{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3303"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('apartments.csv')\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3303 entries, 0 to 3302\n",
      "Data columns (total 22 columns):\n",
      "address         2758 non-null object\n",
      "balcony         3303 non-null bool\n",
      "city            3303 non-null object\n",
      "contact_name    2631 non-null object\n",
      "district        3303 non-null object\n",
      "extra_costs     3303 non-null float64\n",
      "garden          3303 non-null bool\n",
      "immo_id         3303 non-null int64\n",
      "kitchen         3303 non-null bool\n",
      "lat             2721 non-null float64\n",
      "lng             2721 non-null float64\n",
      "media_count     3303 non-null int64\n",
      "private         3303 non-null bool\n",
      "rent            3303 non-null float64\n",
      "rooms           3303 non-null float64\n",
      "sqm             3303 non-null float64\n",
      "time_dest       0 non-null float64\n",
      "time_dest2      0 non-null float64\n",
      "time_dest3      0 non-null float64\n",
      "title           3303 non-null object\n",
      "url             3303 non-null object\n",
      "zip_code        3303 non-null int64\n",
      "dtypes: bool(4), float64(9), int64(3), object(6)\n",
      "memory usage: 477.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>address</th>\n",
       "      <th>balcony</th>\n",
       "      <th>city</th>\n",
       "      <th>contact_name</th>\n",
       "      <th>district</th>\n",
       "      <th>extra_costs</th>\n",
       "      <th>garden</th>\n",
       "      <th>immo_id</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>lat</th>\n",
       "      <th>...</th>\n",
       "      <th>private</th>\n",
       "      <th>rent</th>\n",
       "      <th>rooms</th>\n",
       "      <th>sqm</th>\n",
       "      <th>time_dest</th>\n",
       "      <th>time_dest2</th>\n",
       "      <th>time_dest3</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>zip_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tino-Schwierzina-Straße 30</td>\n",
       "      <td>False</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Steffi Kleist</td>\n",
       "      <td>Heinersdorf (Weißensee)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>False</td>\n",
       "      <td>98492706</td>\n",
       "      <td>True</td>\n",
       "      <td>52.56096</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>465.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Modernes und ruhiges Wohnen für Studenten und ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/98492706</td>\n",
       "      <td>13089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fürstenbergerstraße 1</td>\n",
       "      <td>True</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Bastian Schätzle</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>140.00</td>\n",
       "      <td>True</td>\n",
       "      <td>106360706</td>\n",
       "      <td>True</td>\n",
       "      <td>52.53709</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>590.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Grand Room // Hochwertiges Co-Living - fully f...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106360706</td>\n",
       "      <td>10435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Klara Franke Straße 12</td>\n",
       "      <td>True</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Bastian Schätzle</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>140.00</td>\n",
       "      <td>True</td>\n",
       "      <td>106362652</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>590.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Grand Room // Hochwertiges Co-Living - fully f...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106362652</td>\n",
       "      <td>10557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Otto-Franke-Str. 66</td>\n",
       "      <td>True</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Vermietungsteam Nipkowstraße</td>\n",
       "      <td>Adlershof (Treptow)</td>\n",
       "      <td>139.38</td>\n",
       "      <td>False</td>\n",
       "      <td>102268699</td>\n",
       "      <td>False</td>\n",
       "      <td>52.43390</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>760.60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Erstmieter einer schönen DG-Wohnung in Adlershof</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/102268699</td>\n",
       "      <td>12489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voßstr. 27</td>\n",
       "      <td>False</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Franziska  Rode</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>327.69</td>\n",
       "      <td>True</td>\n",
       "      <td>106379605</td>\n",
       "      <td>True</td>\n",
       "      <td>52.51088</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1310.76</td>\n",
       "      <td>2.0</td>\n",
       "      <td>72.82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stilvolles 2-Zimmer-Cityapartment mit großzügi...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106379605</td>\n",
       "      <td>10117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      address  balcony    city                  contact_name  \\\n",
       "0  Tino-Schwierzina-Straße 30    False  Berlin                Steffi Kleist    \n",
       "1       Fürstenbergerstraße 1     True  Berlin              Bastian Schätzle   \n",
       "2      Klara Franke Straße 12     True  Berlin              Bastian Schätzle   \n",
       "3         Otto-Franke-Str. 66     True  Berlin  Vermietungsteam Nipkowstraße   \n",
       "4                  Voßstr. 27    False  Berlin               Franziska  Rode   \n",
       "\n",
       "                  district  extra_costs  garden    immo_id  kitchen       lat  \\\n",
       "0  Heinersdorf (Weißensee)       150.00   False   98492706     True  52.56096   \n",
       "1            Mitte (Mitte)       140.00    True  106360706     True  52.53709   \n",
       "2  Tiergarten (Tiergarten)       140.00    True  106362652     True       NaN   \n",
       "3      Adlershof (Treptow)       139.38   False  102268699    False  52.43390   \n",
       "4            Mitte (Mitte)       327.69    True  106379605     True  52.51088   \n",
       "\n",
       "    ...     private     rent  rooms    sqm  time_dest  time_dest2  time_dest3  \\\n",
       "0   ...       False   465.00    1.0  21.00        NaN         NaN         NaN   \n",
       "1   ...       False   590.00    4.0  15.00        NaN         NaN         NaN   \n",
       "2   ...       False   590.00    4.0  15.00        NaN         NaN         NaN   \n",
       "3   ...       False   760.60    2.0  60.60        NaN         NaN         NaN   \n",
       "4   ...       False  1310.76    2.0  72.82        NaN         NaN         NaN   \n",
       "\n",
       "                                               title  \\\n",
       "0  Modernes und ruhiges Wohnen für Studenten und ...   \n",
       "1  Grand Room // Hochwertiges Co-Living - fully f...   \n",
       "2  Grand Room // Hochwertiges Co-Living - fully f...   \n",
       "3   Erstmieter einer schönen DG-Wohnung in Adlershof   \n",
       "4  Stilvolles 2-Zimmer-Cityapartment mit großzügi...   \n",
       "\n",
       "                                                 url zip_code  \n",
       "0   https://www.immobilienscout24.de/expose/98492706    13089  \n",
       "1  https://www.immobilienscout24.de/expose/106360706    10435  \n",
       "2  https://www.immobilienscout24.de/expose/106362652    10557  \n",
       "3  https://www.immobilienscout24.de/expose/102268699    12489  \n",
       "4  https://www.immobilienscout24.de/expose/106379605    10117  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "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>extra_costs</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>media_count</th>\n",
       "      <th>rent</th>\n",
       "      <th>rooms</th>\n",
       "      <th>sqm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3303.000000</td>\n",
       "      <td>2721.000000</td>\n",
       "      <td>2721.000000</td>\n",
       "      <td>3303.000000</td>\n",
       "      <td>3303.000000</td>\n",
       "      <td>3303.000000</td>\n",
       "      <td>3303.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>228.565970</td>\n",
       "      <td>52.508997</td>\n",
       "      <td>13.393483</td>\n",
       "      <td>11.640630</td>\n",
       "      <td>1131.125213</td>\n",
       "      <td>2.570666</td>\n",
       "      <td>82.514342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>145.439447</td>\n",
       "      <td>0.045207</td>\n",
       "      <td>0.103439</td>\n",
       "      <td>7.596072</td>\n",
       "      <td>847.670547</td>\n",
       "      <td>1.151876</td>\n",
       "      <td>45.851243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.376040</td>\n",
       "      <td>13.127430</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>176.520000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>140.000000</td>\n",
       "      <td>52.481330</td>\n",
       "      <td>13.330310</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>602.810000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>199.330000</td>\n",
       "      <td>52.510890</td>\n",
       "      <td>13.388810</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>72.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>279.000000</td>\n",
       "      <td>52.538840</td>\n",
       "      <td>13.452290</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1398.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>99.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1750.000000</td>\n",
       "      <td>52.645320</td>\n",
       "      <td>13.667430</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>15000.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>482.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       extra_costs          lat          lng  media_count          rent  \\\n",
       "count  3303.000000  2721.000000  2721.000000  3303.000000   3303.000000   \n",
       "mean    228.565970    52.508997    13.393483    11.640630   1131.125213   \n",
       "std     145.439447     0.045207     0.103439     7.596072    847.670547   \n",
       "min       0.000000    52.376040    13.127430     0.000000    176.520000   \n",
       "25%     140.000000    52.481330    13.330310     7.000000    602.810000   \n",
       "50%     199.330000    52.510890    13.388810    10.000000    900.000000   \n",
       "75%     279.000000    52.538840    13.452290    15.000000   1398.500000   \n",
       "max    1750.000000    52.645320    13.667430    88.000000  15000.000000   \n",
       "\n",
       "             rooms          sqm  \n",
       "count  3303.000000  3303.000000  \n",
       "mean      2.570666    82.514342  \n",
       "std       1.151876    45.851243  \n",
       "min       1.000000     6.000000  \n",
       "25%       2.000000    55.000000  \n",
       "50%       2.000000    72.000000  \n",
       "75%       3.000000    99.660000  \n",
       "max      11.000000   482.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.immo_id = df.immo_id.astype(str)\n",
    "df.zip_code = df.zip_code.astype(str)\n",
    "df2=df.drop(columns=[\"time_dest\", \"time_dest2\", \"time_dest3\"])\n",
    "df2.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interesting statistics\n",
    "### Providers with most apartment offers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contact_name\n",
       "Engel & Völkers Berlin Mitte                         66\n",
       "BIDDEX IMMOBILIEN                                    45\n",
       "Telefonist ADEN Immo                                 42\n",
       "Bastian Schätzle                                     30\n",
       "Manuela von Mallinckrodt                             29\n",
       "Vermietungsteam Stadthaus Verwaltungsgesellschaft    29\n",
       "Nadin Güner                                          26\n",
       "Sandy Ecke                                           22\n",
       "Michael Berndt                                       22\n",
       "Seraphina Behrens                                    21\n",
       "Sandra Linke                                         20\n",
       "Isabelle Weihe                                       19\n",
       "Jürgen Schmidt                                       19\n",
       "Ihr Makler in Berlin!                                19\n",
       "Benjamin Nudelmann                                   19\n",
       "Jörg-M. Meier                                        18\n",
       "Nancy  Luftmann / Eastside                           18\n",
       "Konstanze Mühlbach                                   18\n",
       "Kim Barber                                           17\n",
       "EuV Residential Berlin GmbH                          17\n",
       "Vermietungsbüro \"Grüne Mitte\"                        16\n",
       "Alexandra Nepomnyashcha                              16\n",
       "Melanie Ritschel                                     16\n",
       "Kübler Selectra Kübler GmbH Berlin                   16\n",
       "Thomas Voss                                          15\n",
       "Daniel Kerem                                         14\n",
       "Gido Werner                                          13\n",
       "Thomas Brachmann                                     13\n",
       "Ivonne Hartung                                       12\n",
       "Steffen Pauluth                                      12\n",
       "                                                     ..\n",
       "Marion Balscheit                                      1\n",
       "Mario Kiel                                            1\n",
       "Matthias Jeserich                                     1\n",
       "Matthias Sättler                                      1\n",
       "Matthias Wedel                                        1\n",
       "Max M. Osterhorn                                      1\n",
       "Miles Kuban                                           1\n",
       "Mike Gärtner                                          1\n",
       "Mike Buchheim                                         1\n",
       "Michaela Lubitz                                       1\n",
       "Michaela  Prasdorf                                    1\n",
       "Michael Werner                                        1\n",
       "Michael Strangmeier                                   1\n",
       "Michael Röder                                         1\n",
       "Michael Pieczinski                                    1\n",
       "Michael Mitulla                                       1\n",
       "Michael Köpper                                        1\n",
       "Michael Korovay                                       1\n",
       "Michael Kleeß                                         1\n",
       "Michael Kaden                                         1\n",
       "Michael Holzleiter                                    1\n",
       "Michael Frassek                                       1\n",
       "Michael Dall                                          1\n",
       "Michael Bolz                                          1\n",
       "Micaela Taube                                         1\n",
       "Melanie M.                                            1\n",
       "Melanie Hartwig                                       1\n",
       "Meike Rebak                                           1\n",
       "Max Michels                                           1\n",
       "  Angebot                                             1\n",
       "Length: 1100, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.groupby(\"contact_name\").size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Districts with most apartment offers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district\n",
       "Mitte (Mitte)                              319\n",
       "Friedrichshain (Friedrichshain)            250\n",
       "Charlottenburg (Charlottenburg)            232\n",
       "Tiergarten (Tiergarten)                    210\n",
       "Spandau (Spandau)                          158\n",
       "Prenzlauer Berg (Prenzlauer Berg)          135\n",
       "Wedding (Wedding)                          121\n",
       "Neukölln (Neukölln)                        116\n",
       "Schöneberg (Schöneberg)                    115\n",
       "Wilmersdorf (Wilmersdorf)                  112\n",
       "Kreuzberg (Kreuzberg)                      103\n",
       "Reinickendorf (Reinickendorf)               84\n",
       "Hellersdorf (Hellersdorf)                   74\n",
       "Köpenick (Köpenick)                         74\n",
       "Lichterfelde (Steglitz)                     63\n",
       "Weißensee (Weißensee)                       58\n",
       "Steglitz (Steglitz)                         48\n",
       "Pankow (Pankow)                             48\n",
       "Lichtenberg (Lichtenberg)                   46\n",
       "Britz (Neukölln)                            41\n",
       "Staaken (Spandau)                           38\n",
       "Adlershof (Treptow)                         37\n",
       "Zehlendorf (Zehlendorf)                     36\n",
       "Oberschöneweide (Köpenick)                  34\n",
       "Friedrichsfelde (Lichtenberg)               33\n",
       "Niederschönhausen (Pankow)                  33\n",
       "Biesdorf (Marzahn)                          32\n",
       "Johannisthal (Treptow)                      28\n",
       "Alt-Hohenschönhausen (Hohenschönhausen)     28\n",
       "Marienfelde (Tempelhof)                     28\n",
       "                                          ... \n",
       "Altglienicke (Treptow)                      16\n",
       "Wittenau (Reinickendorf)                    14\n",
       "Mahlsdorf (Hellersdorf)                     13\n",
       "Neu-Hohenschönhausen (Hohenschönhausen)     13\n",
       "Kaulsdorf (Hellersdorf)                     12\n",
       "Rosenthal (Pankow)                          12\n",
       "Grünau (Köpenick)                           12\n",
       "Französisch Buchholz (Pankow)               11\n",
       "Frohnau (Reinickendorf)                     11\n",
       "Friedrichshagen (Köpenick)                  11\n",
       "Hermsdorf (Reinickendorf)                   11\n",
       "Heinersdorf (Weißensee)                      9\n",
       "Wannsee (Zehlendorf)                         9\n",
       "Nikolassee (Zehlendorf)                      9\n",
       "Buch (Pankow)                                8\n",
       "Rudow (Neukölln)                             8\n",
       "Siemensstadt (Spandau)                       8\n",
       "Treptow (Treptow)                            7\n",
       "Plänterwald (Treptow)                        6\n",
       "Kladow (Spandau)                             6\n",
       "Karow (Weißensee)                            5\n",
       "Gatow (Spandau)                              4\n",
       "Haselhorst (Spandau)                         4\n",
       "Heiligensee (Reinickendorf)                  4\n",
       "Bohnsdorf (Treptow)                          4\n",
       "Müggelheim (Köpenick)                        4\n",
       "Schmöckwitz (Köpenick)                       2\n",
       "Lübars (Reinickendorf)                       2\n",
       "Konradshöhe (Reinickendorf)                  1\n",
       "Malchow (Hohenschönhausen)                   1\n",
       "Length: 75, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.groupby(\"district\").size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2993"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3=df2[(df2.rent<2000) & (df2.sqm<200)]\n",
    "len(df3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112b30630>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3.plot(x=\"sqm\", y=\"rent\", c=\"rooms\", kind=\"scatter\", colormap=cm.Set1, figsize=(15,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114cd0400>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3.plot(x=\"lng\", y=\"lat\", c=\"rent\", kind=\"scatter\", figsize=(15,10), colormap=cm.Blues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x114e204e0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114e4c518>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114eb2ba8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x114ee61d0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114f0c860>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114f0c898>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x114f665c0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114f8fc50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x114fc1320>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3.hist(bins=20,figsize=(15,10), column=[\"extra_costs\",\"lat\",\"lng\",\"media_count\",\"rent\",\"rooms\",\"sqm\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr=df3.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1151b9f98>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,10)) \n",
    "sns.heatmap(corr, \n",
    "        xticklabels=corr.columns,\n",
    "        yticklabels=corr.columns, center=0.0, \n",
    "            cmap=sns.diverging_palette(5, 250, as_cmap=True), annot=True, fmt=\".2f\", ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x11517df98>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4=df3.dropna()\n",
    "sns.pairplot(df4, vars=[\"sqm\",\"rooms\",\"rent\",\"media_count\", \"extra_costs\"], kind=\"reg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/pandas/core/generic.py:4405: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self[name] = value\n"
     ]
    }
   ],
   "source": [
    "# One-hot encoding of zip_codes\n",
    "hot_zip = pd.get_dummies(df3.zip_code)\n",
    "df3.balcony = df3.balcony.astype(int)\n",
    "df3.garden = df3.garden.astype(int)\n",
    "df3.kitchen = df3.kitchen.astype(int)\n",
    "df3.private = df3.private.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = pd.concat((df3[[\"sqm\",\"rooms\",\"balcony\",\"garden\",\"kitchen\",\"private\"]], hot_zip), axis=1)\n",
    "y = df3[[\"rent\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>sqm</th>\n",
       "      <th>rooms</th>\n",
       "      <th>balcony</th>\n",
       "      <th>garden</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>private</th>\n",
       "      <th>10115</th>\n",
       "      <th>10117</th>\n",
       "      <th>10119</th>\n",
       "      <th>10178</th>\n",
       "      <th>...</th>\n",
       "      <th>14129</th>\n",
       "      <th>14163</th>\n",
       "      <th>14165</th>\n",
       "      <th>14167</th>\n",
       "      <th>14169</th>\n",
       "      <th>14193</th>\n",
       "      <th>14195</th>\n",
       "      <th>14197</th>\n",
       "      <th>14199</th>\n",
       "      <th>37127</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60.60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>72.82</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 197 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sqm  rooms  balcony  garden  kitchen  private  10115  10117  10119  \\\n",
       "0  21.00    1.0        0       0        1        0      0      0      0   \n",
       "1  15.00    4.0        1       1        1        0      0      0      0   \n",
       "2  15.00    4.0        1       1        1        0      0      0      0   \n",
       "3  60.60    2.0        1       0        0        0      0      0      0   \n",
       "4  72.82    2.0        0       1        1        0      0      1      0   \n",
       "\n",
       "   10178  ...    14129  14163  14165  14167  14169  14193  14195  14197  \\\n",
       "0      0  ...        0      0      0      0      0      0      0      0   \n",
       "1      0  ...        0      0      0      0      0      0      0      0   \n",
       "2      0  ...        0      0      0      0      0      0      0      0   \n",
       "3      0  ...        0      0      0      0      0      0      0      0   \n",
       "4      0  ...        0      0      0      0      0      0      0      0   \n",
       "\n",
       "   14199  37127  \n",
       "0      0      0  \n",
       "1      0      0  \n",
       "2      0      0  \n",
       "3      0      0  \n",
       "4      0      0  \n",
       "\n",
       "[5 rows x 197 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/sklearn/linear_model/base.py:509: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n",
      "  linalg.lstsq(X, y)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8182016113735852"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a simple linear model doesn't perform too well\n",
    "simple = linear_model.LinearRegression()\n",
    "simple.fit(X,y)\n",
    "y_pred = simple.predict(X)\n",
    "r2_score(y, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Robustly fit linear model with RANSAC (RANdom SAmple Consensus) algorithm \n",
    "regressor = linear_model.RANSACRegressor(linear_model.LinearRegression())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RANSACRegressor(base_estimator=LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False),\n",
       "        is_data_valid=None, is_model_valid=None, loss='absolute_loss',\n",
       "        max_skips=inf, max_trials=100, min_samples=None, random_state=None,\n",
       "        residual_metric=None, residual_threshold=None, stop_n_inliers=inf,\n",
       "        stop_probability=0.99, stop_score=inf)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regressor.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.6% der Wohnungen als Ausreißer identifiziert\n"
     ]
    }
   ],
   "source": [
    "inlier_mask = regressor.inlier_mask_\n",
    "outlier_mask = np.logical_not(inlier_mask)\n",
    "print(u'%.1f%% der Wohnungen als Ausreißer identifiziert' % (sum(outlier_mask)*100.0/(sum(outlier_mask)+sum(inlier_mask))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "y_pred = regressor.predict(X)\n",
    "df3[\"rent_predicted\"] = y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "r2_ransac = r2_score(y[inlier_mask], y_pred[inlier_mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,10)) \n",
    "sns.regplot(df3['rent'][inlier_mask],\n",
    "            df3['rent_predicted'][inlier_mask])\n",
    "plt.scatter(df3['rent'][outlier_mask],\n",
    "            df3['rent_predicted'][outlier_mask],\n",
    "            alpha=0.4,\n",
    "            c='r')\n",
    "\n",
    "plt.title('Prediction of rent for apartments in Berlin\\n(zip_code, rooms, sqm)')\n",
    "plt.text(250, 2000, r'$R^2=%.2f$' % r2_ransac)\n",
    "plt.tight_layout()\n",
    "# plt.savefig('LinReg-rent-apartment.png', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "df3[\"rent_error\"] = df3[\"rent\"] - df3[\"rent_predicted\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "top = df3.sort_values(\"rent_error\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>address</th>\n",
       "      <th>balcony</th>\n",
       "      <th>city</th>\n",
       "      <th>contact_name</th>\n",
       "      <th>district</th>\n",
       "      <th>extra_costs</th>\n",
       "      <th>garden</th>\n",
       "      <th>immo_id</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>lat</th>\n",
       "      <th>...</th>\n",
       "      <th>media_count</th>\n",
       "      <th>private</th>\n",
       "      <th>rent</th>\n",
       "      <th>rooms</th>\n",
       "      <th>sqm</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>rent_predicted</th>\n",
       "      <th>rent_error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Philipp Vormeier</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106200307</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>950.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Ruhige Wohnung in Berlin, Zehlendorf</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106200307</td>\n",
       "      <td>14167</td>\n",
       "      <td>1305.954371</td>\n",
       "      <td>-355.954371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2163</th>\n",
       "      <td>Am Rohrgarten 89</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>195.83</td>\n",
       "      <td>0</td>\n",
       "      <td>105941117</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42375</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>447.57</td>\n",
       "      <td>1.5</td>\n",
       "      <td>49.73</td>\n",
       "      <td>welcher Senior macht mich wieder schön ?</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105941117</td>\n",
       "      <td>14163</td>\n",
       "      <td>720.064463</td>\n",
       "      <td>-272.494463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>Düppelstr. 19</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>115.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105189965</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43177</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>570.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.64</td>\n",
       "      <td>Tolle Wohnung in ruhiger Zehlendorf-Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105189965</td>\n",
       "      <td>14163</td>\n",
       "      <td>779.700050</td>\n",
       "      <td>-209.700050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3062</th>\n",
       "      <td>Albertinenstr. 12</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>BITTE NUR PER EMAIL WGW Hausverwaltung GmbH</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1</td>\n",
       "      <td>96253253</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42364</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>950.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>Tolle 3-Zimmerwohnung mit großem Wohnzimmer</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/96253253</td>\n",
       "      <td>14169</td>\n",
       "      <td>1121.453452</td>\n",
       "      <td>-171.453452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Marshallstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>GmbH PRINTS</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>298.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106296287</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45175</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1048.23</td>\n",
       "      <td>3.0</td>\n",
       "      <td>110.00</td>\n",
       "      <td>+NAHE GRUNEWALD+SONNENBALKON+PARKETT+WOHNKÜCHE</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296287</td>\n",
       "      <td>14169</td>\n",
       "      <td>1217.194321</td>\n",
       "      <td>-168.964321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2174</th>\n",
       "      <td>Am Rohrgarten 89</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>245.51</td>\n",
       "      <td>0</td>\n",
       "      <td>105925436</td>\n",
       "      <td>0</td>\n",
       "      <td>52.42375</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>561.15</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.35</td>\n",
       "      <td>schicke Seniorenwohnung für Ehepaare</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105925436</td>\n",
       "      <td>14163</td>\n",
       "      <td>729.012621</td>\n",
       "      <td>-167.862621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>Hugo Vogel Straße 6</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Achim Emde</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>257.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105518230</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42017</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>1270.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>124.80</td>\n",
       "      <td>Ansprechende 4-Zimmer-Wohnung zur Miete in Wan...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105518230</td>\n",
       "      <td>14109</td>\n",
       "      <td>1437.746044</td>\n",
       "      <td>-167.746044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3252</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>G. Schmidt</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>315.00</td>\n",
       "      <td>1</td>\n",
       "      <td>68925463</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>910.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>83.00</td>\n",
       "      <td>3-Zi.-Wohnung mit Terrasse u. Garten in sehr g...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/68925463</td>\n",
       "      <td>14169</td>\n",
       "      <td>1075.177900</td>\n",
       "      <td>-165.177900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114</th>\n",
       "      <td>Starkenburger Str. 3</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Yvonne Fuchs</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>348.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105996967</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44727</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1005.30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>100.53</td>\n",
       "      <td>++Wir renovieren für Sie: Ansprechende 3,5-Zim...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105996967</td>\n",
       "      <td>14163</td>\n",
       "      <td>1138.366149</td>\n",
       "      <td>-133.066149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ralph Wodrich</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>756.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106495039</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1628.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>148.00</td>\n",
       "      <td>WANNSEE : EG-Maisonetten-Wohnung direkt am Kle...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106495039</td>\n",
       "      <td>14109</td>\n",
       "      <td>1746.810979</td>\n",
       "      <td>-118.810979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>Von-der-Trenck-Straße 5 A</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wohnbau Service Bonn GmbH Service Team</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>195.98</td>\n",
       "      <td>1</td>\n",
       "      <td>89168579</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42141</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>535.02</td>\n",
       "      <td>2.0</td>\n",
       "      <td>67.04</td>\n",
       "      <td>WBS erforderlich!!! ruhige Wohnung mit Garten</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89168579</td>\n",
       "      <td>14129</td>\n",
       "      <td>652.893966</td>\n",
       "      <td>-117.873966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2209</th>\n",
       "      <td>Podbielskiallee 68</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Markus Krause</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>204.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105901612</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46184</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>795.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.00</td>\n",
       "      <td>schöne teilmöblierte 2 Zi. in Dahlemlage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105901612</td>\n",
       "      <td>14195</td>\n",
       "      <td>911.908513</td>\n",
       "      <td>-116.908513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Spilstraße 10</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>212.42</td>\n",
       "      <td>1</td>\n",
       "      <td>106296522</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46628</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>900.96</td>\n",
       "      <td>2.0</td>\n",
       "      <td>75.08</td>\n",
       "      <td>Helle und sanierte 2 Zimmer-Altbauwohnung in S...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296522</td>\n",
       "      <td>14195</td>\n",
       "      <td>1017.781889</td>\n",
       "      <td>-116.821889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>Hammerstraße, 42</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>220.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106129364</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42515</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>925.43</td>\n",
       "      <td>2.0</td>\n",
       "      <td>79.82</td>\n",
       "      <td>Helle 2-Zimmer-Luxus-Wohnung in ruhiger Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106129364</td>\n",
       "      <td>14167</td>\n",
       "      <td>1035.582869</td>\n",
       "      <td>-110.152869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Riemeisterstraße 4</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Nils Bock</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>89388312</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43994</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.00</td>\n",
       "      <td>Studenten wohnen wie Gott in Frankreich</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89388312</td>\n",
       "      <td>14169</td>\n",
       "      <td>454.869709</td>\n",
       "      <td>-104.869709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>Clayallee 311</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Anne Gärtner</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>280.00</td>\n",
       "      <td>0</td>\n",
       "      <td>89349917</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43984</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1209.60</td>\n",
       "      <td>4.0</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Zehlendorf, Stadtvilla, DG Maisonette</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89349917</td>\n",
       "      <td>14169</td>\n",
       "      <td>1297.641490</td>\n",
       "      <td>-88.041490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Justus Oehler</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106366673</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>700.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>Wohnung in der 20er Jahre Bruno-Taut Siedlung ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106366673</td>\n",
       "      <td>14169</td>\n",
       "      <td>787.924484</td>\n",
       "      <td>-87.924484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162</th>\n",
       "      <td>Taylorstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Stephanie Schulze</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>320.94</td>\n",
       "      <td>0</td>\n",
       "      <td>105941148</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45632</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1125.81</td>\n",
       "      <td>5.0</td>\n",
       "      <td>106.50</td>\n",
       "      <td>Familienfreundlich wohnen in ruhiger Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105941148</td>\n",
       "      <td>14195</td>\n",
       "      <td>1202.846253</td>\n",
       "      <td>-77.036253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Saargemünder Straße  27 b</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sybille Löffelbein</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>179.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106570653</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45143</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>799.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>\"The Metropolitan Gardens\" - Wohnen im Park: K...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106570653</td>\n",
       "      <td>14195</td>\n",
       "      <td>864.609975</td>\n",
       "      <td>-65.609975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Wilskistr. 51</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Henry Heinig</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>155.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106574187</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44924</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>510.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>48.58</td>\n",
       "      <td>Ihre sanierte Zweizimmerwohnung mit Balkon war...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106574187</td>\n",
       "      <td>14169</td>\n",
       "      <td>566.522880</td>\n",
       "      <td>-56.522880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1628</th>\n",
       "      <td>Sangebuchtweg 11</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>320.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106315694</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41470</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1099.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Erstbezug nach Modernisierung! 3-Zimmer-Wohnun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106315694</td>\n",
       "      <td>14109</td>\n",
       "      <td>1149.333315</td>\n",
       "      <td>-50.333315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ralph Wodrich</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>550.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106245902</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1180.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>98.79</td>\n",
       "      <td>WANNSEE in Bestlage. : Attr. BALKON-Wohnung di...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106245902</td>\n",
       "      <td>14109</td>\n",
       "      <td>1224.384966</td>\n",
       "      <td>-44.384966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>Von-der-Trenck-Straße 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wohnbau Service Bonn GmbH Service Team</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>182.17</td>\n",
       "      <td>0</td>\n",
       "      <td>90729049</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42164</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>451.83</td>\n",
       "      <td>1.5</td>\n",
       "      <td>56.62</td>\n",
       "      <td>Wohnen in der Natur! WBS erforderlich! Einbauk...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/90729049</td>\n",
       "      <td>14129</td>\n",
       "      <td>494.993166</td>\n",
       "      <td>-43.163166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2463</th>\n",
       "      <td>Taylorstr. 15</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Stephanie Schulze</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>291.39</td>\n",
       "      <td>0</td>\n",
       "      <td>105476421</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45541</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>961.92</td>\n",
       "      <td>3.0</td>\n",
       "      <td>88.10</td>\n",
       "      <td>Erstbezug nach Sanierung in Dahlem!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105476421</td>\n",
       "      <td>14195</td>\n",
       "      <td>993.251165</td>\n",
       "      <td>-31.331165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>Dahlemer Weg 223</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Möller Nadine</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>245.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106484356</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41593</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>780.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>70.96</td>\n",
       "      <td>3-Zi-Whg. am Heinrich-Laehr-Park - Besichtigun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106484356</td>\n",
       "      <td>14167</td>\n",
       "      <td>806.508627</td>\n",
       "      <td>-26.508627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3079</th>\n",
       "      <td>Königin-Luise-Str 5</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>99.00</td>\n",
       "      <td>0</td>\n",
       "      <td>94637855</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45919</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>460.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.55</td>\n",
       "      <td>1-Zimmer-Appartement - bevorzugt für Studenten...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/94637855</td>\n",
       "      <td>14195</td>\n",
       "      <td>483.045506</td>\n",
       "      <td>-23.045506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>Breitensteinweg 10</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Julia Ziglowski</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>120.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106460055</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41127</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>521.54</td>\n",
       "      <td>2.0</td>\n",
       "      <td>49.67</td>\n",
       "      <td>Sonnenbalkon + Wohnküche, das passt!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106460055</td>\n",
       "      <td>14165</td>\n",
       "      <td>535.663953</td>\n",
       "      <td>-14.123953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2622</th>\n",
       "      <td>Potsdamer Straße 38</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sascha Lobeck</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>97.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105030507</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43460</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>800.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>58.00</td>\n",
       "      <td>Dachgeschoss-Wohnung in Berlin-Zehlendorf fris...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105030507</td>\n",
       "      <td>14163</td>\n",
       "      <td>810.045938</td>\n",
       "      <td>-10.045938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2744</th>\n",
       "      <td>Podbielskiallee 40</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Claudia von Zitzewitz</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>450.00</td>\n",
       "      <td>1</td>\n",
       "      <td>104558120</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46592</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1475.37</td>\n",
       "      <td>3.0</td>\n",
       "      <td>118.30</td>\n",
       "      <td>3 - Zimmer Wohnung mit Südterrasse in bester L...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104558120</td>\n",
       "      <td>14195</td>\n",
       "      <td>1482.511086</td>\n",
       "      <td>-7.141086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3032</th>\n",
       "      <td>Ramsteinweg 23</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dennis Hirschberg</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>147.03</td>\n",
       "      <td>1</td>\n",
       "      <td>98023697</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41315</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>606.05</td>\n",
       "      <td>2.0</td>\n",
       "      <td>52.70</td>\n",
       "      <td>+++ ACHTUNG +++ NEUBAU RAMSTEINWEG 23 SUCHT NA...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/98023697</td>\n",
       "      <td>14165</td>\n",
       "      <td>607.948229</td>\n",
       "      <td>-1.898229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2134</th>\n",
       "      <td>Beerenstr. 11</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>131.47</td>\n",
       "      <td>0</td>\n",
       "      <td>105949718</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43683</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>444.82</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.38</td>\n",
       "      <td>Ruhige Seniorenwohnung im schönen Zehlendorf</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105949718</td>\n",
       "      <td>14163</td>\n",
       "      <td>445.398265</td>\n",
       "      <td>-0.578265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1803</th>\n",
       "      <td>Lange Stüclen 7</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>600.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106216844</td>\n",
       "      <td>1</td>\n",
       "      <td>52.41614</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1775.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>149.44</td>\n",
       "      <td>HOMESK - 5-Zimmer-Maisonette mit Terrasse in i...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106216844</td>\n",
       "      <td>14109</td>\n",
       "      <td>1773.051894</td>\n",
       "      <td>1.948106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3166</th>\n",
       "      <td>Königin-Luise-Str. 5</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>95.00</td>\n",
       "      <td>0</td>\n",
       "      <td>87475137</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45919</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>395.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.37</td>\n",
       "      <td>Möbliertes, modernes 1-Zi-Appartement nahe FU ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/87475137</td>\n",
       "      <td>14195</td>\n",
       "      <td>386.625110</td>\n",
       "      <td>8.374890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>0</td>\n",
       "      <td>89094255</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1050.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>95.41</td>\n",
       "      <td>Sonnige Wohnung in Toplage von Berlin Zehlendo...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89094255</td>\n",
       "      <td>14169</td>\n",
       "      <td>1038.682083</td>\n",
       "      <td>11.317917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Leon Karsten</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>177.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106385218</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>820.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>57.00</td>\n",
       "      <td>Neubau-Wohnung in Dahlem (inkl. EBK &amp; Balkon)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106385218</td>\n",
       "      <td>14195</td>\n",
       "      <td>807.831113</td>\n",
       "      <td>12.168887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>Hocksteinweg 17</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Alexandra Nepomnyashcha</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>156.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105796491</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41239</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>590.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>53.55</td>\n",
       "      <td>Kleines gemütliches Heim in einer angenehmen S...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105796491</td>\n",
       "      <td>14165</td>\n",
       "      <td>573.977819</td>\n",
       "      <td>16.022181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Schorlemer Allee 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>150.67</td>\n",
       "      <td>0</td>\n",
       "      <td>106296679</td>\n",
       "      <td>0</td>\n",
       "      <td>52.46630</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>860.40</td>\n",
       "      <td>2.5</td>\n",
       "      <td>71.70</td>\n",
       "      <td>Schöne, helle und sanierte 2,5 Zimmer-Altbauwo...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296679</td>\n",
       "      <td>14195</td>\n",
       "      <td>823.435844</td>\n",
       "      <td>36.964156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>Habelschwerdter Allee 1</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dennis Altinok</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106129651</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44631</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>499.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.65</td>\n",
       "      <td>Helle 1-Zimmer Wohnung nahe der FU in super La...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106129651</td>\n",
       "      <td>14195</td>\n",
       "      <td>457.460990</td>\n",
       "      <td>41.539010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1479</th>\n",
       "      <td>Fürstenstr. 14</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Timo Gutzmann</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>353.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106362668</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43711</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>1442.79</td>\n",
       "      <td>4.5</td>\n",
       "      <td>123.54</td>\n",
       "      <td>4,5 Zimmer frisch sanierter Altbau im begehrte...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106362668</td>\n",
       "      <td>14163</td>\n",
       "      <td>1390.823429</td>\n",
       "      <td>51.966571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>Mörchinger Str. 63</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Rayk Welke</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>111.10</td>\n",
       "      <td>0</td>\n",
       "      <td>106317810</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43763</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>526.03</td>\n",
       "      <td>1.5</td>\n",
       "      <td>39.93</td>\n",
       "      <td>Wir modernisieren für Sie!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106317810</td>\n",
       "      <td>14169</td>\n",
       "      <td>467.672184</td>\n",
       "      <td>58.357816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>Hampsteadstraße 33</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Thomas Nölle</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>390.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106418297</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43340</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>1456.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>112.00</td>\n",
       "      <td>Neuwertige 4-Zimmer-Erdgeschosswohnung mit Sou...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106418297</td>\n",
       "      <td>14167</td>\n",
       "      <td>1384.695567</td>\n",
       "      <td>71.304433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>Mörchinger Str. 59</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Rayk Welke</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>88.25</td>\n",
       "      <td>0</td>\n",
       "      <td>106317805</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43763</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>448.87</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.48</td>\n",
       "      <td>***Aus alt mach neu!!***</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106317805</td>\n",
       "      <td>14169</td>\n",
       "      <td>376.140169</td>\n",
       "      <td>72.729831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3176</th>\n",
       "      <td>Glockenstraße 2</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Gerd Plensky</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>267.90</td>\n",
       "      <td>1</td>\n",
       "      <td>85787616</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43671</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1320.04</td>\n",
       "      <td>3.0</td>\n",
       "      <td>105.64</td>\n",
       "      <td>3 Zimmer im EG und Souterrain in begehrter Wes...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/85787616</td>\n",
       "      <td>14163</td>\n",
       "      <td>1240.154311</td>\n",
       "      <td>79.885689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Berliner Straße 12</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Michael Röder</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>141.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106368136</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43492</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1128.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106368136</td>\n",
       "      <td>14169</td>\n",
       "      <td>1045.289244</td>\n",
       "      <td>82.710756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2256</th>\n",
       "      <td>Brettnacher Straße 21</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Marc Zellner</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>190.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105849682</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43552</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1110.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>79.30</td>\n",
       "      <td>Umfassend modernisierte Wohnung mit Einbauküch...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105849682</td>\n",
       "      <td>14167</td>\n",
       "      <td>1012.491852</td>\n",
       "      <td>97.508148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Berliner Straße 12</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Thierry Dubois</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>132.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104927243</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43492</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1065.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>77.00</td>\n",
       "      <td>TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104927243</td>\n",
       "      <td>14169</td>\n",
       "      <td>961.262755</td>\n",
       "      <td>103.737245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>Königsstr. 67a</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dr. Christian Schölzel</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>180.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105511918</td>\n",
       "      <td>0</td>\n",
       "      <td>52.42024</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>1 Zimmer-Wohnung, ca. 20 qm mit Badesteg zum K...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105511918</td>\n",
       "      <td>14109</td>\n",
       "      <td>239.619417</td>\n",
       "      <td>110.380583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>Breisgauer Str. 4</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>117.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106174394</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43902</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>495.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>42.05</td>\n",
       "      <td>1-Zi-Apartment nahe Schlachtensee</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106174394</td>\n",
       "      <td>14129</td>\n",
       "      <td>333.962869</td>\n",
       "      <td>161.037131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>350.00</td>\n",
       "      <td>0</td>\n",
       "      <td>62407818</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>147.00</td>\n",
       "      <td>Exklusives Wohnen im Baudenkmal</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/62407818</td>\n",
       "      <td>14163</td>\n",
       "      <td>1620.299288</td>\n",
       "      <td>179.700712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Franz Du Chesne</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>345.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106533126</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>116.60</td>\n",
       "      <td>Sanierte 4Zi Wohnung am Dreipfuhlpark mit Balk...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533126</td>\n",
       "      <td>14195</td>\n",
       "      <td>1303.371622</td>\n",
       "      <td>195.628378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Am Kleinen Wannsee 33</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Kristiane Hallermann-Oelgarth</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>320.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106025236</td>\n",
       "      <td>1</td>\n",
       "      <td>52.41795</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1230.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>82.30</td>\n",
       "      <td>Erstbezug in Toplage! Attraktives Apartment  A...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106025236</td>\n",
       "      <td>14109</td>\n",
       "      <td>1031.474510</td>\n",
       "      <td>198.525490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>Charlottenburger Straße 6</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Lars Thieme</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106350242</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43640</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Sehr helle und ruhige 3 Zimmer Wohnung (Neubau)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106350242</td>\n",
       "      <td>14169</td>\n",
       "      <td>1253.734189</td>\n",
       "      <td>246.265811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Sundgauer Straße  .</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sandra Smarslik</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106489995</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44452</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1170.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.00</td>\n",
       "      <td>Einziehen und Wohlfühlen! Moderne, vollmöblier...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106489995</td>\n",
       "      <td>14169</td>\n",
       "      <td>902.165139</td>\n",
       "      <td>267.834861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Lutterbacher Str. 22</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Bernhard Reiter</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>220.00</td>\n",
       "      <td>1</td>\n",
       "      <td>85123148</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1495.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>96.50</td>\n",
       "      <td>Wohnen im Rhytmus der Jahreszeiten</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/85123148</td>\n",
       "      <td>14167</td>\n",
       "      <td>1216.336171</td>\n",
       "      <td>278.663829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2486</th>\n",
       "      <td>Goßlerstraße 15</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105408183</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44706</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1250.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>71.00</td>\n",
       "      <td>71qm in Dahlem Altbauvilla (möbliert)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105408183</td>\n",
       "      <td>14195</td>\n",
       "      <td>955.217524</td>\n",
       "      <td>294.782476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Teltower Damm 203 B</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>265.00</td>\n",
       "      <td>0</td>\n",
       "      <td>66633796</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41643</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1141.80</td>\n",
       "      <td>2.0</td>\n",
       "      <td>74.53</td>\n",
       "      <td>Barrierefreie 2-Zimmer-Wohnung</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/66633796</td>\n",
       "      <td>14167</td>\n",
       "      <td>833.229356</td>\n",
       "      <td>308.570644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>Am Hirschsprung 59 C</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Reinhard Timm e. K.</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106434786</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46717</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1900.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Top-Dahlem-Lage: Schönes Reihenmittelhaus mit ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106434786</td>\n",
       "      <td>14195</td>\n",
       "      <td>1554.504547</td>\n",
       "      <td>345.495453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2489</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wigand Kuck</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>730.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105400886</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1990.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>133.00</td>\n",
       "      <td>Exklusives Wohnen in Dahlem</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105400886</td>\n",
       "      <td>14169</td>\n",
       "      <td>1625.612385</td>\n",
       "      <td>364.387615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Felicitas Rennert</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>400.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106384388</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1596.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Chices Wohnen mit netten Nachbarn, 151 m² auf ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106384388</td>\n",
       "      <td>14129</td>\n",
       "      <td>1157.245602</td>\n",
       "      <td>438.754398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Kleiststraße 30</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Uwe Peschel</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>69450128</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44488</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1590.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Toplage!Attraktives Penthouse in einer Stadtvi...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/69450128</td>\n",
       "      <td>14163</td>\n",
       "      <td>1109.356666</td>\n",
       "      <td>480.643334</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        address  balcony    city  \\\n",
       "1837                        NaN        0  Berlin   \n",
       "2163           Am Rohrgarten 89        1  Berlin   \n",
       "2562              Düppelstr. 19        0  Berlin   \n",
       "3062          Albertinenstr. 12        1  Berlin   \n",
       "170              Marshallstr. 9        1  Berlin   \n",
       "2174           Am Rohrgarten 89        0  Berlin   \n",
       "2443        Hugo Vogel Straße 6        1  Berlin   \n",
       "3252                        NaN        1  Berlin   \n",
       "2114       Starkenburger Str. 3        0  Berlin   \n",
       "1174                        NaN        1  Berlin   \n",
       "3146  Von-der-Trenck-Straße 5 A        1  Berlin   \n",
       "2209         Podbielskiallee 68        0  Berlin   \n",
       "584               Spilstraße 10        0  Berlin   \n",
       "1949           Hammerstraße, 42        1  Berlin   \n",
       "727          Riemeisterstraße 4        1  Berlin   \n",
       "3141              Clayallee 311        1  Berlin   \n",
       "1439                        NaN        1  Berlin   \n",
       "2162               Taylorstr. 9        1  Berlin   \n",
       "171   Saargemünder Straße  27 b        1  Berlin   \n",
       "161               Wilskistr. 51        1  Berlin   \n",
       "1628           Sangebuchtweg 11        1  Berlin   \n",
       "470                         NaN        1  Berlin   \n",
       "3127    Von-der-Trenck-Straße 3        1  Berlin   \n",
       "2463              Taylorstr. 15        0  Berlin   \n",
       "1207           Dahlemer Weg 223        1  Berlin   \n",
       "3079        Königin-Luise-Str 5        1  Berlin   \n",
       "1248         Breitensteinweg 10        1  Berlin   \n",
       "2622        Potsdamer Straße 38        0  Berlin   \n",
       "2744         Podbielskiallee 40        1  Berlin   \n",
       "3032             Ramsteinweg 23        0  Berlin   \n",
       "2134              Beerenstr. 11        1  Berlin   \n",
       "1803            Lange Stüclen 7        1  Berlin   \n",
       "3166       Königin-Luise-Str. 5        1  Berlin   \n",
       "3148                        NaN        1  Berlin   \n",
       "759                         NaN        1  Berlin   \n",
       "2276            Hocksteinweg 17        0  Berlin   \n",
       "458          Schorlemer Allee 3        1  Berlin   \n",
       "1948    Habelschwerdter Allee 1        1  Berlin   \n",
       "1479             Fürstenstr. 14        1  Berlin   \n",
       "1616         Mörchinger Str. 63        0  Berlin   \n",
       "1357         Hampsteadstraße 33        1  Berlin   \n",
       "1617         Mörchinger Str. 59        0  Berlin   \n",
       "3176            Glockenstraße 2        1  Berlin   \n",
       "125          Berliner Straße 12        0  Berlin   \n",
       "2256      Brettnacher Straße 21        1  Berlin   \n",
       "106          Berliner Straße 12        0  Berlin   \n",
       "2445             Königsstr. 67a        0  Berlin   \n",
       "1885          Breisgauer Str. 4        0  Berlin   \n",
       "3265                        NaN        1  Berlin   \n",
       "1025                        NaN        1  Berlin   \n",
       "741       Am Kleinen Wannsee 33        1  Berlin   \n",
       "1507  Charlottenburger Straße 6        1  Berlin   \n",
       "412         Sundgauer Straße  .        1  Berlin   \n",
       "704        Lutterbacher Str. 22        1  Berlin   \n",
       "2486            Goßlerstraße 15        0  Berlin   \n",
       "811         Teltower Damm 203 B        0  Berlin   \n",
       "1333       Am Hirschsprung 59 C        0  Berlin   \n",
       "2489                        NaN        1  Berlin   \n",
       "1399                        NaN        1  Berlin   \n",
       "108             Kleiststraße 30        1  Berlin   \n",
       "\n",
       "                                     contact_name                 district  \\\n",
       "1837                             Philipp Vormeier  Zehlendorf (Zehlendorf)   \n",
       "2163                                Pamela Wunsch  Nikolassee (Zehlendorf)   \n",
       "2562                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "3062  BITTE NUR PER EMAIL WGW Hausverwaltung GmbH  Zehlendorf (Zehlendorf)   \n",
       "170                                   GmbH PRINTS      Dahlem (Zehlendorf)   \n",
       "2174                                Pamela Wunsch  Nikolassee (Zehlendorf)   \n",
       "2443                                   Achim Emde     Wannsee (Zehlendorf)   \n",
       "3252                                   G. Schmidt  Zehlendorf (Zehlendorf)   \n",
       "2114                                 Yvonne Fuchs  Zehlendorf (Zehlendorf)   \n",
       "1174                                Ralph Wodrich     Wannsee (Zehlendorf)   \n",
       "3146       Wohnbau Service Bonn GmbH Service Team  Nikolassee (Zehlendorf)   \n",
       "2209                                Markus Krause      Dahlem (Zehlendorf)   \n",
       "584                                           NaN      Dahlem (Zehlendorf)   \n",
       "1949                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "727                                     Nils Bock  Zehlendorf (Zehlendorf)   \n",
       "3141                                 Anne Gärtner  Zehlendorf (Zehlendorf)   \n",
       "1439                                Justus Oehler  Zehlendorf (Zehlendorf)   \n",
       "2162                            Stephanie Schulze      Dahlem (Zehlendorf)   \n",
       "171                            Sybille Löffelbein      Dahlem (Zehlendorf)   \n",
       "161                                  Henry Heinig  Zehlendorf (Zehlendorf)   \n",
       "1628                                          NaN     Wannsee (Zehlendorf)   \n",
       "470                                 Ralph Wodrich     Wannsee (Zehlendorf)   \n",
       "3127       Wohnbau Service Bonn GmbH Service Team  Nikolassee (Zehlendorf)   \n",
       "2463                            Stephanie Schulze      Dahlem (Zehlendorf)   \n",
       "1207                                Möller Nadine  Zehlendorf (Zehlendorf)   \n",
       "3079                                          NaN      Dahlem (Zehlendorf)   \n",
       "1248                              Julia Ziglowski  Zehlendorf (Zehlendorf)   \n",
       "2622                                Sascha Lobeck  Zehlendorf (Zehlendorf)   \n",
       "2744                        Claudia von Zitzewitz      Dahlem (Zehlendorf)   \n",
       "3032                            Dennis Hirschberg  Zehlendorf (Zehlendorf)   \n",
       "2134                                Pamela Wunsch  Zehlendorf (Zehlendorf)   \n",
       "1803                                          NaN     Wannsee (Zehlendorf)   \n",
       "3166                                          NaN      Dahlem (Zehlendorf)   \n",
       "3148                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "759                                  Leon Karsten      Dahlem (Zehlendorf)   \n",
       "2276                      Alexandra Nepomnyashcha  Zehlendorf (Zehlendorf)   \n",
       "458                                           NaN      Dahlem (Zehlendorf)   \n",
       "1948                               Dennis Altinok      Dahlem (Zehlendorf)   \n",
       "1479                                Timo Gutzmann  Zehlendorf (Zehlendorf)   \n",
       "1616                                   Rayk Welke  Zehlendorf (Zehlendorf)   \n",
       "1357                                 Thomas Nölle  Zehlendorf (Zehlendorf)   \n",
       "1617                                   Rayk Welke  Zehlendorf (Zehlendorf)   \n",
       "3176                                 Gerd Plensky  Zehlendorf (Zehlendorf)   \n",
       "125                                 Michael Röder  Zehlendorf (Zehlendorf)   \n",
       "2256                                 Marc Zellner  Zehlendorf (Zehlendorf)   \n",
       "106                                Thierry Dubois  Zehlendorf (Zehlendorf)   \n",
       "2445                       Dr. Christian Schölzel     Wannsee (Zehlendorf)   \n",
       "1885                                          NaN  Nikolassee (Zehlendorf)   \n",
       "3265                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "1025                              Franz Du Chesne      Dahlem (Zehlendorf)   \n",
       "741                 Kristiane Hallermann-Oelgarth     Wannsee (Zehlendorf)   \n",
       "1507                                  Lars Thieme  Zehlendorf (Zehlendorf)   \n",
       "412                               Sandra Smarslik      Dahlem (Zehlendorf)   \n",
       "704                               Bernhard Reiter  Zehlendorf (Zehlendorf)   \n",
       "2486                                          NaN      Dahlem (Zehlendorf)   \n",
       "811                                           NaN  Zehlendorf (Zehlendorf)   \n",
       "1333                          Reinhard Timm e. K.      Dahlem (Zehlendorf)   \n",
       "2489                                  Wigand Kuck  Zehlendorf (Zehlendorf)   \n",
       "1399                            Felicitas Rennert  Nikolassee (Zehlendorf)   \n",
       "108                                   Uwe Peschel  Zehlendorf (Zehlendorf)   \n",
       "\n",
       "      extra_costs  garden    immo_id  kitchen       lat     ...      \\\n",
       "1837       240.00       1  106200307        1       NaN     ...       \n",
       "2163       195.83       0  105941117        1  52.42375     ...       \n",
       "2562       115.00       0  105189965        1  52.43177     ...       \n",
       "3062       350.00       1   96253253        1  52.42364     ...       \n",
       "170        298.00       0  106296287        0  52.45175     ...       \n",
       "2174       245.51       0  105925436        0  52.42375     ...       \n",
       "2443       257.00       0  105518230        1  52.42017     ...       \n",
       "3252       315.00       1   68925463        1       NaN     ...       \n",
       "2114       348.00       0  105996967        0  52.44727     ...       \n",
       "1174       756.00       1  106495039        1       NaN     ...       \n",
       "3146       195.98       1   89168579        1  52.42141     ...       \n",
       "2209       204.00       1  105901612        1  52.46184     ...       \n",
       "584        212.42       1  106296522        1  52.46628     ...       \n",
       "1949       220.00       1  106129364        1  52.42515     ...       \n",
       "727          0.00       1   89388312        1  52.43994     ...       \n",
       "3141       280.00       0   89349917        1  52.43984     ...       \n",
       "1439       150.00       0  106366673        1       NaN     ...       \n",
       "2162       320.94       0  105941148        0  52.45632     ...       \n",
       "171        179.00       1  106570653        1  52.45143     ...       \n",
       "161        155.00       0  106574187        0  52.44924     ...       \n",
       "1628       320.00       0  106315694        0  52.41470     ...       \n",
       "470        550.00       1  106245902        1       NaN     ...       \n",
       "3127       182.17       0   90729049        1  52.42164     ...       \n",
       "2463       291.39       0  105476421        0  52.45541     ...       \n",
       "1207       245.00       0  106484356        0  52.41593     ...       \n",
       "3079        99.00       0   94637855        1  52.45919     ...       \n",
       "1248       120.00       0  106460055        0  52.41127     ...       \n",
       "2622        97.00       0  105030507        1  52.43460     ...       \n",
       "2744       450.00       1  104558120        1  52.46592     ...       \n",
       "3032       147.03       1   98023697        0  52.41315     ...       \n",
       "2134       131.47       0  105949718        0  52.43683     ...       \n",
       "1803       600.00       1  106216844        1  52.41614     ...       \n",
       "3166        95.00       0   87475137        1  52.45919     ...       \n",
       "3148       240.00       0   89094255        0       NaN     ...       \n",
       "759        177.00       1  106385218        1       NaN     ...       \n",
       "2276       156.00       0  105796491        0  52.41239     ...       \n",
       "458        150.67       0  106296679        0  52.46630     ...       \n",
       "1948        50.00       0  106129651        0  52.44631     ...       \n",
       "1479       353.00       0  106362668        0  52.43711     ...       \n",
       "1616       111.10       0  106317810        0  52.43763     ...       \n",
       "1357       390.00       1  106418297        1  52.43340     ...       \n",
       "1617        88.25       0  106317805        0  52.43763     ...       \n",
       "3176       267.90       1   85787616        0  52.43671     ...       \n",
       "125        141.00       0  106368136        1  52.43492     ...       \n",
       "2256       190.00       0  105849682        1  52.43552     ...       \n",
       "106        132.00       0  104927243        1  52.43492     ...       \n",
       "2445       180.00       1  105511918        0  52.42024     ...       \n",
       "1885       117.00       0  106174394        1  52.43902     ...       \n",
       "3265       350.00       0   62407818        0       NaN     ...       \n",
       "1025       345.00       0  106533126        0       NaN     ...       \n",
       "741        320.00       1  106025236        1  52.41795     ...       \n",
       "1507       200.00       1  106350242        1  52.43640     ...       \n",
       "412        240.00       0  106489995        1  52.44452     ...       \n",
       "704        220.00       1   85123148        1       NaN     ...       \n",
       "2486       150.00       1  105408183        1  52.44706     ...       \n",
       "811        265.00       0   66633796        0  52.41643     ...       \n",
       "1333       400.00       0  106434786        1  52.46717     ...       \n",
       "2489       730.00       1  105400886        1       NaN     ...       \n",
       "1399       400.00       1  106384388        1       NaN     ...       \n",
       "108        200.00       0   69450128        1  52.44488     ...       \n",
       "\n",
       "      media_count  private     rent  rooms     sqm  \\\n",
       "1837           13        1   950.00    4.0  105.00   \n",
       "2163            4        0   447.57    1.5   49.73   \n",
       "2562            8        0   570.00    2.0   55.64   \n",
       "3062           12        0   950.00    3.0   85.00   \n",
       "170             7        0  1048.23    3.0  110.00   \n",
       "2174            5        0   561.15    2.0   62.35   \n",
       "2443           13        1  1270.00    4.0  124.80   \n",
       "3252           15        1   910.00    3.0   83.00   \n",
       "2114            2        0  1005.30    3.5  100.53   \n",
       "1174           12        0  1628.00    3.0  148.00   \n",
       "3146            3        0   535.02    2.0   67.04   \n",
       "2209           12        0   795.00    2.0   65.00   \n",
       "584             8        0   900.96    2.0   75.08   \n",
       "1949           28        1   925.43    2.0   79.82   \n",
       "727             8        1   350.00    1.0   25.00   \n",
       "3141            6        1  1209.60    4.0  108.00   \n",
       "1439           11        1   700.00    3.0   60.00   \n",
       "2162            3        0  1125.81    5.0  106.50   \n",
       "171            14        0   799.00    2.0   60.00   \n",
       "161             9        0   510.00    2.0   48.58   \n",
       "1628            2        0  1099.00    3.0  107.00   \n",
       "470            11        0  1180.00    2.0   98.79   \n",
       "3127            6        0   451.83    1.5   56.62   \n",
       "2463            8        0   961.92    3.0   88.10   \n",
       "1207            9        0   780.00    3.0   70.96   \n",
       "3079            9        0   460.00    1.0   28.55   \n",
       "1248            5        0   521.54    2.0   49.67   \n",
       "2622           30        0   800.00    3.0   58.00   \n",
       "2744           12        0  1475.37    3.0  118.30   \n",
       "3032           10        0   606.05    2.0   52.70   \n",
       "2134            4        0   444.82    1.0   35.38   \n",
       "1803           25        0  1775.00    5.0  149.44   \n",
       "3166           16        0   395.00    1.0   19.37   \n",
       "3148           11        1  1050.00    3.0   95.41   \n",
       "759             6        1   820.00    2.0   57.00   \n",
       "2276           11        0   590.00    2.5   53.55   \n",
       "458             7        0   860.40    2.5   71.70   \n",
       "1948           12        0   499.00    1.0   37.65   \n",
       "1479           19        0  1442.79    4.5  123.54   \n",
       "1616            2        0   526.03    1.5   39.93   \n",
       "1357           18        1  1456.00    4.0  112.00   \n",
       "1617            2        0   448.87    1.0   31.48   \n",
       "3176            3        0  1320.04    3.0  105.64   \n",
       "125             9        1  1128.00    3.0   85.00   \n",
       "2256           17        0  1110.00    2.5   79.30   \n",
       "106            30        1  1065.00    3.0   77.00   \n",
       "2445           10        1   350.00    1.0   20.00   \n",
       "1885            7        0   495.00    1.0   42.05   \n",
       "3265           14        1  1800.00    6.0  147.00   \n",
       "1025           15        0  1499.00    4.0  116.60   \n",
       "741             3        1  1230.00    3.0   82.30   \n",
       "1507            4        1  1500.00    3.0  100.00   \n",
       "412            13        0  1170.00    2.0   69.00   \n",
       "704             6        1  1495.00    3.0   96.50   \n",
       "2486           14        1  1250.00    3.0   71.00   \n",
       "811            12        0  1141.80    2.0   74.53   \n",
       "1333           29        0  1900.00    3.0  130.00   \n",
       "2489           12        0  1990.00    3.0  133.00   \n",
       "1399           20        0  1596.00    4.0  114.00   \n",
       "108            14        0  1590.00    3.0   86.00   \n",
       "\n",
       "                                                  title  \\\n",
       "1837               Ruhige Wohnung in Berlin, Zehlendorf   \n",
       "2163           welcher Senior macht mich wieder schön ?   \n",
       "2562           Tolle Wohnung in ruhiger Zehlendorf-Lage   \n",
       "3062        Tolle 3-Zimmerwohnung mit großem Wohnzimmer   \n",
       "170      +NAHE GRUNEWALD+SONNENBALKON+PARKETT+WOHNKÜCHE   \n",
       "2174               schicke Seniorenwohnung für Ehepaare   \n",
       "2443  Ansprechende 4-Zimmer-Wohnung zur Miete in Wan...   \n",
       "3252  3-Zi.-Wohnung mit Terrasse u. Garten in sehr g...   \n",
       "2114  ++Wir renovieren für Sie: Ansprechende 3,5-Zim...   \n",
       "1174  WANNSEE : EG-Maisonetten-Wohnung direkt am Kle...   \n",
       "3146      WBS erforderlich!!! ruhige Wohnung mit Garten   \n",
       "2209           schöne teilmöblierte 2 Zi. in Dahlemlage   \n",
       "584   Helle und sanierte 2 Zimmer-Altbauwohnung in S...   \n",
       "1949       Helle 2-Zimmer-Luxus-Wohnung in ruhiger Lage   \n",
       "727             Studenten wohnen wie Gott in Frankreich   \n",
       "3141              Zehlendorf, Stadtvilla, DG Maisonette   \n",
       "1439  Wohnung in der 20er Jahre Bruno-Taut Siedlung ...   \n",
       "2162          Familienfreundlich wohnen in ruhiger Lage   \n",
       "171   \"The Metropolitan Gardens\" - Wohnen im Park: K...   \n",
       "161   Ihre sanierte Zweizimmerwohnung mit Balkon war...   \n",
       "1628  Erstbezug nach Modernisierung! 3-Zimmer-Wohnun...   \n",
       "470   WANNSEE in Bestlage. : Attr. BALKON-Wohnung di...   \n",
       "3127  Wohnen in der Natur! WBS erforderlich! Einbauk...   \n",
       "2463                Erstbezug nach Sanierung in Dahlem!   \n",
       "1207  3-Zi-Whg. am Heinrich-Laehr-Park - Besichtigun...   \n",
       "3079  1-Zimmer-Appartement - bevorzugt für Studenten...   \n",
       "1248               Sonnenbalkon + Wohnküche, das passt!   \n",
       "2622  Dachgeschoss-Wohnung in Berlin-Zehlendorf fris...   \n",
       "2744  3 - Zimmer Wohnung mit Südterrasse in bester L...   \n",
       "3032  +++ ACHTUNG +++ NEUBAU RAMSTEINWEG 23 SUCHT NA...   \n",
       "2134       Ruhige Seniorenwohnung im schönen Zehlendorf   \n",
       "1803  HOMESK - 5-Zimmer-Maisonette mit Terrasse in i...   \n",
       "3166  Möbliertes, modernes 1-Zi-Appartement nahe FU ...   \n",
       "3148  Sonnige Wohnung in Toplage von Berlin Zehlendo...   \n",
       "759       Neubau-Wohnung in Dahlem (inkl. EBK & Balkon)   \n",
       "2276  Kleines gemütliches Heim in einer angenehmen S...   \n",
       "458   Schöne, helle und sanierte 2,5 Zimmer-Altbauwo...   \n",
       "1948  Helle 1-Zimmer Wohnung nahe der FU in super La...   \n",
       "1479  4,5 Zimmer frisch sanierter Altbau im begehrte...   \n",
       "1616                         Wir modernisieren für Sie!   \n",
       "1357  Neuwertige 4-Zimmer-Erdgeschosswohnung mit Sou...   \n",
       "1617                           ***Aus alt mach neu!!***   \n",
       "3176  3 Zimmer im EG und Souterrain in begehrter Wes...   \n",
       "125   TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...   \n",
       "2256  Umfassend modernisierte Wohnung mit Einbauküch...   \n",
       "106   TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...   \n",
       "2445  1 Zimmer-Wohnung, ca. 20 qm mit Badesteg zum K...   \n",
       "1885                 1-Zi-Apartment nahe Schlachtensee    \n",
       "3265                    Exklusives Wohnen im Baudenkmal   \n",
       "1025  Sanierte 4Zi Wohnung am Dreipfuhlpark mit Balk...   \n",
       "741   Erstbezug in Toplage! Attraktives Apartment  A...   \n",
       "1507    Sehr helle und ruhige 3 Zimmer Wohnung (Neubau)   \n",
       "412   Einziehen und Wohlfühlen! Moderne, vollmöblier...   \n",
       "704                  Wohnen im Rhytmus der Jahreszeiten   \n",
       "2486              71qm in Dahlem Altbauvilla (möbliert)   \n",
       "811                      Barrierefreie 2-Zimmer-Wohnung   \n",
       "1333  Top-Dahlem-Lage: Schönes Reihenmittelhaus mit ...   \n",
       "2489                        Exklusives Wohnen in Dahlem   \n",
       "1399  Chices Wohnen mit netten Nachbarn, 151 m² auf ...   \n",
       "108   Toplage!Attraktives Penthouse in einer Stadtvi...   \n",
       "\n",
       "                                                    url zip_code  \\\n",
       "1837  https://www.immobilienscout24.de/expose/106200307    14167   \n",
       "2163  https://www.immobilienscout24.de/expose/105941117    14163   \n",
       "2562  https://www.immobilienscout24.de/expose/105189965    14163   \n",
       "3062   https://www.immobilienscout24.de/expose/96253253    14169   \n",
       "170   https://www.immobilienscout24.de/expose/106296287    14169   \n",
       "2174  https://www.immobilienscout24.de/expose/105925436    14163   \n",
       "2443  https://www.immobilienscout24.de/expose/105518230    14109   \n",
       "3252   https://www.immobilienscout24.de/expose/68925463    14169   \n",
       "2114  https://www.immobilienscout24.de/expose/105996967    14163   \n",
       "1174  https://www.immobilienscout24.de/expose/106495039    14109   \n",
       "3146   https://www.immobilienscout24.de/expose/89168579    14129   \n",
       "2209  https://www.immobilienscout24.de/expose/105901612    14195   \n",
       "584   https://www.immobilienscout24.de/expose/106296522    14195   \n",
       "1949  https://www.immobilienscout24.de/expose/106129364    14167   \n",
       "727    https://www.immobilienscout24.de/expose/89388312    14169   \n",
       "3141   https://www.immobilienscout24.de/expose/89349917    14169   \n",
       "1439  https://www.immobilienscout24.de/expose/106366673    14169   \n",
       "2162  https://www.immobilienscout24.de/expose/105941148    14195   \n",
       "171   https://www.immobilienscout24.de/expose/106570653    14195   \n",
       "161   https://www.immobilienscout24.de/expose/106574187    14169   \n",
       "1628  https://www.immobilienscout24.de/expose/106315694    14109   \n",
       "470   https://www.immobilienscout24.de/expose/106245902    14109   \n",
       "3127   https://www.immobilienscout24.de/expose/90729049    14129   \n",
       "2463  https://www.immobilienscout24.de/expose/105476421    14195   \n",
       "1207  https://www.immobilienscout24.de/expose/106484356    14167   \n",
       "3079   https://www.immobilienscout24.de/expose/94637855    14195   \n",
       "1248  https://www.immobilienscout24.de/expose/106460055    14165   \n",
       "2622  https://www.immobilienscout24.de/expose/105030507    14163   \n",
       "2744  https://www.immobilienscout24.de/expose/104558120    14195   \n",
       "3032   https://www.immobilienscout24.de/expose/98023697    14165   \n",
       "2134  https://www.immobilienscout24.de/expose/105949718    14163   \n",
       "1803  https://www.immobilienscout24.de/expose/106216844    14109   \n",
       "3166   https://www.immobilienscout24.de/expose/87475137    14195   \n",
       "3148   https://www.immobilienscout24.de/expose/89094255    14169   \n",
       "759   https://www.immobilienscout24.de/expose/106385218    14195   \n",
       "2276  https://www.immobilienscout24.de/expose/105796491    14165   \n",
       "458   https://www.immobilienscout24.de/expose/106296679    14195   \n",
       "1948  https://www.immobilienscout24.de/expose/106129651    14195   \n",
       "1479  https://www.immobilienscout24.de/expose/106362668    14163   \n",
       "1616  https://www.immobilienscout24.de/expose/106317810    14169   \n",
       "1357  https://www.immobilienscout24.de/expose/106418297    14167   \n",
       "1617  https://www.immobilienscout24.de/expose/106317805    14169   \n",
       "3176   https://www.immobilienscout24.de/expose/85787616    14163   \n",
       "125   https://www.immobilienscout24.de/expose/106368136    14169   \n",
       "2256  https://www.immobilienscout24.de/expose/105849682    14167   \n",
       "106   https://www.immobilienscout24.de/expose/104927243    14169   \n",
       "2445  https://www.immobilienscout24.de/expose/105511918    14109   \n",
       "1885  https://www.immobilienscout24.de/expose/106174394    14129   \n",
       "3265   https://www.immobilienscout24.de/expose/62407818    14163   \n",
       "1025  https://www.immobilienscout24.de/expose/106533126    14195   \n",
       "741   https://www.immobilienscout24.de/expose/106025236    14109   \n",
       "1507  https://www.immobilienscout24.de/expose/106350242    14169   \n",
       "412   https://www.immobilienscout24.de/expose/106489995    14169   \n",
       "704    https://www.immobilienscout24.de/expose/85123148    14167   \n",
       "2486  https://www.immobilienscout24.de/expose/105408183    14195   \n",
       "811    https://www.immobilienscout24.de/expose/66633796    14167   \n",
       "1333  https://www.immobilienscout24.de/expose/106434786    14195   \n",
       "2489  https://www.immobilienscout24.de/expose/105400886    14169   \n",
       "1399  https://www.immobilienscout24.de/expose/106384388    14129   \n",
       "108    https://www.immobilienscout24.de/expose/69450128    14163   \n",
       "\n",
       "     rent_predicted  rent_error  \n",
       "1837    1305.954371 -355.954371  \n",
       "2163     720.064463 -272.494463  \n",
       "2562     779.700050 -209.700050  \n",
       "3062    1121.453452 -171.453452  \n",
       "170     1217.194321 -168.964321  \n",
       "2174     729.012621 -167.862621  \n",
       "2443    1437.746044 -167.746044  \n",
       "3252    1075.177900 -165.177900  \n",
       "2114    1138.366149 -133.066149  \n",
       "1174    1746.810979 -118.810979  \n",
       "3146     652.893966 -117.873966  \n",
       "2209     911.908513 -116.908513  \n",
       "584     1017.781889 -116.821889  \n",
       "1949    1035.582869 -110.152869  \n",
       "727      454.869709 -104.869709  \n",
       "3141    1297.641490  -88.041490  \n",
       "1439     787.924484  -87.924484  \n",
       "2162    1202.846253  -77.036253  \n",
       "171      864.609975  -65.609975  \n",
       "161      566.522880  -56.522880  \n",
       "1628    1149.333315  -50.333315  \n",
       "470     1224.384966  -44.384966  \n",
       "3127     494.993166  -43.163166  \n",
       "2463     993.251165  -31.331165  \n",
       "1207     806.508627  -26.508627  \n",
       "3079     483.045506  -23.045506  \n",
       "1248     535.663953  -14.123953  \n",
       "2622     810.045938  -10.045938  \n",
       "2744    1482.511086   -7.141086  \n",
       "3032     607.948229   -1.898229  \n",
       "2134     445.398265   -0.578265  \n",
       "1803    1773.051894    1.948106  \n",
       "3166     386.625110    8.374890  \n",
       "3148    1038.682083   11.317917  \n",
       "759      807.831113   12.168887  \n",
       "2276     573.977819   16.022181  \n",
       "458      823.435844   36.964156  \n",
       "1948     457.460990   41.539010  \n",
       "1479    1390.823429   51.966571  \n",
       "1616     467.672184   58.357816  \n",
       "1357    1384.695567   71.304433  \n",
       "1617     376.140169   72.729831  \n",
       "3176    1240.154311   79.885689  \n",
       "125     1045.289244   82.710756  \n",
       "2256    1012.491852   97.508148  \n",
       "106      961.262755  103.737245  \n",
       "2445     239.619417  110.380583  \n",
       "1885     333.962869  161.037131  \n",
       "3265    1620.299288  179.700712  \n",
       "1025    1303.371622  195.628378  \n",
       "741     1031.474510  198.525490  \n",
       "1507    1253.734189  246.265811  \n",
       "412      902.165139  267.834861  \n",
       "704     1216.336171  278.663829  \n",
       "2486     955.217524  294.782476  \n",
       "811      833.229356  308.570644  \n",
       "1333    1554.504547  345.495453  \n",
       "2489    1625.612385  364.387615  \n",
       "1399    1157.245602  438.754398  \n",
       "108     1109.356666  480.643334  \n",
       "\n",
       "[60 rows x 21 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top[top[\"district\"].str.contains(\"Zehlendorf\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tpot import TPOTRegressor\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y,\n",
    "                                                    train_size=0.75, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/sklearn/ensemble/weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.\n",
      "  from numpy.core.umath_tests import inner1d\n",
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/sklearn/utils/validation.py:578: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: xgboost.XGBRegressor is not available and will not be used by TPOT.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Optimization Progress:  33%|███▎      | 40/120 [03:02<02:41,  2.02s/pipeline]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 1 - Current best internal CV score: 0.7943207052319466\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Optimization Progress:  52%|█████▏    | 62/120 [13:34<45:00, 46.56s/pipeline]  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 2 - Current best internal CV score: 0.7990795855355823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Optimization Progress:  68%|██████▊   | 82/120 [14:36<01:49,  2.88s/pipeline]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 3 - Current best internal CV score: 0.7990795855355823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Optimization Progress:  86%|████████▌ | 103/120 [20:25<07:00, 24.72s/pipeline]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 4 - Current best internal CV score: 0.7990795855355823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                              \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 5 - Current best internal CV score: 0.8047495710650671\n",
      "\n",
      "Best pipeline: ExtraTreesRegressor(ElasticNetCV(LassoLarsCV(input_matrix, normalize=True), l1_ratio=0.9, tol=0.1), bootstrap=True, max_features=0.1, min_samples_leaf=1, min_samples_split=6, n_estimators=100)\n",
      "0.8167379403663171\n"
     ]
    }
   ],
   "source": [
    "tpot = TPOTRegressor(generations=5, population_size=20, verbosity=2, scoring=\"r2\")\n",
    "tpot.fit(X_train, y_train)\n",
    "print(tpot.score(X_test, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = tpot.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8167379403663171"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_test = tpot.predict(X_test)\n",
    "r2_score(y_test, y_pred_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/Users/andi/.local/share/virtualenvs/ImmoSpider-M0SYrQN4/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "df3[\"rent_predicted2\"] = y_pred\n",
    "df3[\"rent_error2\"] = df3[\"rent\"] - df3[\"rent_predicted2\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "top = df3.sort_values(\"rent_error2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>address</th>\n",
       "      <th>balcony</th>\n",
       "      <th>city</th>\n",
       "      <th>contact_name</th>\n",
       "      <th>district</th>\n",
       "      <th>extra_costs</th>\n",
       "      <th>garden</th>\n",
       "      <th>immo_id</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>lat</th>\n",
       "      <th>...</th>\n",
       "      <th>rent</th>\n",
       "      <th>rooms</th>\n",
       "      <th>sqm</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>rent_predicted</th>\n",
       "      <th>rent_error</th>\n",
       "      <th>rent_predicted2</th>\n",
       "      <th>rent_error2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>Hugo Vogel Straße 6</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Achim Emde</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>257.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105518230</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42017</td>\n",
       "      <td>...</td>\n",
       "      <td>1270.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>124.80</td>\n",
       "      <td>Ansprechende 4-Zimmer-Wohnung zur Miete in Wan...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105518230</td>\n",
       "      <td>14109</td>\n",
       "      <td>1437.746044</td>\n",
       "      <td>-167.746044</td>\n",
       "      <td>1570.768511</td>\n",
       "      <td>-300.768511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Philipp Vormeier</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106200307</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>950.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Ruhige Wohnung in Berlin, Zehlendorf</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106200307</td>\n",
       "      <td>14167</td>\n",
       "      <td>1305.954371</td>\n",
       "      <td>-355.954371</td>\n",
       "      <td>1203.671937</td>\n",
       "      <td>-253.671937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>Von-der-Trenck-Straße 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wohnbau Service Bonn GmbH Service Team</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>182.17</td>\n",
       "      <td>0</td>\n",
       "      <td>90729049</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42164</td>\n",
       "      <td>...</td>\n",
       "      <td>451.83</td>\n",
       "      <td>1.5</td>\n",
       "      <td>56.62</td>\n",
       "      <td>Wohnen in der Natur! WBS erforderlich! Einbauk...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/90729049</td>\n",
       "      <td>14129</td>\n",
       "      <td>494.993166</td>\n",
       "      <td>-43.163166</td>\n",
       "      <td>682.943452</td>\n",
       "      <td>-231.113452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3062</th>\n",
       "      <td>Albertinenstr. 12</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>BITTE NUR PER EMAIL WGW Hausverwaltung GmbH</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1</td>\n",
       "      <td>96253253</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42364</td>\n",
       "      <td>...</td>\n",
       "      <td>950.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>Tolle 3-Zimmerwohnung mit großem Wohnzimmer</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/96253253</td>\n",
       "      <td>14169</td>\n",
       "      <td>1121.453452</td>\n",
       "      <td>-171.453452</td>\n",
       "      <td>1178.522517</td>\n",
       "      <td>-228.522517</td>\n",
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       "    <tr>\n",
       "      <th>3252</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>G. Schmidt</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>315.00</td>\n",
       "      <td>1</td>\n",
       "      <td>68925463</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>910.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>83.00</td>\n",
       "      <td>3-Zi.-Wohnung mit Terrasse u. Garten in sehr g...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/68925463</td>\n",
       "      <td>14169</td>\n",
       "      <td>1075.177900</td>\n",
       "      <td>-165.177900</td>\n",
       "      <td>1124.910356</td>\n",
       "      <td>-214.910356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2163</th>\n",
       "      <td>Am Rohrgarten 89</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>195.83</td>\n",
       "      <td>0</td>\n",
       "      <td>105941117</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42375</td>\n",
       "      <td>...</td>\n",
       "      <td>447.57</td>\n",
       "      <td>1.5</td>\n",
       "      <td>49.73</td>\n",
       "      <td>welcher Senior macht mich wieder schön ?</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105941117</td>\n",
       "      <td>14163</td>\n",
       "      <td>720.064463</td>\n",
       "      <td>-272.494463</td>\n",
       "      <td>642.159508</td>\n",
       "      <td>-194.589508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>Clayallee 311</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Anne Gärtner</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>280.00</td>\n",
       "      <td>0</td>\n",
       "      <td>89349917</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43984</td>\n",
       "      <td>...</td>\n",
       "      <td>1209.60</td>\n",
       "      <td>4.0</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Zehlendorf, Stadtvilla, DG Maisonette</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89349917</td>\n",
       "      <td>14169</td>\n",
       "      <td>1297.641490</td>\n",
       "      <td>-88.041490</td>\n",
       "      <td>1338.298591</td>\n",
       "      <td>-128.698591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>Von-der-Trenck-Straße 5 A</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wohnbau Service Bonn GmbH Service Team</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>195.98</td>\n",
       "      <td>1</td>\n",
       "      <td>89168579</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42141</td>\n",
       "      <td>...</td>\n",
       "      <td>535.02</td>\n",
       "      <td>2.0</td>\n",
       "      <td>67.04</td>\n",
       "      <td>WBS erforderlich!!! ruhige Wohnung mit Garten</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89168579</td>\n",
       "      <td>14129</td>\n",
       "      <td>652.893966</td>\n",
       "      <td>-117.873966</td>\n",
       "      <td>663.079293</td>\n",
       "      <td>-128.059293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Justus Oehler</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106366673</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>700.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>Wohnung in der 20er Jahre Bruno-Taut Siedlung ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106366673</td>\n",
       "      <td>14169</td>\n",
       "      <td>787.924484</td>\n",
       "      <td>-87.924484</td>\n",
       "      <td>827.669821</td>\n",
       "      <td>-127.669821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162</th>\n",
       "      <td>Taylorstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Stephanie Schulze</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>320.94</td>\n",
       "      <td>0</td>\n",
       "      <td>105941148</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45632</td>\n",
       "      <td>...</td>\n",
       "      <td>1125.81</td>\n",
       "      <td>5.0</td>\n",
       "      <td>106.50</td>\n",
       "      <td>Familienfreundlich wohnen in ruhiger Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105941148</td>\n",
       "      <td>14195</td>\n",
       "      <td>1202.846253</td>\n",
       "      <td>-77.036253</td>\n",
       "      <td>1243.057065</td>\n",
       "      <td>-117.247065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ralph Wodrich</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>756.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106495039</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1628.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>148.00</td>\n",
       "      <td>WANNSEE : EG-Maisonetten-Wohnung direkt am Kle...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106495039</td>\n",
       "      <td>14109</td>\n",
       "      <td>1746.810979</td>\n",
       "      <td>-118.810979</td>\n",
       "      <td>1735.575961</td>\n",
       "      <td>-107.575961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>Düppelstr. 19</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>115.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105189965</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43177</td>\n",
       "      <td>...</td>\n",
       "      <td>570.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.64</td>\n",
       "      <td>Tolle Wohnung in ruhiger Zehlendorf-Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105189965</td>\n",
       "      <td>14163</td>\n",
       "      <td>779.700050</td>\n",
       "      <td>-209.700050</td>\n",
       "      <td>665.037399</td>\n",
       "      <td>-95.037399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Riemeisterstraße 4</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Nils Bock</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>89388312</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43994</td>\n",
       "      <td>...</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.00</td>\n",
       "      <td>Studenten wohnen wie Gott in Frankreich</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89388312</td>\n",
       "      <td>14169</td>\n",
       "      <td>454.869709</td>\n",
       "      <td>-104.869709</td>\n",
       "      <td>435.761654</td>\n",
       "      <td>-85.761654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2744</th>\n",
       "      <td>Podbielskiallee 40</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Claudia von Zitzewitz</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>450.00</td>\n",
       "      <td>1</td>\n",
       "      <td>104558120</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46592</td>\n",
       "      <td>...</td>\n",
       "      <td>1475.37</td>\n",
       "      <td>3.0</td>\n",
       "      <td>118.30</td>\n",
       "      <td>3 - Zimmer Wohnung mit Südterrasse in bester L...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104558120</td>\n",
       "      <td>14195</td>\n",
       "      <td>1482.511086</td>\n",
       "      <td>-7.141086</td>\n",
       "      <td>1557.273441</td>\n",
       "      <td>-81.903441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ralph Wodrich</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>550.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106245902</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1180.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>98.79</td>\n",
       "      <td>WANNSEE in Bestlage. : Attr. BALKON-Wohnung di...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106245902</td>\n",
       "      <td>14109</td>\n",
       "      <td>1224.384966</td>\n",
       "      <td>-44.384966</td>\n",
       "      <td>1259.603963</td>\n",
       "      <td>-79.603963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Marshallstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>GmbH PRINTS</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>298.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106296287</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45175</td>\n",
       "      <td>...</td>\n",
       "      <td>1048.23</td>\n",
       "      <td>3.0</td>\n",
       "      <td>110.00</td>\n",
       "      <td>+NAHE GRUNEWALD+SONNENBALKON+PARKETT+WOHNKÜCHE</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296287</td>\n",
       "      <td>14169</td>\n",
       "      <td>1217.194321</td>\n",
       "      <td>-168.964321</td>\n",
       "      <td>1127.684867</td>\n",
       "      <td>-79.454867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114</th>\n",
       "      <td>Starkenburger Str. 3</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Yvonne Fuchs</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>348.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105996967</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44727</td>\n",
       "      <td>...</td>\n",
       "      <td>1005.30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>100.53</td>\n",
       "      <td>++Wir renovieren für Sie: Ansprechende 3,5-Zim...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105996967</td>\n",
       "      <td>14163</td>\n",
       "      <td>1138.366149</td>\n",
       "      <td>-133.066149</td>\n",
       "      <td>1081.730295</td>\n",
       "      <td>-76.430295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>Hammerstraße, 42</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>220.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106129364</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42515</td>\n",
       "      <td>...</td>\n",
       "      <td>925.43</td>\n",
       "      <td>2.0</td>\n",
       "      <td>79.82</td>\n",
       "      <td>Helle 2-Zimmer-Luxus-Wohnung in ruhiger Lage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106129364</td>\n",
       "      <td>14167</td>\n",
       "      <td>1035.582869</td>\n",
       "      <td>-110.152869</td>\n",
       "      <td>1001.512681</td>\n",
       "      <td>-76.082681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2174</th>\n",
       "      <td>Am Rohrgarten 89</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>245.51</td>\n",
       "      <td>0</td>\n",
       "      <td>105925436</td>\n",
       "      <td>0</td>\n",
       "      <td>52.42375</td>\n",
       "      <td>...</td>\n",
       "      <td>561.15</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.35</td>\n",
       "      <td>schicke Seniorenwohnung für Ehepaare</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105925436</td>\n",
       "      <td>14163</td>\n",
       "      <td>729.012621</td>\n",
       "      <td>-167.862621</td>\n",
       "      <td>634.215068</td>\n",
       "      <td>-73.065068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3079</th>\n",
       "      <td>Königin-Luise-Str 5</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>99.00</td>\n",
       "      <td>0</td>\n",
       "      <td>94637855</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45919</td>\n",
       "      <td>...</td>\n",
       "      <td>460.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.55</td>\n",
       "      <td>1-Zimmer-Appartement - bevorzugt für Studenten...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/94637855</td>\n",
       "      <td>14195</td>\n",
       "      <td>483.045506</td>\n",
       "      <td>-23.045506</td>\n",
       "      <td>528.310136</td>\n",
       "      <td>-68.310136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>Königsstr. 67a</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dr. Christian Schölzel</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>180.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105511918</td>\n",
       "      <td>0</td>\n",
       "      <td>52.42024</td>\n",
       "      <td>...</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>1 Zimmer-Wohnung, ca. 20 qm mit Badesteg zum K...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105511918</td>\n",
       "      <td>14109</td>\n",
       "      <td>239.619417</td>\n",
       "      <td>110.380583</td>\n",
       "      <td>417.931473</td>\n",
       "      <td>-67.931473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3166</th>\n",
       "      <td>Königin-Luise-Str. 5</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>95.00</td>\n",
       "      <td>0</td>\n",
       "      <td>87475137</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45919</td>\n",
       "      <td>...</td>\n",
       "      <td>395.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.37</td>\n",
       "      <td>Möbliertes, modernes 1-Zi-Appartement nahe FU ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/87475137</td>\n",
       "      <td>14195</td>\n",
       "      <td>386.625110</td>\n",
       "      <td>8.374890</td>\n",
       "      <td>462.710247</td>\n",
       "      <td>-67.710247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Spilstraße 10</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>212.42</td>\n",
       "      <td>1</td>\n",
       "      <td>106296522</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46628</td>\n",
       "      <td>...</td>\n",
       "      <td>900.96</td>\n",
       "      <td>2.0</td>\n",
       "      <td>75.08</td>\n",
       "      <td>Helle und sanierte 2 Zimmer-Altbauwohnung in S...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296522</td>\n",
       "      <td>14195</td>\n",
       "      <td>1017.781889</td>\n",
       "      <td>-116.821889</td>\n",
       "      <td>962.872055</td>\n",
       "      <td>-61.912055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>Dahlemer Weg 223</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Möller Nadine</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>245.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106484356</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41593</td>\n",
       "      <td>...</td>\n",
       "      <td>780.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>70.96</td>\n",
       "      <td>3-Zi-Whg. am Heinrich-Laehr-Park - Besichtigun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106484356</td>\n",
       "      <td>14167</td>\n",
       "      <td>806.508627</td>\n",
       "      <td>-26.508627</td>\n",
       "      <td>841.102206</td>\n",
       "      <td>-61.102206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>Breisgauer Str. 4</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>117.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106174394</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43902</td>\n",
       "      <td>...</td>\n",
       "      <td>495.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>42.05</td>\n",
       "      <td>1-Zi-Apartment nahe Schlachtensee</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106174394</td>\n",
       "      <td>14129</td>\n",
       "      <td>333.962869</td>\n",
       "      <td>161.037131</td>\n",
       "      <td>553.229204</td>\n",
       "      <td>-58.229204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1628</th>\n",
       "      <td>Sangebuchtweg 11</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>320.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106315694</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41470</td>\n",
       "      <td>...</td>\n",
       "      <td>1099.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Erstbezug nach Modernisierung! 3-Zimmer-Wohnun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106315694</td>\n",
       "      <td>14109</td>\n",
       "      <td>1149.333315</td>\n",
       "      <td>-50.333315</td>\n",
       "      <td>1151.160564</td>\n",
       "      <td>-52.160564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2134</th>\n",
       "      <td>Beerenstr. 11</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>131.47</td>\n",
       "      <td>0</td>\n",
       "      <td>105949718</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43683</td>\n",
       "      <td>...</td>\n",
       "      <td>444.82</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.38</td>\n",
       "      <td>Ruhige Seniorenwohnung im schönen Zehlendorf</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105949718</td>\n",
       "      <td>14163</td>\n",
       "      <td>445.398265</td>\n",
       "      <td>-0.578265</td>\n",
       "      <td>495.619082</td>\n",
       "      <td>-50.799082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Wilskistr. 51</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Henry Heinig</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>155.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106574187</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44924</td>\n",
       "      <td>...</td>\n",
       "      <td>510.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>48.58</td>\n",
       "      <td>Ihre sanierte Zweizimmerwohnung mit Balkon war...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106574187</td>\n",
       "      <td>14169</td>\n",
       "      <td>566.522880</td>\n",
       "      <td>-56.522880</td>\n",
       "      <td>559.692097</td>\n",
       "      <td>-49.692097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2209</th>\n",
       "      <td>Podbielskiallee 68</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Markus Krause</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>204.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105901612</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46184</td>\n",
       "      <td>...</td>\n",
       "      <td>795.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.00</td>\n",
       "      <td>schöne teilmöblierte 2 Zi. in Dahlemlage</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105901612</td>\n",
       "      <td>14195</td>\n",
       "      <td>911.908513</td>\n",
       "      <td>-116.908513</td>\n",
       "      <td>842.185310</td>\n",
       "      <td>-47.185310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3032</th>\n",
       "      <td>Ramsteinweg 23</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dennis Hirschberg</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>147.03</td>\n",
       "      <td>1</td>\n",
       "      <td>98023697</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41315</td>\n",
       "      <td>...</td>\n",
       "      <td>606.05</td>\n",
       "      <td>2.0</td>\n",
       "      <td>52.70</td>\n",
       "      <td>+++ ACHTUNG +++ NEUBAU RAMSTEINWEG 23 SUCHT NA...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/98023697</td>\n",
       "      <td>14165</td>\n",
       "      <td>607.948229</td>\n",
       "      <td>-1.898229</td>\n",
       "      <td>650.489777</td>\n",
       "      <td>-44.439777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>Breitensteinweg 10</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Julia Ziglowski</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>120.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106460055</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41127</td>\n",
       "      <td>...</td>\n",
       "      <td>521.54</td>\n",
       "      <td>2.0</td>\n",
       "      <td>49.67</td>\n",
       "      <td>Sonnenbalkon + Wohnküche, das passt!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106460055</td>\n",
       "      <td>14165</td>\n",
       "      <td>535.663953</td>\n",
       "      <td>-14.123953</td>\n",
       "      <td>561.426775</td>\n",
       "      <td>-39.886775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Saargemünder Straße  27 b</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sybille Löffelbein</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>179.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106570653</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45143</td>\n",
       "      <td>...</td>\n",
       "      <td>799.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>\"The Metropolitan Gardens\" - Wohnen im Park: K...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106570653</td>\n",
       "      <td>14195</td>\n",
       "      <td>864.609975</td>\n",
       "      <td>-65.609975</td>\n",
       "      <td>816.286358</td>\n",
       "      <td>-17.286358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2463</th>\n",
       "      <td>Taylorstr. 15</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Stephanie Schulze</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>291.39</td>\n",
       "      <td>0</td>\n",
       "      <td>105476421</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45541</td>\n",
       "      <td>...</td>\n",
       "      <td>961.92</td>\n",
       "      <td>3.0</td>\n",
       "      <td>88.10</td>\n",
       "      <td>Erstbezug nach Sanierung in Dahlem!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105476421</td>\n",
       "      <td>14195</td>\n",
       "      <td>993.251165</td>\n",
       "      <td>-31.331165</td>\n",
       "      <td>976.409934</td>\n",
       "      <td>-14.489934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>Mörchinger Str. 59</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Rayk Welke</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>88.25</td>\n",
       "      <td>0</td>\n",
       "      <td>106317805</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43763</td>\n",
       "      <td>...</td>\n",
       "      <td>448.87</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.48</td>\n",
       "      <td>***Aus alt mach neu!!***</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106317805</td>\n",
       "      <td>14169</td>\n",
       "      <td>376.140169</td>\n",
       "      <td>72.729831</td>\n",
       "      <td>460.272905</td>\n",
       "      <td>-11.402905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1479</th>\n",
       "      <td>Fürstenstr. 14</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Timo Gutzmann</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>353.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106362668</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43711</td>\n",
       "      <td>...</td>\n",
       "      <td>1442.79</td>\n",
       "      <td>4.5</td>\n",
       "      <td>123.54</td>\n",
       "      <td>4,5 Zimmer frisch sanierter Altbau im begehrte...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106362668</td>\n",
       "      <td>14163</td>\n",
       "      <td>1390.823429</td>\n",
       "      <td>51.966571</td>\n",
       "      <td>1450.266042</td>\n",
       "      <td>-7.476042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>0</td>\n",
       "      <td>89094255</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1050.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>95.41</td>\n",
       "      <td>Sonnige Wohnung in Toplage von Berlin Zehlendo...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/89094255</td>\n",
       "      <td>14169</td>\n",
       "      <td>1038.682083</td>\n",
       "      <td>11.317917</td>\n",
       "      <td>1051.933018</td>\n",
       "      <td>-1.933018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>Habelschwerdter Allee 1</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Dennis Altinok</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106129651</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44631</td>\n",
       "      <td>...</td>\n",
       "      <td>499.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.65</td>\n",
       "      <td>Helle 1-Zimmer Wohnung nahe der FU in super La...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106129651</td>\n",
       "      <td>14195</td>\n",
       "      <td>457.460990</td>\n",
       "      <td>41.539010</td>\n",
       "      <td>499.011246</td>\n",
       "      <td>-0.011246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>Hocksteinweg 17</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Alexandra Nepomnyashcha</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>156.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105796491</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41239</td>\n",
       "      <td>...</td>\n",
       "      <td>590.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>53.55</td>\n",
       "      <td>Kleines gemütliches Heim in einer angenehmen S...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105796491</td>\n",
       "      <td>14165</td>\n",
       "      <td>573.977819</td>\n",
       "      <td>16.022181</td>\n",
       "      <td>588.051509</td>\n",
       "      <td>1.948491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Leon Karsten</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>177.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106385218</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>820.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>57.00</td>\n",
       "      <td>Neubau-Wohnung in Dahlem (inkl. EBK &amp; Balkon)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106385218</td>\n",
       "      <td>14195</td>\n",
       "      <td>807.831113</td>\n",
       "      <td>12.168887</td>\n",
       "      <td>815.241054</td>\n",
       "      <td>4.758946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>Hampsteadstraße 33</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Thomas Nölle</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>390.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106418297</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43340</td>\n",
       "      <td>...</td>\n",
       "      <td>1456.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>112.00</td>\n",
       "      <td>Neuwertige 4-Zimmer-Erdgeschosswohnung mit Sou...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106418297</td>\n",
       "      <td>14167</td>\n",
       "      <td>1384.695567</td>\n",
       "      <td>71.304433</td>\n",
       "      <td>1441.816748</td>\n",
       "      <td>14.183252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>Mörchinger Str. 63</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Rayk Welke</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>111.10</td>\n",
       "      <td>0</td>\n",
       "      <td>106317810</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43763</td>\n",
       "      <td>...</td>\n",
       "      <td>526.03</td>\n",
       "      <td>1.5</td>\n",
       "      <td>39.93</td>\n",
       "      <td>Wir modernisieren für Sie!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106317810</td>\n",
       "      <td>14169</td>\n",
       "      <td>467.672184</td>\n",
       "      <td>58.357816</td>\n",
       "      <td>510.775749</td>\n",
       "      <td>15.254251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Schorlemer Allee 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>150.67</td>\n",
       "      <td>0</td>\n",
       "      <td>106296679</td>\n",
       "      <td>0</td>\n",
       "      <td>52.46630</td>\n",
       "      <td>...</td>\n",
       "      <td>860.40</td>\n",
       "      <td>2.5</td>\n",
       "      <td>71.70</td>\n",
       "      <td>Schöne, helle und sanierte 2,5 Zimmer-Altbauwo...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106296679</td>\n",
       "      <td>14195</td>\n",
       "      <td>823.435844</td>\n",
       "      <td>36.964156</td>\n",
       "      <td>827.292706</td>\n",
       "      <td>33.107294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2622</th>\n",
       "      <td>Potsdamer Straße 38</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sascha Lobeck</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>97.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105030507</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43460</td>\n",
       "      <td>...</td>\n",
       "      <td>800.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>58.00</td>\n",
       "      <td>Dachgeschoss-Wohnung in Berlin-Zehlendorf fris...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105030507</td>\n",
       "      <td>14163</td>\n",
       "      <td>810.045938</td>\n",
       "      <td>-10.045938</td>\n",
       "      <td>763.959868</td>\n",
       "      <td>36.040132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Berliner Straße 12</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Thierry Dubois</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>132.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104927243</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43492</td>\n",
       "      <td>...</td>\n",
       "      <td>1065.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>77.00</td>\n",
       "      <td>TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104927243</td>\n",
       "      <td>14169</td>\n",
       "      <td>961.262755</td>\n",
       "      <td>103.737245</td>\n",
       "      <td>1018.446242</td>\n",
       "      <td>46.553758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2256</th>\n",
       "      <td>Brettnacher Straße 21</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Marc Zellner</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>190.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105849682</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43552</td>\n",
       "      <td>...</td>\n",
       "      <td>1110.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>79.30</td>\n",
       "      <td>Umfassend modernisierte Wohnung mit Einbauküch...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105849682</td>\n",
       "      <td>14167</td>\n",
       "      <td>1012.491852</td>\n",
       "      <td>97.508148</td>\n",
       "      <td>1051.215143</td>\n",
       "      <td>58.784857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Berliner Straße 12</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Michael Röder</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>141.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106368136</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43492</td>\n",
       "      <td>...</td>\n",
       "      <td>1128.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106368136</td>\n",
       "      <td>14169</td>\n",
       "      <td>1045.289244</td>\n",
       "      <td>82.710756</td>\n",
       "      <td>1067.319309</td>\n",
       "      <td>60.680691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3176</th>\n",
       "      <td>Glockenstraße 2</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Gerd Plensky</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>267.90</td>\n",
       "      <td>1</td>\n",
       "      <td>85787616</td>\n",
       "      <td>0</td>\n",
       "      <td>52.43671</td>\n",
       "      <td>...</td>\n",
       "      <td>1320.04</td>\n",
       "      <td>3.0</td>\n",
       "      <td>105.64</td>\n",
       "      <td>3 Zimmer im EG und Souterrain in begehrter Wes...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/85787616</td>\n",
       "      <td>14163</td>\n",
       "      <td>1240.154311</td>\n",
       "      <td>79.885689</td>\n",
       "      <td>1258.230437</td>\n",
       "      <td>61.809563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1803</th>\n",
       "      <td>Lange Stüclen 7</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>600.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106216844</td>\n",
       "      <td>1</td>\n",
       "      <td>52.41614</td>\n",
       "      <td>...</td>\n",
       "      <td>1775.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>149.44</td>\n",
       "      <td>HOMESK - 5-Zimmer-Maisonette mit Terrasse in i...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106216844</td>\n",
       "      <td>14109</td>\n",
       "      <td>1773.051894</td>\n",
       "      <td>1.948106</td>\n",
       "      <td>1709.690457</td>\n",
       "      <td>65.309543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Am Kleinen Wannsee 33</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Kristiane Hallermann-Oelgarth</td>\n",
       "      <td>Wannsee (Zehlendorf)</td>\n",
       "      <td>320.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106025236</td>\n",
       "      <td>1</td>\n",
       "      <td>52.41795</td>\n",
       "      <td>...</td>\n",
       "      <td>1230.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>82.30</td>\n",
       "      <td>Erstbezug in Toplage! Attraktives Apartment  A...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106025236</td>\n",
       "      <td>14109</td>\n",
       "      <td>1031.474510</td>\n",
       "      <td>198.525490</td>\n",
       "      <td>1160.422212</td>\n",
       "      <td>69.577788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Felicitas Rennert</td>\n",
       "      <td>Nikolassee (Zehlendorf)</td>\n",
       "      <td>400.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106384388</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1596.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Chices Wohnen mit netten Nachbarn, 151 m² auf ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106384388</td>\n",
       "      <td>14129</td>\n",
       "      <td>1157.245602</td>\n",
       "      <td>438.754398</td>\n",
       "      <td>1482.121944</td>\n",
       "      <td>113.878056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>350.00</td>\n",
       "      <td>0</td>\n",
       "      <td>62407818</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>147.00</td>\n",
       "      <td>Exklusives Wohnen im Baudenkmal</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/62407818</td>\n",
       "      <td>14163</td>\n",
       "      <td>1620.299288</td>\n",
       "      <td>179.700712</td>\n",
       "      <td>1671.601982</td>\n",
       "      <td>128.398018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Sundgauer Straße  .</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sandra Smarslik</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106489995</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44452</td>\n",
       "      <td>...</td>\n",
       "      <td>1170.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.00</td>\n",
       "      <td>Einziehen und Wohlfühlen! Moderne, vollmöblier...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106489995</td>\n",
       "      <td>14169</td>\n",
       "      <td>902.165139</td>\n",
       "      <td>267.834861</td>\n",
       "      <td>1029.413112</td>\n",
       "      <td>140.586888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Lutterbacher Str. 22</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Bernhard Reiter</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>220.00</td>\n",
       "      <td>1</td>\n",
       "      <td>85123148</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1495.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>96.50</td>\n",
       "      <td>Wohnen im Rhytmus der Jahreszeiten</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/85123148</td>\n",
       "      <td>14167</td>\n",
       "      <td>1216.336171</td>\n",
       "      <td>278.663829</td>\n",
       "      <td>1343.165377</td>\n",
       "      <td>151.834623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Teltower Damm 203 B</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>265.00</td>\n",
       "      <td>0</td>\n",
       "      <td>66633796</td>\n",
       "      <td>0</td>\n",
       "      <td>52.41643</td>\n",
       "      <td>...</td>\n",
       "      <td>1141.80</td>\n",
       "      <td>2.0</td>\n",
       "      <td>74.53</td>\n",
       "      <td>Barrierefreie 2-Zimmer-Wohnung</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/66633796</td>\n",
       "      <td>14167</td>\n",
       "      <td>833.229356</td>\n",
       "      <td>308.570644</td>\n",
       "      <td>968.831498</td>\n",
       "      <td>172.968502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Franz Du Chesne</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>345.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106533126</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>116.60</td>\n",
       "      <td>Sanierte 4Zi Wohnung am Dreipfuhlpark mit Balk...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533126</td>\n",
       "      <td>14195</td>\n",
       "      <td>1303.371622</td>\n",
       "      <td>195.628378</td>\n",
       "      <td>1325.500322</td>\n",
       "      <td>173.499678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2486</th>\n",
       "      <td>Goßlerstraße 15</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105408183</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44706</td>\n",
       "      <td>...</td>\n",
       "      <td>1250.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>71.00</td>\n",
       "      <td>71qm in Dahlem Altbauvilla (möbliert)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105408183</td>\n",
       "      <td>14195</td>\n",
       "      <td>955.217524</td>\n",
       "      <td>294.782476</td>\n",
       "      <td>1073.999844</td>\n",
       "      <td>176.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>Charlottenburger Straße 6</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Lars Thieme</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106350242</td>\n",
       "      <td>1</td>\n",
       "      <td>52.43640</td>\n",
       "      <td>...</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Sehr helle und ruhige 3 Zimmer Wohnung (Neubau)</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106350242</td>\n",
       "      <td>14169</td>\n",
       "      <td>1253.734189</td>\n",
       "      <td>246.265811</td>\n",
       "      <td>1312.204295</td>\n",
       "      <td>187.795705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>Am Hirschsprung 59 C</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Reinhard Timm e. K.</td>\n",
       "      <td>Dahlem (Zehlendorf)</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106434786</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46717</td>\n",
       "      <td>...</td>\n",
       "      <td>1900.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Top-Dahlem-Lage: Schönes Reihenmittelhaus mit ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106434786</td>\n",
       "      <td>14195</td>\n",
       "      <td>1554.504547</td>\n",
       "      <td>345.495453</td>\n",
       "      <td>1698.145044</td>\n",
       "      <td>201.854956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2489</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Wigand Kuck</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>730.00</td>\n",
       "      <td>1</td>\n",
       "      <td>105400886</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1990.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>133.00</td>\n",
       "      <td>Exklusives Wohnen in Dahlem</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105400886</td>\n",
       "      <td>14169</td>\n",
       "      <td>1625.612385</td>\n",
       "      <td>364.387615</td>\n",
       "      <td>1613.660416</td>\n",
       "      <td>376.339584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Kleiststraße 30</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Uwe Peschel</td>\n",
       "      <td>Zehlendorf (Zehlendorf)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>69450128</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44488</td>\n",
       "      <td>...</td>\n",
       "      <td>1590.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Toplage!Attraktives Penthouse in einer Stadtvi...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/69450128</td>\n",
       "      <td>14163</td>\n",
       "      <td>1109.356666</td>\n",
       "      <td>480.643334</td>\n",
       "      <td>1131.957096</td>\n",
       "      <td>458.042904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        address  balcony    city  \\\n",
       "2443        Hugo Vogel Straße 6        1  Berlin   \n",
       "1837                        NaN        0  Berlin   \n",
       "3127    Von-der-Trenck-Straße 3        1  Berlin   \n",
       "3062          Albertinenstr. 12        1  Berlin   \n",
       "3252                        NaN        1  Berlin   \n",
       "2163           Am Rohrgarten 89        1  Berlin   \n",
       "3141              Clayallee 311        1  Berlin   \n",
       "3146  Von-der-Trenck-Straße 5 A        1  Berlin   \n",
       "1439                        NaN        1  Berlin   \n",
       "2162               Taylorstr. 9        1  Berlin   \n",
       "1174                        NaN        1  Berlin   \n",
       "2562              Düppelstr. 19        0  Berlin   \n",
       "727          Riemeisterstraße 4        1  Berlin   \n",
       "2744         Podbielskiallee 40        1  Berlin   \n",
       "470                         NaN        1  Berlin   \n",
       "170              Marshallstr. 9        1  Berlin   \n",
       "2114       Starkenburger Str. 3        0  Berlin   \n",
       "1949           Hammerstraße, 42        1  Berlin   \n",
       "2174           Am Rohrgarten 89        0  Berlin   \n",
       "3079        Königin-Luise-Str 5        1  Berlin   \n",
       "2445             Königsstr. 67a        0  Berlin   \n",
       "3166       Königin-Luise-Str. 5        1  Berlin   \n",
       "584               Spilstraße 10        0  Berlin   \n",
       "1207           Dahlemer Weg 223        1  Berlin   \n",
       "1885          Breisgauer Str. 4        0  Berlin   \n",
       "1628           Sangebuchtweg 11        1  Berlin   \n",
       "2134              Beerenstr. 11        1  Berlin   \n",
       "161               Wilskistr. 51        1  Berlin   \n",
       "2209         Podbielskiallee 68        0  Berlin   \n",
       "3032             Ramsteinweg 23        0  Berlin   \n",
       "1248         Breitensteinweg 10        1  Berlin   \n",
       "171   Saargemünder Straße  27 b        1  Berlin   \n",
       "2463              Taylorstr. 15        0  Berlin   \n",
       "1617         Mörchinger Str. 59        0  Berlin   \n",
       "1479             Fürstenstr. 14        1  Berlin   \n",
       "3148                        NaN        1  Berlin   \n",
       "1948    Habelschwerdter Allee 1        1  Berlin   \n",
       "2276            Hocksteinweg 17        0  Berlin   \n",
       "759                         NaN        1  Berlin   \n",
       "1357         Hampsteadstraße 33        1  Berlin   \n",
       "1616         Mörchinger Str. 63        0  Berlin   \n",
       "458          Schorlemer Allee 3        1  Berlin   \n",
       "2622        Potsdamer Straße 38        0  Berlin   \n",
       "106          Berliner Straße 12        0  Berlin   \n",
       "2256      Brettnacher Straße 21        1  Berlin   \n",
       "125          Berliner Straße 12        0  Berlin   \n",
       "3176            Glockenstraße 2        1  Berlin   \n",
       "1803            Lange Stüclen 7        1  Berlin   \n",
       "741       Am Kleinen Wannsee 33        1  Berlin   \n",
       "1399                        NaN        1  Berlin   \n",
       "3265                        NaN        1  Berlin   \n",
       "412         Sundgauer Straße  .        1  Berlin   \n",
       "704        Lutterbacher Str. 22        1  Berlin   \n",
       "811         Teltower Damm 203 B        0  Berlin   \n",
       "1025                        NaN        1  Berlin   \n",
       "2486            Goßlerstraße 15        0  Berlin   \n",
       "1507  Charlottenburger Straße 6        1  Berlin   \n",
       "1333       Am Hirschsprung 59 C        0  Berlin   \n",
       "2489                        NaN        1  Berlin   \n",
       "108             Kleiststraße 30        1  Berlin   \n",
       "\n",
       "                                     contact_name                 district  \\\n",
       "2443                                   Achim Emde     Wannsee (Zehlendorf)   \n",
       "1837                             Philipp Vormeier  Zehlendorf (Zehlendorf)   \n",
       "3127       Wohnbau Service Bonn GmbH Service Team  Nikolassee (Zehlendorf)   \n",
       "3062  BITTE NUR PER EMAIL WGW Hausverwaltung GmbH  Zehlendorf (Zehlendorf)   \n",
       "3252                                   G. Schmidt  Zehlendorf (Zehlendorf)   \n",
       "2163                                Pamela Wunsch  Nikolassee (Zehlendorf)   \n",
       "3141                                 Anne Gärtner  Zehlendorf (Zehlendorf)   \n",
       "3146       Wohnbau Service Bonn GmbH Service Team  Nikolassee (Zehlendorf)   \n",
       "1439                                Justus Oehler  Zehlendorf (Zehlendorf)   \n",
       "2162                            Stephanie Schulze      Dahlem (Zehlendorf)   \n",
       "1174                                Ralph Wodrich     Wannsee (Zehlendorf)   \n",
       "2562                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "727                                     Nils Bock  Zehlendorf (Zehlendorf)   \n",
       "2744                        Claudia von Zitzewitz      Dahlem (Zehlendorf)   \n",
       "470                                 Ralph Wodrich     Wannsee (Zehlendorf)   \n",
       "170                                   GmbH PRINTS      Dahlem (Zehlendorf)   \n",
       "2114                                 Yvonne Fuchs  Zehlendorf (Zehlendorf)   \n",
       "1949                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "2174                                Pamela Wunsch  Nikolassee (Zehlendorf)   \n",
       "3079                                          NaN      Dahlem (Zehlendorf)   \n",
       "2445                       Dr. Christian Schölzel     Wannsee (Zehlendorf)   \n",
       "3166                                          NaN      Dahlem (Zehlendorf)   \n",
       "584                                           NaN      Dahlem (Zehlendorf)   \n",
       "1207                                Möller Nadine  Zehlendorf (Zehlendorf)   \n",
       "1885                                          NaN  Nikolassee (Zehlendorf)   \n",
       "1628                                          NaN     Wannsee (Zehlendorf)   \n",
       "2134                                Pamela Wunsch  Zehlendorf (Zehlendorf)   \n",
       "161                                  Henry Heinig  Zehlendorf (Zehlendorf)   \n",
       "2209                                Markus Krause      Dahlem (Zehlendorf)   \n",
       "3032                            Dennis Hirschberg  Zehlendorf (Zehlendorf)   \n",
       "1248                              Julia Ziglowski  Zehlendorf (Zehlendorf)   \n",
       "171                            Sybille Löffelbein      Dahlem (Zehlendorf)   \n",
       "2463                            Stephanie Schulze      Dahlem (Zehlendorf)   \n",
       "1617                                   Rayk Welke  Zehlendorf (Zehlendorf)   \n",
       "1479                                Timo Gutzmann  Zehlendorf (Zehlendorf)   \n",
       "3148                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "1948                               Dennis Altinok      Dahlem (Zehlendorf)   \n",
       "2276                      Alexandra Nepomnyashcha  Zehlendorf (Zehlendorf)   \n",
       "759                                  Leon Karsten      Dahlem (Zehlendorf)   \n",
       "1357                                 Thomas Nölle  Zehlendorf (Zehlendorf)   \n",
       "1616                                   Rayk Welke  Zehlendorf (Zehlendorf)   \n",
       "458                                           NaN      Dahlem (Zehlendorf)   \n",
       "2622                                Sascha Lobeck  Zehlendorf (Zehlendorf)   \n",
       "106                                Thierry Dubois  Zehlendorf (Zehlendorf)   \n",
       "2256                                 Marc Zellner  Zehlendorf (Zehlendorf)   \n",
       "125                                 Michael Röder  Zehlendorf (Zehlendorf)   \n",
       "3176                                 Gerd Plensky  Zehlendorf (Zehlendorf)   \n",
       "1803                                          NaN     Wannsee (Zehlendorf)   \n",
       "741                 Kristiane Hallermann-Oelgarth     Wannsee (Zehlendorf)   \n",
       "1399                            Felicitas Rennert  Nikolassee (Zehlendorf)   \n",
       "3265                                          NaN  Zehlendorf (Zehlendorf)   \n",
       "412                               Sandra Smarslik      Dahlem (Zehlendorf)   \n",
       "704                               Bernhard Reiter  Zehlendorf (Zehlendorf)   \n",
       "811                                           NaN  Zehlendorf (Zehlendorf)   \n",
       "1025                              Franz Du Chesne      Dahlem (Zehlendorf)   \n",
       "2486                                          NaN      Dahlem (Zehlendorf)   \n",
       "1507                                  Lars Thieme  Zehlendorf (Zehlendorf)   \n",
       "1333                          Reinhard Timm e. K.      Dahlem (Zehlendorf)   \n",
       "2489                                  Wigand Kuck  Zehlendorf (Zehlendorf)   \n",
       "108                                   Uwe Peschel  Zehlendorf (Zehlendorf)   \n",
       "\n",
       "      extra_costs  garden    immo_id  kitchen       lat     ...          rent  \\\n",
       "2443       257.00       0  105518230        1  52.42017     ...       1270.00   \n",
       "1837       240.00       1  106200307        1       NaN     ...        950.00   \n",
       "3127       182.17       0   90729049        1  52.42164     ...        451.83   \n",
       "3062       350.00       1   96253253        1  52.42364     ...        950.00   \n",
       "3252       315.00       1   68925463        1       NaN     ...        910.00   \n",
       "2163       195.83       0  105941117        1  52.42375     ...        447.57   \n",
       "3141       280.00       0   89349917        1  52.43984     ...       1209.60   \n",
       "3146       195.98       1   89168579        1  52.42141     ...        535.02   \n",
       "1439       150.00       0  106366673        1       NaN     ...        700.00   \n",
       "2162       320.94       0  105941148        0  52.45632     ...       1125.81   \n",
       "1174       756.00       1  106495039        1       NaN     ...       1628.00   \n",
       "2562       115.00       0  105189965        1  52.43177     ...        570.00   \n",
       "727          0.00       1   89388312        1  52.43994     ...        350.00   \n",
       "2744       450.00       1  104558120        1  52.46592     ...       1475.37   \n",
       "470        550.00       1  106245902        1       NaN     ...       1180.00   \n",
       "170        298.00       0  106296287        0  52.45175     ...       1048.23   \n",
       "2114       348.00       0  105996967        0  52.44727     ...       1005.30   \n",
       "1949       220.00       1  106129364        1  52.42515     ...        925.43   \n",
       "2174       245.51       0  105925436        0  52.42375     ...        561.15   \n",
       "3079        99.00       0   94637855        1  52.45919     ...        460.00   \n",
       "2445       180.00       1  105511918        0  52.42024     ...        350.00   \n",
       "3166        95.00       0   87475137        1  52.45919     ...        395.00   \n",
       "584        212.42       1  106296522        1  52.46628     ...        900.96   \n",
       "1207       245.00       0  106484356        0  52.41593     ...        780.00   \n",
       "1885       117.00       0  106174394        1  52.43902     ...        495.00   \n",
       "1628       320.00       0  106315694        0  52.41470     ...       1099.00   \n",
       "2134       131.47       0  105949718        0  52.43683     ...        444.82   \n",
       "161        155.00       0  106574187        0  52.44924     ...        510.00   \n",
       "2209       204.00       1  105901612        1  52.46184     ...        795.00   \n",
       "3032       147.03       1   98023697        0  52.41315     ...        606.05   \n",
       "1248       120.00       0  106460055        0  52.41127     ...        521.54   \n",
       "171        179.00       1  106570653        1  52.45143     ...        799.00   \n",
       "2463       291.39       0  105476421        0  52.45541     ...        961.92   \n",
       "1617        88.25       0  106317805        0  52.43763     ...        448.87   \n",
       "1479       353.00       0  106362668        0  52.43711     ...       1442.79   \n",
       "3148       240.00       0   89094255        0       NaN     ...       1050.00   \n",
       "1948        50.00       0  106129651        0  52.44631     ...        499.00   \n",
       "2276       156.00       0  105796491        0  52.41239     ...        590.00   \n",
       "759        177.00       1  106385218        1       NaN     ...        820.00   \n",
       "1357       390.00       1  106418297        1  52.43340     ...       1456.00   \n",
       "1616       111.10       0  106317810        0  52.43763     ...        526.03   \n",
       "458        150.67       0  106296679        0  52.46630     ...        860.40   \n",
       "2622        97.00       0  105030507        1  52.43460     ...        800.00   \n",
       "106        132.00       0  104927243        1  52.43492     ...       1065.00   \n",
       "2256       190.00       0  105849682        1  52.43552     ...       1110.00   \n",
       "125        141.00       0  106368136        1  52.43492     ...       1128.00   \n",
       "3176       267.90       1   85787616        0  52.43671     ...       1320.04   \n",
       "1803       600.00       1  106216844        1  52.41614     ...       1775.00   \n",
       "741        320.00       1  106025236        1  52.41795     ...       1230.00   \n",
       "1399       400.00       1  106384388        1       NaN     ...       1596.00   \n",
       "3265       350.00       0   62407818        0       NaN     ...       1800.00   \n",
       "412        240.00       0  106489995        1  52.44452     ...       1170.00   \n",
       "704        220.00       1   85123148        1       NaN     ...       1495.00   \n",
       "811        265.00       0   66633796        0  52.41643     ...       1141.80   \n",
       "1025       345.00       0  106533126        0       NaN     ...       1499.00   \n",
       "2486       150.00       1  105408183        1  52.44706     ...       1250.00   \n",
       "1507       200.00       1  106350242        1  52.43640     ...       1500.00   \n",
       "1333       400.00       0  106434786        1  52.46717     ...       1900.00   \n",
       "2489       730.00       1  105400886        1       NaN     ...       1990.00   \n",
       "108        200.00       0   69450128        1  52.44488     ...       1590.00   \n",
       "\n",
       "      rooms     sqm                                              title  \\\n",
       "2443    4.0  124.80  Ansprechende 4-Zimmer-Wohnung zur Miete in Wan...   \n",
       "1837    4.0  105.00               Ruhige Wohnung in Berlin, Zehlendorf   \n",
       "3127    1.5   56.62  Wohnen in der Natur! WBS erforderlich! Einbauk...   \n",
       "3062    3.0   85.00        Tolle 3-Zimmerwohnung mit großem Wohnzimmer   \n",
       "3252    3.0   83.00  3-Zi.-Wohnung mit Terrasse u. Garten in sehr g...   \n",
       "2163    1.5   49.73           welcher Senior macht mich wieder schön ?   \n",
       "3141    4.0  108.00              Zehlendorf, Stadtvilla, DG Maisonette   \n",
       "3146    2.0   67.04      WBS erforderlich!!! ruhige Wohnung mit Garten   \n",
       "1439    3.0   60.00  Wohnung in der 20er Jahre Bruno-Taut Siedlung ...   \n",
       "2162    5.0  106.50          Familienfreundlich wohnen in ruhiger Lage   \n",
       "1174    3.0  148.00  WANNSEE : EG-Maisonetten-Wohnung direkt am Kle...   \n",
       "2562    2.0   55.64           Tolle Wohnung in ruhiger Zehlendorf-Lage   \n",
       "727     1.0   25.00            Studenten wohnen wie Gott in Frankreich   \n",
       "2744    3.0  118.30  3 - Zimmer Wohnung mit Südterrasse in bester L...   \n",
       "470     2.0   98.79  WANNSEE in Bestlage. : Attr. BALKON-Wohnung di...   \n",
       "170     3.0  110.00     +NAHE GRUNEWALD+SONNENBALKON+PARKETT+WOHNKÜCHE   \n",
       "2114    3.5  100.53  ++Wir renovieren für Sie: Ansprechende 3,5-Zim...   \n",
       "1949    2.0   79.82       Helle 2-Zimmer-Luxus-Wohnung in ruhiger Lage   \n",
       "2174    2.0   62.35               schicke Seniorenwohnung für Ehepaare   \n",
       "3079    1.0   28.55  1-Zimmer-Appartement - bevorzugt für Studenten...   \n",
       "2445    1.0   20.00  1 Zimmer-Wohnung, ca. 20 qm mit Badesteg zum K...   \n",
       "3166    1.0   19.37  Möbliertes, modernes 1-Zi-Appartement nahe FU ...   \n",
       "584     2.0   75.08  Helle und sanierte 2 Zimmer-Altbauwohnung in S...   \n",
       "1207    3.0   70.96  3-Zi-Whg. am Heinrich-Laehr-Park - Besichtigun...   \n",
       "1885    1.0   42.05                 1-Zi-Apartment nahe Schlachtensee    \n",
       "1628    3.0  107.00  Erstbezug nach Modernisierung! 3-Zimmer-Wohnun...   \n",
       "2134    1.0   35.38       Ruhige Seniorenwohnung im schönen Zehlendorf   \n",
       "161     2.0   48.58  Ihre sanierte Zweizimmerwohnung mit Balkon war...   \n",
       "2209    2.0   65.00           schöne teilmöblierte 2 Zi. in Dahlemlage   \n",
       "3032    2.0   52.70  +++ ACHTUNG +++ NEUBAU RAMSTEINWEG 23 SUCHT NA...   \n",
       "1248    2.0   49.67               Sonnenbalkon + Wohnküche, das passt!   \n",
       "171     2.0   60.00  \"The Metropolitan Gardens\" - Wohnen im Park: K...   \n",
       "2463    3.0   88.10                Erstbezug nach Sanierung in Dahlem!   \n",
       "1617    1.0   31.48                           ***Aus alt mach neu!!***   \n",
       "1479    4.5  123.54  4,5 Zimmer frisch sanierter Altbau im begehrte...   \n",
       "3148    3.0   95.41  Sonnige Wohnung in Toplage von Berlin Zehlendo...   \n",
       "1948    1.0   37.65  Helle 1-Zimmer Wohnung nahe der FU in super La...   \n",
       "2276    2.5   53.55  Kleines gemütliches Heim in einer angenehmen S...   \n",
       "759     2.0   57.00      Neubau-Wohnung in Dahlem (inkl. EBK & Balkon)   \n",
       "1357    4.0  112.00  Neuwertige 4-Zimmer-Erdgeschosswohnung mit Sou...   \n",
       "1616    1.5   39.93                         Wir modernisieren für Sie!   \n",
       "458     2.5   71.70  Schöne, helle und sanierte 2,5 Zimmer-Altbauwo...   \n",
       "2622    3.0   58.00  Dachgeschoss-Wohnung in Berlin-Zehlendorf fris...   \n",
       "106     3.0   77.00  TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...   \n",
       "2256    2.5   79.30  Umfassend modernisierte Wohnung mit Einbauküch...   \n",
       "125     3.0   85.00  TRAUMHAFT helle Wohnung, Stuck, Einbauküche, W...   \n",
       "3176    3.0  105.64  3 Zimmer im EG und Souterrain in begehrter Wes...   \n",
       "1803    5.0  149.44  HOMESK - 5-Zimmer-Maisonette mit Terrasse in i...   \n",
       "741     3.0   82.30  Erstbezug in Toplage! Attraktives Apartment  A...   \n",
       "1399    4.0  114.00  Chices Wohnen mit netten Nachbarn, 151 m² auf ...   \n",
       "3265    6.0  147.00                    Exklusives Wohnen im Baudenkmal   \n",
       "412     2.0   69.00  Einziehen und Wohlfühlen! Moderne, vollmöblier...   \n",
       "704     3.0   96.50                 Wohnen im Rhytmus der Jahreszeiten   \n",
       "811     2.0   74.53                     Barrierefreie 2-Zimmer-Wohnung   \n",
       "1025    4.0  116.60  Sanierte 4Zi Wohnung am Dreipfuhlpark mit Balk...   \n",
       "2486    3.0   71.00              71qm in Dahlem Altbauvilla (möbliert)   \n",
       "1507    3.0  100.00    Sehr helle und ruhige 3 Zimmer Wohnung (Neubau)   \n",
       "1333    3.0  130.00  Top-Dahlem-Lage: Schönes Reihenmittelhaus mit ...   \n",
       "2489    3.0  133.00                        Exklusives Wohnen in Dahlem   \n",
       "108     3.0   86.00  Toplage!Attraktives Penthouse in einer Stadtvi...   \n",
       "\n",
       "                                                    url  zip_code  \\\n",
       "2443  https://www.immobilienscout24.de/expose/105518230     14109   \n",
       "1837  https://www.immobilienscout24.de/expose/106200307     14167   \n",
       "3127   https://www.immobilienscout24.de/expose/90729049     14129   \n",
       "3062   https://www.immobilienscout24.de/expose/96253253     14169   \n",
       "3252   https://www.immobilienscout24.de/expose/68925463     14169   \n",
       "2163  https://www.immobilienscout24.de/expose/105941117     14163   \n",
       "3141   https://www.immobilienscout24.de/expose/89349917     14169   \n",
       "3146   https://www.immobilienscout24.de/expose/89168579     14129   \n",
       "1439  https://www.immobilienscout24.de/expose/106366673     14169   \n",
       "2162  https://www.immobilienscout24.de/expose/105941148     14195   \n",
       "1174  https://www.immobilienscout24.de/expose/106495039     14109   \n",
       "2562  https://www.immobilienscout24.de/expose/105189965     14163   \n",
       "727    https://www.immobilienscout24.de/expose/89388312     14169   \n",
       "2744  https://www.immobilienscout24.de/expose/104558120     14195   \n",
       "470   https://www.immobilienscout24.de/expose/106245902     14109   \n",
       "170   https://www.immobilienscout24.de/expose/106296287     14169   \n",
       "2114  https://www.immobilienscout24.de/expose/105996967     14163   \n",
       "1949  https://www.immobilienscout24.de/expose/106129364     14167   \n",
       "2174  https://www.immobilienscout24.de/expose/105925436     14163   \n",
       "3079   https://www.immobilienscout24.de/expose/94637855     14195   \n",
       "2445  https://www.immobilienscout24.de/expose/105511918     14109   \n",
       "3166   https://www.immobilienscout24.de/expose/87475137     14195   \n",
       "584   https://www.immobilienscout24.de/expose/106296522     14195   \n",
       "1207  https://www.immobilienscout24.de/expose/106484356     14167   \n",
       "1885  https://www.immobilienscout24.de/expose/106174394     14129   \n",
       "1628  https://www.immobilienscout24.de/expose/106315694     14109   \n",
       "2134  https://www.immobilienscout24.de/expose/105949718     14163   \n",
       "161   https://www.immobilienscout24.de/expose/106574187     14169   \n",
       "2209  https://www.immobilienscout24.de/expose/105901612     14195   \n",
       "3032   https://www.immobilienscout24.de/expose/98023697     14165   \n",
       "1248  https://www.immobilienscout24.de/expose/106460055     14165   \n",
       "171   https://www.immobilienscout24.de/expose/106570653     14195   \n",
       "2463  https://www.immobilienscout24.de/expose/105476421     14195   \n",
       "1617  https://www.immobilienscout24.de/expose/106317805     14169   \n",
       "1479  https://www.immobilienscout24.de/expose/106362668     14163   \n",
       "3148   https://www.immobilienscout24.de/expose/89094255     14169   \n",
       "1948  https://www.immobilienscout24.de/expose/106129651     14195   \n",
       "2276  https://www.immobilienscout24.de/expose/105796491     14165   \n",
       "759   https://www.immobilienscout24.de/expose/106385218     14195   \n",
       "1357  https://www.immobilienscout24.de/expose/106418297     14167   \n",
       "1616  https://www.immobilienscout24.de/expose/106317810     14169   \n",
       "458   https://www.immobilienscout24.de/expose/106296679     14195   \n",
       "2622  https://www.immobilienscout24.de/expose/105030507     14163   \n",
       "106   https://www.immobilienscout24.de/expose/104927243     14169   \n",
       "2256  https://www.immobilienscout24.de/expose/105849682     14167   \n",
       "125   https://www.immobilienscout24.de/expose/106368136     14169   \n",
       "3176   https://www.immobilienscout24.de/expose/85787616     14163   \n",
       "1803  https://www.immobilienscout24.de/expose/106216844     14109   \n",
       "741   https://www.immobilienscout24.de/expose/106025236     14109   \n",
       "1399  https://www.immobilienscout24.de/expose/106384388     14129   \n",
       "3265   https://www.immobilienscout24.de/expose/62407818     14163   \n",
       "412   https://www.immobilienscout24.de/expose/106489995     14169   \n",
       "704    https://www.immobilienscout24.de/expose/85123148     14167   \n",
       "811    https://www.immobilienscout24.de/expose/66633796     14167   \n",
       "1025  https://www.immobilienscout24.de/expose/106533126     14195   \n",
       "2486  https://www.immobilienscout24.de/expose/105408183     14195   \n",
       "1507  https://www.immobilienscout24.de/expose/106350242     14169   \n",
       "1333  https://www.immobilienscout24.de/expose/106434786     14195   \n",
       "2489  https://www.immobilienscout24.de/expose/105400886     14169   \n",
       "108    https://www.immobilienscout24.de/expose/69450128     14163   \n",
       "\n",
       "     rent_predicted  rent_error rent_predicted2  rent_error2  \n",
       "2443    1437.746044 -167.746044     1570.768511  -300.768511  \n",
       "1837    1305.954371 -355.954371     1203.671937  -253.671937  \n",
       "3127     494.993166  -43.163166      682.943452  -231.113452  \n",
       "3062    1121.453452 -171.453452     1178.522517  -228.522517  \n",
       "3252    1075.177900 -165.177900     1124.910356  -214.910356  \n",
       "2163     720.064463 -272.494463      642.159508  -194.589508  \n",
       "3141    1297.641490  -88.041490     1338.298591  -128.698591  \n",
       "3146     652.893966 -117.873966      663.079293  -128.059293  \n",
       "1439     787.924484  -87.924484      827.669821  -127.669821  \n",
       "2162    1202.846253  -77.036253     1243.057065  -117.247065  \n",
       "1174    1746.810979 -118.810979     1735.575961  -107.575961  \n",
       "2562     779.700050 -209.700050      665.037399   -95.037399  \n",
       "727      454.869709 -104.869709      435.761654   -85.761654  \n",
       "2744    1482.511086   -7.141086     1557.273441   -81.903441  \n",
       "470     1224.384966  -44.384966     1259.603963   -79.603963  \n",
       "170     1217.194321 -168.964321     1127.684867   -79.454867  \n",
       "2114    1138.366149 -133.066149     1081.730295   -76.430295  \n",
       "1949    1035.582869 -110.152869     1001.512681   -76.082681  \n",
       "2174     729.012621 -167.862621      634.215068   -73.065068  \n",
       "3079     483.045506  -23.045506      528.310136   -68.310136  \n",
       "2445     239.619417  110.380583      417.931473   -67.931473  \n",
       "3166     386.625110    8.374890      462.710247   -67.710247  \n",
       "584     1017.781889 -116.821889      962.872055   -61.912055  \n",
       "1207     806.508627  -26.508627      841.102206   -61.102206  \n",
       "1885     333.962869  161.037131      553.229204   -58.229204  \n",
       "1628    1149.333315  -50.333315     1151.160564   -52.160564  \n",
       "2134     445.398265   -0.578265      495.619082   -50.799082  \n",
       "161      566.522880  -56.522880      559.692097   -49.692097  \n",
       "2209     911.908513 -116.908513      842.185310   -47.185310  \n",
       "3032     607.948229   -1.898229      650.489777   -44.439777  \n",
       "1248     535.663953  -14.123953      561.426775   -39.886775  \n",
       "171      864.609975  -65.609975      816.286358   -17.286358  \n",
       "2463     993.251165  -31.331165      976.409934   -14.489934  \n",
       "1617     376.140169   72.729831      460.272905   -11.402905  \n",
       "1479    1390.823429   51.966571     1450.266042    -7.476042  \n",
       "3148    1038.682083   11.317917     1051.933018    -1.933018  \n",
       "1948     457.460990   41.539010      499.011246    -0.011246  \n",
       "2276     573.977819   16.022181      588.051509     1.948491  \n",
       "759      807.831113   12.168887      815.241054     4.758946  \n",
       "1357    1384.695567   71.304433     1441.816748    14.183252  \n",
       "1616     467.672184   58.357816      510.775749    15.254251  \n",
       "458      823.435844   36.964156      827.292706    33.107294  \n",
       "2622     810.045938  -10.045938      763.959868    36.040132  \n",
       "106      961.262755  103.737245     1018.446242    46.553758  \n",
       "2256    1012.491852   97.508148     1051.215143    58.784857  \n",
       "125     1045.289244   82.710756     1067.319309    60.680691  \n",
       "3176    1240.154311   79.885689     1258.230437    61.809563  \n",
       "1803    1773.051894    1.948106     1709.690457    65.309543  \n",
       "741     1031.474510  198.525490     1160.422212    69.577788  \n",
       "1399    1157.245602  438.754398     1482.121944   113.878056  \n",
       "3265    1620.299288  179.700712     1671.601982   128.398018  \n",
       "412      902.165139  267.834861     1029.413112   140.586888  \n",
       "704     1216.336171  278.663829     1343.165377   151.834623  \n",
       "811      833.229356  308.570644      968.831498   172.968502  \n",
       "1025    1303.371622  195.628378     1325.500322   173.499678  \n",
       "2486     955.217524  294.782476     1073.999844   176.000156  \n",
       "1507    1253.734189  246.265811     1312.204295   187.795705  \n",
       "1333    1554.504547  345.495453     1698.145044   201.854956  \n",
       "2489    1625.612385  364.387615     1613.660416   376.339584  \n",
       "108     1109.356666  480.643334     1131.957096   458.042904  \n",
       "\n",
       "[60 rows x 23 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top[top[\"district\"].str.contains(\"Zehlendorf\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>balcony</th>\n",
       "      <th>city</th>\n",
       "      <th>contact_name</th>\n",
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       "      <th>kitchen</th>\n",
       "      <th>lat</th>\n",
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       "      <th>title</th>\n",
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       "      <th>rent_predicted</th>\n",
       "      <th>rent_error</th>\n",
       "      <th>rent_predicted2</th>\n",
       "      <th>rent_error2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2610</th>\n",
       "      <td>Halskestraße 6</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
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       "      <td>105100305</td>\n",
       "      <td>1</td>\n",
       "      <td>52.44812</td>\n",
       "      <td>...</td>\n",
       "      <td>552.10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>67.10</td>\n",
       "      <td>Schöne 2 1/2  Zimmerwohnung in Steglitz zu ver...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105100305</td>\n",
       "      <td>12167</td>\n",
       "      <td>1360.415055</td>\n",
       "      <td>-808.315055</td>\n",
       "      <td>787.997897</td>\n",
       "      <td>-235.897897</td>\n",
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       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Cunostr. 8</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Carolin Vonderau</td>\n",
       "      <td>Schmargendorf (Wilmersdorf)</td>\n",
       "      <td>454.60</td>\n",
       "      <td>0</td>\n",
       "      <td>106434812</td>\n",
       "      <td>1</td>\n",
       "      <td>52.47576</td>\n",
       "      <td>...</td>\n",
       "      <td>1006.12</td>\n",
       "      <td>4.0</td>\n",
       "      <td>133.71</td>\n",
       "      <td>Helles Wohnen in großzügiger Wohnung in Schmar...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106434812</td>\n",
       "      <td>14199</td>\n",
       "      <td>1788.847224</td>\n",
       "      <td>-782.727224</td>\n",
       "      <td>1389.505738</td>\n",
       "      <td>-383.385738</td>\n",
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       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>Albrechtstraße 119</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Felix Kleinsorge</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>120.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106404646</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45546</td>\n",
       "      <td>...</td>\n",
       "      <td>810.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>92.00</td>\n",
       "      <td>Schöne, geräumige drei Zimmer Wohnung in Berli...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106404646</td>\n",
       "      <td>12167</td>\n",
       "      <td>1558.998366</td>\n",
       "      <td>-748.998366</td>\n",
       "      <td>1087.795280</td>\n",
       "      <td>-277.795280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215</th>\n",
       "      <td>Halskestr. 10</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Pamela Wunsch</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>199.70</td>\n",
       "      <td>0</td>\n",
       "      <td>105896145</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44894</td>\n",
       "      <td>...</td>\n",
       "      <td>430.30</td>\n",
       "      <td>1.5</td>\n",
       "      <td>63.05</td>\n",
       "      <td>rollstuhlgerechte Seniorenwohnung für Schnelle...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105896145</td>\n",
       "      <td>12167</td>\n",
       "      <td>1145.476664</td>\n",
       "      <td>-715.176664</td>\n",
       "      <td>544.446201</td>\n",
       "      <td>-114.146201</td>\n",
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       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Susann Linke</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>337.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106385962</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>741.69</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.45</td>\n",
       "      <td>Nur mit WBS! Tolle Lage am Lützowufer/am Landw...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106385962</td>\n",
       "      <td>10785</td>\n",
       "      <td>1436.703689</td>\n",
       "      <td>-695.013689</td>\n",
       "      <td>1270.992432</td>\n",
       "      <td>-529.302432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>Greifswalderstrasse 200A</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prenzlauer Berg (Prenzlauer Berg)</td>\n",
       "      <td>457.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106487507</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53405</td>\n",
       "      <td>...</td>\n",
       "      <td>1600.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>148.00</td>\n",
       "      <td>Schöne,Sonnige, geräumige vier Zimmer Wohnung ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106487507</td>\n",
       "      <td>10405</td>\n",
       "      <td>2270.419634</td>\n",
       "      <td>-670.419634</td>\n",
       "      <td>1670.614769</td>\n",
       "      <td>-70.614769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2437</th>\n",
       "      <td>Erlenstraße 19</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Torsten Resa</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>220.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105546687</td>\n",
       "      <td>1</td>\n",
       "      <td>52.45056</td>\n",
       "      <td>...</td>\n",
       "      <td>600.00</td>\n",
       "      <td>1.5</td>\n",
       "      <td>65.00</td>\n",
       "      <td>Appartement mit Weitblick. 1,5-Zimmer-DG-Wohnu...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105546687</td>\n",
       "      <td>12167</td>\n",
       "      <td>1267.071856</td>\n",
       "      <td>-667.071856</td>\n",
       "      <td>1014.436872</td>\n",
       "      <td>-414.436872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Birkbuschstraße 31</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>307.00</td>\n",
       "      <td>0</td>\n",
       "      <td>60957128</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44712</td>\n",
       "      <td>...</td>\n",
       "      <td>1014.59</td>\n",
       "      <td>3.0</td>\n",
       "      <td>111.80</td>\n",
       "      <td>Sonnige Maisonettewohnung!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/60957128</td>\n",
       "      <td>12167</td>\n",
       "      <td>1671.068208</td>\n",
       "      <td>-656.478208</td>\n",
       "      <td>1196.196052</td>\n",
       "      <td>-181.606052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3234</th>\n",
       "      <td>Luckenwalder Straße 70</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Vermietungsbüro \"Grüne Mitte\"</td>\n",
       "      <td>Hellersdorf (Hellersdorf)</td>\n",
       "      <td>454.68</td>\n",
       "      <td>0</td>\n",
       "      <td>74225906</td>\n",
       "      <td>0</td>\n",
       "      <td>52.54397</td>\n",
       "      <td>...</td>\n",
       "      <td>1182.16</td>\n",
       "      <td>4.0</td>\n",
       "      <td>181.87</td>\n",
       "      <td>Toller Ausblick auf 2 Etagen mit 2 Balkonen</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/74225906</td>\n",
       "      <td>12629</td>\n",
       "      <td>1831.829832</td>\n",
       "      <td>-649.669832</td>\n",
       "      <td>1322.502375</td>\n",
       "      <td>-140.342375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>Albrechtstr. 37</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Vermietungsbüro Wohnung</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>125.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106486746</td>\n",
       "      <td>0</td>\n",
       "      <td>52.45182</td>\n",
       "      <td>...</td>\n",
       "      <td>382.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.40</td>\n",
       "      <td>Erstbezug nach Sanierung! 1-Zi-WE mit großem S...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106486746</td>\n",
       "      <td>12167</td>\n",
       "      <td>1015.048759</td>\n",
       "      <td>-633.048759</td>\n",
       "      <td>475.120790</td>\n",
       "      <td>-93.120790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2484</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Giulia Valentino</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>302.56</td>\n",
       "      <td>0</td>\n",
       "      <td>105422212</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>660.32</td>\n",
       "      <td>2.0</td>\n",
       "      <td>82.54</td>\n",
       "      <td>ROLLSTUHLGERECHTE WOHNUNG - zentral und cityna...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105422212</td>\n",
       "      <td>10557</td>\n",
       "      <td>1290.728186</td>\n",
       "      <td>-630.408186</td>\n",
       "      <td>1035.750822</td>\n",
       "      <td>-375.430822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Juliane Sommerkorn</td>\n",
       "      <td>Prenzlauer Berg (Prenzlauer Berg)</td>\n",
       "      <td>235.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106440157</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>714.20</td>\n",
       "      <td>2.5</td>\n",
       "      <td>71.00</td>\n",
       "      <td>Nachmieter für schöne 2,5 Zimmer im Kollwitzki...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106440157</td>\n",
       "      <td>10405</td>\n",
       "      <td>1326.944904</td>\n",
       "      <td>-612.744904</td>\n",
       "      <td>848.080784</td>\n",
       "      <td>-133.880784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2976</th>\n",
       "      <td>Danzigerstr. 94</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Jan kiefer</td>\n",
       "      <td>Prenzlauer Berg (Prenzlauer Berg)</td>\n",
       "      <td>190.00</td>\n",
       "      <td>0</td>\n",
       "      <td>101189426</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53756</td>\n",
       "      <td>...</td>\n",
       "      <td>900.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>76.00</td>\n",
       "      <td>ruhige, moblierte 2,5-Zimmer Wohnung im Seiten...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/101189426</td>\n",
       "      <td>10405</td>\n",
       "      <td>1505.844124</td>\n",
       "      <td>-605.844124</td>\n",
       "      <td>1021.698857</td>\n",
       "      <td>-121.698857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>Wörther Straße 26</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Telefonist ADEN Immo</td>\n",
       "      <td>Prenzlauer Berg (Prenzlauer Berg)</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106222499</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53609</td>\n",
       "      <td>...</td>\n",
       "      <td>499.56</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.20</td>\n",
       "      <td>Schöne 1-Zimmer-Wohnung mit Süd-West-Balkon</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106222499</td>\n",
       "      <td>10405</td>\n",
       "      <td>1104.744161</td>\n",
       "      <td>-605.184161</td>\n",
       "      <td>646.906612</td>\n",
       "      <td>-147.346612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>Schildhornstrasse 77</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Hardy  Ney</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>304.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105725420</td>\n",
       "      <td>1</td>\n",
       "      <td>52.46339</td>\n",
       "      <td>...</td>\n",
       "      <td>658.66</td>\n",
       "      <td>4.0</td>\n",
       "      <td>98.75</td>\n",
       "      <td>4-Zi. Loggia-Balkonwohnung nahe Schloßstr. (WB...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105725420</td>\n",
       "      <td>12163</td>\n",
       "      <td>1253.197024</td>\n",
       "      <td>-594.537024</td>\n",
       "      <td>1282.706798</td>\n",
       "      <td>-624.046798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Vanessa Laribi</td>\n",
       "      <td>Charlottenburg (Charlottenburg)</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104559726</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1250.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>155.00</td>\n",
       "      <td>Stilvolle, geräumige und gepflegte 4-Zimmer-Wo...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104559726</td>\n",
       "      <td>14059</td>\n",
       "      <td>1844.334270</td>\n",
       "      <td>-594.334270</td>\n",
       "      <td>1492.103387</td>\n",
       "      <td>-242.103387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>Straßburger Straße 26</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ingo Pries</td>\n",
       "      <td>Prenzlauer Berg (Prenzlauer Berg)</td>\n",
       "      <td>80.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106512084</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53195</td>\n",
       "      <td>...</td>\n",
       "      <td>585.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.00</td>\n",
       "      <td>Wohnen am Wasserturm / Appartment im Erstbezug...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106512084</td>\n",
       "      <td>10405</td>\n",
       "      <td>1174.612676</td>\n",
       "      <td>-589.612676</td>\n",
       "      <td>667.597633</td>\n",
       "      <td>-82.597633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>Chausseestraße  88 A</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Martina Barte</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>196.00</td>\n",
       "      <td>1</td>\n",
       "      <td>106128582</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53706</td>\n",
       "      <td>...</td>\n",
       "      <td>694.93</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.87</td>\n",
       "      <td>Schöne 2 Zimmerwohnung mit kleinem Garten  inM...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106128582</td>\n",
       "      <td>10115</td>\n",
       "      <td>1283.518548</td>\n",
       "      <td>-588.588548</td>\n",
       "      <td>1276.093704</td>\n",
       "      <td>-581.163704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Manteuffelstr. 57a</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Vermietungsteam Stadthaus Verwaltungsgesellschaft</td>\n",
       "      <td>Tempelhof (Tempelhof)</td>\n",
       "      <td>185.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105298708</td>\n",
       "      <td>0</td>\n",
       "      <td>52.46217</td>\n",
       "      <td>...</td>\n",
       "      <td>744.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>111.30</td>\n",
       "      <td>Tempelhof! Bosepark! Attraktive 3 Zimmerwohnun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105298708</td>\n",
       "      <td>12103</td>\n",
       "      <td>1332.444464</td>\n",
       "      <td>-588.444464</td>\n",
       "      <td>1007.801055</td>\n",
       "      <td>-263.801055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1799</th>\n",
       "      <td>Prinzregentenstr. 93</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>André Albowski</td>\n",
       "      <td>Wilmersdorf (Wilmersdorf)</td>\n",
       "      <td>295.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106217848</td>\n",
       "      <td>1</td>\n",
       "      <td>52.49157</td>\n",
       "      <td>...</td>\n",
       "      <td>1596.00</td>\n",
       "      <td>4.5</td>\n",
       "      <td>167.98</td>\n",
       "      <td>4,5 Zi.-Whg. mit Balkon im attraktivem Altbau</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106217848</td>\n",
       "      <td>10717</td>\n",
       "      <td>2170.258147</td>\n",
       "      <td>-574.258147</td>\n",
       "      <td>1722.855703</td>\n",
       "      <td>-126.855703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>Holländerstraße 18</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Christel Neumann</td>\n",
       "      <td>Reinickendorf (Reinickendorf)</td>\n",
       "      <td>180.00</td>\n",
       "      <td>0</td>\n",
       "      <td>100213638</td>\n",
       "      <td>1</td>\n",
       "      <td>52.56220</td>\n",
       "      <td>...</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>4.5</td>\n",
       "      <td>165.00</td>\n",
       "      <td>Erstbezug nach Komplettsanierung</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/100213638</td>\n",
       "      <td>13407</td>\n",
       "      <td>1889.773160</td>\n",
       "      <td>-569.773160</td>\n",
       "      <td>1641.143908</td>\n",
       "      <td>-321.143908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2747</th>\n",
       "      <td>Krautstraße 53</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Robert Hahn</td>\n",
       "      <td>Friedrichshain (Friedrichshain)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104541697</td>\n",
       "      <td>0</td>\n",
       "      <td>52.51719</td>\n",
       "      <td>...</td>\n",
       "      <td>690.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>82.00</td>\n",
       "      <td>Ruhige, geräumige zwei Zimmer Wohnung im Fried...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104541697</td>\n",
       "      <td>10243</td>\n",
       "      <td>1245.956429</td>\n",
       "      <td>-555.956429</td>\n",
       "      <td>981.933878</td>\n",
       "      <td>-291.933878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>Amfortasweg 35</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Nadine Michaelis</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>159.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106533153</td>\n",
       "      <td>0</td>\n",
       "      <td>52.44723</td>\n",
       "      <td>...</td>\n",
       "      <td>543.04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>Ansehen: frisch modernisiertes Wohnglück</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533153</td>\n",
       "      <td>12167</td>\n",
       "      <td>1098.016235</td>\n",
       "      <td>-554.976235</td>\n",
       "      <td>604.764882</td>\n",
       "      <td>-61.724882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2572</th>\n",
       "      <td>Motzstr. 16</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Paolo Guerra</td>\n",
       "      <td>Schöneberg (Schöneberg)</td>\n",
       "      <td>174.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105171448</td>\n",
       "      <td>1</td>\n",
       "      <td>52.49869</td>\n",
       "      <td>...</td>\n",
       "      <td>481.91</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.24</td>\n",
       "      <td>2-Zimmerwohnung mit Balkon in der Motzstr. 16,...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105171448</td>\n",
       "      <td>10777</td>\n",
       "      <td>1036.064370</td>\n",
       "      <td>-554.154370</td>\n",
       "      <td>842.051710</td>\n",
       "      <td>-360.141710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1911</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Susann Linke</td>\n",
       "      <td>Wilmersdorf (Wilmersdorf)</td>\n",
       "      <td>218.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106165199</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>576.01</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.05</td>\n",
       "      <td>Nur mit WBS! Rollstuhlgerechte, sanierte Wohnu...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106165199</td>\n",
       "      <td>10715</td>\n",
       "      <td>1120.163474</td>\n",
       "      <td>-544.153474</td>\n",
       "      <td>893.127688</td>\n",
       "      <td>-317.117688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>Admiralstr. 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Robin Cramer</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>334.79</td>\n",
       "      <td>0</td>\n",
       "      <td>106533984</td>\n",
       "      <td>0</td>\n",
       "      <td>52.49770</td>\n",
       "      <td>...</td>\n",
       "      <td>575.75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>82.34</td>\n",
       "      <td>Ruhig und zentral am Kottbusser Tor!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533984</td>\n",
       "      <td>10999</td>\n",
       "      <td>1101.252186</td>\n",
       "      <td>-525.502186</td>\n",
       "      <td>656.797621</td>\n",
       "      <td>-81.047621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587</th>\n",
       "      <td>Else-Lasker-Schüler-Straße 22</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Sven Lanzer</td>\n",
       "      <td>Schöneberg (Schöneberg)</td>\n",
       "      <td>300.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106321795</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50020</td>\n",
       "      <td>...</td>\n",
       "      <td>990.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Großzügiges Wohnen am Nollendorfplatz! Riesen ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106321795</td>\n",
       "      <td>10783</td>\n",
       "      <td>1514.466869</td>\n",
       "      <td>-524.466869</td>\n",
       "      <td>1299.058571</td>\n",
       "      <td>-309.058571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Admiralstr. 4</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Robin Cramer</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>333.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106533985</td>\n",
       "      <td>0</td>\n",
       "      <td>52.49784</td>\n",
       "      <td>...</td>\n",
       "      <td>572.68</td>\n",
       "      <td>3.0</td>\n",
       "      <td>81.90</td>\n",
       "      <td>Ruhige Kiezlage für Familien!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533985</td>\n",
       "      <td>10999</td>\n",
       "      <td>1096.630730</td>\n",
       "      <td>-523.950730</td>\n",
       "      <td>649.065146</td>\n",
       "      <td>-76.385146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>Admiralstr. 4</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Robin Cramer</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>332.07</td>\n",
       "      <td>0</td>\n",
       "      <td>106533989</td>\n",
       "      <td>0</td>\n",
       "      <td>52.49784</td>\n",
       "      <td>...</td>\n",
       "      <td>571.07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>81.67</td>\n",
       "      <td>Am Kottbusser Tor und dennoch ruhig!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106533989</td>\n",
       "      <td>10999</td>\n",
       "      <td>1094.214968</td>\n",
       "      <td>-523.144968</td>\n",
       "      <td>647.104776</td>\n",
       "      <td>-76.034776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3081</th>\n",
       "      <td>Gabriele-Tergit-Promenade 11</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Simone  Kestner</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>350.00</td>\n",
       "      <td>1</td>\n",
       "      <td>94304348</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50624</td>\n",
       "      <td>...</td>\n",
       "      <td>1350.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.00</td>\n",
       "      <td>Großzügiges Apartment direkt am Potsdamer Platz</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/94304348</td>\n",
       "      <td>10963</td>\n",
       "      <td>1871.240588</td>\n",
       "      <td>-521.240588</td>\n",
       "      <td>1517.505157</td>\n",
       "      <td>-167.505157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1504</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Tatjana Plaksin</td>\n",
       "      <td>Bohnsdorf (Treptow)</td>\n",
       "      <td>194.69</td>\n",
       "      <td>0</td>\n",
       "      <td>106351428</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1250.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>63.38</td>\n",
       "      <td>Bezugsfrei ab 01.08.2018, Penthouse, Direkter ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106351428</td>\n",
       "      <td>12555</td>\n",
       "      <td>630.702532</td>\n",
       "      <td>619.297468</td>\n",
       "      <td>864.584286</td>\n",
       "      <td>385.415714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2199</th>\n",
       "      <td>Birkenstraße 31</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Katharina Noack</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>260.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105916237</td>\n",
       "      <td>1</td>\n",
       "      <td>52.53239</td>\n",
       "      <td>...</td>\n",
       "      <td>1735.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>92.96</td>\n",
       "      <td>Erstbezug Dachgeschoß: 3-Zi. Apartm. incl. EBK...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105916237</td>\n",
       "      <td>10551</td>\n",
       "      <td>1113.997870</td>\n",
       "      <td>621.002130</td>\n",
       "      <td>1446.949959</td>\n",
       "      <td>288.050041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Markgrafenstraße 88</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Peter Shamborovsky</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>450.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104809683</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50351</td>\n",
       "      <td>...</td>\n",
       "      <td>1990.00</td>\n",
       "      <td>3.5</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Luxury  A-class apartment near Checkpoint Char...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104809683</td>\n",
       "      <td>10969</td>\n",
       "      <td>1366.848482</td>\n",
       "      <td>623.151518</td>\n",
       "      <td>1867.804814</td>\n",
       "      <td>122.195186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Markgrafenstraße 88</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Peter Shamborovsky</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>450.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104506675</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50351</td>\n",
       "      <td>...</td>\n",
       "      <td>1990.00</td>\n",
       "      <td>3.5</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Luxury, geräumige drei Zimmer Wohnung in Berli...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104506675</td>\n",
       "      <td>10969</td>\n",
       "      <td>1366.848482</td>\n",
       "      <td>623.151518</td>\n",
       "      <td>1867.804814</td>\n",
       "      <td>122.195186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3025</th>\n",
       "      <td>Gutsmuthsstraße 11</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steglitz (Steglitz)</td>\n",
       "      <td>70.00</td>\n",
       "      <td>0</td>\n",
       "      <td>98385971</td>\n",
       "      <td>0</td>\n",
       "      <td>52.46567</td>\n",
       "      <td>...</td>\n",
       "      <td>1300.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>56.25</td>\n",
       "      <td>TOP renovierte Gewerbe Nähe Forum Steglitz und...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/98385971</td>\n",
       "      <td>12163</td>\n",
       "      <td>674.865565</td>\n",
       "      <td>625.134435</td>\n",
       "      <td>977.431028</td>\n",
       "      <td>322.568972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3050</th>\n",
       "      <td>Fidicinstr. 33</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kreuzberg (Kreuzberg)</td>\n",
       "      <td>240.00</td>\n",
       "      <td>0</td>\n",
       "      <td>96750369</td>\n",
       "      <td>1</td>\n",
       "      <td>52.48713</td>\n",
       "      <td>...</td>\n",
       "      <td>1795.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.48</td>\n",
       "      <td>Dachgeschoss der Extraklasse - Mitten im Bergm...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/96750369</td>\n",
       "      <td>10965</td>\n",
       "      <td>1167.966516</td>\n",
       "      <td>627.033484</td>\n",
       "      <td>1303.070349</td>\n",
       "      <td>491.929651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mariendorf (Tempelhof)</td>\n",
       "      <td>250.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106364566</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Familienwohnung in zentraler Lage von Berlin</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106364566</td>\n",
       "      <td>12107</td>\n",
       "      <td>1172.376137</td>\n",
       "      <td>627.623863</td>\n",
       "      <td>1511.526025</td>\n",
       "      <td>288.473975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Tatjana Plaksin</td>\n",
       "      <td>Bohnsdorf (Treptow)</td>\n",
       "      <td>196.68</td>\n",
       "      <td>0</td>\n",
       "      <td>106351429</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.56</td>\n",
       "      <td>Bezugsfrei ab 01.08.2018, Penthouse, Direkter ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106351429</td>\n",
       "      <td>12555</td>\n",
       "      <td>653.599750</td>\n",
       "      <td>636.400250</td>\n",
       "      <td>876.257463</td>\n",
       "      <td>413.742537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2994</th>\n",
       "      <td>Sophienstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>250.00</td>\n",
       "      <td>0</td>\n",
       "      <td>100157936</td>\n",
       "      <td>0</td>\n",
       "      <td>52.52512</td>\n",
       "      <td>...</td>\n",
       "      <td>1728.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>86.42</td>\n",
       "      <td>Urbanes Wohnen am Hackeschen Markt!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/100157936</td>\n",
       "      <td>10178</td>\n",
       "      <td>1082.759276</td>\n",
       "      <td>645.740724</td>\n",
       "      <td>1421.906827</td>\n",
       "      <td>306.593173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Petra Hubertus</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106297883</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>45.60</td>\n",
       "      <td>die perfekte single-dg-whg. in mitte am gipsdr...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106297883</td>\n",
       "      <td>10119</td>\n",
       "      <td>851.019246</td>\n",
       "      <td>648.980754</td>\n",
       "      <td>1180.733693</td>\n",
       "      <td>319.266307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Morgensternstr. 9</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lichterfelde (Steglitz)</td>\n",
       "      <td>120.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106495767</td>\n",
       "      <td>1</td>\n",
       "      <td>52.42691</td>\n",
       "      <td>...</td>\n",
       "      <td>1180.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>58.00</td>\n",
       "      <td>Moderne voll möblierte zwei Zimmer Wohnung in ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106495767</td>\n",
       "      <td>12207</td>\n",
       "      <td>527.954040</td>\n",
       "      <td>652.045960</td>\n",
       "      <td>875.180553</td>\n",
       "      <td>304.819447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Gabrielle-Tergit-Promenade 21</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tiergarten (Tiergarten)</td>\n",
       "      <td>270.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106046414</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50419</td>\n",
       "      <td>...</td>\n",
       "      <td>1730.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.30</td>\n",
       "      <td>Wohnen am Potsdamer Platz - 3 Zimmer / Neubau/...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106046414</td>\n",
       "      <td>10923</td>\n",
       "      <td>1074.364449</td>\n",
       "      <td>655.635551</td>\n",
       "      <td>1558.151719</td>\n",
       "      <td>171.848281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2699</th>\n",
       "      <td>Boxhagener Straße 35</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>D. Schlösser</td>\n",
       "      <td>Friedrichshain (Friedrichshain)</td>\n",
       "      <td>260.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104743642</td>\n",
       "      <td>1</td>\n",
       "      <td>52.51214</td>\n",
       "      <td>...</td>\n",
       "      <td>1931.16</td>\n",
       "      <td>2.0</td>\n",
       "      <td>87.78</td>\n",
       "      <td>Über den Dächern in Friedrichshain - Neubau - ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104743642</td>\n",
       "      <td>10245</td>\n",
       "      <td>1274.842655</td>\n",
       "      <td>656.317345</td>\n",
       "      <td>1592.577993</td>\n",
       "      <td>338.582007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3162</th>\n",
       "      <td>Atzpodienstr. 3</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Frau Claudia Ewel</td>\n",
       "      <td>Lichtenberg (Lichtenberg)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>87915421</td>\n",
       "      <td>0</td>\n",
       "      <td>52.51278</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.76</td>\n",
       "      <td>++ SANIERT ++ Mit großzügige Terrasse in gepfl...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/87915421</td>\n",
       "      <td>10365</td>\n",
       "      <td>334.753311</td>\n",
       "      <td>665.246689</td>\n",
       "      <td>732.666601</td>\n",
       "      <td>267.333399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Albrecht-Achilles-Straße 65</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Privat von  Herr Bauer</td>\n",
       "      <td>Wilmersdorf (Wilmersdorf)</td>\n",
       "      <td>285.00</td>\n",
       "      <td>1</td>\n",
       "      <td>104633499</td>\n",
       "      <td>0</td>\n",
       "      <td>52.49846</td>\n",
       "      <td>...</td>\n",
       "      <td>1890.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Erstbezug! - Residenz \"Kurfürstenlogen\" - Trau...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104633499</td>\n",
       "      <td>10709</td>\n",
       "      <td>1218.475703</td>\n",
       "      <td>671.524297</td>\n",
       "      <td>1369.368904</td>\n",
       "      <td>520.631096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2757</th>\n",
       "      <td>Weserstr. 37</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Neukölln (Neukölln)</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104474841</td>\n",
       "      <td>0</td>\n",
       "      <td>52.48524</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.00</td>\n",
       "      <td>Krölln</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104474841</td>\n",
       "      <td>12045</td>\n",
       "      <td>318.384980</td>\n",
       "      <td>681.615020</td>\n",
       "      <td>718.565266</td>\n",
       "      <td>281.434734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2817</th>\n",
       "      <td>Zillestraße 107</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ioannis Tzakris</td>\n",
       "      <td>Charlottenburg (Charlottenburg)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>104028928</td>\n",
       "      <td>1</td>\n",
       "      <td>52.51330</td>\n",
       "      <td>...</td>\n",
       "      <td>1980.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>96.00</td>\n",
       "      <td>Hochwertig eingerichtete sanierte Altbauwohnun...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104028928</td>\n",
       "      <td>10585</td>\n",
       "      <td>1296.839403</td>\n",
       "      <td>683.160597</td>\n",
       "      <td>1471.955126</td>\n",
       "      <td>508.044874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Hauptstr. 29</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Robert Streller</td>\n",
       "      <td>Rosenthal (Pankow)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>105700602</td>\n",
       "      <td>1</td>\n",
       "      <td>52.58680</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.00</td>\n",
       "      <td>Vollmöbliert - Erstbezug - Toll eingerichtete ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105700602</td>\n",
       "      <td>13158</td>\n",
       "      <td>602.774870</td>\n",
       "      <td>687.225130</td>\n",
       "      <td>1032.360100</td>\n",
       "      <td>257.639900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>Goslarer Ufer 1A</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Anja Meyer</td>\n",
       "      <td>Charlottenburg (Charlottenburg)</td>\n",
       "      <td>237.50</td>\n",
       "      <td>0</td>\n",
       "      <td>106151674</td>\n",
       "      <td>1</td>\n",
       "      <td>52.52058</td>\n",
       "      <td>...</td>\n",
       "      <td>1849.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Ihre neue Traumwohnung in direkter Wasserlage!</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106151674</td>\n",
       "      <td>10589</td>\n",
       "      <td>1155.805145</td>\n",
       "      <td>693.194855</td>\n",
       "      <td>1565.765527</td>\n",
       "      <td>283.234473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Friedrichshain (Friedrichshain)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106290819</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1680.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.00</td>\n",
       "      <td>helle, möblierte Mietwohnung direkt im Friedri...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106290819</td>\n",
       "      <td>10245</td>\n",
       "      <td>930.544116</td>\n",
       "      <td>749.455884</td>\n",
       "      <td>1274.861009</td>\n",
       "      <td>405.138991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Petra Hubertus reco immobilienbüro</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>134.51</td>\n",
       "      <td>0</td>\n",
       "      <td>104969872</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.00</td>\n",
       "      <td>sophienstraße 1 zi-apt. mit südterrasse und ko...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/104969872</td>\n",
       "      <td>10178</td>\n",
       "      <td>700.298836</td>\n",
       "      <td>799.701164</td>\n",
       "      <td>1025.266981</td>\n",
       "      <td>474.733019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Petra Hubertus reco immobilienbüro</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>134.51</td>\n",
       "      <td>0</td>\n",
       "      <td>105923967</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.00</td>\n",
       "      <td>sophienstraße 1 zi-apt. mit südterrasse und ko...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/105923967</td>\n",
       "      <td>10178</td>\n",
       "      <td>700.298836</td>\n",
       "      <td>799.701164</td>\n",
       "      <td>1025.266981</td>\n",
       "      <td>474.733019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Charlottenburg (Charlottenburg)</td>\n",
       "      <td>199.70</td>\n",
       "      <td>0</td>\n",
       "      <td>106535547</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1850.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>77.20</td>\n",
       "      <td>Charlottenburg: Lietzensee: helles Dachgeschos...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106535547</td>\n",
       "      <td>14057</td>\n",
       "      <td>1045.707043</td>\n",
       "      <td>804.292957</td>\n",
       "      <td>1607.934160</td>\n",
       "      <td>242.065840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3070</th>\n",
       "      <td>Mühlenstraße 60</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Olaf  Ruhnke</td>\n",
       "      <td>Friedrichshain (Friedrichshain)</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0</td>\n",
       "      <td>95250533</td>\n",
       "      <td>1</td>\n",
       "      <td>52.50615</td>\n",
       "      <td>...</td>\n",
       "      <td>1790.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>Spektakuläres Wohnen über der Eastside Gallery</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/95250533</td>\n",
       "      <td>10245</td>\n",
       "      <td>983.060672</td>\n",
       "      <td>806.939328</td>\n",
       "      <td>1269.592561</td>\n",
       "      <td>520.407439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Wühlischstraße 29</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Julian Karwath</td>\n",
       "      <td>Friedrichshain (Friedrichshain)</td>\n",
       "      <td>150.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106095319</td>\n",
       "      <td>0</td>\n",
       "      <td>52.50959</td>\n",
       "      <td>...</td>\n",
       "      <td>1900.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Schöne, geräumige zwei Zimmer Wohnung in Berli...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106095319</td>\n",
       "      <td>10245</td>\n",
       "      <td>1046.693318</td>\n",
       "      <td>853.306682</td>\n",
       "      <td>1295.724236</td>\n",
       "      <td>604.275764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Puccinistr. 32</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Ernst Konrad</td>\n",
       "      <td>Weißensee (Weißensee)</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>106382335</td>\n",
       "      <td>1</td>\n",
       "      <td>52.54535</td>\n",
       "      <td>...</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>Wohnen auf Zeit 2 ZKB Loft in begehrter Umgebu...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/106382335</td>\n",
       "      <td>13088</td>\n",
       "      <td>626.160393</td>\n",
       "      <td>873.839607</td>\n",
       "      <td>991.690345</td>\n",
       "      <td>508.309655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3210</th>\n",
       "      <td>Otto-Braun Strasse 67</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Renting  Team Berlin</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>79469157</td>\n",
       "      <td>1</td>\n",
       "      <td>52.52418</td>\n",
       "      <td>...</td>\n",
       "      <td>1490.00</td>\n",
       "      <td>1.5</td>\n",
       "      <td>21.00</td>\n",
       "      <td>Möbliertes Junior Studio Apartment in Berlin M...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/79469157</td>\n",
       "      <td>10178</td>\n",
       "      <td>508.800255</td>\n",
       "      <td>981.199745</td>\n",
       "      <td>683.505525</td>\n",
       "      <td>806.494475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3208</th>\n",
       "      <td>Otto-Braun Strasse 67</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Renting  Team Berlin</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>79469862</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1790.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>34.00</td>\n",
       "      <td>Möbliertes Junior 1 Bedroom Apartment in Berli...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/79469862</td>\n",
       "      <td>10178</td>\n",
       "      <td>648.122336</td>\n",
       "      <td>1141.877664</td>\n",
       "      <td>1318.871419</td>\n",
       "      <td>471.128581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3209</th>\n",
       "      <td>Otto-Braun Strasse 67</td>\n",
       "      <td>0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Renting  Team Berlin</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>79469592</td>\n",
       "      <td>1</td>\n",
       "      <td>52.52415</td>\n",
       "      <td>...</td>\n",
       "      <td>1690.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.00</td>\n",
       "      <td>Möbliertes Mini 1 Bedroom Apartment in Berlin ...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/79469592</td>\n",
       "      <td>10178</td>\n",
       "      <td>548.034463</td>\n",
       "      <td>1141.965537</td>\n",
       "      <td>589.779945</td>\n",
       "      <td>1100.220055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Otto-Braun Strasse 67</td>\n",
       "      <td>1</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Renting  Team Berlin</td>\n",
       "      <td>Mitte (Mitte)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>79469490</td>\n",
       "      <td>1</td>\n",
       "      <td>52.52415</td>\n",
       "      <td>...</td>\n",
       "      <td>1990.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>Möbliertes Senior Grand Apartment in Berlin Mi...</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/79469490</td>\n",
       "      <td>10178</td>\n",
       "      <td>611.327109</td>\n",
       "      <td>1378.672891</td>\n",
       "      <td>1329.368480</td>\n",
       "      <td>660.631520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2993 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            address  balcony    city  \\\n",
       "2610                 Halskestraße 6        0  Berlin   \n",
       "630                      Cunostr. 8        1  Berlin   \n",
       "1367             Albrechtstraße 119        1  Berlin   \n",
       "2215                  Halskestr. 10        0  Berlin   \n",
       "1392                            NaN        0  Berlin   \n",
       "1189       Greifswalderstrasse 200A        1  Berlin   \n",
       "2437                 Erlenstraße 19        1  Berlin   \n",
       "416              Birkbuschstraße 31        1  Berlin   \n",
       "3234         Luckenwalder Straße 70        1  Berlin   \n",
       "1193                Albrechtstr. 37        1  Berlin   \n",
       "2484                            NaN        1  Berlin   \n",
       "1310                            NaN        0  Berlin   \n",
       "2976                Danzigerstr. 94        1  Berlin   \n",
       "1764              Wörther Straße 26        1  Berlin   \n",
       "2334           Schildhornstrasse 77        1  Berlin   \n",
       "820                             NaN        1  Berlin   \n",
       "1104          Straßburger Straße 26        0  Berlin   \n",
       "1952           Chausseestraße  88 A        1  Berlin   \n",
       "79               Manteuffelstr. 57a        0  Berlin   \n",
       "1799           Prinzregentenstr. 93        1  Berlin   \n",
       "833              Holländerstraße 18        1  Berlin   \n",
       "2747                 Krautstraße 53        0  Berlin   \n",
       "1024                 Amfortasweg 35        1  Berlin   \n",
       "2572                    Motzstr. 16        1  Berlin   \n",
       "1911                            NaN        0  Berlin   \n",
       "1015                  Admiralstr. 3        1  Berlin   \n",
       "1587  Else-Lasker-Schüler-Straße 22        1  Berlin   \n",
       "1014                  Admiralstr. 4        1  Berlin   \n",
       "1013                  Admiralstr. 4        1  Berlin   \n",
       "3081   Gabriele-Tergit-Promenade 11        0  Berlin   \n",
       "...                             ...      ...     ...   \n",
       "1504                            NaN        1  Berlin   \n",
       "2199                Birkenstraße 31        1  Berlin   \n",
       "857             Markgrafenstraße 88        1  Berlin   \n",
       "858             Markgrafenstraße 88        1  Berlin   \n",
       "3025             Gutsmuthsstraße 11        0  Berlin   \n",
       "3050                 Fidicinstr. 33        1  Berlin   \n",
       "1468                            NaN        0  Berlin   \n",
       "1503                            NaN        1  Berlin   \n",
       "2994                  Sophienstr. 9        1  Berlin   \n",
       "30                              NaN        1  Berlin   \n",
       "800               Morgensternstr. 9        1  Berlin   \n",
       "213   Gabrielle-Tergit-Promenade 21        1  Berlin   \n",
       "2699           Boxhagener Straße 35        1  Berlin   \n",
       "3162                Atzpodienstr. 3        1  Berlin   \n",
       "93      Albrecht-Achilles-Straße 65        1  Berlin   \n",
       "2757                   Weserstr. 37        0  Berlin   \n",
       "2817                Zillestraße 107        1  Berlin   \n",
       "585                    Hauptstr. 29        1  Berlin   \n",
       "1926               Goslarer Ufer 1A        1  Berlin   \n",
       "1673                            NaN        1  Berlin   \n",
       "83                              NaN        1  Berlin   \n",
       "29                              NaN        1  Berlin   \n",
       "26                              NaN        1  Berlin   \n",
       "3070                Mühlenstraße 60        1  Berlin   \n",
       "115               Wühlischstraße 29        1  Berlin   \n",
       "671                  Puccinistr. 32        0  Berlin   \n",
       "3210          Otto-Braun Strasse 67        0  Berlin   \n",
       "3208          Otto-Braun Strasse 67        0  Berlin   \n",
       "3209          Otto-Braun Strasse 67        0  Berlin   \n",
       "210           Otto-Braun Strasse 67        1  Berlin   \n",
       "\n",
       "                                           contact_name  \\\n",
       "2610                                                NaN   \n",
       "630                                    Carolin Vonderau   \n",
       "1367                                   Felix Kleinsorge   \n",
       "2215                                      Pamela Wunsch   \n",
       "1392                                       Susann Linke   \n",
       "1189                                                NaN   \n",
       "2437                                       Torsten Resa   \n",
       "416                                                 NaN   \n",
       "3234                      Vermietungsbüro \"Grüne Mitte\"   \n",
       "1193                            Vermietungsbüro Wohnung   \n",
       "2484                                   Giulia Valentino   \n",
       "1310                                 Juliane Sommerkorn   \n",
       "2976                                         Jan kiefer   \n",
       "1764                               Telefonist ADEN Immo   \n",
       "2334                                        Hardy  Ney    \n",
       "820                                      Vanessa Laribi   \n",
       "1104                                         Ingo Pries   \n",
       "1952                                      Martina Barte   \n",
       "79    Vermietungsteam Stadthaus Verwaltungsgesellschaft   \n",
       "1799                                     André Albowski   \n",
       "833                                    Christel Neumann   \n",
       "2747                                        Robert Hahn   \n",
       "1024                                   Nadine Michaelis   \n",
       "2572                                       Paolo Guerra   \n",
       "1911                                       Susann Linke   \n",
       "1015                                       Robin Cramer   \n",
       "1587                                        Sven Lanzer   \n",
       "1014                                       Robin Cramer   \n",
       "1013                                       Robin Cramer   \n",
       "3081                                    Simone  Kestner   \n",
       "...                                                 ...   \n",
       "1504                                    Tatjana Plaksin   \n",
       "2199                                    Katharina Noack   \n",
       "857                                  Peter Shamborovsky   \n",
       "858                                  Peter Shamborovsky   \n",
       "3025                                                NaN   \n",
       "3050                                                NaN   \n",
       "1468                                                NaN   \n",
       "1503                                    Tatjana Plaksin   \n",
       "2994                                                NaN   \n",
       "30                                       Petra Hubertus   \n",
       "800                                                 NaN   \n",
       "213                                                 NaN   \n",
       "2699                                       D. Schlösser   \n",
       "3162                                  Frau Claudia Ewel   \n",
       "93                               Privat von  Herr Bauer   \n",
       "2757                                                NaN   \n",
       "2817                                    Ioannis Tzakris   \n",
       "585                                     Robert Streller   \n",
       "1926                                         Anja Meyer   \n",
       "1673                                                NaN   \n",
       "83                   Petra Hubertus reco immobilienbüro   \n",
       "29                   Petra Hubertus reco immobilienbüro   \n",
       "26                                                  NaN   \n",
       "3070                                       Olaf  Ruhnke   \n",
       "115                                      Julian Karwath   \n",
       "671                                        Ernst Konrad   \n",
       "3210                               Renting  Team Berlin   \n",
       "3208                               Renting  Team Berlin   \n",
       "3209                               Renting  Team Berlin   \n",
       "210                                Renting  Team Berlin   \n",
       "\n",
       "                               district  extra_costs  garden    immo_id  \\\n",
       "2610                Steglitz (Steglitz)       195.00       1  105100305   \n",
       "630         Schmargendorf (Wilmersdorf)       454.60       0  106434812   \n",
       "1367                Steglitz (Steglitz)       120.00       0  106404646   \n",
       "2215                Steglitz (Steglitz)       199.70       0  105896145   \n",
       "1392            Tiergarten (Tiergarten)       337.00       0  106385962   \n",
       "1189  Prenzlauer Berg (Prenzlauer Berg)       457.00       0  106487507   \n",
       "2437                Steglitz (Steglitz)       220.00       0  105546687   \n",
       "416                 Steglitz (Steglitz)       307.00       0   60957128   \n",
       "3234          Hellersdorf (Hellersdorf)       454.68       0   74225906   \n",
       "1193                Steglitz (Steglitz)       125.00       0  106486746   \n",
       "2484            Tiergarten (Tiergarten)       302.56       0  105422212   \n",
       "1310  Prenzlauer Berg (Prenzlauer Berg)       235.00       0  106440157   \n",
       "2976  Prenzlauer Berg (Prenzlauer Berg)       190.00       0  101189426   \n",
       "1764  Prenzlauer Berg (Prenzlauer Berg)       100.00       0  106222499   \n",
       "2334                Steglitz (Steglitz)       304.00       0  105725420   \n",
       "820     Charlottenburg (Charlottenburg)       100.00       0  104559726   \n",
       "1104  Prenzlauer Berg (Prenzlauer Berg)        80.00       1  106512084   \n",
       "1952                      Mitte (Mitte)       196.00       1  106128582   \n",
       "79                Tempelhof (Tempelhof)       185.00       0  105298708   \n",
       "1799          Wilmersdorf (Wilmersdorf)       295.00       0  106217848   \n",
       "833       Reinickendorf (Reinickendorf)       180.00       0  100213638   \n",
       "2747    Friedrichshain (Friedrichshain)       200.00       0  104541697   \n",
       "1024                Steglitz (Steglitz)       159.00       0  106533153   \n",
       "2572            Schöneberg (Schöneberg)       174.00       0  105171448   \n",
       "1911          Wilmersdorf (Wilmersdorf)       218.00       0  106165199   \n",
       "1015              Kreuzberg (Kreuzberg)       334.79       0  106533984   \n",
       "1587            Schöneberg (Schöneberg)       300.00       0  106321795   \n",
       "1014              Kreuzberg (Kreuzberg)       333.00       0  106533985   \n",
       "1013              Kreuzberg (Kreuzberg)       332.07       0  106533989   \n",
       "3081            Tiergarten (Tiergarten)       350.00       1   94304348   \n",
       "...                                 ...          ...     ...        ...   \n",
       "1504                Bohnsdorf (Treptow)       194.69       0  106351428   \n",
       "2199            Tiergarten (Tiergarten)       260.00       0  105916237   \n",
       "857               Kreuzberg (Kreuzberg)       450.00       0  104809683   \n",
       "858               Kreuzberg (Kreuzberg)       450.00       0  104506675   \n",
       "3025                Steglitz (Steglitz)        70.00       0   98385971   \n",
       "3050              Kreuzberg (Kreuzberg)       240.00       0   96750369   \n",
       "1468             Mariendorf (Tempelhof)       250.00       0  106364566   \n",
       "1503                Bohnsdorf (Treptow)       196.68       0  106351429   \n",
       "2994                      Mitte (Mitte)       250.00       0  100157936   \n",
       "30                        Mitte (Mitte)       200.00       0  106297883   \n",
       "800             Lichterfelde (Steglitz)       120.00       0  106495767   \n",
       "213             Tiergarten (Tiergarten)       270.00       0  106046414   \n",
       "2699    Friedrichshain (Friedrichshain)       260.00       0  104743642   \n",
       "3162          Lichtenberg (Lichtenberg)       200.00       0   87915421   \n",
       "93            Wilmersdorf (Wilmersdorf)       285.00       1  104633499   \n",
       "2757                Neukölln (Neukölln)       100.00       0  104474841   \n",
       "2817    Charlottenburg (Charlottenburg)         0.00       0  104028928   \n",
       "585                  Rosenthal (Pankow)         0.00       0  105700602   \n",
       "1926    Charlottenburg (Charlottenburg)       237.50       0  106151674   \n",
       "1673    Friedrichshain (Friedrichshain)         0.00       0  106290819   \n",
       "83                        Mitte (Mitte)       134.51       0  104969872   \n",
       "29                        Mitte (Mitte)       134.51       0  105923967   \n",
       "26      Charlottenburg (Charlottenburg)       199.70       0  106535547   \n",
       "3070    Friedrichshain (Friedrichshain)       200.00       0   95250533   \n",
       "115     Friedrichshain (Friedrichshain)       150.00       0  106095319   \n",
       "671               Weißensee (Weißensee)       100.00       0  106382335   \n",
       "3210                      Mitte (Mitte)         0.00       0   79469157   \n",
       "3208                      Mitte (Mitte)         0.00       0   79469862   \n",
       "3209                      Mitte (Mitte)         0.00       0   79469592   \n",
       "210                       Mitte (Mitte)         0.00       0   79469490   \n",
       "\n",
       "      kitchen       lat     ...          rent  rooms     sqm  \\\n",
       "2610        1  52.44812     ...        552.10    2.5   67.10   \n",
       "630         1  52.47576     ...       1006.12    4.0  133.71   \n",
       "1367        1  52.45546     ...        810.00    3.0   92.00   \n",
       "2215        0  52.44894     ...        430.30    1.5   63.05   \n",
       "1392        0       NaN     ...        741.69    3.0   91.45   \n",
       "1189        1  52.53405     ...       1600.00    4.0  148.00   \n",
       "2437        1  52.45056     ...        600.00    1.5   65.00   \n",
       "416         0  52.44712     ...       1014.59    3.0  111.80   \n",
       "3234        0  52.54397     ...       1182.16    4.0  181.87   \n",
       "1193        0  52.45182     ...        382.00    1.0   50.40   \n",
       "2484        1       NaN     ...        660.32    2.0   82.54   \n",
       "1310        0       NaN     ...        714.20    2.5   71.00   \n",
       "2976        1  52.53756     ...        900.00    2.5   76.00   \n",
       "1764        1  52.53609     ...        499.56    1.0   36.20   \n",
       "2334        1  52.46339     ...        658.66    4.0   98.75   \n",
       "820         1       NaN     ...       1250.00    4.0  155.00   \n",
       "1104        1  52.53195     ...        585.00    1.0   39.00   \n",
       "1952        1  52.53706     ...        694.93    2.0   65.87   \n",
       "79          0  52.46217     ...        744.00    3.0  111.30   \n",
       "1799        1  52.49157     ...       1596.00    4.5  167.98   \n",
       "833         1  52.56220     ...       1320.00    4.5  165.00   \n",
       "2747        0  52.51719     ...        690.00    2.0   82.00   \n",
       "1024        0  52.44723     ...        543.04    2.0   57.77   \n",
       "2572        1  52.49869     ...        481.91    2.0   69.24   \n",
       "1911        1       NaN     ...        576.01    2.0   78.05   \n",
       "1015        0  52.49770     ...        575.75    3.0   82.34   \n",
       "1587        1  52.50020     ...        990.00    2.0   98.00   \n",
       "1014        0  52.49784     ...        572.68    3.0   81.90   \n",
       "1013        0  52.49784     ...        571.07    3.0   81.67   \n",
       "3081        1  52.50624     ...       1350.00    2.0  121.00   \n",
       "...       ...       ...     ...           ...    ...     ...   \n",
       "1504        0       NaN     ...       1250.00    2.0   63.38   \n",
       "2199        1  52.53239     ...       1735.00    3.0   92.96   \n",
       "857         1  52.50351     ...       1990.00    3.5  110.00   \n",
       "858         1  52.50351     ...       1990.00    3.5  110.00   \n",
       "3025        0  52.46567     ...       1300.00    3.0   56.25   \n",
       "3050        1  52.48713     ...       1795.00    3.0   85.48   \n",
       "1468        1       NaN     ...       1800.00    5.0   95.00   \n",
       "1503        0       NaN     ...       1290.00    2.0   65.56   \n",
       "2994        0  52.52512     ...       1728.50    2.0   86.42   \n",
       "30          1       NaN     ...       1500.00    2.0   45.60   \n",
       "800         1  52.42691     ...       1180.00    2.0   58.00   \n",
       "213         1  52.50419     ...       1730.00    3.0   85.30   \n",
       "2699        1  52.51214     ...       1931.16    2.0   87.78   \n",
       "3162        0  52.51278     ...       1000.00    1.0   35.76   \n",
       "93          0  52.49846     ...       1890.00    3.0  106.00   \n",
       "2757        0  52.48524     ...       1000.00    1.0   10.00   \n",
       "2817        1  52.51330     ...       1980.00    3.0   96.00   \n",
       "585         1  52.58680     ...       1290.00    2.0   51.00   \n",
       "1926        1  52.52058     ...       1849.00    3.0   95.00   \n",
       "1673        1       NaN     ...       1680.00    2.0   55.00   \n",
       "83          1       NaN     ...       1500.00    1.0   39.00   \n",
       "29          1       NaN     ...       1500.00    1.0   39.00   \n",
       "26          1       NaN     ...       1850.00    3.0   77.20   \n",
       "3070        1  52.50615     ...       1790.00    2.0   60.00   \n",
       "115         0  52.50959     ...       1900.00    2.0   80.00   \n",
       "671         1  52.54535     ...       1500.00    2.0   50.00   \n",
       "3210        1  52.52418     ...       1490.00    1.5   21.00   \n",
       "3208        1       NaN     ...       1790.00    2.0   34.00   \n",
       "3209        1  52.52415     ...       1690.00    1.0   25.00   \n",
       "210         1  52.52415     ...       1990.00    2.0   30.00   \n",
       "\n",
       "                                                  title  \\\n",
       "2610  Schöne 2 1/2  Zimmerwohnung in Steglitz zu ver...   \n",
       "630   Helles Wohnen in großzügiger Wohnung in Schmar...   \n",
       "1367  Schöne, geräumige drei Zimmer Wohnung in Berli...   \n",
       "2215  rollstuhlgerechte Seniorenwohnung für Schnelle...   \n",
       "1392  Nur mit WBS! Tolle Lage am Lützowufer/am Landw...   \n",
       "1189  Schöne,Sonnige, geräumige vier Zimmer Wohnung ...   \n",
       "2437  Appartement mit Weitblick. 1,5-Zimmer-DG-Wohnu...   \n",
       "416                          Sonnige Maisonettewohnung!   \n",
       "3234        Toller Ausblick auf 2 Etagen mit 2 Balkonen   \n",
       "1193  Erstbezug nach Sanierung! 1-Zi-WE mit großem S...   \n",
       "2484  ROLLSTUHLGERECHTE WOHNUNG - zentral und cityna...   \n",
       "1310  Nachmieter für schöne 2,5 Zimmer im Kollwitzki...   \n",
       "2976  ruhige, moblierte 2,5-Zimmer Wohnung im Seiten...   \n",
       "1764        Schöne 1-Zimmer-Wohnung mit Süd-West-Balkon   \n",
       "2334  4-Zi. Loggia-Balkonwohnung nahe Schloßstr. (WB...   \n",
       "820   Stilvolle, geräumige und gepflegte 4-Zimmer-Wo...   \n",
       "1104  Wohnen am Wasserturm / Appartment im Erstbezug...   \n",
       "1952  Schöne 2 Zimmerwohnung mit kleinem Garten  inM...   \n",
       "79    Tempelhof! Bosepark! Attraktive 3 Zimmerwohnun...   \n",
       "1799      4,5 Zi.-Whg. mit Balkon im attraktivem Altbau   \n",
       "833                    Erstbezug nach Komplettsanierung   \n",
       "2747  Ruhige, geräumige zwei Zimmer Wohnung im Fried...   \n",
       "1024           Ansehen: frisch modernisiertes Wohnglück   \n",
       "2572  2-Zimmerwohnung mit Balkon in der Motzstr. 16,...   \n",
       "1911  Nur mit WBS! Rollstuhlgerechte, sanierte Wohnu...   \n",
       "1015               Ruhig und zentral am Kottbusser Tor!   \n",
       "1587  Großzügiges Wohnen am Nollendorfplatz! Riesen ...   \n",
       "1014                      Ruhige Kiezlage für Familien!   \n",
       "1013               Am Kottbusser Tor und dennoch ruhig!   \n",
       "3081    Großzügiges Apartment direkt am Potsdamer Platz   \n",
       "...                                                 ...   \n",
       "1504  Bezugsfrei ab 01.08.2018, Penthouse, Direkter ...   \n",
       "2199  Erstbezug Dachgeschoß: 3-Zi. Apartm. incl. EBK...   \n",
       "857   Luxury  A-class apartment near Checkpoint Char...   \n",
       "858   Luxury, geräumige drei Zimmer Wohnung in Berli...   \n",
       "3025  TOP renovierte Gewerbe Nähe Forum Steglitz und...   \n",
       "3050  Dachgeschoss der Extraklasse - Mitten im Bergm...   \n",
       "1468       Familienwohnung in zentraler Lage von Berlin   \n",
       "1503  Bezugsfrei ab 01.08.2018, Penthouse, Direkter ...   \n",
       "2994                Urbanes Wohnen am Hackeschen Markt!   \n",
       "30    die perfekte single-dg-whg. in mitte am gipsdr...   \n",
       "800   Moderne voll möblierte zwei Zimmer Wohnung in ...   \n",
       "213   Wohnen am Potsdamer Platz - 3 Zimmer / Neubau/...   \n",
       "2699  Über den Dächern in Friedrichshain - Neubau - ...   \n",
       "3162  ++ SANIERT ++ Mit großzügige Terrasse in gepfl...   \n",
       "93    Erstbezug! - Residenz \"Kurfürstenlogen\" - Trau...   \n",
       "2757                                             Krölln   \n",
       "2817  Hochwertig eingerichtete sanierte Altbauwohnun...   \n",
       "585   Vollmöbliert - Erstbezug - Toll eingerichtete ...   \n",
       "1926     Ihre neue Traumwohnung in direkter Wasserlage!   \n",
       "1673  helle, möblierte Mietwohnung direkt im Friedri...   \n",
       "83    sophienstraße 1 zi-apt. mit südterrasse und ko...   \n",
       "29    sophienstraße 1 zi-apt. mit südterrasse und ko...   \n",
       "26    Charlottenburg: Lietzensee: helles Dachgeschos...   \n",
       "3070     Spektakuläres Wohnen über der Eastside Gallery   \n",
       "115   Schöne, geräumige zwei Zimmer Wohnung in Berli...   \n",
       "671   Wohnen auf Zeit 2 ZKB Loft in begehrter Umgebu...   \n",
       "3210  Möbliertes Junior Studio Apartment in Berlin M...   \n",
       "3208  Möbliertes Junior 1 Bedroom Apartment in Berli...   \n",
       "3209  Möbliertes Mini 1 Bedroom Apartment in Berlin ...   \n",
       "210   Möbliertes Senior Grand Apartment in Berlin Mi...   \n",
       "\n",
       "                                                    url  zip_code  \\\n",
       "2610  https://www.immobilienscout24.de/expose/105100305     12167   \n",
       "630   https://www.immobilienscout24.de/expose/106434812     14199   \n",
       "1367  https://www.immobilienscout24.de/expose/106404646     12167   \n",
       "2215  https://www.immobilienscout24.de/expose/105896145     12167   \n",
       "1392  https://www.immobilienscout24.de/expose/106385962     10785   \n",
       "1189  https://www.immobilienscout24.de/expose/106487507     10405   \n",
       "2437  https://www.immobilienscout24.de/expose/105546687     12167   \n",
       "416    https://www.immobilienscout24.de/expose/60957128     12167   \n",
       "3234   https://www.immobilienscout24.de/expose/74225906     12629   \n",
       "1193  https://www.immobilienscout24.de/expose/106486746     12167   \n",
       "2484  https://www.immobilienscout24.de/expose/105422212     10557   \n",
       "1310  https://www.immobilienscout24.de/expose/106440157     10405   \n",
       "2976  https://www.immobilienscout24.de/expose/101189426     10405   \n",
       "1764  https://www.immobilienscout24.de/expose/106222499     10405   \n",
       "2334  https://www.immobilienscout24.de/expose/105725420     12163   \n",
       "820   https://www.immobilienscout24.de/expose/104559726     14059   \n",
       "1104  https://www.immobilienscout24.de/expose/106512084     10405   \n",
       "1952  https://www.immobilienscout24.de/expose/106128582     10115   \n",
       "79    https://www.immobilienscout24.de/expose/105298708     12103   \n",
       "1799  https://www.immobilienscout24.de/expose/106217848     10717   \n",
       "833   https://www.immobilienscout24.de/expose/100213638     13407   \n",
       "2747  https://www.immobilienscout24.de/expose/104541697     10243   \n",
       "1024  https://www.immobilienscout24.de/expose/106533153     12167   \n",
       "2572  https://www.immobilienscout24.de/expose/105171448     10777   \n",
       "1911  https://www.immobilienscout24.de/expose/106165199     10715   \n",
       "1015  https://www.immobilienscout24.de/expose/106533984     10999   \n",
       "1587  https://www.immobilienscout24.de/expose/106321795     10783   \n",
       "1014  https://www.immobilienscout24.de/expose/106533985     10999   \n",
       "1013  https://www.immobilienscout24.de/expose/106533989     10999   \n",
       "3081   https://www.immobilienscout24.de/expose/94304348     10963   \n",
       "...                                                 ...       ...   \n",
       "1504  https://www.immobilienscout24.de/expose/106351428     12555   \n",
       "2199  https://www.immobilienscout24.de/expose/105916237     10551   \n",
       "857   https://www.immobilienscout24.de/expose/104809683     10969   \n",
       "858   https://www.immobilienscout24.de/expose/104506675     10969   \n",
       "3025   https://www.immobilienscout24.de/expose/98385971     12163   \n",
       "3050   https://www.immobilienscout24.de/expose/96750369     10965   \n",
       "1468  https://www.immobilienscout24.de/expose/106364566     12107   \n",
       "1503  https://www.immobilienscout24.de/expose/106351429     12555   \n",
       "2994  https://www.immobilienscout24.de/expose/100157936     10178   \n",
       "30    https://www.immobilienscout24.de/expose/106297883     10119   \n",
       "800   https://www.immobilienscout24.de/expose/106495767     12207   \n",
       "213   https://www.immobilienscout24.de/expose/106046414     10923   \n",
       "2699  https://www.immobilienscout24.de/expose/104743642     10245   \n",
       "3162   https://www.immobilienscout24.de/expose/87915421     10365   \n",
       "93    https://www.immobilienscout24.de/expose/104633499     10709   \n",
       "2757  https://www.immobilienscout24.de/expose/104474841     12045   \n",
       "2817  https://www.immobilienscout24.de/expose/104028928     10585   \n",
       "585   https://www.immobilienscout24.de/expose/105700602     13158   \n",
       "1926  https://www.immobilienscout24.de/expose/106151674     10589   \n",
       "1673  https://www.immobilienscout24.de/expose/106290819     10245   \n",
       "83    https://www.immobilienscout24.de/expose/104969872     10178   \n",
       "29    https://www.immobilienscout24.de/expose/105923967     10178   \n",
       "26    https://www.immobilienscout24.de/expose/106535547     14057   \n",
       "3070   https://www.immobilienscout24.de/expose/95250533     10245   \n",
       "115   https://www.immobilienscout24.de/expose/106095319     10245   \n",
       "671   https://www.immobilienscout24.de/expose/106382335     13088   \n",
       "3210   https://www.immobilienscout24.de/expose/79469157     10178   \n",
       "3208   https://www.immobilienscout24.de/expose/79469862     10178   \n",
       "3209   https://www.immobilienscout24.de/expose/79469592     10178   \n",
       "210    https://www.immobilienscout24.de/expose/79469490     10178   \n",
       "\n",
       "     rent_predicted   rent_error rent_predicted2  rent_error2  \n",
       "2610    1360.415055  -808.315055      787.997897  -235.897897  \n",
       "630     1788.847224  -782.727224     1389.505738  -383.385738  \n",
       "1367    1558.998366  -748.998366     1087.795280  -277.795280  \n",
       "2215    1145.476664  -715.176664      544.446201  -114.146201  \n",
       "1392    1436.703689  -695.013689     1270.992432  -529.302432  \n",
       "1189    2270.419634  -670.419634     1670.614769   -70.614769  \n",
       "2437    1267.071856  -667.071856     1014.436872  -414.436872  \n",
       "416     1671.068208  -656.478208     1196.196052  -181.606052  \n",
       "3234    1831.829832  -649.669832     1322.502375  -140.342375  \n",
       "1193    1015.048759  -633.048759      475.120790   -93.120790  \n",
       "2484    1290.728186  -630.408186     1035.750822  -375.430822  \n",
       "1310    1326.944904  -612.744904      848.080784  -133.880784  \n",
       "2976    1505.844124  -605.844124     1021.698857  -121.698857  \n",
       "1764    1104.744161  -605.184161      646.906612  -147.346612  \n",
       "2334    1253.197024  -594.537024     1282.706798  -624.046798  \n",
       "820     1844.334270  -594.334270     1492.103387  -242.103387  \n",
       "1104    1174.612676  -589.612676      667.597633   -82.597633  \n",
       "1952    1283.518548  -588.588548     1276.093704  -581.163704  \n",
       "79      1332.444464  -588.444464     1007.801055  -263.801055  \n",
       "1799    2170.258147  -574.258147     1722.855703  -126.855703  \n",
       "833     1889.773160  -569.773160     1641.143908  -321.143908  \n",
       "2747    1245.956429  -555.956429      981.933878  -291.933878  \n",
       "1024    1098.016235  -554.976235      604.764882   -61.724882  \n",
       "2572    1036.064370  -554.154370      842.051710  -360.141710  \n",
       "1911    1120.163474  -544.153474      893.127688  -317.117688  \n",
       "1015    1101.252186  -525.502186      656.797621   -81.047621  \n",
       "1587    1514.466869  -524.466869     1299.058571  -309.058571  \n",
       "1014    1096.630730  -523.950730      649.065146   -76.385146  \n",
       "1013    1094.214968  -523.144968      647.104776   -76.034776  \n",
       "3081    1871.240588  -521.240588     1517.505157  -167.505157  \n",
       "...             ...          ...             ...          ...  \n",
       "1504     630.702532   619.297468      864.584286   385.415714  \n",
       "2199    1113.997870   621.002130     1446.949959   288.050041  \n",
       "857     1366.848482   623.151518     1867.804814   122.195186  \n",
       "858     1366.848482   623.151518     1867.804814   122.195186  \n",
       "3025     674.865565   625.134435      977.431028   322.568972  \n",
       "3050    1167.966516   627.033484     1303.070349   491.929651  \n",
       "1468    1172.376137   627.623863     1511.526025   288.473975  \n",
       "1503     653.599750   636.400250      876.257463   413.742537  \n",
       "2994    1082.759276   645.740724     1421.906827   306.593173  \n",
       "30       851.019246   648.980754     1180.733693   319.266307  \n",
       "800      527.954040   652.045960      875.180553   304.819447  \n",
       "213     1074.364449   655.635551     1558.151719   171.848281  \n",
       "2699    1274.842655   656.317345     1592.577993   338.582007  \n",
       "3162     334.753311   665.246689      732.666601   267.333399  \n",
       "93      1218.475703   671.524297     1369.368904   520.631096  \n",
       "2757     318.384980   681.615020      718.565266   281.434734  \n",
       "2817    1296.839403   683.160597     1471.955126   508.044874  \n",
       "585      602.774870   687.225130     1032.360100   257.639900  \n",
       "1926    1155.805145   693.194855     1565.765527   283.234473  \n",
       "1673     930.544116   749.455884     1274.861009   405.138991  \n",
       "83       700.298836   799.701164     1025.266981   474.733019  \n",
       "29       700.298836   799.701164     1025.266981   474.733019  \n",
       "26      1045.707043   804.292957     1607.934160   242.065840  \n",
       "3070     983.060672   806.939328     1269.592561   520.407439  \n",
       "115     1046.693318   853.306682     1295.724236   604.275764  \n",
       "671      626.160393   873.839607      991.690345   508.309655  \n",
       "3210     508.800255   981.199745      683.505525   806.494475  \n",
       "3208     648.122336  1141.877664     1318.871419   471.128581  \n",
       "3209     548.034463  1141.965537      589.779945  1100.220055  \n",
       "210      611.327109  1378.672891     1329.368480   660.631520  \n",
       "\n",
       "[2993 rows x 23 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top.sort_values(\"rent_error\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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