean.iterrows():\n",
    "    \n",
    "    #red = int((row.pricesize / immoscout_data_clean.pricesize.max()) * 255)\n",
    "    red = int(row.pricesize * 15)\n",
    "    green = 255 - red\n",
    "    \n",
    "    colorhtml = '#%02x%02x%02x' % (red, green, 0) #convert rgb to html\n",
    "    size=row.price/row.pricesize\n",
    "    if row.price<700:\n",
    "        house_string = '{}€ - {}m2'.format(row.price,size)\n",
    "        html = '<p>{}</p><a href=\"{}\"target=\"_blank\"> \"Go There!\" </a>'.format(house_string,row.link)\n",
    "        iframe = folium.IFrame(html, width=150, height=80)\n",
    "        popup = folium.Popup(iframe, max_width=2650)\n",
    "\n",
    "        marker = folium.CircleMarker(location=[float(lat[i]),float(long[i])], radius=(size/10), color=colorhtml, fill=colorhtml, fill_opacity='0.3', popup=popup)\n",
    "        m.add_child(marker)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}