Homegate_Data _Transformation & Data_Enrichment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ec463c18",
   "metadata": {},
   "source": [
    "# Data Transformation & Data Enrichment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "c0f6d6ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "# Read data from .csv file\n",
    "df = pd.read_csv('/Users/bkhan/switchdrive/2nd semester courses/CIP/scrapings/Homegate scraping/Geneva_listings_src.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "a81b56dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price      object\n",
       "size       object\n",
       "rooms      object\n",
       "address    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# all of our variables are object type\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "38aac515",
   "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>price</th>\n",
       "      <th>size</th>\n",
       "      <th>rooms</th>\n",
       "      <th>address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4,150.–</td>\n",
       "      <td>104m2</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de l'Athénée 38, 1206 Genf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1,250.–</td>\n",
       "      <td>26m2</td>\n",
       "      <td>1rm</td>\n",
       "      <td>Rue de la Dôle 15, 1203 Genève</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4,000.–</td>\n",
       "      <td>90m2</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de l'Athénée 36, 1206 Genève</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3,100.–</td>\n",
       "      <td>82m2</td>\n",
       "      <td>4rm</td>\n",
       "      <td>Rue Liotard, 1202 Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1,580.–</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de Lyon, 1201 Genève</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     price   size  rooms                           address\n",
       "0  4,150.–  104m2  2.5rm    Rue de l'Athénée 38, 1206 Genf\n",
       "1  1,250.–   26m2    1rm    Rue de la Dôle 15, 1203 Genève\n",
       "2  4,000.–   90m2  2.5rm  Rue de l'Athénée 36, 1206 Genève\n",
       "3  3,100.–   82m2    4rm          Rue Liotard, 1202 Geneva\n",
       "4  1,580.–    NaN  2.5rm          Rue de Lyon, 1201 Genève"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview top 5 rows using head()\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "c5dd2a0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 405 entries, 0 to 404\n",
      "Data columns (total 4 columns):\n",
      " #   Column   Non-Null Count  Dtype \n",
      "---  ------   --------------  ----- \n",
      " 0   price    384 non-null    object\n",
      " 1   size     342 non-null    object\n",
      " 2   rooms    396 non-null    object\n",
      " 3   address  405 non-null    object\n",
      "dtypes: object(4)\n",
      "memory usage: 12.8+ KB\n"
     ]
    }
   ],
   "source": [
    "# Lets first understand the basic information about this data\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "79e5999c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(405, 4)"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we have 400 rows and 4 variables\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "id": "48ec7eee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Price\n",
      "Size\n",
      "Rooms\n",
      "Address\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Convert Column Labels to first letter capital in Dataframe\n",
    "df.columns = df.columns.str.title()\n",
    "for col in df.columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "458dbe9e",
   "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>Rent</th>\n",
       "      <th>SurfaceArea</th>\n",
       "      <th>NumRooms</th>\n",
       "      <th>Address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4,150.–</td>\n",
       "      <td>104m2</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de l'Athénée 38, 1206 Genf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1,250.–</td>\n",
       "      <td>26m2</td>\n",
       "      <td>1rm</td>\n",
       "      <td>Rue de la Dôle 15, 1203 Genève</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4,000.–</td>\n",
       "      <td>90m2</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de l'Athénée 36, 1206 Genève</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3,100.–</td>\n",
       "      <td>82m2</td>\n",
       "      <td>4rm</td>\n",
       "      <td>Rue Liotard, 1202 Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1,580.–</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.5rm</td>\n",
       "      <td>Rue de Lyon, 1201 Genève</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>3,335.–</td>\n",
       "      <td>88m2</td>\n",
       "      <td>4.5rm</td>\n",
       "      <td>Chemin De La Chevillarde 44, 1208 Ginevra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>4,160.–</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5rm</td>\n",
       "      <td>Avenue du Bouchet 20A, 1209 Le Grand-Saconnex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>1,600.–</td>\n",
       "      <td>32m2</td>\n",
       "      <td>2rm</td>\n",
       "      <td>Rue Benjamin-Soullier 5, 1202 Genf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>750.–</td>\n",
       "      <td>15m2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Promenade de l'Europe, 1203 Genf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>900.–</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76 Rue Montchoisy, 1207 Genf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>405 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rent SurfaceArea NumRooms  \\\n",
       "0    4,150.–       104m2    2.5rm   \n",
       "1    1,250.–        26m2      1rm   \n",
       "2    4,000.–        90m2    2.5rm   \n",
       "3    3,100.–        82m2      4rm   \n",
       "4    1,580.–         NaN    2.5rm   \n",
       "..       ...         ...      ...   \n",
       "400  3,335.–        88m2    4.5rm   \n",
       "401  4,160.–         NaN      5rm   \n",
       "402  1,600.–        32m2      2rm   \n",
       "403    750.–        15m2      NaN   \n",
       "404    900.–         NaN      NaN   \n",
       "\n",
       "                                           Address  \n",
       "0                   Rue de l'Athénée 38, 1206 Genf  \n",
       "1                   Rue de la Dôle 15, 1203 Genève  \n",
       "2                 Rue de l'Athénée 36, 1206 Genève  \n",
       "3                         Rue Liotard, 1202 Geneva  \n",
       "4                         Rue de Lyon, 1201 Genève  \n",
       "..                                             ...  \n",
       "400      Chemin De La Chevillarde 44, 1208 Ginevra  \n",
       "401  Avenue du Bouchet 20A, 1209 Le Grand-Saconnex  \n",
       "402             Rue Benjamin-Soullier 5, 1202 Genf  \n",
       "403               Promenade de l'Europe, 1203 Genf  \n",
       "404                   76 Rue Montchoisy, 1207 Genf  \n",
       "\n",
       "[405 rows x 4 columns]"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Renaming columns names\n",
    "df.rename(columns = {'Price':'Rent','Size':'SurfaceArea','Rooms':'NumRooms'}, inplace = True)\n",
    "df\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "484fc762",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      104m2\n",
       "1       26m2\n",
       "2       90m2\n",
       "3       82m2\n",
       "4        NaN\n",
       "       ...  \n",
       "400     88m2\n",
       "401      NaN\n",
       "402     32m2\n",
       "403     15m2\n",
       "404      NaN\n",
       "Name: SurfaceArea, Length: 405, dtype: object"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking rent column\n",
    "df.iloc[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "ee84b2d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## cannot-convert-string-to-float cause of (.–)&(,) character, therefore applied following:\n",
    "#converting to float\n",
    "df['Rent'] = df['Rent'].replace('.–','',regex=True).replace(',','',regex=True).astype(str)\n",
    "df['Rent']=df['Rent'].astype(float)\n",
    "df['Rent'].dtypes\n",
    "\n",
    "\n",
    "\n",
    "                       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "a5eb0c51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      104.0\n",
       "1       26.0\n",
       "2       90.0\n",
       "3       82.0\n",
       "4        NaN\n",
       "       ...  \n",
       "400     88.0\n",
       "401      NaN\n",
       "402     32.0\n",
       "403     15.0\n",
       "404      NaN\n",
       "Name: SurfaceArea, Length: 405, dtype: float64"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removing m2 from size column, converting to float\n",
    "df['SurfaceArea'] = df['SurfaceArea'].replace('m2','',regex=True).astype(str)\n",
    "df['SurfaceArea']=df['SurfaceArea'].astype(float)\n",
    "df['SurfaceArea']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "d6b5e084",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2.5\n",
       "1      1.0\n",
       "2      2.5\n",
       "3      4.0\n",
       "4      2.5\n",
       "      ... \n",
       "400    4.5\n",
       "401    5.0\n",
       "402    2.0\n",
       "403    NaN\n",
       "404    NaN\n",
       "Name: NumRooms, Length: 405, dtype: float64"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Converted to float\n",
    "df['NumRooms']=df['NumRooms'].replace('rm','',regex=True).astype(str)\n",
    "df['NumRooms']=df['NumRooms'].astype(float)\n",
    "df['NumRooms']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "5c799ba9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                   Rue de l'Athénée 38, 1206 Geneva\n",
       "1                     Rue de la Dôle 15, 1203 Geneva\n",
       "2                   Rue de l'Athénée 36, 1206 Geneva\n",
       "3                           Rue Liotard, 1202 Geneva\n",
       "4                           Rue de Lyon, 1201 Geneva\n",
       "                           ...                      \n",
       "400         Chemin De La Chevillarde 44, 1208 Geneva\n",
       "401    Avenue du Bouchet 20A, 1209 Le Grand-Saconnex\n",
       "402             Rue Benjamin-Soullier 5, 1202 Geneva\n",
       "403               Promenade de l'Europe, 1203 Geneva\n",
       "404                   76 Rue Montchoisy, 1207 Geneva\n",
       "Name: Address, Length: 405, dtype: object"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Genf and Genève german and french,spanish translation we replace with Geneva english one\n",
    "df['Address']=df['Address'].str.replace('Genf','Geneva').str.replace('Genève','Geneva').str.replace('Geneve','Geneva').str.replace('Ginevra','Geneva')\n",
    "df['Address']\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "fb281f42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rent           21\n",
       "SurfaceArea    63\n",
       "NumRooms        9\n",
       "Address         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking missing values, we do observe Rent,SurfaceArea and NumRooms contain NAs\n",
    "\n",
    "df.isnull()\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "90452bfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We drop the missing values and NaNs in rows.\n",
    "df.dropna(subset=['Rent','SurfaceArea','NumRooms'],inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baba6da7",
   "metadata": {},
   "source": [
    "# Exploratory data analysis & Data Enrichment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3bd267e",
   "metadata": {},
   "source": [
    "## Adding new features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "6438ada5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# I create new columns, rent price per m2, per room and last not least AreaPerRoom to check room size of Apts propoed\n",
    "# price per room and price per surface area\n",
    "df['RentPerArea'] = df['Rent'] / df['SurfaceArea']\n",
    "df['RentPerRoom'] = df['Rent'] / df['NumRooms']\n",
    "df['AreaPerRoom'] = df['SurfaceArea'] / df['NumRooms']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "c76979f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making boxplot, median rent price is around 2'500 CHF\n",
    "from matplotlib import pyplot as plt\n",
    "df.boxplot(rot = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "76292085",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating function to explore outliers\n",
    "# Calculating quartile 1, 2 and the interquartile range\n",
    "\n",
    "def get_whiskers(df, col, WHIS):\n",
    "    des = df.describe()\n",
    "    q1 = des[col]['25%']\n",
    "    q3 = des[col]['75%']\n",
    "    iqr = q3 - q1\n",
    "    return [q1 - WHIS * iqr, q3 + WHIS * iqr]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "9512918b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Surface Area outliers\n",
    "df[['SurfaceArea']].boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "9750f4ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-159.875, 322.125]"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# WHIS value is adjusted based on the manual study of the outliers\n",
    "area_whiskers = get_whiskers(df, 'SurfaceArea', WHIS=3.5)  \n",
    "area_whiskers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "9d5c50c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many area outliers?\n",
    "area_outliers = (df['SurfaceArea'] > area_whiskers[1]) | (df['SurfaceArea'] < area_whiskers[0])\n",
    "area_outliers.sum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "19a89d48",
   "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>Rent</th>\n",
       "      <th>SurfaceArea</th>\n",
       "      <th>NumRooms</th>\n",
       "      <th>Address</th>\n",
       "      <th>RentPerArea</th>\n",
       "      <th>RentPerRoom</th>\n",
       "      <th>AreaPerRoom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>25000.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Florissant, 1206 Geneva</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>2777.777778</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rent  SurfaceArea  NumRooms                  Address  RentPerArea  \\\n",
       "308  25000.0        360.0       9.0  Florissant, 1206 Geneva    69.444444   \n",
       "\n",
       "     RentPerRoom  AreaPerRoom  \n",
       "308  2777.777778         40.0  "
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[area_outliers]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cddc626c",
   "metadata": {},
   "source": [
    "## Rent per Area Outliers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "a5a08a86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[17.774390243902438, 61.33536585365854]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# it seems that having a price greater than 61CHF is not unusual for rooms for example.\n",
    "rentPerArea_whiskers = get_whiskers(df, 'RentPerArea', WHIS=1.5)\n",
    "rentPerArea_whiskers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "341381b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19\n"
     ]
    },
    {
     "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>Rent</th>\n",
       "      <th>SurfaceArea</th>\n",
       "      <th>NumRooms</th>\n",
       "      <th>Address</th>\n",
       "      <th>RentPerArea</th>\n",
       "      <th>RentPerRoom</th>\n",
       "      <th>AreaPerRoom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1520.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Rue de la Coulouvrenière 40, 1204 Geneva</td>\n",
       "      <td>66.086957</td>\n",
       "      <td>1013.333333</td>\n",
       "      <td>15.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1910.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rue des Vollandes 75, 1207 GENEVE</td>\n",
       "      <td>86.818182</td>\n",
       "      <td>1910.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1200.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Place Cornavin 14, 1201 Geneva</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1200.000000</td>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1440.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rue Pradier, 1201 Geneva</td>\n",
       "      <td>68.571429</td>\n",
       "      <td>1440.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1730.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rue de la Servette 78, 1202 Geneva</td>\n",
       "      <td>66.538462</td>\n",
       "      <td>1730.000000</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rent  SurfaceArea  NumRooms                                   Address  \\\n",
       "22  1520.0         23.0       1.5  Rue de la Coulouvrenière 40, 1204 Geneva   \n",
       "32  1910.0         22.0       1.0         Rue des Vollandes 75, 1207 GENEVE   \n",
       "44  1200.0         16.0       1.0            Place Cornavin 14, 1201 Geneva   \n",
       "50  1440.0         21.0       1.0                  Rue Pradier, 1201 Geneva   \n",
       "79  1730.0         26.0       1.0        Rue de la Servette 78, 1202 Geneva   \n",
       "\n",
       "    RentPerArea  RentPerRoom  AreaPerRoom  \n",
       "22    66.086957  1013.333333    15.333333  \n",
       "32    86.818182  1910.000000    22.000000  \n",
       "44    75.000000  1200.000000    16.000000  \n",
       "50    68.571429  1440.000000    21.000000  \n",
       "79    66.538462  1730.000000    26.000000  "
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rentPerArea_outliers = (df['RentPerArea'] > rentPerArea_whiskers[1]) | (df['RentPerArea'] < rentPerArea_whiskers[0])\n",
    "print(rentPerArea_outliers.sum())\n",
    "df[rentPerArea_outliers].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "7988136f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove Rent per Area outliers to get proper statistical analysis of rent (especially mean)\n",
    "df = df.drop(df[rentPerArea_outliers].index).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "b672515c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fe9106a35b0>"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting, majority gathered on price range 30-40CHF per m2, rental price of 2'500 CHF\n",
    "plt.scatter(x = df['RentPerArea'], y = df['Rent'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "cb93991c",
   "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>index</th>\n",
       "      <th>Rent</th>\n",
       "      <th>SurfaceArea</th>\n",
       "      <th>NumRooms</th>\n",
       "      <th>RentPerArea</th>\n",
       "      <th>RentPerRoom</th>\n",
       "      <th>AreaPerRoom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>297.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>196.552189</td>\n",
       "      <td>3622.158249</td>\n",
       "      <td>94.178451</td>\n",
       "      <td>3.983165</td>\n",
       "      <td>39.125928</td>\n",
       "      <td>895.497539</td>\n",
       "      <td>22.935586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>117.288243</td>\n",
       "      <td>2384.066720</td>\n",
       "      <td>56.605186</td>\n",
       "      <td>1.694004</td>\n",
       "      <td>7.677983</td>\n",
       "      <td>297.304101</td>\n",
       "      <td>6.080549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>19.831933</td>\n",
       "      <td>413.750000</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2160.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>33.611111</td>\n",
       "      <td>697.000000</td>\n",
       "      <td>18.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>195.000000</td>\n",
       "      <td>2900.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>37.972973</td>\n",
       "      <td>812.727273</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>295.000000</td>\n",
       "      <td>4170.000000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>43.333333</td>\n",
       "      <td>1032.333333</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>402.000000</td>\n",
       "      <td>18000.000000</td>\n",
       "      <td>320.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>61.267606</td>\n",
       "      <td>2150.000000</td>\n",
       "      <td>57.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            index          Rent  SurfaceArea    NumRooms  RentPerArea  \\\n",
       "count  297.000000    297.000000   297.000000  297.000000   297.000000   \n",
       "mean   196.552189   3622.158249    94.178451    3.983165    39.125928   \n",
       "std    117.288243   2384.066720    56.605186    1.694004     7.677983   \n",
       "min      0.000000    491.000000    13.000000    1.000000    19.831933   \n",
       "25%     97.000000   2160.000000    55.000000    3.000000    33.611111   \n",
       "50%    195.000000   2900.000000    80.000000    4.000000    37.972973   \n",
       "75%    295.000000   4170.000000   114.000000    5.000000    43.333333   \n",
       "max    402.000000  18000.000000   320.000000   10.000000    61.267606   \n",
       "\n",
       "       RentPerRoom  AreaPerRoom  \n",
       "count   297.000000   297.000000  \n",
       "mean    895.497539    22.935586  \n",
       "std     297.304101     6.080549  \n",
       "min     413.750000    13.000000  \n",
       "25%     697.000000    18.333333  \n",
       "50%     812.727273    22.000000  \n",
       "75%    1032.333333    26.000000  \n",
       "max    2150.000000    57.000000  "
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Some statistical info\n",
    "stats = df.describe()\n",
    "stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "d33f74cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3622.158249158249"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats['Rent']['mean']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "5a809afb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      297.000000\n",
       "mean      3622.158249\n",
       "std       2384.066720\n",
       "min        491.000000\n",
       "25%       2160.000000\n",
       "50%       2900.000000\n",
       "75%       4170.000000\n",
       "max      18000.000000\n",
       "Name: Rent, dtype: float64"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The mean rental price in Geneva is 3622 (3622.16) CHF per month.\n",
    "# The mean rental price per room in Geneva is 895.50 CHF per month.\n",
    "# The mean rental price per square meter in Geneva is 39.13 CHF per month.\n",
    "stats.Rent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a96cb57",
   "metadata": {},
   "source": [
    "# Rent and Zip Code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "764ba5da",
   "metadata": {},
   "source": [
    "## Extract Zip Code from Address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "ba189b72",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function for extration ZipCode from Adress column\n",
    "\n",
    "def Extract_zip_code(address):\n",
    "    n = len(address)\n",
    "    l = len(\"Geneva\")\n",
    "    return int(address[-l - 5: - l -1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "5b9354fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0, df.shape[0]):\n",
    "    address = df['Address'][i]\n",
    "    Extract_zip_code(address)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "a44e03ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df['ZipCode'] = df['Address'].map(lambda x: Extract_zip_code(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "46eda6dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "city = list()\n",
    "\n",
    "for item in df['Address']:\n",
    "    city = item.split()[-1]\n",
    "    city.join(city)\n",
    "\n",
    "df['City'] = city\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "id": "32339793",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NumRooms  ZipCode\n",
       "1.0       1201       4\n",
       "          1208       3\n",
       "          1203       2\n",
       "          1202       1\n",
       "          1204       1\n",
       "                    ..\n",
       "7.5       1206       1\n",
       "8.0       1206       2\n",
       "9.0       1207       2\n",
       "10.0      1206       2\n",
       "          1205       1\n",
       "Name: ZipCode, Length: 93, dtype: int64"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('NumRooms').ZipCode.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "83918239",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_4918f_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"col_heading level0 col0\" >index</th>\n",
       "      <th class=\"col_heading level0 col1\" >Rent</th>\n",
       "      <th class=\"col_heading level0 col2\" >SurfaceArea</th>\n",
       "      <th class=\"col_heading level0 col3\" >NumRooms</th>\n",
       "      <th class=\"col_heading level0 col4\" >Address</th>\n",
       "      <th class=\"col_heading level0 col5\" >RentPerArea</th>\n",
       "      <th class=\"col_heading level0 col6\" >RentPerRoom</th>\n",
       "      <th class=\"col_heading level0 col7\" >AreaPerRoom</th>\n",
       "      <th class=\"col_heading level0 col8\" >ZipCode</th>\n",
       "      <th class=\"col_heading level0 col9\" >City</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_4918f_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_4918f_row0_col1\" class=\"data row0 col1\" >4150.000000</td>\n",
       "      <td id=\"T_4918f_row0_col2\" class=\"data row0 col2\" >104.000000</td>\n",
       "      <td id=\"T_4918f_row0_col3\" class=\"data row0 col3\" >2.500000</td>\n",
       "      <td id=\"T_4918f_row0_col4\" class=\"data row0 col4\" >Rue de l'Athénée 38, 1206 Geneva</td>\n",
       "      <td id=\"T_4918f_row0_col5\" class=\"data row0 col5\" >39.903846</td>\n",
       "      <td id=\"T_4918f_row0_col6\" class=\"data row0 col6\" >1660.000000</td>\n",
       "      <td id=\"T_4918f_row0_col7\" class=\"data row0 col7\" >41.600000</td>\n",
       "      <td id=\"T_4918f_row0_col8\" class=\"data row0 col8\" >1206</td>\n",
       "      <td id=\"T_4918f_row0_col9\" class=\"data row0 col9\" >Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_4918f_row1_col0\" class=\"data row1 col0\" >1</td>\n",
       "      <td id=\"T_4918f_row1_col1\" class=\"data row1 col1\" >1250.000000</td>\n",
       "      <td id=\"T_4918f_row1_col2\" class=\"data row1 col2\" >26.000000</td>\n",
       "      <td id=\"T_4918f_row1_col3\" class=\"data row1 col3\" >1.000000</td>\n",
       "      <td id=\"T_4918f_row1_col4\" class=\"data row1 col4\" >Rue de la Dôle 15, 1203 Geneva</td>\n",
       "      <td id=\"T_4918f_row1_col5\" class=\"data row1 col5\" >48.076923</td>\n",
       "      <td id=\"T_4918f_row1_col6\" class=\"data row1 col6\" >1250.000000</td>\n",
       "      <td id=\"T_4918f_row1_col7\" class=\"data row1 col7\" >26.000000</td>\n",
       "      <td id=\"T_4918f_row1_col8\" class=\"data row1 col8\" >1203</td>\n",
       "      <td id=\"T_4918f_row1_col9\" class=\"data row1 col9\" >Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_4918f_row2_col0\" class=\"data row2 col0\" >2</td>\n",
       "      <td id=\"T_4918f_row2_col1\" class=\"data row2 col1\" >4000.000000</td>\n",
       "      <td id=\"T_4918f_row2_col2\" class=\"data row2 col2\" >90.000000</td>\n",
       "      <td id=\"T_4918f_row2_col3\" class=\"data row2 col3\" >2.500000</td>\n",
       "      <td id=\"T_4918f_row2_col4\" class=\"data row2 col4\" >Rue de l'Athénée 36, 1206 Geneva</td>\n",
       "      <td id=\"T_4918f_row2_col5\" class=\"data row2 col5\" >44.444444</td>\n",
       "      <td id=\"T_4918f_row2_col6\" class=\"data row2 col6\" >1600.000000</td>\n",
       "      <td id=\"T_4918f_row2_col7\" class=\"data row2 col7\" >36.000000</td>\n",
       "      <td id=\"T_4918f_row2_col8\" class=\"data row2 col8\" >1206</td>\n",
       "      <td id=\"T_4918f_row2_col9\" class=\"data row2 col9\" >Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_4918f_row3_col0\" class=\"data row3 col0\" >3</td>\n",
       "      <td id=\"T_4918f_row3_col1\" class=\"data row3 col1\" >3100.000000</td>\n",
       "      <td id=\"T_4918f_row3_col2\" class=\"data row3 col2\" >82.000000</td>\n",
       "      <td id=\"T_4918f_row3_col3\" class=\"data row3 col3\" >4.000000</td>\n",
       "      <td id=\"T_4918f_row3_col4\" class=\"data row3 col4\" >Rue Liotard, 1202 Geneva</td>\n",
       "      <td id=\"T_4918f_row3_col5\" class=\"data row3 col5\" >37.804878</td>\n",
       "      <td id=\"T_4918f_row3_col6\" class=\"data row3 col6\" >775.000000</td>\n",
       "      <td id=\"T_4918f_row3_col7\" class=\"data row3 col7\" >20.500000</td>\n",
       "      <td id=\"T_4918f_row3_col8\" class=\"data row3 col8\" >1202</td>\n",
       "      <td id=\"T_4918f_row3_col9\" class=\"data row3 col9\" >Geneva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_4918f_row4_col0\" class=\"data row4 col0\" >6</td>\n",
       "      <td id=\"T_4918f_row4_col1\" class=\"data row4 col1\" >2280.000000</td>\n",
       "      <td id=\"T_4918f_row4_col2\" class=\"data row4 col2\" >56.000000</td>\n",
       "      <td id=\"T_4918f_row4_col3\" class=\"data row4 col3\" >3.000000</td>\n",
       "      <td id=\"T_4918f_row4_col4\" class=\"data row4 col4\" >Rue de la Servette 31, 1201 Geneva</td>\n",
       "      <td id=\"T_4918f_row4_col5\" class=\"data row4 col5\" >40.714286</td>\n",
       "      <td id=\"T_4918f_row4_col6\" class=\"data row4 col6\" >760.000000</td>\n",
       "      <td id=\"T_4918f_row4_col7\" class=\"data row4 col7\" >18.666667</td>\n",
       "      <td id=\"T_4918f_row4_col8\" class=\"data row4 col8\" >1201</td>\n",
       "      <td id=\"T_4918f_row4_col9\" class=\"data row4 col9\" >Geneva</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fe904c63310>"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head().style.hide_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "a4681001",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Number of Advertised apartments based on zip code'}>"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAJeCAYAAAAwSX20AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAo80lEQVR4nO3de7xldV038M9XBlFBBHRAEHDK0ETzSt4tDe9YUKmJhXiLynr08WWXKXtVpinPU5mZaZGWkGlqpqD4lIShmZaC91TEFAS5DQheUFP09/yx1pHt8cycMzNrZv/OOe/367Vfe+912fu7vnvvM/uzf2utqdZaAAAAmK8bzbsAAAAAhDMAAIAuCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGrAtV9aqqev6cnruq6m+q6pqqet8Ej7epqlpVbZiivhU8329V1Ssmfszdug1rVVWdU1VPm3MNc/tsjc//s1X19nk9/1jD71XVq+dZA7A2CGfAXFTVhVV1RVXtPTPtaVV1zhzL2lUekOShSQ5trd1rawtV1YPGwPLru6+0JWu4ZHZaa+0FrbW5BoBdaalt3s3PP/eAtZq11v6utfawedcBMAXhDJinDUmeOe8itldV7bGdq9w2yYWtteuWWe7EJF8Yr3e79TiKtR63GYB+CWfAPP1hkl+tqv0Wz1hqt7fZEYaqelJV/XtV/UlVXVtVn6mq+43TL66qK6tqcci5VVWdVVVfrqp3VtVtZx77B8d5X6iq86vqcTPzXlVVL6+qt1XVdUkevES9h1TVGeP6n66qnx+nPzXJK5Lct6q+UlXPXaoRVXWzJI9J8stJjqiqo2bm7VFVf1RVV1XVZ5IcMzPv8VV17qLHelZVnTHe3mtc93PjSOVfVNVNx3kPqqpLquo3quryJK9N8v+SHDLW+pVxu76zy1ZV3aSqXl1VV499f39VHTTOu0VVvbKqLquqz1fV8xeC7La2YSv92FxV/z2+Vh+vqp+cmbfw2v9ZVX2xqj5ZVUfPzH9yVX1iXPczVfULM/O2Z5vfMG7rl6vqo1V1+6r6zfG9dXFVPWzmcbe17U+qqneP239NVX22qh45zvuDJA9M8tLxuV9agz8Zn+eLVfWRqrrzNtp1u6p637js6VV1wExdb6iqy8d576qqO83Me9TY2y+PNf/qzLxHV9WHxtf4PVV1l5l5d6+qD4zrvS7JTbbxOt6oqn67qi4at+e0qrrFOG/hM37i+P68qqqes5XHmX19vlJVX62qNtvfmWVbVT1jfO2vqqo/rKolv++M78vfmnmvnVdVh43z7lfD+/uL4/X9Ztb7vhr+hny5qs5KcqtFj3ufsW/XVtWHq+pBW+sRwHdprbm4uLjs9kuSC5M8JMk/Jnn+OO1pSc4Zb29K0pJsmFnnnCRPG28/Kcn1SZ6cZI8kz0/yuSR/nmSvJA9L8uUk+4zLv2q8/yPj/D9N8u5x3t5JLh4fa0OSeyS5KsmdZtb9YpL7Z/hR6yZLbM87k7wswxfVuyXZkuTomVrfvUw/Tkhy2bgtb0nykpl5v5jkk0kOS3JAkn9d6E2Sm43bdcTM8u9P8vjx9ouTnDGud/PxsV84znvQ2MP/M/bkpuO0SxbV9ntJXj3e/oXxMW421nrPJPuO896c5C/Hfh6Y5H1JfmG5bdhKPx6b5JCx3z+T5LokBy967Z+VZM9x/heTHDDOPybJ7ZJUkh9N8tUk99iBbf56koePfT4tyWeTPGd8zp9P8tmZ5be17U9K8s1xnT2S/FKSS5PU4vf1eP/hSc5Lst+4DXdc2PYl+nROks8nufP43G9ceK3G+U8ZX/e9MrwXPjQz77IkDxxv7z/To3skuTLJvcd6T8zwed0ryY2TXDTT+8eM2/b8rdT3lCSfTvL9SfbJ8Hn/20Wf8b8aX4e7JvmfJHdcwd+Pv0vy2qU+X+Nj/muG99nhST41299Fj/NrST6a5A5jr++a5Jbjutdk+FxuSHL8eP+W43rvTfKisSc/kuEzuPAZuU2Sq5M8KsP796Hj/Y3z/rvr4uLS/2XuBbi4uKzPS24IZ3fO8MV6Y7Y/nF0wM++HxuUPmpl2dZK7jbdfleTvZ+btk+RbGcLCzyT5t0X1/WWS351Z97RtbMth42PdfGbaC5O8aqbW5cLZvyR58Xj7+Azhbs/x/juS/OLMsg+b7U2SVyf5nfH2EeMXxZuNXzavS3K7mXXvmzFUZAgl38hM2Mzy4ewpSd6T5C6Lljkowxfrm85MOz7Jv65kG1bwfvlQkmNn+vmdcDNOe1+SE7ay7puTPHMHtvmsmfs/nuQrSfYY7998rH+/FWz7k5J8embezcZ1b734fT3e/7EMgeI+SW60TF/OSXLyzP0jx+3bY4ll9xuf9xbj/c9lCNv7Llru5Umet2ja+RmC7o8s0fv3ZOvh7OwkT5+5f4cMYW5DbviMH7rodXz8Mtv8GxnC602X+nyNj/mImftPT3L2Vh7r/IX31aLpJyR536Jp7x2f6/AMAX/vmXmvyQ2fkd/IGEBn5v9zkhNX8l53cXFZ3xe7NQJz1Vr7WJK3Jtm8A6tfMXP7a+PjLZ62z8z9i2ee9ysZju86JMMxYfced0G6tqquTfKzSW691LpLOCTJF1prX56ZdlGGX9CXNe5G9eAMowFJcnqGEbiFXf8OWfT8Fy16iNdkCANJ8oQkb26tfTVD4L1ZkvNmtuufxukLtrTWvr6SOkd/m+GL5t9X1aVV9X+ras8MPdwzyWUzz/WXGUaRVrIN36WqnjizW921GUL87K5jn2+ttUWPd8i47iOr6j9q2MX02gwjGLPrrnSbF7+XrmqtfWvmfjK8v5bb9iS5fOHG+NosrPs9WmvvSPLSDKPAV1TVKVW17zbqXNzXPTPswrtHVZ087rL3pQw/iCQ39OKnM/TmonEXvfuO02+b5NmLPg+HZejvIVm691tzyKL5F2UIZgfNTLt85vZXs5W+JMNrm+E41eNaa1/b2nL53p4cspXlDkvy30tMX1z3wuPcZpx3TfvuY0hnl71tkscu6t8Dkhy8jXoBkjjmDOjD72bY5Ws2zCx88bnZzLTZsLQjDlu4UVX7ZNh16dIMX+Te2Vrbb+ayT2vtl2bWbdm6S5McUFU3n5l2eIbdzVbihAx/j99Sw3FQn8kQzp44zr9stvbxsWe9PcOX8btlCGmvGadflSFE3Glmu27RWpv98rt4u7a1nWmtfbO19tzW2pFJ7pfk0WOdF2cYPbrVzHPt21pbOMZpuW34jhqOBfyrJL+SYTey/ZJ8LMNI4ILbVNXs/cOTXFpVe2XYte+PMoyi7pfkbYvW3a5tXoHltn053/P8rbWXtNbumeROSW6fYfe7rVnc129meO2fkOTYDCPUt8gwUpWMvWitvb+1dmyGEPnmJK+f2Z4/WPR5uFlr7bUZXseler81l2YIK7PLXp/vDr4rUlV3SHJqkse11rb1Y0nyvT25dCvLXZxhF9jFFte98Difz9CD/WvmTLP57h5cnGHkbLZ/e7fWTl6mZgDhDJi/1tqnk7wuyTNmpm3J8EXo58YRgKdk6S9R2+NRVfWAqrpxkucl+c/xS95bk9y+qk6oqj3Hyw9X1R1XWP/FGXbtemENJ8y4S5Kn5oaRsOU8MclzMxyrtnD56STHVNUtM3xpfkZVHVpV+2fRKGNr7fok/5DhBCsHJDlrnP7tDCHnT6rqwCSpqttU1cO3UcsVSW65cNKGxarqwVX1QzWc7OJLGYLAt1prl2UIiX9cVfuOJ4K4XVX96LjqNrdhkb0zBJYt43M+OcPI2awDx8fbs6oem+G4rLdlOCZqr3Hd68eRluVOs77NbV7OCrZ9OVdkOCYrSTK+9+49jkhel+HYt29tbeUMn5EjazipzO8n+YdxhO/mGULj1Rl+5HjBzHPcuIb/H+wWrbVvZngtF57jr5L84lhDVdXeVXXM+OPDezOEq2dU1Yaq+qkkW/3vITKccOVZ4wk09hlreN34nl2xceTw9CS/3Vp793LLJ/m1qtp/HJV+Zoa/L0t5RZLnVdUR47beZfzMvS3D34QnjNv5Mxl2GX1ra+2iJOcmee7Yxwdk2O11wauT/HhVPXz823WTGk5Ec+j2bDOwPglnQC9+P8OX8lk/n2HE4OoMIwjv2cnneE2GUbovZDiRxc8mybg74sOSPD7DL+aX54YTRqzU8RlGJi5N8qYMx6udtdxKVXWfcb0/b61dPnM5I8OJFI7P8GX5n5N8OMkHMpxUYalte0iSNyz64vsb4+P8x7hr279kOO5nSa21T2b4Qv2ZcZesxbuD3TpDEPxSkk9kOBHKwn+++8QM4ejjGU6e8A+5YVeulWzDQg0fT/LHGYLAFRmOJ/z3RYv9Z4bj665K8gdJHtNau3p8LZ+RIQxek2H06IytPdcKt3kltrXty/nTJI+p4UyOL0myb4Z+XZNhd7mrM4wEbs3fZjgu8vIMI64LP3KcNq7/+bGu/1i03glJLhzfF7+Y5OeSpLV2bobP3kvHGj6d4VirtNa+keSnxvvXZDhec6uvZZK/Hut7V4YTqnw9yf/axvJbc48M79sX1cxZG7ex/OkZjkv7UJIzk7xyK8u9KMN75e0Z3tOvzHAs29UZRoWfnaH/v57k0a21q8b1npDhhClfyPA35bSFBxx/rDk2yW9l+JHg4gx/x3znApa1cKYoAFgVqupJGU6g8YB510J/ajjF/hHjiDzAquJXHAAAgA4IZwAAAB2wWyMAAEAHjJwBAAB0QDgDAADowIbd+WS3utWt2qZNm3bnUwIAAHTjvPPOu6q1tnGpebs1nG3atCnnnnvu7nxKAACAblTVRVubZ7dGAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABABzbMu4CdtWnzmfMuYUUuPPmYeZcAAAB0zMgZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANCBDStZqKouTPLlJN9Kcn1r7aiqOiDJ65JsSnJhkse11q7ZNWUCAACsbdszcvbg1trdWmtHjfc3Jzm7tXZEkrPH+wAAAOyAndmt8dgkp463T01y3E5XAwAAsE6tNJy1JG+vqvOq6qRx2kGttcuSZLw+cKkVq+qkqjq3qs7dsmXLzlcMAACwBq3omLMk92+tXVpVByY5q6o+udInaK2dkuSUJDnqqKPaDtQIAACw5q1o5Ky1dul4fWWSNyW5V5IrqurgJBmvr9xVRQIAAKx1y4azqtq7qm6+cDvJw5J8LMkZSU4cFzsxyem7qkgAAIC1biW7NR6U5E1VtbD8a1pr/1RV70/y+qp6apLPJXnsrisTAABgbVs2nLXWPpPkrktMvzrJ0buiKAAAgPVmZ06lDwAAwESEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAMb5l0Afdm0+cx5l7CsC08+Zt4lAADA5IycAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADowIrDWVXtUVUfrKq3jvcPqKqzquqC8Xr/XVcmAADA2rY9I2fPTPKJmfubk5zdWjsiydnjfQAAAHbAisJZVR2a5Jgkr5iZfGySU8fbpyY5btLKAAAA1pGVjpy9OMmvJ/n2zLSDWmuXJcl4feBSK1bVSVV1blWdu2XLlp2pFQAAYM1aNpxV1aOTXNlaO29HnqC1dkpr7ajW2lEbN27ckYcAAABY8zasYJn7J/mJqnpUkpsk2beqXp3kiqo6uLV2WVUdnOTKXVkoAADAWrbsyFlr7Tdba4e21jYleXySd7TWfi7JGUlOHBc7Mcnpu6xKAACANW5n/p+zk5M8tKouSPLQ8T4AAAA7YCW7NX5Ha+2cJOeMt69OcvT0JQEAAKw/OzNyBgAAwESEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADowIZ5FwBr1abNZ867hBW58ORj5l0CAAAxcgYAANAF4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQgQ3zLgBgJTZtPnPeJazIhScfM+8SAIBVysgZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHlg1nVXWTqnpfVX24qv6rqp47Tj+gqs6qqgvG6/13fbkAAABr00pGzv4nyY+11u6a5G5JHlFV90myOcnZrbUjkpw93gcAAGAHLBvO2uAr4909x0tLcmySU8fppyY5blcUCAAAsB6s6Jizqtqjqj6U5MokZ7XW/jPJQa21y5JkvD5wl1UJAACwxm1YyUKttW8luVtV7ZfkTVV155U+QVWdlOSkJDn88MN3pEYAJrZp85nzLmFFLjz5mHmXAAC7zXadrbG1dm2Sc5I8IskVVXVwkozXV25lnVNaa0e11o7auHHjzlULAACwRq3kbI0bxxGzVNVNkzwkySeTnJHkxHGxE5OcvotqBAAAWPNWslvjwUlOrao9MoS517fW3lpV703y+qp6apLPJXnsLqwTAABgTVs2nLXWPpLk7ktMvzrJ0buiKAAAgPVmu445AwAAYNcQzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABABzbMuwAAWM02bT5z3iWsyIUnHzPvElZEP6eln7C6GDkDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8uGs6o6rKr+tao+UVX/VVXPHKcfUFVnVdUF4/X+u75cAACAtWklI2fXJ3l2a+2OSe6T5Jer6sgkm5Oc3Vo7IsnZ430AAAB2wLLhrLV2WWvtA+PtLyf5RJLbJDk2yanjYqcmOW4X1QgAALDmbdcxZ1W1Kcndk/xnkoNaa5clQ4BLcuBW1jmpqs6tqnO3bNmyk+UCAACsTSsOZ1W1T5I3JvnfrbUvrXS91toprbWjWmtHbdy4cUdqBAAAWPNWFM6qas8MwezvWmv/OE6+oqoOHucfnOTKXVMiAADA2reSszVWklcm+URr7UUzs85IcuJ4+8Qkp09fHgAAwPqwYQXL3D/JCUk+WlUfGqf9VpKTk7y+qp6a5HNJHrtLKgQAAFgHlg1nrbV3J6mtzD562nIAAADWp+06WyMAAAC7hnAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANCBZcNZVf11VV1ZVR+bmXZAVZ1VVReM1/vv2jIBAADWtpWMnL0qySMWTduc5OzW2hFJzh7vAwAAsIOWDWettXcl+cKiyccmOXW8fWqS46YtCwAAYH3Z0WPODmqtXZYk4/WB05UEAACw/uzyE4JU1UlVdW5Vnbtly5Zd/XQAAACr0o6Gsyuq6uAkGa+v3NqCrbVTWmtHtdaO2rhx4w4+HQAAwNq2o+HsjCQnjrdPTHL6NOUAAACsTys5lf5rk7w3yR2q6pKqemqSk5M8tKouSPLQ8T4AAAA7aMNyC7TWjt/KrKMnrgUAAGDd2uUnBAEAAGB5whkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADmyYdwEAANC7TZvPnHcJK3LhycfMuwR2gpEzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdGDDvAsAAADWl02bz5x3CSty4cnH7NbnM3IGAADQAeEMAACgA8IZAABAB4QzAACADghnAAAAHRDOAAAAOiCcAQAAdEA4AwAA6IBwBgAA0AHhDAAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADognAEAAHRAOAMAAOiAcAYAANAB4QwAAKADwhkAAEAHhDMAAIAOCGcAAAAdEM4AAAA6IJwBAAB0QDgDAADogHAGAADQAeEMAACgAzsVzqrqEVV1flV9uqo2T1UUAADAerPD4ayq9kjy50kemeTIJMdX1ZFTFQYAALCe7MzI2b2SfLq19pnW2jeS/H2SY6cpCwAAYH2p1tqOrVj1mCSPaK09bbx/QpJ7t9Z+ZdFyJyU5abx7hyTn73i5u82tklw17yLWEP2cjl5OSz+npZ/T0ctp6ee09HM6ejmt1dLP27bWNi41Y8NOPGgtMe17kl5r7ZQkp+zE8+x2VXVua+2oedexVujndPRyWvo5Lf2cjl5OSz+npZ/T0ctprYV+7sxujZckOWzm/qFJLt25cgAAANannQln709yRFV9X1XdOMnjk5wxTVkAAADryw7v1thau76qfiXJPyfZI8lft9b+a7LK5mtV7Ya5CujndPRyWvo5Lf2cjl5OSz+npZ/T0ctprfp+7vAJQQAAAJjOTv0n1AAAAExDOAMAAOiAcAYAANAB4QwAAKADwhkAAEAH1n04q6qfrKoDxtsbq+q0qvpoVb2uqg6dd32rTQ0eV1WPHW8fXVUvqaqnV9W6f79tj6p6UVXdf951rBVVdatF939ufG+eVFU1r7pWs6p6eFU9tao2LZr+lDmVtOZU1e/Mu4a1oKreMe8aVquqOqCqfqeqnjb+u/6cqnprVf1hVe0/7/pWo6p6cFW9tKpOr6o3VtXJVfUD865rNRr/HXp5VZ0x9vPlVfWIede1M9b9qfSr6uOttSPH269L8h9J3pDkIUl+trX20HnWt9pU1cuSHJjkxkm+lGSvJG9J8qgkV7TWnjnH8laVqtqS5KIkG5O8LslrW2sfnG9Vq1dVfaC1do/x9m8neWCS1yR5dJJLWmvPmmd9q01VvSDJA5J8IMmPJ3lxa+3Pxnnf6TU7p6o+11o7fN51rCZV9ZHFk5LcPsn5SdJau8tuL2oVq6q3Jflokn2T3HG8/fokD01y19basXMsb9WpqpOTHJTk7CTHJflskk8leXqSF7TW3jC/6laXqnpxhs/2aUkuGScfmuSJSS5Yrd85hbOq81trdxhvn9dau+fMvA+11u42t+JWoar6aGvth6pqzySXJzm4tfaNqtqQ5IOttR+ac4mrRlV9sLV296o6Isnjx8seSV6bIah9aq4FrjIL/RxvfyDJA1tr143v1Q94b26fqvpokru31q6vqv0yBN3zW2vPmu01y6uqL21tVpKbttY27M56VruqOiPDj4PPT/K1DH38tww/JqS1dtH8qlt9Fr4LjXsYXNJau83iefOrbvVZ+J403t6Q5J2ttfuPo5D/1lq783wrXD2q6lOttdsvMb2SfKq1dsQcytppdjNLzqmq36+qm463j0uGIeckX5xrZavT9UnSWvtmkve31r4x3r8+ybfmWdgq1JKktXZBa+15rbU7JXlckpskedtcK1udblpVd6+qeybZo7V2XfKd96r35vbbMH6u01q7NsPo2b5V9YYMI+es3LVJjmit7bvocvMkl825tlWntfYTSd6Y5JQMIzsXJvlma+0iwWyH3GgMDocl2WdhN+aqumV81nfEtxcOp0lySIYfXdNauybDDwms3Ner6l5LTP/hJF/f3cVMxa9xya8keU7G3R2SPKuqrsuwK94Jc6tq9bq8qvZprX2ltfadfX6r6tZJvjHHulaj7/kj3Vr7SJKPJPnN3V/OqndZkheNt79QVQe31i4bv2BcP8e6Vqv/rqofba29M0laa99K8tSqen6Sn55vaavOaUlum+SKJea9ZjfXsia01t5UVW9P8ryqelqEiJ3xwiSfHG8/JckrqqolOTLJc+dW1er1giQfrKrzk/xgkl9KhvMeJPnwPAtbhZ6U5OVVdfPcsFvjYRlGzp80p5p22rrfrXFWVd0iw6/BV8+7lrWmqvZOsndr7cp517JaLITcedex1lXVHkn2aq19dd61rCbj3gZprX1tiXm3aa19fvdXBd+rqu6a5L6ttb+Ydy2r1fh3ssbdmDckuVuSz7fWjOzugHHk7PuTfHrc84CdMA4A3CbDj9qXtNYun3NJO8XIWb6zb+q9MrywraouTfK+JrnukMX9TLLQz+vmWtgq01r7yjZ66b25A7bRT8FsO7XWvjaeue3e+d5+CmbbyWd9Wkv084NVVfq5w76d5F5VNfv+XNVfgOfsmgy7M/7YOArp876Dxs/6bXPDZ32PqrpiNfdy3Y+cVdXDkrwsyQVJFr5QHJrkB5I8vbX29nnVthrp53T0clr6OS39nI5eTks/p6Wf09LP6azVXgpnVZ9I8sjxgOHZ6d+X5G2ttTvOpbBVSj+no5fT0s9p6ed09HJa+jkt/ZyWfk5nrfbS2RqHXTsvWWL655PsuZtrWQv0czp6OS39nJZ+Tkcvp6Wf09LPaenndNZkLx1zlvx1kvdX1d8nuXicdliG/1PqlXOravXSz+no5bT0c1r6OR29nJZ+Tks/p6Wf01mTvVz3uzUmSVUdmeQnMnOmlyRntNY+PtfCVin9nI5eTks/p6Wf09HLaenntPRzWvo5nbXYS+EMAACgA+v+mLOq2reqXlhVf1tVxy+a97J51bVa6ed09HJa+jkt/ZyOXk5LP6eln9PSz+ms1V6u+3CW5G8yDIO+McnxVfXGqtprnHef+ZW1aunndPRyWvo5Lf2cjl5OSz+npZ/T0s/prMleCmfJ7Vprm1trb26t/USSDyR5R1Xdct6FrVL6OR29nJZ+Tks/p6OX09LPaenntPRzOmuyl87WmOxVVTdqrX07SVprf1BVlyR5V5J95lvaqqSf09HLaenntPRzOno5Lf2cln5OSz+nsyZ7aeQseUuSH5ud0Fo7Ncmzk3xjLhWtbvo5Hb2cln5OSz+no5fT0s9p6ee09HM6a7KXzta4DVX15Nba38y7jrVCP6ejl9PSz2np53T0clr6OS39nJZ+Tmc191I424aq+lxr7fB517FW6Od09HJa+jkt/ZyOXk5LP6eln9PSz+ms5l6u+2POquojW5uV5KDdWctaoJ/T0ctp6ee09HM6ejkt/ZyWfk5LP6ezVnu57sNZhhfv4UmuWTS9krxn95ez6unndPRyWvo5Lf2cjl5OSz+npZ/T0s/prMleCmfJW5Ps01r70OIZVXXObq9m9dPP6ejltPRzWvo5Hb2cln5OSz+npZ/TWZO9dMwZAABAB5xKHwAAoAPCGQAAQAeEMwAAgA4IZwAAAB0QzgAAADrw/wFX+mpmhk0NYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['ZipCode'].value_counts().plot.bar(figsize=(15,10), title = \"Number of Advertised apartments based on zip code\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "8963c0b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating df by grouping columns by Zipcode then calculating mean of it\n",
    "zipVsRentMean = df[['ZipCode', 'RentPerArea', 'RentPerRoom', 'AreaPerRoom', 'SurfaceArea']]\\\n",
    "                .groupby(['ZipCode'], as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "f2f2381e",
   "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>ZipCode</th>\n",
       "      <th>RentPerArea</th>\n",
       "      <th>RentPerRoom</th>\n",
       "      <th>AreaPerRoom</th>\n",
       "      <th>SurfaceArea</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1200</td>\n",
       "      <td>40.787924</td>\n",
       "      <td>899.814815</td>\n",
       "      <td>22.503367</td>\n",
       "      <td>106.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1201</td>\n",
       "      <td>41.403102</td>\n",
       "      <td>882.109565</td>\n",
       "      <td>21.283923</td>\n",
       "      <td>82.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1202</td>\n",
       "      <td>37.059230</td>\n",
       "      <td>818.934074</td>\n",
       "      <td>22.243254</td>\n",
       "      <td>85.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1203</td>\n",
       "      <td>37.527645</td>\n",
       "      <td>716.131490</td>\n",
       "      <td>19.320108</td>\n",
       "      <td>64.234043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1204</td>\n",
       "      <td>44.574250</td>\n",
       "      <td>1117.337317</td>\n",
       "      <td>25.277993</td>\n",
       "      <td>88.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1205</td>\n",
       "      <td>35.181856</td>\n",
       "      <td>698.735049</td>\n",
       "      <td>20.106478</td>\n",
       "      <td>75.918919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1206</td>\n",
       "      <td>39.905645</td>\n",
       "      <td>1103.584285</td>\n",
       "      <td>27.531853</td>\n",
       "      <td>143.326923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1207</td>\n",
       "      <td>41.646907</td>\n",
       "      <td>904.179500</td>\n",
       "      <td>21.860883</td>\n",
       "      <td>100.052632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1208</td>\n",
       "      <td>36.857806</td>\n",
       "      <td>909.245248</td>\n",
       "      <td>24.852548</td>\n",
       "      <td>88.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1209</td>\n",
       "      <td>37.278602</td>\n",
       "      <td>999.223665</td>\n",
       "      <td>27.183622</td>\n",
       "      <td>129.666667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ZipCode  RentPerArea  RentPerRoom  AreaPerRoom  SurfaceArea\n",
       "0     1200    40.787924   899.814815    22.503367   106.666667\n",
       "1     1201    41.403102   882.109565    21.283923    82.142857\n",
       "2     1202    37.059230   818.934074    22.243254    85.266667\n",
       "3     1203    37.527645   716.131490    19.320108    64.234043\n",
       "4     1204    44.574250  1117.337317    25.277993    88.071429\n",
       "5     1205    35.181856   698.735049    20.106478    75.918919\n",
       "6     1206    39.905645  1103.584285    27.531853   143.326923\n",
       "7     1207    41.646907   904.179500    21.860883   100.052632\n",
       "8     1208    36.857806   909.245248    24.852548    88.071429\n",
       "9     1209    37.278602   999.223665    27.183622   129.666667"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zipVsRentMean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db73b7e",
   "metadata": {},
   "source": [
    "## Bar Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "a99a8fd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "ffa0b18c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dftmp = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "52a447a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "f, ax = plt.subplots(2, 2, figsize = (12, 10))\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.barplot(x = 'ZipCode', y = 'RentPerRoom', data = dftmp)\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.barplot(x = 'ZipCode', y = 'AreaPerRoom', data = dftmp)\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.barplot(x = 'ZipCode', y = 'RentPerArea', data = dftmp)\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.barplot(x = 'ZipCode', y = 'SurfaceArea', data = dftmp)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "31462855",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'ZipCode Vs RentPerRoom')"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cpsl=sns.catplot(x='ZipCode', y='RentPerRoom', kind ='bar', data= dftmp, aspect=2)\n",
    "                                    #aspect: increase the width of your graph \n",
    "cpsl.set_xticklabels(rotation=90, horizontalalignment='right')\n",
    "                                    #rotation: the rotation of the vaues \n",
    "cpsl.fig.suptitle(\"ZipCode Vs RentPerRoom\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f30eeb94",
   "metadata": {},
   "source": [
    "# Showing the results on a map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92479420",
   "metadata": {},
   "source": [
    "## Getting the data\n",
    "\n",
    "First download the zip code data from Swiss opendata(https://opendata.swiss/en/dataset/amtliches-ortschaftenverzeichnis-mit-postleitzahl-und-perimeter)\n",
    "Downloaded the Shape LV95---PLZO_SHP_LV95."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bbcdc57",
   "metadata": {},
   "source": [
    "## Import the data with Geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "61f4311b",
   "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>UUID</th>\n",
       "      <th>OS_UUID</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>INAEND</th>\n",
       "      <th>PLZ</th>\n",
       "      <th>ZUSZIFF</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{0072F991-E46D-447E-A3BE-75467DB57FFC}</td>\n",
       "      <td>{281807DC-9C0B-4364-9A55-0E8956876194}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>3920</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((2610632.099 1092967.881, 2610689.100...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{C3D3316F-1DFE-468E-BFC5-5C2308743B4C}</td>\n",
       "      <td>{F065D58C-3F88-46EF-9AA0-DA0A96766333}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>3864</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((2651834.366 1155253.396, 2651901.894...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UUID  \\\n",
       "0  {0072F991-E46D-447E-A3BE-75467DB57FFC}   \n",
       "1  {C3D3316F-1DFE-468E-BFC5-5C2308743B4C}   \n",
       "\n",
       "                                  OS_UUID STATUS INAEND   PLZ  ZUSZIFF  \\\n",
       "0  {281807DC-9C0B-4364-9A55-0E8956876194}   real   nein  3920        0   \n",
       "1  {F065D58C-3F88-46EF-9AA0-DA0A96766333}   real   nein  3864        0   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((2610632.099 1092967.881, 2610689.100...  \n",
       "1  POLYGON ((2651834.366 1155253.396, 2651901.894...  "
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# I use the shapefile from downloaded folder to create geopandas frame\n",
    "import geopandas as gpd\n",
    "#from shapely.geometry import Point, Polygon\n",
    "\n",
    "gdf = gpd.read_file('/Users/bkhan/switchdrive/2nd semester courses/CIP/scrapings/Homegate scraping/PLZO_SHP_LV95/PLZO_PLZ.shp')\n",
    "\n",
    "gdf.head(2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e96fa5c",
   "metadata": {},
   "source": [
    "## Conversion of coordinate reference system (crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "b6d2fc1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/bkhan/opt/anaconda3/lib/python3.9/site-packages/pyproj/crs/crs.py:130: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Geographic 2D CRS: +init=epsg:4326 +type=crs>\n",
       "Name: WGS 84\n",
       "Axis Info [ellipsoidal]:\n",
       "- lon[east]: Longitude (degree)\n",
       "- lat[north]: Latitude (degree)\n",
       "Area of Use:\n",
       "- name: World.\n",
       "- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
       "Datum: World Geodetic System 1984 ensemble\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# I found out from https://geopandas.org/en/latest/docs/user_guide/projections.html\n",
    "# one of the most commonly used CRS is the WGS84 latitude-longitude projection. \n",
    "# This can be referred to using the authority code \"EPSG:4326\".\n",
    "gdf= gdf.to_crs({'init': 'epsg:4326'})\n",
    "gdf.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7ea8402",
   "metadata": {},
   "source": [
    "## Plotting Geneva Area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "85c044bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create list of zip codes i have for Geneva\n",
    "geneva = [1200, 1201, 1202,1203,1204,1205,1206,1207,1208,1209]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "cb5703b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating geopandas frame for Geneva with zipcodes in gdf are contained in geneva list.\n",
    "gdf_gen = gdf[gdf['PLZ'].isin(geneva)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "19f6c968",
   "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>UUID</th>\n",
       "      <th>OS_UUID</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>INAEND</th>\n",
       "      <th>PLZ</th>\n",
       "      <th>ZUSZIFF</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>{5BCFFFAB-44EC-4FA9-933B-0EFE6BB05565}</td>\n",
       "      <td>{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>1202</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((6.16670 46.22447, 6.16593 46.22246, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3370</th>\n",
       "      <td>{54A45D65-97A3-45A1-8DB2-FA3E6E540269}</td>\n",
       "      <td>{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>1203</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((6.13514 46.20837, 6.13470 46.20798, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3456</th>\n",
       "      <td>{D924C540-1604-4E4A-9C30-A31E36299921}</td>\n",
       "      <td>{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>1206</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((6.15383 46.17984, 6.15387 46.18019, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485</th>\n",
       "      <td>{F97E72AA-A260-4075-B3AE-F87FEDE38726}</td>\n",
       "      <td>{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>1205</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((6.13394 46.20368, 6.13408 46.20308, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3531</th>\n",
       "      <td>{B5EA9714-EF37-41F0-B481-F59A93221892}</td>\n",
       "      <td>{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}</td>\n",
       "      <td>real</td>\n",
       "      <td>nein</td>\n",
       "      <td>1207</td>\n",
       "      <td>0</td>\n",
       "      <td>POLYGON ((6.15741 46.20996, 6.15746 46.21001, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        UUID  \\\n",
       "2635  {5BCFFFAB-44EC-4FA9-933B-0EFE6BB05565}   \n",
       "3370  {54A45D65-97A3-45A1-8DB2-FA3E6E540269}   \n",
       "3456  {D924C540-1604-4E4A-9C30-A31E36299921}   \n",
       "3485  {F97E72AA-A260-4075-B3AE-F87FEDE38726}   \n",
       "3531  {B5EA9714-EF37-41F0-B481-F59A93221892}   \n",
       "\n",
       "                                     OS_UUID STATUS INAEND   PLZ  ZUSZIFF  \\\n",
       "2635  {5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}   real   nein  1202        0   \n",
       "3370  {5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}   real   nein  1203        0   \n",
       "3456  {5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}   real   nein  1206        0   \n",
       "3485  {5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}   real   nein  1205        0   \n",
       "3531  {5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}   real   nein  1207        0   \n",
       "\n",
       "                                               geometry  \n",
       "2635  POLYGON ((6.16670 46.22447, 6.16593 46.22246, ...  \n",
       "3370  POLYGON ((6.13514 46.20837, 6.13470 46.20798, ...  \n",
       "3456  POLYGON ((6.15383 46.17984, 6.15387 46.18019, ...  \n",
       "3485  POLYGON ((6.13394 46.20368, 6.13408 46.20308, ...  \n",
       "3531  POLYGON ((6.15741 46.20996, 6.15746 46.21001, ...  "
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_gen.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "69105265",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Poltting Geneva map\n",
    "gdf_gen.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "ea99195b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gdf_gen.plot()\n",
    "fig = ax.get_figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "ccd01ee6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge DataFrames gdf_gen and zipVsRentMean with specified left and right suffixes\n",
    "gdf_gen = gdf_gen.merge(zipVsRentMean, left_on='PLZ', right_on='ZipCode')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bda07f4d",
   "metadata": {},
   "source": [
    "## Plotting Choropleth map with Altair\n",
    "To plot nicer and interactive map i use the altair library. (https://altair-viz.github.io/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "80c78664",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/r2/n33bdbqn679ff52k_jnl3y080000gn/T/ipykernel_89701/4137171453.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  gdf_gen['x'] = gdf_gen['geometry'].centroid.x\n",
      "/var/folders/r2/n33bdbqn679ff52k_jnl3y080000gn/T/ipykernel_89701/4137171453.py:3: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  gdf_gen['y'] = gdf_gen['geometry'].centroid.y\n"
     ]
    }
   ],
   "source": [
    "## Longitude and latitude of the centroid of zip-code areas:\n",
    "gdf_gen['x'] = gdf_gen['geometry'].centroid.x\n",
    "gdf_gen['y'] = gdf_gen['geometry'].centroid.y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "ebc65fa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "\n",
    "## Altair currently can only handle geojson or topjson maps. \n",
    "## So, first we need to convert the geopandas data to appropriate data readable by altair.\n",
    "\n",
    "import json\n",
    "json_gen = json.loads(gdf_gen.to_json())\n",
    "alt_gen = alt.Data(values = json_gen['features'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "381c749a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-7e37095f57dd4384b4b52b93cc77d0fd\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-7e37095f57dd4384b4b52b93cc77d0fd\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-7e37095f57dd4384b4b52b93cc77d0fd\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\"}, \"encoding\": {\"color\": {\"field\": \"properties.RentPerArea\", \"type\": \"quantitative\"}, \"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}}, \"height\": 600, \"width\": 700}, {\"mark\": {\"type\": \"text\", \"color\": \"black\", \"fontWeight\": \"bold\"}, \"encoding\": {\"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}, \"text\": {\"field\": \"properties.ZipCode\", \"type\": \"quantitative\"}}}], \"data\": {\"values\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 22.243253968253967, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1202, \"RentPerArea\": 37.05922994957778, \"RentPerRoom\": 818.934074074074, \"STATUS\": \"real\", \"SurfaceArea\": 85.26666666666667, \"UUID\": \"{5BCFFFAB-44EC-4FA9-933B-0EFE6BB05565}\", \"ZUSZIFF\": 0, \"ZipCode\": 1202, \"x\": 6.14317016276625, \"y\": 46.22095458497331}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.166700525903562, 46.22446680582352], [6.165925430814878, 46.22245529155333], [6.162738353838119, 46.216614094209106], [6.161900290885797, 46.21522384980327], [6.155766068490644, 46.217358831696124], [6.15124492169364, 46.216281977319305], [6.151086739464021, 46.21533224066228], [6.150718469107313, 46.21528477244813], [6.150718016496567, 46.21528746632861], [6.1506029588714535, 46.21527471814571], [6.150552582805488, 46.21521286578781], [6.150484819694935, 46.21516883556373], [6.150809602481924, 46.21448592322202], [6.150900364503847, 46.21422695090703], [6.150810934622865, 46.21403564757951], [6.149756503396057, 46.21417259628044], [6.1493800903193865, 46.214311525735475], [6.149150595665274, 46.214004271054485], [6.149400178072363, 46.213890613968054], [6.148977936017631, 46.213333474048426], [6.1491994320236625, 46.21324549725659], [6.14911053487924, 46.21309216518357], [6.1488722042694866, 46.21316321528688], [6.148457511378124, 46.21329891505071], [6.148611116002387, 46.2134779086233], [6.148303008789096, 46.21359476338817], [6.148046291080968, 46.21372507054712], [6.147909780825624, 46.21355211965993], [6.147535757177286, 46.21370501538074], [6.146977939349711, 46.21394604440935], [6.146448299047578, 46.21415185593938], [6.146289261007742, 46.21420716451941], [6.146402290511126, 46.21435366775216], [6.146021295204576, 46.214515925410836], [6.145856375540104, 46.21438790060633], [6.14522940525461, 46.21479493016718], [6.145364742012934, 46.21488948153086], [6.145212925268374, 46.21498977457898], [6.145212784247912, 46.21504474360074], [6.144522918221018, 46.21553671631822], [6.140423650527468, 46.2154674096279], [6.140430973491494, 46.21499237073236], [6.14018097268135, 46.21469916632871], [6.140053760653093, 46.21455024426399], [6.140001170860718, 46.214473075947645], [6.1404953480186535, 46.21430989126532], [6.1403441610381035, 46.21346064960516], [6.139858221624356, 46.21273656995751], [6.139154065088508, 46.21182230115527], [6.138298407050297, 46.21211797672612], [6.137900469112568, 46.212056260319166], [6.137611390691518, 46.212102950107685], [6.137077465948877, 46.21271442622174], [6.136787558850348, 46.212579008223905], [6.136628569910238, 46.212345145175135], [6.136172559272179, 46.21165955897472], [6.136502750076257, 46.21151789977493], [6.136418928806876, 46.21141776022332], [6.136792943171154, 46.2112496963773], [6.136555711203606, 46.211003864331104], [6.136433170209131, 46.21087712414066], [6.136013664566503, 46.21087228203182], [6.135918089150844, 46.210766815214654], [6.13622512000883, 46.21063585665597], [6.136631436433396, 46.21046618694217], [6.136553108275449, 46.210387280441594], [6.136454906757292, 46.210277825166884], [6.135873602914887, 46.21050323379267], [6.135521571958792, 46.21038131013049], [6.135201640868713, 46.210336769184885], [6.1351433753546285, 46.210280585555715], [6.135855122795551, 46.209981743105786], [6.135850903665111, 46.209773777258945], [6.135933283290671, 46.20896933067376], [6.13513425831546, 46.20891997684568], [6.135137728516569, 46.20837021956549], [6.134899613772944, 46.20843179594179], [6.134884189651403, 46.208718437242986], [6.133399342743762, 46.2090868755025], [6.133290798266145, 46.20889038815007], [6.133175440742268, 46.20892378138879], [6.133030450124655, 46.20902556757709], [6.132684982968899, 46.20905728712121], [6.132354744606566, 46.20908404471576], [6.132296128003318, 46.20900920502911], [6.132081390802238, 46.209061365573874], [6.132010663425156, 46.20907638102781], [6.13140280815081, 46.209387199254714], [6.131372906522594, 46.20969310578784], [6.130356125188633, 46.21056112386923], [6.1296959109729405, 46.21056408341168], [6.129689670193956, 46.210817992352666], [6.129368755714224, 46.21081975727768], [6.1293752464565685, 46.21104538386917], [6.1296881943296775, 46.211046225553424], [6.129688323822016, 46.211503897297234], [6.12926991321042, 46.21149643380155], [6.129270588872294, 46.21240494462252], [6.129007513851845, 46.21252307940255], [6.129182332847565, 46.21270099684457], [6.1292670997621626, 46.212711337216], [6.129763546568301, 46.21324611208151], [6.129715824584564, 46.21366733135108], [6.129536821100284, 46.213743797461355], [6.128840698336542, 46.21366482430604], [6.128101674764305, 46.21396789524544], [6.127624639855809, 46.214192673840145], [6.1263714555244375, 46.21421715396709], [6.126111951338808, 46.21434243123986], [6.125745936691429, 46.21403192004913], [6.123963949358538, 46.21486731572546], [6.124292379392764, 46.215172266791875], [6.12173948482506, 46.215670728575404], [6.1217829620786475, 46.215738910438375], [6.119725745640853, 46.216991416951736], [6.1206238746323045, 46.217768983959026], [6.122338010727786, 46.216738965061666], [6.123392909000264, 46.21743988534888], [6.124564601479784, 46.21750841583684], [6.125149156890031, 46.21782957170055], [6.125726615046068, 46.21828928366187], [6.12609916200272, 46.21801354463774], [6.12673180695725, 46.21853390229109], [6.1275085543148755, 46.21916875123309], [6.128247584208584, 46.2196591168818], [6.128824170579614, 46.22000085348994], [6.129043677497891, 46.21981500653299], [6.1295316188643625, 46.219521251982215], [6.12998257742178, 46.21977839426781], [6.12957541410085, 46.22013021784972], [6.130435853812477, 46.22074748324535], [6.130256005910155, 46.22085273095232], [6.130675850011305, 46.22119533066239], [6.1305821346271205, 46.22133657487885], [6.130573125463144, 46.22135061352796], [6.130523120904033, 46.2214254186602], [6.130592320419995, 46.221447120415526], [6.13060827538292, 46.22145309031492], [6.130621367379404, 46.22146061047861], [6.1306335669532785, 46.22148367587196], [6.130656047614338, 46.221580463742754], [6.130758108212429, 46.221648403233566], [6.130902282121709, 46.22183329498424], [6.130962020969322, 46.221810766274835], [6.131296954400393, 46.22159737235602], [6.131326854565611, 46.221573769065294], [6.131698549236247, 46.22128037688207], [6.131758859566143, 46.221235110319746], [6.132016638165603, 46.2210627102636], [6.132110396659427, 46.22102306693281], [6.132123144906312, 46.221032490275626], [6.132349926169725, 46.221200693573984], [6.132200560624883, 46.22129648159385], [6.1324658918917345, 46.221493273057824], [6.132527939465565, 46.22145337032872], [6.132809130520946, 46.221661266691754], [6.133002615863049, 46.22180416208505], [6.133092647151534, 46.22187064672422], [6.132963411819662, 46.221989070796866], [6.133149128704138, 46.22214516440842], [6.133462203878806, 46.22240902846176], [6.133508413799031, 46.22244789844831], [6.133836227542506, 46.222723762728336], [6.133751734059128, 46.22278290285957], [6.133578369387882, 46.22290425422817], [6.133246375736602, 46.2231372390861], [6.132956701862748, 46.223340501146], [6.132913273002822, 46.22337094791524], [6.133215894950638, 46.22365580728727], [6.133167747922873, 46.22368678437991], [6.133461139669184, 46.223926992859155], [6.1335616450447725, 46.22400928872442], [6.133838534396479, 46.224239426817064], [6.1339259067148735, 46.224312672627285], [6.133327460878989, 46.22473787215595], [6.132755371036243, 46.22515014819214], [6.132182850222683, 46.22480317141429], [6.1322195669662705, 46.22468852657283], [6.132154050212059, 46.22458295478285], [6.131470929609312, 46.224129790576264], [6.131007571909458, 46.22410076142577], [6.130070091651317, 46.22479165149885], [6.129367218157654, 46.22531548491585], [6.12887238889047, 46.225032010520735], [6.127636773117343, 46.22607011884458], [6.1277854708184, 46.22615560675108], [6.127950972302365, 46.22617858141385], [6.128114414252344, 46.22612029019671], [6.128475474578159, 46.22585493571655], [6.130178274951892, 46.227029256304704], [6.128719659136444, 46.22805646040461], [6.128291220283133, 46.22833716506196], [6.128280479433157, 46.228343913979785], [6.12827043923188, 46.228351174855234], [6.128261152819346, 46.22835889432412], [6.128252659508883, 46.22836705484928], [6.128245025617233, 46.22837559422275], [6.128238251578372, 46.22838449445604], [6.128232403709269, 46.22839369334099], [6.128227482660718, 46.22840316389478], [6.1282235420068565, 46.228412834764576], [6.128220569221961, 46.228422687811204], [6.128218604920385, 46.228432651531364], [6.1282180186219595, 46.22843600055692], [6.12821753578549, 46.228439359780495], [6.1282171825476635, 46.2284427205086], [6.128216932771881, 46.22844609143477], [6.128216786675004, 46.228449463564594], [6.128216770176742, 46.22845283719901], [6.128216857357424, 46.228456212037095], [6.128217067125829, 46.228458265758576], [6.128217315990626, 46.228460310937116], [6.128217616911765, 46.2284623477231], [6.128217943535827, 46.22846439380435], [6.128218322216192, 46.22846643149308], [6.128218752952863, 46.2284684607893], [6.128219209609312, 46.22847049038643], [6.1282216351600916, 46.228479038581], [6.128224789716488, 46.228487460285834], [6.128228686672253, 46.228495737662655], [6.128233287798454, 46.228503843277004], [6.128238594179263, 46.22851173215681], [6.1282445671521355, 46.2285193948565], [6.128251207801167, 46.22852678640412], [6.128258464937347, 46.22853387921468], [6.128266338777628, 46.22854066429368], [6.128292572062664, 46.228559691319724], [6.1285873414942165, 46.22877306379413], [6.128717685463735, 46.228867415201066], [6.128966762790068, 46.229053283773986], [6.129168101846224, 46.22920341123055], [6.129657894999267, 46.22952485527151], [6.129864310098542, 46.22965275507358], [6.129888509372913, 46.22971916262243], [6.130103767762813, 46.22987288654579], [6.130155647299626, 46.23008140552232], [6.130175718532769, 46.23008773806199], [6.130195132204569, 46.23009499864991], [6.130213798459794, 46.23010315025727], [6.130231614266228, 46.230112164699676], [6.130248515905341, 46.230121996254574], [6.130264413737761, 46.230132598899054], [6.130279244044522, 46.230143926910586], [6.130287264534524, 46.2301392515363], [6.130593148085951, 46.230352054661594], [6.1310036667047445, 46.230644611745184], [6.1312112849722515, 46.23030231983167], [6.131733271563243, 46.23025672261161], [6.132606333627516, 46.23031846955386], [6.132768301196214, 46.23053666397635], [6.133545659043099, 46.23100868678071], [6.1331188344125005, 46.231583418844075], [6.133079464599397, 46.231613543837064], [6.133028275072551, 46.231607346732474], [6.132807675810097, 46.23151289206705], [6.132785187130141, 46.23153106647951], [6.132709804178272, 46.23159242568335], [6.132651459704616, 46.2316622680783], [6.132410581588395, 46.23185445196232], [6.132062248074712, 46.23211482043077], [6.1320757847436065, 46.23212553043337], [6.132335890353883, 46.23231860846896], [6.13199723309366, 46.2326029124502], [6.1322378061264144, 46.23277374927408], [6.131869091882621, 46.23305542885684], [6.132281296905785, 46.233306992831224], [6.132567874851152, 46.233082733258584], [6.132954735723063, 46.2327800107455], [6.1330125545433525, 46.23282439525183], [6.1330488855248575, 46.232852282873466], [6.133673136956419, 46.23333147642011], [6.133897047081312, 46.23350334056284], [6.13394060962188, 46.233536781562094], [6.134404837304984, 46.23390851614639], [6.13443857143406, 46.23391122708123], [6.1348472324626115, 46.23394426983077], [6.134913010342367, 46.23395260487865], [6.134971431748845, 46.233968736179364], [6.135986342868699, 46.23424783894683], [6.136307058791734, 46.234192996857594], [6.137361152279174, 46.23340439673771], [6.136226987928987, 46.232812018413455], [6.136178285397783, 46.23278691306672], [6.136144412569067, 46.232769455197825], [6.136129570166179, 46.232761798555046], [6.136508870944273, 46.23241221125093], [6.136902696103201, 46.232048161345354], [6.1369641593596445, 46.23199133523635], [6.137026970605943, 46.2319843312196], [6.137958190701751, 46.23141130436579], [6.138163361109417, 46.23129968718321], [6.1381657070973255, 46.23129645735098], [6.135952666454029, 46.23065735403225], [6.135922702314232, 46.23062669781996], [6.136339444066163, 46.23035658973126], [6.136530326195773, 46.23016492761403], [6.1366038241515675, 46.230068879317955], [6.136659412892164, 46.22993626812098], [6.136730648567559, 46.22968185803575], [6.1368374885098005, 46.229468317393405], [6.1368540874348785, 46.22947188264743], [6.1369523579807925, 46.22922908427932], [6.137182885903188, 46.22891681669002], [6.137304286213043, 46.2286884187906], [6.137440287944309, 46.22849336948692], [6.137511140184805, 46.22842374989215], [6.137839942405474, 46.2282320740275], [6.137917760356688, 46.22819149532505], [6.137943282930694, 46.22818129910944], [6.138239357278175, 46.22812317207785], [6.13824878993166, 46.22812174228859], [6.138258307064494, 46.2281205743805], [6.138267870227604, 46.2281196499168], [6.138277479206077, 46.22811897789191], [6.138287120825032, 46.2281185671509], [6.138296782339895, 46.228118408550024], [6.138306437616136, 46.22811851078513], [6.1383160745545045, 46.228118837729355], [6.13832569294004, 46.22811939837715], [6.138335280243267, 46.2281201745904], [6.138344823074271, 46.22812118420864], [6.138354308903515, 46.228122409093764], [6.138363724556298, 46.22812385809095], [6.13837307003263, 46.22812553120013], [6.13923662833058, 46.228033766459944], [6.139469738922167, 46.22866182066649], [6.138836845488196, 46.22883920369076], [6.138839992219938, 46.22885181752131], [6.138842943693138, 46.22886446509067], [6.138845687377667, 46.22887712826091], [6.138848210098367, 46.22888981587715], [6.138850525030158, 46.228902519094255], [6.13885263217289, 46.2289152379123], [6.138854518351353, 46.22892798117632], [6.138855617965657, 46.22893566815069], [6.138856587765147, 46.228943362627035], [6.138857440924747, 46.22895105576024], [6.13885816405439, 46.228958765389834], [6.1388587703290565, 46.22896648267063], [6.138859247003682, 46.22897419845907], [6.138859607038311, 46.22898191290439], [6.138860371844195, 46.22898950605481], [6.138861006835041, 46.228997106707276], [6.138861537930802, 46.22900471516015], [6.138861952386464, 46.22901232226996], [6.1388622502019805, 46.2290199280366], [6.138862418202206, 46.22902754130526], [6.138862482522196, 46.22903515338001], [6.138862635842198, 46.22904283845442], [6.138862724147039, 46.229050531777006], [6.138862760826774, 46.22905821550825], [6.138862745451315, 46.22906590763697], [6.138862665275602, 46.229073599019486], [6.138862533474765, 46.22908128081073], [6.138862349618663, 46.22908897099934], [6.138858292161593, 46.229297723146125], [6.138858272757521, 46.22930612597958], [6.138858149672676, 46.22931452761916], [6.138857909946881, 46.22932292791558], [6.138857553580033, 46.22933132686889], [6.13885709353226, 46.22933972462828], [6.138856516843377, 46.229348121044545], [6.138855836688462, 46.22935650727251], [6.138851440847144, 46.229415116108974], [6.138851110398954, 46.22942351536078], [6.13885054645333, 46.22943192092064], [6.1388497626154415, 46.22944030595473], [6.138848758455057, 46.22944868845178], [6.138847521441998, 46.22945705027371], [6.138846064536366, 46.22946539156989], [6.138844374562811, 46.22947372118533], [6.138820508996949, 46.22961033342429], [6.1388183145432995, 46.22961970086473], [6.138816042542924, 46.22962905841531], [6.138813718701103, 46.229638415368825], [6.138811330272549, 46.22964776258174], [6.138808877257378, 46.22965710005403], [6.13880635965546, 46.229666427785695], [6.138803777466813, 46.229675745776696], [6.138801143866618, 46.22968504518192], [6.138798445464586, 46.22969434384087], [6.138795708181071, 46.22970364205201], [6.13879293244611, 46.22971292182664], [6.13879009190923, 46.22972220085496], [6.138787212705806, 46.22973147044106], [6.1387842818756875, 46.229740730435786], [6.138781286888726, 46.22974996270107], [6.138778240274921, 46.22975918537494], [6.138775167954768, 46.22976839875586], [6.138772056752913, 46.22977761168894], [6.13876890688444, 46.22978681517984], [6.138765718349332, 46.229796009228565], [6.138762490932468, 46.22980520282944], [6.138766416176324, 46.22981778963991], [6.13860135839524, 46.2301523979076], [6.138532566579507, 46.230291947456536], [6.138638300239124, 46.230274595730194], [6.138709622425034, 46.23026288450564], [6.139346665457331, 46.23015830726284], [6.140227203236955, 46.22996264551253], [6.140975053121007, 46.229772298231275], [6.141941273065969, 46.22953079768996], [6.142864268176139, 46.22929997586196], [6.1429605078290175, 46.229574773524135], [6.143427955269847, 46.230636322361356], [6.1434637128292024, 46.230514852453275], [6.143634023348159, 46.230165866743256], [6.1436604502928445, 46.23012966974803], [6.1436982364098665, 46.23009879423811], [6.143844604980346, 46.230022848569156], [6.143926725420973, 46.22997734884476], [6.144074634510329, 46.22989384521713], [6.144278949181699, 46.22975913044245], [6.144536755865872, 46.229608969242584], [6.145050266126373, 46.22928734350838], [6.1456310190838135, 46.22892455156519], [6.145673919812226, 46.228891664735656], [6.145882675417112, 46.22872741643196], [6.145841680126497, 46.228258778588064], [6.145755719382108, 46.22782324685989], [6.145575562780491, 46.227293158863894], [6.146152263324865, 46.22694546880192], [6.146292978937442, 46.22710083594765], [6.146696749086424, 46.226731190055595], [6.146994665966982, 46.2263535838588], [6.147663190965371, 46.2261941611512], [6.148205921262683, 46.22605326934573], [6.148940759097113, 46.22779216342412], [6.149472143236855, 46.22766396521238], [6.166700525903562, 46.22446680582352]]]}}, {\"id\": \"1\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 19.320108378619015, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1203, \"RentPerArea\": 37.527644727390005, \"RentPerRoom\": 716.1314896687237, \"STATUS\": \"real\", \"SurfaceArea\": 64.23404255319149, \"UUID\": \"{54A45D65-97A3-45A1-8DB2-FA3E6E540269}\", \"ZUSZIFF\": 0, \"ZipCode\": 1203, \"x\": 6.122096309702056, \"y\": 46.207852041497006}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.135137728516569, 46.20837021956549], [6.134704800361071, 46.207979612378814], [6.1349654754314065, 46.207884468955875], [6.134659400690358, 46.20751125159497], [6.134348375635405, 46.20761480912324], [6.134253350970387, 46.20750295941275], [6.1346936555686185, 46.20736886749297], [6.134435597641631, 46.20697668122834], [6.134223281173215, 46.20703855431371], [6.134098622790052, 46.206876429350395], [6.13332903250813, 46.2058319731882], [6.133403996099945, 46.20583786966618], [6.13404820680593, 46.20588868516918], [6.134324162118555, 46.20591247841661], [6.134623469431904, 46.2059491904513], [6.134525956430717, 46.20568883721411], [6.134239046938657, 46.20563232222473], [6.134277237665766, 46.20547818889789], [6.1342795370308645, 46.20547632614227], [6.134297471642593, 46.20545252089168], [6.134307674795971, 46.20542690786083], [6.134311953429616, 46.205399786843174], [6.134307015031024, 46.205373368987956], [6.134295577876569, 46.205347775687564], [6.134278533897941, 46.20532363803372], [6.133919214004591, 46.204902110620324], [6.133866005554052, 46.204840676602956], [6.133809794011879, 46.20478019748169], [6.133749776236916, 46.20472174358484], [6.1336833311796, 46.20466654414958], [6.133611749951957, 46.2046147940355], [6.133535293797147, 46.204566406286204], [6.133454478722912, 46.20452147682971], [6.133369816416151, 46.204480281481835], [6.13328277715961, 46.20444148771755], [6.133180229740457, 46.20440044516921], [6.13305488965909, 46.20435347075895], [6.131189630915852, 46.204018375438], [6.131619661827826, 46.20311065433519], [6.129165932634609, 46.203186646068445], [6.1290175517354015, 46.20318953916427], [6.128869109547896, 46.20318905753224], [6.128720774499737, 46.20318520312727], [6.128572689110764, 46.20317797760437], [6.128425034329006, 46.20316740105942], [6.1282779528903895, 46.20315346615457], [6.128131612788187, 46.20313619283692], [6.127972944830777, 46.20311645492487], [6.126800639353945, 46.202963549562604], [6.1265999907607025, 46.20293519740262], [6.126400730910056, 46.20290246157074], [6.126203066674015, 46.20286536247397], [6.126007191317806, 46.20282394735315], [6.125813285368115, 46.202778254305215], [6.125621568210717, 46.20272832188057], [6.125432219716355, 46.20267421516161], [6.125188588233735, 46.202599925988544], [6.1221371744993895, 46.20169078227172], [6.122097295412475, 46.20167888188727], [6.1220575372783035, 46.20166680296263], [6.1220179003149955, 46.201654536503575], [6.12197837156934, 46.201642082359136], [6.1219389769486465, 46.20162944083174], [6.121899690110842, 46.201616629607784], [6.1218605376163024, 46.20160362200686], [6.12182017503033, 46.20158975456208], [6.121779947007765, 46.201575681745304], [6.12173986584901, 46.20156143069087], [6.1216999322076875, 46.2015469744159], [6.1216601326951725, 46.201532330758006], [6.1216204802651815, 46.201517499868636], [6.121580988089198, 46.20150247290466], [6.121408409955136, 46.20143676922101], [6.120606366967337, 46.201131431854556], [6.120420594019835, 46.20106601332749], [6.120229162596841, 46.20100901241533], [6.120032844156306, 46.20096067202552], [6.119832463048495, 46.20092119070436], [6.1196288444866855, 46.20089073102603], [6.119422814548899, 46.200869419593204], [6.119215251993051, 46.200857347642966], [6.119121913450244, 46.20085400677003], [6.118779256232582, 46.20085017844981], [6.118437060019432, 46.200863124662376], [6.118097023339387, 46.200892784325326], [6.117760859648233, 46.2009390155794], [6.1174302068818935, 46.201001585732044], [6.11710674382528, 46.201080181615794], [6.1167920474138775, 46.20117441691225], [6.116205561872635, 46.20136728352163], [6.116155124833479, 46.201384137251914], [6.116104988366233, 46.20140141733699], [6.116055152251208, 46.201419132771605], [6.116005655785149, 46.20143726602304], [6.115956472841777, 46.20145582578243], [6.115907616373641, 46.20147481220196], [6.115859112724228, 46.201494207597236], [6.115809181635124, 46.20151475582969], [6.11575964134597, 46.20153574947012], [6.1157104920746574, 46.20155717952486], [6.115661733820565, 46.20157904599434], [6.115613392708597, 46.201601340188475], [6.115565455565875, 46.20162407095035], [6.1155179487362785, 46.2016472205956], [6.114297515131453, 46.20225017729607], [6.114143533020533, 46.20232298084863], [6.113985369959878, 46.202391335629684], [6.113823288112319, 46.202455118743266], [6.113657588067958, 46.20251422573981], [6.1134885186068715, 46.202568551562244], [6.11331637967034, 46.20261801874654], [6.113141458688195, 46.20266253168935], [6.113047164261744, 46.20268500466281], [6.112555188681228, 46.2028023005831], [6.112389758013883, 46.202837504179676], [6.112221315311896, 46.202864970787054], [6.112050602295798, 46.2028845741589], [6.111878398674668, 46.20289622448738], [6.111705457156285, 46.202899876636344], [6.111532542745485, 46.20289551260949], [6.1113604327425755, 46.20288314155035], [6.110823442695618, 46.20282983215407], [6.110750216203387, 46.203243987990675], [6.110658754308094, 46.203761222497725], [6.110627565850639, 46.203802061165156], [6.110531427821579, 46.203928037630526], [6.110474527717589, 46.20425131897678], [6.110466720696771, 46.204294034294584], [6.110445513894016, 46.20441481086595], [6.110414981094292, 46.20458902716084], [6.1103942573778065, 46.20467939991118], [6.110327549426365, 46.20497125655818], [6.110258872854109, 46.205371808478475], [6.110235802433535, 46.205506247363125], [6.110232494151526, 46.20556795410275], [6.110233481302577, 46.20562356653666], [6.110240581411277, 46.20567772147065], [6.110251163746397, 46.2057224706627], [6.110266435829287, 46.2057662044376], [6.110275717350227, 46.20578463139088], [6.110287704535648, 46.205808470340976], [6.110316433965453, 46.20584768415886], [6.110350375966313, 46.205885699769574], [6.1103917833234185, 46.20592047440311], [6.110439384538645, 46.20595101242158], [6.1104932281464075, 46.20597585689166], [6.110552271198664, 46.2059942038013], [6.1106185802460775, 46.20600632937944], [6.110654522558508, 46.20605318539602], [6.110830907271335, 46.20628523990152], [6.110837900518197, 46.20629443605378], [6.1109873703823245, 46.20649684368201], [6.111010927817886, 46.206525011248324], [6.111162041438755, 46.20670206673366], [6.111590500958087, 46.20729884152098], [6.111932367664888, 46.2077994453079], [6.111970401503282, 46.207855214404724], [6.111983750507674, 46.20787480464791], [6.112040963833606, 46.20795870758645], [6.112125760791577, 46.20811722212415], [6.11228610278388, 46.20837477174714], [6.112401124020081, 46.20854272820648], [6.112470173564273, 46.20862117396847], [6.112486528584838, 46.20863548231596], [6.1126604217876, 46.20881040124579], [6.1128760157581, 46.20903325047959], [6.112902313625098, 46.209054873101515], [6.113030792146907, 46.20917912715438], [6.113191274713388, 46.209334967217295], [6.113193766903273, 46.20933373692766], [6.113495153290494, 46.20962575311883], [6.113502355431797, 46.2096226887889], [6.1135409137135, 46.2096118415137], [6.113555750075527, 46.2096406348528], [6.113572334084999, 46.209668971877754], [6.11359064136746, 46.209696789323274], [6.11361063415456, 46.209724041760644], [6.113632274896983, 46.20975067476655], [6.113655525606645, 46.209776651906466], [6.113680348733658, 46.209801918757115], [6.113977443970713, 46.2100904913907], [6.114145099365808, 46.21025693161031], [6.114264356589447, 46.21038810252939], [6.114268293437568, 46.21038661926497], [6.114340159079022, 46.21046404424714], [6.114355846662541, 46.210480791633344], [6.114409633230314, 46.2105385711081], [6.114507466379823, 46.210648599553664], [6.114513817670129, 46.21065493591925], [6.114520483837886, 46.21066111403547], [6.114527452146509, 46.21066712475582], [6.114534709421479, 46.210672976922694], [6.114542256319824, 46.21067864355297], [6.114550066711275, 46.21068413333686], [6.114558153989522, 46.210689428437746], [6.114567233523331, 46.21069388947393], [6.114576739024715, 46.21069788766947], [6.114586632064639, 46.21070140457964], [6.114596874214073, 46.210704421759615], [6.114607388177108, 46.210706920308546], [6.114618135086683, 46.21070889977032], [6.114629063777005, 46.21071033255378], [6.114640641963291, 46.210711170165595], [6.114652271278775, 46.210711504550346], [6.114663912637421, 46.21071134424634], [6.114675514435351, 46.21071067965126], [6.114687037586588, 46.21070951930332], [6.114698430049346, 46.210707871588866], [6.114709666131169, 46.21070572720952], [6.114720680396815, 46.210703112388366], [6.114731433979285, 46.210700026669436], [6.114912778400715, 46.210952195717084], [6.114627083744452, 46.211078048149226], [6.114631423609263, 46.21107704643564], [6.114635837485553, 46.21107619853737], [6.114640299681026, 46.21107549515611], [6.114644796801973, 46.21107495412846], [6.114649342242179, 46.211074557617835], [6.114653896915561, 46.21107431416245], [6.114658473558908, 46.21107423290866], [6.114662416286014, 46.21107463904562], [6.114666302811121, 46.2110752244608], [6.114670133353279, 46.21107598015982], [6.114673882220049, 46.211076896844425], [6.114677549192497, 46.21107798350893], [6.114681108578228, 46.211079230854914], [6.1146845346848835, 46.21108062958416], [6.1146878406870675, 46.211082170854304], [6.11469098749882, 46.21108386320365], [6.114692278725997, 46.211084589107905], [6.114693543384985, 46.2110853416911], [6.114694781475689, 46.211086120953226], [6.114695980261446, 46.21108691774795], [6.114697152478968, 46.21108774122161], [6.114698298347215, 46.21108858237985], [6.114699404691507, 46.211089450065], [6.1147037466420775, 46.21109315374584], [6.1147078914113395, 46.211096972072525], [6.114711813087928, 46.21110090474111], [6.1147154991539585, 46.211104933610905], [6.114718975520848, 46.21110905898601], [6.1147222162771175, 46.211113280562365], [6.114725208905003, 46.21111758019948], [6.114749843124822, 46.21116662336352], [6.114792186060896, 46.2112734453743], [6.114809054896482, 46.211304502608236], [6.114865653062826, 46.21129314676011], [6.114937038541919, 46.211370682667976], [6.114963725317351, 46.21139876911713], [6.115039797186615, 46.21147438961263], [6.11511556132306, 46.21154615577713], [6.115184926606445, 46.211609812618434], [6.1152647627574135, 46.21168148248747], [6.115310814967195, 46.21172699801393], [6.11540205148441, 46.21181163104047], [6.115450273811709, 46.21185851249206], [6.115511538414898, 46.211918511366655], [6.115636148173499, 46.21204303184885], [6.115659655813015, 46.21206705024698], [6.115719539863347, 46.21212947997108], [6.11574836171139, 46.21216092910269], [6.115777751952374, 46.21219298768145], [6.115793172776977, 46.21220955179318], [6.115859293529306, 46.212283588562], [6.115922823091857, 46.21235813472977], [6.115939329325728, 46.212378031394856], [6.115954568359708, 46.212396212792164], [6.116085656020602, 46.21256193345563], [6.116177463015206, 46.21268503420376], [6.116212165001012, 46.2127315769239], [6.116313132546496, 46.212870241560594], [6.116305936710112, 46.212884228367265], [6.116291558201067, 46.21291219313685], [6.1162747724948305, 46.21294481707344], [6.116356592205048, 46.21305657251373], [6.116485623188017, 46.213233973533534], [6.116644101129195, 46.21345184549121], [6.116803282718988, 46.21367067912599], [6.116938562084659, 46.21385666384439], [6.1170737922979574, 46.21404257584065], [6.1172093118169935, 46.214228886916416], [6.117344832263979, 46.214415197831045], [6.117480191103676, 46.214601263765815], [6.117615631361579, 46.214788284151766], [6.11777367893674, 46.21500450296508], [6.1178167782359845, 46.21506400899744], [6.117872415168879, 46.215139856145306], [6.117880997982688, 46.21515200342625], [6.117889515361633, 46.21516417693134], [6.117897993655931, 46.21517635897509], [6.117906406733705, 46.21518855824872], [6.117914767333231, 46.21520078389821], [6.117923075891322, 46.21521301793475], [6.117931331971065, 46.21522527834723], [6.117943062446078, 46.21524283360147], [6.1179546754446, 46.21526042346708], [6.117966170966635, 46.21527804794415], [6.117977561968722, 46.215295707184325], [6.117988835494053, 46.21531340103596], [6.118000004499318, 46.21533112965074], [6.118011056027692, 46.215348892877074], [6.11831437462989, 46.21583759007369], [6.118432196349249, 46.216027201314645], [6.118785971012726, 46.21597366950741], [6.119254435742948, 46.216208469102895], [6.12173948482506, 46.215670728575404], [6.124292379392764, 46.215172266791875], [6.123963949358538, 46.21486731572546], [6.125745936691429, 46.21403192004913], [6.126111951338808, 46.21434243123986], [6.1263714555244375, 46.21421715396709], [6.127624639855809, 46.214192673840145], [6.128101674764305, 46.21396789524544], [6.128840698336542, 46.21366482430604], [6.129536821100284, 46.213743797461355], [6.129715824584564, 46.21366733135108], [6.129763546568301, 46.21324611208151], [6.1292670997621626, 46.212711337216], [6.129182332847565, 46.21270099684457], [6.129007513851845, 46.21252307940255], [6.129270588872294, 46.21240494462252], [6.12926991321042, 46.21149643380155], [6.129688323822016, 46.211503897297234], [6.1296881943296775, 46.211046225553424], [6.1293752464565685, 46.21104538386917], [6.129368755714224, 46.21081975727768], [6.129689670193956, 46.210817992352666], [6.1296959109729405, 46.21056408341168], [6.130356125188633, 46.21056112386923], [6.131372906522594, 46.20969310578784], [6.13140280815081, 46.209387199254714], [6.132010663425156, 46.20907638102781], [6.132081390802238, 46.209061365573874], [6.132296128003318, 46.20900920502911], [6.132354744606566, 46.20908404471576], [6.132684982968899, 46.20905728712121], [6.133030450124655, 46.20902556757709], [6.133175440742268, 46.20892378138879], [6.133290798266145, 46.20889038815007], [6.133399342743762, 46.2090868755025], [6.134884189651403, 46.208718437242986], [6.134899613772944, 46.20843179594179], [6.135137728516569, 46.20837021956549]]]}}, {\"id\": \"2\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.531853242910934, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1206, \"RentPerArea\": 39.905645356562005, \"RentPerRoom\": 1103.584284785727, \"STATUS\": \"real\", \"SurfaceArea\": 143.32692307692307, \"UUID\": \"{D924C540-1604-4E4A-9C30-A31E36299921}\", \"ZUSZIFF\": 0, \"ZipCode\": 1206, \"x\": 6.1573566965883915, \"y\": 46.18942238896255}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.153826381810386, 46.17984066282308], [6.153869481466996, 46.18018807039982], [6.154024265254395, 46.18139468494512], [6.154170797076629, 46.182502330473234], [6.154387439980183, 46.18383696273992], [6.154527529150262, 46.184706119242165], [6.15440674565849, 46.1852361039577], [6.154181351602472, 46.185664483967706], [6.153749354764239, 46.186109043472975], [6.153437733198549, 46.1862884878789], [6.153084901830151, 46.186441191073556], [6.152583115023906, 46.1865594374368], [6.1522480180469, 46.18661768489922], [6.151773957276739, 46.186651754932086], [6.15109082803541, 46.18665401692032], [6.149914849976797, 46.18673972183113], [6.149687640202297, 46.186753616596], [6.149770761638963, 46.18745194521467], [6.149650982422172, 46.187560607376355], [6.148963752341505, 46.18760968314787], [6.1490114909205555, 46.18787455532854], [6.149461806147401, 46.18917934668847], [6.1494081039798605, 46.18919879576239], [6.149760538856355, 46.18976558314791], [6.149483406240811, 46.189839509695084], [6.14957885593846, 46.18997771199799], [6.14971770777838, 46.19002221357833], [6.149862194196495, 46.18999237573905], [6.150040360233139, 46.1899401695593], [6.150041917744917, 46.19022006913789], [6.149527729034671, 46.19022849859921], [6.149526411494189, 46.19063126181205], [6.149676769835623, 46.191055713335], [6.1497263220111895, 46.19174462566265], [6.149952632358675, 46.191744422443946], [6.150058838687626, 46.1924711386798], [6.1502323102512655, 46.192613110633964], [6.150348819386863, 46.19273157984942], [6.150420196617563, 46.19284665454036], [6.150542500041663, 46.193065144292355], [6.150611721268436, 46.193265843876254], [6.150627311965667, 46.19347735699532], [6.150594161797494, 46.19366276261846], [6.150516355219648, 46.19382462645666], [6.150401842782986, 46.193971856095], [6.151747304530574, 46.19465543383963], [6.151462633851074, 46.19486358390702], [6.1511545871478805, 46.195197178924], [6.15080706620566, 46.19562741609282], [6.150925327692556, 46.19567163596805], [6.1514096668960985, 46.19585971815223], [6.151218502020956, 46.19608214198403], [6.151076170898756, 46.19602574491789], [6.151000325673546, 46.19599574751801], [6.150950910641038, 46.19597612820271], [6.150776807719655, 46.196032673920776], [6.150585003038751, 46.196139174481175], [6.150191718957349, 46.19642906787624], [6.150325237755585, 46.19651620649121], [6.150517738236707, 46.196552745624615], [6.15085763155386, 46.19679640934262], [6.151019287035964, 46.19691826312658], [6.150736192291279, 46.19712106744332], [6.150281474867976, 46.19741817704987], [6.150657815093966, 46.19767892866817], [6.150411071672832, 46.19785321351504], [6.151466467732607, 46.19860217155433], [6.15190769545718, 46.198925863160134], [6.1515786023178265, 46.19912849590135], [6.151314754166283, 46.19931695554057], [6.151649959424929, 46.199538404022995], [6.152084867129296, 46.19926031601468], [6.152207133383858, 46.19913612383745], [6.152436534837076, 46.199001556180704], [6.1527441498631905, 46.19919705490242], [6.153788589460688, 46.19990875389659], [6.15485022272835, 46.19919536456832], [6.156461405542278, 46.19873379872015], [6.1563383427757685, 46.19836680588026], [6.156940285815757, 46.1976081716538], [6.157243616579087, 46.19748593230314], [6.156783519595079, 46.19693512107394], [6.157252470417411, 46.19675477294485], [6.1575309921982155, 46.197095442312104], [6.157780284774523, 46.19740051163046], [6.157611130952985, 46.19747093414304], [6.157352457239966, 46.19757846810809], [6.157285025688423, 46.19799187890545], [6.157429292284582, 46.19815911258664], [6.157462410153629, 46.198145282762745], [6.157570712350205, 46.1982607540663], [6.1577753542712825, 46.198322447677], [6.157838250204055, 46.198429476973864], [6.158002782135092, 46.19839148906131], [6.1576318853670475, 46.19793587253069], [6.157883281113985, 46.1978293438942], [6.158248921689559, 46.197684327614844], [6.158146097205111, 46.197561253873985], [6.157994693513934, 46.197380165998375], [6.157663809227189, 46.19697361345944], [6.157427145611421, 46.19668253337095], [6.158633404463256, 46.19624790772557], [6.158416661346365, 46.19601697445483], [6.159592340475188, 46.195527570170086], [6.160515352082318, 46.19510386486567], [6.160997337253002, 46.194897981360874], [6.16045123081468, 46.194334893154604], [6.160633525482006, 46.19410269116323], [6.161073844924565, 46.19427326496082], [6.1619590270754045, 46.19388349653311], [6.162377653763596, 46.19430290480231], [6.162531059683574, 46.19434034862607], [6.163292510625524, 46.19402129725972], [6.164257041444774, 46.19358370855986], [6.164467756128255, 46.19389455273723], [6.165081387988075, 46.19368437215116], [6.165001456932012, 46.19340927468237], [6.164665852504209, 46.19298845686137], [6.164883712548732, 46.19286300094345], [6.164573047293395, 46.192600519937464], [6.164863929503885, 46.19243645594738], [6.164504502716407, 46.19214365371244], [6.164745912014097, 46.192029791058225], [6.165004134485511, 46.191895497119795], [6.165712447325734, 46.19186162177542], [6.166221267292364, 46.19226155672796], [6.165813152132359, 46.19249525895581], [6.1661481456530165, 46.19274527149783], [6.166370954409867, 46.192907675613625], [6.167099790337728, 46.19246461545204], [6.167901920680074, 46.19312207964358], [6.168516961720581, 46.19276679649954], [6.167245494508808, 46.191732300616344], [6.1679120844633415, 46.191545571793185], [6.167670765971571, 46.19131158171815], [6.1672786918875495, 46.19101577549166], [6.16705175841359, 46.19087043849926], [6.16789921352841, 46.190261406742444], [6.167600134753113, 46.190059154110585], [6.167454526541173, 46.18996556610976], [6.167420119774256, 46.189930099898056], [6.167394821358576, 46.189903994017676], [6.167367604938867, 46.189865172060266], [6.167349435621954, 46.18981116654194], [6.167352514530125, 46.18978529052483], [6.167358953451553, 46.18973093259327], [6.167393677268414, 46.189609237690405], [6.1675009165074615, 46.18934899996147], [6.167512808645513, 46.189317384357196], [6.16757219491924, 46.189159710336256], [6.167620410385866, 46.189058770037015], [6.167540210390737, 46.188970687474004], [6.16757011704555, 46.18887826773681], [6.167630837843358, 46.18853979151821], [6.167670111593081, 46.18832086568268], [6.16769635755208, 46.188168864005064], [6.167704358745287, 46.18813133864384], [6.167709121360024, 46.188099363787025], [6.167789786037218, 46.1876728448819], [6.167798544402011, 46.18762508072044], [6.16786394794523, 46.18726568571132], [6.167471272237265, 46.187468087598724], [6.167096873167849, 46.18763659641923], [6.1665905643201135, 46.18784554137406], [6.166326013240334, 46.18794125204778], [6.1656478167687885, 46.18812242396959], [6.165045440108769, 46.18817940177919], [6.164742621295414, 46.1881721133589], [6.164225041872851, 46.18812001387009], [6.163899016929331, 46.18806378837092], [6.163564036665212, 46.18797516222799], [6.163264549198416, 46.187842393347594], [6.162971970835258, 46.18768020134362], [6.162549643773086, 46.187317261839326], [6.1624144636775275, 46.187143704763635], [6.162345735020557, 46.186926014541896], [6.162268527585089, 46.18648447825976], [6.162275738092647, 46.18616607364808], [6.162344753486263, 46.18592421136273], [6.162389122706672, 46.18579426006389], [6.162374458795004, 46.185320503360764], [6.16226090375323, 46.18491003551483], [6.161971707914025, 46.18435606900914], [6.161329500341682, 46.183511997350955], [6.160026501698797, 46.181503256209304], [6.1598162141111725, 46.18101036695252], [6.159715227676383, 46.18055128525302], [6.159694091276504, 46.179885013371965], [6.1596327096988555, 46.17917321115996], [6.159473809919843, 46.178852922577455], [6.1593334933836825, 46.17867328442572], [6.159097207028841, 46.17843856747409], [6.158771267395115, 46.17820518067757], [6.1583819260603505, 46.17802495489217], [6.15773675455156, 46.1778240084511], [6.15722390139957, 46.177774178568484], [6.157051145054, 46.1777735558609], [6.1568786207954505, 46.177779575159086], [6.156706821216282, 46.17779221507411], [6.156536303861359, 46.177811445962], [6.156367575121836, 46.17783721060975], [6.15620115518738, 46.177869415977256], [6.15603756425165, 46.17790796902728], [6.15587729704096, 46.17795275844205], [6.15572083597485, 46.17800364577597], [6.155568677063069, 46.17806046574995], [6.1554212776901025, 46.17812304365061], [6.155279082299467, 46.17819120461916], [6.155142549562748, 46.17826471997938], [6.155012072995184, 46.17834337830842], [6.154888072864468, 46.17842693250135], [6.154770917866766, 46.1785151258703], [6.154646154439431, 46.17863593584709], [6.154527742466301, 46.178759795957426], [6.154415866853419, 46.17888655538142], [6.1543106613560195, 46.179016035725496], [6.154212259309542, 46.179148076584326], [6.1541207944784215, 46.179282499563165], [6.154036387470785, 46.17941913511313], [6.15395913342692, 46.17955779540062], [6.153889165911089, 46.179698311022385], [6.153826381810386, 46.17984066282308]]]}}, {\"id\": \"3\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 20.106477906477906, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1205, \"RentPerArea\": 35.18185634549229, \"RentPerRoom\": 698.7350493350493, \"STATUS\": \"real\", \"SurfaceArea\": 75.91891891891892, \"UUID\": \"{F97E72AA-A260-4075-B3AE-F87FEDE38726}\", \"ZUSZIFF\": 0, \"ZipCode\": 1205, \"x\": 6.140328436847279, \"y\": 46.19607899458931}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.133941757171043, 46.20367711754078], [6.134082490940982, 46.20308116531098], [6.135171888124315, 46.20315411664103], [6.1351882410407645, 46.2030713636546], [6.13525751093515, 46.20262960911857], [6.135261992134166, 46.20261022770351], [6.13529907089111, 46.20237142995401], [6.134906046680717, 46.20232945301328], [6.135013252281325, 46.20140833526411], [6.135025114959015, 46.20134100499925], [6.136801562182385, 46.20137017295368], [6.136780601145053, 46.20155842390128], [6.137639262616235, 46.20160839206448], [6.138157200142278, 46.20162283867974], [6.138162607983589, 46.20157440805566], [6.138504069962904, 46.201572594669685], [6.138604684758314, 46.20149385321198], [6.138820640445584, 46.20157624244845], [6.139264684854484, 46.20159281056077], [6.139439674680661, 46.20143963943301], [6.139368664415036, 46.20125490832992], [6.1393141608064346, 46.20127362381831], [6.139224235620209, 46.2011327592706], [6.13965738453329, 46.201004261361014], [6.14000038996689, 46.20106843505558], [6.140184779429446, 46.20104132670643], [6.140185127165167, 46.2010425002972], [6.140185889194168, 46.201043687653076], [6.14018677231243, 46.201044687469064], [6.140188033440353, 46.201045592670525], [6.14018932433981, 46.2010463362716], [6.140190863715211, 46.201046983767284], [6.140192653498876, 46.201047454208286], [6.140194460744818, 46.20104773591674], [6.140196416704388, 46.201047758428516], [6.140198236403322, 46.201047518463795], [6.140200047657661, 46.201047089468325], [6.140201759579123, 46.20104647939291], [6.140217205588165, 46.20103990953826], [6.140244453690344, 46.20102743863524], [6.14045342826462, 46.20096967268282], [6.141027216827623, 46.200165101398326], [6.1410266628454, 46.20016496907072], [6.140735744430322, 46.200100399055906], [6.141099402067911, 46.199526202894184], [6.141447342035385, 46.19902944059992], [6.1415706525282925, 46.198846162493744], [6.141615980633787, 46.198705694312174], [6.141626901854484, 46.19854054809273], [6.1416000221638, 46.19802632208232], [6.142036095178119, 46.198022815006425], [6.142149142115803, 46.19811832007699], [6.142440953332669, 46.19813036432081], [6.142443862543394, 46.19813061367174], [6.142581600140447, 46.19828994659448], [6.142601009781365, 46.198312193822936], [6.142687061509746, 46.198496168903894], [6.142706141913501, 46.19871823189823], [6.142652934296133, 46.198721318355155], [6.142662421074678, 46.19934985584908], [6.142632499185402, 46.19940663297626], [6.143017083868169, 46.1994769792256], [6.143054551476031, 46.20052262509858], [6.1431075884813895, 46.20071173572888], [6.143358179641415, 46.20090029868508], [6.143631497040784, 46.20072376975089], [6.143967646170153, 46.20098248102303], [6.144068839605751, 46.20105815398989], [6.144191919761681, 46.20108527920155], [6.144311682491659, 46.20107812429446], [6.1450167262583655, 46.20073684623907], [6.1444562571868655, 46.20020349200164], [6.14554232278907, 46.19952570953804], [6.14717439395128, 46.198513459361465], [6.147740103365184, 46.198922460898956], [6.147816702901426, 46.19881211871988], [6.1482184605137595, 46.19855625714534], [6.148388820112856, 46.198487013904746], [6.14866525758099, 46.19845306339169], [6.149649677568854, 46.19853886340892], [6.149848605311746, 46.198683375851445], [6.149849261690869, 46.19868301448071], [6.1505755633972585, 46.19819242733076], [6.1508302000256325, 46.19836940482011], [6.150362090659372, 46.19868120674986], [6.150049721516062, 46.19867484112347], [6.149936827138188, 46.19874782023386], [6.150564192161862, 46.19920884748179], [6.150379658200804, 46.1993213327707], [6.15103861252523, 46.19979424292019], [6.151241500101975, 46.19966887563483], [6.15133698694153, 46.19974510664873], [6.151649959424929, 46.199538404022995], [6.151314754166283, 46.19931695554057], [6.1515786023178265, 46.19912849590135], [6.15190769545718, 46.198925863160134], [6.151466467732607, 46.19860217155433], [6.150411071672832, 46.19785321351504], [6.150657815093966, 46.19767892866817], [6.150281474867976, 46.19741817704987], [6.150736192291279, 46.19712106744332], [6.151019287035964, 46.19691826312658], [6.15085763155386, 46.19679640934262], [6.150517738236707, 46.196552745624615], [6.150325237755585, 46.19651620649121], [6.150191718957349, 46.19642906787624], [6.150585003038751, 46.196139174481175], [6.150776807719655, 46.196032673920776], [6.150950910641038, 46.19597612820271], [6.151000325673546, 46.19599574751801], [6.151076170898756, 46.19602574491789], [6.151218502020956, 46.19608214198403], [6.1514096668960985, 46.19585971815223], [6.150925327692556, 46.19567163596805], [6.15080706620566, 46.19562741609282], [6.1511545871478805, 46.195197178924], [6.151462633851074, 46.19486358390702], [6.151747304530574, 46.19465543383963], [6.150401842782986, 46.193971856095], [6.150516355219648, 46.19382462645666], [6.150594161797494, 46.19366276261846], [6.150627311965667, 46.19347735699532], [6.150611721268436, 46.193265843876254], [6.150542500041663, 46.193065144292355], [6.150420196617563, 46.19284665454036], [6.150348819386863, 46.19273157984942], [6.1502323102512655, 46.192613110633964], [6.150058838687626, 46.1924711386798], [6.149952632358675, 46.191744422443946], [6.1497263220111895, 46.19174462566265], [6.149676769835623, 46.191055713335], [6.149526411494189, 46.19063126181205], [6.149527729034671, 46.19022849859921], [6.150041917744917, 46.19022006913789], [6.150040360233139, 46.1899401695593], [6.149862194196495, 46.18999237573905], [6.14971770777838, 46.19002221357833], [6.14957885593846, 46.18997771199799], [6.149483406240811, 46.189839509695084], [6.149760538856355, 46.18976558314791], [6.1494081039798605, 46.18919879576239], [6.149461806147401, 46.18917934668847], [6.1490114909205555, 46.18787455532854], [6.148963752341505, 46.18760968314787], [6.149650982422172, 46.187560607376355], [6.149770761638963, 46.18745194521467], [6.149687640202297, 46.186753616596], [6.148863717624061, 46.18680396339284], [6.148191698101628, 46.18686529101959], [6.147472338871547, 46.18683734615432], [6.146709637730465, 46.18679576488785], [6.145964970379387, 46.18675248681797], [6.145400899047802, 46.186763825142755], [6.145259664140527, 46.186772111115715], [6.144835544295698, 46.18680079586047], [6.143913158787938, 46.186934844061575], [6.143568524661664, 46.18703679792576], [6.14275933318733, 46.187344893467944], [6.1419462401500775, 46.188000008990215], [6.141886073809843, 46.188094944522426], [6.141689979997165, 46.18852362880124], [6.141436583381673, 46.189081783866534], [6.140479195676375, 46.19098424158469], [6.139643846635116, 46.19280348240908], [6.139262353449988, 46.19335543464533], [6.138914075899592, 46.19367125065629], [6.138167064021915, 46.194103845723376], [6.136683882152829, 46.19489886330587], [6.135564675470865, 46.19548064032958], [6.135396030482309, 46.195554256564336], [6.134094345970592, 46.196122278135405], [6.133322779520441, 46.196426712906444], [6.132415149834293, 46.197023764015825], [6.13116059037378, 46.197878847927406], [6.130121869991264, 46.19857023226688], [6.128521950196279, 46.19941328322742], [6.127458225490013, 46.199930480183106], [6.126751303194488, 46.20017994090597], [6.125999522816054, 46.200354561278424], [6.12530598766648, 46.200506264996136], [6.1246281930599125, 46.20062624495501], [6.123919867609112, 46.20075646340015], [6.12314998734573, 46.20088585174563], [6.12235144728666, 46.200929907080216], [6.121554327156036, 46.20092061291916], [6.120032844156306, 46.20096067202552], [6.120229162596841, 46.20100901241533], [6.120420594019835, 46.20106601332749], [6.120606366967337, 46.201131431854556], [6.121408409955136, 46.20143676922101], [6.121580988089198, 46.20150247290466], [6.1216204802651815, 46.201517499868636], [6.1216601326951725, 46.201532330758006], [6.1216999322076875, 46.2015469744159], [6.12173986584901, 46.20156143069087], [6.121779947007765, 46.201575681745304], [6.12182017503033, 46.20158975456208], [6.1218605376163024, 46.20160362200686], [6.121899690110842, 46.201616629607784], [6.1219389769486465, 46.20162944083174], [6.12197837156934, 46.201642082359136], [6.1220179003149955, 46.201654536503575], [6.1220575372783035, 46.20166680296263], [6.122097295412475, 46.20167888188727], [6.1221371744993895, 46.20169078227172], [6.125188588233735, 46.202599925988544], [6.125432219716355, 46.20267421516161], [6.125621568210717, 46.20272832188057], [6.125813285368115, 46.202778254305215], [6.126007191317806, 46.20282394735315], [6.126203066674015, 46.20286536247397], [6.126400730910056, 46.20290246157074], [6.1265999907607025, 46.20293519740262], [6.126800639353945, 46.202963549562604], [6.127972944830777, 46.20311645492487], [6.128131612788187, 46.20313619283692], [6.1282779528903895, 46.20315346615457], [6.128425034329006, 46.20316740105942], [6.128572689110764, 46.20317797760437], [6.128720774499737, 46.20318520312727], [6.128869109547896, 46.20318905753224], [6.1290175517354015, 46.20318953916427], [6.129165932634609, 46.203186646068445], [6.131619661827826, 46.20311065433519], [6.131640136909105, 46.203110018839595], [6.131829781248208, 46.20310843697094], [6.132019167850342, 46.20311542579836], [6.132207494530395, 46.203130940045774], [6.132393972054753, 46.20315493459234], [6.132577812914255, 46.20318729236743], [6.13275822980993, 46.2032278873113], [6.1329344626391284, 46.203276539702564], [6.133105764892275, 46.203333042991105], [6.133271416605433, 46.203397163947315], [6.13390900993263, 46.203663216578896], [6.133941757171043, 46.20367711754078]]]}}, {\"id\": \"4\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.860883268778007, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1207, \"RentPerArea\": 41.64690722209325, \"RentPerRoom\": 904.1794998860789, \"STATUS\": \"real\", \"SurfaceArea\": 100.05263157894737, \"UUID\": \"{B5EA9714-EF37-41F0-B481-F59A93221892}\", \"ZUSZIFF\": 0, \"ZipCode\": 1207, \"x\": 6.162358479628013, \"y\": 46.206612590383116}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.157405499545926, 46.209956107412935], [6.157460039292055, 46.21001241692565], [6.157979921544355, 46.21054930115698], [6.1595144698203335, 46.212228497891324], [6.159806981918908, 46.21254859079025], [6.161900290885797, 46.21522384980327], [6.171632857603126, 46.2121255723639], [6.1722873149284885, 46.211917284280084], [6.172361656856008, 46.21189139814765], [6.172548430425346, 46.21160128764164], [6.172447371890706, 46.2115557095815], [6.172446709433338, 46.21155633192224], [6.172393498403314, 46.211532397162294], [6.172382590555361, 46.21152777636559], [6.172371815619706, 46.21152301311099], [6.172361160221554, 46.21151812524189], [6.172130274412653, 46.21141638945525], [6.172037932326154, 46.21137495740734], [6.171378095224535, 46.21105689892265], [6.171957043918482, 46.21064316009191], [6.172111296548359, 46.210535760703166], [6.172545485223906, 46.21022708679031], [6.172563272684904, 46.210214510955694], [6.17294804160064, 46.20994100721898], [6.172950281728226, 46.209939412927476], [6.173019876104973, 46.209889091879894], [6.172992189542956, 46.209870427900405], [6.172983275945132, 46.20986421010861], [6.172912015131339, 46.209863635669365], [6.173282238395789, 46.20959966620046], [6.173209541619303, 46.20955054723316], [6.17279771197321, 46.209274818904795], [6.172774082999905, 46.20925944822556], [6.172143094436552, 46.208838704549095], [6.1722728803305555, 46.20874668476822], [6.172226562634947, 46.20871566583378], [6.1722201792427525, 46.2087115456367], [6.172179081499833, 46.2086850836597], [6.171903395566851, 46.20850385270872], [6.171833618856823, 46.208445759836174], [6.171829805618895, 46.20844256815064], [6.171150648122585, 46.20787695159365], [6.17088213242035, 46.20765027491624], [6.170754190644786, 46.2066976797716], [6.170784247947754, 46.2066478964791], [6.1710384353682715, 46.206433300410644], [6.171091228273134, 46.206394316698166], [6.171431742958897, 46.20614288513195], [6.171453099935718, 46.20612555429573], [6.171474022098521, 46.206107975659116], [6.171494522402076, 46.206090149367945], [6.171514846506405, 46.20606987397085], [6.171534632367756, 46.2060493406157], [6.171553879776817, 46.20602855829723], [6.171561362952323, 46.20601938465304], [6.171568756281013, 46.206010174012214], [6.1715760340631265, 46.206000917089455], [6.171584332645407, 46.20599011518761], [6.1715924899806724, 46.20597925771834], [6.171600505859496, 46.205968353676056], [6.171615660680607, 46.20596861383316], [6.171619280342832, 46.20596397615768], [6.171625447893937, 46.20596566483866], [6.171624764541887, 46.20596718661677], [6.171627923758792, 46.205967851868785], [6.171631166360876, 46.20596827514414], [6.171634453274747, 46.20596846500081], [6.17164034305778, 46.205968171270726], [6.171646056540834, 46.20596710183773], [6.171651359283235, 46.20596530804972], [6.171656094362463, 46.20596285112216], [6.1716742819956885, 46.20594417112578], [6.171673126555786, 46.205943708311985], [6.17170780190798, 46.205901443972884], [6.171730143568038, 46.20588244174642], [6.171415111621838, 46.20572325956943], [6.170855324239918, 46.20537986147289], [6.169640079638045, 46.204566358659285], [6.168989320475483, 46.204070583941814], [6.168851111258526, 46.204168982744314], [6.1685839632005735, 46.20398314311564], [6.168713779835216, 46.20388457819904], [6.168180363000916, 46.20365300540344], [6.169605816830616, 46.20265939366966], [6.167589281623467, 46.20148391692405], [6.168029268664907, 46.20113748590499], [6.167749086104945, 46.20098012508319], [6.167751314845037, 46.20088584591955], [6.167586886756711, 46.2008811145034], [6.167505352819275, 46.20084881507589], [6.167512651511047, 46.200662906827326], [6.16781033574333, 46.2006677900226], [6.167817723358154, 46.20045141066963], [6.167521130487879, 46.20044644980947], [6.167536154107039, 46.20006359007614], [6.167172871282058, 46.19996680240547], [6.166751958768967, 46.19996144591074], [6.166480789547218, 46.199811335902524], [6.164680168303727, 46.19976299139964], [6.16385772954951, 46.19974509091719], [6.163860749227137, 46.19979370770017], [6.163244108190118, 46.19977819104707], [6.162577721108348, 46.19977342630307], [6.162215755633376, 46.19977222837942], [6.162022565868855, 46.19994422926177], [6.160694675271868, 46.19973217394633], [6.160632051947679, 46.19994576819123], [6.160346975602746, 46.19999669904627], [6.160083962098276, 46.19999092951577], [6.157528885227491, 46.199675853675174], [6.157161951768068, 46.199314684071815], [6.156660601005687, 46.19876988152549], [6.156461405542278, 46.19873379872015], [6.15485022272835, 46.19919536456832], [6.153788589460688, 46.19990875389659], [6.1527441498631905, 46.19919705490242], [6.152436534837076, 46.199001556180704], [6.152207133383858, 46.19913612383745], [6.152084867129296, 46.19926031601468], [6.153193094512815, 46.200052756663304], [6.153174040261686, 46.200338188250726], [6.153370892276107, 46.20049444748854], [6.1536216852278915, 46.20106311373869], [6.153988481622829, 46.201210160414725], [6.154517639119049, 46.201096158343866], [6.154642380983079, 46.201391764740144], [6.154337949130759, 46.20173396585996], [6.154630179585022, 46.20242293890976], [6.155153212751576, 46.20257166075528], [6.155219390117905, 46.20273235883263], [6.154332953440174, 46.20291518990989], [6.15424917991516, 46.20304980913591], [6.1543345899531, 46.20326787443851], [6.154615662796335, 46.203385315182935], [6.154829979074138, 46.20388761677938], [6.1543369071268765, 46.204406087109675], [6.149882480692948, 46.20684167156055], [6.156954163547914, 46.20999623552592], [6.157405499545926, 46.209956107412935]]]}}, {\"id\": \"5\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.283923417851987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1201, \"RentPerArea\": 41.40310241507456, \"RentPerRoom\": 882.1095650381365, \"STATUS\": \"real\", \"SurfaceArea\": 82.14285714285714, \"UUID\": \"{5CE53C00-4565-4D02-A695-7DEE2B916405}\", \"ZUSZIFF\": 0, \"ZipCode\": 1201, \"x\": 6.146909938243938, \"y\": 46.2107418106785}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.161900290885797, 46.21522384980327], [6.159806981918908, 46.21254859079025], [6.1595144698203335, 46.212228497891324], [6.157979921544355, 46.21054930115698], [6.157460039292055, 46.21001241692565], [6.157405499545926, 46.209956107412935], [6.156954163547914, 46.20999623552592], [6.149882480692948, 46.20684167156055], [6.149191318806715, 46.20665662740449], [6.1477093059186885, 46.2064777377474], [6.1463596918770085, 46.20623957149851], [6.14480922438223, 46.20586746230218], [6.143766599182222, 46.205592307984354], [6.142709142531864, 46.20532714898293], [6.141854532984931, 46.205114945803324], [6.140910482658437, 46.204992863285675], [6.1398323120561695, 46.20499060527977], [6.138925188356532, 46.20485319570047], [6.137906537122609, 46.204987412221655], [6.136805331097182, 46.20511761715593], [6.136795380521071, 46.205118653936744], [6.136785373138552, 46.205119357178035], [6.136775321904025, 46.20511972702923], [6.136765265680751, 46.2051197639388], [6.136755204468917, 46.205119467906684], [6.136745189870711, 46.20511884852519], [6.136735222316945, 46.205117887805635], [6.136728982382071, 46.20511710505154], [6.136722784324555, 46.20511619682449], [6.1367166281444385, 46.205115163124525], [6.13671051405701, 46.20511399495736], [6.136704454586073, 46.20511271046109], [6.136698463116525, 46.20511129179655], [6.136692526478892, 46.205109747808606], [6.13607151607959, 46.20483715505025], [6.1354622690291984, 46.20449460925539], [6.134512001587516, 46.20395728662301], [6.134459714406502, 46.20392823418997], [6.13440689768903, 46.2038996524436], [6.134353551218929, 46.20387155037749], [6.134299675211302, 46.2038439189965], [6.134245294926447, 46.20381678558252], [6.1341904235333695, 46.20379014129015], [6.134135048077377, 46.20376398596898], [6.134079253184848, 46.20373803269766], [6.134022966750856, 46.2037125865346], [6.133966214682448, 46.203687647778615], [6.133941757171043, 46.20367711754078], [6.13390900993263, 46.203663216578896], [6.133271416605433, 46.203397163947315], [6.133105764892275, 46.203333042991105], [6.1329344626391284, 46.203276539702564], [6.13275822980993, 46.2032278873113], [6.132577812914255, 46.20318729236743], [6.132393972054753, 46.20315493459234], [6.132207494530395, 46.203130940045774], [6.132019167850342, 46.20311542579836], [6.131829781248208, 46.20310843697094], [6.131640136909105, 46.203110018839595], [6.131619661827826, 46.20311065433519], [6.131189630915852, 46.204018375438], [6.13305488965909, 46.20435347075895], [6.133180229740457, 46.20440044516921], [6.13328277715961, 46.20444148771755], [6.133369816416151, 46.204480281481835], [6.133454478722912, 46.20452147682971], [6.133535293797147, 46.204566406286204], [6.133611749951957, 46.2046147940355], [6.1336833311796, 46.20466654414958], [6.133749776236916, 46.20472174358484], [6.133809794011879, 46.20478019748169], [6.133866005554052, 46.204840676602956], [6.133919214004591, 46.204902110620324], [6.134278533897941, 46.20532363803372], [6.134295577876569, 46.205347775687564], [6.134307015031024, 46.205373368987956], [6.134311953429616, 46.205399786843174], [6.134307674795971, 46.20542690786083], [6.134297471642593, 46.20545252089168], [6.1342795370308645, 46.20547632614227], [6.134277237665766, 46.20547818889789], [6.134239046938657, 46.20563232222473], [6.134525956430717, 46.20568883721411], [6.134623469431904, 46.2059491904513], [6.134324162118555, 46.20591247841661], [6.13404820680593, 46.20588868516918], [6.133403996099945, 46.20583786966618], [6.13332903250813, 46.2058319731882], [6.134098622790052, 46.206876429350395], [6.134223281173215, 46.20703855431371], [6.134435597641631, 46.20697668122834], [6.1346936555686185, 46.20736886749297], [6.134253350970387, 46.20750295941275], [6.134348375635405, 46.20761480912324], [6.134659400690358, 46.20751125159497], [6.1349654754314065, 46.207884468955875], [6.134704800361071, 46.207979612378814], [6.135137728516569, 46.20837021956549], [6.13513425831546, 46.20891997684568], [6.135933283290671, 46.20896933067376], [6.135850903665111, 46.209773777258945], [6.135855122795551, 46.209981743105786], [6.1351433753546285, 46.210280585555715], [6.135201640868713, 46.210336769184885], [6.135521571958792, 46.21038131013049], [6.135873602914887, 46.21050323379267], [6.136454906757292, 46.210277825166884], [6.136553108275449, 46.210387280441594], [6.136631436433396, 46.21046618694217], [6.13622512000883, 46.21063585665597], [6.135918089150844, 46.210766815214654], [6.136013664566503, 46.21087228203182], [6.136433170209131, 46.21087712414066], [6.136555711203606, 46.211003864331104], [6.136792943171154, 46.2112496963773], [6.136418928806876, 46.21141776022332], [6.136502750076257, 46.21151789977493], [6.136172559272179, 46.21165955897472], [6.136628569910238, 46.212345145175135], [6.136787558850348, 46.212579008223905], [6.137077465948877, 46.21271442622174], [6.137611390691518, 46.212102950107685], [6.137900469112568, 46.212056260319166], [6.138298407050297, 46.21211797672612], [6.139154065088508, 46.21182230115527], [6.139858221624356, 46.21273656995751], [6.1403441610381035, 46.21346064960516], [6.1404953480186535, 46.21430989126532], [6.140001170860718, 46.214473075947645], [6.140053760653093, 46.21455024426399], [6.14018097268135, 46.21469916632871], [6.140430973491494, 46.21499237073236], [6.140423650527468, 46.2154674096279], [6.144522918221018, 46.21553671631822], [6.145212784247912, 46.21504474360074], [6.145212925268374, 46.21498977457898], [6.145364742012934, 46.21488948153086], [6.14522940525461, 46.21479493016718], [6.145856375540104, 46.21438790060633], [6.146021295204576, 46.214515925410836], [6.146402290511126, 46.21435366775216], [6.146289261007742, 46.21420716451941], [6.146448299047578, 46.21415185593938], [6.146977939349711, 46.21394604440935], [6.147535757177286, 46.21370501538074], [6.147909780825624, 46.21355211965993], [6.148046291080968, 46.21372507054712], [6.148303008789096, 46.21359476338817], [6.148611116002387, 46.2134779086233], [6.148457511378124, 46.21329891505071], [6.1488722042694866, 46.21316321528688], [6.14911053487924, 46.21309216518357], [6.1491994320236625, 46.21324549725659], [6.148977936017631, 46.213333474048426], [6.149400178072363, 46.213890613968054], [6.149150595665274, 46.214004271054485], [6.1493800903193865, 46.214311525735475], [6.149756503396057, 46.21417259628044], [6.150810934622865, 46.21403564757951], [6.150900364503847, 46.21422695090703], [6.150809602481924, 46.21448592322202], [6.150484819694935, 46.21516883556373], [6.150552582805488, 46.21521286578781], [6.1506029588714535, 46.21527471814571], [6.150718016496567, 46.21528746632861], [6.150718469107313, 46.21528477244813], [6.151086739464021, 46.21533224066228], [6.15124492169364, 46.216281977319305], [6.155766068490644, 46.217358831696124], [6.161900290885797, 46.21522384980327]]]}}, {\"id\": \"6\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 24.85254844361987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1208, \"RentPerArea\": 36.85780559644569, \"RentPerRoom\": 909.2452484023913, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{6C0C2A10-B4FA-43B9-A9B2-8DACE70978A5}\", \"ZUSZIFF\": 0, \"ZipCode\": 1208, \"x\": 6.16757285189, \"y\": 46.19844559371096}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.171730143568038, 46.20588244174642], [6.172083793580334, 46.206003730283484], [6.173177568371618, 46.20638128153867], [6.173818357439963, 46.20660204124529], [6.174208117877839, 46.20673560357121], [6.174250875376878, 46.20675363544339], [6.174429929643957, 46.206831214754516], [6.1748759726252604, 46.2070260436041], [6.174830976926013, 46.20683273878932], [6.174902332460119, 46.2068246042486], [6.1749820683498875, 46.206800450305934], [6.17505296816405, 46.206765077340656], [6.175108017894135, 46.206713062739084], [6.175435283437712, 46.206301040501785], [6.175845404283118, 46.20578658988655], [6.175797525243801, 46.20579549159897], [6.175663737694222, 46.20582045353885], [6.175654088577848, 46.20581746655852], [6.175066502629833, 46.20543625293117], [6.174682786602374, 46.205187323640146], [6.174186153345242, 46.2046750515905], [6.173982927269384, 46.20446540715588], [6.17458324424305, 46.204187117002114], [6.174956938739663, 46.204014327814406], [6.174885942256731, 46.2039530742802], [6.174794483946599, 46.203873507974876], [6.174759356070169, 46.20387462591548], [6.174743052336585, 46.20386249555962], [6.174737429436937, 46.20385856395648], [6.174498428148944, 46.20368908609848], [6.1744804576394525, 46.203676199292225], [6.174507097284227, 46.20366174308429], [6.174225645732208, 46.203406571558205], [6.174144051245268, 46.20344956131151], [6.174077326708518, 46.20340582686246], [6.173390308887341, 46.20295590582899], [6.1734162027988155, 46.20293451400156], [6.173649363603956, 46.20275926239722], [6.173853209675174, 46.202608143912116], [6.173733668006063, 46.202477700011045], [6.1740020573751355, 46.20233082265058], [6.174038282799641, 46.202311435820825], [6.1740750196684635, 46.20229178480936], [6.17447902947573, 46.20207409239177], [6.174502782573101, 46.20206059349464], [6.174591729720062, 46.202013898254364], [6.174675441743091, 46.20196833186684], [6.174690004473214, 46.20196056886839], [6.174798456703391, 46.201899715156905], [6.174817738731075, 46.20188903607694], [6.174846648290801, 46.20187164529264], [6.174971950384035, 46.20180439453843], [6.175025639161017, 46.20177449685298], [6.175239086828023, 46.2016559438431], [6.175397117835508, 46.20156802470447], [6.17574811655833, 46.20137293693728], [6.175811910059291, 46.201337493036824], [6.175822533983342, 46.20133194399466], [6.175540850269989, 46.20106526624513], [6.175117324841584, 46.2006627764368], [6.175082461931739, 46.200630267501886], [6.174977404220789, 46.20052895673419], [6.174817187727398, 46.20035972312076], [6.174699955146733, 46.200235963704785], [6.174694625543913, 46.200231135705074], [6.17442246347899, 46.199945488582195], [6.174318499017213, 46.19983627227034], [6.174218289754851, 46.19957110296207], [6.174300364893977, 46.19955734912027], [6.174380515012136, 46.199542242124096], [6.174430486986079, 46.19953281572636], [6.174441158703038, 46.199530776092566], [6.174509745567309, 46.19951759968394], [6.174601766704407, 46.19949901785013], [6.174649801906189, 46.1994892997518], [6.174680381300952, 46.199483074731795], [6.174688403879566, 46.19948129329004], [6.174696015307633, 46.19947880549321], [6.174703097962093, 46.19947565500746], [6.174709534219907, 46.199471885498795], [6.174714981866788, 46.199467727049274], [6.174719636453081, 46.199463127869265], [6.174723431332476, 46.19945816818317], [6.174726300276793, 46.199452910226356], [6.174728101429243, 46.199447325419335], [6.174728881586532, 46.19944163020884], [6.174728625915056, 46.19943590539968], [6.174727345069154, 46.199430250075565], [6.174686422645056, 46.19930114679054], [6.174647316082475, 46.199177542867204], [6.174665659264831, 46.199174329620455], [6.174575119773339, 46.19888832450999], [6.174554196900569, 46.19882358323245], [6.174451805643234, 46.19850738700591], [6.174357460762575, 46.19831273723224], [6.174353842421164, 46.19830675881314], [6.174296352103414, 46.1982216348286], [6.174279066811949, 46.19819607020879], [6.174087149012955, 46.19791900476158], [6.17391342264723, 46.19767875077551], [6.173860071982531, 46.197605098864216], [6.173683128911929, 46.19734168674215], [6.17365467345484, 46.197300081479625], [6.173453815674321, 46.19699990990538], [6.173380388877294, 46.196901570371196], [6.173344032703089, 46.196852643006544], [6.173144057420305, 46.19658485112734], [6.173048856072689, 46.19647580384534], [6.17258980803523, 46.19595364429664], [6.172568500696393, 46.19592839413026], [6.17246445411031, 46.19580092963116], [6.172166365826845, 46.19547731625373], [6.171798623916713, 46.19508509316009], [6.17123794594276, 46.1945059254976], [6.171335817290883, 46.19445835256987], [6.171335098996671, 46.19443301858542], [6.171341858716796, 46.19440811948948], [6.171355812888368, 46.19438470471731], [6.171376381315109, 46.194363766389955], [6.1714026750552495, 46.194346203191195], [6.171813243055407, 46.1941997590873], [6.172086508688382, 46.19409676478133], [6.172374642554653, 46.19396162933208], [6.172632999593378, 46.193892375194125], [6.172590669953427, 46.19380742942859], [6.172573550899337, 46.19380264893268], [6.1725618490877645, 46.19378776288814], [6.172511016678925, 46.19372304535762], [6.172402572987971, 46.19363996645826], [6.172178494732944, 46.19346498274011], [6.171992305129735, 46.19348333278897], [6.171750751943976, 46.19362212129097], [6.171620504684582, 46.19360196307228], [6.171321399225403, 46.19373481410195], [6.171092949778737, 46.19348123725843], [6.170986283862486, 46.19352934989226], [6.170681742940275, 46.19331118302803], [6.170950270538601, 46.19314400924847], [6.170611774063382, 46.19288317572271], [6.170815385670452, 46.19274979312589], [6.170734808008469, 46.19267746203985], [6.170140485221945, 46.192817157473876], [6.1694091183785424, 46.192209070327095], [6.168516961720581, 46.19276679649954], [6.167901920680074, 46.19312207964358], [6.167099790337728, 46.19246461545204], [6.166370954409867, 46.192907675613625], [6.1661481456530165, 46.19274527149783], [6.165813152132359, 46.19249525895581], [6.166221267292364, 46.19226155672796], [6.165712447325734, 46.19186162177542], [6.165004134485511, 46.191895497119795], [6.164745912014097, 46.192029791058225], [6.164504502716407, 46.19214365371244], [6.164863929503885, 46.19243645594738], [6.164573047293395, 46.192600519937464], [6.164883712548732, 46.19286300094345], [6.164665852504209, 46.19298845686137], [6.165001456932012, 46.19340927468237], [6.165081387988075, 46.19368437215116], [6.164467756128255, 46.19389455273723], [6.164257041444774, 46.19358370855986], [6.163292510625524, 46.19402129725972], [6.162531059683574, 46.19434034862607], [6.162377653763596, 46.19430290480231], [6.1619590270754045, 46.19388349653311], [6.161073844924565, 46.19427326496082], [6.160633525482006, 46.19410269116323], [6.16045123081468, 46.194334893154604], [6.160997337253002, 46.194897981360874], [6.160515352082318, 46.19510386486567], [6.159592340475188, 46.195527570170086], [6.158416661346365, 46.19601697445483], [6.158633404463256, 46.19624790772557], [6.157427145611421, 46.19668253337095], [6.157663809227189, 46.19697361345944], [6.157994693513934, 46.197380165998375], [6.158146097205111, 46.197561253873985], [6.158248921689559, 46.197684327614844], [6.157883281113985, 46.1978293438942], [6.1576318853670475, 46.19793587253069], [6.158002782135092, 46.19839148906131], [6.157838250204055, 46.198429476973864], [6.1577753542712825, 46.198322447677], [6.157570712350205, 46.1982607540663], [6.157462410153629, 46.198145282762745], [6.157429292284582, 46.19815911258664], [6.157285025688423, 46.19799187890545], [6.157352457239966, 46.19757846810809], [6.157611130952985, 46.19747093414304], [6.157780284774523, 46.19740051163046], [6.1575309921982155, 46.197095442312104], [6.157252470417411, 46.19675477294485], [6.156783519595079, 46.19693512107394], [6.157243616579087, 46.19748593230314], [6.156940285815757, 46.1976081716538], [6.1563383427757685, 46.19836680588026], [6.156461405542278, 46.19873379872015], [6.156660601005687, 46.19876988152549], [6.157161951768068, 46.199314684071815], [6.157528885227491, 46.199675853675174], [6.160083962098276, 46.19999092951577], [6.160346975602746, 46.19999669904627], [6.160632051947679, 46.19994576819123], [6.160694675271868, 46.19973217394633], [6.162022565868855, 46.19994422926177], [6.162215755633376, 46.19977222837942], [6.162577721108348, 46.19977342630307], [6.163244108190118, 46.19977819104707], [6.163860749227137, 46.19979370770017], [6.16385772954951, 46.19974509091719], [6.164680168303727, 46.19976299139964], [6.166480789547218, 46.199811335902524], [6.166751958768967, 46.19996144591074], [6.167172871282058, 46.19996680240547], [6.167536154107039, 46.20006359007614], [6.167521130487879, 46.20044644980947], [6.167817723358154, 46.20045141066963], [6.16781033574333, 46.2006677900226], [6.167512651511047, 46.200662906827326], [6.167505352819275, 46.20084881507589], [6.167586886756711, 46.2008811145034], [6.167751314845037, 46.20088584591955], [6.167749086104945, 46.20098012508319], [6.168029268664907, 46.20113748590499], [6.167589281623467, 46.20148391692405], [6.169605816830616, 46.20265939366966], [6.168180363000916, 46.20365300540344], [6.168713779835216, 46.20388457819904], [6.1685839632005735, 46.20398314311564], [6.168851111258526, 46.204168982744314], [6.168989320475483, 46.204070583941814], [6.169640079638045, 46.204566358659285], [6.170855324239918, 46.20537986147289], [6.171415111621838, 46.20572325956943], [6.171730143568038, 46.20588244174642]]]}}, {\"id\": \"7\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.183621933621936, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1209, \"RentPerArea\": 37.278601640570365, \"RentPerRoom\": 999.2236652236652, \"STATUS\": \"real\", \"SurfaceArea\": 129.66666666666666, \"UUID\": \"{3D367D5E-04A6-4FF4-9C6D-DD16E3D70903}\", \"ZUSZIFF\": 0, \"ZipCode\": 1209, \"x\": 6.123191030789287, \"y\": 46.22147417789295}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.12173948482506, 46.215670728575404], [6.119254435742948, 46.216208469102895], [6.119244113819005, 46.216209221120636], [6.119233908806679, 46.2162104963235], [6.119223860012959, 46.21621227717731], [6.119214019265298, 46.21621456428803], [6.1192044515662545, 46.216217349418976], [6.119195196659467, 46.21622059704726], [6.119186306154097, 46.216224316773335], [6.119177832750725, 46.216228473225854], [6.119169815974784, 46.21623303987652], [6.118668399563882, 46.216396812283115], [6.118650699648757, 46.216402507206396], [6.117294807913498, 46.21653319866094], [6.115812854066276, 46.21696595132478], [6.113782723712378, 46.2175172175521], [6.112348414491514, 46.217907299649575], [6.111048195933712, 46.218277618626544], [6.110630547537338, 46.21840030775912], [6.110858022852346, 46.21869779472883], [6.111192858513672, 46.218882742302085], [6.111719828397902, 46.21921029967443], [6.112612819106758, 46.21966287607931], [6.113716928908296, 46.22022238687783], [6.113831732136397, 46.220273352448054], [6.1139409663993, 46.22026295669424], [6.11450592780667, 46.22056241751117], [6.115010192551541, 46.22083165378489], [6.115454614500279, 46.22105681214932], [6.115757745954558, 46.22120301140256], [6.116043790906638, 46.22133660287916], [6.1164219758171505, 46.22151047256587], [6.116687978357922, 46.22164006686716], [6.116952898158539, 46.22177639551458], [6.117286260847432, 46.22196863079732], [6.117300500139903, 46.221990210099634], [6.1174317616174605, 46.222070946383226], [6.117667137668594, 46.221927996959806], [6.117793720856417, 46.222023648881496], [6.117781298915874, 46.22211560463705], [6.11778124493124, 46.222119427682244], [6.1177815280816255, 46.22212324567617], [6.117782148804134, 46.222127040630134], [6.117783094140529, 46.222130812392514], [6.117784377704617, 46.22213453413189], [6.117785974016821, 46.22213818755635], [6.117787883077205, 46.222141772665886], [6.117790077439748, 46.22214535211747], [6.117792585424497, 46.22214882727674], [6.117795407250035, 46.2221521891493], [6.117798517436705, 46.22215541944325], [6.117801915984534, 46.22215851815855], [6.117805577632382, 46.22216145800883], [6.117809489421844, 46.222164238842524], [6.118562221051586, 46.22264043380509], [6.1185177717038535, 46.2226549387033], [6.118517627051461, 46.22265555779654], [6.118564923866038, 46.22268553981569], [6.119815033829383, 46.22347317572538], [6.119870101729723, 46.22350828624197], [6.119879188812576, 46.22351361061224], [6.120071838598369, 46.22367649180466], [6.120240651868609, 46.223793390054986], [6.12076757041847, 46.22415824953827], [6.121754722469281, 46.22484034510883], [6.122090918923164, 46.22514774094702], [6.1219723452063, 46.22525173823839], [6.121671120357454, 46.22550472496051], [6.121291525642989, 46.225844650802266], [6.121264734014548, 46.22587503546301], [6.121239300429162, 46.22590768518922], [6.121220853910327, 46.22594086630764], [6.121210422157826, 46.225975499502155], [6.121214590890292, 46.22601156267817], [6.121225003835081, 46.22604671807638], [6.121244272910329, 46.2260801684675], [6.121316709328364, 46.22615990756319], [6.121435707892678, 46.2262910583713], [6.121888033460128, 46.22670716069518], [6.121980308698755, 46.22675517386302], [6.122060847178507, 46.226736491129735], [6.122133406696537, 46.226696131759184], [6.122731532446687, 46.22636530976296], [6.1230606441469355, 46.22617913218127], [6.123250733786689, 46.22608587277812], [6.123468770417901, 46.226011922119746], [6.123557985723949, 46.2259806538448], [6.123839026799586, 46.22587538067912], [6.12452398752315, 46.22652586948016], [6.124873621017343, 46.22635872907212], [6.125158607317045, 46.22662884814858], [6.125201542579699, 46.226669563807214], [6.125387061358113, 46.2268427350496], [6.125331934788127, 46.22687255705742], [6.125493753357899, 46.22711462031639], [6.125780727020342, 46.22734835951978], [6.126170453978015, 46.227103480593925], [6.126783110583752, 46.22762659145317], [6.126977277258321, 46.227791988239964], [6.127686442204647, 46.22735306455255], [6.12861114820204, 46.227978754674105], [6.128719659136444, 46.22805646040461], [6.130178274951892, 46.227029256304704], [6.128475474578159, 46.22585493571655], [6.128114414252344, 46.22612029019671], [6.127950972302365, 46.22617858141385], [6.1277854708184, 46.22615560675108], [6.127636773117343, 46.22607011884458], [6.12887238889047, 46.225032010520735], [6.129367218157654, 46.22531548491585], [6.130070091651317, 46.22479165149885], [6.131007571909458, 46.22410076142577], [6.131470929609312, 46.224129790576264], [6.132154050212059, 46.22458295478285], [6.1322195669662705, 46.22468852657283], [6.132182850222683, 46.22480317141429], [6.132755371036243, 46.22515014819214], [6.133327460878989, 46.22473787215595], [6.1339259067148735, 46.224312672627285], [6.133838534396479, 46.224239426817064], [6.1335616450447725, 46.22400928872442], [6.133461139669184, 46.223926992859155], [6.133167747922873, 46.22368678437991], [6.133215894950638, 46.22365580728727], [6.132913273002822, 46.22337094791524], [6.132956701862748, 46.223340501146], [6.133246375736602, 46.2231372390861], [6.133578369387882, 46.22290425422817], [6.133751734059128, 46.22278290285957], [6.133836227542506, 46.222723762728336], [6.133508413799031, 46.22244789844831], [6.133462203878806, 46.22240902846176], [6.133149128704138, 46.22214516440842], [6.132963411819662, 46.221989070796866], [6.133092647151534, 46.22187064672422], [6.133002615863049, 46.22180416208505], [6.132809130520946, 46.221661266691754], [6.132527939465565, 46.22145337032872], [6.1324658918917345, 46.221493273057824], [6.132200560624883, 46.22129648159385], [6.132349926169725, 46.221200693573984], [6.132123144906312, 46.221032490275626], [6.132110396659427, 46.22102306693281], [6.132016638165603, 46.2210627102636], [6.131758859566143, 46.221235110319746], [6.131698549236247, 46.22128037688207], [6.131326854565611, 46.221573769065294], [6.131296954400393, 46.22159737235602], [6.130962020969322, 46.221810766274835], [6.130902282121709, 46.22183329498424], [6.130758108212429, 46.221648403233566], [6.130656047614338, 46.221580463742754], [6.1306335669532785, 46.22148367587196], [6.130621367379404, 46.22146061047861], [6.13060827538292, 46.22145309031492], [6.130592320419995, 46.221447120415526], [6.130523120904033, 46.2214254186602], [6.130573125463144, 46.22135061352796], [6.1305821346271205, 46.22133657487885], [6.130675850011305, 46.22119533066239], [6.130256005910155, 46.22085273095232], [6.130435853812477, 46.22074748324535], [6.12957541410085, 46.22013021784972], [6.12998257742178, 46.21977839426781], [6.1295316188643625, 46.219521251982215], [6.129043677497891, 46.21981500653299], [6.128824170579614, 46.22000085348994], [6.128247584208584, 46.2196591168818], [6.1275085543148755, 46.21916875123309], [6.12673180695725, 46.21853390229109], [6.12609916200272, 46.21801354463774], [6.125726615046068, 46.21828928366187], [6.125149156890031, 46.21782957170055], [6.124564601479784, 46.21750841583684], [6.123392909000264, 46.21743988534888], [6.122338010727786, 46.216738965061666], [6.1206238746323045, 46.217768983959026], [6.119725745640853, 46.216991416951736], [6.1217829620786475, 46.215738910438375], [6.12173948482506, 46.215670728575404]]]}}, {\"id\": \"8\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 25.27799284049284, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1204, \"RentPerArea\": 44.574250296415975, \"RentPerRoom\": 1117.3373174444603, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{FCB46C5D-6DDB-47B4-BC27-AA674D0CB3A9}\", \"ZUSZIFF\": 0, \"ZipCode\": 1204, \"x\": 6.145689822511712, \"y\": 46.202708295777356}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.149882480692948, 46.20684167156055], [6.1543369071268765, 46.204406087109675], [6.154829979074138, 46.20388761677938], [6.154615662796335, 46.203385315182935], [6.1543345899531, 46.20326787443851], [6.15424917991516, 46.20304980913591], [6.154332953440174, 46.20291518990989], [6.155219390117905, 46.20273235883263], [6.155153212751576, 46.20257166075528], [6.154630179585022, 46.20242293890976], [6.154337949130759, 46.20173396585996], [6.154642380983079, 46.201391764740144], [6.154517639119049, 46.201096158343866], [6.153988481622829, 46.201210160414725], [6.1536216852278915, 46.20106311373869], [6.153370892276107, 46.20049444748854], [6.153174040261686, 46.200338188250726], [6.153193094512815, 46.200052756663304], [6.152084867129296, 46.19926031601468], [6.151649959424929, 46.199538404022995], [6.15133698694153, 46.19974510664873], [6.151241500101975, 46.19966887563483], [6.15103861252523, 46.19979424292019], [6.150379658200804, 46.1993213327707], [6.150564192161862, 46.19920884748179], [6.149936827138188, 46.19874782023386], [6.150049721516062, 46.19867484112347], [6.150362090659372, 46.19868120674986], [6.1508302000256325, 46.19836940482011], [6.1505755633972585, 46.19819242733076], [6.149849261690869, 46.19868301448071], [6.149848605311746, 46.198683375851445], [6.149649677568854, 46.19853886340892], [6.14866525758099, 46.19845306339169], [6.148388820112856, 46.198487013904746], [6.1482184605137595, 46.19855625714534], [6.147816702901426, 46.19881211871988], [6.147740103365184, 46.198922460898956], [6.14717439395128, 46.198513459361465], [6.14554232278907, 46.19952570953804], [6.1444562571868655, 46.20020349200164], [6.1450167262583655, 46.20073684623907], [6.144311682491659, 46.20107812429446], [6.144191919761681, 46.20108527920155], [6.144068839605751, 46.20105815398989], [6.143967646170153, 46.20098248102303], [6.143631497040784, 46.20072376975089], [6.143358179641415, 46.20090029868508], [6.1431075884813895, 46.20071173572888], [6.143054551476031, 46.20052262509858], [6.143017083868169, 46.1994769792256], [6.142632499185402, 46.19940663297626], [6.142662421074678, 46.19934985584908], [6.142652934296133, 46.198721318355155], [6.142706141913501, 46.19871823189823], [6.142687061509746, 46.198496168903894], [6.142601009781365, 46.198312193822936], [6.142581600140447, 46.19828994659448], [6.142443862543394, 46.19813061367174], [6.142440953332669, 46.19813036432081], [6.142149142115803, 46.19811832007699], [6.142036095178119, 46.198022815006425], [6.1416000221638, 46.19802632208232], [6.141626901854484, 46.19854054809273], [6.141615980633787, 46.198705694312174], [6.1415706525282925, 46.198846162493744], [6.141447342035385, 46.19902944059992], [6.141099402067911, 46.199526202894184], [6.140735744430322, 46.200100399055906], [6.1410266628454, 46.20016496907072], [6.141027216827623, 46.200165101398326], [6.14045342826462, 46.20096967268282], [6.140244453690344, 46.20102743863524], [6.140217205588165, 46.20103990953826], [6.140201759579123, 46.20104647939291], [6.140200047657661, 46.201047089468325], [6.140198236403322, 46.201047518463795], [6.140196416704388, 46.201047758428516], [6.140194460744818, 46.20104773591674], [6.140192653498876, 46.201047454208286], [6.140190863715211, 46.201046983767284], [6.14018932433981, 46.2010463362716], [6.140188033440353, 46.201045592670525], [6.14018677231243, 46.201044687469064], [6.140185889194168, 46.201043687653076], [6.140185127165167, 46.2010425002972], [6.140184779429446, 46.20104132670643], [6.14000038996689, 46.20106843505558], [6.13965738453329, 46.201004261361014], [6.139224235620209, 46.2011327592706], [6.1393141608064346, 46.20127362381831], [6.139368664415036, 46.20125490832992], [6.139439674680661, 46.20143963943301], [6.139264684854484, 46.20159281056077], [6.138820640445584, 46.20157624244845], [6.138604684758314, 46.20149385321198], [6.138504069962904, 46.201572594669685], [6.138162607983589, 46.20157440805566], [6.138157200142278, 46.20162283867974], [6.137639262616235, 46.20160839206448], [6.136780601145053, 46.20155842390128], [6.136801562182385, 46.20137017295368], [6.135025114959015, 46.20134100499925], [6.135013252281325, 46.20140833526411], [6.134906046680717, 46.20232945301328], [6.13529907089111, 46.20237142995401], [6.135261992134166, 46.20261022770351], [6.13525751093515, 46.20262960911857], [6.1351882410407645, 46.2030713636546], [6.135171888124315, 46.20315411664103], [6.134082490940982, 46.20308116531098], [6.133941757171043, 46.20367711754078], [6.133966214682448, 46.203687647778615], [6.134022966750856, 46.2037125865346], [6.134079253184848, 46.20373803269766], [6.134135048077377, 46.20376398596898], [6.1341904235333695, 46.20379014129015], [6.134245294926447, 46.20381678558252], [6.134299675211302, 46.2038439189965], [6.134353551218929, 46.20387155037749], [6.13440689768903, 46.2038996524436], [6.134459714406502, 46.20392823418997], [6.134512001587516, 46.20395728662301], [6.1354622690291984, 46.20449460925539], [6.13607151607959, 46.20483715505025], [6.136692526478892, 46.205109747808606], [6.136698463116525, 46.20511129179655], [6.136704454586073, 46.20511271046109], [6.13671051405701, 46.20511399495736], [6.1367166281444385, 46.205115163124525], [6.136722784324555, 46.20511619682449], [6.136728982382071, 46.20511710505154], [6.136735222316945, 46.205117887805635], [6.136745189870711, 46.20511884852519], [6.136755204468917, 46.205119467906684], [6.136765265680751, 46.2051197639388], [6.136775321904025, 46.20511972702923], [6.136785373138552, 46.205119357178035], [6.136795380521071, 46.205118653936744], [6.136805331097182, 46.20511761715593], [6.137906537122609, 46.204987412221655], [6.138925188356532, 46.20485319570047], [6.1398323120561695, 46.20499060527977], [6.140910482658437, 46.204992863285675], [6.141854532984931, 46.205114945803324], [6.142709142531864, 46.20532714898293], [6.143766599182222, 46.205592307984354], [6.14480922438223, 46.20586746230218], [6.1463596918770085, 46.20623957149851], [6.1477093059186885, 46.2064777377474], [6.149191318806715, 46.20665662740449], [6.149882480692948, 46.20684167156055]]]}}]}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## I add plot settings and configurations\n",
    "## First I want to see how rent prices per area (per square meter) are distrubuted by Zipcode in my heatmap\n",
    "## Zipcode 1204 is the most expensize with CHF44 per m2\n",
    "alt_RentPerArea = alt.Chart(alt_gen).mark_geoshape(\n",
    "    stroke = 'white'\n",
    ").encode(\n",
    "    latitude = 'properties.y:Q',\n",
    "    longitude = 'properties.x:Q',\n",
    "    color = 'properties.RentPerArea:Q'\n",
    ").properties(\n",
    "    width = 700,\n",
    "    height = 600\n",
    ")\n",
    "text  = alt.Chart(alt_gen).mark_text(\n",
    "        color = 'black',\n",
    "        fontWeight = 'bold'\n",
    ").encode(\n",
    "    longitude = 'properties.x:Q',\n",
    "    latitude = 'properties.y:Q',\n",
    "    text = 'properties.ZipCode:Q',\n",
    ")\n",
    "chart = alt_RentPerArea + text\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "99f0140e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-8caf7cbee0f14b4a84c0f60f46507e59\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-8caf7cbee0f14b4a84c0f60f46507e59\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-8caf7cbee0f14b4a84c0f60f46507e59\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\"}, \"encoding\": {\"color\": {\"field\": \"properties.RentPerRoom\", \"type\": \"quantitative\"}, \"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}}, \"height\": 600, \"width\": 700}, {\"mark\": {\"type\": \"text\", \"color\": \"black\", \"fontWeight\": \"bold\"}, \"encoding\": {\"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}, \"text\": {\"field\": \"properties.ZipCode\", \"type\": \"quantitative\"}}}], \"data\": {\"values\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 22.243253968253967, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1202, \"RentPerArea\": 37.05922994957778, \"RentPerRoom\": 818.934074074074, \"STATUS\": \"real\", \"SurfaceArea\": 85.26666666666667, \"UUID\": \"{5BCFFFAB-44EC-4FA9-933B-0EFE6BB05565}\", \"ZUSZIFF\": 0, \"ZipCode\": 1202, \"x\": 6.14317016276625, \"y\": 46.22095458497331}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.166700525903562, 46.22446680582352], [6.165925430814878, 46.22245529155333], [6.162738353838119, 46.216614094209106], [6.161900290885797, 46.21522384980327], [6.155766068490644, 46.217358831696124], [6.15124492169364, 46.216281977319305], [6.151086739464021, 46.21533224066228], [6.150718469107313, 46.21528477244813], [6.150718016496567, 46.21528746632861], [6.1506029588714535, 46.21527471814571], [6.150552582805488, 46.21521286578781], [6.150484819694935, 46.21516883556373], [6.150809602481924, 46.21448592322202], [6.150900364503847, 46.21422695090703], [6.150810934622865, 46.21403564757951], [6.149756503396057, 46.21417259628044], [6.1493800903193865, 46.214311525735475], [6.149150595665274, 46.214004271054485], [6.149400178072363, 46.213890613968054], [6.148977936017631, 46.213333474048426], [6.1491994320236625, 46.21324549725659], [6.14911053487924, 46.21309216518357], [6.1488722042694866, 46.21316321528688], [6.148457511378124, 46.21329891505071], [6.148611116002387, 46.2134779086233], [6.148303008789096, 46.21359476338817], [6.148046291080968, 46.21372507054712], [6.147909780825624, 46.21355211965993], [6.147535757177286, 46.21370501538074], [6.146977939349711, 46.21394604440935], [6.146448299047578, 46.21415185593938], [6.146289261007742, 46.21420716451941], [6.146402290511126, 46.21435366775216], [6.146021295204576, 46.214515925410836], [6.145856375540104, 46.21438790060633], [6.14522940525461, 46.21479493016718], [6.145364742012934, 46.21488948153086], [6.145212925268374, 46.21498977457898], [6.145212784247912, 46.21504474360074], [6.144522918221018, 46.21553671631822], [6.140423650527468, 46.2154674096279], [6.140430973491494, 46.21499237073236], [6.14018097268135, 46.21469916632871], [6.140053760653093, 46.21455024426399], [6.140001170860718, 46.214473075947645], [6.1404953480186535, 46.21430989126532], [6.1403441610381035, 46.21346064960516], [6.139858221624356, 46.21273656995751], [6.139154065088508, 46.21182230115527], [6.138298407050297, 46.21211797672612], [6.137900469112568, 46.212056260319166], [6.137611390691518, 46.212102950107685], [6.137077465948877, 46.21271442622174], [6.136787558850348, 46.212579008223905], [6.136628569910238, 46.212345145175135], [6.136172559272179, 46.21165955897472], [6.136502750076257, 46.21151789977493], [6.136418928806876, 46.21141776022332], [6.136792943171154, 46.2112496963773], [6.136555711203606, 46.211003864331104], [6.136433170209131, 46.21087712414066], [6.136013664566503, 46.21087228203182], [6.135918089150844, 46.210766815214654], [6.13622512000883, 46.21063585665597], [6.136631436433396, 46.21046618694217], [6.136553108275449, 46.210387280441594], [6.136454906757292, 46.210277825166884], [6.135873602914887, 46.21050323379267], [6.135521571958792, 46.21038131013049], [6.135201640868713, 46.210336769184885], [6.1351433753546285, 46.210280585555715], [6.135855122795551, 46.209981743105786], [6.135850903665111, 46.209773777258945], [6.135933283290671, 46.20896933067376], [6.13513425831546, 46.20891997684568], [6.135137728516569, 46.20837021956549], [6.134899613772944, 46.20843179594179], [6.134884189651403, 46.208718437242986], [6.133399342743762, 46.2090868755025], [6.133290798266145, 46.20889038815007], [6.133175440742268, 46.20892378138879], [6.133030450124655, 46.20902556757709], [6.132684982968899, 46.20905728712121], [6.132354744606566, 46.20908404471576], [6.132296128003318, 46.20900920502911], [6.132081390802238, 46.209061365573874], [6.132010663425156, 46.20907638102781], [6.13140280815081, 46.209387199254714], [6.131372906522594, 46.20969310578784], [6.130356125188633, 46.21056112386923], [6.1296959109729405, 46.21056408341168], [6.129689670193956, 46.210817992352666], [6.129368755714224, 46.21081975727768], [6.1293752464565685, 46.21104538386917], [6.1296881943296775, 46.211046225553424], [6.129688323822016, 46.211503897297234], [6.12926991321042, 46.21149643380155], [6.129270588872294, 46.21240494462252], [6.129007513851845, 46.21252307940255], [6.129182332847565, 46.21270099684457], [6.1292670997621626, 46.212711337216], [6.129763546568301, 46.21324611208151], [6.129715824584564, 46.21366733135108], [6.129536821100284, 46.213743797461355], [6.128840698336542, 46.21366482430604], [6.128101674764305, 46.21396789524544], [6.127624639855809, 46.214192673840145], [6.1263714555244375, 46.21421715396709], [6.126111951338808, 46.21434243123986], [6.125745936691429, 46.21403192004913], [6.123963949358538, 46.21486731572546], [6.124292379392764, 46.215172266791875], [6.12173948482506, 46.215670728575404], [6.1217829620786475, 46.215738910438375], [6.119725745640853, 46.216991416951736], [6.1206238746323045, 46.217768983959026], [6.122338010727786, 46.216738965061666], [6.123392909000264, 46.21743988534888], [6.124564601479784, 46.21750841583684], [6.125149156890031, 46.21782957170055], [6.125726615046068, 46.21828928366187], [6.12609916200272, 46.21801354463774], [6.12673180695725, 46.21853390229109], [6.1275085543148755, 46.21916875123309], [6.128247584208584, 46.2196591168818], [6.128824170579614, 46.22000085348994], [6.129043677497891, 46.21981500653299], [6.1295316188643625, 46.219521251982215], [6.12998257742178, 46.21977839426781], [6.12957541410085, 46.22013021784972], [6.130435853812477, 46.22074748324535], [6.130256005910155, 46.22085273095232], [6.130675850011305, 46.22119533066239], [6.1305821346271205, 46.22133657487885], [6.130573125463144, 46.22135061352796], [6.130523120904033, 46.2214254186602], [6.130592320419995, 46.221447120415526], [6.13060827538292, 46.22145309031492], [6.130621367379404, 46.22146061047861], [6.1306335669532785, 46.22148367587196], [6.130656047614338, 46.221580463742754], [6.130758108212429, 46.221648403233566], [6.130902282121709, 46.22183329498424], [6.130962020969322, 46.221810766274835], [6.131296954400393, 46.22159737235602], [6.131326854565611, 46.221573769065294], [6.131698549236247, 46.22128037688207], [6.131758859566143, 46.221235110319746], [6.132016638165603, 46.2210627102636], [6.132110396659427, 46.22102306693281], [6.132123144906312, 46.221032490275626], [6.132349926169725, 46.221200693573984], [6.132200560624883, 46.22129648159385], [6.1324658918917345, 46.221493273057824], [6.132527939465565, 46.22145337032872], [6.132809130520946, 46.221661266691754], [6.133002615863049, 46.22180416208505], [6.133092647151534, 46.22187064672422], [6.132963411819662, 46.221989070796866], [6.133149128704138, 46.22214516440842], [6.133462203878806, 46.22240902846176], [6.133508413799031, 46.22244789844831], [6.133836227542506, 46.222723762728336], [6.133751734059128, 46.22278290285957], [6.133578369387882, 46.22290425422817], [6.133246375736602, 46.2231372390861], [6.132956701862748, 46.223340501146], [6.132913273002822, 46.22337094791524], [6.133215894950638, 46.22365580728727], [6.133167747922873, 46.22368678437991], [6.133461139669184, 46.223926992859155], [6.1335616450447725, 46.22400928872442], [6.133838534396479, 46.224239426817064], [6.1339259067148735, 46.224312672627285], [6.133327460878989, 46.22473787215595], [6.132755371036243, 46.22515014819214], [6.132182850222683, 46.22480317141429], [6.1322195669662705, 46.22468852657283], [6.132154050212059, 46.22458295478285], [6.131470929609312, 46.224129790576264], [6.131007571909458, 46.22410076142577], [6.130070091651317, 46.22479165149885], [6.129367218157654, 46.22531548491585], [6.12887238889047, 46.225032010520735], [6.127636773117343, 46.22607011884458], [6.1277854708184, 46.22615560675108], [6.127950972302365, 46.22617858141385], [6.128114414252344, 46.22612029019671], [6.128475474578159, 46.22585493571655], [6.130178274951892, 46.227029256304704], [6.128719659136444, 46.22805646040461], [6.128291220283133, 46.22833716506196], [6.128280479433157, 46.228343913979785], [6.12827043923188, 46.228351174855234], [6.128261152819346, 46.22835889432412], [6.128252659508883, 46.22836705484928], [6.128245025617233, 46.22837559422275], [6.128238251578372, 46.22838449445604], [6.128232403709269, 46.22839369334099], [6.128227482660718, 46.22840316389478], [6.1282235420068565, 46.228412834764576], [6.128220569221961, 46.228422687811204], [6.128218604920385, 46.228432651531364], [6.1282180186219595, 46.22843600055692], [6.12821753578549, 46.228439359780495], [6.1282171825476635, 46.2284427205086], [6.128216932771881, 46.22844609143477], [6.128216786675004, 46.228449463564594], [6.128216770176742, 46.22845283719901], [6.128216857357424, 46.228456212037095], [6.128217067125829, 46.228458265758576], [6.128217315990626, 46.228460310937116], [6.128217616911765, 46.2284623477231], [6.128217943535827, 46.22846439380435], [6.128218322216192, 46.22846643149308], [6.128218752952863, 46.2284684607893], [6.128219209609312, 46.22847049038643], [6.1282216351600916, 46.228479038581], [6.128224789716488, 46.228487460285834], [6.128228686672253, 46.228495737662655], [6.128233287798454, 46.228503843277004], [6.128238594179263, 46.22851173215681], [6.1282445671521355, 46.2285193948565], [6.128251207801167, 46.22852678640412], [6.128258464937347, 46.22853387921468], [6.128266338777628, 46.22854066429368], [6.128292572062664, 46.228559691319724], [6.1285873414942165, 46.22877306379413], [6.128717685463735, 46.228867415201066], [6.128966762790068, 46.229053283773986], [6.129168101846224, 46.22920341123055], [6.129657894999267, 46.22952485527151], [6.129864310098542, 46.22965275507358], [6.129888509372913, 46.22971916262243], [6.130103767762813, 46.22987288654579], [6.130155647299626, 46.23008140552232], [6.130175718532769, 46.23008773806199], [6.130195132204569, 46.23009499864991], [6.130213798459794, 46.23010315025727], [6.130231614266228, 46.230112164699676], [6.130248515905341, 46.230121996254574], [6.130264413737761, 46.230132598899054], [6.130279244044522, 46.230143926910586], [6.130287264534524, 46.2301392515363], [6.130593148085951, 46.230352054661594], [6.1310036667047445, 46.230644611745184], [6.1312112849722515, 46.23030231983167], [6.131733271563243, 46.23025672261161], [6.132606333627516, 46.23031846955386], [6.132768301196214, 46.23053666397635], [6.133545659043099, 46.23100868678071], [6.1331188344125005, 46.231583418844075], [6.133079464599397, 46.231613543837064], [6.133028275072551, 46.231607346732474], [6.132807675810097, 46.23151289206705], [6.132785187130141, 46.23153106647951], [6.132709804178272, 46.23159242568335], [6.132651459704616, 46.2316622680783], [6.132410581588395, 46.23185445196232], [6.132062248074712, 46.23211482043077], [6.1320757847436065, 46.23212553043337], [6.132335890353883, 46.23231860846896], [6.13199723309366, 46.2326029124502], [6.1322378061264144, 46.23277374927408], [6.131869091882621, 46.23305542885684], [6.132281296905785, 46.233306992831224], [6.132567874851152, 46.233082733258584], [6.132954735723063, 46.2327800107455], [6.1330125545433525, 46.23282439525183], [6.1330488855248575, 46.232852282873466], [6.133673136956419, 46.23333147642011], [6.133897047081312, 46.23350334056284], [6.13394060962188, 46.233536781562094], [6.134404837304984, 46.23390851614639], [6.13443857143406, 46.23391122708123], [6.1348472324626115, 46.23394426983077], [6.134913010342367, 46.23395260487865], [6.134971431748845, 46.233968736179364], [6.135986342868699, 46.23424783894683], [6.136307058791734, 46.234192996857594], [6.137361152279174, 46.23340439673771], [6.136226987928987, 46.232812018413455], [6.136178285397783, 46.23278691306672], [6.136144412569067, 46.232769455197825], [6.136129570166179, 46.232761798555046], [6.136508870944273, 46.23241221125093], [6.136902696103201, 46.232048161345354], [6.1369641593596445, 46.23199133523635], [6.137026970605943, 46.2319843312196], [6.137958190701751, 46.23141130436579], [6.138163361109417, 46.23129968718321], [6.1381657070973255, 46.23129645735098], [6.135952666454029, 46.23065735403225], [6.135922702314232, 46.23062669781996], [6.136339444066163, 46.23035658973126], [6.136530326195773, 46.23016492761403], [6.1366038241515675, 46.230068879317955], [6.136659412892164, 46.22993626812098], [6.136730648567559, 46.22968185803575], [6.1368374885098005, 46.229468317393405], [6.1368540874348785, 46.22947188264743], [6.1369523579807925, 46.22922908427932], [6.137182885903188, 46.22891681669002], [6.137304286213043, 46.2286884187906], [6.137440287944309, 46.22849336948692], [6.137511140184805, 46.22842374989215], [6.137839942405474, 46.2282320740275], [6.137917760356688, 46.22819149532505], [6.137943282930694, 46.22818129910944], [6.138239357278175, 46.22812317207785], [6.13824878993166, 46.22812174228859], [6.138258307064494, 46.2281205743805], [6.138267870227604, 46.2281196499168], [6.138277479206077, 46.22811897789191], [6.138287120825032, 46.2281185671509], [6.138296782339895, 46.228118408550024], [6.138306437616136, 46.22811851078513], [6.1383160745545045, 46.228118837729355], [6.13832569294004, 46.22811939837715], [6.138335280243267, 46.2281201745904], [6.138344823074271, 46.22812118420864], [6.138354308903515, 46.228122409093764], [6.138363724556298, 46.22812385809095], [6.13837307003263, 46.22812553120013], [6.13923662833058, 46.228033766459944], [6.139469738922167, 46.22866182066649], [6.138836845488196, 46.22883920369076], [6.138839992219938, 46.22885181752131], [6.138842943693138, 46.22886446509067], [6.138845687377667, 46.22887712826091], [6.138848210098367, 46.22888981587715], [6.138850525030158, 46.228902519094255], [6.13885263217289, 46.2289152379123], [6.138854518351353, 46.22892798117632], [6.138855617965657, 46.22893566815069], [6.138856587765147, 46.228943362627035], [6.138857440924747, 46.22895105576024], [6.13885816405439, 46.228958765389834], [6.1388587703290565, 46.22896648267063], [6.138859247003682, 46.22897419845907], [6.138859607038311, 46.22898191290439], [6.138860371844195, 46.22898950605481], [6.138861006835041, 46.228997106707276], [6.138861537930802, 46.22900471516015], [6.138861952386464, 46.22901232226996], [6.1388622502019805, 46.2290199280366], [6.138862418202206, 46.22902754130526], [6.138862482522196, 46.22903515338001], [6.138862635842198, 46.22904283845442], [6.138862724147039, 46.229050531777006], [6.138862760826774, 46.22905821550825], [6.138862745451315, 46.22906590763697], [6.138862665275602, 46.229073599019486], [6.138862533474765, 46.22908128081073], [6.138862349618663, 46.22908897099934], [6.138858292161593, 46.229297723146125], [6.138858272757521, 46.22930612597958], [6.138858149672676, 46.22931452761916], [6.138857909946881, 46.22932292791558], [6.138857553580033, 46.22933132686889], [6.13885709353226, 46.22933972462828], [6.138856516843377, 46.229348121044545], [6.138855836688462, 46.22935650727251], [6.138851440847144, 46.229415116108974], [6.138851110398954, 46.22942351536078], [6.13885054645333, 46.22943192092064], [6.1388497626154415, 46.22944030595473], [6.138848758455057, 46.22944868845178], [6.138847521441998, 46.22945705027371], [6.138846064536366, 46.22946539156989], [6.138844374562811, 46.22947372118533], [6.138820508996949, 46.22961033342429], [6.1388183145432995, 46.22961970086473], [6.138816042542924, 46.22962905841531], [6.138813718701103, 46.229638415368825], [6.138811330272549, 46.22964776258174], [6.138808877257378, 46.22965710005403], [6.13880635965546, 46.229666427785695], [6.138803777466813, 46.229675745776696], [6.138801143866618, 46.22968504518192], [6.138798445464586, 46.22969434384087], [6.138795708181071, 46.22970364205201], [6.13879293244611, 46.22971292182664], [6.13879009190923, 46.22972220085496], [6.138787212705806, 46.22973147044106], [6.1387842818756875, 46.229740730435786], [6.138781286888726, 46.22974996270107], [6.138778240274921, 46.22975918537494], [6.138775167954768, 46.22976839875586], [6.138772056752913, 46.22977761168894], [6.13876890688444, 46.22978681517984], [6.138765718349332, 46.229796009228565], [6.138762490932468, 46.22980520282944], [6.138766416176324, 46.22981778963991], [6.13860135839524, 46.2301523979076], [6.138532566579507, 46.230291947456536], [6.138638300239124, 46.230274595730194], [6.138709622425034, 46.23026288450564], [6.139346665457331, 46.23015830726284], [6.140227203236955, 46.22996264551253], [6.140975053121007, 46.229772298231275], [6.141941273065969, 46.22953079768996], [6.142864268176139, 46.22929997586196], [6.1429605078290175, 46.229574773524135], [6.143427955269847, 46.230636322361356], [6.1434637128292024, 46.230514852453275], [6.143634023348159, 46.230165866743256], [6.1436604502928445, 46.23012966974803], [6.1436982364098665, 46.23009879423811], [6.143844604980346, 46.230022848569156], [6.143926725420973, 46.22997734884476], [6.144074634510329, 46.22989384521713], [6.144278949181699, 46.22975913044245], [6.144536755865872, 46.229608969242584], [6.145050266126373, 46.22928734350838], [6.1456310190838135, 46.22892455156519], [6.145673919812226, 46.228891664735656], [6.145882675417112, 46.22872741643196], [6.145841680126497, 46.228258778588064], [6.145755719382108, 46.22782324685989], [6.145575562780491, 46.227293158863894], [6.146152263324865, 46.22694546880192], [6.146292978937442, 46.22710083594765], [6.146696749086424, 46.226731190055595], [6.146994665966982, 46.2263535838588], [6.147663190965371, 46.2261941611512], [6.148205921262683, 46.22605326934573], [6.148940759097113, 46.22779216342412], [6.149472143236855, 46.22766396521238], [6.166700525903562, 46.22446680582352]]]}}, {\"id\": \"1\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 19.320108378619015, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1203, \"RentPerArea\": 37.527644727390005, \"RentPerRoom\": 716.1314896687237, \"STATUS\": \"real\", \"SurfaceArea\": 64.23404255319149, \"UUID\": \"{54A45D65-97A3-45A1-8DB2-FA3E6E540269}\", \"ZUSZIFF\": 0, \"ZipCode\": 1203, \"x\": 6.122096309702056, \"y\": 46.207852041497006}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.135137728516569, 46.20837021956549], [6.134704800361071, 46.207979612378814], [6.1349654754314065, 46.207884468955875], [6.134659400690358, 46.20751125159497], [6.134348375635405, 46.20761480912324], [6.134253350970387, 46.20750295941275], [6.1346936555686185, 46.20736886749297], [6.134435597641631, 46.20697668122834], [6.134223281173215, 46.20703855431371], [6.134098622790052, 46.206876429350395], [6.13332903250813, 46.2058319731882], [6.133403996099945, 46.20583786966618], [6.13404820680593, 46.20588868516918], [6.134324162118555, 46.20591247841661], [6.134623469431904, 46.2059491904513], [6.134525956430717, 46.20568883721411], [6.134239046938657, 46.20563232222473], [6.134277237665766, 46.20547818889789], [6.1342795370308645, 46.20547632614227], [6.134297471642593, 46.20545252089168], [6.134307674795971, 46.20542690786083], [6.134311953429616, 46.205399786843174], [6.134307015031024, 46.205373368987956], [6.134295577876569, 46.205347775687564], [6.134278533897941, 46.20532363803372], [6.133919214004591, 46.204902110620324], [6.133866005554052, 46.204840676602956], [6.133809794011879, 46.20478019748169], [6.133749776236916, 46.20472174358484], [6.1336833311796, 46.20466654414958], [6.133611749951957, 46.2046147940355], [6.133535293797147, 46.204566406286204], [6.133454478722912, 46.20452147682971], [6.133369816416151, 46.204480281481835], [6.13328277715961, 46.20444148771755], [6.133180229740457, 46.20440044516921], [6.13305488965909, 46.20435347075895], [6.131189630915852, 46.204018375438], [6.131619661827826, 46.20311065433519], [6.129165932634609, 46.203186646068445], [6.1290175517354015, 46.20318953916427], [6.128869109547896, 46.20318905753224], [6.128720774499737, 46.20318520312727], [6.128572689110764, 46.20317797760437], [6.128425034329006, 46.20316740105942], [6.1282779528903895, 46.20315346615457], [6.128131612788187, 46.20313619283692], [6.127972944830777, 46.20311645492487], [6.126800639353945, 46.202963549562604], [6.1265999907607025, 46.20293519740262], [6.126400730910056, 46.20290246157074], [6.126203066674015, 46.20286536247397], [6.126007191317806, 46.20282394735315], [6.125813285368115, 46.202778254305215], [6.125621568210717, 46.20272832188057], [6.125432219716355, 46.20267421516161], [6.125188588233735, 46.202599925988544], [6.1221371744993895, 46.20169078227172], [6.122097295412475, 46.20167888188727], [6.1220575372783035, 46.20166680296263], [6.1220179003149955, 46.201654536503575], [6.12197837156934, 46.201642082359136], [6.1219389769486465, 46.20162944083174], [6.121899690110842, 46.201616629607784], [6.1218605376163024, 46.20160362200686], [6.12182017503033, 46.20158975456208], [6.121779947007765, 46.201575681745304], [6.12173986584901, 46.20156143069087], [6.1216999322076875, 46.2015469744159], [6.1216601326951725, 46.201532330758006], [6.1216204802651815, 46.201517499868636], [6.121580988089198, 46.20150247290466], [6.121408409955136, 46.20143676922101], [6.120606366967337, 46.201131431854556], [6.120420594019835, 46.20106601332749], [6.120229162596841, 46.20100901241533], [6.120032844156306, 46.20096067202552], [6.119832463048495, 46.20092119070436], [6.1196288444866855, 46.20089073102603], [6.119422814548899, 46.200869419593204], [6.119215251993051, 46.200857347642966], [6.119121913450244, 46.20085400677003], [6.118779256232582, 46.20085017844981], [6.118437060019432, 46.200863124662376], [6.118097023339387, 46.200892784325326], [6.117760859648233, 46.2009390155794], [6.1174302068818935, 46.201001585732044], [6.11710674382528, 46.201080181615794], [6.1167920474138775, 46.20117441691225], [6.116205561872635, 46.20136728352163], [6.116155124833479, 46.201384137251914], [6.116104988366233, 46.20140141733699], [6.116055152251208, 46.201419132771605], [6.116005655785149, 46.20143726602304], [6.115956472841777, 46.20145582578243], [6.115907616373641, 46.20147481220196], [6.115859112724228, 46.201494207597236], [6.115809181635124, 46.20151475582969], [6.11575964134597, 46.20153574947012], [6.1157104920746574, 46.20155717952486], [6.115661733820565, 46.20157904599434], [6.115613392708597, 46.201601340188475], [6.115565455565875, 46.20162407095035], [6.1155179487362785, 46.2016472205956], [6.114297515131453, 46.20225017729607], [6.114143533020533, 46.20232298084863], [6.113985369959878, 46.202391335629684], [6.113823288112319, 46.202455118743266], [6.113657588067958, 46.20251422573981], [6.1134885186068715, 46.202568551562244], [6.11331637967034, 46.20261801874654], [6.113141458688195, 46.20266253168935], [6.113047164261744, 46.20268500466281], [6.112555188681228, 46.2028023005831], [6.112389758013883, 46.202837504179676], [6.112221315311896, 46.202864970787054], [6.112050602295798, 46.2028845741589], [6.111878398674668, 46.20289622448738], [6.111705457156285, 46.202899876636344], [6.111532542745485, 46.20289551260949], [6.1113604327425755, 46.20288314155035], [6.110823442695618, 46.20282983215407], [6.110750216203387, 46.203243987990675], [6.110658754308094, 46.203761222497725], [6.110627565850639, 46.203802061165156], [6.110531427821579, 46.203928037630526], [6.110474527717589, 46.20425131897678], [6.110466720696771, 46.204294034294584], [6.110445513894016, 46.20441481086595], [6.110414981094292, 46.20458902716084], [6.1103942573778065, 46.20467939991118], [6.110327549426365, 46.20497125655818], [6.110258872854109, 46.205371808478475], [6.110235802433535, 46.205506247363125], [6.110232494151526, 46.20556795410275], [6.110233481302577, 46.20562356653666], [6.110240581411277, 46.20567772147065], [6.110251163746397, 46.2057224706627], [6.110266435829287, 46.2057662044376], [6.110275717350227, 46.20578463139088], [6.110287704535648, 46.205808470340976], [6.110316433965453, 46.20584768415886], [6.110350375966313, 46.205885699769574], [6.1103917833234185, 46.20592047440311], [6.110439384538645, 46.20595101242158], [6.1104932281464075, 46.20597585689166], [6.110552271198664, 46.2059942038013], [6.1106185802460775, 46.20600632937944], [6.110654522558508, 46.20605318539602], [6.110830907271335, 46.20628523990152], [6.110837900518197, 46.20629443605378], [6.1109873703823245, 46.20649684368201], [6.111010927817886, 46.206525011248324], [6.111162041438755, 46.20670206673366], [6.111590500958087, 46.20729884152098], [6.111932367664888, 46.2077994453079], [6.111970401503282, 46.207855214404724], [6.111983750507674, 46.20787480464791], [6.112040963833606, 46.20795870758645], [6.112125760791577, 46.20811722212415], [6.11228610278388, 46.20837477174714], [6.112401124020081, 46.20854272820648], [6.112470173564273, 46.20862117396847], [6.112486528584838, 46.20863548231596], [6.1126604217876, 46.20881040124579], [6.1128760157581, 46.20903325047959], [6.112902313625098, 46.209054873101515], [6.113030792146907, 46.20917912715438], [6.113191274713388, 46.209334967217295], [6.113193766903273, 46.20933373692766], [6.113495153290494, 46.20962575311883], [6.113502355431797, 46.2096226887889], [6.1135409137135, 46.2096118415137], [6.113555750075527, 46.2096406348528], [6.113572334084999, 46.209668971877754], [6.11359064136746, 46.209696789323274], [6.11361063415456, 46.209724041760644], [6.113632274896983, 46.20975067476655], [6.113655525606645, 46.209776651906466], [6.113680348733658, 46.209801918757115], [6.113977443970713, 46.2100904913907], [6.114145099365808, 46.21025693161031], [6.114264356589447, 46.21038810252939], [6.114268293437568, 46.21038661926497], [6.114340159079022, 46.21046404424714], [6.114355846662541, 46.210480791633344], [6.114409633230314, 46.2105385711081], [6.114507466379823, 46.210648599553664], [6.114513817670129, 46.21065493591925], [6.114520483837886, 46.21066111403547], [6.114527452146509, 46.21066712475582], [6.114534709421479, 46.210672976922694], [6.114542256319824, 46.21067864355297], [6.114550066711275, 46.21068413333686], [6.114558153989522, 46.210689428437746], [6.114567233523331, 46.21069388947393], [6.114576739024715, 46.21069788766947], [6.114586632064639, 46.21070140457964], [6.114596874214073, 46.210704421759615], [6.114607388177108, 46.210706920308546], [6.114618135086683, 46.21070889977032], [6.114629063777005, 46.21071033255378], [6.114640641963291, 46.210711170165595], [6.114652271278775, 46.210711504550346], [6.114663912637421, 46.21071134424634], [6.114675514435351, 46.21071067965126], [6.114687037586588, 46.21070951930332], [6.114698430049346, 46.210707871588866], [6.114709666131169, 46.21070572720952], [6.114720680396815, 46.210703112388366], [6.114731433979285, 46.210700026669436], [6.114912778400715, 46.210952195717084], [6.114627083744452, 46.211078048149226], [6.114631423609263, 46.21107704643564], [6.114635837485553, 46.21107619853737], [6.114640299681026, 46.21107549515611], [6.114644796801973, 46.21107495412846], [6.114649342242179, 46.211074557617835], [6.114653896915561, 46.21107431416245], [6.114658473558908, 46.21107423290866], [6.114662416286014, 46.21107463904562], [6.114666302811121, 46.2110752244608], [6.114670133353279, 46.21107598015982], [6.114673882220049, 46.211076896844425], [6.114677549192497, 46.21107798350893], [6.114681108578228, 46.211079230854914], [6.1146845346848835, 46.21108062958416], [6.1146878406870675, 46.211082170854304], [6.11469098749882, 46.21108386320365], [6.114692278725997, 46.211084589107905], [6.114693543384985, 46.2110853416911], [6.114694781475689, 46.211086120953226], [6.114695980261446, 46.21108691774795], [6.114697152478968, 46.21108774122161], [6.114698298347215, 46.21108858237985], [6.114699404691507, 46.211089450065], [6.1147037466420775, 46.21109315374584], [6.1147078914113395, 46.211096972072525], [6.114711813087928, 46.21110090474111], [6.1147154991539585, 46.211104933610905], [6.114718975520848, 46.21110905898601], [6.1147222162771175, 46.211113280562365], [6.114725208905003, 46.21111758019948], [6.114749843124822, 46.21116662336352], [6.114792186060896, 46.2112734453743], [6.114809054896482, 46.211304502608236], [6.114865653062826, 46.21129314676011], [6.114937038541919, 46.211370682667976], [6.114963725317351, 46.21139876911713], [6.115039797186615, 46.21147438961263], [6.11511556132306, 46.21154615577713], [6.115184926606445, 46.211609812618434], [6.1152647627574135, 46.21168148248747], [6.115310814967195, 46.21172699801393], [6.11540205148441, 46.21181163104047], [6.115450273811709, 46.21185851249206], [6.115511538414898, 46.211918511366655], [6.115636148173499, 46.21204303184885], [6.115659655813015, 46.21206705024698], [6.115719539863347, 46.21212947997108], [6.11574836171139, 46.21216092910269], [6.115777751952374, 46.21219298768145], [6.115793172776977, 46.21220955179318], [6.115859293529306, 46.212283588562], [6.115922823091857, 46.21235813472977], [6.115939329325728, 46.212378031394856], [6.115954568359708, 46.212396212792164], [6.116085656020602, 46.21256193345563], [6.116177463015206, 46.21268503420376], [6.116212165001012, 46.2127315769239], [6.116313132546496, 46.212870241560594], [6.116305936710112, 46.212884228367265], [6.116291558201067, 46.21291219313685], [6.1162747724948305, 46.21294481707344], [6.116356592205048, 46.21305657251373], [6.116485623188017, 46.213233973533534], [6.116644101129195, 46.21345184549121], [6.116803282718988, 46.21367067912599], [6.116938562084659, 46.21385666384439], [6.1170737922979574, 46.21404257584065], [6.1172093118169935, 46.214228886916416], [6.117344832263979, 46.214415197831045], [6.117480191103676, 46.214601263765815], [6.117615631361579, 46.214788284151766], [6.11777367893674, 46.21500450296508], [6.1178167782359845, 46.21506400899744], [6.117872415168879, 46.215139856145306], [6.117880997982688, 46.21515200342625], [6.117889515361633, 46.21516417693134], [6.117897993655931, 46.21517635897509], [6.117906406733705, 46.21518855824872], [6.117914767333231, 46.21520078389821], [6.117923075891322, 46.21521301793475], [6.117931331971065, 46.21522527834723], [6.117943062446078, 46.21524283360147], [6.1179546754446, 46.21526042346708], [6.117966170966635, 46.21527804794415], [6.117977561968722, 46.215295707184325], [6.117988835494053, 46.21531340103596], [6.118000004499318, 46.21533112965074], [6.118011056027692, 46.215348892877074], [6.11831437462989, 46.21583759007369], [6.118432196349249, 46.216027201314645], [6.118785971012726, 46.21597366950741], [6.119254435742948, 46.216208469102895], [6.12173948482506, 46.215670728575404], [6.124292379392764, 46.215172266791875], [6.123963949358538, 46.21486731572546], [6.125745936691429, 46.21403192004913], [6.126111951338808, 46.21434243123986], [6.1263714555244375, 46.21421715396709], [6.127624639855809, 46.214192673840145], [6.128101674764305, 46.21396789524544], [6.128840698336542, 46.21366482430604], [6.129536821100284, 46.213743797461355], [6.129715824584564, 46.21366733135108], [6.129763546568301, 46.21324611208151], [6.1292670997621626, 46.212711337216], [6.129182332847565, 46.21270099684457], [6.129007513851845, 46.21252307940255], [6.129270588872294, 46.21240494462252], [6.12926991321042, 46.21149643380155], [6.129688323822016, 46.211503897297234], [6.1296881943296775, 46.211046225553424], [6.1293752464565685, 46.21104538386917], [6.129368755714224, 46.21081975727768], [6.129689670193956, 46.210817992352666], [6.1296959109729405, 46.21056408341168], [6.130356125188633, 46.21056112386923], [6.131372906522594, 46.20969310578784], [6.13140280815081, 46.209387199254714], [6.132010663425156, 46.20907638102781], [6.132081390802238, 46.209061365573874], [6.132296128003318, 46.20900920502911], [6.132354744606566, 46.20908404471576], [6.132684982968899, 46.20905728712121], [6.133030450124655, 46.20902556757709], [6.133175440742268, 46.20892378138879], [6.133290798266145, 46.20889038815007], [6.133399342743762, 46.2090868755025], [6.134884189651403, 46.208718437242986], [6.134899613772944, 46.20843179594179], [6.135137728516569, 46.20837021956549]]]}}, {\"id\": \"2\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.531853242910934, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1206, \"RentPerArea\": 39.905645356562005, \"RentPerRoom\": 1103.584284785727, \"STATUS\": \"real\", \"SurfaceArea\": 143.32692307692307, \"UUID\": \"{D924C540-1604-4E4A-9C30-A31E36299921}\", \"ZUSZIFF\": 0, \"ZipCode\": 1206, \"x\": 6.1573566965883915, \"y\": 46.18942238896255}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.153826381810386, 46.17984066282308], [6.153869481466996, 46.18018807039982], [6.154024265254395, 46.18139468494512], [6.154170797076629, 46.182502330473234], [6.154387439980183, 46.18383696273992], [6.154527529150262, 46.184706119242165], [6.15440674565849, 46.1852361039577], [6.154181351602472, 46.185664483967706], [6.153749354764239, 46.186109043472975], [6.153437733198549, 46.1862884878789], [6.153084901830151, 46.186441191073556], [6.152583115023906, 46.1865594374368], [6.1522480180469, 46.18661768489922], [6.151773957276739, 46.186651754932086], [6.15109082803541, 46.18665401692032], [6.149914849976797, 46.18673972183113], [6.149687640202297, 46.186753616596], [6.149770761638963, 46.18745194521467], [6.149650982422172, 46.187560607376355], [6.148963752341505, 46.18760968314787], [6.1490114909205555, 46.18787455532854], [6.149461806147401, 46.18917934668847], [6.1494081039798605, 46.18919879576239], [6.149760538856355, 46.18976558314791], [6.149483406240811, 46.189839509695084], [6.14957885593846, 46.18997771199799], [6.14971770777838, 46.19002221357833], [6.149862194196495, 46.18999237573905], [6.150040360233139, 46.1899401695593], [6.150041917744917, 46.19022006913789], [6.149527729034671, 46.19022849859921], [6.149526411494189, 46.19063126181205], [6.149676769835623, 46.191055713335], [6.1497263220111895, 46.19174462566265], [6.149952632358675, 46.191744422443946], [6.150058838687626, 46.1924711386798], [6.1502323102512655, 46.192613110633964], [6.150348819386863, 46.19273157984942], [6.150420196617563, 46.19284665454036], [6.150542500041663, 46.193065144292355], [6.150611721268436, 46.193265843876254], [6.150627311965667, 46.19347735699532], [6.150594161797494, 46.19366276261846], [6.150516355219648, 46.19382462645666], [6.150401842782986, 46.193971856095], [6.151747304530574, 46.19465543383963], [6.151462633851074, 46.19486358390702], [6.1511545871478805, 46.195197178924], [6.15080706620566, 46.19562741609282], [6.150925327692556, 46.19567163596805], [6.1514096668960985, 46.19585971815223], [6.151218502020956, 46.19608214198403], [6.151076170898756, 46.19602574491789], [6.151000325673546, 46.19599574751801], [6.150950910641038, 46.19597612820271], [6.150776807719655, 46.196032673920776], [6.150585003038751, 46.196139174481175], [6.150191718957349, 46.19642906787624], [6.150325237755585, 46.19651620649121], [6.150517738236707, 46.196552745624615], [6.15085763155386, 46.19679640934262], [6.151019287035964, 46.19691826312658], [6.150736192291279, 46.19712106744332], [6.150281474867976, 46.19741817704987], [6.150657815093966, 46.19767892866817], [6.150411071672832, 46.19785321351504], [6.151466467732607, 46.19860217155433], [6.15190769545718, 46.198925863160134], [6.1515786023178265, 46.19912849590135], [6.151314754166283, 46.19931695554057], [6.151649959424929, 46.199538404022995], [6.152084867129296, 46.19926031601468], [6.152207133383858, 46.19913612383745], [6.152436534837076, 46.199001556180704], [6.1527441498631905, 46.19919705490242], [6.153788589460688, 46.19990875389659], [6.15485022272835, 46.19919536456832], [6.156461405542278, 46.19873379872015], [6.1563383427757685, 46.19836680588026], [6.156940285815757, 46.1976081716538], [6.157243616579087, 46.19748593230314], [6.156783519595079, 46.19693512107394], [6.157252470417411, 46.19675477294485], [6.1575309921982155, 46.197095442312104], [6.157780284774523, 46.19740051163046], [6.157611130952985, 46.19747093414304], [6.157352457239966, 46.19757846810809], [6.157285025688423, 46.19799187890545], [6.157429292284582, 46.19815911258664], [6.157462410153629, 46.198145282762745], [6.157570712350205, 46.1982607540663], [6.1577753542712825, 46.198322447677], [6.157838250204055, 46.198429476973864], [6.158002782135092, 46.19839148906131], [6.1576318853670475, 46.19793587253069], [6.157883281113985, 46.1978293438942], [6.158248921689559, 46.197684327614844], [6.158146097205111, 46.197561253873985], [6.157994693513934, 46.197380165998375], [6.157663809227189, 46.19697361345944], [6.157427145611421, 46.19668253337095], [6.158633404463256, 46.19624790772557], [6.158416661346365, 46.19601697445483], [6.159592340475188, 46.195527570170086], [6.160515352082318, 46.19510386486567], [6.160997337253002, 46.194897981360874], [6.16045123081468, 46.194334893154604], [6.160633525482006, 46.19410269116323], [6.161073844924565, 46.19427326496082], [6.1619590270754045, 46.19388349653311], [6.162377653763596, 46.19430290480231], [6.162531059683574, 46.19434034862607], [6.163292510625524, 46.19402129725972], [6.164257041444774, 46.19358370855986], [6.164467756128255, 46.19389455273723], [6.165081387988075, 46.19368437215116], [6.165001456932012, 46.19340927468237], [6.164665852504209, 46.19298845686137], [6.164883712548732, 46.19286300094345], [6.164573047293395, 46.192600519937464], [6.164863929503885, 46.19243645594738], [6.164504502716407, 46.19214365371244], [6.164745912014097, 46.192029791058225], [6.165004134485511, 46.191895497119795], [6.165712447325734, 46.19186162177542], [6.166221267292364, 46.19226155672796], [6.165813152132359, 46.19249525895581], [6.1661481456530165, 46.19274527149783], [6.166370954409867, 46.192907675613625], [6.167099790337728, 46.19246461545204], [6.167901920680074, 46.19312207964358], [6.168516961720581, 46.19276679649954], [6.167245494508808, 46.191732300616344], [6.1679120844633415, 46.191545571793185], [6.167670765971571, 46.19131158171815], [6.1672786918875495, 46.19101577549166], [6.16705175841359, 46.19087043849926], [6.16789921352841, 46.190261406742444], [6.167600134753113, 46.190059154110585], [6.167454526541173, 46.18996556610976], [6.167420119774256, 46.189930099898056], [6.167394821358576, 46.189903994017676], [6.167367604938867, 46.189865172060266], [6.167349435621954, 46.18981116654194], [6.167352514530125, 46.18978529052483], [6.167358953451553, 46.18973093259327], [6.167393677268414, 46.189609237690405], [6.1675009165074615, 46.18934899996147], [6.167512808645513, 46.189317384357196], [6.16757219491924, 46.189159710336256], [6.167620410385866, 46.189058770037015], [6.167540210390737, 46.188970687474004], [6.16757011704555, 46.18887826773681], [6.167630837843358, 46.18853979151821], [6.167670111593081, 46.18832086568268], [6.16769635755208, 46.188168864005064], [6.167704358745287, 46.18813133864384], [6.167709121360024, 46.188099363787025], [6.167789786037218, 46.1876728448819], [6.167798544402011, 46.18762508072044], [6.16786394794523, 46.18726568571132], [6.167471272237265, 46.187468087598724], [6.167096873167849, 46.18763659641923], [6.1665905643201135, 46.18784554137406], [6.166326013240334, 46.18794125204778], [6.1656478167687885, 46.18812242396959], [6.165045440108769, 46.18817940177919], [6.164742621295414, 46.1881721133589], [6.164225041872851, 46.18812001387009], [6.163899016929331, 46.18806378837092], [6.163564036665212, 46.18797516222799], [6.163264549198416, 46.187842393347594], [6.162971970835258, 46.18768020134362], [6.162549643773086, 46.187317261839326], [6.1624144636775275, 46.187143704763635], [6.162345735020557, 46.186926014541896], [6.162268527585089, 46.18648447825976], [6.162275738092647, 46.18616607364808], [6.162344753486263, 46.18592421136273], [6.162389122706672, 46.18579426006389], [6.162374458795004, 46.185320503360764], [6.16226090375323, 46.18491003551483], [6.161971707914025, 46.18435606900914], [6.161329500341682, 46.183511997350955], [6.160026501698797, 46.181503256209304], [6.1598162141111725, 46.18101036695252], [6.159715227676383, 46.18055128525302], [6.159694091276504, 46.179885013371965], [6.1596327096988555, 46.17917321115996], [6.159473809919843, 46.178852922577455], [6.1593334933836825, 46.17867328442572], [6.159097207028841, 46.17843856747409], [6.158771267395115, 46.17820518067757], [6.1583819260603505, 46.17802495489217], [6.15773675455156, 46.1778240084511], [6.15722390139957, 46.177774178568484], [6.157051145054, 46.1777735558609], [6.1568786207954505, 46.177779575159086], [6.156706821216282, 46.17779221507411], [6.156536303861359, 46.177811445962], [6.156367575121836, 46.17783721060975], [6.15620115518738, 46.177869415977256], [6.15603756425165, 46.17790796902728], [6.15587729704096, 46.17795275844205], [6.15572083597485, 46.17800364577597], [6.155568677063069, 46.17806046574995], [6.1554212776901025, 46.17812304365061], [6.155279082299467, 46.17819120461916], [6.155142549562748, 46.17826471997938], [6.155012072995184, 46.17834337830842], [6.154888072864468, 46.17842693250135], [6.154770917866766, 46.1785151258703], [6.154646154439431, 46.17863593584709], [6.154527742466301, 46.178759795957426], [6.154415866853419, 46.17888655538142], [6.1543106613560195, 46.179016035725496], [6.154212259309542, 46.179148076584326], [6.1541207944784215, 46.179282499563165], [6.154036387470785, 46.17941913511313], [6.15395913342692, 46.17955779540062], [6.153889165911089, 46.179698311022385], [6.153826381810386, 46.17984066282308]]]}}, {\"id\": \"3\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 20.106477906477906, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1205, \"RentPerArea\": 35.18185634549229, \"RentPerRoom\": 698.7350493350493, \"STATUS\": \"real\", \"SurfaceArea\": 75.91891891891892, \"UUID\": \"{F97E72AA-A260-4075-B3AE-F87FEDE38726}\", \"ZUSZIFF\": 0, \"ZipCode\": 1205, \"x\": 6.140328436847279, \"y\": 46.19607899458931}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.133941757171043, 46.20367711754078], [6.134082490940982, 46.20308116531098], [6.135171888124315, 46.20315411664103], [6.1351882410407645, 46.2030713636546], [6.13525751093515, 46.20262960911857], [6.135261992134166, 46.20261022770351], [6.13529907089111, 46.20237142995401], [6.134906046680717, 46.20232945301328], [6.135013252281325, 46.20140833526411], [6.135025114959015, 46.20134100499925], [6.136801562182385, 46.20137017295368], [6.136780601145053, 46.20155842390128], [6.137639262616235, 46.20160839206448], [6.138157200142278, 46.20162283867974], [6.138162607983589, 46.20157440805566], [6.138504069962904, 46.201572594669685], [6.138604684758314, 46.20149385321198], [6.138820640445584, 46.20157624244845], [6.139264684854484, 46.20159281056077], [6.139439674680661, 46.20143963943301], [6.139368664415036, 46.20125490832992], [6.1393141608064346, 46.20127362381831], [6.139224235620209, 46.2011327592706], [6.13965738453329, 46.201004261361014], [6.14000038996689, 46.20106843505558], [6.140184779429446, 46.20104132670643], [6.140185127165167, 46.2010425002972], [6.140185889194168, 46.201043687653076], [6.14018677231243, 46.201044687469064], [6.140188033440353, 46.201045592670525], [6.14018932433981, 46.2010463362716], [6.140190863715211, 46.201046983767284], [6.140192653498876, 46.201047454208286], [6.140194460744818, 46.20104773591674], [6.140196416704388, 46.201047758428516], [6.140198236403322, 46.201047518463795], [6.140200047657661, 46.201047089468325], [6.140201759579123, 46.20104647939291], [6.140217205588165, 46.20103990953826], [6.140244453690344, 46.20102743863524], [6.14045342826462, 46.20096967268282], [6.141027216827623, 46.200165101398326], [6.1410266628454, 46.20016496907072], [6.140735744430322, 46.200100399055906], [6.141099402067911, 46.199526202894184], [6.141447342035385, 46.19902944059992], [6.1415706525282925, 46.198846162493744], [6.141615980633787, 46.198705694312174], [6.141626901854484, 46.19854054809273], [6.1416000221638, 46.19802632208232], [6.142036095178119, 46.198022815006425], [6.142149142115803, 46.19811832007699], [6.142440953332669, 46.19813036432081], [6.142443862543394, 46.19813061367174], [6.142581600140447, 46.19828994659448], [6.142601009781365, 46.198312193822936], [6.142687061509746, 46.198496168903894], [6.142706141913501, 46.19871823189823], [6.142652934296133, 46.198721318355155], [6.142662421074678, 46.19934985584908], [6.142632499185402, 46.19940663297626], [6.143017083868169, 46.1994769792256], [6.143054551476031, 46.20052262509858], [6.1431075884813895, 46.20071173572888], [6.143358179641415, 46.20090029868508], [6.143631497040784, 46.20072376975089], [6.143967646170153, 46.20098248102303], [6.144068839605751, 46.20105815398989], [6.144191919761681, 46.20108527920155], [6.144311682491659, 46.20107812429446], [6.1450167262583655, 46.20073684623907], [6.1444562571868655, 46.20020349200164], [6.14554232278907, 46.19952570953804], [6.14717439395128, 46.198513459361465], [6.147740103365184, 46.198922460898956], [6.147816702901426, 46.19881211871988], [6.1482184605137595, 46.19855625714534], [6.148388820112856, 46.198487013904746], [6.14866525758099, 46.19845306339169], [6.149649677568854, 46.19853886340892], [6.149848605311746, 46.198683375851445], [6.149849261690869, 46.19868301448071], [6.1505755633972585, 46.19819242733076], [6.1508302000256325, 46.19836940482011], [6.150362090659372, 46.19868120674986], [6.150049721516062, 46.19867484112347], [6.149936827138188, 46.19874782023386], [6.150564192161862, 46.19920884748179], [6.150379658200804, 46.1993213327707], [6.15103861252523, 46.19979424292019], [6.151241500101975, 46.19966887563483], [6.15133698694153, 46.19974510664873], [6.151649959424929, 46.199538404022995], [6.151314754166283, 46.19931695554057], [6.1515786023178265, 46.19912849590135], [6.15190769545718, 46.198925863160134], [6.151466467732607, 46.19860217155433], [6.150411071672832, 46.19785321351504], [6.150657815093966, 46.19767892866817], [6.150281474867976, 46.19741817704987], [6.150736192291279, 46.19712106744332], [6.151019287035964, 46.19691826312658], [6.15085763155386, 46.19679640934262], [6.150517738236707, 46.196552745624615], [6.150325237755585, 46.19651620649121], [6.150191718957349, 46.19642906787624], [6.150585003038751, 46.196139174481175], [6.150776807719655, 46.196032673920776], [6.150950910641038, 46.19597612820271], [6.151000325673546, 46.19599574751801], [6.151076170898756, 46.19602574491789], [6.151218502020956, 46.19608214198403], [6.1514096668960985, 46.19585971815223], [6.150925327692556, 46.19567163596805], [6.15080706620566, 46.19562741609282], [6.1511545871478805, 46.195197178924], [6.151462633851074, 46.19486358390702], [6.151747304530574, 46.19465543383963], [6.150401842782986, 46.193971856095], [6.150516355219648, 46.19382462645666], [6.150594161797494, 46.19366276261846], [6.150627311965667, 46.19347735699532], [6.150611721268436, 46.193265843876254], [6.150542500041663, 46.193065144292355], [6.150420196617563, 46.19284665454036], [6.150348819386863, 46.19273157984942], [6.1502323102512655, 46.192613110633964], [6.150058838687626, 46.1924711386798], [6.149952632358675, 46.191744422443946], [6.1497263220111895, 46.19174462566265], [6.149676769835623, 46.191055713335], [6.149526411494189, 46.19063126181205], [6.149527729034671, 46.19022849859921], [6.150041917744917, 46.19022006913789], [6.150040360233139, 46.1899401695593], [6.149862194196495, 46.18999237573905], [6.14971770777838, 46.19002221357833], [6.14957885593846, 46.18997771199799], [6.149483406240811, 46.189839509695084], [6.149760538856355, 46.18976558314791], [6.1494081039798605, 46.18919879576239], [6.149461806147401, 46.18917934668847], [6.1490114909205555, 46.18787455532854], [6.148963752341505, 46.18760968314787], [6.149650982422172, 46.187560607376355], [6.149770761638963, 46.18745194521467], [6.149687640202297, 46.186753616596], [6.148863717624061, 46.18680396339284], [6.148191698101628, 46.18686529101959], [6.147472338871547, 46.18683734615432], [6.146709637730465, 46.18679576488785], [6.145964970379387, 46.18675248681797], [6.145400899047802, 46.186763825142755], [6.145259664140527, 46.186772111115715], [6.144835544295698, 46.18680079586047], [6.143913158787938, 46.186934844061575], [6.143568524661664, 46.18703679792576], [6.14275933318733, 46.187344893467944], [6.1419462401500775, 46.188000008990215], [6.141886073809843, 46.188094944522426], [6.141689979997165, 46.18852362880124], [6.141436583381673, 46.189081783866534], [6.140479195676375, 46.19098424158469], [6.139643846635116, 46.19280348240908], [6.139262353449988, 46.19335543464533], [6.138914075899592, 46.19367125065629], [6.138167064021915, 46.194103845723376], [6.136683882152829, 46.19489886330587], [6.135564675470865, 46.19548064032958], [6.135396030482309, 46.195554256564336], [6.134094345970592, 46.196122278135405], [6.133322779520441, 46.196426712906444], [6.132415149834293, 46.197023764015825], [6.13116059037378, 46.197878847927406], [6.130121869991264, 46.19857023226688], [6.128521950196279, 46.19941328322742], [6.127458225490013, 46.199930480183106], [6.126751303194488, 46.20017994090597], [6.125999522816054, 46.200354561278424], [6.12530598766648, 46.200506264996136], [6.1246281930599125, 46.20062624495501], [6.123919867609112, 46.20075646340015], [6.12314998734573, 46.20088585174563], [6.12235144728666, 46.200929907080216], [6.121554327156036, 46.20092061291916], [6.120032844156306, 46.20096067202552], [6.120229162596841, 46.20100901241533], [6.120420594019835, 46.20106601332749], [6.120606366967337, 46.201131431854556], [6.121408409955136, 46.20143676922101], [6.121580988089198, 46.20150247290466], [6.1216204802651815, 46.201517499868636], [6.1216601326951725, 46.201532330758006], [6.1216999322076875, 46.2015469744159], [6.12173986584901, 46.20156143069087], [6.121779947007765, 46.201575681745304], [6.12182017503033, 46.20158975456208], [6.1218605376163024, 46.20160362200686], [6.121899690110842, 46.201616629607784], [6.1219389769486465, 46.20162944083174], [6.12197837156934, 46.201642082359136], [6.1220179003149955, 46.201654536503575], [6.1220575372783035, 46.20166680296263], [6.122097295412475, 46.20167888188727], [6.1221371744993895, 46.20169078227172], [6.125188588233735, 46.202599925988544], [6.125432219716355, 46.20267421516161], [6.125621568210717, 46.20272832188057], [6.125813285368115, 46.202778254305215], [6.126007191317806, 46.20282394735315], [6.126203066674015, 46.20286536247397], [6.126400730910056, 46.20290246157074], [6.1265999907607025, 46.20293519740262], [6.126800639353945, 46.202963549562604], [6.127972944830777, 46.20311645492487], [6.128131612788187, 46.20313619283692], [6.1282779528903895, 46.20315346615457], [6.128425034329006, 46.20316740105942], [6.128572689110764, 46.20317797760437], [6.128720774499737, 46.20318520312727], [6.128869109547896, 46.20318905753224], [6.1290175517354015, 46.20318953916427], [6.129165932634609, 46.203186646068445], [6.131619661827826, 46.20311065433519], [6.131640136909105, 46.203110018839595], [6.131829781248208, 46.20310843697094], [6.132019167850342, 46.20311542579836], [6.132207494530395, 46.203130940045774], [6.132393972054753, 46.20315493459234], [6.132577812914255, 46.20318729236743], [6.13275822980993, 46.2032278873113], [6.1329344626391284, 46.203276539702564], [6.133105764892275, 46.203333042991105], [6.133271416605433, 46.203397163947315], [6.13390900993263, 46.203663216578896], [6.133941757171043, 46.20367711754078]]]}}, {\"id\": \"4\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.860883268778007, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1207, \"RentPerArea\": 41.64690722209325, \"RentPerRoom\": 904.1794998860789, \"STATUS\": \"real\", \"SurfaceArea\": 100.05263157894737, \"UUID\": \"{B5EA9714-EF37-41F0-B481-F59A93221892}\", \"ZUSZIFF\": 0, \"ZipCode\": 1207, \"x\": 6.162358479628013, \"y\": 46.206612590383116}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.157405499545926, 46.209956107412935], [6.157460039292055, 46.21001241692565], [6.157979921544355, 46.21054930115698], [6.1595144698203335, 46.212228497891324], [6.159806981918908, 46.21254859079025], [6.161900290885797, 46.21522384980327], [6.171632857603126, 46.2121255723639], [6.1722873149284885, 46.211917284280084], [6.172361656856008, 46.21189139814765], [6.172548430425346, 46.21160128764164], [6.172447371890706, 46.2115557095815], [6.172446709433338, 46.21155633192224], [6.172393498403314, 46.211532397162294], [6.172382590555361, 46.21152777636559], [6.172371815619706, 46.21152301311099], [6.172361160221554, 46.21151812524189], [6.172130274412653, 46.21141638945525], [6.172037932326154, 46.21137495740734], [6.171378095224535, 46.21105689892265], [6.171957043918482, 46.21064316009191], [6.172111296548359, 46.210535760703166], [6.172545485223906, 46.21022708679031], [6.172563272684904, 46.210214510955694], [6.17294804160064, 46.20994100721898], [6.172950281728226, 46.209939412927476], [6.173019876104973, 46.209889091879894], [6.172992189542956, 46.209870427900405], [6.172983275945132, 46.20986421010861], [6.172912015131339, 46.209863635669365], [6.173282238395789, 46.20959966620046], [6.173209541619303, 46.20955054723316], [6.17279771197321, 46.209274818904795], [6.172774082999905, 46.20925944822556], [6.172143094436552, 46.208838704549095], [6.1722728803305555, 46.20874668476822], [6.172226562634947, 46.20871566583378], [6.1722201792427525, 46.2087115456367], [6.172179081499833, 46.2086850836597], [6.171903395566851, 46.20850385270872], [6.171833618856823, 46.208445759836174], [6.171829805618895, 46.20844256815064], [6.171150648122585, 46.20787695159365], [6.17088213242035, 46.20765027491624], [6.170754190644786, 46.2066976797716], [6.170784247947754, 46.2066478964791], [6.1710384353682715, 46.206433300410644], [6.171091228273134, 46.206394316698166], [6.171431742958897, 46.20614288513195], [6.171453099935718, 46.20612555429573], [6.171474022098521, 46.206107975659116], [6.171494522402076, 46.206090149367945], [6.171514846506405, 46.20606987397085], [6.171534632367756, 46.2060493406157], [6.171553879776817, 46.20602855829723], [6.171561362952323, 46.20601938465304], [6.171568756281013, 46.206010174012214], [6.1715760340631265, 46.206000917089455], [6.171584332645407, 46.20599011518761], [6.1715924899806724, 46.20597925771834], [6.171600505859496, 46.205968353676056], [6.171615660680607, 46.20596861383316], [6.171619280342832, 46.20596397615768], [6.171625447893937, 46.20596566483866], [6.171624764541887, 46.20596718661677], [6.171627923758792, 46.205967851868785], [6.171631166360876, 46.20596827514414], [6.171634453274747, 46.20596846500081], [6.17164034305778, 46.205968171270726], [6.171646056540834, 46.20596710183773], [6.171651359283235, 46.20596530804972], [6.171656094362463, 46.20596285112216], [6.1716742819956885, 46.20594417112578], [6.171673126555786, 46.205943708311985], [6.17170780190798, 46.205901443972884], [6.171730143568038, 46.20588244174642], [6.171415111621838, 46.20572325956943], [6.170855324239918, 46.20537986147289], [6.169640079638045, 46.204566358659285], [6.168989320475483, 46.204070583941814], [6.168851111258526, 46.204168982744314], [6.1685839632005735, 46.20398314311564], [6.168713779835216, 46.20388457819904], [6.168180363000916, 46.20365300540344], [6.169605816830616, 46.20265939366966], [6.167589281623467, 46.20148391692405], [6.168029268664907, 46.20113748590499], [6.167749086104945, 46.20098012508319], [6.167751314845037, 46.20088584591955], [6.167586886756711, 46.2008811145034], [6.167505352819275, 46.20084881507589], [6.167512651511047, 46.200662906827326], [6.16781033574333, 46.2006677900226], [6.167817723358154, 46.20045141066963], [6.167521130487879, 46.20044644980947], [6.167536154107039, 46.20006359007614], [6.167172871282058, 46.19996680240547], [6.166751958768967, 46.19996144591074], [6.166480789547218, 46.199811335902524], [6.164680168303727, 46.19976299139964], [6.16385772954951, 46.19974509091719], [6.163860749227137, 46.19979370770017], [6.163244108190118, 46.19977819104707], [6.162577721108348, 46.19977342630307], [6.162215755633376, 46.19977222837942], [6.162022565868855, 46.19994422926177], [6.160694675271868, 46.19973217394633], [6.160632051947679, 46.19994576819123], [6.160346975602746, 46.19999669904627], [6.160083962098276, 46.19999092951577], [6.157528885227491, 46.199675853675174], [6.157161951768068, 46.199314684071815], [6.156660601005687, 46.19876988152549], [6.156461405542278, 46.19873379872015], [6.15485022272835, 46.19919536456832], [6.153788589460688, 46.19990875389659], [6.1527441498631905, 46.19919705490242], [6.152436534837076, 46.199001556180704], [6.152207133383858, 46.19913612383745], [6.152084867129296, 46.19926031601468], [6.153193094512815, 46.200052756663304], [6.153174040261686, 46.200338188250726], [6.153370892276107, 46.20049444748854], [6.1536216852278915, 46.20106311373869], [6.153988481622829, 46.201210160414725], [6.154517639119049, 46.201096158343866], [6.154642380983079, 46.201391764740144], [6.154337949130759, 46.20173396585996], [6.154630179585022, 46.20242293890976], [6.155153212751576, 46.20257166075528], [6.155219390117905, 46.20273235883263], [6.154332953440174, 46.20291518990989], [6.15424917991516, 46.20304980913591], [6.1543345899531, 46.20326787443851], [6.154615662796335, 46.203385315182935], [6.154829979074138, 46.20388761677938], [6.1543369071268765, 46.204406087109675], [6.149882480692948, 46.20684167156055], [6.156954163547914, 46.20999623552592], [6.157405499545926, 46.209956107412935]]]}}, {\"id\": \"5\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.283923417851987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1201, \"RentPerArea\": 41.40310241507456, \"RentPerRoom\": 882.1095650381365, \"STATUS\": \"real\", \"SurfaceArea\": 82.14285714285714, \"UUID\": \"{5CE53C00-4565-4D02-A695-7DEE2B916405}\", \"ZUSZIFF\": 0, \"ZipCode\": 1201, \"x\": 6.146909938243938, \"y\": 46.2107418106785}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.161900290885797, 46.21522384980327], [6.159806981918908, 46.21254859079025], [6.1595144698203335, 46.212228497891324], [6.157979921544355, 46.21054930115698], [6.157460039292055, 46.21001241692565], [6.157405499545926, 46.209956107412935], [6.156954163547914, 46.20999623552592], [6.149882480692948, 46.20684167156055], [6.149191318806715, 46.20665662740449], [6.1477093059186885, 46.2064777377474], [6.1463596918770085, 46.20623957149851], [6.14480922438223, 46.20586746230218], [6.143766599182222, 46.205592307984354], [6.142709142531864, 46.20532714898293], [6.141854532984931, 46.205114945803324], [6.140910482658437, 46.204992863285675], [6.1398323120561695, 46.20499060527977], [6.138925188356532, 46.20485319570047], [6.137906537122609, 46.204987412221655], [6.136805331097182, 46.20511761715593], [6.136795380521071, 46.205118653936744], [6.136785373138552, 46.205119357178035], [6.136775321904025, 46.20511972702923], [6.136765265680751, 46.2051197639388], [6.136755204468917, 46.205119467906684], [6.136745189870711, 46.20511884852519], [6.136735222316945, 46.205117887805635], [6.136728982382071, 46.20511710505154], [6.136722784324555, 46.20511619682449], [6.1367166281444385, 46.205115163124525], [6.13671051405701, 46.20511399495736], [6.136704454586073, 46.20511271046109], [6.136698463116525, 46.20511129179655], [6.136692526478892, 46.205109747808606], [6.13607151607959, 46.20483715505025], [6.1354622690291984, 46.20449460925539], [6.134512001587516, 46.20395728662301], [6.134459714406502, 46.20392823418997], [6.13440689768903, 46.2038996524436], [6.134353551218929, 46.20387155037749], [6.134299675211302, 46.2038439189965], [6.134245294926447, 46.20381678558252], [6.1341904235333695, 46.20379014129015], [6.134135048077377, 46.20376398596898], [6.134079253184848, 46.20373803269766], [6.134022966750856, 46.2037125865346], [6.133966214682448, 46.203687647778615], [6.133941757171043, 46.20367711754078], [6.13390900993263, 46.203663216578896], [6.133271416605433, 46.203397163947315], [6.133105764892275, 46.203333042991105], [6.1329344626391284, 46.203276539702564], [6.13275822980993, 46.2032278873113], [6.132577812914255, 46.20318729236743], [6.132393972054753, 46.20315493459234], [6.132207494530395, 46.203130940045774], [6.132019167850342, 46.20311542579836], [6.131829781248208, 46.20310843697094], [6.131640136909105, 46.203110018839595], [6.131619661827826, 46.20311065433519], [6.131189630915852, 46.204018375438], [6.13305488965909, 46.20435347075895], [6.133180229740457, 46.20440044516921], [6.13328277715961, 46.20444148771755], [6.133369816416151, 46.204480281481835], [6.133454478722912, 46.20452147682971], [6.133535293797147, 46.204566406286204], [6.133611749951957, 46.2046147940355], [6.1336833311796, 46.20466654414958], [6.133749776236916, 46.20472174358484], [6.133809794011879, 46.20478019748169], [6.133866005554052, 46.204840676602956], [6.133919214004591, 46.204902110620324], [6.134278533897941, 46.20532363803372], [6.134295577876569, 46.205347775687564], [6.134307015031024, 46.205373368987956], [6.134311953429616, 46.205399786843174], [6.134307674795971, 46.20542690786083], [6.134297471642593, 46.20545252089168], [6.1342795370308645, 46.20547632614227], [6.134277237665766, 46.20547818889789], [6.134239046938657, 46.20563232222473], [6.134525956430717, 46.20568883721411], [6.134623469431904, 46.2059491904513], [6.134324162118555, 46.20591247841661], [6.13404820680593, 46.20588868516918], [6.133403996099945, 46.20583786966618], [6.13332903250813, 46.2058319731882], [6.134098622790052, 46.206876429350395], [6.134223281173215, 46.20703855431371], [6.134435597641631, 46.20697668122834], [6.1346936555686185, 46.20736886749297], [6.134253350970387, 46.20750295941275], [6.134348375635405, 46.20761480912324], [6.134659400690358, 46.20751125159497], [6.1349654754314065, 46.207884468955875], [6.134704800361071, 46.207979612378814], [6.135137728516569, 46.20837021956549], [6.13513425831546, 46.20891997684568], [6.135933283290671, 46.20896933067376], [6.135850903665111, 46.209773777258945], [6.135855122795551, 46.209981743105786], [6.1351433753546285, 46.210280585555715], [6.135201640868713, 46.210336769184885], [6.135521571958792, 46.21038131013049], [6.135873602914887, 46.21050323379267], [6.136454906757292, 46.210277825166884], [6.136553108275449, 46.210387280441594], [6.136631436433396, 46.21046618694217], [6.13622512000883, 46.21063585665597], [6.135918089150844, 46.210766815214654], [6.136013664566503, 46.21087228203182], [6.136433170209131, 46.21087712414066], [6.136555711203606, 46.211003864331104], [6.136792943171154, 46.2112496963773], [6.136418928806876, 46.21141776022332], [6.136502750076257, 46.21151789977493], [6.136172559272179, 46.21165955897472], [6.136628569910238, 46.212345145175135], [6.136787558850348, 46.212579008223905], [6.137077465948877, 46.21271442622174], [6.137611390691518, 46.212102950107685], [6.137900469112568, 46.212056260319166], [6.138298407050297, 46.21211797672612], [6.139154065088508, 46.21182230115527], [6.139858221624356, 46.21273656995751], [6.1403441610381035, 46.21346064960516], [6.1404953480186535, 46.21430989126532], [6.140001170860718, 46.214473075947645], [6.140053760653093, 46.21455024426399], [6.14018097268135, 46.21469916632871], [6.140430973491494, 46.21499237073236], [6.140423650527468, 46.2154674096279], [6.144522918221018, 46.21553671631822], [6.145212784247912, 46.21504474360074], [6.145212925268374, 46.21498977457898], [6.145364742012934, 46.21488948153086], [6.14522940525461, 46.21479493016718], [6.145856375540104, 46.21438790060633], [6.146021295204576, 46.214515925410836], [6.146402290511126, 46.21435366775216], [6.146289261007742, 46.21420716451941], [6.146448299047578, 46.21415185593938], [6.146977939349711, 46.21394604440935], [6.147535757177286, 46.21370501538074], [6.147909780825624, 46.21355211965993], [6.148046291080968, 46.21372507054712], [6.148303008789096, 46.21359476338817], [6.148611116002387, 46.2134779086233], [6.148457511378124, 46.21329891505071], [6.1488722042694866, 46.21316321528688], [6.14911053487924, 46.21309216518357], [6.1491994320236625, 46.21324549725659], [6.148977936017631, 46.213333474048426], [6.149400178072363, 46.213890613968054], [6.149150595665274, 46.214004271054485], [6.1493800903193865, 46.214311525735475], [6.149756503396057, 46.21417259628044], [6.150810934622865, 46.21403564757951], [6.150900364503847, 46.21422695090703], [6.150809602481924, 46.21448592322202], [6.150484819694935, 46.21516883556373], [6.150552582805488, 46.21521286578781], [6.1506029588714535, 46.21527471814571], [6.150718016496567, 46.21528746632861], [6.150718469107313, 46.21528477244813], [6.151086739464021, 46.21533224066228], [6.15124492169364, 46.216281977319305], [6.155766068490644, 46.217358831696124], [6.161900290885797, 46.21522384980327]]]}}, {\"id\": \"6\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 24.85254844361987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1208, \"RentPerArea\": 36.85780559644569, \"RentPerRoom\": 909.2452484023913, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{6C0C2A10-B4FA-43B9-A9B2-8DACE70978A5}\", \"ZUSZIFF\": 0, \"ZipCode\": 1208, \"x\": 6.16757285189, \"y\": 46.19844559371096}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.171730143568038, 46.20588244174642], [6.172083793580334, 46.206003730283484], [6.173177568371618, 46.20638128153867], [6.173818357439963, 46.20660204124529], [6.174208117877839, 46.20673560357121], [6.174250875376878, 46.20675363544339], [6.174429929643957, 46.206831214754516], [6.1748759726252604, 46.2070260436041], [6.174830976926013, 46.20683273878932], [6.174902332460119, 46.2068246042486], [6.1749820683498875, 46.206800450305934], [6.17505296816405, 46.206765077340656], [6.175108017894135, 46.206713062739084], [6.175435283437712, 46.206301040501785], [6.175845404283118, 46.20578658988655], [6.175797525243801, 46.20579549159897], [6.175663737694222, 46.20582045353885], [6.175654088577848, 46.20581746655852], [6.175066502629833, 46.20543625293117], [6.174682786602374, 46.205187323640146], [6.174186153345242, 46.2046750515905], [6.173982927269384, 46.20446540715588], [6.17458324424305, 46.204187117002114], [6.174956938739663, 46.204014327814406], [6.174885942256731, 46.2039530742802], [6.174794483946599, 46.203873507974876], [6.174759356070169, 46.20387462591548], [6.174743052336585, 46.20386249555962], [6.174737429436937, 46.20385856395648], [6.174498428148944, 46.20368908609848], [6.1744804576394525, 46.203676199292225], [6.174507097284227, 46.20366174308429], [6.174225645732208, 46.203406571558205], [6.174144051245268, 46.20344956131151], [6.174077326708518, 46.20340582686246], [6.173390308887341, 46.20295590582899], [6.1734162027988155, 46.20293451400156], [6.173649363603956, 46.20275926239722], [6.173853209675174, 46.202608143912116], [6.173733668006063, 46.202477700011045], [6.1740020573751355, 46.20233082265058], [6.174038282799641, 46.202311435820825], [6.1740750196684635, 46.20229178480936], [6.17447902947573, 46.20207409239177], [6.174502782573101, 46.20206059349464], [6.174591729720062, 46.202013898254364], [6.174675441743091, 46.20196833186684], [6.174690004473214, 46.20196056886839], [6.174798456703391, 46.201899715156905], [6.174817738731075, 46.20188903607694], [6.174846648290801, 46.20187164529264], [6.174971950384035, 46.20180439453843], [6.175025639161017, 46.20177449685298], [6.175239086828023, 46.2016559438431], [6.175397117835508, 46.20156802470447], [6.17574811655833, 46.20137293693728], [6.175811910059291, 46.201337493036824], [6.175822533983342, 46.20133194399466], [6.175540850269989, 46.20106526624513], [6.175117324841584, 46.2006627764368], [6.175082461931739, 46.200630267501886], [6.174977404220789, 46.20052895673419], [6.174817187727398, 46.20035972312076], [6.174699955146733, 46.200235963704785], [6.174694625543913, 46.200231135705074], [6.17442246347899, 46.199945488582195], [6.174318499017213, 46.19983627227034], [6.174218289754851, 46.19957110296207], [6.174300364893977, 46.19955734912027], [6.174380515012136, 46.199542242124096], [6.174430486986079, 46.19953281572636], [6.174441158703038, 46.199530776092566], [6.174509745567309, 46.19951759968394], [6.174601766704407, 46.19949901785013], [6.174649801906189, 46.1994892997518], [6.174680381300952, 46.199483074731795], [6.174688403879566, 46.19948129329004], [6.174696015307633, 46.19947880549321], [6.174703097962093, 46.19947565500746], [6.174709534219907, 46.199471885498795], [6.174714981866788, 46.199467727049274], [6.174719636453081, 46.199463127869265], [6.174723431332476, 46.19945816818317], [6.174726300276793, 46.199452910226356], [6.174728101429243, 46.199447325419335], [6.174728881586532, 46.19944163020884], [6.174728625915056, 46.19943590539968], [6.174727345069154, 46.199430250075565], [6.174686422645056, 46.19930114679054], [6.174647316082475, 46.199177542867204], [6.174665659264831, 46.199174329620455], [6.174575119773339, 46.19888832450999], [6.174554196900569, 46.19882358323245], [6.174451805643234, 46.19850738700591], [6.174357460762575, 46.19831273723224], [6.174353842421164, 46.19830675881314], [6.174296352103414, 46.1982216348286], [6.174279066811949, 46.19819607020879], [6.174087149012955, 46.19791900476158], [6.17391342264723, 46.19767875077551], [6.173860071982531, 46.197605098864216], [6.173683128911929, 46.19734168674215], [6.17365467345484, 46.197300081479625], [6.173453815674321, 46.19699990990538], [6.173380388877294, 46.196901570371196], [6.173344032703089, 46.196852643006544], [6.173144057420305, 46.19658485112734], [6.173048856072689, 46.19647580384534], [6.17258980803523, 46.19595364429664], [6.172568500696393, 46.19592839413026], [6.17246445411031, 46.19580092963116], [6.172166365826845, 46.19547731625373], [6.171798623916713, 46.19508509316009], [6.17123794594276, 46.1945059254976], [6.171335817290883, 46.19445835256987], [6.171335098996671, 46.19443301858542], [6.171341858716796, 46.19440811948948], [6.171355812888368, 46.19438470471731], [6.171376381315109, 46.194363766389955], [6.1714026750552495, 46.194346203191195], [6.171813243055407, 46.1941997590873], [6.172086508688382, 46.19409676478133], [6.172374642554653, 46.19396162933208], [6.172632999593378, 46.193892375194125], [6.172590669953427, 46.19380742942859], [6.172573550899337, 46.19380264893268], [6.1725618490877645, 46.19378776288814], [6.172511016678925, 46.19372304535762], [6.172402572987971, 46.19363996645826], [6.172178494732944, 46.19346498274011], [6.171992305129735, 46.19348333278897], [6.171750751943976, 46.19362212129097], [6.171620504684582, 46.19360196307228], [6.171321399225403, 46.19373481410195], [6.171092949778737, 46.19348123725843], [6.170986283862486, 46.19352934989226], [6.170681742940275, 46.19331118302803], [6.170950270538601, 46.19314400924847], [6.170611774063382, 46.19288317572271], [6.170815385670452, 46.19274979312589], [6.170734808008469, 46.19267746203985], [6.170140485221945, 46.192817157473876], [6.1694091183785424, 46.192209070327095], [6.168516961720581, 46.19276679649954], [6.167901920680074, 46.19312207964358], [6.167099790337728, 46.19246461545204], [6.166370954409867, 46.192907675613625], [6.1661481456530165, 46.19274527149783], [6.165813152132359, 46.19249525895581], [6.166221267292364, 46.19226155672796], [6.165712447325734, 46.19186162177542], [6.165004134485511, 46.191895497119795], [6.164745912014097, 46.192029791058225], [6.164504502716407, 46.19214365371244], [6.164863929503885, 46.19243645594738], [6.164573047293395, 46.192600519937464], [6.164883712548732, 46.19286300094345], [6.164665852504209, 46.19298845686137], [6.165001456932012, 46.19340927468237], [6.165081387988075, 46.19368437215116], [6.164467756128255, 46.19389455273723], [6.164257041444774, 46.19358370855986], [6.163292510625524, 46.19402129725972], [6.162531059683574, 46.19434034862607], [6.162377653763596, 46.19430290480231], [6.1619590270754045, 46.19388349653311], [6.161073844924565, 46.19427326496082], [6.160633525482006, 46.19410269116323], [6.16045123081468, 46.194334893154604], [6.160997337253002, 46.194897981360874], [6.160515352082318, 46.19510386486567], [6.159592340475188, 46.195527570170086], [6.158416661346365, 46.19601697445483], [6.158633404463256, 46.19624790772557], [6.157427145611421, 46.19668253337095], [6.157663809227189, 46.19697361345944], [6.157994693513934, 46.197380165998375], [6.158146097205111, 46.197561253873985], [6.158248921689559, 46.197684327614844], [6.157883281113985, 46.1978293438942], [6.1576318853670475, 46.19793587253069], [6.158002782135092, 46.19839148906131], [6.157838250204055, 46.198429476973864], [6.1577753542712825, 46.198322447677], [6.157570712350205, 46.1982607540663], [6.157462410153629, 46.198145282762745], [6.157429292284582, 46.19815911258664], [6.157285025688423, 46.19799187890545], [6.157352457239966, 46.19757846810809], [6.157611130952985, 46.19747093414304], [6.157780284774523, 46.19740051163046], [6.1575309921982155, 46.197095442312104], [6.157252470417411, 46.19675477294485], [6.156783519595079, 46.19693512107394], [6.157243616579087, 46.19748593230314], [6.156940285815757, 46.1976081716538], [6.1563383427757685, 46.19836680588026], [6.156461405542278, 46.19873379872015], [6.156660601005687, 46.19876988152549], [6.157161951768068, 46.199314684071815], [6.157528885227491, 46.199675853675174], [6.160083962098276, 46.19999092951577], [6.160346975602746, 46.19999669904627], [6.160632051947679, 46.19994576819123], [6.160694675271868, 46.19973217394633], [6.162022565868855, 46.19994422926177], [6.162215755633376, 46.19977222837942], [6.162577721108348, 46.19977342630307], [6.163244108190118, 46.19977819104707], [6.163860749227137, 46.19979370770017], [6.16385772954951, 46.19974509091719], [6.164680168303727, 46.19976299139964], [6.166480789547218, 46.199811335902524], [6.166751958768967, 46.19996144591074], [6.167172871282058, 46.19996680240547], [6.167536154107039, 46.20006359007614], [6.167521130487879, 46.20044644980947], [6.167817723358154, 46.20045141066963], [6.16781033574333, 46.2006677900226], [6.167512651511047, 46.200662906827326], [6.167505352819275, 46.20084881507589], [6.167586886756711, 46.2008811145034], [6.167751314845037, 46.20088584591955], [6.167749086104945, 46.20098012508319], [6.168029268664907, 46.20113748590499], [6.167589281623467, 46.20148391692405], [6.169605816830616, 46.20265939366966], [6.168180363000916, 46.20365300540344], [6.168713779835216, 46.20388457819904], [6.1685839632005735, 46.20398314311564], [6.168851111258526, 46.204168982744314], [6.168989320475483, 46.204070583941814], [6.169640079638045, 46.204566358659285], [6.170855324239918, 46.20537986147289], [6.171415111621838, 46.20572325956943], [6.171730143568038, 46.20588244174642]]]}}, {\"id\": \"7\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.183621933621936, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1209, \"RentPerArea\": 37.278601640570365, \"RentPerRoom\": 999.2236652236652, \"STATUS\": \"real\", \"SurfaceArea\": 129.66666666666666, \"UUID\": \"{3D367D5E-04A6-4FF4-9C6D-DD16E3D70903}\", \"ZUSZIFF\": 0, \"ZipCode\": 1209, \"x\": 6.123191030789287, \"y\": 46.22147417789295}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.12173948482506, 46.215670728575404], [6.119254435742948, 46.216208469102895], [6.119244113819005, 46.216209221120636], [6.119233908806679, 46.2162104963235], [6.119223860012959, 46.21621227717731], [6.119214019265298, 46.21621456428803], [6.1192044515662545, 46.216217349418976], [6.119195196659467, 46.21622059704726], [6.119186306154097, 46.216224316773335], [6.119177832750725, 46.216228473225854], [6.119169815974784, 46.21623303987652], [6.118668399563882, 46.216396812283115], [6.118650699648757, 46.216402507206396], [6.117294807913498, 46.21653319866094], [6.115812854066276, 46.21696595132478], [6.113782723712378, 46.2175172175521], [6.112348414491514, 46.217907299649575], [6.111048195933712, 46.218277618626544], [6.110630547537338, 46.21840030775912], [6.110858022852346, 46.21869779472883], [6.111192858513672, 46.218882742302085], [6.111719828397902, 46.21921029967443], [6.112612819106758, 46.21966287607931], [6.113716928908296, 46.22022238687783], [6.113831732136397, 46.220273352448054], [6.1139409663993, 46.22026295669424], [6.11450592780667, 46.22056241751117], [6.115010192551541, 46.22083165378489], [6.115454614500279, 46.22105681214932], [6.115757745954558, 46.22120301140256], [6.116043790906638, 46.22133660287916], [6.1164219758171505, 46.22151047256587], [6.116687978357922, 46.22164006686716], [6.116952898158539, 46.22177639551458], [6.117286260847432, 46.22196863079732], [6.117300500139903, 46.221990210099634], [6.1174317616174605, 46.222070946383226], [6.117667137668594, 46.221927996959806], [6.117793720856417, 46.222023648881496], [6.117781298915874, 46.22211560463705], [6.11778124493124, 46.222119427682244], [6.1177815280816255, 46.22212324567617], [6.117782148804134, 46.222127040630134], [6.117783094140529, 46.222130812392514], [6.117784377704617, 46.22213453413189], [6.117785974016821, 46.22213818755635], [6.117787883077205, 46.222141772665886], [6.117790077439748, 46.22214535211747], [6.117792585424497, 46.22214882727674], [6.117795407250035, 46.2221521891493], [6.117798517436705, 46.22215541944325], [6.117801915984534, 46.22215851815855], [6.117805577632382, 46.22216145800883], [6.117809489421844, 46.222164238842524], [6.118562221051586, 46.22264043380509], [6.1185177717038535, 46.2226549387033], [6.118517627051461, 46.22265555779654], [6.118564923866038, 46.22268553981569], [6.119815033829383, 46.22347317572538], [6.119870101729723, 46.22350828624197], [6.119879188812576, 46.22351361061224], [6.120071838598369, 46.22367649180466], [6.120240651868609, 46.223793390054986], [6.12076757041847, 46.22415824953827], [6.121754722469281, 46.22484034510883], [6.122090918923164, 46.22514774094702], [6.1219723452063, 46.22525173823839], [6.121671120357454, 46.22550472496051], [6.121291525642989, 46.225844650802266], [6.121264734014548, 46.22587503546301], [6.121239300429162, 46.22590768518922], [6.121220853910327, 46.22594086630764], [6.121210422157826, 46.225975499502155], [6.121214590890292, 46.22601156267817], [6.121225003835081, 46.22604671807638], [6.121244272910329, 46.2260801684675], [6.121316709328364, 46.22615990756319], [6.121435707892678, 46.2262910583713], [6.121888033460128, 46.22670716069518], [6.121980308698755, 46.22675517386302], [6.122060847178507, 46.226736491129735], [6.122133406696537, 46.226696131759184], [6.122731532446687, 46.22636530976296], [6.1230606441469355, 46.22617913218127], [6.123250733786689, 46.22608587277812], [6.123468770417901, 46.226011922119746], [6.123557985723949, 46.2259806538448], [6.123839026799586, 46.22587538067912], [6.12452398752315, 46.22652586948016], [6.124873621017343, 46.22635872907212], [6.125158607317045, 46.22662884814858], [6.125201542579699, 46.226669563807214], [6.125387061358113, 46.2268427350496], [6.125331934788127, 46.22687255705742], [6.125493753357899, 46.22711462031639], [6.125780727020342, 46.22734835951978], [6.126170453978015, 46.227103480593925], [6.126783110583752, 46.22762659145317], [6.126977277258321, 46.227791988239964], [6.127686442204647, 46.22735306455255], [6.12861114820204, 46.227978754674105], [6.128719659136444, 46.22805646040461], [6.130178274951892, 46.227029256304704], [6.128475474578159, 46.22585493571655], [6.128114414252344, 46.22612029019671], [6.127950972302365, 46.22617858141385], [6.1277854708184, 46.22615560675108], [6.127636773117343, 46.22607011884458], [6.12887238889047, 46.225032010520735], [6.129367218157654, 46.22531548491585], [6.130070091651317, 46.22479165149885], [6.131007571909458, 46.22410076142577], [6.131470929609312, 46.224129790576264], [6.132154050212059, 46.22458295478285], [6.1322195669662705, 46.22468852657283], [6.132182850222683, 46.22480317141429], [6.132755371036243, 46.22515014819214], [6.133327460878989, 46.22473787215595], [6.1339259067148735, 46.224312672627285], [6.133838534396479, 46.224239426817064], [6.1335616450447725, 46.22400928872442], [6.133461139669184, 46.223926992859155], [6.133167747922873, 46.22368678437991], [6.133215894950638, 46.22365580728727], [6.132913273002822, 46.22337094791524], [6.132956701862748, 46.223340501146], [6.133246375736602, 46.2231372390861], [6.133578369387882, 46.22290425422817], [6.133751734059128, 46.22278290285957], [6.133836227542506, 46.222723762728336], [6.133508413799031, 46.22244789844831], [6.133462203878806, 46.22240902846176], [6.133149128704138, 46.22214516440842], [6.132963411819662, 46.221989070796866], [6.133092647151534, 46.22187064672422], [6.133002615863049, 46.22180416208505], [6.132809130520946, 46.221661266691754], [6.132527939465565, 46.22145337032872], [6.1324658918917345, 46.221493273057824], [6.132200560624883, 46.22129648159385], [6.132349926169725, 46.221200693573984], [6.132123144906312, 46.221032490275626], [6.132110396659427, 46.22102306693281], [6.132016638165603, 46.2210627102636], [6.131758859566143, 46.221235110319746], [6.131698549236247, 46.22128037688207], [6.131326854565611, 46.221573769065294], [6.131296954400393, 46.22159737235602], [6.130962020969322, 46.221810766274835], [6.130902282121709, 46.22183329498424], [6.130758108212429, 46.221648403233566], [6.130656047614338, 46.221580463742754], [6.1306335669532785, 46.22148367587196], [6.130621367379404, 46.22146061047861], [6.13060827538292, 46.22145309031492], [6.130592320419995, 46.221447120415526], [6.130523120904033, 46.2214254186602], [6.130573125463144, 46.22135061352796], [6.1305821346271205, 46.22133657487885], [6.130675850011305, 46.22119533066239], [6.130256005910155, 46.22085273095232], [6.130435853812477, 46.22074748324535], [6.12957541410085, 46.22013021784972], [6.12998257742178, 46.21977839426781], [6.1295316188643625, 46.219521251982215], [6.129043677497891, 46.21981500653299], [6.128824170579614, 46.22000085348994], [6.128247584208584, 46.2196591168818], [6.1275085543148755, 46.21916875123309], [6.12673180695725, 46.21853390229109], [6.12609916200272, 46.21801354463774], [6.125726615046068, 46.21828928366187], [6.125149156890031, 46.21782957170055], [6.124564601479784, 46.21750841583684], [6.123392909000264, 46.21743988534888], [6.122338010727786, 46.216738965061666], [6.1206238746323045, 46.217768983959026], [6.119725745640853, 46.216991416951736], [6.1217829620786475, 46.215738910438375], [6.12173948482506, 46.215670728575404]]]}}, {\"id\": \"8\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 25.27799284049284, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1204, \"RentPerArea\": 44.574250296415975, \"RentPerRoom\": 1117.3373174444603, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{FCB46C5D-6DDB-47B4-BC27-AA674D0CB3A9}\", \"ZUSZIFF\": 0, \"ZipCode\": 1204, \"x\": 6.145689822511712, \"y\": 46.202708295777356}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.149882480692948, 46.20684167156055], [6.1543369071268765, 46.204406087109675], [6.154829979074138, 46.20388761677938], [6.154615662796335, 46.203385315182935], [6.1543345899531, 46.20326787443851], [6.15424917991516, 46.20304980913591], [6.154332953440174, 46.20291518990989], [6.155219390117905, 46.20273235883263], [6.155153212751576, 46.20257166075528], [6.154630179585022, 46.20242293890976], [6.154337949130759, 46.20173396585996], [6.154642380983079, 46.201391764740144], [6.154517639119049, 46.201096158343866], [6.153988481622829, 46.201210160414725], [6.1536216852278915, 46.20106311373869], [6.153370892276107, 46.20049444748854], [6.153174040261686, 46.200338188250726], [6.153193094512815, 46.200052756663304], [6.152084867129296, 46.19926031601468], [6.151649959424929, 46.199538404022995], [6.15133698694153, 46.19974510664873], [6.151241500101975, 46.19966887563483], [6.15103861252523, 46.19979424292019], [6.150379658200804, 46.1993213327707], [6.150564192161862, 46.19920884748179], [6.149936827138188, 46.19874782023386], [6.150049721516062, 46.19867484112347], [6.150362090659372, 46.19868120674986], [6.1508302000256325, 46.19836940482011], [6.1505755633972585, 46.19819242733076], [6.149849261690869, 46.19868301448071], [6.149848605311746, 46.198683375851445], [6.149649677568854, 46.19853886340892], [6.14866525758099, 46.19845306339169], [6.148388820112856, 46.198487013904746], [6.1482184605137595, 46.19855625714534], [6.147816702901426, 46.19881211871988], [6.147740103365184, 46.198922460898956], [6.14717439395128, 46.198513459361465], [6.14554232278907, 46.19952570953804], [6.1444562571868655, 46.20020349200164], [6.1450167262583655, 46.20073684623907], [6.144311682491659, 46.20107812429446], [6.144191919761681, 46.20108527920155], [6.144068839605751, 46.20105815398989], [6.143967646170153, 46.20098248102303], [6.143631497040784, 46.20072376975089], [6.143358179641415, 46.20090029868508], [6.1431075884813895, 46.20071173572888], [6.143054551476031, 46.20052262509858], [6.143017083868169, 46.1994769792256], [6.142632499185402, 46.19940663297626], [6.142662421074678, 46.19934985584908], [6.142652934296133, 46.198721318355155], [6.142706141913501, 46.19871823189823], [6.142687061509746, 46.198496168903894], [6.142601009781365, 46.198312193822936], [6.142581600140447, 46.19828994659448], [6.142443862543394, 46.19813061367174], [6.142440953332669, 46.19813036432081], [6.142149142115803, 46.19811832007699], [6.142036095178119, 46.198022815006425], [6.1416000221638, 46.19802632208232], [6.141626901854484, 46.19854054809273], [6.141615980633787, 46.198705694312174], [6.1415706525282925, 46.198846162493744], [6.141447342035385, 46.19902944059992], [6.141099402067911, 46.199526202894184], [6.140735744430322, 46.200100399055906], [6.1410266628454, 46.20016496907072], [6.141027216827623, 46.200165101398326], [6.14045342826462, 46.20096967268282], [6.140244453690344, 46.20102743863524], [6.140217205588165, 46.20103990953826], [6.140201759579123, 46.20104647939291], [6.140200047657661, 46.201047089468325], [6.140198236403322, 46.201047518463795], [6.140196416704388, 46.201047758428516], [6.140194460744818, 46.20104773591674], [6.140192653498876, 46.201047454208286], [6.140190863715211, 46.201046983767284], [6.14018932433981, 46.2010463362716], [6.140188033440353, 46.201045592670525], [6.14018677231243, 46.201044687469064], [6.140185889194168, 46.201043687653076], [6.140185127165167, 46.2010425002972], [6.140184779429446, 46.20104132670643], [6.14000038996689, 46.20106843505558], [6.13965738453329, 46.201004261361014], [6.139224235620209, 46.2011327592706], [6.1393141608064346, 46.20127362381831], [6.139368664415036, 46.20125490832992], [6.139439674680661, 46.20143963943301], [6.139264684854484, 46.20159281056077], [6.138820640445584, 46.20157624244845], [6.138604684758314, 46.20149385321198], [6.138504069962904, 46.201572594669685], [6.138162607983589, 46.20157440805566], [6.138157200142278, 46.20162283867974], [6.137639262616235, 46.20160839206448], [6.136780601145053, 46.20155842390128], [6.136801562182385, 46.20137017295368], [6.135025114959015, 46.20134100499925], [6.135013252281325, 46.20140833526411], [6.134906046680717, 46.20232945301328], [6.13529907089111, 46.20237142995401], [6.135261992134166, 46.20261022770351], [6.13525751093515, 46.20262960911857], [6.1351882410407645, 46.2030713636546], [6.135171888124315, 46.20315411664103], [6.134082490940982, 46.20308116531098], [6.133941757171043, 46.20367711754078], [6.133966214682448, 46.203687647778615], [6.134022966750856, 46.2037125865346], [6.134079253184848, 46.20373803269766], [6.134135048077377, 46.20376398596898], [6.1341904235333695, 46.20379014129015], [6.134245294926447, 46.20381678558252], [6.134299675211302, 46.2038439189965], [6.134353551218929, 46.20387155037749], [6.13440689768903, 46.2038996524436], [6.134459714406502, 46.20392823418997], [6.134512001587516, 46.20395728662301], [6.1354622690291984, 46.20449460925539], [6.13607151607959, 46.20483715505025], [6.136692526478892, 46.205109747808606], [6.136698463116525, 46.20511129179655], [6.136704454586073, 46.20511271046109], [6.13671051405701, 46.20511399495736], [6.1367166281444385, 46.205115163124525], [6.136722784324555, 46.20511619682449], [6.136728982382071, 46.20511710505154], [6.136735222316945, 46.205117887805635], [6.136745189870711, 46.20511884852519], [6.136755204468917, 46.205119467906684], [6.136765265680751, 46.2051197639388], [6.136775321904025, 46.20511972702923], [6.136785373138552, 46.205119357178035], [6.136795380521071, 46.205118653936744], [6.136805331097182, 46.20511761715593], [6.137906537122609, 46.204987412221655], [6.138925188356532, 46.20485319570047], [6.1398323120561695, 46.20499060527977], [6.140910482658437, 46.204992863285675], [6.141854532984931, 46.205114945803324], [6.142709142531864, 46.20532714898293], [6.143766599182222, 46.205592307984354], [6.14480922438223, 46.20586746230218], [6.1463596918770085, 46.20623957149851], [6.1477093059186885, 46.2064777377474], [6.149191318806715, 46.20665662740449], [6.149882480692948, 46.20684167156055]]]}}]}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Now we make heatmap for rent prices per room\n",
    "## Again Zipcodes 1204 and 1206 are the most expensive for the average rent price of room\n",
    "alt_rentPerRoom = alt.Chart(alt_gen).mark_geoshape(\n",
    "    stroke = 'white'\n",
    ").encode(\n",
    "    latitude = 'properties.y:Q',\n",
    "    longitude = 'properties.x:Q',\n",
    "    color = 'properties.RentPerRoom:Q'\n",
    ").properties(\n",
    "    width = 700,\n",
    "    height = 600\n",
    ")\n",
    "\n",
    "text  = alt.Chart(alt_gen).mark_text(\n",
    "        color = 'black',\n",
    "        fontWeight = 'bold'\n",
    ").encode(\n",
    "    longitude = 'properties.x:Q',\n",
    "    latitude = 'properties.y:Q',\n",
    "    text = 'properties.ZipCode:Q',\n",
    ")\n",
    "chart = alt_rentPerRoom + text\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "8454cfbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-8fe5060d72e8478fa47fd3fc32eaf4e7\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-8fe5060d72e8478fa47fd3fc32eaf4e7\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-8fe5060d72e8478fa47fd3fc32eaf4e7\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\"}, \"encoding\": {\"color\": {\"field\": \"properties.AreaPerRoom\", \"type\": \"quantitative\"}, \"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}}, \"height\": 600, \"width\": 700}, {\"mark\": {\"type\": \"text\", \"color\": \"black\", \"fontWeight\": \"bold\"}, \"encoding\": {\"latitude\": {\"field\": \"properties.y\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"properties.x\", \"type\": \"quantitative\"}, \"text\": {\"field\": \"properties.ZipCode\", \"type\": \"quantitative\"}}}], \"data\": {\"values\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 22.243253968253967, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1202, \"RentPerArea\": 37.05922994957778, \"RentPerRoom\": 818.934074074074, \"STATUS\": \"real\", \"SurfaceArea\": 85.26666666666667, \"UUID\": \"{5BCFFFAB-44EC-4FA9-933B-0EFE6BB05565}\", \"ZUSZIFF\": 0, \"ZipCode\": 1202, \"x\": 6.14317016276625, \"y\": 46.22095458497331}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.166700525903562, 46.22446680582352], [6.165925430814878, 46.22245529155333], [6.162738353838119, 46.216614094209106], [6.161900290885797, 46.21522384980327], [6.155766068490644, 46.217358831696124], [6.15124492169364, 46.216281977319305], [6.151086739464021, 46.21533224066228], [6.150718469107313, 46.21528477244813], [6.150718016496567, 46.21528746632861], [6.1506029588714535, 46.21527471814571], [6.150552582805488, 46.21521286578781], [6.150484819694935, 46.21516883556373], [6.150809602481924, 46.21448592322202], [6.150900364503847, 46.21422695090703], [6.150810934622865, 46.21403564757951], [6.149756503396057, 46.21417259628044], [6.1493800903193865, 46.214311525735475], [6.149150595665274, 46.214004271054485], [6.149400178072363, 46.213890613968054], [6.148977936017631, 46.213333474048426], [6.1491994320236625, 46.21324549725659], [6.14911053487924, 46.21309216518357], [6.1488722042694866, 46.21316321528688], [6.148457511378124, 46.21329891505071], [6.148611116002387, 46.2134779086233], [6.148303008789096, 46.21359476338817], [6.148046291080968, 46.21372507054712], [6.147909780825624, 46.21355211965993], [6.147535757177286, 46.21370501538074], [6.146977939349711, 46.21394604440935], [6.146448299047578, 46.21415185593938], [6.146289261007742, 46.21420716451941], [6.146402290511126, 46.21435366775216], [6.146021295204576, 46.214515925410836], [6.145856375540104, 46.21438790060633], [6.14522940525461, 46.21479493016718], [6.145364742012934, 46.21488948153086], [6.145212925268374, 46.21498977457898], [6.145212784247912, 46.21504474360074], [6.144522918221018, 46.21553671631822], [6.140423650527468, 46.2154674096279], [6.140430973491494, 46.21499237073236], [6.14018097268135, 46.21469916632871], [6.140053760653093, 46.21455024426399], [6.140001170860718, 46.214473075947645], [6.1404953480186535, 46.21430989126532], [6.1403441610381035, 46.21346064960516], [6.139858221624356, 46.21273656995751], [6.139154065088508, 46.21182230115527], [6.138298407050297, 46.21211797672612], [6.137900469112568, 46.212056260319166], [6.137611390691518, 46.212102950107685], [6.137077465948877, 46.21271442622174], [6.136787558850348, 46.212579008223905], [6.136628569910238, 46.212345145175135], [6.136172559272179, 46.21165955897472], [6.136502750076257, 46.21151789977493], [6.136418928806876, 46.21141776022332], [6.136792943171154, 46.2112496963773], [6.136555711203606, 46.211003864331104], [6.136433170209131, 46.21087712414066], [6.136013664566503, 46.21087228203182], [6.135918089150844, 46.210766815214654], [6.13622512000883, 46.21063585665597], [6.136631436433396, 46.21046618694217], [6.136553108275449, 46.210387280441594], [6.136454906757292, 46.210277825166884], [6.135873602914887, 46.21050323379267], [6.135521571958792, 46.21038131013049], [6.135201640868713, 46.210336769184885], [6.1351433753546285, 46.210280585555715], [6.135855122795551, 46.209981743105786], [6.135850903665111, 46.209773777258945], [6.135933283290671, 46.20896933067376], [6.13513425831546, 46.20891997684568], [6.135137728516569, 46.20837021956549], [6.134899613772944, 46.20843179594179], [6.134884189651403, 46.208718437242986], [6.133399342743762, 46.2090868755025], [6.133290798266145, 46.20889038815007], [6.133175440742268, 46.20892378138879], [6.133030450124655, 46.20902556757709], [6.132684982968899, 46.20905728712121], [6.132354744606566, 46.20908404471576], [6.132296128003318, 46.20900920502911], [6.132081390802238, 46.209061365573874], [6.132010663425156, 46.20907638102781], [6.13140280815081, 46.209387199254714], [6.131372906522594, 46.20969310578784], [6.130356125188633, 46.21056112386923], [6.1296959109729405, 46.21056408341168], [6.129689670193956, 46.210817992352666], [6.129368755714224, 46.21081975727768], [6.1293752464565685, 46.21104538386917], [6.1296881943296775, 46.211046225553424], [6.129688323822016, 46.211503897297234], [6.12926991321042, 46.21149643380155], [6.129270588872294, 46.21240494462252], [6.129007513851845, 46.21252307940255], [6.129182332847565, 46.21270099684457], [6.1292670997621626, 46.212711337216], [6.129763546568301, 46.21324611208151], [6.129715824584564, 46.21366733135108], [6.129536821100284, 46.213743797461355], [6.128840698336542, 46.21366482430604], [6.128101674764305, 46.21396789524544], [6.127624639855809, 46.214192673840145], [6.1263714555244375, 46.21421715396709], [6.126111951338808, 46.21434243123986], [6.125745936691429, 46.21403192004913], [6.123963949358538, 46.21486731572546], [6.124292379392764, 46.215172266791875], [6.12173948482506, 46.215670728575404], [6.1217829620786475, 46.215738910438375], [6.119725745640853, 46.216991416951736], [6.1206238746323045, 46.217768983959026], [6.122338010727786, 46.216738965061666], [6.123392909000264, 46.21743988534888], [6.124564601479784, 46.21750841583684], [6.125149156890031, 46.21782957170055], [6.125726615046068, 46.21828928366187], [6.12609916200272, 46.21801354463774], [6.12673180695725, 46.21853390229109], [6.1275085543148755, 46.21916875123309], [6.128247584208584, 46.2196591168818], [6.128824170579614, 46.22000085348994], [6.129043677497891, 46.21981500653299], [6.1295316188643625, 46.219521251982215], [6.12998257742178, 46.21977839426781], [6.12957541410085, 46.22013021784972], [6.130435853812477, 46.22074748324535], [6.130256005910155, 46.22085273095232], [6.130675850011305, 46.22119533066239], [6.1305821346271205, 46.22133657487885], [6.130573125463144, 46.22135061352796], [6.130523120904033, 46.2214254186602], [6.130592320419995, 46.221447120415526], [6.13060827538292, 46.22145309031492], [6.130621367379404, 46.22146061047861], [6.1306335669532785, 46.22148367587196], [6.130656047614338, 46.221580463742754], [6.130758108212429, 46.221648403233566], [6.130902282121709, 46.22183329498424], [6.130962020969322, 46.221810766274835], [6.131296954400393, 46.22159737235602], [6.131326854565611, 46.221573769065294], [6.131698549236247, 46.22128037688207], [6.131758859566143, 46.221235110319746], [6.132016638165603, 46.2210627102636], [6.132110396659427, 46.22102306693281], [6.132123144906312, 46.221032490275626], [6.132349926169725, 46.221200693573984], [6.132200560624883, 46.22129648159385], [6.1324658918917345, 46.221493273057824], [6.132527939465565, 46.22145337032872], [6.132809130520946, 46.221661266691754], [6.133002615863049, 46.22180416208505], [6.133092647151534, 46.22187064672422], [6.132963411819662, 46.221989070796866], [6.133149128704138, 46.22214516440842], [6.133462203878806, 46.22240902846176], [6.133508413799031, 46.22244789844831], [6.133836227542506, 46.222723762728336], [6.133751734059128, 46.22278290285957], [6.133578369387882, 46.22290425422817], [6.133246375736602, 46.2231372390861], [6.132956701862748, 46.223340501146], [6.132913273002822, 46.22337094791524], [6.133215894950638, 46.22365580728727], [6.133167747922873, 46.22368678437991], [6.133461139669184, 46.223926992859155], [6.1335616450447725, 46.22400928872442], [6.133838534396479, 46.224239426817064], [6.1339259067148735, 46.224312672627285], [6.133327460878989, 46.22473787215595], [6.132755371036243, 46.22515014819214], [6.132182850222683, 46.22480317141429], [6.1322195669662705, 46.22468852657283], [6.132154050212059, 46.22458295478285], [6.131470929609312, 46.224129790576264], [6.131007571909458, 46.22410076142577], [6.130070091651317, 46.22479165149885], [6.129367218157654, 46.22531548491585], [6.12887238889047, 46.225032010520735], [6.127636773117343, 46.22607011884458], [6.1277854708184, 46.22615560675108], [6.127950972302365, 46.22617858141385], [6.128114414252344, 46.22612029019671], [6.128475474578159, 46.22585493571655], [6.130178274951892, 46.227029256304704], [6.128719659136444, 46.22805646040461], [6.128291220283133, 46.22833716506196], [6.128280479433157, 46.228343913979785], [6.12827043923188, 46.228351174855234], [6.128261152819346, 46.22835889432412], [6.128252659508883, 46.22836705484928], [6.128245025617233, 46.22837559422275], [6.128238251578372, 46.22838449445604], [6.128232403709269, 46.22839369334099], [6.128227482660718, 46.22840316389478], [6.1282235420068565, 46.228412834764576], [6.128220569221961, 46.228422687811204], [6.128218604920385, 46.228432651531364], [6.1282180186219595, 46.22843600055692], [6.12821753578549, 46.228439359780495], [6.1282171825476635, 46.2284427205086], [6.128216932771881, 46.22844609143477], [6.128216786675004, 46.228449463564594], [6.128216770176742, 46.22845283719901], [6.128216857357424, 46.228456212037095], [6.128217067125829, 46.228458265758576], [6.128217315990626, 46.228460310937116], [6.128217616911765, 46.2284623477231], [6.128217943535827, 46.22846439380435], [6.128218322216192, 46.22846643149308], [6.128218752952863, 46.2284684607893], [6.128219209609312, 46.22847049038643], [6.1282216351600916, 46.228479038581], [6.128224789716488, 46.228487460285834], [6.128228686672253, 46.228495737662655], [6.128233287798454, 46.228503843277004], [6.128238594179263, 46.22851173215681], [6.1282445671521355, 46.2285193948565], [6.128251207801167, 46.22852678640412], [6.128258464937347, 46.22853387921468], [6.128266338777628, 46.22854066429368], [6.128292572062664, 46.228559691319724], [6.1285873414942165, 46.22877306379413], [6.128717685463735, 46.228867415201066], [6.128966762790068, 46.229053283773986], [6.129168101846224, 46.22920341123055], [6.129657894999267, 46.22952485527151], [6.129864310098542, 46.22965275507358], [6.129888509372913, 46.22971916262243], [6.130103767762813, 46.22987288654579], [6.130155647299626, 46.23008140552232], [6.130175718532769, 46.23008773806199], [6.130195132204569, 46.23009499864991], [6.130213798459794, 46.23010315025727], [6.130231614266228, 46.230112164699676], [6.130248515905341, 46.230121996254574], [6.130264413737761, 46.230132598899054], [6.130279244044522, 46.230143926910586], [6.130287264534524, 46.2301392515363], [6.130593148085951, 46.230352054661594], [6.1310036667047445, 46.230644611745184], [6.1312112849722515, 46.23030231983167], [6.131733271563243, 46.23025672261161], [6.132606333627516, 46.23031846955386], [6.132768301196214, 46.23053666397635], [6.133545659043099, 46.23100868678071], [6.1331188344125005, 46.231583418844075], [6.133079464599397, 46.231613543837064], [6.133028275072551, 46.231607346732474], [6.132807675810097, 46.23151289206705], [6.132785187130141, 46.23153106647951], [6.132709804178272, 46.23159242568335], [6.132651459704616, 46.2316622680783], [6.132410581588395, 46.23185445196232], [6.132062248074712, 46.23211482043077], [6.1320757847436065, 46.23212553043337], [6.132335890353883, 46.23231860846896], [6.13199723309366, 46.2326029124502], [6.1322378061264144, 46.23277374927408], [6.131869091882621, 46.23305542885684], [6.132281296905785, 46.233306992831224], [6.132567874851152, 46.233082733258584], [6.132954735723063, 46.2327800107455], [6.1330125545433525, 46.23282439525183], [6.1330488855248575, 46.232852282873466], [6.133673136956419, 46.23333147642011], [6.133897047081312, 46.23350334056284], [6.13394060962188, 46.233536781562094], [6.134404837304984, 46.23390851614639], [6.13443857143406, 46.23391122708123], [6.1348472324626115, 46.23394426983077], [6.134913010342367, 46.23395260487865], [6.134971431748845, 46.233968736179364], [6.135986342868699, 46.23424783894683], [6.136307058791734, 46.234192996857594], [6.137361152279174, 46.23340439673771], [6.136226987928987, 46.232812018413455], [6.136178285397783, 46.23278691306672], [6.136144412569067, 46.232769455197825], [6.136129570166179, 46.232761798555046], [6.136508870944273, 46.23241221125093], [6.136902696103201, 46.232048161345354], [6.1369641593596445, 46.23199133523635], [6.137026970605943, 46.2319843312196], [6.137958190701751, 46.23141130436579], [6.138163361109417, 46.23129968718321], [6.1381657070973255, 46.23129645735098], [6.135952666454029, 46.23065735403225], [6.135922702314232, 46.23062669781996], [6.136339444066163, 46.23035658973126], [6.136530326195773, 46.23016492761403], [6.1366038241515675, 46.230068879317955], [6.136659412892164, 46.22993626812098], [6.136730648567559, 46.22968185803575], [6.1368374885098005, 46.229468317393405], [6.1368540874348785, 46.22947188264743], [6.1369523579807925, 46.22922908427932], [6.137182885903188, 46.22891681669002], [6.137304286213043, 46.2286884187906], [6.137440287944309, 46.22849336948692], [6.137511140184805, 46.22842374989215], [6.137839942405474, 46.2282320740275], [6.137917760356688, 46.22819149532505], [6.137943282930694, 46.22818129910944], [6.138239357278175, 46.22812317207785], [6.13824878993166, 46.22812174228859], [6.138258307064494, 46.2281205743805], [6.138267870227604, 46.2281196499168], [6.138277479206077, 46.22811897789191], [6.138287120825032, 46.2281185671509], [6.138296782339895, 46.228118408550024], [6.138306437616136, 46.22811851078513], [6.1383160745545045, 46.228118837729355], [6.13832569294004, 46.22811939837715], [6.138335280243267, 46.2281201745904], [6.138344823074271, 46.22812118420864], [6.138354308903515, 46.228122409093764], [6.138363724556298, 46.22812385809095], [6.13837307003263, 46.22812553120013], [6.13923662833058, 46.228033766459944], [6.139469738922167, 46.22866182066649], [6.138836845488196, 46.22883920369076], [6.138839992219938, 46.22885181752131], [6.138842943693138, 46.22886446509067], [6.138845687377667, 46.22887712826091], [6.138848210098367, 46.22888981587715], [6.138850525030158, 46.228902519094255], [6.13885263217289, 46.2289152379123], [6.138854518351353, 46.22892798117632], [6.138855617965657, 46.22893566815069], [6.138856587765147, 46.228943362627035], [6.138857440924747, 46.22895105576024], [6.13885816405439, 46.228958765389834], [6.1388587703290565, 46.22896648267063], [6.138859247003682, 46.22897419845907], [6.138859607038311, 46.22898191290439], [6.138860371844195, 46.22898950605481], [6.138861006835041, 46.228997106707276], [6.138861537930802, 46.22900471516015], [6.138861952386464, 46.22901232226996], [6.1388622502019805, 46.2290199280366], [6.138862418202206, 46.22902754130526], [6.138862482522196, 46.22903515338001], [6.138862635842198, 46.22904283845442], [6.138862724147039, 46.229050531777006], [6.138862760826774, 46.22905821550825], [6.138862745451315, 46.22906590763697], [6.138862665275602, 46.229073599019486], [6.138862533474765, 46.22908128081073], [6.138862349618663, 46.22908897099934], [6.138858292161593, 46.229297723146125], [6.138858272757521, 46.22930612597958], [6.138858149672676, 46.22931452761916], [6.138857909946881, 46.22932292791558], [6.138857553580033, 46.22933132686889], [6.13885709353226, 46.22933972462828], [6.138856516843377, 46.229348121044545], [6.138855836688462, 46.22935650727251], [6.138851440847144, 46.229415116108974], [6.138851110398954, 46.22942351536078], [6.13885054645333, 46.22943192092064], [6.1388497626154415, 46.22944030595473], [6.138848758455057, 46.22944868845178], [6.138847521441998, 46.22945705027371], [6.138846064536366, 46.22946539156989], [6.138844374562811, 46.22947372118533], [6.138820508996949, 46.22961033342429], [6.1388183145432995, 46.22961970086473], [6.138816042542924, 46.22962905841531], [6.138813718701103, 46.229638415368825], [6.138811330272549, 46.22964776258174], [6.138808877257378, 46.22965710005403], [6.13880635965546, 46.229666427785695], [6.138803777466813, 46.229675745776696], [6.138801143866618, 46.22968504518192], [6.138798445464586, 46.22969434384087], [6.138795708181071, 46.22970364205201], [6.13879293244611, 46.22971292182664], [6.13879009190923, 46.22972220085496], [6.138787212705806, 46.22973147044106], [6.1387842818756875, 46.229740730435786], [6.138781286888726, 46.22974996270107], [6.138778240274921, 46.22975918537494], [6.138775167954768, 46.22976839875586], [6.138772056752913, 46.22977761168894], [6.13876890688444, 46.22978681517984], [6.138765718349332, 46.229796009228565], [6.138762490932468, 46.22980520282944], [6.138766416176324, 46.22981778963991], [6.13860135839524, 46.2301523979076], [6.138532566579507, 46.230291947456536], [6.138638300239124, 46.230274595730194], [6.138709622425034, 46.23026288450564], [6.139346665457331, 46.23015830726284], [6.140227203236955, 46.22996264551253], [6.140975053121007, 46.229772298231275], [6.141941273065969, 46.22953079768996], [6.142864268176139, 46.22929997586196], [6.1429605078290175, 46.229574773524135], [6.143427955269847, 46.230636322361356], [6.1434637128292024, 46.230514852453275], [6.143634023348159, 46.230165866743256], [6.1436604502928445, 46.23012966974803], [6.1436982364098665, 46.23009879423811], [6.143844604980346, 46.230022848569156], [6.143926725420973, 46.22997734884476], [6.144074634510329, 46.22989384521713], [6.144278949181699, 46.22975913044245], [6.144536755865872, 46.229608969242584], [6.145050266126373, 46.22928734350838], [6.1456310190838135, 46.22892455156519], [6.145673919812226, 46.228891664735656], [6.145882675417112, 46.22872741643196], [6.145841680126497, 46.228258778588064], [6.145755719382108, 46.22782324685989], [6.145575562780491, 46.227293158863894], [6.146152263324865, 46.22694546880192], [6.146292978937442, 46.22710083594765], [6.146696749086424, 46.226731190055595], [6.146994665966982, 46.2263535838588], [6.147663190965371, 46.2261941611512], [6.148205921262683, 46.22605326934573], [6.148940759097113, 46.22779216342412], [6.149472143236855, 46.22766396521238], [6.166700525903562, 46.22446680582352]]]}}, {\"id\": \"1\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 19.320108378619015, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1203, \"RentPerArea\": 37.527644727390005, \"RentPerRoom\": 716.1314896687237, \"STATUS\": \"real\", \"SurfaceArea\": 64.23404255319149, \"UUID\": \"{54A45D65-97A3-45A1-8DB2-FA3E6E540269}\", \"ZUSZIFF\": 0, \"ZipCode\": 1203, \"x\": 6.122096309702056, \"y\": 46.207852041497006}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.135137728516569, 46.20837021956549], [6.134704800361071, 46.207979612378814], [6.1349654754314065, 46.207884468955875], [6.134659400690358, 46.20751125159497], [6.134348375635405, 46.20761480912324], [6.134253350970387, 46.20750295941275], [6.1346936555686185, 46.20736886749297], [6.134435597641631, 46.20697668122834], [6.134223281173215, 46.20703855431371], [6.134098622790052, 46.206876429350395], [6.13332903250813, 46.2058319731882], [6.133403996099945, 46.20583786966618], [6.13404820680593, 46.20588868516918], [6.134324162118555, 46.20591247841661], [6.134623469431904, 46.2059491904513], [6.134525956430717, 46.20568883721411], [6.134239046938657, 46.20563232222473], [6.134277237665766, 46.20547818889789], [6.1342795370308645, 46.20547632614227], [6.134297471642593, 46.20545252089168], [6.134307674795971, 46.20542690786083], [6.134311953429616, 46.205399786843174], [6.134307015031024, 46.205373368987956], [6.134295577876569, 46.205347775687564], [6.134278533897941, 46.20532363803372], [6.133919214004591, 46.204902110620324], [6.133866005554052, 46.204840676602956], [6.133809794011879, 46.20478019748169], [6.133749776236916, 46.20472174358484], [6.1336833311796, 46.20466654414958], [6.133611749951957, 46.2046147940355], [6.133535293797147, 46.204566406286204], [6.133454478722912, 46.20452147682971], [6.133369816416151, 46.204480281481835], [6.13328277715961, 46.20444148771755], [6.133180229740457, 46.20440044516921], [6.13305488965909, 46.20435347075895], [6.131189630915852, 46.204018375438], [6.131619661827826, 46.20311065433519], [6.129165932634609, 46.203186646068445], [6.1290175517354015, 46.20318953916427], [6.128869109547896, 46.20318905753224], [6.128720774499737, 46.20318520312727], [6.128572689110764, 46.20317797760437], [6.128425034329006, 46.20316740105942], [6.1282779528903895, 46.20315346615457], [6.128131612788187, 46.20313619283692], [6.127972944830777, 46.20311645492487], [6.126800639353945, 46.202963549562604], [6.1265999907607025, 46.20293519740262], [6.126400730910056, 46.20290246157074], [6.126203066674015, 46.20286536247397], [6.126007191317806, 46.20282394735315], [6.125813285368115, 46.202778254305215], [6.125621568210717, 46.20272832188057], [6.125432219716355, 46.20267421516161], [6.125188588233735, 46.202599925988544], [6.1221371744993895, 46.20169078227172], [6.122097295412475, 46.20167888188727], [6.1220575372783035, 46.20166680296263], [6.1220179003149955, 46.201654536503575], [6.12197837156934, 46.201642082359136], [6.1219389769486465, 46.20162944083174], [6.121899690110842, 46.201616629607784], [6.1218605376163024, 46.20160362200686], [6.12182017503033, 46.20158975456208], [6.121779947007765, 46.201575681745304], [6.12173986584901, 46.20156143069087], [6.1216999322076875, 46.2015469744159], [6.1216601326951725, 46.201532330758006], [6.1216204802651815, 46.201517499868636], [6.121580988089198, 46.20150247290466], [6.121408409955136, 46.20143676922101], [6.120606366967337, 46.201131431854556], [6.120420594019835, 46.20106601332749], [6.120229162596841, 46.20100901241533], [6.120032844156306, 46.20096067202552], [6.119832463048495, 46.20092119070436], [6.1196288444866855, 46.20089073102603], [6.119422814548899, 46.200869419593204], [6.119215251993051, 46.200857347642966], [6.119121913450244, 46.20085400677003], [6.118779256232582, 46.20085017844981], [6.118437060019432, 46.200863124662376], [6.118097023339387, 46.200892784325326], [6.117760859648233, 46.2009390155794], [6.1174302068818935, 46.201001585732044], [6.11710674382528, 46.201080181615794], [6.1167920474138775, 46.20117441691225], [6.116205561872635, 46.20136728352163], [6.116155124833479, 46.201384137251914], [6.116104988366233, 46.20140141733699], [6.116055152251208, 46.201419132771605], [6.116005655785149, 46.20143726602304], [6.115956472841777, 46.20145582578243], [6.115907616373641, 46.20147481220196], [6.115859112724228, 46.201494207597236], [6.115809181635124, 46.20151475582969], [6.11575964134597, 46.20153574947012], [6.1157104920746574, 46.20155717952486], [6.115661733820565, 46.20157904599434], [6.115613392708597, 46.201601340188475], [6.115565455565875, 46.20162407095035], [6.1155179487362785, 46.2016472205956], [6.114297515131453, 46.20225017729607], [6.114143533020533, 46.20232298084863], [6.113985369959878, 46.202391335629684], [6.113823288112319, 46.202455118743266], [6.113657588067958, 46.20251422573981], [6.1134885186068715, 46.202568551562244], [6.11331637967034, 46.20261801874654], [6.113141458688195, 46.20266253168935], [6.113047164261744, 46.20268500466281], [6.112555188681228, 46.2028023005831], [6.112389758013883, 46.202837504179676], [6.112221315311896, 46.202864970787054], [6.112050602295798, 46.2028845741589], [6.111878398674668, 46.20289622448738], [6.111705457156285, 46.202899876636344], [6.111532542745485, 46.20289551260949], [6.1113604327425755, 46.20288314155035], [6.110823442695618, 46.20282983215407], [6.110750216203387, 46.203243987990675], [6.110658754308094, 46.203761222497725], [6.110627565850639, 46.203802061165156], [6.110531427821579, 46.203928037630526], [6.110474527717589, 46.20425131897678], [6.110466720696771, 46.204294034294584], [6.110445513894016, 46.20441481086595], [6.110414981094292, 46.20458902716084], [6.1103942573778065, 46.20467939991118], [6.110327549426365, 46.20497125655818], [6.110258872854109, 46.205371808478475], [6.110235802433535, 46.205506247363125], [6.110232494151526, 46.20556795410275], [6.110233481302577, 46.20562356653666], [6.110240581411277, 46.20567772147065], [6.110251163746397, 46.2057224706627], [6.110266435829287, 46.2057662044376], [6.110275717350227, 46.20578463139088], [6.110287704535648, 46.205808470340976], [6.110316433965453, 46.20584768415886], [6.110350375966313, 46.205885699769574], [6.1103917833234185, 46.20592047440311], [6.110439384538645, 46.20595101242158], [6.1104932281464075, 46.20597585689166], [6.110552271198664, 46.2059942038013], [6.1106185802460775, 46.20600632937944], [6.110654522558508, 46.20605318539602], [6.110830907271335, 46.20628523990152], [6.110837900518197, 46.20629443605378], [6.1109873703823245, 46.20649684368201], [6.111010927817886, 46.206525011248324], [6.111162041438755, 46.20670206673366], [6.111590500958087, 46.20729884152098], [6.111932367664888, 46.2077994453079], [6.111970401503282, 46.207855214404724], [6.111983750507674, 46.20787480464791], [6.112040963833606, 46.20795870758645], [6.112125760791577, 46.20811722212415], [6.11228610278388, 46.20837477174714], [6.112401124020081, 46.20854272820648], [6.112470173564273, 46.20862117396847], [6.112486528584838, 46.20863548231596], [6.1126604217876, 46.20881040124579], [6.1128760157581, 46.20903325047959], [6.112902313625098, 46.209054873101515], [6.113030792146907, 46.20917912715438], [6.113191274713388, 46.209334967217295], [6.113193766903273, 46.20933373692766], [6.113495153290494, 46.20962575311883], [6.113502355431797, 46.2096226887889], [6.1135409137135, 46.2096118415137], [6.113555750075527, 46.2096406348528], [6.113572334084999, 46.209668971877754], [6.11359064136746, 46.209696789323274], [6.11361063415456, 46.209724041760644], [6.113632274896983, 46.20975067476655], [6.113655525606645, 46.209776651906466], [6.113680348733658, 46.209801918757115], [6.113977443970713, 46.2100904913907], [6.114145099365808, 46.21025693161031], [6.114264356589447, 46.21038810252939], [6.114268293437568, 46.21038661926497], [6.114340159079022, 46.21046404424714], [6.114355846662541, 46.210480791633344], [6.114409633230314, 46.2105385711081], [6.114507466379823, 46.210648599553664], [6.114513817670129, 46.21065493591925], [6.114520483837886, 46.21066111403547], [6.114527452146509, 46.21066712475582], [6.114534709421479, 46.210672976922694], [6.114542256319824, 46.21067864355297], [6.114550066711275, 46.21068413333686], [6.114558153989522, 46.210689428437746], [6.114567233523331, 46.21069388947393], [6.114576739024715, 46.21069788766947], [6.114586632064639, 46.21070140457964], [6.114596874214073, 46.210704421759615], [6.114607388177108, 46.210706920308546], [6.114618135086683, 46.21070889977032], [6.114629063777005, 46.21071033255378], [6.114640641963291, 46.210711170165595], [6.114652271278775, 46.210711504550346], [6.114663912637421, 46.21071134424634], [6.114675514435351, 46.21071067965126], [6.114687037586588, 46.21070951930332], [6.114698430049346, 46.210707871588866], [6.114709666131169, 46.21070572720952], [6.114720680396815, 46.210703112388366], [6.114731433979285, 46.210700026669436], [6.114912778400715, 46.210952195717084], [6.114627083744452, 46.211078048149226], [6.114631423609263, 46.21107704643564], [6.114635837485553, 46.21107619853737], [6.114640299681026, 46.21107549515611], [6.114644796801973, 46.21107495412846], [6.114649342242179, 46.211074557617835], [6.114653896915561, 46.21107431416245], [6.114658473558908, 46.21107423290866], [6.114662416286014, 46.21107463904562], [6.114666302811121, 46.2110752244608], [6.114670133353279, 46.21107598015982], [6.114673882220049, 46.211076896844425], [6.114677549192497, 46.21107798350893], [6.114681108578228, 46.211079230854914], [6.1146845346848835, 46.21108062958416], [6.1146878406870675, 46.211082170854304], [6.11469098749882, 46.21108386320365], [6.114692278725997, 46.211084589107905], [6.114693543384985, 46.2110853416911], [6.114694781475689, 46.211086120953226], [6.114695980261446, 46.21108691774795], [6.114697152478968, 46.21108774122161], [6.114698298347215, 46.21108858237985], [6.114699404691507, 46.211089450065], [6.1147037466420775, 46.21109315374584], [6.1147078914113395, 46.211096972072525], [6.114711813087928, 46.21110090474111], [6.1147154991539585, 46.211104933610905], [6.114718975520848, 46.21110905898601], [6.1147222162771175, 46.211113280562365], [6.114725208905003, 46.21111758019948], [6.114749843124822, 46.21116662336352], [6.114792186060896, 46.2112734453743], [6.114809054896482, 46.211304502608236], [6.114865653062826, 46.21129314676011], [6.114937038541919, 46.211370682667976], [6.114963725317351, 46.21139876911713], [6.115039797186615, 46.21147438961263], [6.11511556132306, 46.21154615577713], [6.115184926606445, 46.211609812618434], [6.1152647627574135, 46.21168148248747], [6.115310814967195, 46.21172699801393], [6.11540205148441, 46.21181163104047], [6.115450273811709, 46.21185851249206], [6.115511538414898, 46.211918511366655], [6.115636148173499, 46.21204303184885], [6.115659655813015, 46.21206705024698], [6.115719539863347, 46.21212947997108], [6.11574836171139, 46.21216092910269], [6.115777751952374, 46.21219298768145], [6.115793172776977, 46.21220955179318], [6.115859293529306, 46.212283588562], [6.115922823091857, 46.21235813472977], [6.115939329325728, 46.212378031394856], [6.115954568359708, 46.212396212792164], [6.116085656020602, 46.21256193345563], [6.116177463015206, 46.21268503420376], [6.116212165001012, 46.2127315769239], [6.116313132546496, 46.212870241560594], [6.116305936710112, 46.212884228367265], [6.116291558201067, 46.21291219313685], [6.1162747724948305, 46.21294481707344], [6.116356592205048, 46.21305657251373], [6.116485623188017, 46.213233973533534], [6.116644101129195, 46.21345184549121], [6.116803282718988, 46.21367067912599], [6.116938562084659, 46.21385666384439], [6.1170737922979574, 46.21404257584065], [6.1172093118169935, 46.214228886916416], [6.117344832263979, 46.214415197831045], [6.117480191103676, 46.214601263765815], [6.117615631361579, 46.214788284151766], [6.11777367893674, 46.21500450296508], [6.1178167782359845, 46.21506400899744], [6.117872415168879, 46.215139856145306], [6.117880997982688, 46.21515200342625], [6.117889515361633, 46.21516417693134], [6.117897993655931, 46.21517635897509], [6.117906406733705, 46.21518855824872], [6.117914767333231, 46.21520078389821], [6.117923075891322, 46.21521301793475], [6.117931331971065, 46.21522527834723], [6.117943062446078, 46.21524283360147], [6.1179546754446, 46.21526042346708], [6.117966170966635, 46.21527804794415], [6.117977561968722, 46.215295707184325], [6.117988835494053, 46.21531340103596], [6.118000004499318, 46.21533112965074], [6.118011056027692, 46.215348892877074], [6.11831437462989, 46.21583759007369], [6.118432196349249, 46.216027201314645], [6.118785971012726, 46.21597366950741], [6.119254435742948, 46.216208469102895], [6.12173948482506, 46.215670728575404], [6.124292379392764, 46.215172266791875], [6.123963949358538, 46.21486731572546], [6.125745936691429, 46.21403192004913], [6.126111951338808, 46.21434243123986], [6.1263714555244375, 46.21421715396709], [6.127624639855809, 46.214192673840145], [6.128101674764305, 46.21396789524544], [6.128840698336542, 46.21366482430604], [6.129536821100284, 46.213743797461355], [6.129715824584564, 46.21366733135108], [6.129763546568301, 46.21324611208151], [6.1292670997621626, 46.212711337216], [6.129182332847565, 46.21270099684457], [6.129007513851845, 46.21252307940255], [6.129270588872294, 46.21240494462252], [6.12926991321042, 46.21149643380155], [6.129688323822016, 46.211503897297234], [6.1296881943296775, 46.211046225553424], [6.1293752464565685, 46.21104538386917], [6.129368755714224, 46.21081975727768], [6.129689670193956, 46.210817992352666], [6.1296959109729405, 46.21056408341168], [6.130356125188633, 46.21056112386923], [6.131372906522594, 46.20969310578784], [6.13140280815081, 46.209387199254714], [6.132010663425156, 46.20907638102781], [6.132081390802238, 46.209061365573874], [6.132296128003318, 46.20900920502911], [6.132354744606566, 46.20908404471576], [6.132684982968899, 46.20905728712121], [6.133030450124655, 46.20902556757709], [6.133175440742268, 46.20892378138879], [6.133290798266145, 46.20889038815007], [6.133399342743762, 46.2090868755025], [6.134884189651403, 46.208718437242986], [6.134899613772944, 46.20843179594179], [6.135137728516569, 46.20837021956549]]]}}, {\"id\": \"2\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.531853242910934, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1206, \"RentPerArea\": 39.905645356562005, \"RentPerRoom\": 1103.584284785727, \"STATUS\": \"real\", \"SurfaceArea\": 143.32692307692307, \"UUID\": \"{D924C540-1604-4E4A-9C30-A31E36299921}\", \"ZUSZIFF\": 0, \"ZipCode\": 1206, \"x\": 6.1573566965883915, \"y\": 46.18942238896255}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.153826381810386, 46.17984066282308], [6.153869481466996, 46.18018807039982], [6.154024265254395, 46.18139468494512], [6.154170797076629, 46.182502330473234], [6.154387439980183, 46.18383696273992], [6.154527529150262, 46.184706119242165], [6.15440674565849, 46.1852361039577], [6.154181351602472, 46.185664483967706], [6.153749354764239, 46.186109043472975], [6.153437733198549, 46.1862884878789], [6.153084901830151, 46.186441191073556], [6.152583115023906, 46.1865594374368], [6.1522480180469, 46.18661768489922], [6.151773957276739, 46.186651754932086], [6.15109082803541, 46.18665401692032], [6.149914849976797, 46.18673972183113], [6.149687640202297, 46.186753616596], [6.149770761638963, 46.18745194521467], [6.149650982422172, 46.187560607376355], [6.148963752341505, 46.18760968314787], [6.1490114909205555, 46.18787455532854], [6.149461806147401, 46.18917934668847], [6.1494081039798605, 46.18919879576239], [6.149760538856355, 46.18976558314791], [6.149483406240811, 46.189839509695084], [6.14957885593846, 46.18997771199799], [6.14971770777838, 46.19002221357833], [6.149862194196495, 46.18999237573905], [6.150040360233139, 46.1899401695593], [6.150041917744917, 46.19022006913789], [6.149527729034671, 46.19022849859921], [6.149526411494189, 46.19063126181205], [6.149676769835623, 46.191055713335], [6.1497263220111895, 46.19174462566265], [6.149952632358675, 46.191744422443946], [6.150058838687626, 46.1924711386798], [6.1502323102512655, 46.192613110633964], [6.150348819386863, 46.19273157984942], [6.150420196617563, 46.19284665454036], [6.150542500041663, 46.193065144292355], [6.150611721268436, 46.193265843876254], [6.150627311965667, 46.19347735699532], [6.150594161797494, 46.19366276261846], [6.150516355219648, 46.19382462645666], [6.150401842782986, 46.193971856095], [6.151747304530574, 46.19465543383963], [6.151462633851074, 46.19486358390702], [6.1511545871478805, 46.195197178924], [6.15080706620566, 46.19562741609282], [6.150925327692556, 46.19567163596805], [6.1514096668960985, 46.19585971815223], [6.151218502020956, 46.19608214198403], [6.151076170898756, 46.19602574491789], [6.151000325673546, 46.19599574751801], [6.150950910641038, 46.19597612820271], [6.150776807719655, 46.196032673920776], [6.150585003038751, 46.196139174481175], [6.150191718957349, 46.19642906787624], [6.150325237755585, 46.19651620649121], [6.150517738236707, 46.196552745624615], [6.15085763155386, 46.19679640934262], [6.151019287035964, 46.19691826312658], [6.150736192291279, 46.19712106744332], [6.150281474867976, 46.19741817704987], [6.150657815093966, 46.19767892866817], [6.150411071672832, 46.19785321351504], [6.151466467732607, 46.19860217155433], [6.15190769545718, 46.198925863160134], [6.1515786023178265, 46.19912849590135], [6.151314754166283, 46.19931695554057], [6.151649959424929, 46.199538404022995], [6.152084867129296, 46.19926031601468], [6.152207133383858, 46.19913612383745], [6.152436534837076, 46.199001556180704], [6.1527441498631905, 46.19919705490242], [6.153788589460688, 46.19990875389659], [6.15485022272835, 46.19919536456832], [6.156461405542278, 46.19873379872015], [6.1563383427757685, 46.19836680588026], [6.156940285815757, 46.1976081716538], [6.157243616579087, 46.19748593230314], [6.156783519595079, 46.19693512107394], [6.157252470417411, 46.19675477294485], [6.1575309921982155, 46.197095442312104], [6.157780284774523, 46.19740051163046], [6.157611130952985, 46.19747093414304], [6.157352457239966, 46.19757846810809], [6.157285025688423, 46.19799187890545], [6.157429292284582, 46.19815911258664], [6.157462410153629, 46.198145282762745], [6.157570712350205, 46.1982607540663], [6.1577753542712825, 46.198322447677], [6.157838250204055, 46.198429476973864], [6.158002782135092, 46.19839148906131], [6.1576318853670475, 46.19793587253069], [6.157883281113985, 46.1978293438942], [6.158248921689559, 46.197684327614844], [6.158146097205111, 46.197561253873985], [6.157994693513934, 46.197380165998375], [6.157663809227189, 46.19697361345944], [6.157427145611421, 46.19668253337095], [6.158633404463256, 46.19624790772557], [6.158416661346365, 46.19601697445483], [6.159592340475188, 46.195527570170086], [6.160515352082318, 46.19510386486567], [6.160997337253002, 46.194897981360874], [6.16045123081468, 46.194334893154604], [6.160633525482006, 46.19410269116323], [6.161073844924565, 46.19427326496082], [6.1619590270754045, 46.19388349653311], [6.162377653763596, 46.19430290480231], [6.162531059683574, 46.19434034862607], [6.163292510625524, 46.19402129725972], [6.164257041444774, 46.19358370855986], [6.164467756128255, 46.19389455273723], [6.165081387988075, 46.19368437215116], [6.165001456932012, 46.19340927468237], [6.164665852504209, 46.19298845686137], [6.164883712548732, 46.19286300094345], [6.164573047293395, 46.192600519937464], [6.164863929503885, 46.19243645594738], [6.164504502716407, 46.19214365371244], [6.164745912014097, 46.192029791058225], [6.165004134485511, 46.191895497119795], [6.165712447325734, 46.19186162177542], [6.166221267292364, 46.19226155672796], [6.165813152132359, 46.19249525895581], [6.1661481456530165, 46.19274527149783], [6.166370954409867, 46.192907675613625], [6.167099790337728, 46.19246461545204], [6.167901920680074, 46.19312207964358], [6.168516961720581, 46.19276679649954], [6.167245494508808, 46.191732300616344], [6.1679120844633415, 46.191545571793185], [6.167670765971571, 46.19131158171815], [6.1672786918875495, 46.19101577549166], [6.16705175841359, 46.19087043849926], [6.16789921352841, 46.190261406742444], [6.167600134753113, 46.190059154110585], [6.167454526541173, 46.18996556610976], [6.167420119774256, 46.189930099898056], [6.167394821358576, 46.189903994017676], [6.167367604938867, 46.189865172060266], [6.167349435621954, 46.18981116654194], [6.167352514530125, 46.18978529052483], [6.167358953451553, 46.18973093259327], [6.167393677268414, 46.189609237690405], [6.1675009165074615, 46.18934899996147], [6.167512808645513, 46.189317384357196], [6.16757219491924, 46.189159710336256], [6.167620410385866, 46.189058770037015], [6.167540210390737, 46.188970687474004], [6.16757011704555, 46.18887826773681], [6.167630837843358, 46.18853979151821], [6.167670111593081, 46.18832086568268], [6.16769635755208, 46.188168864005064], [6.167704358745287, 46.18813133864384], [6.167709121360024, 46.188099363787025], [6.167789786037218, 46.1876728448819], [6.167798544402011, 46.18762508072044], [6.16786394794523, 46.18726568571132], [6.167471272237265, 46.187468087598724], [6.167096873167849, 46.18763659641923], [6.1665905643201135, 46.18784554137406], [6.166326013240334, 46.18794125204778], [6.1656478167687885, 46.18812242396959], [6.165045440108769, 46.18817940177919], [6.164742621295414, 46.1881721133589], [6.164225041872851, 46.18812001387009], [6.163899016929331, 46.18806378837092], [6.163564036665212, 46.18797516222799], [6.163264549198416, 46.187842393347594], [6.162971970835258, 46.18768020134362], [6.162549643773086, 46.187317261839326], [6.1624144636775275, 46.187143704763635], [6.162345735020557, 46.186926014541896], [6.162268527585089, 46.18648447825976], [6.162275738092647, 46.18616607364808], [6.162344753486263, 46.18592421136273], [6.162389122706672, 46.18579426006389], [6.162374458795004, 46.185320503360764], [6.16226090375323, 46.18491003551483], [6.161971707914025, 46.18435606900914], [6.161329500341682, 46.183511997350955], [6.160026501698797, 46.181503256209304], [6.1598162141111725, 46.18101036695252], [6.159715227676383, 46.18055128525302], [6.159694091276504, 46.179885013371965], [6.1596327096988555, 46.17917321115996], [6.159473809919843, 46.178852922577455], [6.1593334933836825, 46.17867328442572], [6.159097207028841, 46.17843856747409], [6.158771267395115, 46.17820518067757], [6.1583819260603505, 46.17802495489217], [6.15773675455156, 46.1778240084511], [6.15722390139957, 46.177774178568484], [6.157051145054, 46.1777735558609], [6.1568786207954505, 46.177779575159086], [6.156706821216282, 46.17779221507411], [6.156536303861359, 46.177811445962], [6.156367575121836, 46.17783721060975], [6.15620115518738, 46.177869415977256], [6.15603756425165, 46.17790796902728], [6.15587729704096, 46.17795275844205], [6.15572083597485, 46.17800364577597], [6.155568677063069, 46.17806046574995], [6.1554212776901025, 46.17812304365061], [6.155279082299467, 46.17819120461916], [6.155142549562748, 46.17826471997938], [6.155012072995184, 46.17834337830842], [6.154888072864468, 46.17842693250135], [6.154770917866766, 46.1785151258703], [6.154646154439431, 46.17863593584709], [6.154527742466301, 46.178759795957426], [6.154415866853419, 46.17888655538142], [6.1543106613560195, 46.179016035725496], [6.154212259309542, 46.179148076584326], [6.1541207944784215, 46.179282499563165], [6.154036387470785, 46.17941913511313], [6.15395913342692, 46.17955779540062], [6.153889165911089, 46.179698311022385], [6.153826381810386, 46.17984066282308]]]}}, {\"id\": \"3\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 20.106477906477906, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1205, \"RentPerArea\": 35.18185634549229, \"RentPerRoom\": 698.7350493350493, \"STATUS\": \"real\", \"SurfaceArea\": 75.91891891891892, \"UUID\": \"{F97E72AA-A260-4075-B3AE-F87FEDE38726}\", \"ZUSZIFF\": 0, \"ZipCode\": 1205, \"x\": 6.140328436847279, \"y\": 46.19607899458931}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.133941757171043, 46.20367711754078], [6.134082490940982, 46.20308116531098], [6.135171888124315, 46.20315411664103], [6.1351882410407645, 46.2030713636546], [6.13525751093515, 46.20262960911857], [6.135261992134166, 46.20261022770351], [6.13529907089111, 46.20237142995401], [6.134906046680717, 46.20232945301328], [6.135013252281325, 46.20140833526411], [6.135025114959015, 46.20134100499925], [6.136801562182385, 46.20137017295368], [6.136780601145053, 46.20155842390128], [6.137639262616235, 46.20160839206448], [6.138157200142278, 46.20162283867974], [6.138162607983589, 46.20157440805566], [6.138504069962904, 46.201572594669685], [6.138604684758314, 46.20149385321198], [6.138820640445584, 46.20157624244845], [6.139264684854484, 46.20159281056077], [6.139439674680661, 46.20143963943301], [6.139368664415036, 46.20125490832992], [6.1393141608064346, 46.20127362381831], [6.139224235620209, 46.2011327592706], [6.13965738453329, 46.201004261361014], [6.14000038996689, 46.20106843505558], [6.140184779429446, 46.20104132670643], [6.140185127165167, 46.2010425002972], [6.140185889194168, 46.201043687653076], [6.14018677231243, 46.201044687469064], [6.140188033440353, 46.201045592670525], [6.14018932433981, 46.2010463362716], [6.140190863715211, 46.201046983767284], [6.140192653498876, 46.201047454208286], [6.140194460744818, 46.20104773591674], [6.140196416704388, 46.201047758428516], [6.140198236403322, 46.201047518463795], [6.140200047657661, 46.201047089468325], [6.140201759579123, 46.20104647939291], [6.140217205588165, 46.20103990953826], [6.140244453690344, 46.20102743863524], [6.14045342826462, 46.20096967268282], [6.141027216827623, 46.200165101398326], [6.1410266628454, 46.20016496907072], [6.140735744430322, 46.200100399055906], [6.141099402067911, 46.199526202894184], [6.141447342035385, 46.19902944059992], [6.1415706525282925, 46.198846162493744], [6.141615980633787, 46.198705694312174], [6.141626901854484, 46.19854054809273], [6.1416000221638, 46.19802632208232], [6.142036095178119, 46.198022815006425], [6.142149142115803, 46.19811832007699], [6.142440953332669, 46.19813036432081], [6.142443862543394, 46.19813061367174], [6.142581600140447, 46.19828994659448], [6.142601009781365, 46.198312193822936], [6.142687061509746, 46.198496168903894], [6.142706141913501, 46.19871823189823], [6.142652934296133, 46.198721318355155], [6.142662421074678, 46.19934985584908], [6.142632499185402, 46.19940663297626], [6.143017083868169, 46.1994769792256], [6.143054551476031, 46.20052262509858], [6.1431075884813895, 46.20071173572888], [6.143358179641415, 46.20090029868508], [6.143631497040784, 46.20072376975089], [6.143967646170153, 46.20098248102303], [6.144068839605751, 46.20105815398989], [6.144191919761681, 46.20108527920155], [6.144311682491659, 46.20107812429446], [6.1450167262583655, 46.20073684623907], [6.1444562571868655, 46.20020349200164], [6.14554232278907, 46.19952570953804], [6.14717439395128, 46.198513459361465], [6.147740103365184, 46.198922460898956], [6.147816702901426, 46.19881211871988], [6.1482184605137595, 46.19855625714534], [6.148388820112856, 46.198487013904746], [6.14866525758099, 46.19845306339169], [6.149649677568854, 46.19853886340892], [6.149848605311746, 46.198683375851445], [6.149849261690869, 46.19868301448071], [6.1505755633972585, 46.19819242733076], [6.1508302000256325, 46.19836940482011], [6.150362090659372, 46.19868120674986], [6.150049721516062, 46.19867484112347], [6.149936827138188, 46.19874782023386], [6.150564192161862, 46.19920884748179], [6.150379658200804, 46.1993213327707], [6.15103861252523, 46.19979424292019], [6.151241500101975, 46.19966887563483], [6.15133698694153, 46.19974510664873], [6.151649959424929, 46.199538404022995], [6.151314754166283, 46.19931695554057], [6.1515786023178265, 46.19912849590135], [6.15190769545718, 46.198925863160134], [6.151466467732607, 46.19860217155433], [6.150411071672832, 46.19785321351504], [6.150657815093966, 46.19767892866817], [6.150281474867976, 46.19741817704987], [6.150736192291279, 46.19712106744332], [6.151019287035964, 46.19691826312658], [6.15085763155386, 46.19679640934262], [6.150517738236707, 46.196552745624615], [6.150325237755585, 46.19651620649121], [6.150191718957349, 46.19642906787624], [6.150585003038751, 46.196139174481175], [6.150776807719655, 46.196032673920776], [6.150950910641038, 46.19597612820271], [6.151000325673546, 46.19599574751801], [6.151076170898756, 46.19602574491789], [6.151218502020956, 46.19608214198403], [6.1514096668960985, 46.19585971815223], [6.150925327692556, 46.19567163596805], [6.15080706620566, 46.19562741609282], [6.1511545871478805, 46.195197178924], [6.151462633851074, 46.19486358390702], [6.151747304530574, 46.19465543383963], [6.150401842782986, 46.193971856095], [6.150516355219648, 46.19382462645666], [6.150594161797494, 46.19366276261846], [6.150627311965667, 46.19347735699532], [6.150611721268436, 46.193265843876254], [6.150542500041663, 46.193065144292355], [6.150420196617563, 46.19284665454036], [6.150348819386863, 46.19273157984942], [6.1502323102512655, 46.192613110633964], [6.150058838687626, 46.1924711386798], [6.149952632358675, 46.191744422443946], [6.1497263220111895, 46.19174462566265], [6.149676769835623, 46.191055713335], [6.149526411494189, 46.19063126181205], [6.149527729034671, 46.19022849859921], [6.150041917744917, 46.19022006913789], [6.150040360233139, 46.1899401695593], [6.149862194196495, 46.18999237573905], [6.14971770777838, 46.19002221357833], [6.14957885593846, 46.18997771199799], [6.149483406240811, 46.189839509695084], [6.149760538856355, 46.18976558314791], [6.1494081039798605, 46.18919879576239], [6.149461806147401, 46.18917934668847], [6.1490114909205555, 46.18787455532854], [6.148963752341505, 46.18760968314787], [6.149650982422172, 46.187560607376355], [6.149770761638963, 46.18745194521467], [6.149687640202297, 46.186753616596], [6.148863717624061, 46.18680396339284], [6.148191698101628, 46.18686529101959], [6.147472338871547, 46.18683734615432], [6.146709637730465, 46.18679576488785], [6.145964970379387, 46.18675248681797], [6.145400899047802, 46.186763825142755], [6.145259664140527, 46.186772111115715], [6.144835544295698, 46.18680079586047], [6.143913158787938, 46.186934844061575], [6.143568524661664, 46.18703679792576], [6.14275933318733, 46.187344893467944], [6.1419462401500775, 46.188000008990215], [6.141886073809843, 46.188094944522426], [6.141689979997165, 46.18852362880124], [6.141436583381673, 46.189081783866534], [6.140479195676375, 46.19098424158469], [6.139643846635116, 46.19280348240908], [6.139262353449988, 46.19335543464533], [6.138914075899592, 46.19367125065629], [6.138167064021915, 46.194103845723376], [6.136683882152829, 46.19489886330587], [6.135564675470865, 46.19548064032958], [6.135396030482309, 46.195554256564336], [6.134094345970592, 46.196122278135405], [6.133322779520441, 46.196426712906444], [6.132415149834293, 46.197023764015825], [6.13116059037378, 46.197878847927406], [6.130121869991264, 46.19857023226688], [6.128521950196279, 46.19941328322742], [6.127458225490013, 46.199930480183106], [6.126751303194488, 46.20017994090597], [6.125999522816054, 46.200354561278424], [6.12530598766648, 46.200506264996136], [6.1246281930599125, 46.20062624495501], [6.123919867609112, 46.20075646340015], [6.12314998734573, 46.20088585174563], [6.12235144728666, 46.200929907080216], [6.121554327156036, 46.20092061291916], [6.120032844156306, 46.20096067202552], [6.120229162596841, 46.20100901241533], [6.120420594019835, 46.20106601332749], [6.120606366967337, 46.201131431854556], [6.121408409955136, 46.20143676922101], [6.121580988089198, 46.20150247290466], [6.1216204802651815, 46.201517499868636], [6.1216601326951725, 46.201532330758006], [6.1216999322076875, 46.2015469744159], [6.12173986584901, 46.20156143069087], [6.121779947007765, 46.201575681745304], [6.12182017503033, 46.20158975456208], [6.1218605376163024, 46.20160362200686], [6.121899690110842, 46.201616629607784], [6.1219389769486465, 46.20162944083174], [6.12197837156934, 46.201642082359136], [6.1220179003149955, 46.201654536503575], [6.1220575372783035, 46.20166680296263], [6.122097295412475, 46.20167888188727], [6.1221371744993895, 46.20169078227172], [6.125188588233735, 46.202599925988544], [6.125432219716355, 46.20267421516161], [6.125621568210717, 46.20272832188057], [6.125813285368115, 46.202778254305215], [6.126007191317806, 46.20282394735315], [6.126203066674015, 46.20286536247397], [6.126400730910056, 46.20290246157074], [6.1265999907607025, 46.20293519740262], [6.126800639353945, 46.202963549562604], [6.127972944830777, 46.20311645492487], [6.128131612788187, 46.20313619283692], [6.1282779528903895, 46.20315346615457], [6.128425034329006, 46.20316740105942], [6.128572689110764, 46.20317797760437], [6.128720774499737, 46.20318520312727], [6.128869109547896, 46.20318905753224], [6.1290175517354015, 46.20318953916427], [6.129165932634609, 46.203186646068445], [6.131619661827826, 46.20311065433519], [6.131640136909105, 46.203110018839595], [6.131829781248208, 46.20310843697094], [6.132019167850342, 46.20311542579836], [6.132207494530395, 46.203130940045774], [6.132393972054753, 46.20315493459234], [6.132577812914255, 46.20318729236743], [6.13275822980993, 46.2032278873113], [6.1329344626391284, 46.203276539702564], [6.133105764892275, 46.203333042991105], [6.133271416605433, 46.203397163947315], [6.13390900993263, 46.203663216578896], [6.133941757171043, 46.20367711754078]]]}}, {\"id\": \"4\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.860883268778007, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1207, \"RentPerArea\": 41.64690722209325, \"RentPerRoom\": 904.1794998860789, \"STATUS\": \"real\", \"SurfaceArea\": 100.05263157894737, \"UUID\": \"{B5EA9714-EF37-41F0-B481-F59A93221892}\", \"ZUSZIFF\": 0, \"ZipCode\": 1207, \"x\": 6.162358479628013, \"y\": 46.206612590383116}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.157405499545926, 46.209956107412935], [6.157460039292055, 46.21001241692565], [6.157979921544355, 46.21054930115698], [6.1595144698203335, 46.212228497891324], [6.159806981918908, 46.21254859079025], [6.161900290885797, 46.21522384980327], [6.171632857603126, 46.2121255723639], [6.1722873149284885, 46.211917284280084], [6.172361656856008, 46.21189139814765], [6.172548430425346, 46.21160128764164], [6.172447371890706, 46.2115557095815], [6.172446709433338, 46.21155633192224], [6.172393498403314, 46.211532397162294], [6.172382590555361, 46.21152777636559], [6.172371815619706, 46.21152301311099], [6.172361160221554, 46.21151812524189], [6.172130274412653, 46.21141638945525], [6.172037932326154, 46.21137495740734], [6.171378095224535, 46.21105689892265], [6.171957043918482, 46.21064316009191], [6.172111296548359, 46.210535760703166], [6.172545485223906, 46.21022708679031], [6.172563272684904, 46.210214510955694], [6.17294804160064, 46.20994100721898], [6.172950281728226, 46.209939412927476], [6.173019876104973, 46.209889091879894], [6.172992189542956, 46.209870427900405], [6.172983275945132, 46.20986421010861], [6.172912015131339, 46.209863635669365], [6.173282238395789, 46.20959966620046], [6.173209541619303, 46.20955054723316], [6.17279771197321, 46.209274818904795], [6.172774082999905, 46.20925944822556], [6.172143094436552, 46.208838704549095], [6.1722728803305555, 46.20874668476822], [6.172226562634947, 46.20871566583378], [6.1722201792427525, 46.2087115456367], [6.172179081499833, 46.2086850836597], [6.171903395566851, 46.20850385270872], [6.171833618856823, 46.208445759836174], [6.171829805618895, 46.20844256815064], [6.171150648122585, 46.20787695159365], [6.17088213242035, 46.20765027491624], [6.170754190644786, 46.2066976797716], [6.170784247947754, 46.2066478964791], [6.1710384353682715, 46.206433300410644], [6.171091228273134, 46.206394316698166], [6.171431742958897, 46.20614288513195], [6.171453099935718, 46.20612555429573], [6.171474022098521, 46.206107975659116], [6.171494522402076, 46.206090149367945], [6.171514846506405, 46.20606987397085], [6.171534632367756, 46.2060493406157], [6.171553879776817, 46.20602855829723], [6.171561362952323, 46.20601938465304], [6.171568756281013, 46.206010174012214], [6.1715760340631265, 46.206000917089455], [6.171584332645407, 46.20599011518761], [6.1715924899806724, 46.20597925771834], [6.171600505859496, 46.205968353676056], [6.171615660680607, 46.20596861383316], [6.171619280342832, 46.20596397615768], [6.171625447893937, 46.20596566483866], [6.171624764541887, 46.20596718661677], [6.171627923758792, 46.205967851868785], [6.171631166360876, 46.20596827514414], [6.171634453274747, 46.20596846500081], [6.17164034305778, 46.205968171270726], [6.171646056540834, 46.20596710183773], [6.171651359283235, 46.20596530804972], [6.171656094362463, 46.20596285112216], [6.1716742819956885, 46.20594417112578], [6.171673126555786, 46.205943708311985], [6.17170780190798, 46.205901443972884], [6.171730143568038, 46.20588244174642], [6.171415111621838, 46.20572325956943], [6.170855324239918, 46.20537986147289], [6.169640079638045, 46.204566358659285], [6.168989320475483, 46.204070583941814], [6.168851111258526, 46.204168982744314], [6.1685839632005735, 46.20398314311564], [6.168713779835216, 46.20388457819904], [6.168180363000916, 46.20365300540344], [6.169605816830616, 46.20265939366966], [6.167589281623467, 46.20148391692405], [6.168029268664907, 46.20113748590499], [6.167749086104945, 46.20098012508319], [6.167751314845037, 46.20088584591955], [6.167586886756711, 46.2008811145034], [6.167505352819275, 46.20084881507589], [6.167512651511047, 46.200662906827326], [6.16781033574333, 46.2006677900226], [6.167817723358154, 46.20045141066963], [6.167521130487879, 46.20044644980947], [6.167536154107039, 46.20006359007614], [6.167172871282058, 46.19996680240547], [6.166751958768967, 46.19996144591074], [6.166480789547218, 46.199811335902524], [6.164680168303727, 46.19976299139964], [6.16385772954951, 46.19974509091719], [6.163860749227137, 46.19979370770017], [6.163244108190118, 46.19977819104707], [6.162577721108348, 46.19977342630307], [6.162215755633376, 46.19977222837942], [6.162022565868855, 46.19994422926177], [6.160694675271868, 46.19973217394633], [6.160632051947679, 46.19994576819123], [6.160346975602746, 46.19999669904627], [6.160083962098276, 46.19999092951577], [6.157528885227491, 46.199675853675174], [6.157161951768068, 46.199314684071815], [6.156660601005687, 46.19876988152549], [6.156461405542278, 46.19873379872015], [6.15485022272835, 46.19919536456832], [6.153788589460688, 46.19990875389659], [6.1527441498631905, 46.19919705490242], [6.152436534837076, 46.199001556180704], [6.152207133383858, 46.19913612383745], [6.152084867129296, 46.19926031601468], [6.153193094512815, 46.200052756663304], [6.153174040261686, 46.200338188250726], [6.153370892276107, 46.20049444748854], [6.1536216852278915, 46.20106311373869], [6.153988481622829, 46.201210160414725], [6.154517639119049, 46.201096158343866], [6.154642380983079, 46.201391764740144], [6.154337949130759, 46.20173396585996], [6.154630179585022, 46.20242293890976], [6.155153212751576, 46.20257166075528], [6.155219390117905, 46.20273235883263], [6.154332953440174, 46.20291518990989], [6.15424917991516, 46.20304980913591], [6.1543345899531, 46.20326787443851], [6.154615662796335, 46.203385315182935], [6.154829979074138, 46.20388761677938], [6.1543369071268765, 46.204406087109675], [6.149882480692948, 46.20684167156055], [6.156954163547914, 46.20999623552592], [6.157405499545926, 46.209956107412935]]]}}, {\"id\": \"5\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 21.283923417851987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1201, \"RentPerArea\": 41.40310241507456, \"RentPerRoom\": 882.1095650381365, \"STATUS\": \"real\", \"SurfaceArea\": 82.14285714285714, \"UUID\": \"{5CE53C00-4565-4D02-A695-7DEE2B916405}\", \"ZUSZIFF\": 0, \"ZipCode\": 1201, \"x\": 6.146909938243938, \"y\": 46.2107418106785}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.161900290885797, 46.21522384980327], [6.159806981918908, 46.21254859079025], [6.1595144698203335, 46.212228497891324], [6.157979921544355, 46.21054930115698], [6.157460039292055, 46.21001241692565], [6.157405499545926, 46.209956107412935], [6.156954163547914, 46.20999623552592], [6.149882480692948, 46.20684167156055], [6.149191318806715, 46.20665662740449], [6.1477093059186885, 46.2064777377474], [6.1463596918770085, 46.20623957149851], [6.14480922438223, 46.20586746230218], [6.143766599182222, 46.205592307984354], [6.142709142531864, 46.20532714898293], [6.141854532984931, 46.205114945803324], [6.140910482658437, 46.204992863285675], [6.1398323120561695, 46.20499060527977], [6.138925188356532, 46.20485319570047], [6.137906537122609, 46.204987412221655], [6.136805331097182, 46.20511761715593], [6.136795380521071, 46.205118653936744], [6.136785373138552, 46.205119357178035], [6.136775321904025, 46.20511972702923], [6.136765265680751, 46.2051197639388], [6.136755204468917, 46.205119467906684], [6.136745189870711, 46.20511884852519], [6.136735222316945, 46.205117887805635], [6.136728982382071, 46.20511710505154], [6.136722784324555, 46.20511619682449], [6.1367166281444385, 46.205115163124525], [6.13671051405701, 46.20511399495736], [6.136704454586073, 46.20511271046109], [6.136698463116525, 46.20511129179655], [6.136692526478892, 46.205109747808606], [6.13607151607959, 46.20483715505025], [6.1354622690291984, 46.20449460925539], [6.134512001587516, 46.20395728662301], [6.134459714406502, 46.20392823418997], [6.13440689768903, 46.2038996524436], [6.134353551218929, 46.20387155037749], [6.134299675211302, 46.2038439189965], [6.134245294926447, 46.20381678558252], [6.1341904235333695, 46.20379014129015], [6.134135048077377, 46.20376398596898], [6.134079253184848, 46.20373803269766], [6.134022966750856, 46.2037125865346], [6.133966214682448, 46.203687647778615], [6.133941757171043, 46.20367711754078], [6.13390900993263, 46.203663216578896], [6.133271416605433, 46.203397163947315], [6.133105764892275, 46.203333042991105], [6.1329344626391284, 46.203276539702564], [6.13275822980993, 46.2032278873113], [6.132577812914255, 46.20318729236743], [6.132393972054753, 46.20315493459234], [6.132207494530395, 46.203130940045774], [6.132019167850342, 46.20311542579836], [6.131829781248208, 46.20310843697094], [6.131640136909105, 46.203110018839595], [6.131619661827826, 46.20311065433519], [6.131189630915852, 46.204018375438], [6.13305488965909, 46.20435347075895], [6.133180229740457, 46.20440044516921], [6.13328277715961, 46.20444148771755], [6.133369816416151, 46.204480281481835], [6.133454478722912, 46.20452147682971], [6.133535293797147, 46.204566406286204], [6.133611749951957, 46.2046147940355], [6.1336833311796, 46.20466654414958], [6.133749776236916, 46.20472174358484], [6.133809794011879, 46.20478019748169], [6.133866005554052, 46.204840676602956], [6.133919214004591, 46.204902110620324], [6.134278533897941, 46.20532363803372], [6.134295577876569, 46.205347775687564], [6.134307015031024, 46.205373368987956], [6.134311953429616, 46.205399786843174], [6.134307674795971, 46.20542690786083], [6.134297471642593, 46.20545252089168], [6.1342795370308645, 46.20547632614227], [6.134277237665766, 46.20547818889789], [6.134239046938657, 46.20563232222473], [6.134525956430717, 46.20568883721411], [6.134623469431904, 46.2059491904513], [6.134324162118555, 46.20591247841661], [6.13404820680593, 46.20588868516918], [6.133403996099945, 46.20583786966618], [6.13332903250813, 46.2058319731882], [6.134098622790052, 46.206876429350395], [6.134223281173215, 46.20703855431371], [6.134435597641631, 46.20697668122834], [6.1346936555686185, 46.20736886749297], [6.134253350970387, 46.20750295941275], [6.134348375635405, 46.20761480912324], [6.134659400690358, 46.20751125159497], [6.1349654754314065, 46.207884468955875], [6.134704800361071, 46.207979612378814], [6.135137728516569, 46.20837021956549], [6.13513425831546, 46.20891997684568], [6.135933283290671, 46.20896933067376], [6.135850903665111, 46.209773777258945], [6.135855122795551, 46.209981743105786], [6.1351433753546285, 46.210280585555715], [6.135201640868713, 46.210336769184885], [6.135521571958792, 46.21038131013049], [6.135873602914887, 46.21050323379267], [6.136454906757292, 46.210277825166884], [6.136553108275449, 46.210387280441594], [6.136631436433396, 46.21046618694217], [6.13622512000883, 46.21063585665597], [6.135918089150844, 46.210766815214654], [6.136013664566503, 46.21087228203182], [6.136433170209131, 46.21087712414066], [6.136555711203606, 46.211003864331104], [6.136792943171154, 46.2112496963773], [6.136418928806876, 46.21141776022332], [6.136502750076257, 46.21151789977493], [6.136172559272179, 46.21165955897472], [6.136628569910238, 46.212345145175135], [6.136787558850348, 46.212579008223905], [6.137077465948877, 46.21271442622174], [6.137611390691518, 46.212102950107685], [6.137900469112568, 46.212056260319166], [6.138298407050297, 46.21211797672612], [6.139154065088508, 46.21182230115527], [6.139858221624356, 46.21273656995751], [6.1403441610381035, 46.21346064960516], [6.1404953480186535, 46.21430989126532], [6.140001170860718, 46.214473075947645], [6.140053760653093, 46.21455024426399], [6.14018097268135, 46.21469916632871], [6.140430973491494, 46.21499237073236], [6.140423650527468, 46.2154674096279], [6.144522918221018, 46.21553671631822], [6.145212784247912, 46.21504474360074], [6.145212925268374, 46.21498977457898], [6.145364742012934, 46.21488948153086], [6.14522940525461, 46.21479493016718], [6.145856375540104, 46.21438790060633], [6.146021295204576, 46.214515925410836], [6.146402290511126, 46.21435366775216], [6.146289261007742, 46.21420716451941], [6.146448299047578, 46.21415185593938], [6.146977939349711, 46.21394604440935], [6.147535757177286, 46.21370501538074], [6.147909780825624, 46.21355211965993], [6.148046291080968, 46.21372507054712], [6.148303008789096, 46.21359476338817], [6.148611116002387, 46.2134779086233], [6.148457511378124, 46.21329891505071], [6.1488722042694866, 46.21316321528688], [6.14911053487924, 46.21309216518357], [6.1491994320236625, 46.21324549725659], [6.148977936017631, 46.213333474048426], [6.149400178072363, 46.213890613968054], [6.149150595665274, 46.214004271054485], [6.1493800903193865, 46.214311525735475], [6.149756503396057, 46.21417259628044], [6.150810934622865, 46.21403564757951], [6.150900364503847, 46.21422695090703], [6.150809602481924, 46.21448592322202], [6.150484819694935, 46.21516883556373], [6.150552582805488, 46.21521286578781], [6.1506029588714535, 46.21527471814571], [6.150718016496567, 46.21528746632861], [6.150718469107313, 46.21528477244813], [6.151086739464021, 46.21533224066228], [6.15124492169364, 46.216281977319305], [6.155766068490644, 46.217358831696124], [6.161900290885797, 46.21522384980327]]]}}, {\"id\": \"6\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 24.85254844361987, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1208, \"RentPerArea\": 36.85780559644569, \"RentPerRoom\": 909.2452484023913, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{6C0C2A10-B4FA-43B9-A9B2-8DACE70978A5}\", \"ZUSZIFF\": 0, \"ZipCode\": 1208, \"x\": 6.16757285189, \"y\": 46.19844559371096}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.171730143568038, 46.20588244174642], [6.172083793580334, 46.206003730283484], [6.173177568371618, 46.20638128153867], [6.173818357439963, 46.20660204124529], [6.174208117877839, 46.20673560357121], [6.174250875376878, 46.20675363544339], [6.174429929643957, 46.206831214754516], [6.1748759726252604, 46.2070260436041], [6.174830976926013, 46.20683273878932], [6.174902332460119, 46.2068246042486], [6.1749820683498875, 46.206800450305934], [6.17505296816405, 46.206765077340656], [6.175108017894135, 46.206713062739084], [6.175435283437712, 46.206301040501785], [6.175845404283118, 46.20578658988655], [6.175797525243801, 46.20579549159897], [6.175663737694222, 46.20582045353885], [6.175654088577848, 46.20581746655852], [6.175066502629833, 46.20543625293117], [6.174682786602374, 46.205187323640146], [6.174186153345242, 46.2046750515905], [6.173982927269384, 46.20446540715588], [6.17458324424305, 46.204187117002114], [6.174956938739663, 46.204014327814406], [6.174885942256731, 46.2039530742802], [6.174794483946599, 46.203873507974876], [6.174759356070169, 46.20387462591548], [6.174743052336585, 46.20386249555962], [6.174737429436937, 46.20385856395648], [6.174498428148944, 46.20368908609848], [6.1744804576394525, 46.203676199292225], [6.174507097284227, 46.20366174308429], [6.174225645732208, 46.203406571558205], [6.174144051245268, 46.20344956131151], [6.174077326708518, 46.20340582686246], [6.173390308887341, 46.20295590582899], [6.1734162027988155, 46.20293451400156], [6.173649363603956, 46.20275926239722], [6.173853209675174, 46.202608143912116], [6.173733668006063, 46.202477700011045], [6.1740020573751355, 46.20233082265058], [6.174038282799641, 46.202311435820825], [6.1740750196684635, 46.20229178480936], [6.17447902947573, 46.20207409239177], [6.174502782573101, 46.20206059349464], [6.174591729720062, 46.202013898254364], [6.174675441743091, 46.20196833186684], [6.174690004473214, 46.20196056886839], [6.174798456703391, 46.201899715156905], [6.174817738731075, 46.20188903607694], [6.174846648290801, 46.20187164529264], [6.174971950384035, 46.20180439453843], [6.175025639161017, 46.20177449685298], [6.175239086828023, 46.2016559438431], [6.175397117835508, 46.20156802470447], [6.17574811655833, 46.20137293693728], [6.175811910059291, 46.201337493036824], [6.175822533983342, 46.20133194399466], [6.175540850269989, 46.20106526624513], [6.175117324841584, 46.2006627764368], [6.175082461931739, 46.200630267501886], [6.174977404220789, 46.20052895673419], [6.174817187727398, 46.20035972312076], [6.174699955146733, 46.200235963704785], [6.174694625543913, 46.200231135705074], [6.17442246347899, 46.199945488582195], [6.174318499017213, 46.19983627227034], [6.174218289754851, 46.19957110296207], [6.174300364893977, 46.19955734912027], [6.174380515012136, 46.199542242124096], [6.174430486986079, 46.19953281572636], [6.174441158703038, 46.199530776092566], [6.174509745567309, 46.19951759968394], [6.174601766704407, 46.19949901785013], [6.174649801906189, 46.1994892997518], [6.174680381300952, 46.199483074731795], [6.174688403879566, 46.19948129329004], [6.174696015307633, 46.19947880549321], [6.174703097962093, 46.19947565500746], [6.174709534219907, 46.199471885498795], [6.174714981866788, 46.199467727049274], [6.174719636453081, 46.199463127869265], [6.174723431332476, 46.19945816818317], [6.174726300276793, 46.199452910226356], [6.174728101429243, 46.199447325419335], [6.174728881586532, 46.19944163020884], [6.174728625915056, 46.19943590539968], [6.174727345069154, 46.199430250075565], [6.174686422645056, 46.19930114679054], [6.174647316082475, 46.199177542867204], [6.174665659264831, 46.199174329620455], [6.174575119773339, 46.19888832450999], [6.174554196900569, 46.19882358323245], [6.174451805643234, 46.19850738700591], [6.174357460762575, 46.19831273723224], [6.174353842421164, 46.19830675881314], [6.174296352103414, 46.1982216348286], [6.174279066811949, 46.19819607020879], [6.174087149012955, 46.19791900476158], [6.17391342264723, 46.19767875077551], [6.173860071982531, 46.197605098864216], [6.173683128911929, 46.19734168674215], [6.17365467345484, 46.197300081479625], [6.173453815674321, 46.19699990990538], [6.173380388877294, 46.196901570371196], [6.173344032703089, 46.196852643006544], [6.173144057420305, 46.19658485112734], [6.173048856072689, 46.19647580384534], [6.17258980803523, 46.19595364429664], [6.172568500696393, 46.19592839413026], [6.17246445411031, 46.19580092963116], [6.172166365826845, 46.19547731625373], [6.171798623916713, 46.19508509316009], [6.17123794594276, 46.1945059254976], [6.171335817290883, 46.19445835256987], [6.171335098996671, 46.19443301858542], [6.171341858716796, 46.19440811948948], [6.171355812888368, 46.19438470471731], [6.171376381315109, 46.194363766389955], [6.1714026750552495, 46.194346203191195], [6.171813243055407, 46.1941997590873], [6.172086508688382, 46.19409676478133], [6.172374642554653, 46.19396162933208], [6.172632999593378, 46.193892375194125], [6.172590669953427, 46.19380742942859], [6.172573550899337, 46.19380264893268], [6.1725618490877645, 46.19378776288814], [6.172511016678925, 46.19372304535762], [6.172402572987971, 46.19363996645826], [6.172178494732944, 46.19346498274011], [6.171992305129735, 46.19348333278897], [6.171750751943976, 46.19362212129097], [6.171620504684582, 46.19360196307228], [6.171321399225403, 46.19373481410195], [6.171092949778737, 46.19348123725843], [6.170986283862486, 46.19352934989226], [6.170681742940275, 46.19331118302803], [6.170950270538601, 46.19314400924847], [6.170611774063382, 46.19288317572271], [6.170815385670452, 46.19274979312589], [6.170734808008469, 46.19267746203985], [6.170140485221945, 46.192817157473876], [6.1694091183785424, 46.192209070327095], [6.168516961720581, 46.19276679649954], [6.167901920680074, 46.19312207964358], [6.167099790337728, 46.19246461545204], [6.166370954409867, 46.192907675613625], [6.1661481456530165, 46.19274527149783], [6.165813152132359, 46.19249525895581], [6.166221267292364, 46.19226155672796], [6.165712447325734, 46.19186162177542], [6.165004134485511, 46.191895497119795], [6.164745912014097, 46.192029791058225], [6.164504502716407, 46.19214365371244], [6.164863929503885, 46.19243645594738], [6.164573047293395, 46.192600519937464], [6.164883712548732, 46.19286300094345], [6.164665852504209, 46.19298845686137], [6.165001456932012, 46.19340927468237], [6.165081387988075, 46.19368437215116], [6.164467756128255, 46.19389455273723], [6.164257041444774, 46.19358370855986], [6.163292510625524, 46.19402129725972], [6.162531059683574, 46.19434034862607], [6.162377653763596, 46.19430290480231], [6.1619590270754045, 46.19388349653311], [6.161073844924565, 46.19427326496082], [6.160633525482006, 46.19410269116323], [6.16045123081468, 46.194334893154604], [6.160997337253002, 46.194897981360874], [6.160515352082318, 46.19510386486567], [6.159592340475188, 46.195527570170086], [6.158416661346365, 46.19601697445483], [6.158633404463256, 46.19624790772557], [6.157427145611421, 46.19668253337095], [6.157663809227189, 46.19697361345944], [6.157994693513934, 46.197380165998375], [6.158146097205111, 46.197561253873985], [6.158248921689559, 46.197684327614844], [6.157883281113985, 46.1978293438942], [6.1576318853670475, 46.19793587253069], [6.158002782135092, 46.19839148906131], [6.157838250204055, 46.198429476973864], [6.1577753542712825, 46.198322447677], [6.157570712350205, 46.1982607540663], [6.157462410153629, 46.198145282762745], [6.157429292284582, 46.19815911258664], [6.157285025688423, 46.19799187890545], [6.157352457239966, 46.19757846810809], [6.157611130952985, 46.19747093414304], [6.157780284774523, 46.19740051163046], [6.1575309921982155, 46.197095442312104], [6.157252470417411, 46.19675477294485], [6.156783519595079, 46.19693512107394], [6.157243616579087, 46.19748593230314], [6.156940285815757, 46.1976081716538], [6.1563383427757685, 46.19836680588026], [6.156461405542278, 46.19873379872015], [6.156660601005687, 46.19876988152549], [6.157161951768068, 46.199314684071815], [6.157528885227491, 46.199675853675174], [6.160083962098276, 46.19999092951577], [6.160346975602746, 46.19999669904627], [6.160632051947679, 46.19994576819123], [6.160694675271868, 46.19973217394633], [6.162022565868855, 46.19994422926177], [6.162215755633376, 46.19977222837942], [6.162577721108348, 46.19977342630307], [6.163244108190118, 46.19977819104707], [6.163860749227137, 46.19979370770017], [6.16385772954951, 46.19974509091719], [6.164680168303727, 46.19976299139964], [6.166480789547218, 46.199811335902524], [6.166751958768967, 46.19996144591074], [6.167172871282058, 46.19996680240547], [6.167536154107039, 46.20006359007614], [6.167521130487879, 46.20044644980947], [6.167817723358154, 46.20045141066963], [6.16781033574333, 46.2006677900226], [6.167512651511047, 46.200662906827326], [6.167505352819275, 46.20084881507589], [6.167586886756711, 46.2008811145034], [6.167751314845037, 46.20088584591955], [6.167749086104945, 46.20098012508319], [6.168029268664907, 46.20113748590499], [6.167589281623467, 46.20148391692405], [6.169605816830616, 46.20265939366966], [6.168180363000916, 46.20365300540344], [6.168713779835216, 46.20388457819904], [6.1685839632005735, 46.20398314311564], [6.168851111258526, 46.204168982744314], [6.168989320475483, 46.204070583941814], [6.169640079638045, 46.204566358659285], [6.170855324239918, 46.20537986147289], [6.171415111621838, 46.20572325956943], [6.171730143568038, 46.20588244174642]]]}}, {\"id\": \"7\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 27.183621933621936, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1209, \"RentPerArea\": 37.278601640570365, \"RentPerRoom\": 999.2236652236652, \"STATUS\": \"real\", \"SurfaceArea\": 129.66666666666666, \"UUID\": \"{3D367D5E-04A6-4FF4-9C6D-DD16E3D70903}\", \"ZUSZIFF\": 0, \"ZipCode\": 1209, \"x\": 6.123191030789287, \"y\": 46.22147417789295}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.12173948482506, 46.215670728575404], [6.119254435742948, 46.216208469102895], [6.119244113819005, 46.216209221120636], [6.119233908806679, 46.2162104963235], [6.119223860012959, 46.21621227717731], [6.119214019265298, 46.21621456428803], [6.1192044515662545, 46.216217349418976], [6.119195196659467, 46.21622059704726], [6.119186306154097, 46.216224316773335], [6.119177832750725, 46.216228473225854], [6.119169815974784, 46.21623303987652], [6.118668399563882, 46.216396812283115], [6.118650699648757, 46.216402507206396], [6.117294807913498, 46.21653319866094], [6.115812854066276, 46.21696595132478], [6.113782723712378, 46.2175172175521], [6.112348414491514, 46.217907299649575], [6.111048195933712, 46.218277618626544], [6.110630547537338, 46.21840030775912], [6.110858022852346, 46.21869779472883], [6.111192858513672, 46.218882742302085], [6.111719828397902, 46.21921029967443], [6.112612819106758, 46.21966287607931], [6.113716928908296, 46.22022238687783], [6.113831732136397, 46.220273352448054], [6.1139409663993, 46.22026295669424], [6.11450592780667, 46.22056241751117], [6.115010192551541, 46.22083165378489], [6.115454614500279, 46.22105681214932], [6.115757745954558, 46.22120301140256], [6.116043790906638, 46.22133660287916], [6.1164219758171505, 46.22151047256587], [6.116687978357922, 46.22164006686716], [6.116952898158539, 46.22177639551458], [6.117286260847432, 46.22196863079732], [6.117300500139903, 46.221990210099634], [6.1174317616174605, 46.222070946383226], [6.117667137668594, 46.221927996959806], [6.117793720856417, 46.222023648881496], [6.117781298915874, 46.22211560463705], [6.11778124493124, 46.222119427682244], [6.1177815280816255, 46.22212324567617], [6.117782148804134, 46.222127040630134], [6.117783094140529, 46.222130812392514], [6.117784377704617, 46.22213453413189], [6.117785974016821, 46.22213818755635], [6.117787883077205, 46.222141772665886], [6.117790077439748, 46.22214535211747], [6.117792585424497, 46.22214882727674], [6.117795407250035, 46.2221521891493], [6.117798517436705, 46.22215541944325], [6.117801915984534, 46.22215851815855], [6.117805577632382, 46.22216145800883], [6.117809489421844, 46.222164238842524], [6.118562221051586, 46.22264043380509], [6.1185177717038535, 46.2226549387033], [6.118517627051461, 46.22265555779654], [6.118564923866038, 46.22268553981569], [6.119815033829383, 46.22347317572538], [6.119870101729723, 46.22350828624197], [6.119879188812576, 46.22351361061224], [6.120071838598369, 46.22367649180466], [6.120240651868609, 46.223793390054986], [6.12076757041847, 46.22415824953827], [6.121754722469281, 46.22484034510883], [6.122090918923164, 46.22514774094702], [6.1219723452063, 46.22525173823839], [6.121671120357454, 46.22550472496051], [6.121291525642989, 46.225844650802266], [6.121264734014548, 46.22587503546301], [6.121239300429162, 46.22590768518922], [6.121220853910327, 46.22594086630764], [6.121210422157826, 46.225975499502155], [6.121214590890292, 46.22601156267817], [6.121225003835081, 46.22604671807638], [6.121244272910329, 46.2260801684675], [6.121316709328364, 46.22615990756319], [6.121435707892678, 46.2262910583713], [6.121888033460128, 46.22670716069518], [6.121980308698755, 46.22675517386302], [6.122060847178507, 46.226736491129735], [6.122133406696537, 46.226696131759184], [6.122731532446687, 46.22636530976296], [6.1230606441469355, 46.22617913218127], [6.123250733786689, 46.22608587277812], [6.123468770417901, 46.226011922119746], [6.123557985723949, 46.2259806538448], [6.123839026799586, 46.22587538067912], [6.12452398752315, 46.22652586948016], [6.124873621017343, 46.22635872907212], [6.125158607317045, 46.22662884814858], [6.125201542579699, 46.226669563807214], [6.125387061358113, 46.2268427350496], [6.125331934788127, 46.22687255705742], [6.125493753357899, 46.22711462031639], [6.125780727020342, 46.22734835951978], [6.126170453978015, 46.227103480593925], [6.126783110583752, 46.22762659145317], [6.126977277258321, 46.227791988239964], [6.127686442204647, 46.22735306455255], [6.12861114820204, 46.227978754674105], [6.128719659136444, 46.22805646040461], [6.130178274951892, 46.227029256304704], [6.128475474578159, 46.22585493571655], [6.128114414252344, 46.22612029019671], [6.127950972302365, 46.22617858141385], [6.1277854708184, 46.22615560675108], [6.127636773117343, 46.22607011884458], [6.12887238889047, 46.225032010520735], [6.129367218157654, 46.22531548491585], [6.130070091651317, 46.22479165149885], [6.131007571909458, 46.22410076142577], [6.131470929609312, 46.224129790576264], [6.132154050212059, 46.22458295478285], [6.1322195669662705, 46.22468852657283], [6.132182850222683, 46.22480317141429], [6.132755371036243, 46.22515014819214], [6.133327460878989, 46.22473787215595], [6.1339259067148735, 46.224312672627285], [6.133838534396479, 46.224239426817064], [6.1335616450447725, 46.22400928872442], [6.133461139669184, 46.223926992859155], [6.133167747922873, 46.22368678437991], [6.133215894950638, 46.22365580728727], [6.132913273002822, 46.22337094791524], [6.132956701862748, 46.223340501146], [6.133246375736602, 46.2231372390861], [6.133578369387882, 46.22290425422817], [6.133751734059128, 46.22278290285957], [6.133836227542506, 46.222723762728336], [6.133508413799031, 46.22244789844831], [6.133462203878806, 46.22240902846176], [6.133149128704138, 46.22214516440842], [6.132963411819662, 46.221989070796866], [6.133092647151534, 46.22187064672422], [6.133002615863049, 46.22180416208505], [6.132809130520946, 46.221661266691754], [6.132527939465565, 46.22145337032872], [6.1324658918917345, 46.221493273057824], [6.132200560624883, 46.22129648159385], [6.132349926169725, 46.221200693573984], [6.132123144906312, 46.221032490275626], [6.132110396659427, 46.22102306693281], [6.132016638165603, 46.2210627102636], [6.131758859566143, 46.221235110319746], [6.131698549236247, 46.22128037688207], [6.131326854565611, 46.221573769065294], [6.131296954400393, 46.22159737235602], [6.130962020969322, 46.221810766274835], [6.130902282121709, 46.22183329498424], [6.130758108212429, 46.221648403233566], [6.130656047614338, 46.221580463742754], [6.1306335669532785, 46.22148367587196], [6.130621367379404, 46.22146061047861], [6.13060827538292, 46.22145309031492], [6.130592320419995, 46.221447120415526], [6.130523120904033, 46.2214254186602], [6.130573125463144, 46.22135061352796], [6.1305821346271205, 46.22133657487885], [6.130675850011305, 46.22119533066239], [6.130256005910155, 46.22085273095232], [6.130435853812477, 46.22074748324535], [6.12957541410085, 46.22013021784972], [6.12998257742178, 46.21977839426781], [6.1295316188643625, 46.219521251982215], [6.129043677497891, 46.21981500653299], [6.128824170579614, 46.22000085348994], [6.128247584208584, 46.2196591168818], [6.1275085543148755, 46.21916875123309], [6.12673180695725, 46.21853390229109], [6.12609916200272, 46.21801354463774], [6.125726615046068, 46.21828928366187], [6.125149156890031, 46.21782957170055], [6.124564601479784, 46.21750841583684], [6.123392909000264, 46.21743988534888], [6.122338010727786, 46.216738965061666], [6.1206238746323045, 46.217768983959026], [6.119725745640853, 46.216991416951736], [6.1217829620786475, 46.215738910438375], [6.12173948482506, 46.215670728575404]]]}}, {\"id\": \"8\", \"type\": \"Feature\", \"properties\": {\"AreaPerRoom\": 25.27799284049284, \"INAEND\": \"nein\", \"OS_UUID\": \"{5DF8DDBE-8D41-42A3-8F30-F9E716E39C75}\", \"PLZ\": 1204, \"RentPerArea\": 44.574250296415975, \"RentPerRoom\": 1117.3373174444603, \"STATUS\": \"real\", \"SurfaceArea\": 88.07142857142857, \"UUID\": \"{FCB46C5D-6DDB-47B4-BC27-AA674D0CB3A9}\", \"ZUSZIFF\": 0, \"ZipCode\": 1204, \"x\": 6.145689822511712, \"y\": 46.202708295777356}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[6.149882480692948, 46.20684167156055], [6.1543369071268765, 46.204406087109675], [6.154829979074138, 46.20388761677938], [6.154615662796335, 46.203385315182935], [6.1543345899531, 46.20326787443851], [6.15424917991516, 46.20304980913591], [6.154332953440174, 46.20291518990989], [6.155219390117905, 46.20273235883263], [6.155153212751576, 46.20257166075528], [6.154630179585022, 46.20242293890976], [6.154337949130759, 46.20173396585996], [6.154642380983079, 46.201391764740144], [6.154517639119049, 46.201096158343866], [6.153988481622829, 46.201210160414725], [6.1536216852278915, 46.20106311373869], [6.153370892276107, 46.20049444748854], [6.153174040261686, 46.200338188250726], [6.153193094512815, 46.200052756663304], [6.152084867129296, 46.19926031601468], [6.151649959424929, 46.199538404022995], [6.15133698694153, 46.19974510664873], [6.151241500101975, 46.19966887563483], [6.15103861252523, 46.19979424292019], [6.150379658200804, 46.1993213327707], [6.150564192161862, 46.19920884748179], [6.149936827138188, 46.19874782023386], [6.150049721516062, 46.19867484112347], [6.150362090659372, 46.19868120674986], [6.1508302000256325, 46.19836940482011], [6.1505755633972585, 46.19819242733076], [6.149849261690869, 46.19868301448071], [6.149848605311746, 46.198683375851445], [6.149649677568854, 46.19853886340892], [6.14866525758099, 46.19845306339169], [6.148388820112856, 46.198487013904746], [6.1482184605137595, 46.19855625714534], [6.147816702901426, 46.19881211871988], [6.147740103365184, 46.198922460898956], [6.14717439395128, 46.198513459361465], [6.14554232278907, 46.19952570953804], [6.1444562571868655, 46.20020349200164], [6.1450167262583655, 46.20073684623907], [6.144311682491659, 46.20107812429446], [6.144191919761681, 46.20108527920155], [6.144068839605751, 46.20105815398989], [6.143967646170153, 46.20098248102303], [6.143631497040784, 46.20072376975089], [6.143358179641415, 46.20090029868508], [6.1431075884813895, 46.20071173572888], [6.143054551476031, 46.20052262509858], [6.143017083868169, 46.1994769792256], [6.142632499185402, 46.19940663297626], [6.142662421074678, 46.19934985584908], [6.142652934296133, 46.198721318355155], [6.142706141913501, 46.19871823189823], [6.142687061509746, 46.198496168903894], [6.142601009781365, 46.198312193822936], [6.142581600140447, 46.19828994659448], [6.142443862543394, 46.19813061367174], [6.142440953332669, 46.19813036432081], [6.142149142115803, 46.19811832007699], [6.142036095178119, 46.198022815006425], [6.1416000221638, 46.19802632208232], [6.141626901854484, 46.19854054809273], [6.141615980633787, 46.198705694312174], [6.1415706525282925, 46.198846162493744], [6.141447342035385, 46.19902944059992], [6.141099402067911, 46.199526202894184], [6.140735744430322, 46.200100399055906], [6.1410266628454, 46.20016496907072], [6.141027216827623, 46.200165101398326], [6.14045342826462, 46.20096967268282], [6.140244453690344, 46.20102743863524], [6.140217205588165, 46.20103990953826], [6.140201759579123, 46.20104647939291], [6.140200047657661, 46.201047089468325], [6.140198236403322, 46.201047518463795], [6.140196416704388, 46.201047758428516], [6.140194460744818, 46.20104773591674], [6.140192653498876, 46.201047454208286], [6.140190863715211, 46.201046983767284], [6.14018932433981, 46.2010463362716], [6.140188033440353, 46.201045592670525], [6.14018677231243, 46.201044687469064], [6.140185889194168, 46.201043687653076], [6.140185127165167, 46.2010425002972], [6.140184779429446, 46.20104132670643], [6.14000038996689, 46.20106843505558], [6.13965738453329, 46.201004261361014], [6.139224235620209, 46.2011327592706], [6.1393141608064346, 46.20127362381831], [6.139368664415036, 46.20125490832992], [6.139439674680661, 46.20143963943301], [6.139264684854484, 46.20159281056077], [6.138820640445584, 46.20157624244845], [6.138604684758314, 46.20149385321198], [6.138504069962904, 46.201572594669685], [6.138162607983589, 46.20157440805566], [6.138157200142278, 46.20162283867974], [6.137639262616235, 46.20160839206448], [6.136780601145053, 46.20155842390128], [6.136801562182385, 46.20137017295368], [6.135025114959015, 46.20134100499925], [6.135013252281325, 46.20140833526411], [6.134906046680717, 46.20232945301328], [6.13529907089111, 46.20237142995401], [6.135261992134166, 46.20261022770351], [6.13525751093515, 46.20262960911857], [6.1351882410407645, 46.2030713636546], [6.135171888124315, 46.20315411664103], [6.134082490940982, 46.20308116531098], [6.133941757171043, 46.20367711754078], [6.133966214682448, 46.203687647778615], [6.134022966750856, 46.2037125865346], [6.134079253184848, 46.20373803269766], [6.134135048077377, 46.20376398596898], [6.1341904235333695, 46.20379014129015], [6.134245294926447, 46.20381678558252], [6.134299675211302, 46.2038439189965], [6.134353551218929, 46.20387155037749], [6.13440689768903, 46.2038996524436], [6.134459714406502, 46.20392823418997], [6.134512001587516, 46.20395728662301], [6.1354622690291984, 46.20449460925539], [6.13607151607959, 46.20483715505025], [6.136692526478892, 46.205109747808606], [6.136698463116525, 46.20511129179655], [6.136704454586073, 46.20511271046109], [6.13671051405701, 46.20511399495736], [6.1367166281444385, 46.205115163124525], [6.136722784324555, 46.20511619682449], [6.136728982382071, 46.20511710505154], [6.136735222316945, 46.205117887805635], [6.136745189870711, 46.20511884852519], [6.136755204468917, 46.205119467906684], [6.136765265680751, 46.2051197639388], [6.136775321904025, 46.20511972702923], [6.136785373138552, 46.205119357178035], [6.136795380521071, 46.205118653936744], [6.136805331097182, 46.20511761715593], [6.137906537122609, 46.204987412221655], [6.138925188356532, 46.20485319570047], [6.1398323120561695, 46.20499060527977], [6.140910482658437, 46.204992863285675], [6.141854532984931, 46.205114945803324], [6.142709142531864, 46.20532714898293], [6.143766599182222, 46.205592307984354], [6.14480922438223, 46.20586746230218], [6.1463596918770085, 46.20623957149851], [6.1477093059186885, 46.2064777377474], [6.149191318806715, 46.20665662740449], [6.149882480692948, 46.20684167156055]]]}}]}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Our intention to show distribution of apt regarding the size of rooms in heatmap\n",
    "## df['AreaPerRoom'] = df['SurfaceArea'] / df['NumRooms']\n",
    "## We realize the biggest biggest apts for their rooms size are located in ZipCode 1206 and 1209\n",
    "alt_AreaPerRoom = alt.Chart(alt_gen).mark_geoshape(\n",
    "    stroke = 'white'\n",
    ").encode(\n",
    "    latitude = 'properties.y:Q',\n",
    "    longitude = 'properties.x:Q',\n",
    "    color = 'properties.AreaPerRoom:Q'\n",
    ").properties(\n",
    "    width = 700,\n",
    "    height = 600\n",
    ")\n",
    "\n",
    "text  = alt.Chart(alt_gen).mark_text(\n",
    "        color = 'black',\n",
    "        fontWeight = 'bold'\n",
    ").encode(\n",
    "    longitude = 'properties.x:Q',\n",
    "    latitude = 'properties.y:Q',\n",
    "    text = 'properties.ZipCode:Q',\n",
    ")\n",
    "chart = alt_AreaPerRoom + text\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "f73164f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#export DataFrame to CSV file\n",
    "df.to_csv(r'/Users/bkhan/switchdrive/2nd semester courses/CIP/scrapings/Homegate scraping/Homegate_stage.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06541d3a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}