From dd02bae00e1fe4e3d3add72be9e661c67e4c908e Mon Sep 17 00:00:00 2001
From: "Vergara Lopez, Leidy Gicela"
 <leidy.gicela.vergara.lopez@uni-hamburg.de>
Date: Thu, 15 Aug 2024 08:42:10 +0000
Subject: [PATCH] Upload New File

---
 Codes/Prediction_of_Market_Count.ipynb | 27841 +++++++++++++++++++++++
 1 file changed, 27841 insertions(+)
 create mode 100644 Codes/Prediction_of_Market_Count.ipynb

diff --git a/Codes/Prediction_of_Market_Count.ipynb b/Codes/Prediction_of_Market_Count.ipynb
new file mode 100644
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--- /dev/null
+++ b/Codes/Prediction_of_Market_Count.ipynb
@@ -0,0 +1,27841 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "id": "8f23f97d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "import numpy as np\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import Lasso\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "from sklearn.linear_model import LassoCV\n",
+    "import pandas as pd\n",
+    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
+    "from sklearn.metrics import classification_report\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "836e96f5",
+   "metadata": {},
+   "source": [
+    "## Input Variable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "id": "8d3ccad1",
+   "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>Anzahl der Einwohner: innen</th>\n",
+       "      <th>Anzahl der Kinder und Jugendlichen unter 18 Jahren</th>\n",
+       "      <th>Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung</th>\n",
+       "      <th>Anzahl älterer Einwohner: innen über 64 Jahren</th>\n",
+       "      <th>Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung</th>\n",
+       "      <th>Anzahl der Haushalte</th>\n",
+       "      <th>Durch-schnittliche Anzahl der Personen je Haushalt</th>\n",
+       "      <th>Fläche in km²</th>\n",
+       "      <th>Einwohner: innen je km²</th>\n",
+       "      <th>Sozial-versicherungs-pflichtig Beschäftigte am Wohnort</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Gesamtbetrag Einkünfte Median - [€]</th>\n",
+       "      <th>market_count</th>\n",
+       "      <th>farms_count</th>\n",
+       "      <th>greencrocers_count</th>\n",
+       "      <th>supermarkets_count</th>\n",
+       "      <th>biosupermarkets_count</th>\n",
+       "      <th>all_restaurants_count</th>\n",
+       "      <th>organic_restaurants_count</th>\n",
+       "      <th>vegan_restaurants_count</th>\n",
+       "      <th>distance_rathaus</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>3182.0</td>\n",
+       "      <td>515.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>316.0</td>\n",
+       "      <td>9.9</td>\n",
+       "      <td>1884.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>2447.0</td>\n",
+       "      <td>1346.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10811.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>129</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>6950.0</td>\n",
+       "      <td>1386.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>644.0</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>3183.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>2865.0</td>\n",
+       "      <td>3087.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57913.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>56</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.005758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>12649.0</td>\n",
+       "      <td>1412.0</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>1919.0</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>8683.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>5592.0</td>\n",
+       "      <td>6350.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24715.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>140</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.001174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>22056.0</td>\n",
+       "      <td>2941.0</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2270.0</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>14772.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>9836.0</td>\n",
+       "      <td>9903.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19399.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.009631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>12318.0</td>\n",
+       "      <td>1420.0</td>\n",
+       "      <td>11.5</td>\n",
+       "      <td>1676.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>7720.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>6758.0</td>\n",
+       "      <td>5424.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27161.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>80</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.008493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>5990.0</td>\n",
+       "      <td>772.0</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>192.0</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>3016.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>3157.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10502.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.013901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>8569.0</td>\n",
+       "      <td>1160.0</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>922.0</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>4413.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>10426.0</td>\n",
+       "      <td>3882.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21584.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.030533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>38720.0</td>\n",
+       "      <td>4645.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>5139.0</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>26038.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>9957.0</td>\n",
+       "      <td>20192.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21932.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.046539</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>38425.0</td>\n",
+       "      <td>6210.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>5709.0</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>22621.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>6515.0</td>\n",
+       "      <td>16617.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18299.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.074461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>71789.0</td>\n",
+       "      <td>14019.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>13092.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>35656.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>4242.0</td>\n",
+       "      <td>27017.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17396.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.098779</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1791.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>545.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>285.0</td>\n",
+       "      <td>636.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10281.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.070190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>9641.0</td>\n",
+       "      <td>1773.0</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>1362.0</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>5276.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>1341.0</td>\n",
+       "      <td>3807.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15460.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.032613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>4288.0</td>\n",
+       "      <td>853.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>398.0</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>2269.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>981.0</td>\n",
+       "      <td>1825.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11004.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.033968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>52961.0</td>\n",
+       "      <td>10902.0</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>7237.0</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>26233.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>1497.0</td>\n",
+       "      <td>20981.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15695.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.028337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>1105.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>890.0</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>11.9</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>577.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8057.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.012635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>11690.0</td>\n",
+       "      <td>1988.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>2335.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>6313.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>397.0</td>\n",
+       "      <td>4885.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23654.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.056412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>29661.0</td>\n",
+       "      <td>4532.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>3902.0</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>18261.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>10913.0</td>\n",
+       "      <td>13080.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.032401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>7889.0</td>\n",
+       "      <td>1088.0</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>821.0</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>5212.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>14384.0</td>\n",
+       "      <td>3623.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23311.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.020458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>26592.0</td>\n",
+       "      <td>4353.0</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>2665.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>15436.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>11990.0</td>\n",
+       "      <td>12268.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23723.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.034237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>35365.0</td>\n",
+       "      <td>5377.0</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>5342.0</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>21745.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>12652.0</td>\n",
+       "      <td>15725.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29432.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.057371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>31311.0</td>\n",
+       "      <td>5582.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>3981.0</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>17297.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>2970.0</td>\n",
+       "      <td>13389.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26092.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.058420</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>11152.0</td>\n",
+       "      <td>2198.0</td>\n",
+       "      <td>19.7</td>\n",
+       "      <td>2300.0</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>5361.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>4704.0</td>\n",
+       "      <td>3702.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41796.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>16590.0</td>\n",
+       "      <td>3447.0</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>3334.0</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>7687.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>2790.0</td>\n",
+       "      <td>5688.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46527.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.074749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>37154.0</td>\n",
+       "      <td>7680.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>6643.0</td>\n",
+       "      <td>17.9</td>\n",
+       "      <td>18208.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>5905.0</td>\n",
+       "      <td>14197.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19769.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.101111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>26148.0</td>\n",
+       "      <td>5200.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>5677.0</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>13243.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>3606.0</td>\n",
+       "      <td>9323.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22884.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.126671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>7055.0</td>\n",
+       "      <td>1354.0</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>1838.0</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>3502.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>1611.0</td>\n",
+       "      <td>1909.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45730.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.127249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>13733.0</td>\n",
+       "      <td>2535.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>3725.0</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>6963.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>1775.0</td>\n",
+       "      <td>3933.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42805.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.166258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>11569.0</td>\n",
+       "      <td>2149.0</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>2834.0</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>5783.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>4333.0</td>\n",
+       "      <td>4209.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27762.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.157554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>9418.0</td>\n",
+       "      <td>1830.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>4558.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>1642.0</td>\n",
+       "      <td>3304.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28262.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.175306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>16397.0</td>\n",
+       "      <td>3183.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>4660.0</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>8132.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>982.0</td>\n",
+       "      <td>5019.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32239.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.201619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>57875.0</td>\n",
+       "      <td>7335.0</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>7565.0</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>38788.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>17943.0</td>\n",
+       "      <td>29058.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29879.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>91</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.025682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>17153.0</td>\n",
+       "      <td>2288.0</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2779.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>10983.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>6271.0</td>\n",
+       "      <td>6895.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34708.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>78</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.007603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>17994.0</td>\n",
+       "      <td>2717.0</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>3734.0</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>10816.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>8775.0</td>\n",
+       "      <td>6481.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40032.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.022310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>13597.0</td>\n",
+       "      <td>1706.0</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>1899.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>8991.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>18897.0</td>\n",
+       "      <td>6816.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31812.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.032513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>31317.0</td>\n",
+       "      <td>5497.0</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>5928.0</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>16495.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>4.9</td>\n",
+       "      <td>6396.0</td>\n",
+       "      <td>13090.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29006.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.042816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>42184.0</td>\n",
+       "      <td>6861.0</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>10560.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>22593.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>3397.0</td>\n",
+       "      <td>16250.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28831.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.059964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>30690.0</td>\n",
+       "      <td>5920.0</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>6193.0</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>14920.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>3429.0</td>\n",
+       "      <td>12262.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26703.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092944</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>36098.0</td>\n",
+       "      <td>6728.0</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>7208.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>18415.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>4139.0</td>\n",
+       "      <td>14311.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23550.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.079879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>27993.0</td>\n",
+       "      <td>4363.0</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>4992.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>15631.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>4597.0</td>\n",
+       "      <td>12295.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25240.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.054299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>9782.0</td>\n",
+       "      <td>1248.0</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>1671.0</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>6343.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>17298.0</td>\n",
+       "      <td>4573.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34494.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.032525</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>24639.0</td>\n",
+       "      <td>3344.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4558.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>15487.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>9231.0</td>\n",
+       "      <td>11214.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35967.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.033806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>10812.0</td>\n",
+       "      <td>2051.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1869.0</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>5313.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>2713.0</td>\n",
+       "      <td>4113.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26893.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.051516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>15136.0</td>\n",
+       "      <td>2435.0</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2954.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>8076.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>4797.0</td>\n",
+       "      <td>6167.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31064.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.050194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>58052.0</td>\n",
+       "      <td>7685.0</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>8281.0</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>36385.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>7654.0</td>\n",
+       "      <td>28280.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32722.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.027449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>18936.0</td>\n",
+       "      <td>2567.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>3444.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>11789.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>8684.0</td>\n",
+       "      <td>8535.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36176.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>10041.0</td>\n",
+       "      <td>1274.0</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1493.0</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>6371.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>8695.0</td>\n",
+       "      <td>4815.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27159.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>36452.0</td>\n",
+       "      <td>4077.0</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>5020.0</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>24593.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>11790.0</td>\n",
+       "      <td>19155.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26379.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.037857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>17149.0</td>\n",
+       "      <td>1951.0</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>2249.0</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>11926.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>13990.0</td>\n",
+       "      <td>8539.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18554.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>43222.0</td>\n",
+       "      <td>4797.0</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>5513.0</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>29609.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>11223.0</td>\n",
+       "      <td>23076.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24237.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>43</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.053815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>3011.0</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>2829.0</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>9534.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>2451.0</td>\n",
+       "      <td>7340.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28517.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069698</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>13603.0</td>\n",
+       "      <td>2407.0</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>2514.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7292.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>1750.0</td>\n",
+       "      <td>5779.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28332.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.067316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>47192.0</td>\n",
+       "      <td>8574.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8807.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>23897.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>3530.0</td>\n",
+       "      <td>19476.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23465.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.087641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>22701.0</td>\n",
+       "      <td>2785.0</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>3220.0</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>14768.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>12962.0</td>\n",
+       "      <td>11763.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25845.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.042740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>38201.0</td>\n",
+       "      <td>5508.0</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>6503.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>22579.0</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>6427.0</td>\n",
+       "      <td>17622.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23119.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>13618.0</td>\n",
+       "      <td>2211.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>2632.0</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>7221.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>4238.0</td>\n",
+       "      <td>5633.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31948.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.070500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>28843.0</td>\n",
+       "      <td>5834.0</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>4947.0</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>13826.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5779.0</td>\n",
+       "      <td>10268.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17978.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.114102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>15378.0</td>\n",
+       "      <td>2670.0</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>2660.0</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>8479.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>3902.0</td>\n",
+       "      <td>6627.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24910.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.113270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>37219.0</td>\n",
+       "      <td>6952.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>7163.0</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>18992.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>4524.0</td>\n",
+       "      <td>15199.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25453.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.115351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>52980.0</td>\n",
+       "      <td>8207.0</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>11262.0</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>30206.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>5263.0</td>\n",
+       "      <td>22469.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23738.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.078234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>19667.0</td>\n",
+       "      <td>4039.0</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>3812.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>9829.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>7872.0</td>\n",
+       "      <td>7035.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17902.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.076184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>11130.0</td>\n",
+       "      <td>2114.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2975.0</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>5376.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>4.1</td>\n",
+       "      <td>2724.0</td>\n",
+       "      <td>3622.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40692.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.104052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>24355.0</td>\n",
+       "      <td>4737.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>6343.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>11432.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>2912.0</td>\n",
+       "      <td>8327.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36962.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.138571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>24349.0</td>\n",
+       "      <td>4213.0</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>7677.0</td>\n",
+       "      <td>31.5</td>\n",
+       "      <td>11549.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>3004.0</td>\n",
+       "      <td>7956.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30605.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.115019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>18709.0</td>\n",
+       "      <td>3487.0</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>4504.0</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>9026.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>9.1</td>\n",
+       "      <td>2060.0</td>\n",
+       "      <td>6854.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25099.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.093009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>7070.0</td>\n",
+       "      <td>1452.0</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>1578.0</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>3124.0</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>884.0</td>\n",
+       "      <td>2409.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43877.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.150325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>5982.0</td>\n",
+       "      <td>1222.0</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>2602.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>882.0</td>\n",
+       "      <td>2150.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38567.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.165180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>4804.0</td>\n",
+       "      <td>1011.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>1066.0</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>2161.0</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>278.0</td>\n",
+       "      <td>1513.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>47709.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.187746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>10767.0</td>\n",
+       "      <td>2280.0</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>2367.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>4864.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1530.0</td>\n",
+       "      <td>3765.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33078.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.162447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>20814.0</td>\n",
+       "      <td>4043.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5673.0</td>\n",
+       "      <td>27.3</td>\n",
+       "      <td>9592.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>11.6</td>\n",
+       "      <td>1798.0</td>\n",
+       "      <td>6435.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37035.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.173788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>96499.0</td>\n",
+       "      <td>17822.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>20142.0</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>47829.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>26.6</td>\n",
+       "      <td>3632.0</td>\n",
+       "      <td>36647.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24401.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.142393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>41179.0</td>\n",
+       "      <td>6821.0</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>9221.0</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>21718.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>3157.0</td>\n",
+       "      <td>16842.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22256.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.133733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>36757.0</td>\n",
+       "      <td>6532.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>7403.0</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>19021.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>3548.0</td>\n",
+       "      <td>14838.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25286.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.188450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>4143.0</td>\n",
+       "      <td>867.0</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>644.0</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>1725.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>1671.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30011.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.219108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>2341.0</td>\n",
+       "      <td>446.0</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>467.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>1057.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>975.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31455.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.277313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>3720.0</td>\n",
+       "      <td>632.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>813.0</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>1765.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>1510.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30104.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.192131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>10311.0</td>\n",
+       "      <td>1909.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2099.0</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4708.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>4433.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29550.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.161137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>3030.0</td>\n",
+       "      <td>612.0</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>509.0</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>1411.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>1336.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28649.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.106092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>540.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>127.0</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27596.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.130425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>1421.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>15.4</td>\n",
+       "      <td>299.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>586.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29205.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.112418</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>3790.0</td>\n",
+       "      <td>866.0</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>788.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>1101.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21857.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.107113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>1177.0</td>\n",
+       "      <td>188.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>581.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>269.0</td>\n",
+       "      <td>467.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26612.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.076610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>573.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>272.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>187.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30381.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.086622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>551.0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>129.0</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>274.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>161.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27451.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.078993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>23368.0</td>\n",
+       "      <td>5256.0</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>2871.0</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>9891.0</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>5558.0</td>\n",
+       "      <td>10012.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22775.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.145814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>27957.0</td>\n",
+       "      <td>4497.0</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2832.0</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>15605.0</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>7006.0</td>\n",
+       "      <td>11972.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15550.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.075487</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>1829.0</td>\n",
+       "      <td>449.0</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>261.0</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>711.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>626.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25627.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.077617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>17671.0</td>\n",
+       "      <td>3255.0</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>3184.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>9523.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>5163.0</td>\n",
+       "      <td>7355.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20679.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.095632</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>3417.0</td>\n",
+       "      <td>662.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>1558.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>1520.0</td>\n",
+       "      <td>1333.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29011.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.101576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>4013.0</td>\n",
+       "      <td>679.0</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>975.0</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>2015.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>5057.0</td>\n",
+       "      <td>1570.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26808.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.113559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>4292.0</td>\n",
+       "      <td>1047.0</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>639.0</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>1759.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>1706.0</td>\n",
+       "      <td>1648.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27015.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.120415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>8988.0</td>\n",
+       "      <td>1486.0</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>2361.0</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>4610.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>1538.0</td>\n",
+       "      <td>3319.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26643.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.109096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>25283.0</td>\n",
+       "      <td>4476.0</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>4909.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>13314.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>3032.0</td>\n",
+       "      <td>10376.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23644.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>22591.0</td>\n",
+       "      <td>3992.0</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>3389.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>12344.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>1737.0</td>\n",
+       "      <td>9881.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21622.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.072954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>706.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>396.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25536.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.060658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>16868.0</td>\n",
+       "      <td>3196.0</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>3554.0</td>\n",
+       "      <td>21.1</td>\n",
+       "      <td>7829.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>1715.0</td>\n",
+       "      <td>6492.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21355.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.104116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>33963.0</td>\n",
+       "      <td>7480.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>6318.0</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>15602.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>1508.0</td>\n",
+       "      <td>12746.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22492.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.130211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>736.0</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>133.0</td>\n",
+       "      <td>18.1</td>\n",
+       "      <td>374.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26568.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.114626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>5245.0</td>\n",
+       "      <td>1251.0</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>748.0</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>2337.0</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>1957.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22909.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.162791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>810.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>154.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22852.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.200686</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 38 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Anzahl der Einwohner: innen  \\\n",
+       "Unnamed: 0                                                       \n",
+       "Hamburg-Altstadt                                        3182.0   \n",
+       "HafenCity                                               6950.0   \n",
+       "Neustadt                                               12649.0   \n",
+       "St. Pauli                                              22056.0   \n",
+       "St. Georg                                              12318.0   \n",
+       "Hammerbrook                                             5990.0   \n",
+       "Borgfelde                                               8569.0   \n",
+       "Hamm                                                   38720.0   \n",
+       "Horn                                                   38425.0   \n",
+       "Billstedt                                              71789.0   \n",
+       "Billbrook                                               1791.0   \n",
+       "Rothenburgsort                                          9641.0   \n",
+       "Veddel                                                  4288.0   \n",
+       "Wilhelmsburg                                           52961.0   \n",
+       "Kleiner Grasbrook und Steinwerder                       1105.0   \n",
+       "Waltershof und Finkenwerder                            11690.0   \n",
+       "Altona-Altstadt                                        29661.0   \n",
+       "Sternschanze                                            7889.0   \n",
+       "Altona-Nord                                            26592.0   \n",
+       "Ottensen                                               35365.0   \n",
+       "Bahrenfeld                                             31311.0   \n",
+       "Groß Flottbek                                          11152.0   \n",
+       "Othmarschen                                            16590.0   \n",
+       "Lurup                                                  37154.0   \n",
+       "Osdorf                                                 26148.0   \n",
+       "Nienstedten                                             7055.0   \n",
+       "Blankenese                                             13733.0   \n",
+       "Iserbrook                                              11569.0   \n",
+       "Sülldorf                                                9418.0   \n",
+       "Rissen                                                 16397.0   \n",
+       "Eimsbüttel                                             57875.0   \n",
+       "Rotherbaum                                             17153.0   \n",
+       "Harvestehude                                           17994.0   \n",
+       "Hoheluft-West                                          13597.0   \n",
+       "Lokstedt                                               31317.0   \n",
+       "Niendorf                                               42184.0   \n",
+       "Schnelsen                                              30690.0   \n",
+       "Eidelstedt                                             36098.0   \n",
+       "Stellingen                                             27993.0   \n",
+       "Hoheluft-Ost                                            9782.0   \n",
+       "Eppendorf                                              24639.0   \n",
+       "Groß Borstel                                           10812.0   \n",
+       "Alsterdorf                                             15136.0   \n",
+       "Winterhude                                             58052.0   \n",
+       "Uhlenhorst                                             18936.0   \n",
+       "Hohenfelde                                             10041.0   \n",
+       "Barmbek-Süd                                            36452.0   \n",
+       "Dulsberg                                               17149.0   \n",
+       "Barmbek-Nord                                           43222.0   \n",
+       "Ohlsdorf                                               17548.0   \n",
+       "Fuhlsbüttel                                            13603.0   \n",
+       "Langenhorn                                             47192.0   \n",
+       "Eilbek                                                 22701.0   \n",
+       "Wandsbek                                               38201.0   \n",
+       "Marienthal                                             13618.0   \n",
+       "Jenfeld                                                28843.0   \n",
+       "Tonndorf                                               15378.0   \n",
+       "Farmsen-Berne                                          37219.0   \n",
+       "Bramfeld                                               52980.0   \n",
+       "Steilshoop                                             19667.0   \n",
+       "Wellingsbüttel                                         11130.0   \n",
+       "Sasel                                                  24355.0   \n",
+       "Poppenbüttel                                           24349.0   \n",
+       "Hummelsbüttel                                          18709.0   \n",
+       "Lemsahl-Mellingstedt                                    7070.0   \n",
+       "Duvenstedt                                              5982.0   \n",
+       "Wohldorf-Ohlstedt                                       4804.0   \n",
+       "Bergstedt                                              10767.0   \n",
+       "Volksdorf                                              20814.0   \n",
+       "Rahlstedt                                              96499.0   \n",
+       "Lohbrügge                                              41179.0   \n",
+       "Bergedorf                                              36757.0   \n",
+       "Curslack                                                4143.0   \n",
+       "Altengamme                                              2341.0   \n",
+       "Neuengamme                                              3720.0   \n",
+       "Kirchwerder                                            10311.0   \n",
+       "Ochsenwerder                                            3030.0   \n",
+       "Reitbrook                                                540.0   \n",
+       "Allermöhe                                               1421.0   \n",
+       "Billwerder                                              3790.0   \n",
+       "Moorfleet                                               1177.0   \n",
+       "Tatenberg                                                573.0   \n",
+       "Spadenland                                               551.0   \n",
+       "Neuallermöhe                                           23368.0   \n",
+       "Harburg                                                27957.0   \n",
+       "Neuland und Gut Moor                                    1829.0   \n",
+       "Wilstorf                                               17671.0   \n",
+       "Rönneburg                                               3417.0   \n",
+       "Langenbek                                               4013.0   \n",
+       "Sinstorf                                                4292.0   \n",
+       "Marmstorf                                               8988.0   \n",
+       "Eißendorf                                              25283.0   \n",
+       "Heimfeld                                               22591.0   \n",
+       "Moorburg und Altenwerder                                 706.0   \n",
+       "Hausbruch                                              16868.0   \n",
+       "Neugraben-Fischbek                                     33963.0   \n",
+       "Francop                                                  736.0   \n",
+       "Neuenfelde                                              5245.0   \n",
+       "Cranz                                                    810.0   \n",
+       "\n",
+       "                                   Anzahl der Kinder und Jugendlichen unter 18 Jahren  \\\n",
+       "Unnamed: 0                                                                              \n",
+       "Hamburg-Altstadt                                                               515.0    \n",
+       "HafenCity                                                                     1386.0    \n",
+       "Neustadt                                                                      1412.0    \n",
+       "St. Pauli                                                                     2941.0    \n",
+       "St. Georg                                                                     1420.0    \n",
+       "Hammerbrook                                                                    772.0    \n",
+       "Borgfelde                                                                     1160.0    \n",
+       "Hamm                                                                          4645.0    \n",
+       "Horn                                                                          6210.0    \n",
+       "Billstedt                                                                    14019.0    \n",
+       "Billbrook                                                                      602.0    \n",
+       "Rothenburgsort                                                                1773.0    \n",
+       "Veddel                                                                         853.0    \n",
+       "Wilhelmsburg                                                                 10902.0    \n",
+       "Kleiner Grasbrook und Steinwerder                                               62.0    \n",
+       "Waltershof und Finkenwerder                                                   1988.0    \n",
+       "Altona-Altstadt                                                               4532.0    \n",
+       "Sternschanze                                                                  1088.0    \n",
+       "Altona-Nord                                                                   4353.0    \n",
+       "Ottensen                                                                      5377.0    \n",
+       "Bahrenfeld                                                                    5582.0    \n",
+       "Groß Flottbek                                                                 2198.0    \n",
+       "Othmarschen                                                                   3447.0    \n",
+       "Lurup                                                                         7680.0    \n",
+       "Osdorf                                                                        5200.0    \n",
+       "Nienstedten                                                                   1354.0    \n",
+       "Blankenese                                                                    2535.0    \n",
+       "Iserbrook                                                                     2149.0    \n",
+       "Sülldorf                                                                      1830.0    \n",
+       "Rissen                                                                        3183.0    \n",
+       "Eimsbüttel                                                                    7335.0    \n",
+       "Rotherbaum                                                                    2288.0    \n",
+       "Harvestehude                                                                  2717.0    \n",
+       "Hoheluft-West                                                                 1706.0    \n",
+       "Lokstedt                                                                      5497.0    \n",
+       "Niendorf                                                                      6861.0    \n",
+       "Schnelsen                                                                     5920.0    \n",
+       "Eidelstedt                                                                    6728.0    \n",
+       "Stellingen                                                                    4363.0    \n",
+       "Hoheluft-Ost                                                                  1248.0    \n",
+       "Eppendorf                                                                     3344.0    \n",
+       "Groß Borstel                                                                  2051.0    \n",
+       "Alsterdorf                                                                    2435.0    \n",
+       "Winterhude                                                                    7685.0    \n",
+       "Uhlenhorst                                                                    2567.0    \n",
+       "Hohenfelde                                                                    1274.0    \n",
+       "Barmbek-Süd                                                                   4077.0    \n",
+       "Dulsberg                                                                      1951.0    \n",
+       "Barmbek-Nord                                                                  4797.0    \n",
+       "Ohlsdorf                                                                      3011.0    \n",
+       "Fuhlsbüttel                                                                   2407.0    \n",
+       "Langenhorn                                                                    8574.0    \n",
+       "Eilbek                                                                        2785.0    \n",
+       "Wandsbek                                                                      5508.0    \n",
+       "Marienthal                                                                    2211.0    \n",
+       "Jenfeld                                                                       5834.0    \n",
+       "Tonndorf                                                                      2670.0    \n",
+       "Farmsen-Berne                                                                 6952.0    \n",
+       "Bramfeld                                                                      8207.0    \n",
+       "Steilshoop                                                                    4039.0    \n",
+       "Wellingsbüttel                                                                2114.0    \n",
+       "Sasel                                                                         4737.0    \n",
+       "Poppenbüttel                                                                  4213.0    \n",
+       "Hummelsbüttel                                                                 3487.0    \n",
+       "Lemsahl-Mellingstedt                                                          1452.0    \n",
+       "Duvenstedt                                                                    1222.0    \n",
+       "Wohldorf-Ohlstedt                                                             1011.0    \n",
+       "Bergstedt                                                                     2280.0    \n",
+       "Volksdorf                                                                     4043.0    \n",
+       "Rahlstedt                                                                    17822.0    \n",
+       "Lohbrügge                                                                     6821.0    \n",
+       "Bergedorf                                                                     6532.0    \n",
+       "Curslack                                                                       867.0    \n",
+       "Altengamme                                                                     446.0    \n",
+       "Neuengamme                                                                     632.0    \n",
+       "Kirchwerder                                                                   1909.0    \n",
+       "Ochsenwerder                                                                   612.0    \n",
+       "Reitbrook                                                                       90.0    \n",
+       "Allermöhe                                                                      219.0    \n",
+       "Billwerder                                                                     866.0    \n",
+       "Moorfleet                                                                      188.0    \n",
+       "Tatenberg                                                                       94.0    \n",
+       "Spadenland                                                                      77.0    \n",
+       "Neuallermöhe                                                                  5256.0    \n",
+       "Harburg                                                                       4497.0    \n",
+       "Neuland und Gut Moor                                                           449.0    \n",
+       "Wilstorf                                                                      3255.0    \n",
+       "Rönneburg                                                                      662.0    \n",
+       "Langenbek                                                                      679.0    \n",
+       "Sinstorf                                                                      1047.0    \n",
+       "Marmstorf                                                                     1486.0    \n",
+       "Eißendorf                                                                     4476.0    \n",
+       "Heimfeld                                                                      3992.0    \n",
+       "Moorburg und Altenwerder                                                       130.0    \n",
+       "Hausbruch                                                                     3196.0    \n",
+       "Neugraben-Fischbek                                                            7480.0    \n",
+       "Francop                                                                        119.0    \n",
+       "Neuenfelde                                                                    1251.0    \n",
+       "Cranz                                                                          130.0    \n",
+       "\n",
+       "                                   Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung  \\\n",
+       "Unnamed: 0                                                                                                    \n",
+       "Hamburg-Altstadt                                                                16.2                          \n",
+       "HafenCity                                                                       19.9                          \n",
+       "Neustadt                                                                        11.2                          \n",
+       "St. Pauli                                                                       13.3                          \n",
+       "St. Georg                                                                       11.5                          \n",
+       "Hammerbrook                                                                     12.9                          \n",
+       "Borgfelde                                                                       13.5                          \n",
+       "Hamm                                                                            12.0                          \n",
+       "Horn                                                                            16.2                          \n",
+       "Billstedt                                                                       19.5                          \n",
+       "Billbrook                                                                       33.6                          \n",
+       "Rothenburgsort                                                                  18.4                          \n",
+       "Veddel                                                                          19.9                          \n",
+       "Wilhelmsburg                                                                    20.6                          \n",
+       "Kleiner Grasbrook und Steinwerder                                                5.6                          \n",
+       "Waltershof und Finkenwerder                                                     17.0                          \n",
+       "Altona-Altstadt                                                                 15.3                          \n",
+       "Sternschanze                                                                    13.8                          \n",
+       "Altona-Nord                                                                     16.4                          \n",
+       "Ottensen                                                                        15.2                          \n",
+       "Bahrenfeld                                                                      17.8                          \n",
+       "Groß Flottbek                                                                   19.7                          \n",
+       "Othmarschen                                                                     20.8                          \n",
+       "Lurup                                                                           20.7                          \n",
+       "Osdorf                                                                          19.9                          \n",
+       "Nienstedten                                                                     19.2                          \n",
+       "Blankenese                                                                      18.5                          \n",
+       "Iserbrook                                                                       18.6                          \n",
+       "Sülldorf                                                                        19.4                          \n",
+       "Rissen                                                                          19.4                          \n",
+       "Eimsbüttel                                                                      12.7                          \n",
+       "Rotherbaum                                                                      13.3                          \n",
+       "Harvestehude                                                                    15.1                          \n",
+       "Hoheluft-West                                                                   12.5                          \n",
+       "Lokstedt                                                                        17.6                          \n",
+       "Niendorf                                                                        16.3                          \n",
+       "Schnelsen                                                                       19.3                          \n",
+       "Eidelstedt                                                                      18.6                          \n",
+       "Stellingen                                                                      15.6                          \n",
+       "Hoheluft-Ost                                                                    12.8                          \n",
+       "Eppendorf                                                                       13.6                          \n",
+       "Groß Borstel                                                                    19.0                          \n",
+       "Alsterdorf                                                                      16.1                          \n",
+       "Winterhude                                                                      13.2                          \n",
+       "Uhlenhorst                                                                      13.6                          \n",
+       "Hohenfelde                                                                      12.7                          \n",
+       "Barmbek-Süd                                                                     11.2                          \n",
+       "Dulsberg                                                                        11.4                          \n",
+       "Barmbek-Nord                                                                    11.1                          \n",
+       "Ohlsdorf                                                                        17.2                          \n",
+       "Fuhlsbüttel                                                                     17.7                          \n",
+       "Langenhorn                                                                      18.2                          \n",
+       "Eilbek                                                                          12.3                          \n",
+       "Wandsbek                                                                        14.4                          \n",
+       "Marienthal                                                                      16.2                          \n",
+       "Jenfeld                                                                         20.2                          \n",
+       "Tonndorf                                                                        17.4                          \n",
+       "Farmsen-Berne                                                                   18.7                          \n",
+       "Bramfeld                                                                        15.5                          \n",
+       "Steilshoop                                                                      20.5                          \n",
+       "Wellingsbüttel                                                                  19.0                          \n",
+       "Sasel                                                                           19.4                          \n",
+       "Poppenbüttel                                                                    17.3                          \n",
+       "Hummelsbüttel                                                                   18.6                          \n",
+       "Lemsahl-Mellingstedt                                                            20.5                          \n",
+       "Duvenstedt                                                                      20.4                          \n",
+       "Wohldorf-Ohlstedt                                                               21.0                          \n",
+       "Bergstedt                                                                       21.2                          \n",
+       "Volksdorf                                                                       19.4                          \n",
+       "Rahlstedt                                                                       18.5                          \n",
+       "Lohbrügge                                                                       16.6                          \n",
+       "Bergedorf                                                                       17.8                          \n",
+       "Curslack                                                                        20.9                          \n",
+       "Altengamme                                                                      19.1                          \n",
+       "Neuengamme                                                                      17.0                          \n",
+       "Kirchwerder                                                                     18.5                          \n",
+       "Ochsenwerder                                                                    20.2                          \n",
+       "Reitbrook                                                                       16.7                          \n",
+       "Allermöhe                                                                       15.4                          \n",
+       "Billwerder                                                                      22.8                          \n",
+       "Moorfleet                                                                       16.0                          \n",
+       "Tatenberg                                                                       16.4                          \n",
+       "Spadenland                                                                      14.0                          \n",
+       "Neuallermöhe                                                                    22.5                          \n",
+       "Harburg                                                                         16.1                          \n",
+       "Neuland und Gut Moor                                                            24.5                          \n",
+       "Wilstorf                                                                        18.4                          \n",
+       "Rönneburg                                                                       19.4                          \n",
+       "Langenbek                                                                       16.9                          \n",
+       "Sinstorf                                                                        24.4                          \n",
+       "Marmstorf                                                                       16.5                          \n",
+       "Eißendorf                                                                       17.7                          \n",
+       "Heimfeld                                                                        17.7                          \n",
+       "Moorburg und Altenwerder                                                        18.4                          \n",
+       "Hausbruch                                                                       18.9                          \n",
+       "Neugraben-Fischbek                                                              22.0                          \n",
+       "Francop                                                                         16.2                          \n",
+       "Neuenfelde                                                                      23.9                          \n",
+       "Cranz                                                                           16.0                          \n",
+       "\n",
+       "                                   Anzahl älterer Einwohner: innen über 64 Jahren  \\\n",
+       "Unnamed: 0                                                                          \n",
+       "Hamburg-Altstadt                                                            316.0   \n",
+       "HafenCity                                                                   644.0   \n",
+       "Neustadt                                                                   1919.0   \n",
+       "St. Pauli                                                                  2270.0   \n",
+       "St. Georg                                                                  1676.0   \n",
+       "Hammerbrook                                                                 192.0   \n",
+       "Borgfelde                                                                   922.0   \n",
+       "Hamm                                                                       5139.0   \n",
+       "Horn                                                                       5709.0   \n",
+       "Billstedt                                                                 13092.0   \n",
+       "Billbrook                                                                    94.0   \n",
+       "Rothenburgsort                                                             1362.0   \n",
+       "Veddel                                                                      398.0   \n",
+       "Wilhelmsburg                                                               7237.0   \n",
+       "Kleiner Grasbrook und Steinwerder                                            57.0   \n",
+       "Waltershof und Finkenwerder                                                2335.0   \n",
+       "Altona-Altstadt                                                            3902.0   \n",
+       "Sternschanze                                                                821.0   \n",
+       "Altona-Nord                                                                2665.0   \n",
+       "Ottensen                                                                   5342.0   \n",
+       "Bahrenfeld                                                                 3981.0   \n",
+       "Groß Flottbek                                                              2300.0   \n",
+       "Othmarschen                                                                3334.0   \n",
+       "Lurup                                                                      6643.0   \n",
+       "Osdorf                                                                     5677.0   \n",
+       "Nienstedten                                                                1838.0   \n",
+       "Blankenese                                                                 3725.0   \n",
+       "Iserbrook                                                                  2834.0   \n",
+       "Sülldorf                                                                   1995.0   \n",
+       "Rissen                                                                     4660.0   \n",
+       "Eimsbüttel                                                                 7565.0   \n",
+       "Rotherbaum                                                                 2779.0   \n",
+       "Harvestehude                                                               3734.0   \n",
+       "Hoheluft-West                                                              1899.0   \n",
+       "Lokstedt                                                                   5928.0   \n",
+       "Niendorf                                                                  10560.0   \n",
+       "Schnelsen                                                                  6193.0   \n",
+       "Eidelstedt                                                                 7208.0   \n",
+       "Stellingen                                                                 4992.0   \n",
+       "Hoheluft-Ost                                                               1671.0   \n",
+       "Eppendorf                                                                  4558.0   \n",
+       "Groß Borstel                                                               1869.0   \n",
+       "Alsterdorf                                                                 2954.0   \n",
+       "Winterhude                                                                 8281.0   \n",
+       "Uhlenhorst                                                                 3444.0   \n",
+       "Hohenfelde                                                                 1493.0   \n",
+       "Barmbek-Süd                                                                5020.0   \n",
+       "Dulsberg                                                                   2249.0   \n",
+       "Barmbek-Nord                                                               5513.0   \n",
+       "Ohlsdorf                                                                   2829.0   \n",
+       "Fuhlsbüttel                                                                2514.0   \n",
+       "Langenhorn                                                                 8807.0   \n",
+       "Eilbek                                                                     3220.0   \n",
+       "Wandsbek                                                                   6503.0   \n",
+       "Marienthal                                                                 2632.0   \n",
+       "Jenfeld                                                                    4947.0   \n",
+       "Tonndorf                                                                   2660.0   \n",
+       "Farmsen-Berne                                                              7163.0   \n",
+       "Bramfeld                                                                  11262.0   \n",
+       "Steilshoop                                                                 3812.0   \n",
+       "Wellingsbüttel                                                             2975.0   \n",
+       "Sasel                                                                      6343.0   \n",
+       "Poppenbüttel                                                               7677.0   \n",
+       "Hummelsbüttel                                                              4504.0   \n",
+       "Lemsahl-Mellingstedt                                                       1578.0   \n",
+       "Duvenstedt                                                                 1189.0   \n",
+       "Wohldorf-Ohlstedt                                                          1066.0   \n",
+       "Bergstedt                                                                  2367.0   \n",
+       "Volksdorf                                                                  5673.0   \n",
+       "Rahlstedt                                                                 20142.0   \n",
+       "Lohbrügge                                                                  9221.0   \n",
+       "Bergedorf                                                                  7403.0   \n",
+       "Curslack                                                                    644.0   \n",
+       "Altengamme                                                                  467.0   \n",
+       "Neuengamme                                                                  813.0   \n",
+       "Kirchwerder                                                                2099.0   \n",
+       "Ochsenwerder                                                                509.0   \n",
+       "Reitbrook                                                                   127.0   \n",
+       "Allermöhe                                                                   299.0   \n",
+       "Billwerder                                                                  317.0   \n",
+       "Moorfleet                                                                   200.0   \n",
+       "Tatenberg                                                                   114.0   \n",
+       "Spadenland                                                                  129.0   \n",
+       "Neuallermöhe                                                               2871.0   \n",
+       "Harburg                                                                    2832.0   \n",
+       "Neuland und Gut Moor                                                        261.0   \n",
+       "Wilstorf                                                                   3184.0   \n",
+       "Rönneburg                                                                   630.0   \n",
+       "Langenbek                                                                   975.0   \n",
+       "Sinstorf                                                                    639.0   \n",
+       "Marmstorf                                                                  2361.0   \n",
+       "Eißendorf                                                                  4909.0   \n",
+       "Heimfeld                                                                   3389.0   \n",
+       "Moorburg und Altenwerder                                                    120.0   \n",
+       "Hausbruch                                                                  3554.0   \n",
+       "Neugraben-Fischbek                                                         6318.0   \n",
+       "Francop                                                                     133.0   \n",
+       "Neuenfelde                                                                  748.0   \n",
+       "Cranz                                                                       154.0   \n",
+       "\n",
+       "                                   Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung  \\\n",
+       "Unnamed: 0                                                                                                    \n",
+       "Hamburg-Altstadt                                                                 9.9                          \n",
+       "HafenCity                                                                        9.3                          \n",
+       "Neustadt                                                                        15.2                          \n",
+       "St. Pauli                                                                       10.3                          \n",
+       "St. Georg                                                                       13.6                          \n",
+       "Hammerbrook                                                                      3.2                          \n",
+       "Borgfelde                                                                       10.8                          \n",
+       "Hamm                                                                            13.3                          \n",
+       "Horn                                                                            14.9                          \n",
+       "Billstedt                                                                       18.2                          \n",
+       "Billbrook                                                                        5.2                          \n",
+       "Rothenburgsort                                                                  14.1                          \n",
+       "Veddel                                                                           9.3                          \n",
+       "Wilhelmsburg                                                                    13.7                          \n",
+       "Kleiner Grasbrook und Steinwerder                                                5.2                          \n",
+       "Waltershof und Finkenwerder                                                     20.0                          \n",
+       "Altona-Altstadt                                                                 13.2                          \n",
+       "Sternschanze                                                                    10.4                          \n",
+       "Altona-Nord                                                                     10.0                          \n",
+       "Ottensen                                                                        15.1                          \n",
+       "Bahrenfeld                                                                      12.7                          \n",
+       "Groß Flottbek                                                                   20.6                          \n",
+       "Othmarschen                                                                     20.1                          \n",
+       "Lurup                                                                           17.9                          \n",
+       "Osdorf                                                                          21.7                          \n",
+       "Nienstedten                                                                     26.1                          \n",
+       "Blankenese                                                                      27.1                          \n",
+       "Iserbrook                                                                       24.5                          \n",
+       "Sülldorf                                                                        21.2                          \n",
+       "Rissen                                                                          28.4                          \n",
+       "Eimsbüttel                                                                      13.1                          \n",
+       "Rotherbaum                                                                      16.2                          \n",
+       "Harvestehude                                                                    20.8                          \n",
+       "Hoheluft-West                                                                   14.0                          \n",
+       "Lokstedt                                                                        18.9                          \n",
+       "Niendorf                                                                        25.0                          \n",
+       "Schnelsen                                                                       20.2                          \n",
+       "Eidelstedt                                                                      20.0                          \n",
+       "Stellingen                                                                      17.8                          \n",
+       "Hoheluft-Ost                                                                    17.1                          \n",
+       "Eppendorf                                                                       18.5                          \n",
+       "Groß Borstel                                                                    17.3                          \n",
+       "Alsterdorf                                                                      19.5                          \n",
+       "Winterhude                                                                      14.3                          \n",
+       "Uhlenhorst                                                                      18.2                          \n",
+       "Hohenfelde                                                                      14.9                          \n",
+       "Barmbek-Süd                                                                     13.8                          \n",
+       "Dulsberg                                                                        13.1                          \n",
+       "Barmbek-Nord                                                                    12.8                          \n",
+       "Ohlsdorf                                                                        16.1                          \n",
+       "Fuhlsbüttel                                                                     18.5                          \n",
+       "Langenhorn                                                                      18.7                          \n",
+       "Eilbek                                                                          14.2                          \n",
+       "Wandsbek                                                                        17.0                          \n",
+       "Marienthal                                                                      19.3                          \n",
+       "Jenfeld                                                                         17.2                          \n",
+       "Tonndorf                                                                        17.3                          \n",
+       "Farmsen-Berne                                                                   19.2                          \n",
+       "Bramfeld                                                                        21.3                          \n",
+       "Steilshoop                                                                      19.4                          \n",
+       "Wellingsbüttel                                                                  26.7                          \n",
+       "Sasel                                                                           26.0                          \n",
+       "Poppenbüttel                                                                    31.5                          \n",
+       "Hummelsbüttel                                                                   24.1                          \n",
+       "Lemsahl-Mellingstedt                                                            22.3                          \n",
+       "Duvenstedt                                                                      19.9                          \n",
+       "Wohldorf-Ohlstedt                                                               22.2                          \n",
+       "Bergstedt                                                                       22.0                          \n",
+       "Volksdorf                                                                       27.3                          \n",
+       "Rahlstedt                                                                       20.9                          \n",
+       "Lohbrügge                                                                       22.4                          \n",
+       "Bergedorf                                                                       20.1                          \n",
+       "Curslack                                                                        15.5                          \n",
+       "Altengamme                                                                      19.9                          \n",
+       "Neuengamme                                                                      21.9                          \n",
+       "Kirchwerder                                                                     20.4                          \n",
+       "Ochsenwerder                                                                    16.8                          \n",
+       "Reitbrook                                                                       23.5                          \n",
+       "Allermöhe                                                                       21.0                          \n",
+       "Billwerder                                                                       8.4                          \n",
+       "Moorfleet                                                                       17.0                          \n",
+       "Tatenberg                                                                       19.9                          \n",
+       "Spadenland                                                                      23.4                          \n",
+       "Neuallermöhe                                                                    12.3                          \n",
+       "Harburg                                                                         10.1                          \n",
+       "Neuland und Gut Moor                                                            14.3                          \n",
+       "Wilstorf                                                                        18.0                          \n",
+       "Rönneburg                                                                       18.4                          \n",
+       "Langenbek                                                                       24.3                          \n",
+       "Sinstorf                                                                        14.9                          \n",
+       "Marmstorf                                                                       26.3                          \n",
+       "Eißendorf                                                                       19.4                          \n",
+       "Heimfeld                                                                        15.0                          \n",
+       "Moorburg und Altenwerder                                                        17.0                          \n",
+       "Hausbruch                                                                       21.1                          \n",
+       "Neugraben-Fischbek                                                              18.6                          \n",
+       "Francop                                                                         18.1                          \n",
+       "Neuenfelde                                                                      14.3                          \n",
+       "Cranz                                                                           19.0                          \n",
+       "\n",
+       "                                   Anzahl der Haushalte  \\\n",
+       "Unnamed: 0                                                \n",
+       "Hamburg-Altstadt                                 1884.0   \n",
+       "HafenCity                                        3183.0   \n",
+       "Neustadt                                         8683.0   \n",
+       "St. Pauli                                       14772.0   \n",
+       "St. Georg                                        7720.0   \n",
+       "Hammerbrook                                      3016.0   \n",
+       "Borgfelde                                        4413.0   \n",
+       "Hamm                                            26038.0   \n",
+       "Horn                                            22621.0   \n",
+       "Billstedt                                       35656.0   \n",
+       "Billbrook                                         545.0   \n",
+       "Rothenburgsort                                   5276.0   \n",
+       "Veddel                                           2269.0   \n",
+       "Wilhelmsburg                                    26233.0   \n",
+       "Kleiner Grasbrook und Steinwerder                 890.0   \n",
+       "Waltershof und Finkenwerder                      6313.0   \n",
+       "Altona-Altstadt                                 18261.0   \n",
+       "Sternschanze                                     5212.0   \n",
+       "Altona-Nord                                     15436.0   \n",
+       "Ottensen                                        21745.0   \n",
+       "Bahrenfeld                                      17297.0   \n",
+       "Groß Flottbek                                    5361.0   \n",
+       "Othmarschen                                      7687.0   \n",
+       "Lurup                                           18208.0   \n",
+       "Osdorf                                          13243.0   \n",
+       "Nienstedten                                      3502.0   \n",
+       "Blankenese                                       6963.0   \n",
+       "Iserbrook                                        5783.0   \n",
+       "Sülldorf                                         4558.0   \n",
+       "Rissen                                           8132.0   \n",
+       "Eimsbüttel                                      38788.0   \n",
+       "Rotherbaum                                      10983.0   \n",
+       "Harvestehude                                    10816.0   \n",
+       "Hoheluft-West                                    8991.0   \n",
+       "Lokstedt                                        16495.0   \n",
+       "Niendorf                                        22593.0   \n",
+       "Schnelsen                                       14920.0   \n",
+       "Eidelstedt                                      18415.0   \n",
+       "Stellingen                                      15631.0   \n",
+       "Hoheluft-Ost                                     6343.0   \n",
+       "Eppendorf                                       15487.0   \n",
+       "Groß Borstel                                     5313.0   \n",
+       "Alsterdorf                                       8076.0   \n",
+       "Winterhude                                      36385.0   \n",
+       "Uhlenhorst                                      11789.0   \n",
+       "Hohenfelde                                       6371.0   \n",
+       "Barmbek-Süd                                     24593.0   \n",
+       "Dulsberg                                        11926.0   \n",
+       "Barmbek-Nord                                    29609.0   \n",
+       "Ohlsdorf                                         9534.0   \n",
+       "Fuhlsbüttel                                      7292.0   \n",
+       "Langenhorn                                      23897.0   \n",
+       "Eilbek                                          14768.0   \n",
+       "Wandsbek                                        22579.0   \n",
+       "Marienthal                                       7221.0   \n",
+       "Jenfeld                                         13826.0   \n",
+       "Tonndorf                                         8479.0   \n",
+       "Farmsen-Berne                                   18992.0   \n",
+       "Bramfeld                                        30206.0   \n",
+       "Steilshoop                                       9829.0   \n",
+       "Wellingsbüttel                                   5376.0   \n",
+       "Sasel                                           11432.0   \n",
+       "Poppenbüttel                                    11549.0   \n",
+       "Hummelsbüttel                                    9026.0   \n",
+       "Lemsahl-Mellingstedt                             3124.0   \n",
+       "Duvenstedt                                       2602.0   \n",
+       "Wohldorf-Ohlstedt                                2161.0   \n",
+       "Bergstedt                                        4864.0   \n",
+       "Volksdorf                                        9592.0   \n",
+       "Rahlstedt                                       47829.0   \n",
+       "Lohbrügge                                       21718.0   \n",
+       "Bergedorf                                       19021.0   \n",
+       "Curslack                                         1725.0   \n",
+       "Altengamme                                       1057.0   \n",
+       "Neuengamme                                       1765.0   \n",
+       "Kirchwerder                                      4708.0   \n",
+       "Ochsenwerder                                     1411.0   \n",
+       "Reitbrook                                         260.0   \n",
+       "Allermöhe                                         722.0   \n",
+       "Billwerder                                        788.0   \n",
+       "Moorfleet                                         581.0   \n",
+       "Tatenberg                                         272.0   \n",
+       "Spadenland                                        274.0   \n",
+       "Neuallermöhe                                     9891.0   \n",
+       "Harburg                                         15605.0   \n",
+       "Neuland und Gut Moor                              711.0   \n",
+       "Wilstorf                                         9523.0   \n",
+       "Rönneburg                                        1558.0   \n",
+       "Langenbek                                        2015.0   \n",
+       "Sinstorf                                         1759.0   \n",
+       "Marmstorf                                        4610.0   \n",
+       "Eißendorf                                       13314.0   \n",
+       "Heimfeld                                        12344.0   \n",
+       "Moorburg und Altenwerder                          396.0   \n",
+       "Hausbruch                                        7829.0   \n",
+       "Neugraben-Fischbek                              15602.0   \n",
+       "Francop                                           374.0   \n",
+       "Neuenfelde                                       2337.0   \n",
+       "Cranz                                             460.0   \n",
+       "\n",
+       "                                   Durch-schnittliche Anzahl der Personen je Haushalt  \\\n",
+       "Unnamed: 0                                                                              \n",
+       "Hamburg-Altstadt                                                                 1.7    \n",
+       "HafenCity                                                                        2.2    \n",
+       "Neustadt                                                                         1.5    \n",
+       "St. Pauli                                                                        1.5    \n",
+       "St. Georg                                                                        1.6    \n",
+       "Hammerbrook                                                                      1.8    \n",
+       "Borgfelde                                                                        1.5    \n",
+       "Hamm                                                                             1.5    \n",
+       "Horn                                                                             1.7    \n",
+       "Billstedt                                                                        2.0    \n",
+       "Billbrook                                                                        2.0    \n",
+       "Rothenburgsort                                                                   1.8    \n",
+       "Veddel                                                                           1.9    \n",
+       "Wilhelmsburg                                                                     2.0    \n",
+       "Kleiner Grasbrook und Steinwerder                                                1.3    \n",
+       "Waltershof und Finkenwerder                                                      1.9    \n",
+       "Altona-Altstadt                                                                  1.6    \n",
+       "Sternschanze                                                                     1.5    \n",
+       "Altona-Nord                                                                      1.7    \n",
+       "Ottensen                                                                         1.6    \n",
+       "Bahrenfeld                                                                       1.7    \n",
+       "Groß Flottbek                                                                    2.1    \n",
+       "Othmarschen                                                                      2.1    \n",
+       "Lurup                                                                            2.0    \n",
+       "Osdorf                                                                           2.0    \n",
+       "Nienstedten                                                                      2.1    \n",
+       "Blankenese                                                                       2.0    \n",
+       "Iserbrook                                                                        2.0    \n",
+       "Sülldorf                                                                         2.0    \n",
+       "Rissen                                                                           2.0    \n",
+       "Eimsbüttel                                                                       1.5    \n",
+       "Rotherbaum                                                                       1.6    \n",
+       "Harvestehude                                                                     1.7    \n",
+       "Hoheluft-West                                                                    1.5    \n",
+       "Lokstedt                                                                         1.8    \n",
+       "Niendorf                                                                         1.9    \n",
+       "Schnelsen                                                                        2.0    \n",
+       "Eidelstedt                                                                       1.9    \n",
+       "Stellingen                                                                       1.7    \n",
+       "Hoheluft-Ost                                                                     1.6    \n",
+       "Eppendorf                                                                        1.6    \n",
+       "Groß Borstel                                                                     1.9    \n",
+       "Alsterdorf                                                                       1.8    \n",
+       "Winterhude                                                                       1.6    \n",
+       "Uhlenhorst                                                                       1.6    \n",
+       "Hohenfelde                                                                       1.5    \n",
+       "Barmbek-Süd                                                                      1.5    \n",
+       "Dulsberg                                                                         1.5    \n",
+       "Barmbek-Nord                                                                     1.5    \n",
+       "Ohlsdorf                                                                         1.8    \n",
+       "Fuhlsbüttel                                                                      1.8    \n",
+       "Langenhorn                                                                       1.9    \n",
+       "Eilbek                                                                           1.6    \n",
+       "Wandsbek                                                                         1.6    \n",
+       "Marienthal                                                                       1.8    \n",
+       "Jenfeld                                                                          2.0    \n",
+       "Tonndorf                                                                         1.8    \n",
+       "Farmsen-Berne                                                                    1.9    \n",
+       "Bramfeld                                                                         1.8    \n",
+       "Steilshoop                                                                       2.0    \n",
+       "Wellingsbüttel                                                                   2.1    \n",
+       "Sasel                                                                            2.2    \n",
+       "Poppenbüttel                                                                     2.0    \n",
+       "Hummelsbüttel                                                                    2.0    \n",
+       "Lemsahl-Mellingstedt                                                             2.3    \n",
+       "Duvenstedt                                                                       2.2    \n",
+       "Wohldorf-Ohlstedt                                                                2.3    \n",
+       "Bergstedt                                                                        2.2    \n",
+       "Volksdorf                                                                        2.1    \n",
+       "Rahlstedt                                                                        1.9    \n",
+       "Lohbrügge                                                                        1.9    \n",
+       "Bergedorf                                                                        1.9    \n",
+       "Curslack                                                                         2.1    \n",
+       "Altengamme                                                                       2.2    \n",
+       "Neuengamme                                                                       2.1    \n",
+       "Kirchwerder                                                                      2.2    \n",
+       "Ochsenwerder                                                                     2.2    \n",
+       "Reitbrook                                                                        2.1    \n",
+       "Allermöhe                                                                        2.0    \n",
+       "Billwerder                                                                       2.0    \n",
+       "Moorfleet                                                                        1.9    \n",
+       "Tatenberg                                                                        2.2    \n",
+       "Spadenland                                                                       2.0    \n",
+       "Neuallermöhe                                                                     2.3    \n",
+       "Harburg                                                                          1.7    \n",
+       "Neuland und Gut Moor                                                             2.1    \n",
+       "Wilstorf                                                                         1.9    \n",
+       "Rönneburg                                                                        2.1    \n",
+       "Langenbek                                                                        2.0    \n",
+       "Sinstorf                                                                         2.2    \n",
+       "Marmstorf                                                                        2.0    \n",
+       "Eißendorf                                                                        1.9    \n",
+       "Heimfeld                                                                         1.8    \n",
+       "Moorburg und Altenwerder                                                         1.8    \n",
+       "Hausbruch                                                                        2.1    \n",
+       "Neugraben-Fischbek                                                               2.2    \n",
+       "Francop                                                                          2.0    \n",
+       "Neuenfelde                                                                       2.2    \n",
+       "Cranz                                                                            1.8    \n",
+       "\n",
+       "                                   Fläche in km²  Einwohner: innen je km²  \\\n",
+       "Unnamed: 0                                                                  \n",
+       "Hamburg-Altstadt                             1.3                   2447.0   \n",
+       "HafenCity                                    2.4                   2865.0   \n",
+       "Neustadt                                     2.3                   5592.0   \n",
+       "St. Pauli                                    2.2                   9836.0   \n",
+       "St. Georg                                    1.8                   6758.0   \n",
+       "Hammerbrook                                  2.5                   2400.0   \n",
+       "Borgfelde                                    0.8                  10426.0   \n",
+       "Hamm                                         3.9                   9957.0   \n",
+       "Horn                                         5.9                   6515.0   \n",
+       "Billstedt                                   16.9                   4242.0   \n",
+       "Billbrook                                    6.3                    285.0   \n",
+       "Rothenburgsort                               7.2                   1341.0   \n",
+       "Veddel                                       4.4                    981.0   \n",
+       "Wilhelmsburg                                35.4                   1497.0   \n",
+       "Kleiner Grasbrook und Steinwerder           11.9                     93.0   \n",
+       "Waltershof und Finkenwerder                 29.4                    397.0   \n",
+       "Altona-Altstadt                              2.7                  10913.0   \n",
+       "Sternschanze                                 0.5                  14384.0   \n",
+       "Altona-Nord                                  2.2                  11990.0   \n",
+       "Ottensen                                     2.8                  12652.0   \n",
+       "Bahrenfeld                                  10.5                   2970.0   \n",
+       "Groß Flottbek                                2.4                   4704.0   \n",
+       "Othmarschen                                  5.9                   2790.0   \n",
+       "Lurup                                        6.3                   5905.0   \n",
+       "Osdorf                                       7.3                   3606.0   \n",
+       "Nienstedten                                  4.4                   1611.0   \n",
+       "Blankenese                                   7.7                   1775.0   \n",
+       "Iserbrook                                    2.7                   4333.0   \n",
+       "Sülldorf                                     5.7                   1642.0   \n",
+       "Rissen                                      16.7                    982.0   \n",
+       "Eimsbüttel                                   3.2                  17943.0   \n",
+       "Rotherbaum                                   2.7                   6271.0   \n",
+       "Harvestehude                                 2.1                   8775.0   \n",
+       "Hoheluft-West                                0.7                  18897.0   \n",
+       "Lokstedt                                     4.9                   6396.0   \n",
+       "Niendorf                                    12.4                   3397.0   \n",
+       "Schnelsen                                    9.0                   3429.0   \n",
+       "Eidelstedt                                   8.7                   4139.0   \n",
+       "Stellingen                                   6.1                   4597.0   \n",
+       "Hoheluft-Ost                                 0.6                  17298.0   \n",
+       "Eppendorf                                    2.7                   9231.0   \n",
+       "Groß Borstel                                 4.0                   2713.0   \n",
+       "Alsterdorf                                   3.2                   4797.0   \n",
+       "Winterhude                                   7.6                   7654.0   \n",
+       "Uhlenhorst                                   2.2                   8684.0   \n",
+       "Hohenfelde                                   1.2                   8695.0   \n",
+       "Barmbek-Süd                                  3.1                  11790.0   \n",
+       "Dulsberg                                     1.2                  13990.0   \n",
+       "Barmbek-Nord                                 3.9                  11223.0   \n",
+       "Ohlsdorf                                     7.2                   2451.0   \n",
+       "Fuhlsbüttel                                  7.8                   1750.0   \n",
+       "Langenhorn                                  13.4                   3530.0   \n",
+       "Eilbek                                       1.8                  12962.0   \n",
+       "Wandsbek                                     5.9                   6427.0   \n",
+       "Marienthal                                   3.2                   4238.0   \n",
+       "Jenfeld                                      5.0                   5779.0   \n",
+       "Tonndorf                                     3.9                   3902.0   \n",
+       "Farmsen-Berne                                8.2                   4524.0   \n",
+       "Bramfeld                                    10.1                   5263.0   \n",
+       "Steilshoop                                   2.5                   7872.0   \n",
+       "Wellingsbüttel                               4.1                   2724.0   \n",
+       "Sasel                                        8.4                   2912.0   \n",
+       "Poppenbüttel                                 8.1                   3004.0   \n",
+       "Hummelsbüttel                                9.1                   2060.0   \n",
+       "Lemsahl-Mellingstedt                         8.0                    884.0   \n",
+       "Duvenstedt                                   6.8                    882.0   \n",
+       "Wohldorf-Ohlstedt                           17.3                    278.0   \n",
+       "Bergstedt                                    7.0                   1530.0   \n",
+       "Volksdorf                                   11.6                   1798.0   \n",
+       "Rahlstedt                                   26.6                   3632.0   \n",
+       "Lohbrügge                                   13.0                   3157.0   \n",
+       "Bergedorf                                   10.4                   3548.0   \n",
+       "Curslack                                    10.6                    392.0   \n",
+       "Altengamme                                  15.6                    150.0   \n",
+       "Neuengamme                                  18.6                    200.0   \n",
+       "Kirchwerder                                 32.3                    319.0   \n",
+       "Ochsenwerder                                14.1                    215.0   \n",
+       "Reitbrook                                    6.9                     78.0   \n",
+       "Allermöhe                                    8.6                    165.0   \n",
+       "Billwerder                                   9.5                    400.0   \n",
+       "Moorfleet                                    4.4                    269.0   \n",
+       "Tatenberg                                    3.1                    187.0   \n",
+       "Spadenland                                   3.4                    161.0   \n",
+       "Neuallermöhe                                 4.2                   5558.0   \n",
+       "Harburg                                      4.0                   7006.0   \n",
+       "Neuland und Gut Moor                        10.1                    182.0   \n",
+       "Wilstorf                                     3.4                   5163.0   \n",
+       "Rönneburg                                    2.2                   1520.0   \n",
+       "Langenbek                                    0.8                   5057.0   \n",
+       "Sinstorf                                     2.5                   1706.0   \n",
+       "Marmstorf                                    5.8                   1538.0   \n",
+       "Eißendorf                                    8.3                   3032.0   \n",
+       "Heimfeld                                    13.0                   1737.0   \n",
+       "Moorburg und Altenwerder                    16.7                     42.0   \n",
+       "Hausbruch                                    9.8                   1715.0   \n",
+       "Neugraben-Fischbek                          22.5                   1508.0   \n",
+       "Francop                                      8.8                     84.0   \n",
+       "Neuenfelde                                  15.7                    335.0   \n",
+       "Cranz                                        1.3                    608.0   \n",
+       "\n",
+       "                                   Sozial-versicherungs-pflichtig Beschäftigte am Wohnort  \\\n",
+       "Unnamed: 0                                                                                  \n",
+       "Hamburg-Altstadt                                                              1346.0        \n",
+       "HafenCity                                                                     3087.0        \n",
+       "Neustadt                                                                      6350.0        \n",
+       "St. Pauli                                                                     9903.0        \n",
+       "St. Georg                                                                     5424.0        \n",
+       "Hammerbrook                                                                   3157.0        \n",
+       "Borgfelde                                                                     3882.0        \n",
+       "Hamm                                                                         20192.0        \n",
+       "Horn                                                                         16617.0        \n",
+       "Billstedt                                                                    27017.0        \n",
+       "Billbrook                                                                      636.0        \n",
+       "Rothenburgsort                                                                3807.0        \n",
+       "Veddel                                                                        1825.0        \n",
+       "Wilhelmsburg                                                                 20981.0        \n",
+       "Kleiner Grasbrook und Steinwerder                                              577.0        \n",
+       "Waltershof und Finkenwerder                                                   4885.0        \n",
+       "Altona-Altstadt                                                              13080.0        \n",
+       "Sternschanze                                                                  3623.0        \n",
+       "Altona-Nord                                                                  12268.0        \n",
+       "Ottensen                                                                     15725.0        \n",
+       "Bahrenfeld                                                                   13389.0        \n",
+       "Groß Flottbek                                                                 3702.0        \n",
+       "Othmarschen                                                                   5688.0        \n",
+       "Lurup                                                                        14197.0        \n",
+       "Osdorf                                                                        9323.0        \n",
+       "Nienstedten                                                                   1909.0        \n",
+       "Blankenese                                                                    3933.0        \n",
+       "Iserbrook                                                                     4209.0        \n",
+       "Sülldorf                                                                      3304.0        \n",
+       "Rissen                                                                        5019.0        \n",
+       "Eimsbüttel                                                                   29058.0        \n",
+       "Rotherbaum                                                                    6895.0        \n",
+       "Harvestehude                                                                  6481.0        \n",
+       "Hoheluft-West                                                                 6816.0        \n",
+       "Lokstedt                                                                     13090.0        \n",
+       "Niendorf                                                                     16250.0        \n",
+       "Schnelsen                                                                    12262.0        \n",
+       "Eidelstedt                                                                   14311.0        \n",
+       "Stellingen                                                                   12295.0        \n",
+       "Hoheluft-Ost                                                                  4573.0        \n",
+       "Eppendorf                                                                    11214.0        \n",
+       "Groß Borstel                                                                  4113.0        \n",
+       "Alsterdorf                                                                    6167.0        \n",
+       "Winterhude                                                                   28280.0        \n",
+       "Uhlenhorst                                                                    8535.0        \n",
+       "Hohenfelde                                                                    4815.0        \n",
+       "Barmbek-Süd                                                                  19155.0        \n",
+       "Dulsberg                                                                      8539.0        \n",
+       "Barmbek-Nord                                                                 23076.0        \n",
+       "Ohlsdorf                                                                      7340.0        \n",
+       "Fuhlsbüttel                                                                   5779.0        \n",
+       "Langenhorn                                                                   19476.0        \n",
+       "Eilbek                                                                       11763.0        \n",
+       "Wandsbek                                                                     17622.0        \n",
+       "Marienthal                                                                    5633.0        \n",
+       "Jenfeld                                                                      10268.0        \n",
+       "Tonndorf                                                                      6627.0        \n",
+       "Farmsen-Berne                                                                15199.0        \n",
+       "Bramfeld                                                                     22469.0        \n",
+       "Steilshoop                                                                    7035.0        \n",
+       "Wellingsbüttel                                                                3622.0        \n",
+       "Sasel                                                                         8327.0        \n",
+       "Poppenbüttel                                                                  7956.0        \n",
+       "Hummelsbüttel                                                                 6854.0        \n",
+       "Lemsahl-Mellingstedt                                                          2409.0        \n",
+       "Duvenstedt                                                                    2150.0        \n",
+       "Wohldorf-Ohlstedt                                                             1513.0        \n",
+       "Bergstedt                                                                     3765.0        \n",
+       "Volksdorf                                                                     6435.0        \n",
+       "Rahlstedt                                                                    36647.0        \n",
+       "Lohbrügge                                                                    16842.0        \n",
+       "Bergedorf                                                                    14838.0        \n",
+       "Curslack                                                                      1671.0        \n",
+       "Altengamme                                                                     975.0        \n",
+       "Neuengamme                                                                    1510.0        \n",
+       "Kirchwerder                                                                   4433.0        \n",
+       "Ochsenwerder                                                                  1336.0        \n",
+       "Reitbrook                                                                        NaN        \n",
+       "Allermöhe                                                                      586.0        \n",
+       "Billwerder                                                                    1101.0        \n",
+       "Moorfleet                                                                      467.0        \n",
+       "Tatenberg                                                                        NaN        \n",
+       "Spadenland                                                                       NaN        \n",
+       "Neuallermöhe                                                                 10012.0        \n",
+       "Harburg                                                                      11972.0        \n",
+       "Neuland und Gut Moor                                                           626.0        \n",
+       "Wilstorf                                                                      7355.0        \n",
+       "Rönneburg                                                                     1333.0        \n",
+       "Langenbek                                                                     1570.0        \n",
+       "Sinstorf                                                                      1648.0        \n",
+       "Marmstorf                                                                     3319.0        \n",
+       "Eißendorf                                                                    10376.0        \n",
+       "Heimfeld                                                                      9881.0        \n",
+       "Moorburg und Altenwerder                                                         NaN        \n",
+       "Hausbruch                                                                     6492.0        \n",
+       "Neugraben-Fischbek                                                           12746.0        \n",
+       "Francop                                                                          NaN        \n",
+       "Neuenfelde                                                                    1957.0        \n",
+       "Cranz                                                                            NaN        \n",
+       "\n",
+       "                                   ...  Gesamtbetrag Einkünfte Median - [€]  \\\n",
+       "Unnamed: 0                         ...                                        \n",
+       "Hamburg-Altstadt                   ...                              10811.0   \n",
+       "HafenCity                          ...                              57913.0   \n",
+       "Neustadt                           ...                              24715.0   \n",
+       "St. Pauli                          ...                              19399.0   \n",
+       "St. Georg                          ...                              27161.0   \n",
+       "Hammerbrook                        ...                              10502.0   \n",
+       "Borgfelde                          ...                              21584.0   \n",
+       "Hamm                               ...                              21932.0   \n",
+       "Horn                               ...                              18299.0   \n",
+       "Billstedt                          ...                              17396.0   \n",
+       "Billbrook                          ...                              10281.0   \n",
+       "Rothenburgsort                     ...                              15460.0   \n",
+       "Veddel                             ...                              11004.0   \n",
+       "Wilhelmsburg                       ...                              15695.0   \n",
+       "Kleiner Grasbrook und Steinwerder  ...                               8057.0   \n",
+       "Waltershof und Finkenwerder        ...                              23654.0   \n",
+       "Altona-Altstadt                    ...                              23000.0   \n",
+       "Sternschanze                       ...                              23311.0   \n",
+       "Altona-Nord                        ...                              23723.0   \n",
+       "Ottensen                           ...                              29432.0   \n",
+       "Bahrenfeld                         ...                              26092.0   \n",
+       "Groß Flottbek                      ...                              41796.0   \n",
+       "Othmarschen                        ...                              46527.0   \n",
+       "Lurup                              ...                              19769.0   \n",
+       "Osdorf                             ...                              22884.0   \n",
+       "Nienstedten                        ...                              45730.0   \n",
+       "Blankenese                         ...                              42805.0   \n",
+       "Iserbrook                          ...                              27762.0   \n",
+       "Sülldorf                           ...                              28262.0   \n",
+       "Rissen                             ...                              32239.0   \n",
+       "Eimsbüttel                         ...                              29879.0   \n",
+       "Rotherbaum                         ...                              34708.0   \n",
+       "Harvestehude                       ...                              40032.0   \n",
+       "Hoheluft-West                      ...                              31812.0   \n",
+       "Lokstedt                           ...                              29006.0   \n",
+       "Niendorf                           ...                              28831.0   \n",
+       "Schnelsen                          ...                              26703.0   \n",
+       "Eidelstedt                         ...                              23550.0   \n",
+       "Stellingen                         ...                              25240.0   \n",
+       "Hoheluft-Ost                       ...                              34494.0   \n",
+       "Eppendorf                          ...                              35967.0   \n",
+       "Groß Borstel                       ...                              26893.0   \n",
+       "Alsterdorf                         ...                              31064.0   \n",
+       "Winterhude                         ...                              32722.0   \n",
+       "Uhlenhorst                         ...                              36176.0   \n",
+       "Hohenfelde                         ...                              27159.0   \n",
+       "Barmbek-Süd                        ...                              26379.0   \n",
+       "Dulsberg                           ...                              18554.0   \n",
+       "Barmbek-Nord                       ...                              24237.0   \n",
+       "Ohlsdorf                           ...                              28517.0   \n",
+       "Fuhlsbüttel                        ...                              28332.0   \n",
+       "Langenhorn                         ...                              23465.0   \n",
+       "Eilbek                             ...                              25845.0   \n",
+       "Wandsbek                           ...                              23119.0   \n",
+       "Marienthal                         ...                              31948.0   \n",
+       "Jenfeld                            ...                              17978.0   \n",
+       "Tonndorf                           ...                              24910.0   \n",
+       "Farmsen-Berne                      ...                              25453.0   \n",
+       "Bramfeld                           ...                              23738.0   \n",
+       "Steilshoop                         ...                              17902.0   \n",
+       "Wellingsbüttel                     ...                              40692.0   \n",
+       "Sasel                              ...                              36962.0   \n",
+       "Poppenbüttel                       ...                              30605.0   \n",
+       "Hummelsbüttel                      ...                              25099.0   \n",
+       "Lemsahl-Mellingstedt               ...                              43877.0   \n",
+       "Duvenstedt                         ...                              38567.0   \n",
+       "Wohldorf-Ohlstedt                  ...                              47709.0   \n",
+       "Bergstedt                          ...                              33078.0   \n",
+       "Volksdorf                          ...                              37035.0   \n",
+       "Rahlstedt                          ...                              24401.0   \n",
+       "Lohbrügge                          ...                              22256.0   \n",
+       "Bergedorf                          ...                              25286.0   \n",
+       "Curslack                           ...                              30011.0   \n",
+       "Altengamme                         ...                              31455.0   \n",
+       "Neuengamme                         ...                              30104.0   \n",
+       "Kirchwerder                        ...                              29550.0   \n",
+       "Ochsenwerder                       ...                              28649.0   \n",
+       "Reitbrook                          ...                              27596.0   \n",
+       "Allermöhe                          ...                              29205.0   \n",
+       "Billwerder                         ...                              21857.0   \n",
+       "Moorfleet                          ...                              26612.0   \n",
+       "Tatenberg                          ...                              30381.0   \n",
+       "Spadenland                         ...                              27451.0   \n",
+       "Neuallermöhe                       ...                              22775.0   \n",
+       "Harburg                            ...                              15550.0   \n",
+       "Neuland und Gut Moor               ...                              25627.0   \n",
+       "Wilstorf                           ...                              20679.0   \n",
+       "Rönneburg                          ...                              29011.0   \n",
+       "Langenbek                          ...                              26808.0   \n",
+       "Sinstorf                           ...                              27015.0   \n",
+       "Marmstorf                          ...                              26643.0   \n",
+       "Eißendorf                          ...                              23644.0   \n",
+       "Heimfeld                           ...                              21622.0   \n",
+       "Moorburg und Altenwerder           ...                              25536.0   \n",
+       "Hausbruch                          ...                              21355.0   \n",
+       "Neugraben-Fischbek                 ...                              22492.0   \n",
+       "Francop                            ...                              26568.0   \n",
+       "Neuenfelde                         ...                              22909.0   \n",
+       "Cranz                              ...                              22852.0   \n",
+       "\n",
+       "                                   market_count  farms_count  \\\n",
+       "Unnamed: 0                                                     \n",
+       "Hamburg-Altstadt                              2            0   \n",
+       "HafenCity                                     1            0   \n",
+       "Neustadt                                      1            0   \n",
+       "St. Pauli                                     1            0   \n",
+       "St. Georg                                     2            0   \n",
+       "Hammerbrook                                   1            0   \n",
+       "Borgfelde                                     0            0   \n",
+       "Hamm                                          1            0   \n",
+       "Horn                                          1            0   \n",
+       "Billstedt                                     1            0   \n",
+       "Billbrook                                     0            0   \n",
+       "Rothenburgsort                                1            0   \n",
+       "Veddel                                        0            0   \n",
+       "Wilhelmsburg                                  3            0   \n",
+       "Kleiner Grasbrook und Steinwerder             0            0   \n",
+       "Waltershof und Finkenwerder                   1            0   \n",
+       "Altona-Altstadt                               3            0   \n",
+       "Sternschanze                                  1            0   \n",
+       "Altona-Nord                                   0            0   \n",
+       "Ottensen                                      1            0   \n",
+       "Bahrenfeld                                    0            0   \n",
+       "Groß Flottbek                                 1            0   \n",
+       "Othmarschen                                   0            0   \n",
+       "Lurup                                         1            0   \n",
+       "Osdorf                                        1            0   \n",
+       "Nienstedten                                   1            0   \n",
+       "Blankenese                                    1            0   \n",
+       "Iserbrook                                     0            0   \n",
+       "Sülldorf                                      0            0   \n",
+       "Rissen                                        1            0   \n",
+       "Eimsbüttel                                    2            0   \n",
+       "Rotherbaum                                    2            0   \n",
+       "Harvestehude                                  2            0   \n",
+       "Hoheluft-West                                 0            0   \n",
+       "Lokstedt                                      1            0   \n",
+       "Niendorf                                      3            0   \n",
+       "Schnelsen                                     1            0   \n",
+       "Eidelstedt                                    1            0   \n",
+       "Stellingen                                    0            0   \n",
+       "Hoheluft-Ost                                  0            0   \n",
+       "Eppendorf                                     1            0   \n",
+       "Groß Borstel                                  1            0   \n",
+       "Alsterdorf                                    1            0   \n",
+       "Winterhude                                    4            0   \n",
+       "Uhlenhorst                                    1            0   \n",
+       "Hohenfelde                                    0            0   \n",
+       "Barmbek-Süd                                   1            0   \n",
+       "Dulsberg                                      1            0   \n",
+       "Barmbek-Nord                                  2            0   \n",
+       "Ohlsdorf                                      0            0   \n",
+       "Fuhlsbüttel                                   1            0   \n",
+       "Langenhorn                                    1            0   \n",
+       "Eilbek                                        0            0   \n",
+       "Wandsbek                                      1            0   \n",
+       "Marienthal                                    0            0   \n",
+       "Jenfeld                                       1            0   \n",
+       "Tonndorf                                      0            0   \n",
+       "Farmsen-Berne                                 1            0   \n",
+       "Bramfeld                                      1            0   \n",
+       "Steilshoop                                    0            0   \n",
+       "Wellingsbüttel                                1            0   \n",
+       "Sasel                                         1            0   \n",
+       "Poppenbüttel                                  1            0   \n",
+       "Hummelsbüttel                                 0            0   \n",
+       "Lemsahl-Mellingstedt                          0            0   \n",
+       "Duvenstedt                                    1            0   \n",
+       "Wohldorf-Ohlstedt                             1            0   \n",
+       "Bergstedt                                     0            0   \n",
+       "Volksdorf                                     1            0   \n",
+       "Rahlstedt                                     2            0   \n",
+       "Lohbrügge                                     1            0   \n",
+       "Bergedorf                                     3            0   \n",
+       "Curslack                                      0            0   \n",
+       "Altengamme                                    0            0   \n",
+       "Neuengamme                                    0            1   \n",
+       "Kirchwerder                                   0            2   \n",
+       "Ochsenwerder                                  0            0   \n",
+       "Reitbrook                                     0            0   \n",
+       "Allermöhe                                     0            0   \n",
+       "Billwerder                                    0            0   \n",
+       "Moorfleet                                     0            0   \n",
+       "Tatenberg                                     0            0   \n",
+       "Spadenland                                    0            0   \n",
+       "Neuallermöhe                                  2            0   \n",
+       "Harburg                                       2            0   \n",
+       "Neuland und Gut Moor                          0            0   \n",
+       "Wilstorf                                      0            0   \n",
+       "Rönneburg                                     0            0   \n",
+       "Langenbek                                     0            0   \n",
+       "Sinstorf                                      0            0   \n",
+       "Marmstorf                                     0            0   \n",
+       "Eißendorf                                     0            0   \n",
+       "Heimfeld                                      0            0   \n",
+       "Moorburg und Altenwerder                      0            0   \n",
+       "Hausbruch                                     0            0   \n",
+       "Neugraben-Fischbek                            1            0   \n",
+       "Francop                                       0            0   \n",
+       "Neuenfelde                                    0            0   \n",
+       "Cranz                                         0            0   \n",
+       "\n",
+       "                                   greencrocers_count  supermarkets_count  \\\n",
+       "Unnamed: 0                                                                  \n",
+       "Hamburg-Altstadt                                    1                   4   \n",
+       "HafenCity                                           0                   6   \n",
+       "Neustadt                                            2                   6   \n",
+       "St. Pauli                                           1                  10   \n",
+       "St. Georg                                           0                  11   \n",
+       "Hammerbrook                                         0                   2   \n",
+       "Borgfelde                                           0                   0   \n",
+       "Hamm                                                0                   6   \n",
+       "Horn                                                1                   8   \n",
+       "Billstedt                                           1                  11   \n",
+       "Billbrook                                           0                   1   \n",
+       "Rothenburgsort                                      0                   1   \n",
+       "Veddel                                              0                   1   \n",
+       "Wilhelmsburg                                        2                   6   \n",
+       "Kleiner Grasbrook und Steinwerder                   0                   0   \n",
+       "Waltershof und Finkenwerder                         0                   3   \n",
+       "Altona-Altstadt                                     2                  10   \n",
+       "Sternschanze                                        0                   5   \n",
+       "Altona-Nord                                         2                   4   \n",
+       "Ottensen                                            3                  14   \n",
+       "Bahrenfeld                                          0                   3   \n",
+       "Groß Flottbek                                       1                   1   \n",
+       "Othmarschen                                         0                   2   \n",
+       "Lurup                                               1                   4   \n",
+       "Osdorf                                              0                   3   \n",
+       "Nienstedten                                         0                   1   \n",
+       "Blankenese                                          0                   5   \n",
+       "Iserbrook                                           0                   1   \n",
+       "Sülldorf                                            0                   1   \n",
+       "Rissen                                              0                   4   \n",
+       "Eimsbüttel                                          8                  11   \n",
+       "Rotherbaum                                          1                  10   \n",
+       "Harvestehude                                        0                   3   \n",
+       "Hoheluft-West                                       1                   4   \n",
+       "Lokstedt                                            1                   3   \n",
+       "Niendorf                                            2                   4   \n",
+       "Schnelsen                                           1                   6   \n",
+       "Eidelstedt                                          0                   9   \n",
+       "Stellingen                                          0                   3   \n",
+       "Hoheluft-Ost                                        1                   4   \n",
+       "Eppendorf                                           1                   7   \n",
+       "Groß Borstel                                        1                   2   \n",
+       "Alsterdorf                                          0                   2   \n",
+       "Winterhude                                          5                  14   \n",
+       "Uhlenhorst                                          2                   4   \n",
+       "Hohenfelde                                          0                   2   \n",
+       "Barmbek-Süd                                         0                  12   \n",
+       "Dulsberg                                            1                   3   \n",
+       "Barmbek-Nord                                        0                  16   \n",
+       "Ohlsdorf                                            0                   2   \n",
+       "Fuhlsbüttel                                         1                   4   \n",
+       "Langenhorn                                          0                   7   \n",
+       "Eilbek                                              1                   5   \n",
+       "Wandsbek                                            1                   4   \n",
+       "Marienthal                                          0                   5   \n",
+       "Jenfeld                                             0                   6   \n",
+       "Tonndorf                                            0                   2   \n",
+       "Farmsen-Berne                                       0                   5   \n",
+       "Bramfeld                                            0                   7   \n",
+       "Steilshoop                                          0                   3   \n",
+       "Wellingsbüttel                                      0                   1   \n",
+       "Sasel                                               1                   2   \n",
+       "Poppenbüttel                                        1                   5   \n",
+       "Hummelsbüttel                                       0                   4   \n",
+       "Lemsahl-Mellingstedt                                0                   0   \n",
+       "Duvenstedt                                          0                   1   \n",
+       "Wohldorf-Ohlstedt                                   0                   0   \n",
+       "Bergstedt                                           0                   0   \n",
+       "Volksdorf                                           1                   5   \n",
+       "Rahlstedt                                           2                  21   \n",
+       "Lohbrügge                                           0                   3   \n",
+       "Bergedorf                                           0                  10   \n",
+       "Curslack                                            0                   1   \n",
+       "Altengamme                                          0                   0   \n",
+       "Neuengamme                                          0                   1   \n",
+       "Kirchwerder                                         0                   2   \n",
+       "Ochsenwerder                                        0                   0   \n",
+       "Reitbrook                                           0                   0   \n",
+       "Allermöhe                                           0                   0   \n",
+       "Billwerder                                          0                   0   \n",
+       "Moorfleet                                           0                   0   \n",
+       "Tatenberg                                           0                   0   \n",
+       "Spadenland                                          0                   0   \n",
+       "Neuallermöhe                                        2                   4   \n",
+       "Harburg                                             2                  19   \n",
+       "Neuland und Gut Moor                                0                   0   \n",
+       "Wilstorf                                            0                   2   \n",
+       "Rönneburg                                           0                   0   \n",
+       "Langenbek                                           0                   0   \n",
+       "Sinstorf                                            0                   0   \n",
+       "Marmstorf                                           0                   0   \n",
+       "Eißendorf                                           1                   2   \n",
+       "Heimfeld                                            0                   2   \n",
+       "Moorburg und Altenwerder                            0                   0   \n",
+       "Hausbruch                                           1                   1   \n",
+       "Neugraben-Fischbek                                  0                   4   \n",
+       "Francop                                             0                   0   \n",
+       "Neuenfelde                                          1                   0   \n",
+       "Cranz                                               0                   0   \n",
+       "\n",
+       "                                   biosupermarkets_count  \\\n",
+       "Unnamed: 0                                                 \n",
+       "Hamburg-Altstadt                                       0   \n",
+       "HafenCity                                              1   \n",
+       "Neustadt                                               1   \n",
+       "St. Pauli                                              0   \n",
+       "St. Georg                                              0   \n",
+       "Hammerbrook                                            0   \n",
+       "Borgfelde                                              0   \n",
+       "Hamm                                                   0   \n",
+       "Horn                                                   0   \n",
+       "Billstedt                                              0   \n",
+       "Billbrook                                              0   \n",
+       "Rothenburgsort                                         0   \n",
+       "Veddel                                                 0   \n",
+       "Wilhelmsburg                                           0   \n",
+       "Kleiner Grasbrook und Steinwerder                      0   \n",
+       "Waltershof und Finkenwerder                            0   \n",
+       "Altona-Altstadt                                        3   \n",
+       "Sternschanze                                           2   \n",
+       "Altona-Nord                                            0   \n",
+       "Ottensen                                               3   \n",
+       "Bahrenfeld                                             1   \n",
+       "Groß Flottbek                                          0   \n",
+       "Othmarschen                                            1   \n",
+       "Lurup                                                  0   \n",
+       "Osdorf                                                 1   \n",
+       "Nienstedten                                            0   \n",
+       "Blankenese                                             0   \n",
+       "Iserbrook                                              0   \n",
+       "Sülldorf                                               0   \n",
+       "Rissen                                                 1   \n",
+       "Eimsbüttel                                             2   \n",
+       "Rotherbaum                                             1   \n",
+       "Harvestehude                                           0   \n",
+       "Hoheluft-West                                          1   \n",
+       "Lokstedt                                               0   \n",
+       "Niendorf                                               1   \n",
+       "Schnelsen                                              1   \n",
+       "Eidelstedt                                             0   \n",
+       "Stellingen                                             1   \n",
+       "Hoheluft-Ost                                           1   \n",
+       "Eppendorf                                              1   \n",
+       "Groß Borstel                                           0   \n",
+       "Alsterdorf                                             0   \n",
+       "Winterhude                                             1   \n",
+       "Uhlenhorst                                             0   \n",
+       "Hohenfelde                                             0   \n",
+       "Barmbek-Süd                                            0   \n",
+       "Dulsberg                                               0   \n",
+       "Barmbek-Nord                                           2   \n",
+       "Ohlsdorf                                               0   \n",
+       "Fuhlsbüttel                                            0   \n",
+       "Langenhorn                                             1   \n",
+       "Eilbek                                                 0   \n",
+       "Wandsbek                                               0   \n",
+       "Marienthal                                             1   \n",
+       "Jenfeld                                                0   \n",
+       "Tonndorf                                               0   \n",
+       "Farmsen-Berne                                          0   \n",
+       "Bramfeld                                               1   \n",
+       "Steilshoop                                             0   \n",
+       "Wellingsbüttel                                         0   \n",
+       "Sasel                                                  1   \n",
+       "Poppenbüttel                                           1   \n",
+       "Hummelsbüttel                                          0   \n",
+       "Lemsahl-Mellingstedt                                   0   \n",
+       "Duvenstedt                                             0   \n",
+       "Wohldorf-Ohlstedt                                      0   \n",
+       "Bergstedt                                              0   \n",
+       "Volksdorf                                              0   \n",
+       "Rahlstedt                                              2   \n",
+       "Lohbrügge                                              0   \n",
+       "Bergedorf                                              1   \n",
+       "Curslack                                               0   \n",
+       "Altengamme                                             0   \n",
+       "Neuengamme                                             0   \n",
+       "Kirchwerder                                            0   \n",
+       "Ochsenwerder                                           0   \n",
+       "Reitbrook                                              0   \n",
+       "Allermöhe                                              0   \n",
+       "Billwerder                                             0   \n",
+       "Moorfleet                                              0   \n",
+       "Tatenberg                                              0   \n",
+       "Spadenland                                             0   \n",
+       "Neuallermöhe                                           0   \n",
+       "Harburg                                                0   \n",
+       "Neuland und Gut Moor                                   0   \n",
+       "Wilstorf                                               0   \n",
+       "Rönneburg                                              0   \n",
+       "Langenbek                                              0   \n",
+       "Sinstorf                                               0   \n",
+       "Marmstorf                                              0   \n",
+       "Eißendorf                                              0   \n",
+       "Heimfeld                                               0   \n",
+       "Moorburg und Altenwerder                               0   \n",
+       "Hausbruch                                              0   \n",
+       "Neugraben-Fischbek                                     1   \n",
+       "Francop                                                0   \n",
+       "Neuenfelde                                             0   \n",
+       "Cranz                                                  0   \n",
+       "\n",
+       "                                   all_restaurants_count  \\\n",
+       "Unnamed: 0                                                 \n",
+       "Hamburg-Altstadt                                     129   \n",
+       "HafenCity                                             56   \n",
+       "Neustadt                                             140   \n",
+       "St. Pauli                                            109   \n",
+       "St. Georg                                             80   \n",
+       "Hammerbrook                                           24   \n",
+       "Borgfelde                                              3   \n",
+       "Hamm                                                  10   \n",
+       "Horn                                                  10   \n",
+       "Billstedt                                             19   \n",
+       "Billbrook                                              3   \n",
+       "Rothenburgsort                                         6   \n",
+       "Veddel                                                 3   \n",
+       "Wilhelmsburg                                          28   \n",
+       "Kleiner Grasbrook und Steinwerder                      0   \n",
+       "Waltershof und Finkenwerder                           10   \n",
+       "Altona-Altstadt                                       55   \n",
+       "Sternschanze                                          50   \n",
+       "Altona-Nord                                           17   \n",
+       "Ottensen                                              72   \n",
+       "Bahrenfeld                                            33   \n",
+       "Groß Flottbek                                         11   \n",
+       "Othmarschen                                            9   \n",
+       "Lurup                                                  8   \n",
+       "Osdorf                                                 4   \n",
+       "Nienstedten                                            9   \n",
+       "Blankenese                                            19   \n",
+       "Iserbrook                                              2   \n",
+       "Sülldorf                                               5   \n",
+       "Rissen                                                 4   \n",
+       "Eimsbüttel                                            91   \n",
+       "Rotherbaum                                            78   \n",
+       "Harvestehude                                          12   \n",
+       "Hoheluft-West                                         20   \n",
+       "Lokstedt                                               8   \n",
+       "Niendorf                                              19   \n",
+       "Schnelsen                                             15   \n",
+       "Eidelstedt                                             7   \n",
+       "Stellingen                                            11   \n",
+       "Hoheluft-Ost                                          33   \n",
+       "Eppendorf                                             38   \n",
+       "Groß Borstel                                           5   \n",
+       "Alsterdorf                                             9   \n",
+       "Winterhude                                            90   \n",
+       "Uhlenhorst                                            35   \n",
+       "Hohenfelde                                             9   \n",
+       "Barmbek-Süd                                           22   \n",
+       "Dulsberg                                               6   \n",
+       "Barmbek-Nord                                          43   \n",
+       "Ohlsdorf                                               7   \n",
+       "Fuhlsbüttel                                           18   \n",
+       "Langenhorn                                            17   \n",
+       "Eilbek                                                16   \n",
+       "Wandsbek                                              29   \n",
+       "Marienthal                                             7   \n",
+       "Jenfeld                                                8   \n",
+       "Tonndorf                                               7   \n",
+       "Farmsen-Berne                                         10   \n",
+       "Bramfeld                                              20   \n",
+       "Steilshoop                                             1   \n",
+       "Wellingsbüttel                                         4   \n",
+       "Sasel                                                  5   \n",
+       "Poppenbüttel                                          10   \n",
+       "Hummelsbüttel                                          5   \n",
+       "Lemsahl-Mellingstedt                                   2   \n",
+       "Duvenstedt                                             6   \n",
+       "Wohldorf-Ohlstedt                                      4   \n",
+       "Bergstedt                                              2   \n",
+       "Volksdorf                                             11   \n",
+       "Rahlstedt                                             21   \n",
+       "Lohbrügge                                             18   \n",
+       "Bergedorf                                             33   \n",
+       "Curslack                                               2   \n",
+       "Altengamme                                             0   \n",
+       "Neuengamme                                             0   \n",
+       "Kirchwerder                                            7   \n",
+       "Ochsenwerder                                           2   \n",
+       "Reitbrook                                              0   \n",
+       "Allermöhe                                              1   \n",
+       "Billwerder                                             0   \n",
+       "Moorfleet                                              3   \n",
+       "Tatenberg                                              1   \n",
+       "Spadenland                                             1   \n",
+       "Neuallermöhe                                           3   \n",
+       "Harburg                                               40   \n",
+       "Neuland und Gut Moor                                   1   \n",
+       "Wilstorf                                               6   \n",
+       "Rönneburg                                              1   \n",
+       "Langenbek                                              2   \n",
+       "Sinstorf                                               1   \n",
+       "Marmstorf                                              4   \n",
+       "Eißendorf                                              7   \n",
+       "Heimfeld                                               8   \n",
+       "Moorburg und Altenwerder                               3   \n",
+       "Hausbruch                                              1   \n",
+       "Neugraben-Fischbek                                     8   \n",
+       "Francop                                                0   \n",
+       "Neuenfelde                                             2   \n",
+       "Cranz                                                  2   \n",
+       "\n",
+       "                                   organic_restaurants_count  \\\n",
+       "Unnamed: 0                                                     \n",
+       "Hamburg-Altstadt                                           0   \n",
+       "HafenCity                                                  3   \n",
+       "Neustadt                                                   4   \n",
+       "St. Pauli                                                  1   \n",
+       "St. Georg                                                  2   \n",
+       "Hammerbrook                                                0   \n",
+       "Borgfelde                                                  0   \n",
+       "Hamm                                                       0   \n",
+       "Horn                                                       0   \n",
+       "Billstedt                                                  0   \n",
+       "Billbrook                                                  0   \n",
+       "Rothenburgsort                                             0   \n",
+       "Veddel                                                     0   \n",
+       "Wilhelmsburg                                               0   \n",
+       "Kleiner Grasbrook und Steinwerder                          0   \n",
+       "Waltershof und Finkenwerder                                0   \n",
+       "Altona-Altstadt                                            0   \n",
+       "Sternschanze                                               0   \n",
+       "Altona-Nord                                                0   \n",
+       "Ottensen                                                   1   \n",
+       "Bahrenfeld                                                 0   \n",
+       "Groß Flottbek                                              0   \n",
+       "Othmarschen                                                0   \n",
+       "Lurup                                                      0   \n",
+       "Osdorf                                                     0   \n",
+       "Nienstedten                                                0   \n",
+       "Blankenese                                                 0   \n",
+       "Iserbrook                                                  0   \n",
+       "Sülldorf                                                   0   \n",
+       "Rissen                                                     0   \n",
+       "Eimsbüttel                                                 4   \n",
+       "Rotherbaum                                                 0   \n",
+       "Harvestehude                                               0   \n",
+       "Hoheluft-West                                              0   \n",
+       "Lokstedt                                                   0   \n",
+       "Niendorf                                                   0   \n",
+       "Schnelsen                                                  0   \n",
+       "Eidelstedt                                                 0   \n",
+       "Stellingen                                                 0   \n",
+       "Hoheluft-Ost                                               2   \n",
+       "Eppendorf                                                  0   \n",
+       "Groß Borstel                                               0   \n",
+       "Alsterdorf                                                 0   \n",
+       "Winterhude                                                 0   \n",
+       "Uhlenhorst                                                 1   \n",
+       "Hohenfelde                                                 0   \n",
+       "Barmbek-Süd                                                0   \n",
+       "Dulsberg                                                   0   \n",
+       "Barmbek-Nord                                               0   \n",
+       "Ohlsdorf                                                   0   \n",
+       "Fuhlsbüttel                                                0   \n",
+       "Langenhorn                                                 0   \n",
+       "Eilbek                                                     0   \n",
+       "Wandsbek                                                   0   \n",
+       "Marienthal                                                 0   \n",
+       "Jenfeld                                                    0   \n",
+       "Tonndorf                                                   0   \n",
+       "Farmsen-Berne                                              0   \n",
+       "Bramfeld                                                   0   \n",
+       "Steilshoop                                                 0   \n",
+       "Wellingsbüttel                                             0   \n",
+       "Sasel                                                      0   \n",
+       "Poppenbüttel                                               0   \n",
+       "Hummelsbüttel                                              0   \n",
+       "Lemsahl-Mellingstedt                                       0   \n",
+       "Duvenstedt                                                 0   \n",
+       "Wohldorf-Ohlstedt                                          0   \n",
+       "Bergstedt                                                  0   \n",
+       "Volksdorf                                                  0   \n",
+       "Rahlstedt                                                  0   \n",
+       "Lohbrügge                                                  0   \n",
+       "Bergedorf                                                  0   \n",
+       "Curslack                                                   0   \n",
+       "Altengamme                                                 0   \n",
+       "Neuengamme                                                 0   \n",
+       "Kirchwerder                                                0   \n",
+       "Ochsenwerder                                               0   \n",
+       "Reitbrook                                                  0   \n",
+       "Allermöhe                                                  0   \n",
+       "Billwerder                                                 0   \n",
+       "Moorfleet                                                  0   \n",
+       "Tatenberg                                                  0   \n",
+       "Spadenland                                                 0   \n",
+       "Neuallermöhe                                               0   \n",
+       "Harburg                                                    0   \n",
+       "Neuland und Gut Moor                                       0   \n",
+       "Wilstorf                                                   0   \n",
+       "Rönneburg                                                  0   \n",
+       "Langenbek                                                  0   \n",
+       "Sinstorf                                                   0   \n",
+       "Marmstorf                                                  0   \n",
+       "Eißendorf                                                  0   \n",
+       "Heimfeld                                                   0   \n",
+       "Moorburg und Altenwerder                                   0   \n",
+       "Hausbruch                                                  0   \n",
+       "Neugraben-Fischbek                                         0   \n",
+       "Francop                                                    0   \n",
+       "Neuenfelde                                                 0   \n",
+       "Cranz                                                      0   \n",
+       "\n",
+       "                                   vegan_restaurants_count  distance_rathaus  \n",
+       "Unnamed: 0                                                                    \n",
+       "Hamburg-Altstadt                                         4          0.000000  \n",
+       "HafenCity                                                1          0.005758  \n",
+       "Neustadt                                                 4          0.001174  \n",
+       "St. Pauli                                                2          0.009631  \n",
+       "St. Georg                                                4          0.008493  \n",
+       "Hammerbrook                                              0          0.013901  \n",
+       "Borgfelde                                                0          0.030533  \n",
+       "Hamm                                                     0          0.046539  \n",
+       "Horn                                                     0          0.074461  \n",
+       "Billstedt                                                0          0.098779  \n",
+       "Billbrook                                                0          0.070190  \n",
+       "Rothenburgsort                                           0          0.032613  \n",
+       "Veddel                                                   0          0.033968  \n",
+       "Wilhelmsburg                                             0          0.028337  \n",
+       "Kleiner Grasbrook und Steinwerder                        0          0.012635  \n",
+       "Waltershof und Finkenwerder                              0          0.056412  \n",
+       "Altona-Altstadt                                          1          0.032401  \n",
+       "Sternschanze                                             3          0.020458  \n",
+       "Altona-Nord                                              0          0.034237  \n",
+       "Ottensen                                                 2          0.057371  \n",
+       "Bahrenfeld                                               1          0.058420  \n",
+       "Groß Flottbek                                            0          0.092305  \n",
+       "Othmarschen                                              0          0.074749  \n",
+       "Lurup                                                    1          0.101111  \n",
+       "Osdorf                                                   0          0.126671  \n",
+       "Nienstedten                                              0          0.127249  \n",
+       "Blankenese                                               0          0.166258  \n",
+       "Iserbrook                                                0          0.157554  \n",
+       "Sülldorf                                                 0          0.175306  \n",
+       "Rissen                                                   0          0.201619  \n",
+       "Eimsbüttel                                               1          0.025682  \n",
+       "Rotherbaum                                               2          0.007603  \n",
+       "Harvestehude                                             0          0.022310  \n",
+       "Hoheluft-West                                            0          0.032513  \n",
+       "Lokstedt                                                 0          0.042816  \n",
+       "Niendorf                                                 0          0.059964  \n",
+       "Schnelsen                                                0          0.092944  \n",
+       "Eidelstedt                                               0          0.079879  \n",
+       "Stellingen                                               0          0.054299  \n",
+       "Hoheluft-Ost                                             1          0.032525  \n",
+       "Eppendorf                                                2          0.033806  \n",
+       "Groß Borstel                                             0          0.051516  \n",
+       "Alsterdorf                                               0          0.050194  \n",
+       "Winterhude                                               3          0.027449  \n",
+       "Uhlenhorst                                               0          0.021781  \n",
+       "Hohenfelde                                               0          0.021781  \n",
+       "Barmbek-Süd                                              0          0.037857  \n",
+       "Dulsberg                                                 0          0.069052  \n",
+       "Barmbek-Nord                                             0          0.053815  \n",
+       "Ohlsdorf                                                 0          0.069698  \n",
+       "Fuhlsbüttel                                              0          0.067316  \n",
+       "Langenhorn                                               1          0.087641  \n",
+       "Eilbek                                                   0          0.042740  \n",
+       "Wandsbek                                                 0          0.069876  \n",
+       "Marienthal                                               0          0.070500  \n",
+       "Jenfeld                                                  0          0.114102  \n",
+       "Tonndorf                                                 0          0.113270  \n",
+       "Farmsen-Berne                                            0          0.115351  \n",
+       "Bramfeld                                                 1          0.078234  \n",
+       "Steilshoop                                               0          0.076184  \n",
+       "Wellingsbüttel                                           0          0.104052  \n",
+       "Sasel                                                    0          0.138571  \n",
+       "Poppenbüttel                                             0          0.115019  \n",
+       "Hummelsbüttel                                            0          0.093009  \n",
+       "Lemsahl-Mellingstedt                                     0          0.150325  \n",
+       "Duvenstedt                                               0          0.165180  \n",
+       "Wohldorf-Ohlstedt                                        0          0.187746  \n",
+       "Bergstedt                                                0          0.162447  \n",
+       "Volksdorf                                                0          0.173788  \n",
+       "Rahlstedt                                                0          0.142393  \n",
+       "Lohbrügge                                                0          0.133733  \n",
+       "Bergedorf                                                0          0.188450  \n",
+       "Curslack                                                 0          0.219108  \n",
+       "Altengamme                                               0          0.277313  \n",
+       "Neuengamme                                               0          0.192131  \n",
+       "Kirchwerder                                              0          0.161137  \n",
+       "Ochsenwerder                                             0          0.106092  \n",
+       "Reitbrook                                                0          0.130425  \n",
+       "Allermöhe                                                0          0.112418  \n",
+       "Billwerder                                               0          0.107113  \n",
+       "Moorfleet                                                0          0.076610  \n",
+       "Tatenberg                                                0          0.086622  \n",
+       "Spadenland                                               0          0.078993  \n",
+       "Neuallermöhe                                             0          0.145814  \n",
+       "Harburg                                                  0          0.075487  \n",
+       "Neuland und Gut Moor                                     0          0.077617  \n",
+       "Wilstorf                                                 0          0.095632  \n",
+       "Rönneburg                                                0          0.101576  \n",
+       "Langenbek                                                0          0.113559  \n",
+       "Sinstorf                                                 0          0.120415  \n",
+       "Marmstorf                                                0          0.109096  \n",
+       "Eißendorf                                                0          0.092895  \n",
+       "Heimfeld                                                 0          0.072954  \n",
+       "Moorburg und Altenwerder                                 0          0.060658  \n",
+       "Hausbruch                                                0          0.104116  \n",
+       "Neugraben-Fischbek                                       0          0.130211  \n",
+       "Francop                                                  0          0.114626  \n",
+       "Neuenfelde                                               0          0.162791  \n",
+       "Cranz                                                    0          0.200686  \n",
+       "\n",
+       "[99 rows x 38 columns]"
+      ]
+     },
+     "execution_count": 236,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#read csv file\n",
+    "path1 = \"../Data/final_data.csv\"\n",
+    "final_df = pd.read_csv(path1)\n",
+    "# Drop column and set index\n",
+    "final_df.set_index(\"Unnamed: 0\", inplace=True)\n",
+    "\n",
+    "final_df.drop(columns=['art_score'], inplace=True)\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "id": "5c2268ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "final_df# Iterate through all columns of final_df\n",
+    "for col in final_df.columns:\n",
+    "    if final_df[col].dtype == float:  # Check if the data type is float\n",
+    "        # Attempt to convert the floats to integers, provided all float values can be converted to integers\n",
+    "        if all(final_df[col].dropna().apply(lambda x: x.is_integer())):\n",
+    "            # Use Pandas' Int64 type to allow NaN values in integer columns\n",
+    "            final_df[col] = final_df[col].astype('Int64')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "id": "ddb8b79e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Bevölkerung</th>\n",
+       "      <th>Unter 18-Jährige</th>\n",
+       "      <th>Anteil der unter 18-Jährigen in %</th>\n",
+       "      <th>65-Jährige und Ältere</th>\n",
+       "      <th>Anteil der 65-Jährigen und Älteren in %</th>\n",
+       "      <th>Ausländer: innen</th>\n",
+       "      <th>Anteil der Ausländer: innen in %</th>\n",
+       "      <th>Bevölkerung mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der Bevölkerung mit Migrations-hintergrund in %</th>\n",
+       "      <th>Unter 18-Jährige mit Migrations-hintergrund</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Schüler:innen der Sekundar-stufe I (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Gymnasien in % (2022/2023)</th>\n",
+       "      <th>Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)</th>\n",
+       "      <th>Allgemein-ärztinnen/-ärzte (Jan 2023)</th>\n",
+       "      <th>Zahn-ärztinnen/-ärzte (Dez 2022)</th>\n",
+       "      <th>Apotheken (Dez 2022)</th>\n",
+       "      <th>Private PKW (Jan 2023)</th>\n",
+       "      <th>PKW-Dichte (Jan 2023)</th>\n",
+       "      <th>Elektro-PKW  (Jan 2023)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stadtgebiet</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>3182</td>\n",
+       "      <td>515</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>316</td>\n",
+       "      <td>9.9</td>\n",
+       "      <td>1349</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>1896</td>\n",
+       "      <td>59.5</td>\n",
+       "      <td>424</td>\n",
+       "      <td>...</td>\n",
+       "      <td>127</td>\n",
+       "      <td>52</td>\n",
+       "      <td>45.7</td>\n",
+       "      <td>231</td>\n",
+       "      <td>48</td>\n",
+       "      <td>75</td>\n",
+       "      <td>10</td>\n",
+       "      <td>599</td>\n",
+       "      <td>188</td>\n",
+       "      <td>677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>6950</td>\n",
+       "      <td>1386</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>644</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>978</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2758</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>769</td>\n",
+       "      <td>...</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>64.7</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1809</td>\n",
+       "      <td>260</td>\n",
+       "      <td>371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>12649</td>\n",
+       "      <td>1412</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>1919</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>2581</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4724</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>673</td>\n",
+       "      <td>...</td>\n",
+       "      <td>340</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>56.5</td>\n",
+       "      <td>205</td>\n",
+       "      <td>20</td>\n",
+       "      <td>83</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3064</td>\n",
+       "      <td>242</td>\n",
+       "      <td>754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>22056</td>\n",
+       "      <td>2941</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2270</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>4991</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>8488</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>1458</td>\n",
+       "      <td>...</td>\n",
+       "      <td>907</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>44</td>\n",
+       "      <td>12</td>\n",
+       "      <td>15</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4453</td>\n",
+       "      <td>202</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>12318</td>\n",
+       "      <td>1420</td>\n",
+       "      <td>11.5</td>\n",
+       "      <td>1676</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>3494</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>43.7</td>\n",
+       "      <td>866</td>\n",
+       "      <td>...</td>\n",
+       "      <td>356</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>60.7</td>\n",
+       "      <td>89</td>\n",
+       "      <td>36</td>\n",
+       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>196</td>\n",
+       "      <td>163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>5990</td>\n",
+       "      <td>772</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>192</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>2256</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>636</td>\n",
+       "      <td>...</td>\n",
+       "      <td>144</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>890</td>\n",
+       "      <td>149</td>\n",
+       "      <td>1642</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>8569</td>\n",
+       "      <td>1160</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>922</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>3273</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>4600</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>900</td>\n",
+       "      <td>...</td>\n",
+       "      <td>306</td>\n",
+       "      <td>62.4</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1678</td>\n",
+       "      <td>196</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>38720</td>\n",
+       "      <td>4645</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>5139</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>8261</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>15518</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2983</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1205</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>27</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9906</td>\n",
+       "      <td>256</td>\n",
+       "      <td>152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>38425</td>\n",
+       "      <td>6210</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>5709</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>11249</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>21726</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>4802</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1858</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>42</td>\n",
+       "      <td>25</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10027</td>\n",
+       "      <td>261</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>71789</td>\n",
+       "      <td>14019</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>13092</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>21117</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>45035</td>\n",
+       "      <td>62.7</td>\n",
+       "      <td>11222</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>69.9</td>\n",
+       "      <td>26.6</td>\n",
+       "      <td>95</td>\n",
+       "      <td>48</td>\n",
+       "      <td>35</td>\n",
+       "      <td>10</td>\n",
+       "      <td>22344</td>\n",
+       "      <td>311</td>\n",
+       "      <td>254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1791</td>\n",
+       "      <td>602</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>1416</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>1596</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>583</td>\n",
+       "      <td>...</td>\n",
+       "      <td>217</td>\n",
+       "      <td>82.9</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>258</td>\n",
+       "      <td>144</td>\n",
+       "      <td>105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>9641</td>\n",
+       "      <td>1773</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>1362</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>3363</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>5982</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>1461</td>\n",
+       "      <td>...</td>\n",
+       "      <td>513</td>\n",
+       "      <td>68.6</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2317</td>\n",
+       "      <td>240</td>\n",
+       "      <td>178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>4288</td>\n",
+       "      <td>853</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>398</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>3254</td>\n",
+       "      <td>76.1</td>\n",
+       "      <td>779</td>\n",
+       "      <td>...</td>\n",
+       "      <td>282</td>\n",
+       "      <td>74.5</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>841</td>\n",
+       "      <td>196</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>52961</td>\n",
+       "      <td>10902</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>7237</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>17374</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>32923</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>8470</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3436</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>60</td>\n",
+       "      <td>35</td>\n",
+       "      <td>20</td>\n",
+       "      <td>9</td>\n",
+       "      <td>14014</td>\n",
+       "      <td>265</td>\n",
+       "      <td>277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>1105</td>\n",
+       "      <td>62</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>364</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>512</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>57</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>144</td>\n",
+       "      <td>130</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>11690</td>\n",
+       "      <td>1988</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>2335</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>2421</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>4080</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>1064</td>\n",
+       "      <td>...</td>\n",
+       "      <td>574</td>\n",
+       "      <td>52.6</td>\n",
+       "      <td>42.5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4360</td>\n",
+       "      <td>373</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>29661</td>\n",
+       "      <td>4532</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>3902</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>6287</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>12048</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>2497</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1359</td>\n",
+       "      <td>50.8</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>174</td>\n",
+       "      <td>35</td>\n",
+       "      <td>43</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6709</td>\n",
+       "      <td>226</td>\n",
+       "      <td>259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>7889</td>\n",
+       "      <td>1088</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>821</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>1633</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>2971</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>545</td>\n",
+       "      <td>...</td>\n",
+       "      <td>315</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>41</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>194</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>26592</td>\n",
+       "      <td>4353</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>2665</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5358</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>10289</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2164</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1166</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5711</td>\n",
+       "      <td>215</td>\n",
+       "      <td>98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>35365</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>5342</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>4811</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>10011</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>188</td>\n",
+       "      <td>26</td>\n",
+       "      <td>49</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9402</td>\n",
+       "      <td>266</td>\n",
+       "      <td>957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>31311</td>\n",
+       "      <td>5582</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>3981</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>7747</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2982</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>53.1</td>\n",
+       "      <td>42.6</td>\n",
+       "      <td>44</td>\n",
+       "      <td>11</td>\n",
+       "      <td>22</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8653</td>\n",
+       "      <td>276</td>\n",
+       "      <td>470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>11152</td>\n",
+       "      <td>2198</td>\n",
+       "      <td>19.7</td>\n",
+       "      <td>2300</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>1572</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2929</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>720</td>\n",
+       "      <td>...</td>\n",
+       "      <td>712</td>\n",
+       "      <td>10.7</td>\n",
+       "      <td>86.1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4758</td>\n",
+       "      <td>427</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>16590</td>\n",
+       "      <td>3447</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>3334</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>2525</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>4915</td>\n",
+       "      <td>29.6</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1009</td>\n",
+       "      <td>18</td>\n",
+       "      <td>77.8</td>\n",
+       "      <td>41</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7057</td>\n",
+       "      <td>425</td>\n",
+       "      <td>354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>37154</td>\n",
+       "      <td>7680</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>6643</td>\n",
+       "      <td>17.9</td>\n",
+       "      <td>8875</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>19562</td>\n",
+       "      <td>52.7</td>\n",
+       "      <td>5387</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2356</td>\n",
+       "      <td>64.9</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>35</td>\n",
+       "      <td>19</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12107</td>\n",
+       "      <td>326</td>\n",
+       "      <td>164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>26148</td>\n",
+       "      <td>5200</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>5677</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>5031</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>11204</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>3050</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1756</td>\n",
+       "      <td>50.7</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>67</td>\n",
+       "      <td>17</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9295</td>\n",
+       "      <td>355</td>\n",
+       "      <td>207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>7055</td>\n",
+       "      <td>1354</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>1838</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>771</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>1533</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>417</td>\n",
+       "      <td>...</td>\n",
+       "      <td>457</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>73.3</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3601</td>\n",
+       "      <td>510</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>13733</td>\n",
+       "      <td>2535</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>3725</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>1421</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>2933</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>799</td>\n",
+       "      <td>...</td>\n",
+       "      <td>900</td>\n",
+       "      <td>19</td>\n",
+       "      <td>77</td>\n",
+       "      <td>116</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6781</td>\n",
+       "      <td>494</td>\n",
+       "      <td>199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>11569</td>\n",
+       "      <td>2149</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>2834</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>1368</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>3100</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>853</td>\n",
+       "      <td>...</td>\n",
+       "      <td>695</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4651</td>\n",
+       "      <td>402</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>9418</td>\n",
+       "      <td>1830</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>1995</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>1388</td>\n",
+       "      <td>14.7</td>\n",
+       "      <td>2563</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>693</td>\n",
+       "      <td>...</td>\n",
+       "      <td>615</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54</td>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3758</td>\n",
+       "      <td>399</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>16397</td>\n",
+       "      <td>3183</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>4660</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>2073</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>3960</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1055</td>\n",
+       "      <td>38</td>\n",
+       "      <td>58</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7081</td>\n",
+       "      <td>432</td>\n",
+       "      <td>190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>57875</td>\n",
+       "      <td>7335</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>7565</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>7499</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14922</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>2617</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2058</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>332</td>\n",
+       "      <td>35</td>\n",
+       "      <td>63</td>\n",
+       "      <td>13</td>\n",
+       "      <td>14633</td>\n",
+       "      <td>253</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>17153</td>\n",
+       "      <td>2288</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2779</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>2890</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>875</td>\n",
+       "      <td>...</td>\n",
+       "      <td>659</td>\n",
+       "      <td>17</td>\n",
+       "      <td>80.9</td>\n",
+       "      <td>146</td>\n",
+       "      <td>16</td>\n",
+       "      <td>45</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5491</td>\n",
+       "      <td>320</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>17994</td>\n",
+       "      <td>2717</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>3734</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>2656</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>5231</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>...</td>\n",
+       "      <td>812</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>78.8</td>\n",
+       "      <td>137</td>\n",
+       "      <td>16</td>\n",
+       "      <td>48</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6825</td>\n",
+       "      <td>379</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>13597</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>1899</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1805</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>581</td>\n",
+       "      <td>...</td>\n",
+       "      <td>432</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>72</td>\n",
+       "      <td>27</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3530</td>\n",
+       "      <td>260</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>31317</td>\n",
+       "      <td>5497</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>5928</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>5247</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>10506</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1650</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>59.3</td>\n",
+       "      <td>54</td>\n",
+       "      <td>18</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9818</td>\n",
+       "      <td>314</td>\n",
+       "      <td>302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>42184</td>\n",
+       "      <td>6861</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>10560</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>5460</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>11051</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>2741</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>37.1</td>\n",
+       "      <td>60.5</td>\n",
+       "      <td>90</td>\n",
+       "      <td>25</td>\n",
+       "      <td>36</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17370</td>\n",
+       "      <td>412</td>\n",
+       "      <td>370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>30690</td>\n",
+       "      <td>5920</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>6193</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>5296</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>11285</td>\n",
+       "      <td>36.7</td>\n",
+       "      <td>3192</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1866</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>55</td>\n",
+       "      <td>17</td>\n",
+       "      <td>26</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12453</td>\n",
+       "      <td>406</td>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>36098</td>\n",
+       "      <td>6728</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>7208</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>8051</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>15923</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>4263</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1919</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>59</td>\n",
+       "      <td>11</td>\n",
+       "      <td>20</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12140</td>\n",
+       "      <td>336</td>\n",
+       "      <td>223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>27993</td>\n",
+       "      <td>4363</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>4992</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>6151</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>10874</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1219</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>47</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8312</td>\n",
+       "      <td>297</td>\n",
+       "      <td>177</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>9782</td>\n",
+       "      <td>1248</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>1671</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>1108</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>423</td>\n",
+       "      <td>...</td>\n",
+       "      <td>326</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>208</td>\n",
+       "      <td>61</td>\n",
+       "      <td>23</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3008</td>\n",
+       "      <td>308</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>24639</td>\n",
+       "      <td>3344</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4558</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2523</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>5611</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>1128</td>\n",
+       "      <td>...</td>\n",
+       "      <td>945</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>75.6</td>\n",
+       "      <td>178</td>\n",
+       "      <td>27</td>\n",
+       "      <td>47</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7727</td>\n",
+       "      <td>314</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>10812</td>\n",
+       "      <td>2051</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1869</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>2095</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>952</td>\n",
+       "      <td>...</td>\n",
+       "      <td>571</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>54.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3715</td>\n",
+       "      <td>344</td>\n",
+       "      <td>176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>15136</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2954</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>2065</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4409</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>...</td>\n",
+       "      <td>794</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>42</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5431</td>\n",
+       "      <td>359</td>\n",
+       "      <td>183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>58052</td>\n",
+       "      <td>7685</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>8281</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>7790</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>16018</td>\n",
+       "      <td>27.6</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1922</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54.9</td>\n",
+       "      <td>237</td>\n",
+       "      <td>40</td>\n",
+       "      <td>74</td>\n",
+       "      <td>12</td>\n",
+       "      <td>17680</td>\n",
+       "      <td>305</td>\n",
+       "      <td>600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>18936</td>\n",
+       "      <td>2567</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>3444</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>2537</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>5477</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>1174</td>\n",
+       "      <td>...</td>\n",
+       "      <td>710</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>70.4</td>\n",
+       "      <td>101</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6294</td>\n",
+       "      <td>332</td>\n",
+       "      <td>239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>10041</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1493</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>2231</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>788</td>\n",
+       "      <td>...</td>\n",
+       "      <td>375</td>\n",
+       "      <td>48</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>36</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2630</td>\n",
+       "      <td>262</td>\n",
+       "      <td>106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>36452</td>\n",
+       "      <td>4077</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>5020</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>6264</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>11809</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>2113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1057</td>\n",
+       "      <td>50.1</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>54</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10073</td>\n",
+       "      <td>276</td>\n",
+       "      <td>675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>17149</td>\n",
+       "      <td>1951</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>2249</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>4360</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>46.9</td>\n",
+       "      <td>1464</td>\n",
+       "      <td>...</td>\n",
+       "      <td>623</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>27</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3783</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>43222</td>\n",
+       "      <td>4797</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>5513</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>7052</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>13921</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>2475</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1097</td>\n",
+       "      <td>57</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>92</td>\n",
+       "      <td>26</td>\n",
+       "      <td>39</td>\n",
+       "      <td>10</td>\n",
+       "      <td>11188</td>\n",
+       "      <td>259</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>17548</td>\n",
+       "      <td>3011</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>2829</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2908</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>5236</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>1232</td>\n",
+       "      <td>...</td>\n",
+       "      <td>927</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>48</td>\n",
+       "      <td>13</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5639</td>\n",
+       "      <td>321</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>13603</td>\n",
+       "      <td>2407</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>2514</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2737</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>...</td>\n",
+       "      <td>792</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>16</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4801</td>\n",
+       "      <td>353</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>47192</td>\n",
+       "      <td>8574</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8807</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>8596</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>16927</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>4356</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2481</td>\n",
+       "      <td>54.1</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>104</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17350</td>\n",
+       "      <td>368</td>\n",
+       "      <td>351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>22701</td>\n",
+       "      <td>2785</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>3220</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>4139</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8186</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1581</td>\n",
+       "      <td>...</td>\n",
+       "      <td>740</td>\n",
+       "      <td>48.6</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>26</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6193</td>\n",
+       "      <td>273</td>\n",
+       "      <td>126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>38201</td>\n",
+       "      <td>5508</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>6503</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>8098</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15623</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>3560</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1450</td>\n",
+       "      <td>57.6</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>71</td>\n",
+       "      <td>26</td>\n",
+       "      <td>44</td>\n",
+       "      <td>9</td>\n",
+       "      <td>11750</td>\n",
+       "      <td>308</td>\n",
+       "      <td>357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>13618</td>\n",
+       "      <td>2211</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>2632</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>2116</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>4589</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>...</td>\n",
+       "      <td>663</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>66.5</td>\n",
+       "      <td>95</td>\n",
+       "      <td>20</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5442</td>\n",
+       "      <td>400</td>\n",
+       "      <td>149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>28843</td>\n",
+       "      <td>5834</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>8681</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>17966</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>4728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>69.6</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>31</td>\n",
+       "      <td>15</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>294</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>15378</td>\n",
+       "      <td>2670</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>3267</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>6957</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>...</td>\n",
+       "      <td>912</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5665</td>\n",
+       "      <td>368</td>\n",
+       "      <td>225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>37219</td>\n",
+       "      <td>6952</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>7163</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>5969</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13782</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3730</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2130</td>\n",
+       "      <td>55.9</td>\n",
+       "      <td>40.7</td>\n",
+       "      <td>37</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13730</td>\n",
+       "      <td>369</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>52980</td>\n",
+       "      <td>8207</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>11262</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>8287</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>18350</td>\n",
+       "      <td>34.7</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>53.9</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>61</td>\n",
+       "      <td>30</td>\n",
+       "      <td>41</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20578</td>\n",
+       "      <td>388</td>\n",
+       "      <td>524</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>19667</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5536</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>11360</td>\n",
+       "      <td>57.8</td>\n",
+       "      <td>3140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1312</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5551</td>\n",
+       "      <td>282</td>\n",
+       "      <td>46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>11130</td>\n",
+       "      <td>2114</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2975</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>942</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>2388</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>671</td>\n",
+       "      <td>...</td>\n",
+       "      <td>692</td>\n",
+       "      <td>25.9</td>\n",
+       "      <td>71.5</td>\n",
+       "      <td>26</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5660</td>\n",
+       "      <td>509</td>\n",
+       "      <td>162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>24355</td>\n",
+       "      <td>4737</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>6343</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>1804</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>4931</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1451</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1653</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>68.5</td>\n",
+       "      <td>33</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12556</td>\n",
+       "      <td>516</td>\n",
+       "      <td>413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>24349</td>\n",
+       "      <td>4213</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>7677</td>\n",
+       "      <td>31.5</td>\n",
+       "      <td>2522</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>6367</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>1843</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1418</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>138</td>\n",
+       "      <td>29</td>\n",
+       "      <td>45</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11136</td>\n",
+       "      <td>457</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>18709</td>\n",
+       "      <td>3487</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>4504</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>3467</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7465</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1981</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1113</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7436</td>\n",
+       "      <td>397</td>\n",
+       "      <td>194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>7070</td>\n",
+       "      <td>1452</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>1578</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>457</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>438</td>\n",
+       "      <td>...</td>\n",
+       "      <td>461</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>69</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4072</td>\n",
+       "      <td>576</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>5982</td>\n",
+       "      <td>1222</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>1189</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>504</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1063</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>376</td>\n",
+       "      <td>...</td>\n",
+       "      <td>444</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>63.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3275</td>\n",
+       "      <td>547</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>4804</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>280</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>810</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>277</td>\n",
+       "      <td>...</td>\n",
+       "      <td>317</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>69.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2693</td>\n",
+       "      <td>561</td>\n",
+       "      <td>91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>10767</td>\n",
+       "      <td>2280</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>2367</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>737</td>\n",
+       "      <td>...</td>\n",
+       "      <td>880</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>53.2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4956</td>\n",
+       "      <td>460</td>\n",
+       "      <td>135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>20814</td>\n",
+       "      <td>4043</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5673</td>\n",
+       "      <td>27.3</td>\n",
+       "      <td>1794</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1428</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>63.1</td>\n",
+       "      <td>88</td>\n",
+       "      <td>26</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9421</td>\n",
+       "      <td>453</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>96499</td>\n",
+       "      <td>17822</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>20142</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>18827</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>38162</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>9932</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5264</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>170</td>\n",
+       "      <td>54</td>\n",
+       "      <td>69</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36817</td>\n",
+       "      <td>382</td>\n",
+       "      <td>649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>41179</td>\n",
+       "      <td>6821</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>9221</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>6734</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>18381</td>\n",
+       "      <td>44.6</td>\n",
+       "      <td>4385</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2083</td>\n",
+       "      <td>60</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>39</td>\n",
+       "      <td>13</td>\n",
+       "      <td>27</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15301</td>\n",
+       "      <td>372</td>\n",
+       "      <td>210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>36757</td>\n",
+       "      <td>6532</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>7403</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>6547</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>13712</td>\n",
+       "      <td>37.2</td>\n",
+       "      <td>3460</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>163</td>\n",
+       "      <td>38</td>\n",
+       "      <td>49</td>\n",
+       "      <td>11</td>\n",
+       "      <td>12785</td>\n",
+       "      <td>348</td>\n",
+       "      <td>396</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>4143</td>\n",
+       "      <td>867</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>644</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>857</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>...</td>\n",
+       "      <td>260</td>\n",
+       "      <td>56.2</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>474</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>2341</td>\n",
+       "      <td>446</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>467</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>157</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>294</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>140</td>\n",
+       "      <td>57.9</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1319</td>\n",
+       "      <td>563</td>\n",
+       "      <td>31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>3720</td>\n",
+       "      <td>632</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>813</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>461</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>129</td>\n",
+       "      <td>...</td>\n",
+       "      <td>200</td>\n",
+       "      <td>60</td>\n",
+       "      <td>34</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2105</td>\n",
+       "      <td>566</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>10311</td>\n",
+       "      <td>1909</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>882</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>423</td>\n",
+       "      <td>...</td>\n",
+       "      <td>582</td>\n",
+       "      <td>61.2</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5683</td>\n",
+       "      <td>551</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>3030</td>\n",
+       "      <td>612</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>509</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>224</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>556</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>171</td>\n",
+       "      <td>...</td>\n",
+       "      <td>162</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1726</td>\n",
+       "      <td>570</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>540</td>\n",
+       "      <td>90</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>127</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>47</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>74</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>318</td>\n",
+       "      <td>589</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>1421</td>\n",
+       "      <td>219</td>\n",
+       "      <td>15.4</td>\n",
+       "      <td>299</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>211</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>379</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>84</td>\n",
+       "      <td>...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.5</td>\n",
+       "      <td>41</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>790</td>\n",
+       "      <td>556</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>3790</td>\n",
+       "      <td>866</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>317</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>2123</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>2565</td>\n",
+       "      <td>67.7</td>\n",
+       "      <td>740</td>\n",
+       "      <td>...</td>\n",
+       "      <td>250</td>\n",
+       "      <td>68.8</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>851</td>\n",
+       "      <td>225</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>1177</td>\n",
+       "      <td>188</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>200</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>176</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>77</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>633</td>\n",
+       "      <td>538</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>573</td>\n",
+       "      <td>94</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>114</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>38</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>338</td>\n",
+       "      <td>590</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>551</td>\n",
+       "      <td>77</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>129</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>30</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>58</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>330</td>\n",
+       "      <td>599</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>23368</td>\n",
+       "      <td>5256</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>2871</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>4527</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>15421</td>\n",
+       "      <td>65.9</td>\n",
+       "      <td>4205</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1827</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7801</td>\n",
+       "      <td>334</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>27957</td>\n",
+       "      <td>4497</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2832</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>12883</td>\n",
+       "      <td>46.1</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>64.8</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1261</td>\n",
+       "      <td>69</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>187</td>\n",
+       "      <td>28</td>\n",
+       "      <td>70</td>\n",
+       "      <td>11</td>\n",
+       "      <td>5413</td>\n",
+       "      <td>194</td>\n",
+       "      <td>184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>1829</td>\n",
+       "      <td>449</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>261</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>649</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>942</td>\n",
+       "      <td>51.5</td>\n",
+       "      <td>327</td>\n",
+       "      <td>...</td>\n",
+       "      <td>146</td>\n",
+       "      <td>65.8</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>739</td>\n",
+       "      <td>404</td>\n",
+       "      <td>81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>17671</td>\n",
+       "      <td>3255</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>3184</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>5262</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>9132</td>\n",
+       "      <td>51.6</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>...</td>\n",
+       "      <td>981</td>\n",
+       "      <td>60.2</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5655</td>\n",
+       "      <td>320</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>3417</td>\n",
+       "      <td>662</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>630</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>805</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>411</td>\n",
+       "      <td>...</td>\n",
+       "      <td>243</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1499</td>\n",
+       "      <td>439</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>4013</td>\n",
+       "      <td>679</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>975</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>562</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1521</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>377</td>\n",
+       "      <td>...</td>\n",
+       "      <td>236</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>47.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1821</td>\n",
+       "      <td>454</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>4292</td>\n",
+       "      <td>1047</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>639</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>1233</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>2124</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>323</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1681</td>\n",
+       "      <td>392</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>8988</td>\n",
+       "      <td>1486</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>2361</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>1326</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>2989</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>487</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>57.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3927</td>\n",
+       "      <td>437</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>25283</td>\n",
+       "      <td>4476</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>4909</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5845</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>11406</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>2865</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>43.2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9167</td>\n",
+       "      <td>363</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>22591</td>\n",
+       "      <td>3992</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>6459</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>11413</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>2735</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1175</td>\n",
+       "      <td>44.5</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>13</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>287</td>\n",
+       "      <td>143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>706</td>\n",
+       "      <td>130</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>120</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>140</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>370</td>\n",
+       "      <td>524</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>16868</td>\n",
+       "      <td>3196</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>3554</td>\n",
+       "      <td>21.1</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>9475</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>2303</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6252</td>\n",
+       "      <td>371</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>33963</td>\n",
+       "      <td>7480</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>6318</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>7062</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>17155</td>\n",
+       "      <td>50.5</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2180</td>\n",
+       "      <td>61.3</td>\n",
+       "      <td>32.7</td>\n",
+       "      <td>45</td>\n",
+       "      <td>15</td>\n",
+       "      <td>19</td>\n",
+       "      <td>5</td>\n",
+       "      <td>12144</td>\n",
+       "      <td>358</td>\n",
+       "      <td>185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>736</td>\n",
+       "      <td>119</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>133</td>\n",
+       "      <td>18.1</td>\n",
+       "      <td>139</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>184</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>385</td>\n",
+       "      <td>523</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>5245</td>\n",
+       "      <td>1251</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>748</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>1779</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>2769</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>842</td>\n",
+       "      <td>...</td>\n",
+       "      <td>414</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2102</td>\n",
+       "      <td>401</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>810</td>\n",
+       "      <td>130</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>241</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>354</td>\n",
+       "      <td>43.9</td>\n",
+       "      <td>91</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>355</td>\n",
+       "      <td>438</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 67 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Bevölkerung  Unter 18-Jährige  \\\n",
+       "Stadtgebiet                                                        \n",
+       "Hamburg-Altstadt                          3182               515   \n",
+       "HafenCity                                 6950              1386   \n",
+       "Neustadt                                 12649              1412   \n",
+       "St. Pauli                                22056              2941   \n",
+       "St. Georg                                12318              1420   \n",
+       "Hammerbrook                               5990               772   \n",
+       "Borgfelde                                 8569              1160   \n",
+       "Hamm                                     38720              4645   \n",
+       "Horn                                     38425              6210   \n",
+       "Billstedt                                71789             14019   \n",
+       "Billbrook                                 1791               602   \n",
+       "Rothenburgsort                            9641              1773   \n",
+       "Veddel                                    4288               853   \n",
+       "Wilhelmsburg                             52961             10902   \n",
+       "Kleiner Grasbrook und Steinwerder         1105                62   \n",
+       "Waltershof und Finkenwerder              11690              1988   \n",
+       "Altona-Altstadt                          29661              4532   \n",
+       "Sternschanze                              7889              1088   \n",
+       "Altona-Nord                              26592              4353   \n",
+       "Ottensen                                 35365              5377   \n",
+       "Bahrenfeld                               31311              5582   \n",
+       "Groß Flottbek                            11152              2198   \n",
+       "Othmarschen                              16590              3447   \n",
+       "Lurup                                    37154              7680   \n",
+       "Osdorf                                   26148              5200   \n",
+       "Nienstedten                               7055              1354   \n",
+       "Blankenese                               13733              2535   \n",
+       "Iserbrook                                11569              2149   \n",
+       "Sülldorf                                  9418              1830   \n",
+       "Rissen                                   16397              3183   \n",
+       "Eimsbüttel                               57875              7335   \n",
+       "Rotherbaum                               17153              2288   \n",
+       "Harvestehude                             17994              2717   \n",
+       "Hoheluft-West                            13597              1706   \n",
+       "Lokstedt                                 31317              5497   \n",
+       "Niendorf                                 42184              6861   \n",
+       "Schnelsen                                30690              5920   \n",
+       "Eidelstedt                               36098              6728   \n",
+       "Stellingen                               27993              4363   \n",
+       "Hoheluft-Ost                              9782              1248   \n",
+       "Eppendorf                                24639              3344   \n",
+       "Groß Borstel                             10812              2051   \n",
+       "Alsterdorf                               15136              2435   \n",
+       "Winterhude                               58052              7685   \n",
+       "Uhlenhorst                               18936              2567   \n",
+       "Hohenfelde                               10041              1274   \n",
+       "Barmbek-Süd                              36452              4077   \n",
+       "Dulsberg                                 17149              1951   \n",
+       "Barmbek-Nord                             43222              4797   \n",
+       "Ohlsdorf                                 17548              3011   \n",
+       "Fuhlsbüttel                              13603              2407   \n",
+       "Langenhorn                               47192              8574   \n",
+       "Eilbek                                   22701              2785   \n",
+       "Wandsbek                                 38201              5508   \n",
+       "Marienthal                               13618              2211   \n",
+       "Jenfeld                                  28843              5834   \n",
+       "Tonndorf                                 15378              2670   \n",
+       "Farmsen-Berne                            37219              6952   \n",
+       "Bramfeld                                 52980              8207   \n",
+       "Steilshoop                               19667              4039   \n",
+       "Wellingsbüttel                           11130              2114   \n",
+       "Sasel                                    24355              4737   \n",
+       "Poppenbüttel                             24349              4213   \n",
+       "Hummelsbüttel                            18709              3487   \n",
+       "Lemsahl-Mellingstedt                      7070              1452   \n",
+       "Duvenstedt                                5982              1222   \n",
+       "Wohldorf-Ohlstedt                         4804              1011   \n",
+       "Bergstedt                                10767              2280   \n",
+       "Volksdorf                                20814              4043   \n",
+       "Rahlstedt                                96499             17822   \n",
+       "Lohbrügge                                41179              6821   \n",
+       "Bergedorf                                36757              6532   \n",
+       "Curslack                                  4143               867   \n",
+       "Altengamme                                2341               446   \n",
+       "Neuengamme                                3720               632   \n",
+       "Kirchwerder                              10311              1909   \n",
+       "Ochsenwerder                              3030               612   \n",
+       "Reitbrook                                  540                90   \n",
+       "Allermöhe                                 1421               219   \n",
+       "Billwerder                                3790               866   \n",
+       "Moorfleet                                 1177               188   \n",
+       "Tatenberg                                  573                94   \n",
+       "Spadenland                                 551                77   \n",
+       "Neuallermöhe                             23368              5256   \n",
+       "Harburg                                  27957              4497   \n",
+       "Neuland und Gut Moor                      1829               449   \n",
+       "Wilstorf                                 17671              3255   \n",
+       "Rönneburg                                 3417               662   \n",
+       "Langenbek                                 4013               679   \n",
+       "Sinstorf                                  4292              1047   \n",
+       "Marmstorf                                 8988              1486   \n",
+       "Eißendorf                                25283              4476   \n",
+       "Heimfeld                                 22591              3992   \n",
+       "Moorburg und Altenwerder                   706               130   \n",
+       "Hausbruch                                16868              3196   \n",
+       "Neugraben-Fischbek                       33963              7480   \n",
+       "Francop                                    736               119   \n",
+       "Neuenfelde                                5245              1251   \n",
+       "Cranz                                      810               130   \n",
+       "\n",
+       "                                   Anteil der unter 18-Jährigen in %  \\\n",
+       "Stadtgebiet                                                            \n",
+       "Hamburg-Altstadt                                                16.2   \n",
+       "HafenCity                                                       19.9   \n",
+       "Neustadt                                                        11.2   \n",
+       "St. Pauli                                                       13.3   \n",
+       "St. Georg                                                       11.5   \n",
+       "Hammerbrook                                                     12.9   \n",
+       "Borgfelde                                                       13.5   \n",
+       "Hamm                                                            12.0   \n",
+       "Horn                                                            16.2   \n",
+       "Billstedt                                                       19.5   \n",
+       "Billbrook                                                       33.6   \n",
+       "Rothenburgsort                                                  18.4   \n",
+       "Veddel                                                          19.9   \n",
+       "Wilhelmsburg                                                    20.6   \n",
+       "Kleiner Grasbrook und Steinwerder                                5.6   \n",
+       "Waltershof und Finkenwerder                                     17.0   \n",
+       "Altona-Altstadt                                                 15.3   \n",
+       "Sternschanze                                                    13.8   \n",
+       "Altona-Nord                                                     16.4   \n",
+       "Ottensen                                                        15.2   \n",
+       "Bahrenfeld                                                      17.8   \n",
+       "Groß Flottbek                                                   19.7   \n",
+       "Othmarschen                                                     20.8   \n",
+       "Lurup                                                           20.7   \n",
+       "Osdorf                                                          19.9   \n",
+       "Nienstedten                                                     19.2   \n",
+       "Blankenese                                                      18.5   \n",
+       "Iserbrook                                                       18.6   \n",
+       "Sülldorf                                                        19.4   \n",
+       "Rissen                                                          19.4   \n",
+       "Eimsbüttel                                                      12.7   \n",
+       "Rotherbaum                                                      13.3   \n",
+       "Harvestehude                                                    15.1   \n",
+       "Hoheluft-West                                                   12.5   \n",
+       "Lokstedt                                                        17.6   \n",
+       "Niendorf                                                        16.3   \n",
+       "Schnelsen                                                       19.3   \n",
+       "Eidelstedt                                                      18.6   \n",
+       "Stellingen                                                      15.6   \n",
+       "Hoheluft-Ost                                                    12.8   \n",
+       "Eppendorf                                                       13.6   \n",
+       "Groß Borstel                                                    19.0   \n",
+       "Alsterdorf                                                      16.1   \n",
+       "Winterhude                                                      13.2   \n",
+       "Uhlenhorst                                                      13.6   \n",
+       "Hohenfelde                                                      12.7   \n",
+       "Barmbek-Süd                                                     11.2   \n",
+       "Dulsberg                                                        11.4   \n",
+       "Barmbek-Nord                                                    11.1   \n",
+       "Ohlsdorf                                                        17.2   \n",
+       "Fuhlsbüttel                                                     17.7   \n",
+       "Langenhorn                                                      18.2   \n",
+       "Eilbek                                                          12.3   \n",
+       "Wandsbek                                                        14.4   \n",
+       "Marienthal                                                      16.2   \n",
+       "Jenfeld                                                         20.2   \n",
+       "Tonndorf                                                        17.4   \n",
+       "Farmsen-Berne                                                   18.7   \n",
+       "Bramfeld                                                        15.5   \n",
+       "Steilshoop                                                      20.5   \n",
+       "Wellingsbüttel                                                  19.0   \n",
+       "Sasel                                                           19.4   \n",
+       "Poppenbüttel                                                    17.3   \n",
+       "Hummelsbüttel                                                   18.6   \n",
+       "Lemsahl-Mellingstedt                                            20.5   \n",
+       "Duvenstedt                                                      20.4   \n",
+       "Wohldorf-Ohlstedt                                               21.0   \n",
+       "Bergstedt                                                       21.2   \n",
+       "Volksdorf                                                       19.4   \n",
+       "Rahlstedt                                                       18.5   \n",
+       "Lohbrügge                                                       16.6   \n",
+       "Bergedorf                                                       17.8   \n",
+       "Curslack                                                        20.9   \n",
+       "Altengamme                                                      19.1   \n",
+       "Neuengamme                                                      17.0   \n",
+       "Kirchwerder                                                     18.5   \n",
+       "Ochsenwerder                                                    20.2   \n",
+       "Reitbrook                                                       16.7   \n",
+       "Allermöhe                                                       15.4   \n",
+       "Billwerder                                                      22.8   \n",
+       "Moorfleet                                                       16.0   \n",
+       "Tatenberg                                                       16.4   \n",
+       "Spadenland                                                      14.0   \n",
+       "Neuallermöhe                                                    22.5   \n",
+       "Harburg                                                         16.1   \n",
+       "Neuland und Gut Moor                                            24.5   \n",
+       "Wilstorf                                                        18.4   \n",
+       "Rönneburg                                                       19.4   \n",
+       "Langenbek                                                       16.9   \n",
+       "Sinstorf                                                        24.4   \n",
+       "Marmstorf                                                       16.5   \n",
+       "Eißendorf                                                       17.7   \n",
+       "Heimfeld                                                        17.7   \n",
+       "Moorburg und Altenwerder                                        18.4   \n",
+       "Hausbruch                                                       18.9   \n",
+       "Neugraben-Fischbek                                              22.0   \n",
+       "Francop                                                         16.2   \n",
+       "Neuenfelde                                                      23.9   \n",
+       "Cranz                                                           16.0   \n",
+       "\n",
+       "                                    65-Jährige und Ältere  \\\n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                      316   \n",
+       "HafenCity                                             644   \n",
+       "Neustadt                                             1919   \n",
+       "St. Pauli                                            2270   \n",
+       "St. Georg                                            1676   \n",
+       "Hammerbrook                                           192   \n",
+       "Borgfelde                                             922   \n",
+       "Hamm                                                 5139   \n",
+       "Horn                                                 5709   \n",
+       "Billstedt                                           13092   \n",
+       "Billbrook                                              94   \n",
+       "Rothenburgsort                                       1362   \n",
+       "Veddel                                                398   \n",
+       "Wilhelmsburg                                         7237   \n",
+       "Kleiner Grasbrook und Steinwerder                      57   \n",
+       "Waltershof und Finkenwerder                          2335   \n",
+       "Altona-Altstadt                                      3902   \n",
+       "Sternschanze                                          821   \n",
+       "Altona-Nord                                          2665   \n",
+       "Ottensen                                             5342   \n",
+       "Bahrenfeld                                           3981   \n",
+       "Groß Flottbek                                        2300   \n",
+       "Othmarschen                                          3334   \n",
+       "Lurup                                                6643   \n",
+       "Osdorf                                               5677   \n",
+       "Nienstedten                                          1838   \n",
+       "Blankenese                                           3725   \n",
+       "Iserbrook                                            2834   \n",
+       "Sülldorf                                             1995   \n",
+       "Rissen                                               4660   \n",
+       "Eimsbüttel                                           7565   \n",
+       "Rotherbaum                                           2779   \n",
+       "Harvestehude                                         3734   \n",
+       "Hoheluft-West                                        1899   \n",
+       "Lokstedt                                             5928   \n",
+       "Niendorf                                            10560   \n",
+       "Schnelsen                                            6193   \n",
+       "Eidelstedt                                           7208   \n",
+       "Stellingen                                           4992   \n",
+       "Hoheluft-Ost                                         1671   \n",
+       "Eppendorf                                            4558   \n",
+       "Groß Borstel                                         1869   \n",
+       "Alsterdorf                                           2954   \n",
+       "Winterhude                                           8281   \n",
+       "Uhlenhorst                                           3444   \n",
+       "Hohenfelde                                           1493   \n",
+       "Barmbek-Süd                                          5020   \n",
+       "Dulsberg                                             2249   \n",
+       "Barmbek-Nord                                         5513   \n",
+       "Ohlsdorf                                             2829   \n",
+       "Fuhlsbüttel                                          2514   \n",
+       "Langenhorn                                           8807   \n",
+       "Eilbek                                               3220   \n",
+       "Wandsbek                                             6503   \n",
+       "Marienthal                                           2632   \n",
+       "Jenfeld                                              4947   \n",
+       "Tonndorf                                             2660   \n",
+       "Farmsen-Berne                                        7163   \n",
+       "Bramfeld                                            11262   \n",
+       "Steilshoop                                           3812   \n",
+       "Wellingsbüttel                                       2975   \n",
+       "Sasel                                                6343   \n",
+       "Poppenbüttel                                         7677   \n",
+       "Hummelsbüttel                                        4504   \n",
+       "Lemsahl-Mellingstedt                                 1578   \n",
+       "Duvenstedt                                           1189   \n",
+       "Wohldorf-Ohlstedt                                    1066   \n",
+       "Bergstedt                                            2367   \n",
+       "Volksdorf                                            5673   \n",
+       "Rahlstedt                                           20142   \n",
+       "Lohbrügge                                            9221   \n",
+       "Bergedorf                                            7403   \n",
+       "Curslack                                              644   \n",
+       "Altengamme                                            467   \n",
+       "Neuengamme                                            813   \n",
+       "Kirchwerder                                          2099   \n",
+       "Ochsenwerder                                          509   \n",
+       "Reitbrook                                             127   \n",
+       "Allermöhe                                             299   \n",
+       "Billwerder                                            317   \n",
+       "Moorfleet                                             200   \n",
+       "Tatenberg                                             114   \n",
+       "Spadenland                                            129   \n",
+       "Neuallermöhe                                         2871   \n",
+       "Harburg                                              2832   \n",
+       "Neuland und Gut Moor                                  261   \n",
+       "Wilstorf                                             3184   \n",
+       "Rönneburg                                             630   \n",
+       "Langenbek                                             975   \n",
+       "Sinstorf                                              639   \n",
+       "Marmstorf                                            2361   \n",
+       "Eißendorf                                            4909   \n",
+       "Heimfeld                                             3389   \n",
+       "Moorburg und Altenwerder                              120   \n",
+       "Hausbruch                                            3554   \n",
+       "Neugraben-Fischbek                                   6318   \n",
+       "Francop                                               133   \n",
+       "Neuenfelde                                            748   \n",
+       "Cranz                                                 154   \n",
+       "\n",
+       "                                   Anteil der 65-Jährigen und Älteren in %  \\\n",
+       "Stadtgebiet                                                                  \n",
+       "Hamburg-Altstadt                                                       9.9   \n",
+       "HafenCity                                                              9.3   \n",
+       "Neustadt                                                              15.2   \n",
+       "St. Pauli                                                             10.3   \n",
+       "St. Georg                                                             13.6   \n",
+       "Hammerbrook                                                            3.2   \n",
+       "Borgfelde                                                             10.8   \n",
+       "Hamm                                                                  13.3   \n",
+       "Horn                                                                  14.9   \n",
+       "Billstedt                                                             18.2   \n",
+       "Billbrook                                                              5.2   \n",
+       "Rothenburgsort                                                        14.1   \n",
+       "Veddel                                                                 9.3   \n",
+       "Wilhelmsburg                                                          13.7   \n",
+       "Kleiner Grasbrook und Steinwerder                                      5.2   \n",
+       "Waltershof und Finkenwerder                                           20.0   \n",
+       "Altona-Altstadt                                                       13.2   \n",
+       "Sternschanze                                                          10.4   \n",
+       "Altona-Nord                                                           10.0   \n",
+       "Ottensen                                                              15.1   \n",
+       "Bahrenfeld                                                            12.7   \n",
+       "Groß Flottbek                                                         20.6   \n",
+       "Othmarschen                                                           20.1   \n",
+       "Lurup                                                                 17.9   \n",
+       "Osdorf                                                                21.7   \n",
+       "Nienstedten                                                           26.1   \n",
+       "Blankenese                                                            27.1   \n",
+       "Iserbrook                                                             24.5   \n",
+       "Sülldorf                                                              21.2   \n",
+       "Rissen                                                                28.4   \n",
+       "Eimsbüttel                                                            13.1   \n",
+       "Rotherbaum                                                            16.2   \n",
+       "Harvestehude                                                          20.8   \n",
+       "Hoheluft-West                                                         14.0   \n",
+       "Lokstedt                                                              18.9   \n",
+       "Niendorf                                                              25.0   \n",
+       "Schnelsen                                                             20.2   \n",
+       "Eidelstedt                                                            20.0   \n",
+       "Stellingen                                                            17.8   \n",
+       "Hoheluft-Ost                                                          17.1   \n",
+       "Eppendorf                                                             18.5   \n",
+       "Groß Borstel                                                          17.3   \n",
+       "Alsterdorf                                                            19.5   \n",
+       "Winterhude                                                            14.3   \n",
+       "Uhlenhorst                                                            18.2   \n",
+       "Hohenfelde                                                            14.9   \n",
+       "Barmbek-Süd                                                           13.8   \n",
+       "Dulsberg                                                              13.1   \n",
+       "Barmbek-Nord                                                          12.8   \n",
+       "Ohlsdorf                                                              16.1   \n",
+       "Fuhlsbüttel                                                           18.5   \n",
+       "Langenhorn                                                            18.7   \n",
+       "Eilbek                                                                14.2   \n",
+       "Wandsbek                                                              17.0   \n",
+       "Marienthal                                                            19.3   \n",
+       "Jenfeld                                                               17.2   \n",
+       "Tonndorf                                                              17.3   \n",
+       "Farmsen-Berne                                                         19.2   \n",
+       "Bramfeld                                                              21.3   \n",
+       "Steilshoop                                                            19.4   \n",
+       "Wellingsbüttel                                                        26.7   \n",
+       "Sasel                                                                 26.0   \n",
+       "Poppenbüttel                                                          31.5   \n",
+       "Hummelsbüttel                                                         24.1   \n",
+       "Lemsahl-Mellingstedt                                                  22.3   \n",
+       "Duvenstedt                                                            19.9   \n",
+       "Wohldorf-Ohlstedt                                                     22.2   \n",
+       "Bergstedt                                                             22.0   \n",
+       "Volksdorf                                                             27.3   \n",
+       "Rahlstedt                                                             20.9   \n",
+       "Lohbrügge                                                             22.4   \n",
+       "Bergedorf                                                             20.1   \n",
+       "Curslack                                                              15.5   \n",
+       "Altengamme                                                            19.9   \n",
+       "Neuengamme                                                            21.9   \n",
+       "Kirchwerder                                                           20.4   \n",
+       "Ochsenwerder                                                          16.8   \n",
+       "Reitbrook                                                             23.5   \n",
+       "Allermöhe                                                             21.0   \n",
+       "Billwerder                                                             8.4   \n",
+       "Moorfleet                                                             17.0   \n",
+       "Tatenberg                                                             19.9   \n",
+       "Spadenland                                                            23.4   \n",
+       "Neuallermöhe                                                          12.3   \n",
+       "Harburg                                                               10.1   \n",
+       "Neuland und Gut Moor                                                  14.3   \n",
+       "Wilstorf                                                              18.0   \n",
+       "Rönneburg                                                             18.4   \n",
+       "Langenbek                                                             24.3   \n",
+       "Sinstorf                                                              14.9   \n",
+       "Marmstorf                                                             26.3   \n",
+       "Eißendorf                                                             19.4   \n",
+       "Heimfeld                                                              15.0   \n",
+       "Moorburg und Altenwerder                                              17.0   \n",
+       "Hausbruch                                                             21.1   \n",
+       "Neugraben-Fischbek                                                    18.6   \n",
+       "Francop                                                               18.1   \n",
+       "Neuenfelde                                                            14.3   \n",
+       "Cranz                                                                 19.0   \n",
+       "\n",
+       "                                   Ausländer: innen  \\\n",
+       "Stadtgebiet                                           \n",
+       "Hamburg-Altstadt                               1349   \n",
+       "HafenCity                                       978   \n",
+       "Neustadt                                       2581   \n",
+       "St. Pauli                                      4991   \n",
+       "St. Georg                                      3494   \n",
+       "Hammerbrook                                    2256   \n",
+       "Borgfelde                                      3273   \n",
+       "Hamm                                           8261   \n",
+       "Horn                                          11249   \n",
+       "Billstedt                                     21117   \n",
+       "Billbrook                                      1416   \n",
+       "Rothenburgsort                                 3363   \n",
+       "Veddel                                         2026   \n",
+       "Wilhelmsburg                                  17374   \n",
+       "Kleiner Grasbrook und Steinwerder               364   \n",
+       "Waltershof und Finkenwerder                    2421   \n",
+       "Altona-Altstadt                                6287   \n",
+       "Sternschanze                                   1633   \n",
+       "Altona-Nord                                    5358   \n",
+       "Ottensen                                       4811   \n",
+       "Bahrenfeld                                     7747   \n",
+       "Groß Flottbek                                  1572   \n",
+       "Othmarschen                                    2525   \n",
+       "Lurup                                          8875   \n",
+       "Osdorf                                         5031   \n",
+       "Nienstedten                                     771   \n",
+       "Blankenese                                     1421   \n",
+       "Iserbrook                                      1368   \n",
+       "Sülldorf                                       1388   \n",
+       "Rissen                                         2073   \n",
+       "Eimsbüttel                                     7499   \n",
+       "Rotherbaum                                     2890   \n",
+       "Harvestehude                                   2656   \n",
+       "Hoheluft-West                                  1805   \n",
+       "Lokstedt                                       5247   \n",
+       "Niendorf                                       5460   \n",
+       "Schnelsen                                      5296   \n",
+       "Eidelstedt                                     8051   \n",
+       "Stellingen                                     6151   \n",
+       "Hoheluft-Ost                                   1108   \n",
+       "Eppendorf                                      2523   \n",
+       "Groß Borstel                                   2095   \n",
+       "Alsterdorf                                     2065   \n",
+       "Winterhude                                     7790   \n",
+       "Uhlenhorst                                     2537   \n",
+       "Hohenfelde                                     2231   \n",
+       "Barmbek-Süd                                    6264   \n",
+       "Dulsberg                                       4360   \n",
+       "Barmbek-Nord                                   7052   \n",
+       "Ohlsdorf                                       2908   \n",
+       "Fuhlsbüttel                                    2737   \n",
+       "Langenhorn                                     8596   \n",
+       "Eilbek                                         4139   \n",
+       "Wandsbek                                       8098   \n",
+       "Marienthal                                     2116   \n",
+       "Jenfeld                                        8681   \n",
+       "Tonndorf                                       3267   \n",
+       "Farmsen-Berne                                  5969   \n",
+       "Bramfeld                                       8287   \n",
+       "Steilshoop                                     5536   \n",
+       "Wellingsbüttel                                  942   \n",
+       "Sasel                                          1804   \n",
+       "Poppenbüttel                                   2522   \n",
+       "Hummelsbüttel                                  3467   \n",
+       "Lemsahl-Mellingstedt                            457   \n",
+       "Duvenstedt                                      504   \n",
+       "Wohldorf-Ohlstedt                               280   \n",
+       "Bergstedt                                      1042   \n",
+       "Volksdorf                                      1794   \n",
+       "Rahlstedt                                     18827   \n",
+       "Lohbrügge                                      6734   \n",
+       "Bergedorf                                      6547   \n",
+       "Curslack                                        857   \n",
+       "Altengamme                                      157   \n",
+       "Neuengamme                                      209   \n",
+       "Kirchwerder                                     882   \n",
+       "Ochsenwerder                                    224   \n",
+       "Reitbrook                                        47   \n",
+       "Allermöhe                                       211   \n",
+       "Billwerder                                     2123   \n",
+       "Moorfleet                                       176   \n",
+       "Tatenberg                                        38   \n",
+       "Spadenland                                       30   \n",
+       "Neuallermöhe                                   4527   \n",
+       "Harburg                                       12883   \n",
+       "Neuland und Gut Moor                            649   \n",
+       "Wilstorf                                       5262   \n",
+       "Rönneburg                                       805   \n",
+       "Langenbek                                       562   \n",
+       "Sinstorf                                       1233   \n",
+       "Marmstorf                                      1326   \n",
+       "Eißendorf                                      5845   \n",
+       "Heimfeld                                       6459   \n",
+       "Moorburg und Altenwerder                         75   \n",
+       "Hausbruch                                      3124   \n",
+       "Neugraben-Fischbek                             7062   \n",
+       "Francop                                         139   \n",
+       "Neuenfelde                                     1779   \n",
+       "Cranz                                           241   \n",
+       "\n",
+       "                                   Anteil der Ausländer: innen in %  \\\n",
+       "Stadtgebiet                                                           \n",
+       "Hamburg-Altstadt                                               42.4   \n",
+       "HafenCity                                                      14.1   \n",
+       "Neustadt                                                       20.4   \n",
+       "St. Pauli                                                      22.6   \n",
+       "St. Georg                                                      28.4   \n",
+       "Hammerbrook                                                    37.7   \n",
+       "Borgfelde                                                      38.2   \n",
+       "Hamm                                                           21.3   \n",
+       "Horn                                                           29.3   \n",
+       "Billstedt                                                      29.4   \n",
+       "Billbrook                                                      79.1   \n",
+       "Rothenburgsort                                                 34.9   \n",
+       "Veddel                                                         47.2   \n",
+       "Wilhelmsburg                                                   32.8   \n",
+       "Kleiner Grasbrook und Steinwerder                              32.9   \n",
+       "Waltershof und Finkenwerder                                    20.7   \n",
+       "Altona-Altstadt                                                21.2   \n",
+       "Sternschanze                                                   20.7   \n",
+       "Altona-Nord                                                    20.1   \n",
+       "Ottensen                                                       13.6   \n",
+       "Bahrenfeld                                                     24.7   \n",
+       "Groß Flottbek                                                  14.1   \n",
+       "Othmarschen                                                    15.2   \n",
+       "Lurup                                                          23.9   \n",
+       "Osdorf                                                         19.2   \n",
+       "Nienstedten                                                    10.9   \n",
+       "Blankenese                                                     10.3   \n",
+       "Iserbrook                                                      11.8   \n",
+       "Sülldorf                                                       14.7   \n",
+       "Rissen                                                         12.6   \n",
+       "Eimsbüttel                                                     13.0   \n",
+       "Rotherbaum                                                     16.8   \n",
+       "Harvestehude                                                   14.8   \n",
+       "Hoheluft-West                                                  13.3   \n",
+       "Lokstedt                                                       16.8   \n",
+       "Niendorf                                                       12.9   \n",
+       "Schnelsen                                                      17.3   \n",
+       "Eidelstedt                                                     22.3   \n",
+       "Stellingen                                                     22.0   \n",
+       "Hoheluft-Ost                                                   11.3   \n",
+       "Eppendorf                                                      10.2   \n",
+       "Groß Borstel                                                   19.4   \n",
+       "Alsterdorf                                                     13.6   \n",
+       "Winterhude                                                     13.4   \n",
+       "Uhlenhorst                                                     13.4   \n",
+       "Hohenfelde                                                     22.2   \n",
+       "Barmbek-Süd                                                    17.2   \n",
+       "Dulsberg                                                       25.4   \n",
+       "Barmbek-Nord                                                   16.3   \n",
+       "Ohlsdorf                                                       16.6   \n",
+       "Fuhlsbüttel                                                    20.1   \n",
+       "Langenhorn                                                     18.2   \n",
+       "Eilbek                                                         18.2   \n",
+       "Wandsbek                                                       21.2   \n",
+       "Marienthal                                                     15.5   \n",
+       "Jenfeld                                                        30.1   \n",
+       "Tonndorf                                                       21.2   \n",
+       "Farmsen-Berne                                                  16.0   \n",
+       "Bramfeld                                                       15.6   \n",
+       "Steilshoop                                                     28.1   \n",
+       "Wellingsbüttel                                                  8.5   \n",
+       "Sasel                                                           7.4   \n",
+       "Poppenbüttel                                                   10.4   \n",
+       "Hummelsbüttel                                                  18.5   \n",
+       "Lemsahl-Mellingstedt                                            6.5   \n",
+       "Duvenstedt                                                      8.4   \n",
+       "Wohldorf-Ohlstedt                                               5.8   \n",
+       "Bergstedt                                                       9.7   \n",
+       "Volksdorf                                                       8.6   \n",
+       "Rahlstedt                                                      19.5   \n",
+       "Lohbrügge                                                      16.4   \n",
+       "Bergedorf                                                      17.8   \n",
+       "Curslack                                                       20.7   \n",
+       "Altengamme                                                      6.7   \n",
+       "Neuengamme                                                      5.6   \n",
+       "Kirchwerder                                                     8.6   \n",
+       "Ochsenwerder                                                    7.4   \n",
+       "Reitbrook                                                       8.7   \n",
+       "Allermöhe                                                      14.8   \n",
+       "Billwerder                                                     56.0   \n",
+       "Moorfleet                                                      15.0   \n",
+       "Tatenberg                                                       6.6   \n",
+       "Spadenland                                                      5.4   \n",
+       "Neuallermöhe                                                   19.4   \n",
+       "Harburg                                                        46.1   \n",
+       "Neuland und Gut Moor                                           35.5   \n",
+       "Wilstorf                                                       29.8   \n",
+       "Rönneburg                                                      23.6   \n",
+       "Langenbek                                                      14.0   \n",
+       "Sinstorf                                                       28.7   \n",
+       "Marmstorf                                                      14.8   \n",
+       "Eißendorf                                                      23.1   \n",
+       "Heimfeld                                                       28.6   \n",
+       "Moorburg und Altenwerder                                       10.6   \n",
+       "Hausbruch                                                      18.5   \n",
+       "Neugraben-Fischbek                                             20.8   \n",
+       "Francop                                                        18.9   \n",
+       "Neuenfelde                                                     33.9   \n",
+       "Cranz                                                          29.8   \n",
+       "\n",
+       "                                   Bevölkerung mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                 \n",
+       "Hamburg-Altstadt                                                     1896   \n",
+       "HafenCity                                                            2758   \n",
+       "Neustadt                                                             4724   \n",
+       "St. Pauli                                                            8488   \n",
+       "St. Georg                                                            5362   \n",
+       "Hammerbrook                                                          3427   \n",
+       "Borgfelde                                                            4600   \n",
+       "Hamm                                                                15518   \n",
+       "Horn                                                                21726   \n",
+       "Billstedt                                                           45035   \n",
+       "Billbrook                                                            1596   \n",
+       "Rothenburgsort                                                       5982   \n",
+       "Veddel                                                               3254   \n",
+       "Wilhelmsburg                                                        32923   \n",
+       "Kleiner Grasbrook und Steinwerder                                     512   \n",
+       "Waltershof und Finkenwerder                                          4080   \n",
+       "Altona-Altstadt                                                     12048   \n",
+       "Sternschanze                                                         2971   \n",
+       "Altona-Nord                                                         10289   \n",
+       "Ottensen                                                            10011   \n",
+       "Bahrenfeld                                                          12222   \n",
+       "Groß Flottbek                                                        2929   \n",
+       "Othmarschen                                                          4915   \n",
+       "Lurup                                                               19562   \n",
+       "Osdorf                                                              11204   \n",
+       "Nienstedten                                                          1533   \n",
+       "Blankenese                                                           2933   \n",
+       "Iserbrook                                                            3100   \n",
+       "Sülldorf                                                             2563   \n",
+       "Rissen                                                               3960   \n",
+       "Eimsbüttel                                                          14922   \n",
+       "Rotherbaum                                                           5377   \n",
+       "Harvestehude                                                         5231   \n",
+       "Hoheluft-West                                                        3364   \n",
+       "Lokstedt                                                            10506   \n",
+       "Niendorf                                                            11051   \n",
+       "Schnelsen                                                           11285   \n",
+       "Eidelstedt                                                          15923   \n",
+       "Stellingen                                                          10874   \n",
+       "Hoheluft-Ost                                                         2405   \n",
+       "Eppendorf                                                            5611   \n",
+       "Groß Borstel                                                         3654   \n",
+       "Alsterdorf                                                           4409   \n",
+       "Winterhude                                                          16018   \n",
+       "Uhlenhorst                                                           5477   \n",
+       "Hohenfelde                                                           4062   \n",
+       "Barmbek-Süd                                                         11809   \n",
+       "Dulsberg                                                             8043   \n",
+       "Barmbek-Nord                                                        13921   \n",
+       "Ohlsdorf                                                             5236   \n",
+       "Fuhlsbüttel                                                          4325   \n",
+       "Langenhorn                                                          16927   \n",
+       "Eilbek                                                               8186   \n",
+       "Wandsbek                                                            15623   \n",
+       "Marienthal                                                           4589   \n",
+       "Jenfeld                                                             17966   \n",
+       "Tonndorf                                                             6957   \n",
+       "Farmsen-Berne                                                       13782   \n",
+       "Bramfeld                                                            18350   \n",
+       "Steilshoop                                                          11360   \n",
+       "Wellingsbüttel                                                       2388   \n",
+       "Sasel                                                                4931   \n",
+       "Poppenbüttel                                                         6367   \n",
+       "Hummelsbüttel                                                        7465   \n",
+       "Lemsahl-Mellingstedt                                                 1350   \n",
+       "Duvenstedt                                                           1063   \n",
+       "Wohldorf-Ohlstedt                                                     810   \n",
+       "Bergstedt                                                            2136   \n",
+       "Volksdorf                                                            4062   \n",
+       "Rahlstedt                                                           38162   \n",
+       "Lohbrügge                                                           18381   \n",
+       "Bergedorf                                                           13712   \n",
+       "Curslack                                                             1246   \n",
+       "Altengamme                                                            294   \n",
+       "Neuengamme                                                            461   \n",
+       "Kirchwerder                                                          1528   \n",
+       "Ochsenwerder                                                          556   \n",
+       "Reitbrook                                                              74   \n",
+       "Allermöhe                                                             379   \n",
+       "Billwerder                                                           2565   \n",
+       "Moorfleet                                                             320   \n",
+       "Tatenberg                                                              84   \n",
+       "Spadenland                                                             58   \n",
+       "Neuallermöhe                                                        15421   \n",
+       "Harburg                                                             18138   \n",
+       "Neuland und Gut Moor                                                  942   \n",
+       "Wilstorf                                                             9132   \n",
+       "Rönneburg                                                            1465   \n",
+       "Langenbek                                                            1521   \n",
+       "Sinstorf                                                             2124   \n",
+       "Marmstorf                                                            2989   \n",
+       "Eißendorf                                                           11406   \n",
+       "Heimfeld                                                            11413   \n",
+       "Moorburg und Altenwerder                                              140   \n",
+       "Hausbruch                                                            9475   \n",
+       "Neugraben-Fischbek                                                  17155   \n",
+       "Francop                                                               184   \n",
+       "Neuenfelde                                                           2769   \n",
+       "Cranz                                                                 354   \n",
+       "\n",
+       "                                   Anteil der Bevölkerung mit Migrations-hintergrund in %  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                59.5        \n",
+       "HafenCity                                                                       39.8        \n",
+       "Neustadt                                                                        37.4        \n",
+       "St. Pauli                                                                       38.4        \n",
+       "St. Georg                                                                       43.7        \n",
+       "Hammerbrook                                                                     58.0        \n",
+       "Borgfelde                                                                       53.7        \n",
+       "Hamm                                                                            40.1        \n",
+       "Horn                                                                            56.4        \n",
+       "Billstedt                                                                       62.7        \n",
+       "Billbrook                                                                       87.5        \n",
+       "Rothenburgsort                                                                  62.0        \n",
+       "Veddel                                                                          76.1        \n",
+       "Wilhelmsburg                                                                    62.1        \n",
+       "Kleiner Grasbrook und Steinwerder                                               46.0        \n",
+       "Waltershof und Finkenwerder                                                     34.9        \n",
+       "Altona-Altstadt                                                                 40.6        \n",
+       "Sternschanze                                                                    37.6        \n",
+       "Altona-Nord                                                                     38.7        \n",
+       "Ottensen                                                                        28.3        \n",
+       "Bahrenfeld                                                                      39.0        \n",
+       "Groß Flottbek                                                                   26.3        \n",
+       "Othmarschen                                                                     29.6        \n",
+       "Lurup                                                                           52.7        \n",
+       "Osdorf                                                                          42.8        \n",
+       "Nienstedten                                                                     21.7        \n",
+       "Blankenese                                                                      21.3        \n",
+       "Iserbrook                                                                       26.8        \n",
+       "Sülldorf                                                                        27.2        \n",
+       "Rissen                                                                          24.1        \n",
+       "Eimsbüttel                                                                      25.8        \n",
+       "Rotherbaum                                                                      31.3        \n",
+       "Harvestehude                                                                    29.1        \n",
+       "Hoheluft-West                                                                   24.7        \n",
+       "Lokstedt                                                                        33.5        \n",
+       "Niendorf                                                                        26.2        \n",
+       "Schnelsen                                                                       36.7        \n",
+       "Eidelstedt                                                                      44.2        \n",
+       "Stellingen                                                                      38.8        \n",
+       "Hoheluft-Ost                                                                    24.6        \n",
+       "Eppendorf                                                                       22.8        \n",
+       "Groß Borstel                                                                    33.8        \n",
+       "Alsterdorf                                                                      29.1        \n",
+       "Winterhude                                                                      27.6        \n",
+       "Uhlenhorst                                                                      28.9        \n",
+       "Hohenfelde                                                                      40.3        \n",
+       "Barmbek-Süd                                                                     32.4        \n",
+       "Dulsberg                                                                        46.9        \n",
+       "Barmbek-Nord                                                                    32.3        \n",
+       "Ohlsdorf                                                                        29.9        \n",
+       "Fuhlsbüttel                                                                     31.9        \n",
+       "Langenhorn                                                                      35.9        \n",
+       "Eilbek                                                                          36.0        \n",
+       "Wandsbek                                                                        40.9        \n",
+       "Marienthal                                                                      33.7        \n",
+       "Jenfeld                                                                         62.3        \n",
+       "Tonndorf                                                                        45.3        \n",
+       "Farmsen-Berne                                                                   37.0        \n",
+       "Bramfeld                                                                        34.7        \n",
+       "Steilshoop                                                                      57.8        \n",
+       "Wellingsbüttel                                                                  21.5        \n",
+       "Sasel                                                                           20.2        \n",
+       "Poppenbüttel                                                                    26.1        \n",
+       "Hummelsbüttel                                                                   40.0        \n",
+       "Lemsahl-Mellingstedt                                                            19.1        \n",
+       "Duvenstedt                                                                      17.8        \n",
+       "Wohldorf-Ohlstedt                                                               16.8        \n",
+       "Bergstedt                                                                       19.8        \n",
+       "Volksdorf                                                                       19.5        \n",
+       "Rahlstedt                                                                       39.4        \n",
+       "Lohbrügge                                                                       44.6        \n",
+       "Bergedorf                                                                       37.2        \n",
+       "Curslack                                                                        30.0        \n",
+       "Altengamme                                                                      12.6        \n",
+       "Neuengamme                                                                      12.4        \n",
+       "Kirchwerder                                                                     14.8        \n",
+       "Ochsenwerder                                                                    18.3        \n",
+       "Reitbrook                                                                       13.7        \n",
+       "Allermöhe                                                                       26.7        \n",
+       "Billwerder                                                                      67.7        \n",
+       "Moorfleet                                                                       27.1        \n",
+       "Tatenberg                                                                       14.5        \n",
+       "Spadenland                                                                      10.6        \n",
+       "Neuallermöhe                                                                    65.9        \n",
+       "Harburg                                                                         64.8        \n",
+       "Neuland und Gut Moor                                                            51.5        \n",
+       "Wilstorf                                                                        51.6        \n",
+       "Rönneburg                                                                       42.8        \n",
+       "Langenbek                                                                       37.9        \n",
+       "Sinstorf                                                                        49.4        \n",
+       "Marmstorf                                                                       33.3        \n",
+       "Eißendorf                                                                       45.1        \n",
+       "Heimfeld                                                                        50.4        \n",
+       "Moorburg und Altenwerder                                                        19.9        \n",
+       "Hausbruch                                                                       56.1        \n",
+       "Neugraben-Fischbek                                                              50.5        \n",
+       "Francop                                                                         25.0        \n",
+       "Neuenfelde                                                                      52.9        \n",
+       "Cranz                                                                           43.9        \n",
+       "\n",
+       "                                   Unter 18-Jährige mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           424   \n",
+       "HafenCity                                                                  769   \n",
+       "Neustadt                                                                   673   \n",
+       "St. Pauli                                                                 1458   \n",
+       "St. Georg                                                                  866   \n",
+       "Hammerbrook                                                                636   \n",
+       "Borgfelde                                                                  900   \n",
+       "Hamm                                                                      2983   \n",
+       "Horn                                                                      4802   \n",
+       "Billstedt                                                                11222   \n",
+       "Billbrook                                                                  583   \n",
+       "Rothenburgsort                                                            1461   \n",
+       "Veddel                                                                     779   \n",
+       "Wilhelmsburg                                                              8470   \n",
+       "Kleiner Grasbrook und Steinwerder                                           57   \n",
+       "Waltershof und Finkenwerder                                               1064   \n",
+       "Altona-Altstadt                                                           2497   \n",
+       "Sternschanze                                                               545   \n",
+       "Altona-Nord                                                               2164   \n",
+       "Ottensen                                                                  2031   \n",
+       "Bahrenfeld                                                                2982   \n",
+       "Groß Flottbek                                                              720   \n",
+       "Othmarschen                                                               1410   \n",
+       "Lurup                                                                     5387   \n",
+       "Osdorf                                                                    3050   \n",
+       "Nienstedten                                                                417   \n",
+       "Blankenese                                                                 799   \n",
+       "Iserbrook                                                                  853   \n",
+       "Sülldorf                                                                   693   \n",
+       "Rissen                                                                    1262   \n",
+       "Eimsbüttel                                                                2617   \n",
+       "Rotherbaum                                                                 875   \n",
+       "Harvestehude                                                              1042   \n",
+       "Hoheluft-West                                                              581   \n",
+       "Lokstedt                                                                  2435   \n",
+       "Niendorf                                                                  2741   \n",
+       "Schnelsen                                                                 3192   \n",
+       "Eidelstedt                                                                4263   \n",
+       "Stellingen                                                                2417   \n",
+       "Hoheluft-Ost                                                               423   \n",
+       "Eppendorf                                                                 1128   \n",
+       "Groß Borstel                                                               952   \n",
+       "Alsterdorf                                                                1043   \n",
+       "Winterhude                                                                3205   \n",
+       "Uhlenhorst                                                                1174   \n",
+       "Hohenfelde                                                                 788   \n",
+       "Barmbek-Süd                                                               2113   \n",
+       "Dulsberg                                                                  1464   \n",
+       "Barmbek-Nord                                                              2475   \n",
+       "Ohlsdorf                                                                  1232   \n",
+       "Fuhlsbüttel                                                               1211   \n",
+       "Langenhorn                                                                4356   \n",
+       "Eilbek                                                                    1581   \n",
+       "Wandsbek                                                                  3560   \n",
+       "Marienthal                                                                1049   \n",
+       "Jenfeld                                                                   4728   \n",
+       "Tonndorf                                                                  1706   \n",
+       "Farmsen-Berne                                                             3730   \n",
+       "Bramfeld                                                                  4316   \n",
+       "Steilshoop                                                                3140   \n",
+       "Wellingsbüttel                                                             671   \n",
+       "Sasel                                                                     1451   \n",
+       "Poppenbüttel                                                              1843   \n",
+       "Hummelsbüttel                                                             1981   \n",
+       "Lemsahl-Mellingstedt                                                       438   \n",
+       "Duvenstedt                                                                 376   \n",
+       "Wohldorf-Ohlstedt                                                          277   \n",
+       "Bergstedt                                                                  737   \n",
+       "Volksdorf                                                                 1257   \n",
+       "Rahlstedt                                                                 9932   \n",
+       "Lohbrügge                                                                 4385   \n",
+       "Bergedorf                                                                 3460   \n",
+       "Curslack                                                                   388   \n",
+       "Altengamme                                                                  75   \n",
+       "Neuengamme                                                                 129   \n",
+       "Kirchwerder                                                                423   \n",
+       "Ochsenwerder                                                               171   \n",
+       "Reitbrook                                                                   22   \n",
+       "Allermöhe                                                                   84   \n",
+       "Billwerder                                                                 740   \n",
+       "Moorfleet                                                                   77   \n",
+       "Tatenberg                                                                   16   \n",
+       "Spadenland                                                                  12   \n",
+       "Neuallermöhe                                                              4205   \n",
+       "Harburg                                                                   3812   \n",
+       "Neuland und Gut Moor                                                       327   \n",
+       "Wilstorf                                                                  2448   \n",
+       "Rönneburg                                                                  411   \n",
+       "Langenbek                                                                  377   \n",
+       "Sinstorf                                                                   768   \n",
+       "Marmstorf                                                                  805   \n",
+       "Eißendorf                                                                 2865   \n",
+       "Heimfeld                                                                  2735   \n",
+       "Moorburg und Altenwerder                                                    31   \n",
+       "Hausbruch                                                                 2303   \n",
+       "Neugraben-Fischbek                                                        4940   \n",
+       "Francop                                                                     32   \n",
+       "Neuenfelde                                                                 842   \n",
+       "Cranz                                                                       91   \n",
+       "\n",
+       "                                   ...  \\\n",
+       "Stadtgebiet                        ...   \n",
+       "Hamburg-Altstadt                   ...   \n",
+       "HafenCity                          ...   \n",
+       "Neustadt                           ...   \n",
+       "St. Pauli                          ...   \n",
+       "St. Georg                          ...   \n",
+       "Hammerbrook                        ...   \n",
+       "Borgfelde                          ...   \n",
+       "Hamm                               ...   \n",
+       "Horn                               ...   \n",
+       "Billstedt                          ...   \n",
+       "Billbrook                          ...   \n",
+       "Rothenburgsort                     ...   \n",
+       "Veddel                             ...   \n",
+       "Wilhelmsburg                       ...   \n",
+       "Kleiner Grasbrook und Steinwerder  ...   \n",
+       "Waltershof und Finkenwerder        ...   \n",
+       "Altona-Altstadt                    ...   \n",
+       "Sternschanze                       ...   \n",
+       "Altona-Nord                        ...   \n",
+       "Ottensen                           ...   \n",
+       "Bahrenfeld                         ...   \n",
+       "Groß Flottbek                      ...   \n",
+       "Othmarschen                        ...   \n",
+       "Lurup                              ...   \n",
+       "Osdorf                             ...   \n",
+       "Nienstedten                        ...   \n",
+       "Blankenese                         ...   \n",
+       "Iserbrook                          ...   \n",
+       "Sülldorf                           ...   \n",
+       "Rissen                             ...   \n",
+       "Eimsbüttel                         ...   \n",
+       "Rotherbaum                         ...   \n",
+       "Harvestehude                       ...   \n",
+       "Hoheluft-West                      ...   \n",
+       "Lokstedt                           ...   \n",
+       "Niendorf                           ...   \n",
+       "Schnelsen                          ...   \n",
+       "Eidelstedt                         ...   \n",
+       "Stellingen                         ...   \n",
+       "Hoheluft-Ost                       ...   \n",
+       "Eppendorf                          ...   \n",
+       "Groß Borstel                       ...   \n",
+       "Alsterdorf                         ...   \n",
+       "Winterhude                         ...   \n",
+       "Uhlenhorst                         ...   \n",
+       "Hohenfelde                         ...   \n",
+       "Barmbek-Süd                        ...   \n",
+       "Dulsberg                           ...   \n",
+       "Barmbek-Nord                       ...   \n",
+       "Ohlsdorf                           ...   \n",
+       "Fuhlsbüttel                        ...   \n",
+       "Langenhorn                         ...   \n",
+       "Eilbek                             ...   \n",
+       "Wandsbek                           ...   \n",
+       "Marienthal                         ...   \n",
+       "Jenfeld                            ...   \n",
+       "Tonndorf                           ...   \n",
+       "Farmsen-Berne                      ...   \n",
+       "Bramfeld                           ...   \n",
+       "Steilshoop                         ...   \n",
+       "Wellingsbüttel                     ...   \n",
+       "Sasel                              ...   \n",
+       "Poppenbüttel                       ...   \n",
+       "Hummelsbüttel                      ...   \n",
+       "Lemsahl-Mellingstedt               ...   \n",
+       "Duvenstedt                         ...   \n",
+       "Wohldorf-Ohlstedt                  ...   \n",
+       "Bergstedt                          ...   \n",
+       "Volksdorf                          ...   \n",
+       "Rahlstedt                          ...   \n",
+       "Lohbrügge                          ...   \n",
+       "Bergedorf                          ...   \n",
+       "Curslack                           ...   \n",
+       "Altengamme                         ...   \n",
+       "Neuengamme                         ...   \n",
+       "Kirchwerder                        ...   \n",
+       "Ochsenwerder                       ...   \n",
+       "Reitbrook                          ...   \n",
+       "Allermöhe                          ...   \n",
+       "Billwerder                         ...   \n",
+       "Moorfleet                          ...   \n",
+       "Tatenberg                          ...   \n",
+       "Spadenland                         ...   \n",
+       "Neuallermöhe                       ...   \n",
+       "Harburg                            ...   \n",
+       "Neuland und Gut Moor               ...   \n",
+       "Wilstorf                           ...   \n",
+       "Rönneburg                          ...   \n",
+       "Langenbek                          ...   \n",
+       "Sinstorf                           ...   \n",
+       "Marmstorf                          ...   \n",
+       "Eißendorf                          ...   \n",
+       "Heimfeld                           ...   \n",
+       "Moorburg und Altenwerder           ...   \n",
+       "Hausbruch                          ...   \n",
+       "Neugraben-Fischbek                 ...   \n",
+       "Francop                            ...   \n",
+       "Neuenfelde                         ...   \n",
+       "Cranz                              ...   \n",
+       "\n",
+       "                                   Schüler:innen der Sekundar-stufe I (2022/2023)  \\\n",
+       "Stadtgebiet                                                                         \n",
+       "Hamburg-Altstadt                                                              127   \n",
+       "HafenCity                                                                     221   \n",
+       "Neustadt                                                                      340   \n",
+       "St. Pauli                                                                     907   \n",
+       "St. Georg                                                                     356   \n",
+       "Hammerbrook                                                                   144   \n",
+       "Borgfelde                                                                     306   \n",
+       "Hamm                                                                         1205   \n",
+       "Horn                                                                         1858   \n",
+       "Billstedt                                                                    4633   \n",
+       "Billbrook                                                                     217   \n",
+       "Rothenburgsort                                                                513   \n",
+       "Veddel                                                                        282   \n",
+       "Wilhelmsburg                                                                 3436   \n",
+       "Kleiner Grasbrook und Steinwerder                                              20   \n",
+       "Waltershof und Finkenwerder                                                   574   \n",
+       "Altona-Altstadt                                                              1359   \n",
+       "Sternschanze                                                                  315   \n",
+       "Altona-Nord                                                                  1166   \n",
+       "Ottensen                                                                     1661   \n",
+       "Bahrenfeld                                                                   1529   \n",
+       "Groß Flottbek                                                                 712   \n",
+       "Othmarschen                                                                  1009   \n",
+       "Lurup                                                                        2356   \n",
+       "Osdorf                                                                       1756   \n",
+       "Nienstedten                                                                   457   \n",
+       "Blankenese                                                                    900   \n",
+       "Iserbrook                                                                     695   \n",
+       "Sülldorf                                                                      615   \n",
+       "Rissen                                                                       1055   \n",
+       "Eimsbüttel                                                                   2058   \n",
+       "Rotherbaum                                                                    659   \n",
+       "Harvestehude                                                                  812   \n",
+       "Hoheluft-West                                                                 432   \n",
+       "Lokstedt                                                                     1650   \n",
+       "Niendorf                                                                     2160   \n",
+       "Schnelsen                                                                    1866   \n",
+       "Eidelstedt                                                                   1919   \n",
+       "Stellingen                                                                   1219   \n",
+       "Hoheluft-Ost                                                                  326   \n",
+       "Eppendorf                                                                     945   \n",
+       "Groß Borstel                                                                  571   \n",
+       "Alsterdorf                                                                    794   \n",
+       "Winterhude                                                                   1922   \n",
+       "Uhlenhorst                                                                    710   \n",
+       "Hohenfelde                                                                    375   \n",
+       "Barmbek-Süd                                                                  1057   \n",
+       "Dulsberg                                                                      623   \n",
+       "Barmbek-Nord                                                                 1097   \n",
+       "Ohlsdorf                                                                      927   \n",
+       "Fuhlsbüttel                                                                   792   \n",
+       "Langenhorn                                                                   2481   \n",
+       "Eilbek                                                                        740   \n",
+       "Wandsbek                                                                     1450   \n",
+       "Marienthal                                                                    663   \n",
+       "Jenfeld                                                                      1833   \n",
+       "Tonndorf                                                                      912   \n",
+       "Farmsen-Berne                                                                2130   \n",
+       "Bramfeld                                                                     2405   \n",
+       "Steilshoop                                                                   1312   \n",
+       "Wellingsbüttel                                                                692   \n",
+       "Sasel                                                                        1653   \n",
+       "Poppenbüttel                                                                 1418   \n",
+       "Hummelsbüttel                                                                1113   \n",
+       "Lemsahl-Mellingstedt                                                          461   \n",
+       "Duvenstedt                                                                    444   \n",
+       "Wohldorf-Ohlstedt                                                             317   \n",
+       "Bergstedt                                                                     880   \n",
+       "Volksdorf                                                                    1428   \n",
+       "Rahlstedt                                                                    5264   \n",
+       "Lohbrügge                                                                    2083   \n",
+       "Bergedorf                                                                    2032   \n",
+       "Curslack                                                                      260   \n",
+       "Altengamme                                                                    140   \n",
+       "Neuengamme                                                                    200   \n",
+       "Kirchwerder                                                                   582   \n",
+       "Ochsenwerder                                                                  162   \n",
+       "Reitbrook                                                                      25   \n",
+       "Allermöhe                                                                      61   \n",
+       "Billwerder                                                                    250   \n",
+       "Moorfleet                                                                      51   \n",
+       "Tatenberg                                                                      41   \n",
+       "Spadenland                                                                     24   \n",
+       "Neuallermöhe                                                                 1827   \n",
+       "Harburg                                                                      1261   \n",
+       "Neuland und Gut Moor                                                          146   \n",
+       "Wilstorf                                                                      981   \n",
+       "Rönneburg                                                                     243   \n",
+       "Langenbek                                                                     236   \n",
+       "Sinstorf                                                                      323   \n",
+       "Marmstorf                                                                     487   \n",
+       "Eißendorf                                                                    1407   \n",
+       "Heimfeld                                                                     1175   \n",
+       "Moorburg und Altenwerder                                                       46   \n",
+       "Hausbruch                                                                    1022   \n",
+       "Neugraben-Fischbek                                                           2180   \n",
+       "Francop                                                                        36   \n",
+       "Neuenfelde                                                                    414   \n",
+       "Cranz                                                                          38   \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                         \n",
+       "Hamburg-Altstadt                                                                  52                \n",
+       "HafenCity                                                                       32.1                \n",
+       "Neustadt                                                                        39.7                \n",
+       "St. Pauli                                                                       49.6                \n",
+       "St. Georg                                                                       38.2                \n",
+       "Hammerbrook                                                                     63.2                \n",
+       "Borgfelde                                                                       62.4                \n",
+       "Hamm                                                                            57.5                \n",
+       "Horn                                                                            66.1                \n",
+       "Billstedt                                                                       69.9                \n",
+       "Billbrook                                                                       82.9                \n",
+       "Rothenburgsort                                                                  68.6                \n",
+       "Veddel                                                                          74.5                \n",
+       "Wilhelmsburg                                                                    67.5                \n",
+       "Kleiner Grasbrook und Steinwerder                                                                   \n",
+       "Waltershof und Finkenwerder                                                     52.6                \n",
+       "Altona-Altstadt                                                                 50.8                \n",
+       "Sternschanze                                                                    47.3                \n",
+       "Altona-Nord                                                                     49.7                \n",
+       "Ottensen                                                                        40.8                \n",
+       "Bahrenfeld                                                                      53.1                \n",
+       "Groß Flottbek                                                                   10.7                \n",
+       "Othmarschen                                                                       18                \n",
+       "Lurup                                                                           64.9                \n",
+       "Osdorf                                                                          50.7                \n",
+       "Nienstedten                                                                     16.4                \n",
+       "Blankenese                                                                        19                \n",
+       "Iserbrook                                                                       47.3                \n",
+       "Sülldorf                                                                        42.4                \n",
+       "Rissen                                                                            38                \n",
+       "Eimsbüttel                                                                      31.7                \n",
+       "Rotherbaum                                                                        17                \n",
+       "Harvestehude                                                                    18.2                \n",
+       "Hoheluft-West                                                                   24.1                \n",
+       "Lokstedt                                                                        33.6                \n",
+       "Niendorf                                                                        37.1                \n",
+       "Schnelsen                                                                       53.3                \n",
+       "Eidelstedt                                                                      58.4                \n",
+       "Stellingen                                                                      46.3                \n",
+       "Hoheluft-Ost                                                                    19.3                \n",
+       "Eppendorf                                                                       19.8                \n",
+       "Groß Borstel                                                                    41.5                \n",
+       "Alsterdorf                                                                      34.3                \n",
+       "Winterhude                                                                      42.4                \n",
+       "Uhlenhorst                                                                      28.3                \n",
+       "Hohenfelde                                                                        48                \n",
+       "Barmbek-Süd                                                                     50.1                \n",
+       "Dulsberg                                                                        75.3                \n",
+       "Barmbek-Nord                                                                      57                \n",
+       "Ohlsdorf                                                                        49.9                \n",
+       "Fuhlsbüttel                                                                     46.2                \n",
+       "Langenhorn                                                                      54.1                \n",
+       "Eilbek                                                                          48.6                \n",
+       "Wandsbek                                                                        57.6                \n",
+       "Marienthal                                                                      32.4                \n",
+       "Jenfeld                                                                         69.6                \n",
+       "Tonndorf                                                                        58.4                \n",
+       "Farmsen-Berne                                                                   55.9                \n",
+       "Bramfeld                                                                        53.9                \n",
+       "Steilshoop                                                                      70.7                \n",
+       "Wellingsbüttel                                                                  25.9                \n",
+       "Sasel                                                                           28.8                \n",
+       "Poppenbüttel                                                                    33.7                \n",
+       "Hummelsbüttel                                                                   50.4                \n",
+       "Lemsahl-Mellingstedt                                                            28.6                \n",
+       "Duvenstedt                                                                      33.6                \n",
+       "Wohldorf-Ohlstedt                                                               20.8                \n",
+       "Bergstedt                                                                       37.4                \n",
+       "Volksdorf                                                                       29.3                \n",
+       "Rahlstedt                                                                       53.3                \n",
+       "Lohbrügge                                                                         60                \n",
+       "Bergedorf                                                                       49.6                \n",
+       "Curslack                                                                        56.2                \n",
+       "Altengamme                                                                      57.9                \n",
+       "Neuengamme                                                                        60                \n",
+       "Kirchwerder                                                                     61.2                \n",
+       "Ochsenwerder                                                                    62.3                \n",
+       "Reitbrook                                                                                           \n",
+       "Allermöhe                                                                       52.5                \n",
+       "Billwerder                                                                      68.8                \n",
+       "Moorfleet                                                                       58.8                \n",
+       "Tatenberg                                                                                           \n",
+       "Spadenland                                                                                          \n",
+       "Neuallermöhe                                                                    61.4                \n",
+       "Harburg                                                                           69                \n",
+       "Neuland und Gut Moor                                                            65.8                \n",
+       "Wilstorf                                                                        60.2                \n",
+       "Rönneburg                                                                       44.9                \n",
+       "Langenbek                                                                       45.3                \n",
+       "Sinstorf                                                                        51.4                \n",
+       "Marmstorf                                                                       35.7                \n",
+       "Eißendorf                                                                       49.9                \n",
+       "Heimfeld                                                                        44.5                \n",
+       "Moorburg und Altenwerder                                                                            \n",
+       "Hausbruch                                                                       57.5                \n",
+       "Neugraben-Fischbek                                                              61.3                \n",
+       "Francop                                                                                             \n",
+       "Neuenfelde                                                                      61.4                \n",
+       "Cranz                                                                                               \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Gymnasien in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                45.7        \n",
+       "HafenCity                                                                       64.7        \n",
+       "Neustadt                                                                        56.5        \n",
+       "St. Pauli                                                                       46.2        \n",
+       "St. Georg                                                                       60.7        \n",
+       "Hammerbrook                                                                     31.3        \n",
+       "Borgfelde                                                                       31.7        \n",
+       "Hamm                                                                            38.8        \n",
+       "Horn                                                                            30.5        \n",
+       "Billstedt                                                                       26.6        \n",
+       "Billbrook                                                                       10.1        \n",
+       "Rothenburgsort                                                                  27.1        \n",
+       "Veddel                                                                          20.9        \n",
+       "Wilhelmsburg                                                                    26.3        \n",
+       "Kleiner Grasbrook und Steinwerder                                                           \n",
+       "Waltershof und Finkenwerder                                                     42.5        \n",
+       "Altona-Altstadt                                                                 44.2        \n",
+       "Sternschanze                                                                    46.3        \n",
+       "Altona-Nord                                                                     45.3        \n",
+       "Ottensen                                                                        53.7        \n",
+       "Bahrenfeld                                                                      42.6        \n",
+       "Groß Flottbek                                                                   86.1        \n",
+       "Othmarschen                                                                     77.8        \n",
+       "Lurup                                                                           30.7        \n",
+       "Osdorf                                                                          43.8        \n",
+       "Nienstedten                                                                     73.3        \n",
+       "Blankenese                                                                        77        \n",
+       "Iserbrook                                                                       46.8        \n",
+       "Sülldorf                                                                          54        \n",
+       "Rissen                                                                            58        \n",
+       "Eimsbüttel                                                                      63.2        \n",
+       "Rotherbaum                                                                      80.9        \n",
+       "Harvestehude                                                                    78.8        \n",
+       "Hoheluft-West                                                                     72        \n",
+       "Lokstedt                                                                        59.3        \n",
+       "Niendorf                                                                        60.5        \n",
+       "Schnelsen                                                                       42.7        \n",
+       "Eidelstedt                                                                      37.7        \n",
+       "Stellingen                                                                        47        \n",
+       "Hoheluft-Ost                                                                    79.1        \n",
+       "Eppendorf                                                                       75.6        \n",
+       "Groß Borstel                                                                    54.3        \n",
+       "Alsterdorf                                                                      61.7        \n",
+       "Winterhude                                                                      54.9        \n",
+       "Uhlenhorst                                                                      70.4        \n",
+       "Hohenfelde                                                                      49.9        \n",
+       "Barmbek-Süd                                                                     47.2        \n",
+       "Dulsberg                                                                          22        \n",
+       "Barmbek-Nord                                                                    39.1        \n",
+       "Ohlsdorf                                                                          48        \n",
+       "Fuhlsbüttel                                                                     49.9        \n",
+       "Langenhorn                                                                      42.7        \n",
+       "Eilbek                                                                          49.7        \n",
+       "Wandsbek                                                                        39.2        \n",
+       "Marienthal                                                                      66.5        \n",
+       "Jenfeld                                                                         27.2        \n",
+       "Tonndorf                                                                        38.3        \n",
+       "Farmsen-Berne                                                                   40.7        \n",
+       "Bramfeld                                                                        42.1        \n",
+       "Steilshoop                                                                      25.5        \n",
+       "Wellingsbüttel                                                                  71.5        \n",
+       "Sasel                                                                           68.5        \n",
+       "Poppenbüttel                                                                    63.7        \n",
+       "Hummelsbüttel                                                                   46.3        \n",
+       "Lemsahl-Mellingstedt                                                              69        \n",
+       "Duvenstedt                                                                      63.3        \n",
+       "Wohldorf-Ohlstedt                                                               69.4        \n",
+       "Bergstedt                                                                       53.2        \n",
+       "Volksdorf                                                                       63.1        \n",
+       "Rahlstedt                                                                       41.5        \n",
+       "Lohbrügge                                                                       36.5        \n",
+       "Bergedorf                                                                       44.9        \n",
+       "Curslack                                                                        38.1        \n",
+       "Altengamme                                                                      37.9        \n",
+       "Neuengamme                                                                        34        \n",
+       "Kirchwerder                                                                     36.6        \n",
+       "Ochsenwerder                                                                    36.4        \n",
+       "Reitbrook                                                                                   \n",
+       "Allermöhe                                                                         41        \n",
+       "Billwerder                                                                      26.8        \n",
+       "Moorfleet                                                                       41.2        \n",
+       "Tatenberg                                                                                   \n",
+       "Spadenland                                                                                  \n",
+       "Neuallermöhe                                                                    36.5        \n",
+       "Harburg                                                                         24.3        \n",
+       "Neuland und Gut Moor                                                            28.8        \n",
+       "Wilstorf                                                                        35.4        \n",
+       "Rönneburg                                                                       51.4        \n",
+       "Langenbek                                                                       47.5        \n",
+       "Sinstorf                                                                        41.5        \n",
+       "Marmstorf                                                                       57.1        \n",
+       "Eißendorf                                                                       43.2        \n",
+       "Heimfeld                                                                        40.8        \n",
+       "Moorburg und Altenwerder                                                                    \n",
+       "Hausbruch                                                                       33.5        \n",
+       "Neugraben-Fischbek                                                              32.7        \n",
+       "Francop                                                                                     \n",
+       "Neuenfelde                                                                      33.8        \n",
+       "Cranz                                                                                       \n",
+       "\n",
+       "                                   Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           231   \n",
+       "HafenCity                                                                   16   \n",
+       "Neustadt                                                                   205   \n",
+       "St. Pauli                                                                   44   \n",
+       "St. Georg                                                                   89   \n",
+       "Hammerbrook                                                                  1   \n",
+       "Borgfelde                                                                    3   \n",
+       "Hamm                                                                        20   \n",
+       "Horn                                                                        42   \n",
+       "Billstedt                                                                   95   \n",
+       "Billbrook                                                                    0   \n",
+       "Rothenburgsort                                                               6   \n",
+       "Veddel                                                                       4   \n",
+       "Wilhelmsburg                                                                60   \n",
+       "Kleiner Grasbrook und Steinwerder                                            0   \n",
+       "Waltershof und Finkenwerder                                                  5   \n",
+       "Altona-Altstadt                                                            174   \n",
+       "Sternschanze                                                                41   \n",
+       "Altona-Nord                                                                 39   \n",
+       "Ottensen                                                                   188   \n",
+       "Bahrenfeld                                                                  44   \n",
+       "Groß Flottbek                                                               60   \n",
+       "Othmarschen                                                                 41   \n",
+       "Lurup                                                                       35   \n",
+       "Osdorf                                                                      67   \n",
+       "Nienstedten                                                                 18   \n",
+       "Blankenese                                                                 116   \n",
+       "Iserbrook                                                                    9   \n",
+       "Sülldorf                                                                    17   \n",
+       "Rissen                                                                      34   \n",
+       "Eimsbüttel                                                                 332   \n",
+       "Rotherbaum                                                                 146   \n",
+       "Harvestehude                                                               137   \n",
+       "Hoheluft-West                                                               27   \n",
+       "Lokstedt                                                                    54   \n",
+       "Niendorf                                                                    90   \n",
+       "Schnelsen                                                                   55   \n",
+       "Eidelstedt                                                                  59   \n",
+       "Stellingen                                                                  33   \n",
+       "Hoheluft-Ost                                                               208   \n",
+       "Eppendorf                                                                  178   \n",
+       "Groß Borstel                                                                 4   \n",
+       "Alsterdorf                                                                  42   \n",
+       "Winterhude                                                                 237   \n",
+       "Uhlenhorst                                                                 101   \n",
+       "Hohenfelde                                                                  36   \n",
+       "Barmbek-Süd                                                                 54   \n",
+       "Dulsberg                                                                    27   \n",
+       "Barmbek-Nord                                                                92   \n",
+       "Ohlsdorf                                                                    13   \n",
+       "Fuhlsbüttel                                                                 25   \n",
+       "Langenhorn                                                                 104   \n",
+       "Eilbek                                                                      33   \n",
+       "Wandsbek                                                                    71   \n",
+       "Marienthal                                                                  95   \n",
+       "Jenfeld                                                                     31   \n",
+       "Tonndorf                                                                    14   \n",
+       "Farmsen-Berne                                                               37   \n",
+       "Bramfeld                                                                    61   \n",
+       "Steilshoop                                                                   9   \n",
+       "Wellingsbüttel                                                              26   \n",
+       "Sasel                                                                       33   \n",
+       "Poppenbüttel                                                               138   \n",
+       "Hummelsbüttel                                                               13   \n",
+       "Lemsahl-Mellingstedt                                                         3   \n",
+       "Duvenstedt                                                                  16   \n",
+       "Wohldorf-Ohlstedt                                                            0   \n",
+       "Bergstedt                                                                    9   \n",
+       "Volksdorf                                                                   88   \n",
+       "Rahlstedt                                                                  170   \n",
+       "Lohbrügge                                                                   39   \n",
+       "Bergedorf                                                                  163   \n",
+       "Curslack                                                                     8   \n",
+       "Altengamme                                                                   3   \n",
+       "Neuengamme                                                                   1   \n",
+       "Kirchwerder                                                                  5   \n",
+       "Ochsenwerder                                                                 2   \n",
+       "Reitbrook                                                                    0   \n",
+       "Allermöhe                                                                    0   \n",
+       "Billwerder                                                                   0   \n",
+       "Moorfleet                                                                    1   \n",
+       "Tatenberg                                                                    0   \n",
+       "Spadenland                                                                   0   \n",
+       "Neuallermöhe                                                                14   \n",
+       "Harburg                                                                    187   \n",
+       "Neuland und Gut Moor                                                         0   \n",
+       "Wilstorf                                                                    13   \n",
+       "Rönneburg                                                                    0   \n",
+       "Langenbek                                                                    0   \n",
+       "Sinstorf                                                                     8   \n",
+       "Marmstorf                                                                    8   \n",
+       "Eißendorf                                                                   14   \n",
+       "Heimfeld                                                                    13   \n",
+       "Moorburg und Altenwerder                                                     0   \n",
+       "Hausbruch                                                                   15   \n",
+       "Neugraben-Fischbek                                                          45   \n",
+       "Francop                                                                      0   \n",
+       "Neuenfelde                                                                   1   \n",
+       "Cranz                                                                        1   \n",
+       "\n",
+       "                                   Allgemein-ärztinnen/-ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                \n",
+       "Hamburg-Altstadt                                                      48   \n",
+       "HafenCity                                                              6   \n",
+       "Neustadt                                                              20   \n",
+       "St. Pauli                                                             12   \n",
+       "St. Georg                                                             36   \n",
+       "Hammerbrook                                                            0   \n",
+       "Borgfelde                                                              2   \n",
+       "Hamm                                                                   5   \n",
+       "Horn                                                                  25   \n",
+       "Billstedt                                                             48   \n",
+       "Billbrook                                                              0   \n",
+       "Rothenburgsort                                                         5   \n",
+       "Veddel                                                                 4   \n",
+       "Wilhelmsburg                                                          35   \n",
+       "Kleiner Grasbrook und Steinwerder                                      0   \n",
+       "Waltershof und Finkenwerder                                            2   \n",
+       "Altona-Altstadt                                                       35   \n",
+       "Sternschanze                                                           7   \n",
+       "Altona-Nord                                                            6   \n",
+       "Ottensen                                                              26   \n",
+       "Bahrenfeld                                                            11   \n",
+       "Groß Flottbek                                                         12   \n",
+       "Othmarschen                                                            8   \n",
+       "Lurup                                                                 19   \n",
+       "Osdorf                                                                17   \n",
+       "Nienstedten                                                            2   \n",
+       "Blankenese                                                            21   \n",
+       "Iserbrook                                                              6   \n",
+       "Sülldorf                                                               8   \n",
+       "Rissen                                                                 9   \n",
+       "Eimsbüttel                                                            35   \n",
+       "Rotherbaum                                                            16   \n",
+       "Harvestehude                                                          16   \n",
+       "Hoheluft-West                                                          3   \n",
+       "Lokstedt                                                              18   \n",
+       "Niendorf                                                              25   \n",
+       "Schnelsen                                                             17   \n",
+       "Eidelstedt                                                            11   \n",
+       "Stellingen                                                            10   \n",
+       "Hoheluft-Ost                                                          61   \n",
+       "Eppendorf                                                             27   \n",
+       "Groß Borstel                                                           2   \n",
+       "Alsterdorf                                                            10   \n",
+       "Winterhude                                                            40   \n",
+       "Uhlenhorst                                                            24   \n",
+       "Hohenfelde                                                             9   \n",
+       "Barmbek-Süd                                                           15   \n",
+       "Dulsberg                                                               6   \n",
+       "Barmbek-Nord                                                          26   \n",
+       "Ohlsdorf                                                               6   \n",
+       "Fuhlsbüttel                                                            4   \n",
+       "Langenhorn                                                            23   \n",
+       "Eilbek                                                                10   \n",
+       "Wandsbek                                                              26   \n",
+       "Marienthal                                                            20   \n",
+       "Jenfeld                                                               15   \n",
+       "Tonndorf                                                               7   \n",
+       "Farmsen-Berne                                                          7   \n",
+       "Bramfeld                                                              30   \n",
+       "Steilshoop                                                             8   \n",
+       "Wellingsbüttel                                                         7   \n",
+       "Sasel                                                                  7   \n",
+       "Poppenbüttel                                                          29   \n",
+       "Hummelsbüttel                                                          9   \n",
+       "Lemsahl-Mellingstedt                                                   2   \n",
+       "Duvenstedt                                                             5   \n",
+       "Wohldorf-Ohlstedt                                                      0   \n",
+       "Bergstedt                                                              5   \n",
+       "Volksdorf                                                             26   \n",
+       "Rahlstedt                                                             54   \n",
+       "Lohbrügge                                                             13   \n",
+       "Bergedorf                                                             38   \n",
+       "Curslack                                                               5   \n",
+       "Altengamme                                                             3   \n",
+       "Neuengamme                                                             1   \n",
+       "Kirchwerder                                                            5   \n",
+       "Ochsenwerder                                                           2   \n",
+       "Reitbrook                                                              0   \n",
+       "Allermöhe                                                              0   \n",
+       "Billwerder                                                             0   \n",
+       "Moorfleet                                                              0   \n",
+       "Tatenberg                                                              0   \n",
+       "Spadenland                                                             0   \n",
+       "Neuallermöhe                                                           8   \n",
+       "Harburg                                                               28   \n",
+       "Neuland und Gut Moor                                                   0   \n",
+       "Wilstorf                                                              10   \n",
+       "Rönneburg                                                              0   \n",
+       "Langenbek                                                              0   \n",
+       "Sinstorf                                                               3   \n",
+       "Marmstorf                                                              5   \n",
+       "Eißendorf                                                             10   \n",
+       "Heimfeld                                                               5   \n",
+       "Moorburg und Altenwerder                                               0   \n",
+       "Hausbruch                                                              3   \n",
+       "Neugraben-Fischbek                                                    15   \n",
+       "Francop                                                                0   \n",
+       "Neuenfelde                                                             1   \n",
+       "Cranz                                                                  1   \n",
+       "\n",
+       "                                   Zahn-ärztinnen/-ärzte (Dez 2022)  \\\n",
+       "Stadtgebiet                                                           \n",
+       "Hamburg-Altstadt                                                 75   \n",
+       "HafenCity                                                         6   \n",
+       "Neustadt                                                         83   \n",
+       "St. Pauli                                                        15   \n",
+       "St. Georg                                                        17   \n",
+       "Hammerbrook                                                       7   \n",
+       "Borgfelde                                                         4   \n",
+       "Hamm                                                             27   \n",
+       "Horn                                                             14   \n",
+       "Billstedt                                                        35   \n",
+       "Billbrook                                                         0   \n",
+       "Rothenburgsort                                                    6   \n",
+       "Veddel                                                            2   \n",
+       "Wilhelmsburg                                                     20   \n",
+       "Kleiner Grasbrook und Steinwerder                                 0   \n",
+       "Waltershof und Finkenwerder                                       8   \n",
+       "Altona-Altstadt                                                  43   \n",
+       "Sternschanze                                                      4   \n",
+       "Altona-Nord                                                       7   \n",
+       "Ottensen                                                         49   \n",
+       "Bahrenfeld                                                       22   \n",
+       "Groß Flottbek                                                    20   \n",
+       "Othmarschen                                                       8   \n",
+       "Lurup                                                            11   \n",
+       "Osdorf                                                           16   \n",
+       "Nienstedten                                                       6   \n",
+       "Blankenese                                                       26   \n",
+       "Iserbrook                                                         5   \n",
+       "Sülldorf                                                          7   \n",
+       "Rissen                                                           13   \n",
+       "Eimsbüttel                                                       63   \n",
+       "Rotherbaum                                                       45   \n",
+       "Harvestehude                                                     48   \n",
+       "Hoheluft-West                                                    10   \n",
+       "Lokstedt                                                         17   \n",
+       "Niendorf                                                         36   \n",
+       "Schnelsen                                                        26   \n",
+       "Eidelstedt                                                       20   \n",
+       "Stellingen                                                        6   \n",
+       "Hoheluft-Ost                                                     23   \n",
+       "Eppendorf                                                        47   \n",
+       "Groß Borstel                                                      7   \n",
+       "Alsterdorf                                                       10   \n",
+       "Winterhude                                                       74   \n",
+       "Uhlenhorst                                                       18   \n",
+       "Hohenfelde                                                       13   \n",
+       "Barmbek-Süd                                                      25   \n",
+       "Dulsberg                                                          5   \n",
+       "Barmbek-Nord                                                     39   \n",
+       "Ohlsdorf                                                          6   \n",
+       "Fuhlsbüttel                                                      16   \n",
+       "Langenhorn                                                       23   \n",
+       "Eilbek                                                           26   \n",
+       "Wandsbek                                                         44   \n",
+       "Marienthal                                                       17   \n",
+       "Jenfeld                                                          18   \n",
+       "Tonndorf                                                         14   \n",
+       "Farmsen-Berne                                                    14   \n",
+       "Bramfeld                                                         41   \n",
+       "Steilshoop                                                        6   \n",
+       "Wellingsbüttel                                                   11   \n",
+       "Sasel                                                            15   \n",
+       "Poppenbüttel                                                     45   \n",
+       "Hummelsbüttel                                                    12   \n",
+       "Lemsahl-Mellingstedt                                              2   \n",
+       "Duvenstedt                                                        8   \n",
+       "Wohldorf-Ohlstedt                                                 6   \n",
+       "Bergstedt                                                         5   \n",
+       "Volksdorf                                                        25   \n",
+       "Rahlstedt                                                        69   \n",
+       "Lohbrügge                                                        27   \n",
+       "Bergedorf                                                        49   \n",
+       "Curslack                                                          0   \n",
+       "Altengamme                                                        0   \n",
+       "Neuengamme                                                        4   \n",
+       "Kirchwerder                                                       3   \n",
+       "Ochsenwerder                                                      0   \n",
+       "Reitbrook                                                         1   \n",
+       "Allermöhe                                                         1   \n",
+       "Billwerder                                                        0   \n",
+       "Moorfleet                                                         0   \n",
+       "Tatenberg                                                         0   \n",
+       "Spadenland                                                        0   \n",
+       "Neuallermöhe                                                      9   \n",
+       "Harburg                                                          70   \n",
+       "Neuland und Gut Moor                                              0   \n",
+       "Wilstorf                                                          4   \n",
+       "Rönneburg                                                         0   \n",
+       "Langenbek                                                         0   \n",
+       "Sinstorf                                                          3   \n",
+       "Marmstorf                                                         5   \n",
+       "Eißendorf                                                         8   \n",
+       "Heimfeld                                                         11   \n",
+       "Moorburg und Altenwerder                                          0   \n",
+       "Hausbruch                                                        10   \n",
+       "Neugraben-Fischbek                                               19   \n",
+       "Francop                                                           0   \n",
+       "Neuenfelde                                                        5   \n",
+       "Cranz                                                             0   \n",
+       "\n",
+       "                                   Apotheken (Dez 2022)  \\\n",
+       "Stadtgebiet                                               \n",
+       "Hamburg-Altstadt                                     10   \n",
+       "HafenCity                                             1   \n",
+       "Neustadt                                              8   \n",
+       "St. Pauli                                             6   \n",
+       "St. Georg                                             7   \n",
+       "Hammerbrook                                           0   \n",
+       "Borgfelde                                             1   \n",
+       "Hamm                                                  7   \n",
+       "Horn                                                  5   \n",
+       "Billstedt                                            10   \n",
+       "Billbrook                                             0   \n",
+       "Rothenburgsort                                        2   \n",
+       "Veddel                                                1   \n",
+       "Wilhelmsburg                                          9   \n",
+       "Kleiner Grasbrook und Steinwerder                     0   \n",
+       "Waltershof und Finkenwerder                           2   \n",
+       "Altona-Altstadt                                       9   \n",
+       "Sternschanze                                          3   \n",
+       "Altona-Nord                                           4   \n",
+       "Ottensen                                              9   \n",
+       "Bahrenfeld                                            3   \n",
+       "Groß Flottbek                                         5   \n",
+       "Othmarschen                                           2   \n",
+       "Lurup                                                 3   \n",
+       "Osdorf                                                6   \n",
+       "Nienstedten                                           2   \n",
+       "Blankenese                                            5   \n",
+       "Iserbrook                                             0   \n",
+       "Sülldorf                                              2   \n",
+       "Rissen                                                4   \n",
+       "Eimsbüttel                                           13   \n",
+       "Rotherbaum                                            6   \n",
+       "Harvestehude                                          3   \n",
+       "Hoheluft-West                                         3   \n",
+       "Lokstedt                                              6   \n",
+       "Niendorf                                              7   \n",
+       "Schnelsen                                             6   \n",
+       "Eidelstedt                                            6   \n",
+       "Stellingen                                            3   \n",
+       "Hoheluft-Ost                                          3   \n",
+       "Eppendorf                                            10   \n",
+       "Groß Borstel                                          2   \n",
+       "Alsterdorf                                            5   \n",
+       "Winterhude                                           12   \n",
+       "Uhlenhorst                                            4   \n",
+       "Hohenfelde                                            1   \n",
+       "Barmbek-Süd                                           6   \n",
+       "Dulsberg                                              3   \n",
+       "Barmbek-Nord                                         10   \n",
+       "Ohlsdorf                                              4   \n",
+       "Fuhlsbüttel                                           4   \n",
+       "Langenhorn                                            8   \n",
+       "Eilbek                                                3   \n",
+       "Wandsbek                                              9   \n",
+       "Marienthal                                            3   \n",
+       "Jenfeld                                               5   \n",
+       "Tonndorf                                              2   \n",
+       "Farmsen-Berne                                         5   \n",
+       "Bramfeld                                             10   \n",
+       "Steilshoop                                            2   \n",
+       "Wellingsbüttel                                        2   \n",
+       "Sasel                                                 2   \n",
+       "Poppenbüttel                                          7   \n",
+       "Hummelsbüttel                                         2   \n",
+       "Lemsahl-Mellingstedt                                  1   \n",
+       "Duvenstedt                                            2   \n",
+       "Wohldorf-Ohlstedt                                     0   \n",
+       "Bergstedt                                             2   \n",
+       "Volksdorf                                             4   \n",
+       "Rahlstedt                                            16   \n",
+       "Lohbrügge                                             5   \n",
+       "Bergedorf                                            11   \n",
+       "Curslack                                              0   \n",
+       "Altengamme                                            0   \n",
+       "Neuengamme                                            1   \n",
+       "Kirchwerder                                           2   \n",
+       "Ochsenwerder                                          0   \n",
+       "Reitbrook                                             0   \n",
+       "Allermöhe                                             0   \n",
+       "Billwerder                                            0   \n",
+       "Moorfleet                                             0   \n",
+       "Tatenberg                                             0   \n",
+       "Spadenland                                            0   \n",
+       "Neuallermöhe                                          2   \n",
+       "Harburg                                              11   \n",
+       "Neuland und Gut Moor                                  0   \n",
+       "Wilstorf                                              2   \n",
+       "Rönneburg                                             0   \n",
+       "Langenbek                                             1   \n",
+       "Sinstorf                                              0   \n",
+       "Marmstorf                                             1   \n",
+       "Eißendorf                                             2   \n",
+       "Heimfeld                                              2   \n",
+       "Moorburg und Altenwerder                              0   \n",
+       "Hausbruch                                             2   \n",
+       "Neugraben-Fischbek                                    5   \n",
+       "Francop                                               0   \n",
+       "Neuenfelde                                            1   \n",
+       "Cranz                                                 0   \n",
+       "\n",
+       "                                   Private PKW (Jan 2023)  \\\n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                      599   \n",
+       "HafenCity                                            1809   \n",
+       "Neustadt                                             3064   \n",
+       "St. Pauli                                            4453   \n",
+       "St. Georg                                            2418   \n",
+       "Hammerbrook                                           890   \n",
+       "Borgfelde                                            1678   \n",
+       "Hamm                                                 9906   \n",
+       "Horn                                                10027   \n",
+       "Billstedt                                           22344   \n",
+       "Billbrook                                             258   \n",
+       "Rothenburgsort                                       2317   \n",
+       "Veddel                                                841   \n",
+       "Wilhelmsburg                                        14014   \n",
+       "Kleiner Grasbrook und Steinwerder                     144   \n",
+       "Waltershof und Finkenwerder                          4360   \n",
+       "Altona-Altstadt                                      6709   \n",
+       "Sternschanze                                         1529   \n",
+       "Altona-Nord                                          5711   \n",
+       "Ottensen                                             9402   \n",
+       "Bahrenfeld                                           8653   \n",
+       "Groß Flottbek                                        4758   \n",
+       "Othmarschen                                          7057   \n",
+       "Lurup                                               12107   \n",
+       "Osdorf                                               9295   \n",
+       "Nienstedten                                          3601   \n",
+       "Blankenese                                           6781   \n",
+       "Iserbrook                                            4651   \n",
+       "Sülldorf                                             3758   \n",
+       "Rissen                                               7081   \n",
+       "Eimsbüttel                                          14633   \n",
+       "Rotherbaum                                           5491   \n",
+       "Harvestehude                                         6825   \n",
+       "Hoheluft-West                                        3530   \n",
+       "Lokstedt                                             9818   \n",
+       "Niendorf                                            17370   \n",
+       "Schnelsen                                           12453   \n",
+       "Eidelstedt                                          12140   \n",
+       "Stellingen                                           8312   \n",
+       "Hoheluft-Ost                                         3008   \n",
+       "Eppendorf                                            7727   \n",
+       "Groß Borstel                                         3715   \n",
+       "Alsterdorf                                           5431   \n",
+       "Winterhude                                          17680   \n",
+       "Uhlenhorst                                           6294   \n",
+       "Hohenfelde                                           2630   \n",
+       "Barmbek-Süd                                         10073   \n",
+       "Dulsberg                                             3783   \n",
+       "Barmbek-Nord                                        11188   \n",
+       "Ohlsdorf                                             5639   \n",
+       "Fuhlsbüttel                                          4801   \n",
+       "Langenhorn                                          17350   \n",
+       "Eilbek                                               6193   \n",
+       "Wandsbek                                            11750   \n",
+       "Marienthal                                           5442   \n",
+       "Jenfeld                                              8478   \n",
+       "Tonndorf                                             5665   \n",
+       "Farmsen-Berne                                       13730   \n",
+       "Bramfeld                                            20578   \n",
+       "Steilshoop                                           5551   \n",
+       "Wellingsbüttel                                       5660   \n",
+       "Sasel                                               12556   \n",
+       "Poppenbüttel                                        11136   \n",
+       "Hummelsbüttel                                        7436   \n",
+       "Lemsahl-Mellingstedt                                 4072   \n",
+       "Duvenstedt                                           3275   \n",
+       "Wohldorf-Ohlstedt                                    2693   \n",
+       "Bergstedt                                            4956   \n",
+       "Volksdorf                                            9421   \n",
+       "Rahlstedt                                           36817   \n",
+       "Lohbrügge                                           15301   \n",
+       "Bergedorf                                           12785   \n",
+       "Curslack                                             1963   \n",
+       "Altengamme                                           1319   \n",
+       "Neuengamme                                           2105   \n",
+       "Kirchwerder                                          5683   \n",
+       "Ochsenwerder                                         1726   \n",
+       "Reitbrook                                             318   \n",
+       "Allermöhe                                             790   \n",
+       "Billwerder                                            851   \n",
+       "Moorfleet                                             633   \n",
+       "Tatenberg                                             338   \n",
+       "Spadenland                                            330   \n",
+       "Neuallermöhe                                         7801   \n",
+       "Harburg                                              5413   \n",
+       "Neuland und Gut Moor                                  739   \n",
+       "Wilstorf                                             5655   \n",
+       "Rönneburg                                            1499   \n",
+       "Langenbek                                            1821   \n",
+       "Sinstorf                                             1681   \n",
+       "Marmstorf                                            3927   \n",
+       "Eißendorf                                            9167   \n",
+       "Heimfeld                                             6493   \n",
+       "Moorburg und Altenwerder                              370   \n",
+       "Hausbruch                                            6252   \n",
+       "Neugraben-Fischbek                                  12144   \n",
+       "Francop                                               385   \n",
+       "Neuenfelde                                           2102   \n",
+       "Cranz                                                 355   \n",
+       "\n",
+       "                                  PKW-Dichte (Jan 2023)  \\\n",
+       "Stadtgebiet                                               \n",
+       "Hamburg-Altstadt                                    188   \n",
+       "HafenCity                                           260   \n",
+       "Neustadt                                            242   \n",
+       "St. Pauli                                           202   \n",
+       "St. Georg                                           196   \n",
+       "Hammerbrook                                         149   \n",
+       "Borgfelde                                           196   \n",
+       "Hamm                                                256   \n",
+       "Horn                                                261   \n",
+       "Billstedt                                           311   \n",
+       "Billbrook                                           144   \n",
+       "Rothenburgsort                                      240   \n",
+       "Veddel                                              196   \n",
+       "Wilhelmsburg                                        265   \n",
+       "Kleiner Grasbrook und Steinwerder                   130   \n",
+       "Waltershof und Finkenwerder                         373   \n",
+       "Altona-Altstadt                                     226   \n",
+       "Sternschanze                                        194   \n",
+       "Altona-Nord                                         215   \n",
+       "Ottensen                                            266   \n",
+       "Bahrenfeld                                          276   \n",
+       "Groß Flottbek                                       427   \n",
+       "Othmarschen                                         425   \n",
+       "Lurup                                               326   \n",
+       "Osdorf                                              355   \n",
+       "Nienstedten                                         510   \n",
+       "Blankenese                                          494   \n",
+       "Iserbrook                                           402   \n",
+       "Sülldorf                                            399   \n",
+       "Rissen                                              432   \n",
+       "Eimsbüttel                                          253   \n",
+       "Rotherbaum                                          320   \n",
+       "Harvestehude                                        379   \n",
+       "Hoheluft-West                                       260   \n",
+       "Lokstedt                                            314   \n",
+       "Niendorf                                            412   \n",
+       "Schnelsen                                           406   \n",
+       "Eidelstedt                                          336   \n",
+       "Stellingen                                          297   \n",
+       "Hoheluft-Ost                                        308   \n",
+       "Eppendorf                                           314   \n",
+       "Groß Borstel                                        344   \n",
+       "Alsterdorf                                          359   \n",
+       "Winterhude                                          305   \n",
+       "Uhlenhorst                                          332   \n",
+       "Hohenfelde                                          262   \n",
+       "Barmbek-Süd                                         276   \n",
+       "Dulsberg                                            221   \n",
+       "Barmbek-Nord                                        259   \n",
+       "Ohlsdorf                                            321   \n",
+       "Fuhlsbüttel                                         353   \n",
+       "Langenhorn                                          368   \n",
+       "Eilbek                                              273   \n",
+       "Wandsbek                                            308   \n",
+       "Marienthal                                          400   \n",
+       "Jenfeld                                             294   \n",
+       "Tonndorf                                            368   \n",
+       "Farmsen-Berne                                       369   \n",
+       "Bramfeld                                            388   \n",
+       "Steilshoop                                          282   \n",
+       "Wellingsbüttel                                      509   \n",
+       "Sasel                                               516   \n",
+       "Poppenbüttel                                        457   \n",
+       "Hummelsbüttel                                       397   \n",
+       "Lemsahl-Mellingstedt                                576   \n",
+       "Duvenstedt                                          547   \n",
+       "Wohldorf-Ohlstedt                                   561   \n",
+       "Bergstedt                                           460   \n",
+       "Volksdorf                                           453   \n",
+       "Rahlstedt                                           382   \n",
+       "Lohbrügge                                           372   \n",
+       "Bergedorf                                           348   \n",
+       "Curslack                                            474   \n",
+       "Altengamme                                          563   \n",
+       "Neuengamme                                          566   \n",
+       "Kirchwerder                                         551   \n",
+       "Ochsenwerder                                        570   \n",
+       "Reitbrook                                           589   \n",
+       "Allermöhe                                           556   \n",
+       "Billwerder                                          225   \n",
+       "Moorfleet                                           538   \n",
+       "Tatenberg                                           590   \n",
+       "Spadenland                                          599   \n",
+       "Neuallermöhe                                        334   \n",
+       "Harburg                                             194   \n",
+       "Neuland und Gut Moor                                404   \n",
+       "Wilstorf                                            320   \n",
+       "Rönneburg                                           439   \n",
+       "Langenbek                                           454   \n",
+       "Sinstorf                                            392   \n",
+       "Marmstorf                                           437   \n",
+       "Eißendorf                                           363   \n",
+       "Heimfeld                                            287   \n",
+       "Moorburg und Altenwerder                            524   \n",
+       "Hausbruch                                           371   \n",
+       "Neugraben-Fischbek                                  358   \n",
+       "Francop                                             523   \n",
+       "Neuenfelde                                          401   \n",
+       "Cranz                                               438   \n",
+       "\n",
+       "                                   Elektro-PKW  (Jan 2023)  \n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                       677  \n",
+       "HafenCity                                              371  \n",
+       "Neustadt                                               754  \n",
+       "St. Pauli                                              219  \n",
+       "St. Georg                                              163  \n",
+       "Hammerbrook                                           1642  \n",
+       "Borgfelde                                               65  \n",
+       "Hamm                                                   152  \n",
+       "Horn                                                    73  \n",
+       "Billstedt                                              254  \n",
+       "Billbrook                                              105  \n",
+       "Rothenburgsort                                         178  \n",
+       "Veddel                                                  40  \n",
+       "Wilhelmsburg                                           277  \n",
+       "Kleiner Grasbrook und Steinwerder                      100  \n",
+       "Waltershof und Finkenwerder                            136  \n",
+       "Altona-Altstadt                                        259  \n",
+       "Sternschanze                                            56  \n",
+       "Altona-Nord                                             98  \n",
+       "Ottensen                                               957  \n",
+       "Bahrenfeld                                             470  \n",
+       "Groß Flottbek                                          125  \n",
+       "Othmarschen                                            354  \n",
+       "Lurup                                                  164  \n",
+       "Osdorf                                                 207  \n",
+       "Nienstedten                                            147  \n",
+       "Blankenese                                             199  \n",
+       "Iserbrook                                               73  \n",
+       "Sülldorf                                                93  \n",
+       "Rissen                                                 190  \n",
+       "Eimsbüttel                                             257  \n",
+       "Rotherbaum                                             361  \n",
+       "Harvestehude                                           232  \n",
+       "Hoheluft-West                                           85  \n",
+       "Lokstedt                                               302  \n",
+       "Niendorf                                               370  \n",
+       "Schnelsen                                              270  \n",
+       "Eidelstedt                                             223  \n",
+       "Stellingen                                             177  \n",
+       "Hoheluft-Ost                                            84  \n",
+       "Eppendorf                                              340  \n",
+       "Groß Borstel                                           176  \n",
+       "Alsterdorf                                             183  \n",
+       "Winterhude                                             600  \n",
+       "Uhlenhorst                                             239  \n",
+       "Hohenfelde                                             106  \n",
+       "Barmbek-Süd                                            675  \n",
+       "Dulsberg                                                32  \n",
+       "Barmbek-Nord                                           219  \n",
+       "Ohlsdorf                                               172  \n",
+       "Fuhlsbüttel                                            147  \n",
+       "Langenhorn                                             351  \n",
+       "Eilbek                                                 126  \n",
+       "Wandsbek                                               357  \n",
+       "Marienthal                                             149  \n",
+       "Jenfeld                                                 93  \n",
+       "Tonndorf                                               225  \n",
+       "Farmsen-Berne                                          172  \n",
+       "Bramfeld                                               524  \n",
+       "Steilshoop                                              46  \n",
+       "Wellingsbüttel                                         162  \n",
+       "Sasel                                                  413  \n",
+       "Poppenbüttel                                           361  \n",
+       "Hummelsbüttel                                          194  \n",
+       "Lemsahl-Mellingstedt                                   147  \n",
+       "Duvenstedt                                             136  \n",
+       "Wohldorf-Ohlstedt                                       91  \n",
+       "Bergstedt                                              135  \n",
+       "Volksdorf                                              257  \n",
+       "Rahlstedt                                              649  \n",
+       "Lohbrügge                                              210  \n",
+       "Bergedorf                                              396  \n",
+       "Curslack                                                58  \n",
+       "Altengamme                                              31  \n",
+       "Neuengamme                                              41  \n",
+       "Kirchwerder                                            124  \n",
+       "Ochsenwerder                                            39  \n",
+       "Reitbrook                                                5  \n",
+       "Allermöhe                                               45  \n",
+       "Billwerder                                              11  \n",
+       "Moorfleet                                               12  \n",
+       "Tatenberg                                                8  \n",
+       "Spadenland                                               7  \n",
+       "Neuallermöhe                                            73  \n",
+       "Harburg                                                184  \n",
+       "Neuland und Gut Moor                                    81  \n",
+       "Wilstorf                                                55  \n",
+       "Rönneburg                                               33  \n",
+       "Langenbek                                               23  \n",
+       "Sinstorf                                                47  \n",
+       "Marmstorf                                               84  \n",
+       "Eißendorf                                              125  \n",
+       "Heimfeld                                               143  \n",
+       "Moorburg und Altenwerder                                 9  \n",
+       "Hausbruch                                               77  \n",
+       "Neugraben-Fischbek                                     185  \n",
+       "Francop                                                  6  \n",
+       "Neuenfelde                                              21  \n",
+       "Cranz                                                    4  \n",
+       "\n",
+       "[99 rows x 67 columns]"
+      ]
+     },
+     "execution_count": 238,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "path2 = \"../Data/Original_Data/stadtteilprofile2023.csv\"\n",
+    "\n",
+    "# Read the CSV file, skip the 1st and 3rd rows, and use a semicolon as the delimiter\n",
+    "Stadtteil_df = pd.read_csv(path2, sep=';', skiprows=[0, 2])\n",
+    "\n",
+    "# Rename the column 'Unnamed: 0' to 'Stadtgebiet'\n",
+    "Stadtteil_df.rename(columns={'Unnamed: 0': 'Stadtgebiet'}, inplace=True)\n",
+    "\n",
+    "# Set the 'Stadtgebiet' column as the index\n",
+    "Stadtteil_df.set_index('Stadtgebiet', inplace=True)\n",
+    "\n",
+    "Stadtteil_df\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "id": "cb2c9aa6",
+   "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>Bevölkerung</th>\n",
+       "      <th>Unter 18-Jährige</th>\n",
+       "      <th>Anteil der unter 18-Jährigen in %</th>\n",
+       "      <th>65-Jährige und Ältere</th>\n",
+       "      <th>Anteil der 65-Jährigen und Älteren in %</th>\n",
+       "      <th>Ausländer: innen</th>\n",
+       "      <th>Anteil der Ausländer: innen in %</th>\n",
+       "      <th>Bevölkerung mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der Bevölkerung mit Migrations-hintergrund in %</th>\n",
+       "      <th>Unter 18-Jährige mit Migrations-hintergrund</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Schüler:innen der Sekundar-stufe I (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Gymnasien in % (2022/2023)</th>\n",
+       "      <th>Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)</th>\n",
+       "      <th>Allgemein-ärztinnen/-ärzte (Jan 2023)</th>\n",
+       "      <th>Zahn-ärztinnen/-ärzte (Dez 2022)</th>\n",
+       "      <th>Apotheken (Dez 2022)</th>\n",
+       "      <th>Private PKW (Jan 2023)</th>\n",
+       "      <th>PKW-Dichte (Jan 2023)</th>\n",
+       "      <th>Elektro-PKW  (Jan 2023)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stadtgebiet</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>3182</td>\n",
+       "      <td>515</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>316</td>\n",
+       "      <td>9.9</td>\n",
+       "      <td>1349</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>1896</td>\n",
+       "      <td>59.5</td>\n",
+       "      <td>424</td>\n",
+       "      <td>...</td>\n",
+       "      <td>127</td>\n",
+       "      <td>52</td>\n",
+       "      <td>45.7</td>\n",
+       "      <td>231</td>\n",
+       "      <td>48</td>\n",
+       "      <td>75</td>\n",
+       "      <td>10</td>\n",
+       "      <td>599</td>\n",
+       "      <td>188</td>\n",
+       "      <td>677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>6950</td>\n",
+       "      <td>1386</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>644</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>978</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2758</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>769</td>\n",
+       "      <td>...</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>64.7</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1809</td>\n",
+       "      <td>260</td>\n",
+       "      <td>371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>12649</td>\n",
+       "      <td>1412</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>1919</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>2581</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4724</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>673</td>\n",
+       "      <td>...</td>\n",
+       "      <td>340</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>56.5</td>\n",
+       "      <td>205</td>\n",
+       "      <td>20</td>\n",
+       "      <td>83</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3064</td>\n",
+       "      <td>242</td>\n",
+       "      <td>754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>22056</td>\n",
+       "      <td>2941</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2270</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>4991</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>8488</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>1458</td>\n",
+       "      <td>...</td>\n",
+       "      <td>907</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>44</td>\n",
+       "      <td>12</td>\n",
+       "      <td>15</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4453</td>\n",
+       "      <td>202</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>12318</td>\n",
+       "      <td>1420</td>\n",
+       "      <td>11.5</td>\n",
+       "      <td>1676</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>3494</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>43.7</td>\n",
+       "      <td>866</td>\n",
+       "      <td>...</td>\n",
+       "      <td>356</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>60.7</td>\n",
+       "      <td>89</td>\n",
+       "      <td>36</td>\n",
+       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>196</td>\n",
+       "      <td>163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>5990</td>\n",
+       "      <td>772</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>192</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>2256</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>636</td>\n",
+       "      <td>...</td>\n",
+       "      <td>144</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>890</td>\n",
+       "      <td>149</td>\n",
+       "      <td>1642</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>8569</td>\n",
+       "      <td>1160</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>922</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>3273</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>4600</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>900</td>\n",
+       "      <td>...</td>\n",
+       "      <td>306</td>\n",
+       "      <td>62.4</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1678</td>\n",
+       "      <td>196</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>38720</td>\n",
+       "      <td>4645</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>5139</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>8261</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>15518</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2983</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1205</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>27</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9906</td>\n",
+       "      <td>256</td>\n",
+       "      <td>152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>38425</td>\n",
+       "      <td>6210</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>5709</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>11249</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>21726</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>4802</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1858</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>42</td>\n",
+       "      <td>25</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10027</td>\n",
+       "      <td>261</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>71789</td>\n",
+       "      <td>14019</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>13092</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>21117</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>45035</td>\n",
+       "      <td>62.7</td>\n",
+       "      <td>11222</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>69.9</td>\n",
+       "      <td>26.6</td>\n",
+       "      <td>95</td>\n",
+       "      <td>48</td>\n",
+       "      <td>35</td>\n",
+       "      <td>10</td>\n",
+       "      <td>22344</td>\n",
+       "      <td>311</td>\n",
+       "      <td>254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1791</td>\n",
+       "      <td>602</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>1416</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>1596</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>583</td>\n",
+       "      <td>...</td>\n",
+       "      <td>217</td>\n",
+       "      <td>82.9</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>258</td>\n",
+       "      <td>144</td>\n",
+       "      <td>105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>9641</td>\n",
+       "      <td>1773</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>1362</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>3363</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>5982</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>1461</td>\n",
+       "      <td>...</td>\n",
+       "      <td>513</td>\n",
+       "      <td>68.6</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2317</td>\n",
+       "      <td>240</td>\n",
+       "      <td>178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>4288</td>\n",
+       "      <td>853</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>398</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>2026</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>3254</td>\n",
+       "      <td>76.1</td>\n",
+       "      <td>779</td>\n",
+       "      <td>...</td>\n",
+       "      <td>282</td>\n",
+       "      <td>74.5</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>841</td>\n",
+       "      <td>196</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>52961</td>\n",
+       "      <td>10902</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>7237</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>17374</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>32923</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>8470</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3436</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>60</td>\n",
+       "      <td>35</td>\n",
+       "      <td>20</td>\n",
+       "      <td>9</td>\n",
+       "      <td>14014</td>\n",
+       "      <td>265</td>\n",
+       "      <td>277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>1105</td>\n",
+       "      <td>62</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>364</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>512</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>57</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>144</td>\n",
+       "      <td>130</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>11690</td>\n",
+       "      <td>1988</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>2335</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>2421</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>4080</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>1064</td>\n",
+       "      <td>...</td>\n",
+       "      <td>574</td>\n",
+       "      <td>52.6</td>\n",
+       "      <td>42.5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4360</td>\n",
+       "      <td>373</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>29661</td>\n",
+       "      <td>4532</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>3902</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>6287</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>12048</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>2497</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1359</td>\n",
+       "      <td>50.8</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>174</td>\n",
+       "      <td>35</td>\n",
+       "      <td>43</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6709</td>\n",
+       "      <td>226</td>\n",
+       "      <td>259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>7889</td>\n",
+       "      <td>1088</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>821</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>1633</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>2971</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>545</td>\n",
+       "      <td>...</td>\n",
+       "      <td>315</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>41</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>194</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>26592</td>\n",
+       "      <td>4353</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>2665</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5358</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>10289</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2164</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1166</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5711</td>\n",
+       "      <td>215</td>\n",
+       "      <td>98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>35365</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>5342</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>4811</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>10011</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>188</td>\n",
+       "      <td>26</td>\n",
+       "      <td>49</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9402</td>\n",
+       "      <td>266</td>\n",
+       "      <td>957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>31311</td>\n",
+       "      <td>5582</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>3981</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>7747</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2982</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>53.1</td>\n",
+       "      <td>42.6</td>\n",
+       "      <td>44</td>\n",
+       "      <td>11</td>\n",
+       "      <td>22</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8653</td>\n",
+       "      <td>276</td>\n",
+       "      <td>470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>11152</td>\n",
+       "      <td>2198</td>\n",
+       "      <td>19.7</td>\n",
+       "      <td>2300</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>1572</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2929</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>720</td>\n",
+       "      <td>...</td>\n",
+       "      <td>712</td>\n",
+       "      <td>10.7</td>\n",
+       "      <td>86.1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4758</td>\n",
+       "      <td>427</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>16590</td>\n",
+       "      <td>3447</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>3334</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>2525</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>4915</td>\n",
+       "      <td>29.6</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1009</td>\n",
+       "      <td>18</td>\n",
+       "      <td>77.8</td>\n",
+       "      <td>41</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7057</td>\n",
+       "      <td>425</td>\n",
+       "      <td>354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>37154</td>\n",
+       "      <td>7680</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>6643</td>\n",
+       "      <td>17.9</td>\n",
+       "      <td>8875</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>19562</td>\n",
+       "      <td>52.7</td>\n",
+       "      <td>5387</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2356</td>\n",
+       "      <td>64.9</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>35</td>\n",
+       "      <td>19</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12107</td>\n",
+       "      <td>326</td>\n",
+       "      <td>164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>26148</td>\n",
+       "      <td>5200</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>5677</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>5031</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>11204</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>3050</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1756</td>\n",
+       "      <td>50.7</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>67</td>\n",
+       "      <td>17</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9295</td>\n",
+       "      <td>355</td>\n",
+       "      <td>207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>7055</td>\n",
+       "      <td>1354</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>1838</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>771</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>1533</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>417</td>\n",
+       "      <td>...</td>\n",
+       "      <td>457</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>73.3</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3601</td>\n",
+       "      <td>510</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>13733</td>\n",
+       "      <td>2535</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>3725</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>1421</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>2933</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>799</td>\n",
+       "      <td>...</td>\n",
+       "      <td>900</td>\n",
+       "      <td>19</td>\n",
+       "      <td>77</td>\n",
+       "      <td>116</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6781</td>\n",
+       "      <td>494</td>\n",
+       "      <td>199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>11569</td>\n",
+       "      <td>2149</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>2834</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>1368</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>3100</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>853</td>\n",
+       "      <td>...</td>\n",
+       "      <td>695</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4651</td>\n",
+       "      <td>402</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>9418</td>\n",
+       "      <td>1830</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>1995</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>1388</td>\n",
+       "      <td>14.7</td>\n",
+       "      <td>2563</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>693</td>\n",
+       "      <td>...</td>\n",
+       "      <td>615</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54</td>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3758</td>\n",
+       "      <td>399</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>16397</td>\n",
+       "      <td>3183</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>4660</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>2073</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>3960</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1055</td>\n",
+       "      <td>38</td>\n",
+       "      <td>58</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7081</td>\n",
+       "      <td>432</td>\n",
+       "      <td>190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>57875</td>\n",
+       "      <td>7335</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>7565</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>7499</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14922</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>2617</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2058</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>332</td>\n",
+       "      <td>35</td>\n",
+       "      <td>63</td>\n",
+       "      <td>13</td>\n",
+       "      <td>14633</td>\n",
+       "      <td>253</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>17153</td>\n",
+       "      <td>2288</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>2779</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>2890</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>875</td>\n",
+       "      <td>...</td>\n",
+       "      <td>659</td>\n",
+       "      <td>17</td>\n",
+       "      <td>80.9</td>\n",
+       "      <td>146</td>\n",
+       "      <td>16</td>\n",
+       "      <td>45</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5491</td>\n",
+       "      <td>320</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>17994</td>\n",
+       "      <td>2717</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>3734</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>2656</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>5231</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>...</td>\n",
+       "      <td>812</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>78.8</td>\n",
+       "      <td>137</td>\n",
+       "      <td>16</td>\n",
+       "      <td>48</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6825</td>\n",
+       "      <td>379</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>13597</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>1899</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1805</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>581</td>\n",
+       "      <td>...</td>\n",
+       "      <td>432</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>72</td>\n",
+       "      <td>27</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3530</td>\n",
+       "      <td>260</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>31317</td>\n",
+       "      <td>5497</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>5928</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>5247</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>10506</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1650</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>59.3</td>\n",
+       "      <td>54</td>\n",
+       "      <td>18</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9818</td>\n",
+       "      <td>314</td>\n",
+       "      <td>302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>42184</td>\n",
+       "      <td>6861</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>10560</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>5460</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>11051</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>2741</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>37.1</td>\n",
+       "      <td>60.5</td>\n",
+       "      <td>90</td>\n",
+       "      <td>25</td>\n",
+       "      <td>36</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17370</td>\n",
+       "      <td>412</td>\n",
+       "      <td>370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>30690</td>\n",
+       "      <td>5920</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>6193</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>5296</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>11285</td>\n",
+       "      <td>36.7</td>\n",
+       "      <td>3192</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1866</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>55</td>\n",
+       "      <td>17</td>\n",
+       "      <td>26</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12453</td>\n",
+       "      <td>406</td>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>36098</td>\n",
+       "      <td>6728</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>7208</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>8051</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>15923</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>4263</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1919</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>59</td>\n",
+       "      <td>11</td>\n",
+       "      <td>20</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12140</td>\n",
+       "      <td>336</td>\n",
+       "      <td>223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>27993</td>\n",
+       "      <td>4363</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>4992</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>6151</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>10874</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1219</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>47</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8312</td>\n",
+       "      <td>297</td>\n",
+       "      <td>177</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>9782</td>\n",
+       "      <td>1248</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>1671</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>1108</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>423</td>\n",
+       "      <td>...</td>\n",
+       "      <td>326</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>208</td>\n",
+       "      <td>61</td>\n",
+       "      <td>23</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3008</td>\n",
+       "      <td>308</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>24639</td>\n",
+       "      <td>3344</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4558</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2523</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>5611</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>1128</td>\n",
+       "      <td>...</td>\n",
+       "      <td>945</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>75.6</td>\n",
+       "      <td>178</td>\n",
+       "      <td>27</td>\n",
+       "      <td>47</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7727</td>\n",
+       "      <td>314</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>10812</td>\n",
+       "      <td>2051</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1869</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>2095</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>952</td>\n",
+       "      <td>...</td>\n",
+       "      <td>571</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>54.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3715</td>\n",
+       "      <td>344</td>\n",
+       "      <td>176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>15136</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2954</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>2065</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4409</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>...</td>\n",
+       "      <td>794</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>42</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5431</td>\n",
+       "      <td>359</td>\n",
+       "      <td>183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>58052</td>\n",
+       "      <td>7685</td>\n",
+       "      <td>13.2</td>\n",
+       "      <td>8281</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>7790</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>16018</td>\n",
+       "      <td>27.6</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1922</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54.9</td>\n",
+       "      <td>237</td>\n",
+       "      <td>40</td>\n",
+       "      <td>74</td>\n",
+       "      <td>12</td>\n",
+       "      <td>17680</td>\n",
+       "      <td>305</td>\n",
+       "      <td>600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>18936</td>\n",
+       "      <td>2567</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>3444</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>2537</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>5477</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>1174</td>\n",
+       "      <td>...</td>\n",
+       "      <td>710</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>70.4</td>\n",
+       "      <td>101</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6294</td>\n",
+       "      <td>332</td>\n",
+       "      <td>239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>10041</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1493</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>2231</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>788</td>\n",
+       "      <td>...</td>\n",
+       "      <td>375</td>\n",
+       "      <td>48</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>36</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2630</td>\n",
+       "      <td>262</td>\n",
+       "      <td>106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>36452</td>\n",
+       "      <td>4077</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>5020</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>6264</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>11809</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>2113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1057</td>\n",
+       "      <td>50.1</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>54</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10073</td>\n",
+       "      <td>276</td>\n",
+       "      <td>675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>17149</td>\n",
+       "      <td>1951</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>2249</td>\n",
+       "      <td>13.1</td>\n",
+       "      <td>4360</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>46.9</td>\n",
+       "      <td>1464</td>\n",
+       "      <td>...</td>\n",
+       "      <td>623</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>27</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3783</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>43222</td>\n",
+       "      <td>4797</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>5513</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>7052</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>13921</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>2475</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1097</td>\n",
+       "      <td>57</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>92</td>\n",
+       "      <td>26</td>\n",
+       "      <td>39</td>\n",
+       "      <td>10</td>\n",
+       "      <td>11188</td>\n",
+       "      <td>259</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>17548</td>\n",
+       "      <td>3011</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>2829</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2908</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>5236</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>1232</td>\n",
+       "      <td>...</td>\n",
+       "      <td>927</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>48</td>\n",
+       "      <td>13</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5639</td>\n",
+       "      <td>321</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>13603</td>\n",
+       "      <td>2407</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>2514</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2737</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>...</td>\n",
+       "      <td>792</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>16</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4801</td>\n",
+       "      <td>353</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>47192</td>\n",
+       "      <td>8574</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8807</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>8596</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>16927</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>4356</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2481</td>\n",
+       "      <td>54.1</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>104</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17350</td>\n",
+       "      <td>368</td>\n",
+       "      <td>351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>22701</td>\n",
+       "      <td>2785</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>3220</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>4139</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8186</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1581</td>\n",
+       "      <td>...</td>\n",
+       "      <td>740</td>\n",
+       "      <td>48.6</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>26</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6193</td>\n",
+       "      <td>273</td>\n",
+       "      <td>126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>38201</td>\n",
+       "      <td>5508</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>6503</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>8098</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15623</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>3560</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1450</td>\n",
+       "      <td>57.6</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>71</td>\n",
+       "      <td>26</td>\n",
+       "      <td>44</td>\n",
+       "      <td>9</td>\n",
+       "      <td>11750</td>\n",
+       "      <td>308</td>\n",
+       "      <td>357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>13618</td>\n",
+       "      <td>2211</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>2632</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>2116</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>4589</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>...</td>\n",
+       "      <td>663</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>66.5</td>\n",
+       "      <td>95</td>\n",
+       "      <td>20</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5442</td>\n",
+       "      <td>400</td>\n",
+       "      <td>149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>28843</td>\n",
+       "      <td>5834</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>8681</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>17966</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>4728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>69.6</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>31</td>\n",
+       "      <td>15</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>294</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>15378</td>\n",
+       "      <td>2670</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>3267</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>6957</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>...</td>\n",
+       "      <td>912</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5665</td>\n",
+       "      <td>368</td>\n",
+       "      <td>225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>37219</td>\n",
+       "      <td>6952</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>7163</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>5969</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13782</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3730</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2130</td>\n",
+       "      <td>55.9</td>\n",
+       "      <td>40.7</td>\n",
+       "      <td>37</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13730</td>\n",
+       "      <td>369</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>52980</td>\n",
+       "      <td>8207</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>11262</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>8287</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>18350</td>\n",
+       "      <td>34.7</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>53.9</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>61</td>\n",
+       "      <td>30</td>\n",
+       "      <td>41</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20578</td>\n",
+       "      <td>388</td>\n",
+       "      <td>524</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>19667</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5536</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>11360</td>\n",
+       "      <td>57.8</td>\n",
+       "      <td>3140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1312</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5551</td>\n",
+       "      <td>282</td>\n",
+       "      <td>46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>11130</td>\n",
+       "      <td>2114</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2975</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>942</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>2388</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>671</td>\n",
+       "      <td>...</td>\n",
+       "      <td>692</td>\n",
+       "      <td>25.9</td>\n",
+       "      <td>71.5</td>\n",
+       "      <td>26</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5660</td>\n",
+       "      <td>509</td>\n",
+       "      <td>162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>24355</td>\n",
+       "      <td>4737</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>6343</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>1804</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>4931</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1451</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1653</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>68.5</td>\n",
+       "      <td>33</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12556</td>\n",
+       "      <td>516</td>\n",
+       "      <td>413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>24349</td>\n",
+       "      <td>4213</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>7677</td>\n",
+       "      <td>31.5</td>\n",
+       "      <td>2522</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>6367</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>1843</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1418</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>138</td>\n",
+       "      <td>29</td>\n",
+       "      <td>45</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11136</td>\n",
+       "      <td>457</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>18709</td>\n",
+       "      <td>3487</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>4504</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>3467</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7465</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1981</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1113</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7436</td>\n",
+       "      <td>397</td>\n",
+       "      <td>194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>7070</td>\n",
+       "      <td>1452</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>1578</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>457</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>438</td>\n",
+       "      <td>...</td>\n",
+       "      <td>461</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>69</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4072</td>\n",
+       "      <td>576</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>5982</td>\n",
+       "      <td>1222</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>1189</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>504</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1063</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>376</td>\n",
+       "      <td>...</td>\n",
+       "      <td>444</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>63.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3275</td>\n",
+       "      <td>547</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>4804</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>280</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>810</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>277</td>\n",
+       "      <td>...</td>\n",
+       "      <td>317</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>69.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2693</td>\n",
+       "      <td>561</td>\n",
+       "      <td>91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>10767</td>\n",
+       "      <td>2280</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>2367</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>737</td>\n",
+       "      <td>...</td>\n",
+       "      <td>880</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>53.2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4956</td>\n",
+       "      <td>460</td>\n",
+       "      <td>135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>20814</td>\n",
+       "      <td>4043</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5673</td>\n",
+       "      <td>27.3</td>\n",
+       "      <td>1794</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1428</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>63.1</td>\n",
+       "      <td>88</td>\n",
+       "      <td>26</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9421</td>\n",
+       "      <td>453</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>96499</td>\n",
+       "      <td>17822</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>20142</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>18827</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>38162</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>9932</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5264</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>170</td>\n",
+       "      <td>54</td>\n",
+       "      <td>69</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36817</td>\n",
+       "      <td>382</td>\n",
+       "      <td>649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>41179</td>\n",
+       "      <td>6821</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>9221</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>6734</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>18381</td>\n",
+       "      <td>44.6</td>\n",
+       "      <td>4385</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2083</td>\n",
+       "      <td>60</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>39</td>\n",
+       "      <td>13</td>\n",
+       "      <td>27</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15301</td>\n",
+       "      <td>372</td>\n",
+       "      <td>210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>36757</td>\n",
+       "      <td>6532</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>7403</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>6547</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>13712</td>\n",
+       "      <td>37.2</td>\n",
+       "      <td>3460</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>163</td>\n",
+       "      <td>38</td>\n",
+       "      <td>49</td>\n",
+       "      <td>11</td>\n",
+       "      <td>12785</td>\n",
+       "      <td>348</td>\n",
+       "      <td>396</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>4143</td>\n",
+       "      <td>867</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>644</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>857</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>...</td>\n",
+       "      <td>260</td>\n",
+       "      <td>56.2</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>474</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>2341</td>\n",
+       "      <td>446</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>467</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>157</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>294</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>140</td>\n",
+       "      <td>57.9</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1319</td>\n",
+       "      <td>563</td>\n",
+       "      <td>31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>3720</td>\n",
+       "      <td>632</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>813</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>461</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>129</td>\n",
+       "      <td>...</td>\n",
+       "      <td>200</td>\n",
+       "      <td>60</td>\n",
+       "      <td>34</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2105</td>\n",
+       "      <td>566</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>10311</td>\n",
+       "      <td>1909</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>882</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>423</td>\n",
+       "      <td>...</td>\n",
+       "      <td>582</td>\n",
+       "      <td>61.2</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5683</td>\n",
+       "      <td>551</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>3030</td>\n",
+       "      <td>612</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>509</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>224</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>556</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>171</td>\n",
+       "      <td>...</td>\n",
+       "      <td>162</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1726</td>\n",
+       "      <td>570</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>540</td>\n",
+       "      <td>90</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>127</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>47</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>74</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>318</td>\n",
+       "      <td>589</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>1421</td>\n",
+       "      <td>219</td>\n",
+       "      <td>15.4</td>\n",
+       "      <td>299</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>211</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>379</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>84</td>\n",
+       "      <td>...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.5</td>\n",
+       "      <td>41</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>790</td>\n",
+       "      <td>556</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>3790</td>\n",
+       "      <td>866</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>317</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>2123</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>2565</td>\n",
+       "      <td>67.7</td>\n",
+       "      <td>740</td>\n",
+       "      <td>...</td>\n",
+       "      <td>250</td>\n",
+       "      <td>68.8</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>851</td>\n",
+       "      <td>225</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>1177</td>\n",
+       "      <td>188</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>200</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>176</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>77</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>633</td>\n",
+       "      <td>538</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>573</td>\n",
+       "      <td>94</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>114</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>38</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>338</td>\n",
+       "      <td>590</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>551</td>\n",
+       "      <td>77</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>129</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>30</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>58</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>330</td>\n",
+       "      <td>599</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>23368</td>\n",
+       "      <td>5256</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>2871</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>4527</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>15421</td>\n",
+       "      <td>65.9</td>\n",
+       "      <td>4205</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1827</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7801</td>\n",
+       "      <td>334</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>27957</td>\n",
+       "      <td>4497</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>2832</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>12883</td>\n",
+       "      <td>46.1</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>64.8</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1261</td>\n",
+       "      <td>69</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>187</td>\n",
+       "      <td>28</td>\n",
+       "      <td>70</td>\n",
+       "      <td>11</td>\n",
+       "      <td>5413</td>\n",
+       "      <td>194</td>\n",
+       "      <td>184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>1829</td>\n",
+       "      <td>449</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>261</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>649</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>942</td>\n",
+       "      <td>51.5</td>\n",
+       "      <td>327</td>\n",
+       "      <td>...</td>\n",
+       "      <td>146</td>\n",
+       "      <td>65.8</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>739</td>\n",
+       "      <td>404</td>\n",
+       "      <td>81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>17671</td>\n",
+       "      <td>3255</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>3184</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>5262</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>9132</td>\n",
+       "      <td>51.6</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>...</td>\n",
+       "      <td>981</td>\n",
+       "      <td>60.2</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5655</td>\n",
+       "      <td>320</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>3417</td>\n",
+       "      <td>662</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>630</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>805</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>411</td>\n",
+       "      <td>...</td>\n",
+       "      <td>243</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1499</td>\n",
+       "      <td>439</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>4013</td>\n",
+       "      <td>679</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>975</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>562</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1521</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>377</td>\n",
+       "      <td>...</td>\n",
+       "      <td>236</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>47.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1821</td>\n",
+       "      <td>454</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>4292</td>\n",
+       "      <td>1047</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>639</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>1233</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>2124</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>323</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1681</td>\n",
+       "      <td>392</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>8988</td>\n",
+       "      <td>1486</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>2361</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>1326</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>2989</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>487</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>57.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3927</td>\n",
+       "      <td>437</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>25283</td>\n",
+       "      <td>4476</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>4909</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>5845</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>11406</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>2865</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>43.2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9167</td>\n",
+       "      <td>363</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>22591</td>\n",
+       "      <td>3992</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>6459</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>11413</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>2735</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1175</td>\n",
+       "      <td>44.5</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>13</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>287</td>\n",
+       "      <td>143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>706</td>\n",
+       "      <td>130</td>\n",
+       "      <td>18.4</td>\n",
+       "      <td>120</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>140</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>370</td>\n",
+       "      <td>524</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>16868</td>\n",
+       "      <td>3196</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>3554</td>\n",
+       "      <td>21.1</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>9475</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>2303</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6252</td>\n",
+       "      <td>371</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>33963</td>\n",
+       "      <td>7480</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>6318</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>7062</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>17155</td>\n",
+       "      <td>50.5</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2180</td>\n",
+       "      <td>61.3</td>\n",
+       "      <td>32.7</td>\n",
+       "      <td>45</td>\n",
+       "      <td>15</td>\n",
+       "      <td>19</td>\n",
+       "      <td>5</td>\n",
+       "      <td>12144</td>\n",
+       "      <td>358</td>\n",
+       "      <td>185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>736</td>\n",
+       "      <td>119</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>133</td>\n",
+       "      <td>18.1</td>\n",
+       "      <td>139</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>184</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>385</td>\n",
+       "      <td>523</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>5245</td>\n",
+       "      <td>1251</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>748</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>1779</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>2769</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>842</td>\n",
+       "      <td>...</td>\n",
+       "      <td>414</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2102</td>\n",
+       "      <td>401</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>810</td>\n",
+       "      <td>130</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>241</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>354</td>\n",
+       "      <td>43.9</td>\n",
+       "      <td>91</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>355</td>\n",
+       "      <td>438</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 67 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Bevölkerung  Unter 18-Jährige  \\\n",
+       "Stadtgebiet                                                        \n",
+       "Hamburg-Altstadt                          3182               515   \n",
+       "HafenCity                                 6950              1386   \n",
+       "Neustadt                                 12649              1412   \n",
+       "St. Pauli                                22056              2941   \n",
+       "St. Georg                                12318              1420   \n",
+       "Hammerbrook                               5990               772   \n",
+       "Borgfelde                                 8569              1160   \n",
+       "Hamm                                     38720              4645   \n",
+       "Horn                                     38425              6210   \n",
+       "Billstedt                                71789             14019   \n",
+       "Billbrook                                 1791               602   \n",
+       "Rothenburgsort                            9641              1773   \n",
+       "Veddel                                    4288               853   \n",
+       "Wilhelmsburg                             52961             10902   \n",
+       "Kleiner Grasbrook und Steinwerder         1105                62   \n",
+       "Waltershof und Finkenwerder              11690              1988   \n",
+       "Altona-Altstadt                          29661              4532   \n",
+       "Sternschanze                              7889              1088   \n",
+       "Altona-Nord                              26592              4353   \n",
+       "Ottensen                                 35365              5377   \n",
+       "Bahrenfeld                               31311              5582   \n",
+       "Groß Flottbek                            11152              2198   \n",
+       "Othmarschen                              16590              3447   \n",
+       "Lurup                                    37154              7680   \n",
+       "Osdorf                                   26148              5200   \n",
+       "Nienstedten                               7055              1354   \n",
+       "Blankenese                               13733              2535   \n",
+       "Iserbrook                                11569              2149   \n",
+       "Sülldorf                                  9418              1830   \n",
+       "Rissen                                   16397              3183   \n",
+       "Eimsbüttel                               57875              7335   \n",
+       "Rotherbaum                               17153              2288   \n",
+       "Harvestehude                             17994              2717   \n",
+       "Hoheluft-West                            13597              1706   \n",
+       "Lokstedt                                 31317              5497   \n",
+       "Niendorf                                 42184              6861   \n",
+       "Schnelsen                                30690              5920   \n",
+       "Eidelstedt                               36098              6728   \n",
+       "Stellingen                               27993              4363   \n",
+       "Hoheluft-Ost                              9782              1248   \n",
+       "Eppendorf                                24639              3344   \n",
+       "Groß Borstel                             10812              2051   \n",
+       "Alsterdorf                               15136              2435   \n",
+       "Winterhude                               58052              7685   \n",
+       "Uhlenhorst                               18936              2567   \n",
+       "Hohenfelde                               10041              1274   \n",
+       "Barmbek-Süd                              36452              4077   \n",
+       "Dulsberg                                 17149              1951   \n",
+       "Barmbek-Nord                             43222              4797   \n",
+       "Ohlsdorf                                 17548              3011   \n",
+       "Fuhlsbüttel                              13603              2407   \n",
+       "Langenhorn                               47192              8574   \n",
+       "Eilbek                                   22701              2785   \n",
+       "Wandsbek                                 38201              5508   \n",
+       "Marienthal                               13618              2211   \n",
+       "Jenfeld                                  28843              5834   \n",
+       "Tonndorf                                 15378              2670   \n",
+       "Farmsen-Berne                            37219              6952   \n",
+       "Bramfeld                                 52980              8207   \n",
+       "Steilshoop                               19667              4039   \n",
+       "Wellingsbüttel                           11130              2114   \n",
+       "Sasel                                    24355              4737   \n",
+       "Poppenbüttel                             24349              4213   \n",
+       "Hummelsbüttel                            18709              3487   \n",
+       "Lemsahl-Mellingstedt                      7070              1452   \n",
+       "Duvenstedt                                5982              1222   \n",
+       "Wohldorf-Ohlstedt                         4804              1011   \n",
+       "Bergstedt                                10767              2280   \n",
+       "Volksdorf                                20814              4043   \n",
+       "Rahlstedt                                96499             17822   \n",
+       "Lohbrügge                                41179              6821   \n",
+       "Bergedorf                                36757              6532   \n",
+       "Curslack                                  4143               867   \n",
+       "Altengamme                                2341               446   \n",
+       "Neuengamme                                3720               632   \n",
+       "Kirchwerder                              10311              1909   \n",
+       "Ochsenwerder                              3030               612   \n",
+       "Reitbrook                                  540                90   \n",
+       "Allermöhe                                 1421               219   \n",
+       "Billwerder                                3790               866   \n",
+       "Moorfleet                                 1177               188   \n",
+       "Tatenberg                                  573                94   \n",
+       "Spadenland                                 551                77   \n",
+       "Neuallermöhe                             23368              5256   \n",
+       "Harburg                                  27957              4497   \n",
+       "Neuland und Gut Moor                      1829               449   \n",
+       "Wilstorf                                 17671              3255   \n",
+       "Rönneburg                                 3417               662   \n",
+       "Langenbek                                 4013               679   \n",
+       "Sinstorf                                  4292              1047   \n",
+       "Marmstorf                                 8988              1486   \n",
+       "Eißendorf                                25283              4476   \n",
+       "Heimfeld                                 22591              3992   \n",
+       "Moorburg und Altenwerder                   706               130   \n",
+       "Hausbruch                                16868              3196   \n",
+       "Neugraben-Fischbek                       33963              7480   \n",
+       "Francop                                    736               119   \n",
+       "Neuenfelde                                5245              1251   \n",
+       "Cranz                                      810               130   \n",
+       "\n",
+       "                                   Anteil der unter 18-Jährigen in %  \\\n",
+       "Stadtgebiet                                                            \n",
+       "Hamburg-Altstadt                                                16.2   \n",
+       "HafenCity                                                       19.9   \n",
+       "Neustadt                                                        11.2   \n",
+       "St. Pauli                                                       13.3   \n",
+       "St. Georg                                                       11.5   \n",
+       "Hammerbrook                                                     12.9   \n",
+       "Borgfelde                                                       13.5   \n",
+       "Hamm                                                            12.0   \n",
+       "Horn                                                            16.2   \n",
+       "Billstedt                                                       19.5   \n",
+       "Billbrook                                                       33.6   \n",
+       "Rothenburgsort                                                  18.4   \n",
+       "Veddel                                                          19.9   \n",
+       "Wilhelmsburg                                                    20.6   \n",
+       "Kleiner Grasbrook und Steinwerder                                5.6   \n",
+       "Waltershof und Finkenwerder                                     17.0   \n",
+       "Altona-Altstadt                                                 15.3   \n",
+       "Sternschanze                                                    13.8   \n",
+       "Altona-Nord                                                     16.4   \n",
+       "Ottensen                                                        15.2   \n",
+       "Bahrenfeld                                                      17.8   \n",
+       "Groß Flottbek                                                   19.7   \n",
+       "Othmarschen                                                     20.8   \n",
+       "Lurup                                                           20.7   \n",
+       "Osdorf                                                          19.9   \n",
+       "Nienstedten                                                     19.2   \n",
+       "Blankenese                                                      18.5   \n",
+       "Iserbrook                                                       18.6   \n",
+       "Sülldorf                                                        19.4   \n",
+       "Rissen                                                          19.4   \n",
+       "Eimsbüttel                                                      12.7   \n",
+       "Rotherbaum                                                      13.3   \n",
+       "Harvestehude                                                    15.1   \n",
+       "Hoheluft-West                                                   12.5   \n",
+       "Lokstedt                                                        17.6   \n",
+       "Niendorf                                                        16.3   \n",
+       "Schnelsen                                                       19.3   \n",
+       "Eidelstedt                                                      18.6   \n",
+       "Stellingen                                                      15.6   \n",
+       "Hoheluft-Ost                                                    12.8   \n",
+       "Eppendorf                                                       13.6   \n",
+       "Groß Borstel                                                    19.0   \n",
+       "Alsterdorf                                                      16.1   \n",
+       "Winterhude                                                      13.2   \n",
+       "Uhlenhorst                                                      13.6   \n",
+       "Hohenfelde                                                      12.7   \n",
+       "Barmbek-Süd                                                     11.2   \n",
+       "Dulsberg                                                        11.4   \n",
+       "Barmbek-Nord                                                    11.1   \n",
+       "Ohlsdorf                                                        17.2   \n",
+       "Fuhlsbüttel                                                     17.7   \n",
+       "Langenhorn                                                      18.2   \n",
+       "Eilbek                                                          12.3   \n",
+       "Wandsbek                                                        14.4   \n",
+       "Marienthal                                                      16.2   \n",
+       "Jenfeld                                                         20.2   \n",
+       "Tonndorf                                                        17.4   \n",
+       "Farmsen-Berne                                                   18.7   \n",
+       "Bramfeld                                                        15.5   \n",
+       "Steilshoop                                                      20.5   \n",
+       "Wellingsbüttel                                                  19.0   \n",
+       "Sasel                                                           19.4   \n",
+       "Poppenbüttel                                                    17.3   \n",
+       "Hummelsbüttel                                                   18.6   \n",
+       "Lemsahl-Mellingstedt                                            20.5   \n",
+       "Duvenstedt                                                      20.4   \n",
+       "Wohldorf-Ohlstedt                                               21.0   \n",
+       "Bergstedt                                                       21.2   \n",
+       "Volksdorf                                                       19.4   \n",
+       "Rahlstedt                                                       18.5   \n",
+       "Lohbrügge                                                       16.6   \n",
+       "Bergedorf                                                       17.8   \n",
+       "Curslack                                                        20.9   \n",
+       "Altengamme                                                      19.1   \n",
+       "Neuengamme                                                      17.0   \n",
+       "Kirchwerder                                                     18.5   \n",
+       "Ochsenwerder                                                    20.2   \n",
+       "Reitbrook                                                       16.7   \n",
+       "Allermöhe                                                       15.4   \n",
+       "Billwerder                                                      22.8   \n",
+       "Moorfleet                                                       16.0   \n",
+       "Tatenberg                                                       16.4   \n",
+       "Spadenland                                                      14.0   \n",
+       "Neuallermöhe                                                    22.5   \n",
+       "Harburg                                                         16.1   \n",
+       "Neuland und Gut Moor                                            24.5   \n",
+       "Wilstorf                                                        18.4   \n",
+       "Rönneburg                                                       19.4   \n",
+       "Langenbek                                                       16.9   \n",
+       "Sinstorf                                                        24.4   \n",
+       "Marmstorf                                                       16.5   \n",
+       "Eißendorf                                                       17.7   \n",
+       "Heimfeld                                                        17.7   \n",
+       "Moorburg und Altenwerder                                        18.4   \n",
+       "Hausbruch                                                       18.9   \n",
+       "Neugraben-Fischbek                                              22.0   \n",
+       "Francop                                                         16.2   \n",
+       "Neuenfelde                                                      23.9   \n",
+       "Cranz                                                           16.0   \n",
+       "\n",
+       "                                    65-Jährige und Ältere  \\\n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                      316   \n",
+       "HafenCity                                             644   \n",
+       "Neustadt                                             1919   \n",
+       "St. Pauli                                            2270   \n",
+       "St. Georg                                            1676   \n",
+       "Hammerbrook                                           192   \n",
+       "Borgfelde                                             922   \n",
+       "Hamm                                                 5139   \n",
+       "Horn                                                 5709   \n",
+       "Billstedt                                           13092   \n",
+       "Billbrook                                              94   \n",
+       "Rothenburgsort                                       1362   \n",
+       "Veddel                                                398   \n",
+       "Wilhelmsburg                                         7237   \n",
+       "Kleiner Grasbrook und Steinwerder                      57   \n",
+       "Waltershof und Finkenwerder                          2335   \n",
+       "Altona-Altstadt                                      3902   \n",
+       "Sternschanze                                          821   \n",
+       "Altona-Nord                                          2665   \n",
+       "Ottensen                                             5342   \n",
+       "Bahrenfeld                                           3981   \n",
+       "Groß Flottbek                                        2300   \n",
+       "Othmarschen                                          3334   \n",
+       "Lurup                                                6643   \n",
+       "Osdorf                                               5677   \n",
+       "Nienstedten                                          1838   \n",
+       "Blankenese                                           3725   \n",
+       "Iserbrook                                            2834   \n",
+       "Sülldorf                                             1995   \n",
+       "Rissen                                               4660   \n",
+       "Eimsbüttel                                           7565   \n",
+       "Rotherbaum                                           2779   \n",
+       "Harvestehude                                         3734   \n",
+       "Hoheluft-West                                        1899   \n",
+       "Lokstedt                                             5928   \n",
+       "Niendorf                                            10560   \n",
+       "Schnelsen                                            6193   \n",
+       "Eidelstedt                                           7208   \n",
+       "Stellingen                                           4992   \n",
+       "Hoheluft-Ost                                         1671   \n",
+       "Eppendorf                                            4558   \n",
+       "Groß Borstel                                         1869   \n",
+       "Alsterdorf                                           2954   \n",
+       "Winterhude                                           8281   \n",
+       "Uhlenhorst                                           3444   \n",
+       "Hohenfelde                                           1493   \n",
+       "Barmbek-Süd                                          5020   \n",
+       "Dulsberg                                             2249   \n",
+       "Barmbek-Nord                                         5513   \n",
+       "Ohlsdorf                                             2829   \n",
+       "Fuhlsbüttel                                          2514   \n",
+       "Langenhorn                                           8807   \n",
+       "Eilbek                                               3220   \n",
+       "Wandsbek                                             6503   \n",
+       "Marienthal                                           2632   \n",
+       "Jenfeld                                              4947   \n",
+       "Tonndorf                                             2660   \n",
+       "Farmsen-Berne                                        7163   \n",
+       "Bramfeld                                            11262   \n",
+       "Steilshoop                                           3812   \n",
+       "Wellingsbüttel                                       2975   \n",
+       "Sasel                                                6343   \n",
+       "Poppenbüttel                                         7677   \n",
+       "Hummelsbüttel                                        4504   \n",
+       "Lemsahl-Mellingstedt                                 1578   \n",
+       "Duvenstedt                                           1189   \n",
+       "Wohldorf-Ohlstedt                                    1066   \n",
+       "Bergstedt                                            2367   \n",
+       "Volksdorf                                            5673   \n",
+       "Rahlstedt                                           20142   \n",
+       "Lohbrügge                                            9221   \n",
+       "Bergedorf                                            7403   \n",
+       "Curslack                                              644   \n",
+       "Altengamme                                            467   \n",
+       "Neuengamme                                            813   \n",
+       "Kirchwerder                                          2099   \n",
+       "Ochsenwerder                                          509   \n",
+       "Reitbrook                                             127   \n",
+       "Allermöhe                                             299   \n",
+       "Billwerder                                            317   \n",
+       "Moorfleet                                             200   \n",
+       "Tatenberg                                             114   \n",
+       "Spadenland                                            129   \n",
+       "Neuallermöhe                                         2871   \n",
+       "Harburg                                              2832   \n",
+       "Neuland und Gut Moor                                  261   \n",
+       "Wilstorf                                             3184   \n",
+       "Rönneburg                                             630   \n",
+       "Langenbek                                             975   \n",
+       "Sinstorf                                              639   \n",
+       "Marmstorf                                            2361   \n",
+       "Eißendorf                                            4909   \n",
+       "Heimfeld                                             3389   \n",
+       "Moorburg und Altenwerder                              120   \n",
+       "Hausbruch                                            3554   \n",
+       "Neugraben-Fischbek                                   6318   \n",
+       "Francop                                               133   \n",
+       "Neuenfelde                                            748   \n",
+       "Cranz                                                 154   \n",
+       "\n",
+       "                                   Anteil der 65-Jährigen und Älteren in %  \\\n",
+       "Stadtgebiet                                                                  \n",
+       "Hamburg-Altstadt                                                       9.9   \n",
+       "HafenCity                                                              9.3   \n",
+       "Neustadt                                                              15.2   \n",
+       "St. Pauli                                                             10.3   \n",
+       "St. Georg                                                             13.6   \n",
+       "Hammerbrook                                                            3.2   \n",
+       "Borgfelde                                                             10.8   \n",
+       "Hamm                                                                  13.3   \n",
+       "Horn                                                                  14.9   \n",
+       "Billstedt                                                             18.2   \n",
+       "Billbrook                                                              5.2   \n",
+       "Rothenburgsort                                                        14.1   \n",
+       "Veddel                                                                 9.3   \n",
+       "Wilhelmsburg                                                          13.7   \n",
+       "Kleiner Grasbrook und Steinwerder                                      5.2   \n",
+       "Waltershof und Finkenwerder                                           20.0   \n",
+       "Altona-Altstadt                                                       13.2   \n",
+       "Sternschanze                                                          10.4   \n",
+       "Altona-Nord                                                           10.0   \n",
+       "Ottensen                                                              15.1   \n",
+       "Bahrenfeld                                                            12.7   \n",
+       "Groß Flottbek                                                         20.6   \n",
+       "Othmarschen                                                           20.1   \n",
+       "Lurup                                                                 17.9   \n",
+       "Osdorf                                                                21.7   \n",
+       "Nienstedten                                                           26.1   \n",
+       "Blankenese                                                            27.1   \n",
+       "Iserbrook                                                             24.5   \n",
+       "Sülldorf                                                              21.2   \n",
+       "Rissen                                                                28.4   \n",
+       "Eimsbüttel                                                            13.1   \n",
+       "Rotherbaum                                                            16.2   \n",
+       "Harvestehude                                                          20.8   \n",
+       "Hoheluft-West                                                         14.0   \n",
+       "Lokstedt                                                              18.9   \n",
+       "Niendorf                                                              25.0   \n",
+       "Schnelsen                                                             20.2   \n",
+       "Eidelstedt                                                            20.0   \n",
+       "Stellingen                                                            17.8   \n",
+       "Hoheluft-Ost                                                          17.1   \n",
+       "Eppendorf                                                             18.5   \n",
+       "Groß Borstel                                                          17.3   \n",
+       "Alsterdorf                                                            19.5   \n",
+       "Winterhude                                                            14.3   \n",
+       "Uhlenhorst                                                            18.2   \n",
+       "Hohenfelde                                                            14.9   \n",
+       "Barmbek-Süd                                                           13.8   \n",
+       "Dulsberg                                                              13.1   \n",
+       "Barmbek-Nord                                                          12.8   \n",
+       "Ohlsdorf                                                              16.1   \n",
+       "Fuhlsbüttel                                                           18.5   \n",
+       "Langenhorn                                                            18.7   \n",
+       "Eilbek                                                                14.2   \n",
+       "Wandsbek                                                              17.0   \n",
+       "Marienthal                                                            19.3   \n",
+       "Jenfeld                                                               17.2   \n",
+       "Tonndorf                                                              17.3   \n",
+       "Farmsen-Berne                                                         19.2   \n",
+       "Bramfeld                                                              21.3   \n",
+       "Steilshoop                                                            19.4   \n",
+       "Wellingsbüttel                                                        26.7   \n",
+       "Sasel                                                                 26.0   \n",
+       "Poppenbüttel                                                          31.5   \n",
+       "Hummelsbüttel                                                         24.1   \n",
+       "Lemsahl-Mellingstedt                                                  22.3   \n",
+       "Duvenstedt                                                            19.9   \n",
+       "Wohldorf-Ohlstedt                                                     22.2   \n",
+       "Bergstedt                                                             22.0   \n",
+       "Volksdorf                                                             27.3   \n",
+       "Rahlstedt                                                             20.9   \n",
+       "Lohbrügge                                                             22.4   \n",
+       "Bergedorf                                                             20.1   \n",
+       "Curslack                                                              15.5   \n",
+       "Altengamme                                                            19.9   \n",
+       "Neuengamme                                                            21.9   \n",
+       "Kirchwerder                                                           20.4   \n",
+       "Ochsenwerder                                                          16.8   \n",
+       "Reitbrook                                                             23.5   \n",
+       "Allermöhe                                                             21.0   \n",
+       "Billwerder                                                             8.4   \n",
+       "Moorfleet                                                             17.0   \n",
+       "Tatenberg                                                             19.9   \n",
+       "Spadenland                                                            23.4   \n",
+       "Neuallermöhe                                                          12.3   \n",
+       "Harburg                                                               10.1   \n",
+       "Neuland und Gut Moor                                                  14.3   \n",
+       "Wilstorf                                                              18.0   \n",
+       "Rönneburg                                                             18.4   \n",
+       "Langenbek                                                             24.3   \n",
+       "Sinstorf                                                              14.9   \n",
+       "Marmstorf                                                             26.3   \n",
+       "Eißendorf                                                             19.4   \n",
+       "Heimfeld                                                              15.0   \n",
+       "Moorburg und Altenwerder                                              17.0   \n",
+       "Hausbruch                                                             21.1   \n",
+       "Neugraben-Fischbek                                                    18.6   \n",
+       "Francop                                                               18.1   \n",
+       "Neuenfelde                                                            14.3   \n",
+       "Cranz                                                                 19.0   \n",
+       "\n",
+       "                                   Ausländer: innen  \\\n",
+       "Stadtgebiet                                           \n",
+       "Hamburg-Altstadt                               1349   \n",
+       "HafenCity                                       978   \n",
+       "Neustadt                                       2581   \n",
+       "St. Pauli                                      4991   \n",
+       "St. Georg                                      3494   \n",
+       "Hammerbrook                                    2256   \n",
+       "Borgfelde                                      3273   \n",
+       "Hamm                                           8261   \n",
+       "Horn                                          11249   \n",
+       "Billstedt                                     21117   \n",
+       "Billbrook                                      1416   \n",
+       "Rothenburgsort                                 3363   \n",
+       "Veddel                                         2026   \n",
+       "Wilhelmsburg                                  17374   \n",
+       "Kleiner Grasbrook und Steinwerder               364   \n",
+       "Waltershof und Finkenwerder                    2421   \n",
+       "Altona-Altstadt                                6287   \n",
+       "Sternschanze                                   1633   \n",
+       "Altona-Nord                                    5358   \n",
+       "Ottensen                                       4811   \n",
+       "Bahrenfeld                                     7747   \n",
+       "Groß Flottbek                                  1572   \n",
+       "Othmarschen                                    2525   \n",
+       "Lurup                                          8875   \n",
+       "Osdorf                                         5031   \n",
+       "Nienstedten                                     771   \n",
+       "Blankenese                                     1421   \n",
+       "Iserbrook                                      1368   \n",
+       "Sülldorf                                       1388   \n",
+       "Rissen                                         2073   \n",
+       "Eimsbüttel                                     7499   \n",
+       "Rotherbaum                                     2890   \n",
+       "Harvestehude                                   2656   \n",
+       "Hoheluft-West                                  1805   \n",
+       "Lokstedt                                       5247   \n",
+       "Niendorf                                       5460   \n",
+       "Schnelsen                                      5296   \n",
+       "Eidelstedt                                     8051   \n",
+       "Stellingen                                     6151   \n",
+       "Hoheluft-Ost                                   1108   \n",
+       "Eppendorf                                      2523   \n",
+       "Groß Borstel                                   2095   \n",
+       "Alsterdorf                                     2065   \n",
+       "Winterhude                                     7790   \n",
+       "Uhlenhorst                                     2537   \n",
+       "Hohenfelde                                     2231   \n",
+       "Barmbek-Süd                                    6264   \n",
+       "Dulsberg                                       4360   \n",
+       "Barmbek-Nord                                   7052   \n",
+       "Ohlsdorf                                       2908   \n",
+       "Fuhlsbüttel                                    2737   \n",
+       "Langenhorn                                     8596   \n",
+       "Eilbek                                         4139   \n",
+       "Wandsbek                                       8098   \n",
+       "Marienthal                                     2116   \n",
+       "Jenfeld                                        8681   \n",
+       "Tonndorf                                       3267   \n",
+       "Farmsen-Berne                                  5969   \n",
+       "Bramfeld                                       8287   \n",
+       "Steilshoop                                     5536   \n",
+       "Wellingsbüttel                                  942   \n",
+       "Sasel                                          1804   \n",
+       "Poppenbüttel                                   2522   \n",
+       "Hummelsbüttel                                  3467   \n",
+       "Lemsahl-Mellingstedt                            457   \n",
+       "Duvenstedt                                      504   \n",
+       "Wohldorf-Ohlstedt                               280   \n",
+       "Bergstedt                                      1042   \n",
+       "Volksdorf                                      1794   \n",
+       "Rahlstedt                                     18827   \n",
+       "Lohbrügge                                      6734   \n",
+       "Bergedorf                                      6547   \n",
+       "Curslack                                        857   \n",
+       "Altengamme                                      157   \n",
+       "Neuengamme                                      209   \n",
+       "Kirchwerder                                     882   \n",
+       "Ochsenwerder                                    224   \n",
+       "Reitbrook                                        47   \n",
+       "Allermöhe                                       211   \n",
+       "Billwerder                                     2123   \n",
+       "Moorfleet                                       176   \n",
+       "Tatenberg                                        38   \n",
+       "Spadenland                                       30   \n",
+       "Neuallermöhe                                   4527   \n",
+       "Harburg                                       12883   \n",
+       "Neuland und Gut Moor                            649   \n",
+       "Wilstorf                                       5262   \n",
+       "Rönneburg                                       805   \n",
+       "Langenbek                                       562   \n",
+       "Sinstorf                                       1233   \n",
+       "Marmstorf                                      1326   \n",
+       "Eißendorf                                      5845   \n",
+       "Heimfeld                                       6459   \n",
+       "Moorburg und Altenwerder                         75   \n",
+       "Hausbruch                                      3124   \n",
+       "Neugraben-Fischbek                             7062   \n",
+       "Francop                                         139   \n",
+       "Neuenfelde                                     1779   \n",
+       "Cranz                                           241   \n",
+       "\n",
+       "                                   Anteil der Ausländer: innen in %  \\\n",
+       "Stadtgebiet                                                           \n",
+       "Hamburg-Altstadt                                               42.4   \n",
+       "HafenCity                                                      14.1   \n",
+       "Neustadt                                                       20.4   \n",
+       "St. Pauli                                                      22.6   \n",
+       "St. Georg                                                      28.4   \n",
+       "Hammerbrook                                                    37.7   \n",
+       "Borgfelde                                                      38.2   \n",
+       "Hamm                                                           21.3   \n",
+       "Horn                                                           29.3   \n",
+       "Billstedt                                                      29.4   \n",
+       "Billbrook                                                      79.1   \n",
+       "Rothenburgsort                                                 34.9   \n",
+       "Veddel                                                         47.2   \n",
+       "Wilhelmsburg                                                   32.8   \n",
+       "Kleiner Grasbrook und Steinwerder                              32.9   \n",
+       "Waltershof und Finkenwerder                                    20.7   \n",
+       "Altona-Altstadt                                                21.2   \n",
+       "Sternschanze                                                   20.7   \n",
+       "Altona-Nord                                                    20.1   \n",
+       "Ottensen                                                       13.6   \n",
+       "Bahrenfeld                                                     24.7   \n",
+       "Groß Flottbek                                                  14.1   \n",
+       "Othmarschen                                                    15.2   \n",
+       "Lurup                                                          23.9   \n",
+       "Osdorf                                                         19.2   \n",
+       "Nienstedten                                                    10.9   \n",
+       "Blankenese                                                     10.3   \n",
+       "Iserbrook                                                      11.8   \n",
+       "Sülldorf                                                       14.7   \n",
+       "Rissen                                                         12.6   \n",
+       "Eimsbüttel                                                     13.0   \n",
+       "Rotherbaum                                                     16.8   \n",
+       "Harvestehude                                                   14.8   \n",
+       "Hoheluft-West                                                  13.3   \n",
+       "Lokstedt                                                       16.8   \n",
+       "Niendorf                                                       12.9   \n",
+       "Schnelsen                                                      17.3   \n",
+       "Eidelstedt                                                     22.3   \n",
+       "Stellingen                                                     22.0   \n",
+       "Hoheluft-Ost                                                   11.3   \n",
+       "Eppendorf                                                      10.2   \n",
+       "Groß Borstel                                                   19.4   \n",
+       "Alsterdorf                                                     13.6   \n",
+       "Winterhude                                                     13.4   \n",
+       "Uhlenhorst                                                     13.4   \n",
+       "Hohenfelde                                                     22.2   \n",
+       "Barmbek-Süd                                                    17.2   \n",
+       "Dulsberg                                                       25.4   \n",
+       "Barmbek-Nord                                                   16.3   \n",
+       "Ohlsdorf                                                       16.6   \n",
+       "Fuhlsbüttel                                                    20.1   \n",
+       "Langenhorn                                                     18.2   \n",
+       "Eilbek                                                         18.2   \n",
+       "Wandsbek                                                       21.2   \n",
+       "Marienthal                                                     15.5   \n",
+       "Jenfeld                                                        30.1   \n",
+       "Tonndorf                                                       21.2   \n",
+       "Farmsen-Berne                                                  16.0   \n",
+       "Bramfeld                                                       15.6   \n",
+       "Steilshoop                                                     28.1   \n",
+       "Wellingsbüttel                                                  8.5   \n",
+       "Sasel                                                           7.4   \n",
+       "Poppenbüttel                                                   10.4   \n",
+       "Hummelsbüttel                                                  18.5   \n",
+       "Lemsahl-Mellingstedt                                            6.5   \n",
+       "Duvenstedt                                                      8.4   \n",
+       "Wohldorf-Ohlstedt                                               5.8   \n",
+       "Bergstedt                                                       9.7   \n",
+       "Volksdorf                                                       8.6   \n",
+       "Rahlstedt                                                      19.5   \n",
+       "Lohbrügge                                                      16.4   \n",
+       "Bergedorf                                                      17.8   \n",
+       "Curslack                                                       20.7   \n",
+       "Altengamme                                                      6.7   \n",
+       "Neuengamme                                                      5.6   \n",
+       "Kirchwerder                                                     8.6   \n",
+       "Ochsenwerder                                                    7.4   \n",
+       "Reitbrook                                                       8.7   \n",
+       "Allermöhe                                                      14.8   \n",
+       "Billwerder                                                     56.0   \n",
+       "Moorfleet                                                      15.0   \n",
+       "Tatenberg                                                       6.6   \n",
+       "Spadenland                                                      5.4   \n",
+       "Neuallermöhe                                                   19.4   \n",
+       "Harburg                                                        46.1   \n",
+       "Neuland und Gut Moor                                           35.5   \n",
+       "Wilstorf                                                       29.8   \n",
+       "Rönneburg                                                      23.6   \n",
+       "Langenbek                                                      14.0   \n",
+       "Sinstorf                                                       28.7   \n",
+       "Marmstorf                                                      14.8   \n",
+       "Eißendorf                                                      23.1   \n",
+       "Heimfeld                                                       28.6   \n",
+       "Moorburg und Altenwerder                                       10.6   \n",
+       "Hausbruch                                                      18.5   \n",
+       "Neugraben-Fischbek                                             20.8   \n",
+       "Francop                                                        18.9   \n",
+       "Neuenfelde                                                     33.9   \n",
+       "Cranz                                                          29.8   \n",
+       "\n",
+       "                                   Bevölkerung mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                 \n",
+       "Hamburg-Altstadt                                                     1896   \n",
+       "HafenCity                                                            2758   \n",
+       "Neustadt                                                             4724   \n",
+       "St. Pauli                                                            8488   \n",
+       "St. Georg                                                            5362   \n",
+       "Hammerbrook                                                          3427   \n",
+       "Borgfelde                                                            4600   \n",
+       "Hamm                                                                15518   \n",
+       "Horn                                                                21726   \n",
+       "Billstedt                                                           45035   \n",
+       "Billbrook                                                            1596   \n",
+       "Rothenburgsort                                                       5982   \n",
+       "Veddel                                                               3254   \n",
+       "Wilhelmsburg                                                        32923   \n",
+       "Kleiner Grasbrook und Steinwerder                                     512   \n",
+       "Waltershof und Finkenwerder                                          4080   \n",
+       "Altona-Altstadt                                                     12048   \n",
+       "Sternschanze                                                         2971   \n",
+       "Altona-Nord                                                         10289   \n",
+       "Ottensen                                                            10011   \n",
+       "Bahrenfeld                                                          12222   \n",
+       "Groß Flottbek                                                        2929   \n",
+       "Othmarschen                                                          4915   \n",
+       "Lurup                                                               19562   \n",
+       "Osdorf                                                              11204   \n",
+       "Nienstedten                                                          1533   \n",
+       "Blankenese                                                           2933   \n",
+       "Iserbrook                                                            3100   \n",
+       "Sülldorf                                                             2563   \n",
+       "Rissen                                                               3960   \n",
+       "Eimsbüttel                                                          14922   \n",
+       "Rotherbaum                                                           5377   \n",
+       "Harvestehude                                                         5231   \n",
+       "Hoheluft-West                                                        3364   \n",
+       "Lokstedt                                                            10506   \n",
+       "Niendorf                                                            11051   \n",
+       "Schnelsen                                                           11285   \n",
+       "Eidelstedt                                                          15923   \n",
+       "Stellingen                                                          10874   \n",
+       "Hoheluft-Ost                                                         2405   \n",
+       "Eppendorf                                                            5611   \n",
+       "Groß Borstel                                                         3654   \n",
+       "Alsterdorf                                                           4409   \n",
+       "Winterhude                                                          16018   \n",
+       "Uhlenhorst                                                           5477   \n",
+       "Hohenfelde                                                           4062   \n",
+       "Barmbek-Süd                                                         11809   \n",
+       "Dulsberg                                                             8043   \n",
+       "Barmbek-Nord                                                        13921   \n",
+       "Ohlsdorf                                                             5236   \n",
+       "Fuhlsbüttel                                                          4325   \n",
+       "Langenhorn                                                          16927   \n",
+       "Eilbek                                                               8186   \n",
+       "Wandsbek                                                            15623   \n",
+       "Marienthal                                                           4589   \n",
+       "Jenfeld                                                             17966   \n",
+       "Tonndorf                                                             6957   \n",
+       "Farmsen-Berne                                                       13782   \n",
+       "Bramfeld                                                            18350   \n",
+       "Steilshoop                                                          11360   \n",
+       "Wellingsbüttel                                                       2388   \n",
+       "Sasel                                                                4931   \n",
+       "Poppenbüttel                                                         6367   \n",
+       "Hummelsbüttel                                                        7465   \n",
+       "Lemsahl-Mellingstedt                                                 1350   \n",
+       "Duvenstedt                                                           1063   \n",
+       "Wohldorf-Ohlstedt                                                     810   \n",
+       "Bergstedt                                                            2136   \n",
+       "Volksdorf                                                            4062   \n",
+       "Rahlstedt                                                           38162   \n",
+       "Lohbrügge                                                           18381   \n",
+       "Bergedorf                                                           13712   \n",
+       "Curslack                                                             1246   \n",
+       "Altengamme                                                            294   \n",
+       "Neuengamme                                                            461   \n",
+       "Kirchwerder                                                          1528   \n",
+       "Ochsenwerder                                                          556   \n",
+       "Reitbrook                                                              74   \n",
+       "Allermöhe                                                             379   \n",
+       "Billwerder                                                           2565   \n",
+       "Moorfleet                                                             320   \n",
+       "Tatenberg                                                              84   \n",
+       "Spadenland                                                             58   \n",
+       "Neuallermöhe                                                        15421   \n",
+       "Harburg                                                             18138   \n",
+       "Neuland und Gut Moor                                                  942   \n",
+       "Wilstorf                                                             9132   \n",
+       "Rönneburg                                                            1465   \n",
+       "Langenbek                                                            1521   \n",
+       "Sinstorf                                                             2124   \n",
+       "Marmstorf                                                            2989   \n",
+       "Eißendorf                                                           11406   \n",
+       "Heimfeld                                                            11413   \n",
+       "Moorburg und Altenwerder                                              140   \n",
+       "Hausbruch                                                            9475   \n",
+       "Neugraben-Fischbek                                                  17155   \n",
+       "Francop                                                               184   \n",
+       "Neuenfelde                                                           2769   \n",
+       "Cranz                                                                 354   \n",
+       "\n",
+       "                                   Anteil der Bevölkerung mit Migrations-hintergrund in %  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                59.5        \n",
+       "HafenCity                                                                       39.8        \n",
+       "Neustadt                                                                        37.4        \n",
+       "St. Pauli                                                                       38.4        \n",
+       "St. Georg                                                                       43.7        \n",
+       "Hammerbrook                                                                     58.0        \n",
+       "Borgfelde                                                                       53.7        \n",
+       "Hamm                                                                            40.1        \n",
+       "Horn                                                                            56.4        \n",
+       "Billstedt                                                                       62.7        \n",
+       "Billbrook                                                                       87.5        \n",
+       "Rothenburgsort                                                                  62.0        \n",
+       "Veddel                                                                          76.1        \n",
+       "Wilhelmsburg                                                                    62.1        \n",
+       "Kleiner Grasbrook und Steinwerder                                               46.0        \n",
+       "Waltershof und Finkenwerder                                                     34.9        \n",
+       "Altona-Altstadt                                                                 40.6        \n",
+       "Sternschanze                                                                    37.6        \n",
+       "Altona-Nord                                                                     38.7        \n",
+       "Ottensen                                                                        28.3        \n",
+       "Bahrenfeld                                                                      39.0        \n",
+       "Groß Flottbek                                                                   26.3        \n",
+       "Othmarschen                                                                     29.6        \n",
+       "Lurup                                                                           52.7        \n",
+       "Osdorf                                                                          42.8        \n",
+       "Nienstedten                                                                     21.7        \n",
+       "Blankenese                                                                      21.3        \n",
+       "Iserbrook                                                                       26.8        \n",
+       "Sülldorf                                                                        27.2        \n",
+       "Rissen                                                                          24.1        \n",
+       "Eimsbüttel                                                                      25.8        \n",
+       "Rotherbaum                                                                      31.3        \n",
+       "Harvestehude                                                                    29.1        \n",
+       "Hoheluft-West                                                                   24.7        \n",
+       "Lokstedt                                                                        33.5        \n",
+       "Niendorf                                                                        26.2        \n",
+       "Schnelsen                                                                       36.7        \n",
+       "Eidelstedt                                                                      44.2        \n",
+       "Stellingen                                                                      38.8        \n",
+       "Hoheluft-Ost                                                                    24.6        \n",
+       "Eppendorf                                                                       22.8        \n",
+       "Groß Borstel                                                                    33.8        \n",
+       "Alsterdorf                                                                      29.1        \n",
+       "Winterhude                                                                      27.6        \n",
+       "Uhlenhorst                                                                      28.9        \n",
+       "Hohenfelde                                                                      40.3        \n",
+       "Barmbek-Süd                                                                     32.4        \n",
+       "Dulsberg                                                                        46.9        \n",
+       "Barmbek-Nord                                                                    32.3        \n",
+       "Ohlsdorf                                                                        29.9        \n",
+       "Fuhlsbüttel                                                                     31.9        \n",
+       "Langenhorn                                                                      35.9        \n",
+       "Eilbek                                                                          36.0        \n",
+       "Wandsbek                                                                        40.9        \n",
+       "Marienthal                                                                      33.7        \n",
+       "Jenfeld                                                                         62.3        \n",
+       "Tonndorf                                                                        45.3        \n",
+       "Farmsen-Berne                                                                   37.0        \n",
+       "Bramfeld                                                                        34.7        \n",
+       "Steilshoop                                                                      57.8        \n",
+       "Wellingsbüttel                                                                  21.5        \n",
+       "Sasel                                                                           20.2        \n",
+       "Poppenbüttel                                                                    26.1        \n",
+       "Hummelsbüttel                                                                   40.0        \n",
+       "Lemsahl-Mellingstedt                                                            19.1        \n",
+       "Duvenstedt                                                                      17.8        \n",
+       "Wohldorf-Ohlstedt                                                               16.8        \n",
+       "Bergstedt                                                                       19.8        \n",
+       "Volksdorf                                                                       19.5        \n",
+       "Rahlstedt                                                                       39.4        \n",
+       "Lohbrügge                                                                       44.6        \n",
+       "Bergedorf                                                                       37.2        \n",
+       "Curslack                                                                        30.0        \n",
+       "Altengamme                                                                      12.6        \n",
+       "Neuengamme                                                                      12.4        \n",
+       "Kirchwerder                                                                     14.8        \n",
+       "Ochsenwerder                                                                    18.3        \n",
+       "Reitbrook                                                                       13.7        \n",
+       "Allermöhe                                                                       26.7        \n",
+       "Billwerder                                                                      67.7        \n",
+       "Moorfleet                                                                       27.1        \n",
+       "Tatenberg                                                                       14.5        \n",
+       "Spadenland                                                                      10.6        \n",
+       "Neuallermöhe                                                                    65.9        \n",
+       "Harburg                                                                         64.8        \n",
+       "Neuland und Gut Moor                                                            51.5        \n",
+       "Wilstorf                                                                        51.6        \n",
+       "Rönneburg                                                                       42.8        \n",
+       "Langenbek                                                                       37.9        \n",
+       "Sinstorf                                                                        49.4        \n",
+       "Marmstorf                                                                       33.3        \n",
+       "Eißendorf                                                                       45.1        \n",
+       "Heimfeld                                                                        50.4        \n",
+       "Moorburg und Altenwerder                                                        19.9        \n",
+       "Hausbruch                                                                       56.1        \n",
+       "Neugraben-Fischbek                                                              50.5        \n",
+       "Francop                                                                         25.0        \n",
+       "Neuenfelde                                                                      52.9        \n",
+       "Cranz                                                                           43.9        \n",
+       "\n",
+       "                                   Unter 18-Jährige mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           424   \n",
+       "HafenCity                                                                  769   \n",
+       "Neustadt                                                                   673   \n",
+       "St. Pauli                                                                 1458   \n",
+       "St. Georg                                                                  866   \n",
+       "Hammerbrook                                                                636   \n",
+       "Borgfelde                                                                  900   \n",
+       "Hamm                                                                      2983   \n",
+       "Horn                                                                      4802   \n",
+       "Billstedt                                                                11222   \n",
+       "Billbrook                                                                  583   \n",
+       "Rothenburgsort                                                            1461   \n",
+       "Veddel                                                                     779   \n",
+       "Wilhelmsburg                                                              8470   \n",
+       "Kleiner Grasbrook und Steinwerder                                           57   \n",
+       "Waltershof und Finkenwerder                                               1064   \n",
+       "Altona-Altstadt                                                           2497   \n",
+       "Sternschanze                                                               545   \n",
+       "Altona-Nord                                                               2164   \n",
+       "Ottensen                                                                  2031   \n",
+       "Bahrenfeld                                                                2982   \n",
+       "Groß Flottbek                                                              720   \n",
+       "Othmarschen                                                               1410   \n",
+       "Lurup                                                                     5387   \n",
+       "Osdorf                                                                    3050   \n",
+       "Nienstedten                                                                417   \n",
+       "Blankenese                                                                 799   \n",
+       "Iserbrook                                                                  853   \n",
+       "Sülldorf                                                                   693   \n",
+       "Rissen                                                                    1262   \n",
+       "Eimsbüttel                                                                2617   \n",
+       "Rotherbaum                                                                 875   \n",
+       "Harvestehude                                                              1042   \n",
+       "Hoheluft-West                                                              581   \n",
+       "Lokstedt                                                                  2435   \n",
+       "Niendorf                                                                  2741   \n",
+       "Schnelsen                                                                 3192   \n",
+       "Eidelstedt                                                                4263   \n",
+       "Stellingen                                                                2417   \n",
+       "Hoheluft-Ost                                                               423   \n",
+       "Eppendorf                                                                 1128   \n",
+       "Groß Borstel                                                               952   \n",
+       "Alsterdorf                                                                1043   \n",
+       "Winterhude                                                                3205   \n",
+       "Uhlenhorst                                                                1174   \n",
+       "Hohenfelde                                                                 788   \n",
+       "Barmbek-Süd                                                               2113   \n",
+       "Dulsberg                                                                  1464   \n",
+       "Barmbek-Nord                                                              2475   \n",
+       "Ohlsdorf                                                                  1232   \n",
+       "Fuhlsbüttel                                                               1211   \n",
+       "Langenhorn                                                                4356   \n",
+       "Eilbek                                                                    1581   \n",
+       "Wandsbek                                                                  3560   \n",
+       "Marienthal                                                                1049   \n",
+       "Jenfeld                                                                   4728   \n",
+       "Tonndorf                                                                  1706   \n",
+       "Farmsen-Berne                                                             3730   \n",
+       "Bramfeld                                                                  4316   \n",
+       "Steilshoop                                                                3140   \n",
+       "Wellingsbüttel                                                             671   \n",
+       "Sasel                                                                     1451   \n",
+       "Poppenbüttel                                                              1843   \n",
+       "Hummelsbüttel                                                             1981   \n",
+       "Lemsahl-Mellingstedt                                                       438   \n",
+       "Duvenstedt                                                                 376   \n",
+       "Wohldorf-Ohlstedt                                                          277   \n",
+       "Bergstedt                                                                  737   \n",
+       "Volksdorf                                                                 1257   \n",
+       "Rahlstedt                                                                 9932   \n",
+       "Lohbrügge                                                                 4385   \n",
+       "Bergedorf                                                                 3460   \n",
+       "Curslack                                                                   388   \n",
+       "Altengamme                                                                  75   \n",
+       "Neuengamme                                                                 129   \n",
+       "Kirchwerder                                                                423   \n",
+       "Ochsenwerder                                                               171   \n",
+       "Reitbrook                                                                   22   \n",
+       "Allermöhe                                                                   84   \n",
+       "Billwerder                                                                 740   \n",
+       "Moorfleet                                                                   77   \n",
+       "Tatenberg                                                                   16   \n",
+       "Spadenland                                                                  12   \n",
+       "Neuallermöhe                                                              4205   \n",
+       "Harburg                                                                   3812   \n",
+       "Neuland und Gut Moor                                                       327   \n",
+       "Wilstorf                                                                  2448   \n",
+       "Rönneburg                                                                  411   \n",
+       "Langenbek                                                                  377   \n",
+       "Sinstorf                                                                   768   \n",
+       "Marmstorf                                                                  805   \n",
+       "Eißendorf                                                                 2865   \n",
+       "Heimfeld                                                                  2735   \n",
+       "Moorburg und Altenwerder                                                    31   \n",
+       "Hausbruch                                                                 2303   \n",
+       "Neugraben-Fischbek                                                        4940   \n",
+       "Francop                                                                     32   \n",
+       "Neuenfelde                                                                 842   \n",
+       "Cranz                                                                       91   \n",
+       "\n",
+       "                                   ...  \\\n",
+       "Stadtgebiet                        ...   \n",
+       "Hamburg-Altstadt                   ...   \n",
+       "HafenCity                          ...   \n",
+       "Neustadt                           ...   \n",
+       "St. Pauli                          ...   \n",
+       "St. Georg                          ...   \n",
+       "Hammerbrook                        ...   \n",
+       "Borgfelde                          ...   \n",
+       "Hamm                               ...   \n",
+       "Horn                               ...   \n",
+       "Billstedt                          ...   \n",
+       "Billbrook                          ...   \n",
+       "Rothenburgsort                     ...   \n",
+       "Veddel                             ...   \n",
+       "Wilhelmsburg                       ...   \n",
+       "Kleiner Grasbrook und Steinwerder  ...   \n",
+       "Waltershof und Finkenwerder        ...   \n",
+       "Altona-Altstadt                    ...   \n",
+       "Sternschanze                       ...   \n",
+       "Altona-Nord                        ...   \n",
+       "Ottensen                           ...   \n",
+       "Bahrenfeld                         ...   \n",
+       "Groß Flottbek                      ...   \n",
+       "Othmarschen                        ...   \n",
+       "Lurup                              ...   \n",
+       "Osdorf                             ...   \n",
+       "Nienstedten                        ...   \n",
+       "Blankenese                         ...   \n",
+       "Iserbrook                          ...   \n",
+       "Sülldorf                           ...   \n",
+       "Rissen                             ...   \n",
+       "Eimsbüttel                         ...   \n",
+       "Rotherbaum                         ...   \n",
+       "Harvestehude                       ...   \n",
+       "Hoheluft-West                      ...   \n",
+       "Lokstedt                           ...   \n",
+       "Niendorf                           ...   \n",
+       "Schnelsen                          ...   \n",
+       "Eidelstedt                         ...   \n",
+       "Stellingen                         ...   \n",
+       "Hoheluft-Ost                       ...   \n",
+       "Eppendorf                          ...   \n",
+       "Groß Borstel                       ...   \n",
+       "Alsterdorf                         ...   \n",
+       "Winterhude                         ...   \n",
+       "Uhlenhorst                         ...   \n",
+       "Hohenfelde                         ...   \n",
+       "Barmbek-Süd                        ...   \n",
+       "Dulsberg                           ...   \n",
+       "Barmbek-Nord                       ...   \n",
+       "Ohlsdorf                           ...   \n",
+       "Fuhlsbüttel                        ...   \n",
+       "Langenhorn                         ...   \n",
+       "Eilbek                             ...   \n",
+       "Wandsbek                           ...   \n",
+       "Marienthal                         ...   \n",
+       "Jenfeld                            ...   \n",
+       "Tonndorf                           ...   \n",
+       "Farmsen-Berne                      ...   \n",
+       "Bramfeld                           ...   \n",
+       "Steilshoop                         ...   \n",
+       "Wellingsbüttel                     ...   \n",
+       "Sasel                              ...   \n",
+       "Poppenbüttel                       ...   \n",
+       "Hummelsbüttel                      ...   \n",
+       "Lemsahl-Mellingstedt               ...   \n",
+       "Duvenstedt                         ...   \n",
+       "Wohldorf-Ohlstedt                  ...   \n",
+       "Bergstedt                          ...   \n",
+       "Volksdorf                          ...   \n",
+       "Rahlstedt                          ...   \n",
+       "Lohbrügge                          ...   \n",
+       "Bergedorf                          ...   \n",
+       "Curslack                           ...   \n",
+       "Altengamme                         ...   \n",
+       "Neuengamme                         ...   \n",
+       "Kirchwerder                        ...   \n",
+       "Ochsenwerder                       ...   \n",
+       "Reitbrook                          ...   \n",
+       "Allermöhe                          ...   \n",
+       "Billwerder                         ...   \n",
+       "Moorfleet                          ...   \n",
+       "Tatenberg                          ...   \n",
+       "Spadenland                         ...   \n",
+       "Neuallermöhe                       ...   \n",
+       "Harburg                            ...   \n",
+       "Neuland und Gut Moor               ...   \n",
+       "Wilstorf                           ...   \n",
+       "Rönneburg                          ...   \n",
+       "Langenbek                          ...   \n",
+       "Sinstorf                           ...   \n",
+       "Marmstorf                          ...   \n",
+       "Eißendorf                          ...   \n",
+       "Heimfeld                           ...   \n",
+       "Moorburg und Altenwerder           ...   \n",
+       "Hausbruch                          ...   \n",
+       "Neugraben-Fischbek                 ...   \n",
+       "Francop                            ...   \n",
+       "Neuenfelde                         ...   \n",
+       "Cranz                              ...   \n",
+       "\n",
+       "                                   Schüler:innen der Sekundar-stufe I (2022/2023)  \\\n",
+       "Stadtgebiet                                                                         \n",
+       "Hamburg-Altstadt                                                              127   \n",
+       "HafenCity                                                                     221   \n",
+       "Neustadt                                                                      340   \n",
+       "St. Pauli                                                                     907   \n",
+       "St. Georg                                                                     356   \n",
+       "Hammerbrook                                                                   144   \n",
+       "Borgfelde                                                                     306   \n",
+       "Hamm                                                                         1205   \n",
+       "Horn                                                                         1858   \n",
+       "Billstedt                                                                    4633   \n",
+       "Billbrook                                                                     217   \n",
+       "Rothenburgsort                                                                513   \n",
+       "Veddel                                                                        282   \n",
+       "Wilhelmsburg                                                                 3436   \n",
+       "Kleiner Grasbrook und Steinwerder                                              20   \n",
+       "Waltershof und Finkenwerder                                                   574   \n",
+       "Altona-Altstadt                                                              1359   \n",
+       "Sternschanze                                                                  315   \n",
+       "Altona-Nord                                                                  1166   \n",
+       "Ottensen                                                                     1661   \n",
+       "Bahrenfeld                                                                   1529   \n",
+       "Groß Flottbek                                                                 712   \n",
+       "Othmarschen                                                                  1009   \n",
+       "Lurup                                                                        2356   \n",
+       "Osdorf                                                                       1756   \n",
+       "Nienstedten                                                                   457   \n",
+       "Blankenese                                                                    900   \n",
+       "Iserbrook                                                                     695   \n",
+       "Sülldorf                                                                      615   \n",
+       "Rissen                                                                       1055   \n",
+       "Eimsbüttel                                                                   2058   \n",
+       "Rotherbaum                                                                    659   \n",
+       "Harvestehude                                                                  812   \n",
+       "Hoheluft-West                                                                 432   \n",
+       "Lokstedt                                                                     1650   \n",
+       "Niendorf                                                                     2160   \n",
+       "Schnelsen                                                                    1866   \n",
+       "Eidelstedt                                                                   1919   \n",
+       "Stellingen                                                                   1219   \n",
+       "Hoheluft-Ost                                                                  326   \n",
+       "Eppendorf                                                                     945   \n",
+       "Groß Borstel                                                                  571   \n",
+       "Alsterdorf                                                                    794   \n",
+       "Winterhude                                                                   1922   \n",
+       "Uhlenhorst                                                                    710   \n",
+       "Hohenfelde                                                                    375   \n",
+       "Barmbek-Süd                                                                  1057   \n",
+       "Dulsberg                                                                      623   \n",
+       "Barmbek-Nord                                                                 1097   \n",
+       "Ohlsdorf                                                                      927   \n",
+       "Fuhlsbüttel                                                                   792   \n",
+       "Langenhorn                                                                   2481   \n",
+       "Eilbek                                                                        740   \n",
+       "Wandsbek                                                                     1450   \n",
+       "Marienthal                                                                    663   \n",
+       "Jenfeld                                                                      1833   \n",
+       "Tonndorf                                                                      912   \n",
+       "Farmsen-Berne                                                                2130   \n",
+       "Bramfeld                                                                     2405   \n",
+       "Steilshoop                                                                   1312   \n",
+       "Wellingsbüttel                                                                692   \n",
+       "Sasel                                                                        1653   \n",
+       "Poppenbüttel                                                                 1418   \n",
+       "Hummelsbüttel                                                                1113   \n",
+       "Lemsahl-Mellingstedt                                                          461   \n",
+       "Duvenstedt                                                                    444   \n",
+       "Wohldorf-Ohlstedt                                                             317   \n",
+       "Bergstedt                                                                     880   \n",
+       "Volksdorf                                                                    1428   \n",
+       "Rahlstedt                                                                    5264   \n",
+       "Lohbrügge                                                                    2083   \n",
+       "Bergedorf                                                                    2032   \n",
+       "Curslack                                                                      260   \n",
+       "Altengamme                                                                    140   \n",
+       "Neuengamme                                                                    200   \n",
+       "Kirchwerder                                                                   582   \n",
+       "Ochsenwerder                                                                  162   \n",
+       "Reitbrook                                                                      25   \n",
+       "Allermöhe                                                                      61   \n",
+       "Billwerder                                                                    250   \n",
+       "Moorfleet                                                                      51   \n",
+       "Tatenberg                                                                      41   \n",
+       "Spadenland                                                                     24   \n",
+       "Neuallermöhe                                                                 1827   \n",
+       "Harburg                                                                      1261   \n",
+       "Neuland und Gut Moor                                                          146   \n",
+       "Wilstorf                                                                      981   \n",
+       "Rönneburg                                                                     243   \n",
+       "Langenbek                                                                     236   \n",
+       "Sinstorf                                                                      323   \n",
+       "Marmstorf                                                                     487   \n",
+       "Eißendorf                                                                    1407   \n",
+       "Heimfeld                                                                     1175   \n",
+       "Moorburg und Altenwerder                                                       46   \n",
+       "Hausbruch                                                                    1022   \n",
+       "Neugraben-Fischbek                                                           2180   \n",
+       "Francop                                                                        36   \n",
+       "Neuenfelde                                                                    414   \n",
+       "Cranz                                                                          38   \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                         \n",
+       "Hamburg-Altstadt                                                                  52                \n",
+       "HafenCity                                                                       32.1                \n",
+       "Neustadt                                                                        39.7                \n",
+       "St. Pauli                                                                       49.6                \n",
+       "St. Georg                                                                       38.2                \n",
+       "Hammerbrook                                                                     63.2                \n",
+       "Borgfelde                                                                       62.4                \n",
+       "Hamm                                                                            57.5                \n",
+       "Horn                                                                            66.1                \n",
+       "Billstedt                                                                       69.9                \n",
+       "Billbrook                                                                       82.9                \n",
+       "Rothenburgsort                                                                  68.6                \n",
+       "Veddel                                                                          74.5                \n",
+       "Wilhelmsburg                                                                    67.5                \n",
+       "Kleiner Grasbrook und Steinwerder                                                                   \n",
+       "Waltershof und Finkenwerder                                                     52.6                \n",
+       "Altona-Altstadt                                                                 50.8                \n",
+       "Sternschanze                                                                    47.3                \n",
+       "Altona-Nord                                                                     49.7                \n",
+       "Ottensen                                                                        40.8                \n",
+       "Bahrenfeld                                                                      53.1                \n",
+       "Groß Flottbek                                                                   10.7                \n",
+       "Othmarschen                                                                       18                \n",
+       "Lurup                                                                           64.9                \n",
+       "Osdorf                                                                          50.7                \n",
+       "Nienstedten                                                                     16.4                \n",
+       "Blankenese                                                                        19                \n",
+       "Iserbrook                                                                       47.3                \n",
+       "Sülldorf                                                                        42.4                \n",
+       "Rissen                                                                            38                \n",
+       "Eimsbüttel                                                                      31.7                \n",
+       "Rotherbaum                                                                        17                \n",
+       "Harvestehude                                                                    18.2                \n",
+       "Hoheluft-West                                                                   24.1                \n",
+       "Lokstedt                                                                        33.6                \n",
+       "Niendorf                                                                        37.1                \n",
+       "Schnelsen                                                                       53.3                \n",
+       "Eidelstedt                                                                      58.4                \n",
+       "Stellingen                                                                      46.3                \n",
+       "Hoheluft-Ost                                                                    19.3                \n",
+       "Eppendorf                                                                       19.8                \n",
+       "Groß Borstel                                                                    41.5                \n",
+       "Alsterdorf                                                                      34.3                \n",
+       "Winterhude                                                                      42.4                \n",
+       "Uhlenhorst                                                                      28.3                \n",
+       "Hohenfelde                                                                        48                \n",
+       "Barmbek-Süd                                                                     50.1                \n",
+       "Dulsberg                                                                        75.3                \n",
+       "Barmbek-Nord                                                                      57                \n",
+       "Ohlsdorf                                                                        49.9                \n",
+       "Fuhlsbüttel                                                                     46.2                \n",
+       "Langenhorn                                                                      54.1                \n",
+       "Eilbek                                                                          48.6                \n",
+       "Wandsbek                                                                        57.6                \n",
+       "Marienthal                                                                      32.4                \n",
+       "Jenfeld                                                                         69.6                \n",
+       "Tonndorf                                                                        58.4                \n",
+       "Farmsen-Berne                                                                   55.9                \n",
+       "Bramfeld                                                                        53.9                \n",
+       "Steilshoop                                                                      70.7                \n",
+       "Wellingsbüttel                                                                  25.9                \n",
+       "Sasel                                                                           28.8                \n",
+       "Poppenbüttel                                                                    33.7                \n",
+       "Hummelsbüttel                                                                   50.4                \n",
+       "Lemsahl-Mellingstedt                                                            28.6                \n",
+       "Duvenstedt                                                                      33.6                \n",
+       "Wohldorf-Ohlstedt                                                               20.8                \n",
+       "Bergstedt                                                                       37.4                \n",
+       "Volksdorf                                                                       29.3                \n",
+       "Rahlstedt                                                                       53.3                \n",
+       "Lohbrügge                                                                         60                \n",
+       "Bergedorf                                                                       49.6                \n",
+       "Curslack                                                                        56.2                \n",
+       "Altengamme                                                                      57.9                \n",
+       "Neuengamme                                                                        60                \n",
+       "Kirchwerder                                                                     61.2                \n",
+       "Ochsenwerder                                                                    62.3                \n",
+       "Reitbrook                                                                                           \n",
+       "Allermöhe                                                                       52.5                \n",
+       "Billwerder                                                                      68.8                \n",
+       "Moorfleet                                                                       58.8                \n",
+       "Tatenberg                                                                                           \n",
+       "Spadenland                                                                                          \n",
+       "Neuallermöhe                                                                    61.4                \n",
+       "Harburg                                                                           69                \n",
+       "Neuland und Gut Moor                                                            65.8                \n",
+       "Wilstorf                                                                        60.2                \n",
+       "Rönneburg                                                                       44.9                \n",
+       "Langenbek                                                                       45.3                \n",
+       "Sinstorf                                                                        51.4                \n",
+       "Marmstorf                                                                       35.7                \n",
+       "Eißendorf                                                                       49.9                \n",
+       "Heimfeld                                                                        44.5                \n",
+       "Moorburg und Altenwerder                                                                            \n",
+       "Hausbruch                                                                       57.5                \n",
+       "Neugraben-Fischbek                                                              61.3                \n",
+       "Francop                                                                                             \n",
+       "Neuenfelde                                                                      61.4                \n",
+       "Cranz                                                                                               \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Gymnasien in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                45.7        \n",
+       "HafenCity                                                                       64.7        \n",
+       "Neustadt                                                                        56.5        \n",
+       "St. Pauli                                                                       46.2        \n",
+       "St. Georg                                                                       60.7        \n",
+       "Hammerbrook                                                                     31.3        \n",
+       "Borgfelde                                                                       31.7        \n",
+       "Hamm                                                                            38.8        \n",
+       "Horn                                                                            30.5        \n",
+       "Billstedt                                                                       26.6        \n",
+       "Billbrook                                                                       10.1        \n",
+       "Rothenburgsort                                                                  27.1        \n",
+       "Veddel                                                                          20.9        \n",
+       "Wilhelmsburg                                                                    26.3        \n",
+       "Kleiner Grasbrook und Steinwerder                                                           \n",
+       "Waltershof und Finkenwerder                                                     42.5        \n",
+       "Altona-Altstadt                                                                 44.2        \n",
+       "Sternschanze                                                                    46.3        \n",
+       "Altona-Nord                                                                     45.3        \n",
+       "Ottensen                                                                        53.7        \n",
+       "Bahrenfeld                                                                      42.6        \n",
+       "Groß Flottbek                                                                   86.1        \n",
+       "Othmarschen                                                                     77.8        \n",
+       "Lurup                                                                           30.7        \n",
+       "Osdorf                                                                          43.8        \n",
+       "Nienstedten                                                                     73.3        \n",
+       "Blankenese                                                                        77        \n",
+       "Iserbrook                                                                       46.8        \n",
+       "Sülldorf                                                                          54        \n",
+       "Rissen                                                                            58        \n",
+       "Eimsbüttel                                                                      63.2        \n",
+       "Rotherbaum                                                                      80.9        \n",
+       "Harvestehude                                                                    78.8        \n",
+       "Hoheluft-West                                                                     72        \n",
+       "Lokstedt                                                                        59.3        \n",
+       "Niendorf                                                                        60.5        \n",
+       "Schnelsen                                                                       42.7        \n",
+       "Eidelstedt                                                                      37.7        \n",
+       "Stellingen                                                                        47        \n",
+       "Hoheluft-Ost                                                                    79.1        \n",
+       "Eppendorf                                                                       75.6        \n",
+       "Groß Borstel                                                                    54.3        \n",
+       "Alsterdorf                                                                      61.7        \n",
+       "Winterhude                                                                      54.9        \n",
+       "Uhlenhorst                                                                      70.4        \n",
+       "Hohenfelde                                                                      49.9        \n",
+       "Barmbek-Süd                                                                     47.2        \n",
+       "Dulsberg                                                                          22        \n",
+       "Barmbek-Nord                                                                    39.1        \n",
+       "Ohlsdorf                                                                          48        \n",
+       "Fuhlsbüttel                                                                     49.9        \n",
+       "Langenhorn                                                                      42.7        \n",
+       "Eilbek                                                                          49.7        \n",
+       "Wandsbek                                                                        39.2        \n",
+       "Marienthal                                                                      66.5        \n",
+       "Jenfeld                                                                         27.2        \n",
+       "Tonndorf                                                                        38.3        \n",
+       "Farmsen-Berne                                                                   40.7        \n",
+       "Bramfeld                                                                        42.1        \n",
+       "Steilshoop                                                                      25.5        \n",
+       "Wellingsbüttel                                                                  71.5        \n",
+       "Sasel                                                                           68.5        \n",
+       "Poppenbüttel                                                                    63.7        \n",
+       "Hummelsbüttel                                                                   46.3        \n",
+       "Lemsahl-Mellingstedt                                                              69        \n",
+       "Duvenstedt                                                                      63.3        \n",
+       "Wohldorf-Ohlstedt                                                               69.4        \n",
+       "Bergstedt                                                                       53.2        \n",
+       "Volksdorf                                                                       63.1        \n",
+       "Rahlstedt                                                                       41.5        \n",
+       "Lohbrügge                                                                       36.5        \n",
+       "Bergedorf                                                                       44.9        \n",
+       "Curslack                                                                        38.1        \n",
+       "Altengamme                                                                      37.9        \n",
+       "Neuengamme                                                                        34        \n",
+       "Kirchwerder                                                                     36.6        \n",
+       "Ochsenwerder                                                                    36.4        \n",
+       "Reitbrook                                                                                   \n",
+       "Allermöhe                                                                         41        \n",
+       "Billwerder                                                                      26.8        \n",
+       "Moorfleet                                                                       41.2        \n",
+       "Tatenberg                                                                                   \n",
+       "Spadenland                                                                                  \n",
+       "Neuallermöhe                                                                    36.5        \n",
+       "Harburg                                                                         24.3        \n",
+       "Neuland und Gut Moor                                                            28.8        \n",
+       "Wilstorf                                                                        35.4        \n",
+       "Rönneburg                                                                       51.4        \n",
+       "Langenbek                                                                       47.5        \n",
+       "Sinstorf                                                                        41.5        \n",
+       "Marmstorf                                                                       57.1        \n",
+       "Eißendorf                                                                       43.2        \n",
+       "Heimfeld                                                                        40.8        \n",
+       "Moorburg und Altenwerder                                                                    \n",
+       "Hausbruch                                                                       33.5        \n",
+       "Neugraben-Fischbek                                                              32.7        \n",
+       "Francop                                                                                     \n",
+       "Neuenfelde                                                                      33.8        \n",
+       "Cranz                                                                                       \n",
+       "\n",
+       "                                   Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           231   \n",
+       "HafenCity                                                                   16   \n",
+       "Neustadt                                                                   205   \n",
+       "St. Pauli                                                                   44   \n",
+       "St. Georg                                                                   89   \n",
+       "Hammerbrook                                                                  1   \n",
+       "Borgfelde                                                                    3   \n",
+       "Hamm                                                                        20   \n",
+       "Horn                                                                        42   \n",
+       "Billstedt                                                                   95   \n",
+       "Billbrook                                                                    0   \n",
+       "Rothenburgsort                                                               6   \n",
+       "Veddel                                                                       4   \n",
+       "Wilhelmsburg                                                                60   \n",
+       "Kleiner Grasbrook und Steinwerder                                            0   \n",
+       "Waltershof und Finkenwerder                                                  5   \n",
+       "Altona-Altstadt                                                            174   \n",
+       "Sternschanze                                                                41   \n",
+       "Altona-Nord                                                                 39   \n",
+       "Ottensen                                                                   188   \n",
+       "Bahrenfeld                                                                  44   \n",
+       "Groß Flottbek                                                               60   \n",
+       "Othmarschen                                                                 41   \n",
+       "Lurup                                                                       35   \n",
+       "Osdorf                                                                      67   \n",
+       "Nienstedten                                                                 18   \n",
+       "Blankenese                                                                 116   \n",
+       "Iserbrook                                                                    9   \n",
+       "Sülldorf                                                                    17   \n",
+       "Rissen                                                                      34   \n",
+       "Eimsbüttel                                                                 332   \n",
+       "Rotherbaum                                                                 146   \n",
+       "Harvestehude                                                               137   \n",
+       "Hoheluft-West                                                               27   \n",
+       "Lokstedt                                                                    54   \n",
+       "Niendorf                                                                    90   \n",
+       "Schnelsen                                                                   55   \n",
+       "Eidelstedt                                                                  59   \n",
+       "Stellingen                                                                  33   \n",
+       "Hoheluft-Ost                                                               208   \n",
+       "Eppendorf                                                                  178   \n",
+       "Groß Borstel                                                                 4   \n",
+       "Alsterdorf                                                                  42   \n",
+       "Winterhude                                                                 237   \n",
+       "Uhlenhorst                                                                 101   \n",
+       "Hohenfelde                                                                  36   \n",
+       "Barmbek-Süd                                                                 54   \n",
+       "Dulsberg                                                                    27   \n",
+       "Barmbek-Nord                                                                92   \n",
+       "Ohlsdorf                                                                    13   \n",
+       "Fuhlsbüttel                                                                 25   \n",
+       "Langenhorn                                                                 104   \n",
+       "Eilbek                                                                      33   \n",
+       "Wandsbek                                                                    71   \n",
+       "Marienthal                                                                  95   \n",
+       "Jenfeld                                                                     31   \n",
+       "Tonndorf                                                                    14   \n",
+       "Farmsen-Berne                                                               37   \n",
+       "Bramfeld                                                                    61   \n",
+       "Steilshoop                                                                   9   \n",
+       "Wellingsbüttel                                                              26   \n",
+       "Sasel                                                                       33   \n",
+       "Poppenbüttel                                                               138   \n",
+       "Hummelsbüttel                                                               13   \n",
+       "Lemsahl-Mellingstedt                                                         3   \n",
+       "Duvenstedt                                                                  16   \n",
+       "Wohldorf-Ohlstedt                                                            0   \n",
+       "Bergstedt                                                                    9   \n",
+       "Volksdorf                                                                   88   \n",
+       "Rahlstedt                                                                  170   \n",
+       "Lohbrügge                                                                   39   \n",
+       "Bergedorf                                                                  163   \n",
+       "Curslack                                                                     8   \n",
+       "Altengamme                                                                   3   \n",
+       "Neuengamme                                                                   1   \n",
+       "Kirchwerder                                                                  5   \n",
+       "Ochsenwerder                                                                 2   \n",
+       "Reitbrook                                                                    0   \n",
+       "Allermöhe                                                                    0   \n",
+       "Billwerder                                                                   0   \n",
+       "Moorfleet                                                                    1   \n",
+       "Tatenberg                                                                    0   \n",
+       "Spadenland                                                                   0   \n",
+       "Neuallermöhe                                                                14   \n",
+       "Harburg                                                                    187   \n",
+       "Neuland und Gut Moor                                                         0   \n",
+       "Wilstorf                                                                    13   \n",
+       "Rönneburg                                                                    0   \n",
+       "Langenbek                                                                    0   \n",
+       "Sinstorf                                                                     8   \n",
+       "Marmstorf                                                                    8   \n",
+       "Eißendorf                                                                   14   \n",
+       "Heimfeld                                                                    13   \n",
+       "Moorburg und Altenwerder                                                     0   \n",
+       "Hausbruch                                                                   15   \n",
+       "Neugraben-Fischbek                                                          45   \n",
+       "Francop                                                                      0   \n",
+       "Neuenfelde                                                                   1   \n",
+       "Cranz                                                                        1   \n",
+       "\n",
+       "                                   Allgemein-ärztinnen/-ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                \n",
+       "Hamburg-Altstadt                                                      48   \n",
+       "HafenCity                                                              6   \n",
+       "Neustadt                                                              20   \n",
+       "St. Pauli                                                             12   \n",
+       "St. Georg                                                             36   \n",
+       "Hammerbrook                                                            0   \n",
+       "Borgfelde                                                              2   \n",
+       "Hamm                                                                   5   \n",
+       "Horn                                                                  25   \n",
+       "Billstedt                                                             48   \n",
+       "Billbrook                                                              0   \n",
+       "Rothenburgsort                                                         5   \n",
+       "Veddel                                                                 4   \n",
+       "Wilhelmsburg                                                          35   \n",
+       "Kleiner Grasbrook und Steinwerder                                      0   \n",
+       "Waltershof und Finkenwerder                                            2   \n",
+       "Altona-Altstadt                                                       35   \n",
+       "Sternschanze                                                           7   \n",
+       "Altona-Nord                                                            6   \n",
+       "Ottensen                                                              26   \n",
+       "Bahrenfeld                                                            11   \n",
+       "Groß Flottbek                                                         12   \n",
+       "Othmarschen                                                            8   \n",
+       "Lurup                                                                 19   \n",
+       "Osdorf                                                                17   \n",
+       "Nienstedten                                                            2   \n",
+       "Blankenese                                                            21   \n",
+       "Iserbrook                                                              6   \n",
+       "Sülldorf                                                               8   \n",
+       "Rissen                                                                 9   \n",
+       "Eimsbüttel                                                            35   \n",
+       "Rotherbaum                                                            16   \n",
+       "Harvestehude                                                          16   \n",
+       "Hoheluft-West                                                          3   \n",
+       "Lokstedt                                                              18   \n",
+       "Niendorf                                                              25   \n",
+       "Schnelsen                                                             17   \n",
+       "Eidelstedt                                                            11   \n",
+       "Stellingen                                                            10   \n",
+       "Hoheluft-Ost                                                          61   \n",
+       "Eppendorf                                                             27   \n",
+       "Groß Borstel                                                           2   \n",
+       "Alsterdorf                                                            10   \n",
+       "Winterhude                                                            40   \n",
+       "Uhlenhorst                                                            24   \n",
+       "Hohenfelde                                                             9   \n",
+       "Barmbek-Süd                                                           15   \n",
+       "Dulsberg                                                               6   \n",
+       "Barmbek-Nord                                                          26   \n",
+       "Ohlsdorf                                                               6   \n",
+       "Fuhlsbüttel                                                            4   \n",
+       "Langenhorn                                                            23   \n",
+       "Eilbek                                                                10   \n",
+       "Wandsbek                                                              26   \n",
+       "Marienthal                                                            20   \n",
+       "Jenfeld                                                               15   \n",
+       "Tonndorf                                                               7   \n",
+       "Farmsen-Berne                                                          7   \n",
+       "Bramfeld                                                              30   \n",
+       "Steilshoop                                                             8   \n",
+       "Wellingsbüttel                                                         7   \n",
+       "Sasel                                                                  7   \n",
+       "Poppenbüttel                                                          29   \n",
+       "Hummelsbüttel                                                          9   \n",
+       "Lemsahl-Mellingstedt                                                   2   \n",
+       "Duvenstedt                                                             5   \n",
+       "Wohldorf-Ohlstedt                                                      0   \n",
+       "Bergstedt                                                              5   \n",
+       "Volksdorf                                                             26   \n",
+       "Rahlstedt                                                             54   \n",
+       "Lohbrügge                                                             13   \n",
+       "Bergedorf                                                             38   \n",
+       "Curslack                                                               5   \n",
+       "Altengamme                                                             3   \n",
+       "Neuengamme                                                             1   \n",
+       "Kirchwerder                                                            5   \n",
+       "Ochsenwerder                                                           2   \n",
+       "Reitbrook                                                              0   \n",
+       "Allermöhe                                                              0   \n",
+       "Billwerder                                                             0   \n",
+       "Moorfleet                                                              0   \n",
+       "Tatenberg                                                              0   \n",
+       "Spadenland                                                             0   \n",
+       "Neuallermöhe                                                           8   \n",
+       "Harburg                                                               28   \n",
+       "Neuland und Gut Moor                                                   0   \n",
+       "Wilstorf                                                              10   \n",
+       "Rönneburg                                                              0   \n",
+       "Langenbek                                                              0   \n",
+       "Sinstorf                                                               3   \n",
+       "Marmstorf                                                              5   \n",
+       "Eißendorf                                                             10   \n",
+       "Heimfeld                                                               5   \n",
+       "Moorburg und Altenwerder                                               0   \n",
+       "Hausbruch                                                              3   \n",
+       "Neugraben-Fischbek                                                    15   \n",
+       "Francop                                                                0   \n",
+       "Neuenfelde                                                             1   \n",
+       "Cranz                                                                  1   \n",
+       "\n",
+       "                                   Zahn-ärztinnen/-ärzte (Dez 2022)  \\\n",
+       "Stadtgebiet                                                           \n",
+       "Hamburg-Altstadt                                                 75   \n",
+       "HafenCity                                                         6   \n",
+       "Neustadt                                                         83   \n",
+       "St. Pauli                                                        15   \n",
+       "St. Georg                                                        17   \n",
+       "Hammerbrook                                                       7   \n",
+       "Borgfelde                                                         4   \n",
+       "Hamm                                                             27   \n",
+       "Horn                                                             14   \n",
+       "Billstedt                                                        35   \n",
+       "Billbrook                                                         0   \n",
+       "Rothenburgsort                                                    6   \n",
+       "Veddel                                                            2   \n",
+       "Wilhelmsburg                                                     20   \n",
+       "Kleiner Grasbrook und Steinwerder                                 0   \n",
+       "Waltershof und Finkenwerder                                       8   \n",
+       "Altona-Altstadt                                                  43   \n",
+       "Sternschanze                                                      4   \n",
+       "Altona-Nord                                                       7   \n",
+       "Ottensen                                                         49   \n",
+       "Bahrenfeld                                                       22   \n",
+       "Groß Flottbek                                                    20   \n",
+       "Othmarschen                                                       8   \n",
+       "Lurup                                                            11   \n",
+       "Osdorf                                                           16   \n",
+       "Nienstedten                                                       6   \n",
+       "Blankenese                                                       26   \n",
+       "Iserbrook                                                         5   \n",
+       "Sülldorf                                                          7   \n",
+       "Rissen                                                           13   \n",
+       "Eimsbüttel                                                       63   \n",
+       "Rotherbaum                                                       45   \n",
+       "Harvestehude                                                     48   \n",
+       "Hoheluft-West                                                    10   \n",
+       "Lokstedt                                                         17   \n",
+       "Niendorf                                                         36   \n",
+       "Schnelsen                                                        26   \n",
+       "Eidelstedt                                                       20   \n",
+       "Stellingen                                                        6   \n",
+       "Hoheluft-Ost                                                     23   \n",
+       "Eppendorf                                                        47   \n",
+       "Groß Borstel                                                      7   \n",
+       "Alsterdorf                                                       10   \n",
+       "Winterhude                                                       74   \n",
+       "Uhlenhorst                                                       18   \n",
+       "Hohenfelde                                                       13   \n",
+       "Barmbek-Süd                                                      25   \n",
+       "Dulsberg                                                          5   \n",
+       "Barmbek-Nord                                                     39   \n",
+       "Ohlsdorf                                                          6   \n",
+       "Fuhlsbüttel                                                      16   \n",
+       "Langenhorn                                                       23   \n",
+       "Eilbek                                                           26   \n",
+       "Wandsbek                                                         44   \n",
+       "Marienthal                                                       17   \n",
+       "Jenfeld                                                          18   \n",
+       "Tonndorf                                                         14   \n",
+       "Farmsen-Berne                                                    14   \n",
+       "Bramfeld                                                         41   \n",
+       "Steilshoop                                                        6   \n",
+       "Wellingsbüttel                                                   11   \n",
+       "Sasel                                                            15   \n",
+       "Poppenbüttel                                                     45   \n",
+       "Hummelsbüttel                                                    12   \n",
+       "Lemsahl-Mellingstedt                                              2   \n",
+       "Duvenstedt                                                        8   \n",
+       "Wohldorf-Ohlstedt                                                 6   \n",
+       "Bergstedt                                                         5   \n",
+       "Volksdorf                                                        25   \n",
+       "Rahlstedt                                                        69   \n",
+       "Lohbrügge                                                        27   \n",
+       "Bergedorf                                                        49   \n",
+       "Curslack                                                          0   \n",
+       "Altengamme                                                        0   \n",
+       "Neuengamme                                                        4   \n",
+       "Kirchwerder                                                       3   \n",
+       "Ochsenwerder                                                      0   \n",
+       "Reitbrook                                                         1   \n",
+       "Allermöhe                                                         1   \n",
+       "Billwerder                                                        0   \n",
+       "Moorfleet                                                         0   \n",
+       "Tatenberg                                                         0   \n",
+       "Spadenland                                                        0   \n",
+       "Neuallermöhe                                                      9   \n",
+       "Harburg                                                          70   \n",
+       "Neuland und Gut Moor                                              0   \n",
+       "Wilstorf                                                          4   \n",
+       "Rönneburg                                                         0   \n",
+       "Langenbek                                                         0   \n",
+       "Sinstorf                                                          3   \n",
+       "Marmstorf                                                         5   \n",
+       "Eißendorf                                                         8   \n",
+       "Heimfeld                                                         11   \n",
+       "Moorburg und Altenwerder                                          0   \n",
+       "Hausbruch                                                        10   \n",
+       "Neugraben-Fischbek                                               19   \n",
+       "Francop                                                           0   \n",
+       "Neuenfelde                                                        5   \n",
+       "Cranz                                                             0   \n",
+       "\n",
+       "                                   Apotheken (Dez 2022)  \\\n",
+       "Stadtgebiet                                               \n",
+       "Hamburg-Altstadt                                     10   \n",
+       "HafenCity                                             1   \n",
+       "Neustadt                                              8   \n",
+       "St. Pauli                                             6   \n",
+       "St. Georg                                             7   \n",
+       "Hammerbrook                                           0   \n",
+       "Borgfelde                                             1   \n",
+       "Hamm                                                  7   \n",
+       "Horn                                                  5   \n",
+       "Billstedt                                            10   \n",
+       "Billbrook                                             0   \n",
+       "Rothenburgsort                                        2   \n",
+       "Veddel                                                1   \n",
+       "Wilhelmsburg                                          9   \n",
+       "Kleiner Grasbrook und Steinwerder                     0   \n",
+       "Waltershof und Finkenwerder                           2   \n",
+       "Altona-Altstadt                                       9   \n",
+       "Sternschanze                                          3   \n",
+       "Altona-Nord                                           4   \n",
+       "Ottensen                                              9   \n",
+       "Bahrenfeld                                            3   \n",
+       "Groß Flottbek                                         5   \n",
+       "Othmarschen                                           2   \n",
+       "Lurup                                                 3   \n",
+       "Osdorf                                                6   \n",
+       "Nienstedten                                           2   \n",
+       "Blankenese                                            5   \n",
+       "Iserbrook                                             0   \n",
+       "Sülldorf                                              2   \n",
+       "Rissen                                                4   \n",
+       "Eimsbüttel                                           13   \n",
+       "Rotherbaum                                            6   \n",
+       "Harvestehude                                          3   \n",
+       "Hoheluft-West                                         3   \n",
+       "Lokstedt                                              6   \n",
+       "Niendorf                                              7   \n",
+       "Schnelsen                                             6   \n",
+       "Eidelstedt                                            6   \n",
+       "Stellingen                                            3   \n",
+       "Hoheluft-Ost                                          3   \n",
+       "Eppendorf                                            10   \n",
+       "Groß Borstel                                          2   \n",
+       "Alsterdorf                                            5   \n",
+       "Winterhude                                           12   \n",
+       "Uhlenhorst                                            4   \n",
+       "Hohenfelde                                            1   \n",
+       "Barmbek-Süd                                           6   \n",
+       "Dulsberg                                              3   \n",
+       "Barmbek-Nord                                         10   \n",
+       "Ohlsdorf                                              4   \n",
+       "Fuhlsbüttel                                           4   \n",
+       "Langenhorn                                            8   \n",
+       "Eilbek                                                3   \n",
+       "Wandsbek                                              9   \n",
+       "Marienthal                                            3   \n",
+       "Jenfeld                                               5   \n",
+       "Tonndorf                                              2   \n",
+       "Farmsen-Berne                                         5   \n",
+       "Bramfeld                                             10   \n",
+       "Steilshoop                                            2   \n",
+       "Wellingsbüttel                                        2   \n",
+       "Sasel                                                 2   \n",
+       "Poppenbüttel                                          7   \n",
+       "Hummelsbüttel                                         2   \n",
+       "Lemsahl-Mellingstedt                                  1   \n",
+       "Duvenstedt                                            2   \n",
+       "Wohldorf-Ohlstedt                                     0   \n",
+       "Bergstedt                                             2   \n",
+       "Volksdorf                                             4   \n",
+       "Rahlstedt                                            16   \n",
+       "Lohbrügge                                             5   \n",
+       "Bergedorf                                            11   \n",
+       "Curslack                                              0   \n",
+       "Altengamme                                            0   \n",
+       "Neuengamme                                            1   \n",
+       "Kirchwerder                                           2   \n",
+       "Ochsenwerder                                          0   \n",
+       "Reitbrook                                             0   \n",
+       "Allermöhe                                             0   \n",
+       "Billwerder                                            0   \n",
+       "Moorfleet                                             0   \n",
+       "Tatenberg                                             0   \n",
+       "Spadenland                                            0   \n",
+       "Neuallermöhe                                          2   \n",
+       "Harburg                                              11   \n",
+       "Neuland und Gut Moor                                  0   \n",
+       "Wilstorf                                              2   \n",
+       "Rönneburg                                             0   \n",
+       "Langenbek                                             1   \n",
+       "Sinstorf                                              0   \n",
+       "Marmstorf                                             1   \n",
+       "Eißendorf                                             2   \n",
+       "Heimfeld                                              2   \n",
+       "Moorburg und Altenwerder                              0   \n",
+       "Hausbruch                                             2   \n",
+       "Neugraben-Fischbek                                    5   \n",
+       "Francop                                               0   \n",
+       "Neuenfelde                                            1   \n",
+       "Cranz                                                 0   \n",
+       "\n",
+       "                                   Private PKW (Jan 2023)  \\\n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                      599   \n",
+       "HafenCity                                            1809   \n",
+       "Neustadt                                             3064   \n",
+       "St. Pauli                                            4453   \n",
+       "St. Georg                                            2418   \n",
+       "Hammerbrook                                           890   \n",
+       "Borgfelde                                            1678   \n",
+       "Hamm                                                 9906   \n",
+       "Horn                                                10027   \n",
+       "Billstedt                                           22344   \n",
+       "Billbrook                                             258   \n",
+       "Rothenburgsort                                       2317   \n",
+       "Veddel                                                841   \n",
+       "Wilhelmsburg                                        14014   \n",
+       "Kleiner Grasbrook und Steinwerder                     144   \n",
+       "Waltershof und Finkenwerder                          4360   \n",
+       "Altona-Altstadt                                      6709   \n",
+       "Sternschanze                                         1529   \n",
+       "Altona-Nord                                          5711   \n",
+       "Ottensen                                             9402   \n",
+       "Bahrenfeld                                           8653   \n",
+       "Groß Flottbek                                        4758   \n",
+       "Othmarschen                                          7057   \n",
+       "Lurup                                               12107   \n",
+       "Osdorf                                               9295   \n",
+       "Nienstedten                                          3601   \n",
+       "Blankenese                                           6781   \n",
+       "Iserbrook                                            4651   \n",
+       "Sülldorf                                             3758   \n",
+       "Rissen                                               7081   \n",
+       "Eimsbüttel                                          14633   \n",
+       "Rotherbaum                                           5491   \n",
+       "Harvestehude                                         6825   \n",
+       "Hoheluft-West                                        3530   \n",
+       "Lokstedt                                             9818   \n",
+       "Niendorf                                            17370   \n",
+       "Schnelsen                                           12453   \n",
+       "Eidelstedt                                          12140   \n",
+       "Stellingen                                           8312   \n",
+       "Hoheluft-Ost                                         3008   \n",
+       "Eppendorf                                            7727   \n",
+       "Groß Borstel                                         3715   \n",
+       "Alsterdorf                                           5431   \n",
+       "Winterhude                                          17680   \n",
+       "Uhlenhorst                                           6294   \n",
+       "Hohenfelde                                           2630   \n",
+       "Barmbek-Süd                                         10073   \n",
+       "Dulsberg                                             3783   \n",
+       "Barmbek-Nord                                        11188   \n",
+       "Ohlsdorf                                             5639   \n",
+       "Fuhlsbüttel                                          4801   \n",
+       "Langenhorn                                          17350   \n",
+       "Eilbek                                               6193   \n",
+       "Wandsbek                                            11750   \n",
+       "Marienthal                                           5442   \n",
+       "Jenfeld                                              8478   \n",
+       "Tonndorf                                             5665   \n",
+       "Farmsen-Berne                                       13730   \n",
+       "Bramfeld                                            20578   \n",
+       "Steilshoop                                           5551   \n",
+       "Wellingsbüttel                                       5660   \n",
+       "Sasel                                               12556   \n",
+       "Poppenbüttel                                        11136   \n",
+       "Hummelsbüttel                                        7436   \n",
+       "Lemsahl-Mellingstedt                                 4072   \n",
+       "Duvenstedt                                           3275   \n",
+       "Wohldorf-Ohlstedt                                    2693   \n",
+       "Bergstedt                                            4956   \n",
+       "Volksdorf                                            9421   \n",
+       "Rahlstedt                                           36817   \n",
+       "Lohbrügge                                           15301   \n",
+       "Bergedorf                                           12785   \n",
+       "Curslack                                             1963   \n",
+       "Altengamme                                           1319   \n",
+       "Neuengamme                                           2105   \n",
+       "Kirchwerder                                          5683   \n",
+       "Ochsenwerder                                         1726   \n",
+       "Reitbrook                                             318   \n",
+       "Allermöhe                                             790   \n",
+       "Billwerder                                            851   \n",
+       "Moorfleet                                             633   \n",
+       "Tatenberg                                             338   \n",
+       "Spadenland                                            330   \n",
+       "Neuallermöhe                                         7801   \n",
+       "Harburg                                              5413   \n",
+       "Neuland und Gut Moor                                  739   \n",
+       "Wilstorf                                             5655   \n",
+       "Rönneburg                                            1499   \n",
+       "Langenbek                                            1821   \n",
+       "Sinstorf                                             1681   \n",
+       "Marmstorf                                            3927   \n",
+       "Eißendorf                                            9167   \n",
+       "Heimfeld                                             6493   \n",
+       "Moorburg und Altenwerder                              370   \n",
+       "Hausbruch                                            6252   \n",
+       "Neugraben-Fischbek                                  12144   \n",
+       "Francop                                               385   \n",
+       "Neuenfelde                                           2102   \n",
+       "Cranz                                                 355   \n",
+       "\n",
+       "                                  PKW-Dichte (Jan 2023)  \\\n",
+       "Stadtgebiet                                               \n",
+       "Hamburg-Altstadt                                    188   \n",
+       "HafenCity                                           260   \n",
+       "Neustadt                                            242   \n",
+       "St. Pauli                                           202   \n",
+       "St. Georg                                           196   \n",
+       "Hammerbrook                                         149   \n",
+       "Borgfelde                                           196   \n",
+       "Hamm                                                256   \n",
+       "Horn                                                261   \n",
+       "Billstedt                                           311   \n",
+       "Billbrook                                           144   \n",
+       "Rothenburgsort                                      240   \n",
+       "Veddel                                              196   \n",
+       "Wilhelmsburg                                        265   \n",
+       "Kleiner Grasbrook und Steinwerder                   130   \n",
+       "Waltershof und Finkenwerder                         373   \n",
+       "Altona-Altstadt                                     226   \n",
+       "Sternschanze                                        194   \n",
+       "Altona-Nord                                         215   \n",
+       "Ottensen                                            266   \n",
+       "Bahrenfeld                                          276   \n",
+       "Groß Flottbek                                       427   \n",
+       "Othmarschen                                         425   \n",
+       "Lurup                                               326   \n",
+       "Osdorf                                              355   \n",
+       "Nienstedten                                         510   \n",
+       "Blankenese                                          494   \n",
+       "Iserbrook                                           402   \n",
+       "Sülldorf                                            399   \n",
+       "Rissen                                              432   \n",
+       "Eimsbüttel                                          253   \n",
+       "Rotherbaum                                          320   \n",
+       "Harvestehude                                        379   \n",
+       "Hoheluft-West                                       260   \n",
+       "Lokstedt                                            314   \n",
+       "Niendorf                                            412   \n",
+       "Schnelsen                                           406   \n",
+       "Eidelstedt                                          336   \n",
+       "Stellingen                                          297   \n",
+       "Hoheluft-Ost                                        308   \n",
+       "Eppendorf                                           314   \n",
+       "Groß Borstel                                        344   \n",
+       "Alsterdorf                                          359   \n",
+       "Winterhude                                          305   \n",
+       "Uhlenhorst                                          332   \n",
+       "Hohenfelde                                          262   \n",
+       "Barmbek-Süd                                         276   \n",
+       "Dulsberg                                            221   \n",
+       "Barmbek-Nord                                        259   \n",
+       "Ohlsdorf                                            321   \n",
+       "Fuhlsbüttel                                         353   \n",
+       "Langenhorn                                          368   \n",
+       "Eilbek                                              273   \n",
+       "Wandsbek                                            308   \n",
+       "Marienthal                                          400   \n",
+       "Jenfeld                                             294   \n",
+       "Tonndorf                                            368   \n",
+       "Farmsen-Berne                                       369   \n",
+       "Bramfeld                                            388   \n",
+       "Steilshoop                                          282   \n",
+       "Wellingsbüttel                                      509   \n",
+       "Sasel                                               516   \n",
+       "Poppenbüttel                                        457   \n",
+       "Hummelsbüttel                                       397   \n",
+       "Lemsahl-Mellingstedt                                576   \n",
+       "Duvenstedt                                          547   \n",
+       "Wohldorf-Ohlstedt                                   561   \n",
+       "Bergstedt                                           460   \n",
+       "Volksdorf                                           453   \n",
+       "Rahlstedt                                           382   \n",
+       "Lohbrügge                                           372   \n",
+       "Bergedorf                                           348   \n",
+       "Curslack                                            474   \n",
+       "Altengamme                                          563   \n",
+       "Neuengamme                                          566   \n",
+       "Kirchwerder                                         551   \n",
+       "Ochsenwerder                                        570   \n",
+       "Reitbrook                                           589   \n",
+       "Allermöhe                                           556   \n",
+       "Billwerder                                          225   \n",
+       "Moorfleet                                           538   \n",
+       "Tatenberg                                           590   \n",
+       "Spadenland                                          599   \n",
+       "Neuallermöhe                                        334   \n",
+       "Harburg                                             194   \n",
+       "Neuland und Gut Moor                                404   \n",
+       "Wilstorf                                            320   \n",
+       "Rönneburg                                           439   \n",
+       "Langenbek                                           454   \n",
+       "Sinstorf                                            392   \n",
+       "Marmstorf                                           437   \n",
+       "Eißendorf                                           363   \n",
+       "Heimfeld                                            287   \n",
+       "Moorburg und Altenwerder                            524   \n",
+       "Hausbruch                                           371   \n",
+       "Neugraben-Fischbek                                  358   \n",
+       "Francop                                             523   \n",
+       "Neuenfelde                                          401   \n",
+       "Cranz                                               438   \n",
+       "\n",
+       "                                   Elektro-PKW  (Jan 2023)  \n",
+       "Stadtgebiet                                                 \n",
+       "Hamburg-Altstadt                                       677  \n",
+       "HafenCity                                              371  \n",
+       "Neustadt                                               754  \n",
+       "St. Pauli                                              219  \n",
+       "St. Georg                                              163  \n",
+       "Hammerbrook                                           1642  \n",
+       "Borgfelde                                               65  \n",
+       "Hamm                                                   152  \n",
+       "Horn                                                    73  \n",
+       "Billstedt                                              254  \n",
+       "Billbrook                                              105  \n",
+       "Rothenburgsort                                         178  \n",
+       "Veddel                                                  40  \n",
+       "Wilhelmsburg                                           277  \n",
+       "Kleiner Grasbrook und Steinwerder                      100  \n",
+       "Waltershof und Finkenwerder                            136  \n",
+       "Altona-Altstadt                                        259  \n",
+       "Sternschanze                                            56  \n",
+       "Altona-Nord                                             98  \n",
+       "Ottensen                                               957  \n",
+       "Bahrenfeld                                             470  \n",
+       "Groß Flottbek                                          125  \n",
+       "Othmarschen                                            354  \n",
+       "Lurup                                                  164  \n",
+       "Osdorf                                                 207  \n",
+       "Nienstedten                                            147  \n",
+       "Blankenese                                             199  \n",
+       "Iserbrook                                               73  \n",
+       "Sülldorf                                                93  \n",
+       "Rissen                                                 190  \n",
+       "Eimsbüttel                                             257  \n",
+       "Rotherbaum                                             361  \n",
+       "Harvestehude                                           232  \n",
+       "Hoheluft-West                                           85  \n",
+       "Lokstedt                                               302  \n",
+       "Niendorf                                               370  \n",
+       "Schnelsen                                              270  \n",
+       "Eidelstedt                                             223  \n",
+       "Stellingen                                             177  \n",
+       "Hoheluft-Ost                                            84  \n",
+       "Eppendorf                                              340  \n",
+       "Groß Borstel                                           176  \n",
+       "Alsterdorf                                             183  \n",
+       "Winterhude                                             600  \n",
+       "Uhlenhorst                                             239  \n",
+       "Hohenfelde                                             106  \n",
+       "Barmbek-Süd                                            675  \n",
+       "Dulsberg                                                32  \n",
+       "Barmbek-Nord                                           219  \n",
+       "Ohlsdorf                                               172  \n",
+       "Fuhlsbüttel                                            147  \n",
+       "Langenhorn                                             351  \n",
+       "Eilbek                                                 126  \n",
+       "Wandsbek                                               357  \n",
+       "Marienthal                                             149  \n",
+       "Jenfeld                                                 93  \n",
+       "Tonndorf                                               225  \n",
+       "Farmsen-Berne                                          172  \n",
+       "Bramfeld                                               524  \n",
+       "Steilshoop                                              46  \n",
+       "Wellingsbüttel                                         162  \n",
+       "Sasel                                                  413  \n",
+       "Poppenbüttel                                           361  \n",
+       "Hummelsbüttel                                          194  \n",
+       "Lemsahl-Mellingstedt                                   147  \n",
+       "Duvenstedt                                             136  \n",
+       "Wohldorf-Ohlstedt                                       91  \n",
+       "Bergstedt                                              135  \n",
+       "Volksdorf                                              257  \n",
+       "Rahlstedt                                              649  \n",
+       "Lohbrügge                                              210  \n",
+       "Bergedorf                                              396  \n",
+       "Curslack                                                58  \n",
+       "Altengamme                                              31  \n",
+       "Neuengamme                                              41  \n",
+       "Kirchwerder                                            124  \n",
+       "Ochsenwerder                                            39  \n",
+       "Reitbrook                                                5  \n",
+       "Allermöhe                                               45  \n",
+       "Billwerder                                              11  \n",
+       "Moorfleet                                               12  \n",
+       "Tatenberg                                                8  \n",
+       "Spadenland                                               7  \n",
+       "Neuallermöhe                                            73  \n",
+       "Harburg                                                184  \n",
+       "Neuland und Gut Moor                                    81  \n",
+       "Wilstorf                                                55  \n",
+       "Rönneburg                                               33  \n",
+       "Langenbek                                               23  \n",
+       "Sinstorf                                                47  \n",
+       "Marmstorf                                               84  \n",
+       "Eißendorf                                              125  \n",
+       "Heimfeld                                               143  \n",
+       "Moorburg und Altenwerder                                 9  \n",
+       "Hausbruch                                               77  \n",
+       "Neugraben-Fischbek                                     185  \n",
+       "Francop                                                  6  \n",
+       "Neuenfelde                                              21  \n",
+       "Cranz                                                    4  \n",
+       "\n",
+       "[99 rows x 67 columns]"
+      ]
+     },
+     "execution_count": 239,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Iterate through all columns of Stadtteil_df\n",
+    "for col in Stadtteil_df.columns:\n",
+    "    if Stadtteil_df[col].dtype == float:  # Check if the data type is float\n",
+    "        # Attempt to convert the floats to integers, provided all float values can be converted to integers\n",
+    "        if all(Stadtteil_df[col].dropna().apply(lambda x: x.is_integer())):\n",
+    "            # Use Pandas' Int64 type to allow NaN values in integer columns\n",
+    "            Stadtteil_df[col] = Stadtteil_df[col].astype('Int64')\n",
+    "\n",
+    "Stadtteil_df\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b9a641d0",
+   "metadata": {},
+   "source": [
+    "## Check and Clean the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "id": "3d5b3f6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The indexes of Stadtteil_df and final_df are identical and in the same order.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check if the indexes of the two DataFrames are completely identical\n",
+    "if Stadtteil_df.index.equals(final_df.index):\n",
+    "    print(\"The indexes of Stadtteil_df and final_df are identical and in the same order.\")\n",
+    "else:\n",
+    "    print(\"The indexes of Stadtteil_df and final_df do not match or are not in the same order.\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 241,
+   "id": "940458c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Pairs of columns with identical contents in both DataFrames: [('Bevölkerung', 'Anzahl der Einwohner: innen'), ('Unter 18-Jährige', 'Anzahl der Kinder und Jugendlichen unter 18 Jahren'), ('Anteil der unter 18-Jährigen in %', 'Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung'), (' 65-Jährige und Ältere', 'Anzahl älterer Einwohner: innen über 64 Jahren'), ('Anteil der 65-Jährigen und Älteren in %', 'Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung'), ('Haushalte', 'Anzahl der Haushalte'), ('Personen je Haushalt', 'Durch-schnittliche Anzahl der Personen je Haushalt'), ('Einpersonen-haushalte', 'Anzahl der Einpersonen-haushalte'), ('Anteil der Einpersonen-haushalte in %', 'Anteil der Haushalte, in denen nur eine Person lebt, an allen Haushalten'), ('Fläche in km²', 'Fläche in km²'), ('Bevölkerungs-dichte', 'Einwohner: innen je km²'), ('Wohn-gebäude (2022)', 'Anzahl der Wohngebäude'), ('Wohnungen (2022)', 'Anzahl der Wohnungen'), ('Wohnungen in Ein- und Zweifamilien-häusern (2022)', 'Anzahl der Wohnungen in Ein- und Zweifamilien-häusern'), ('Anteil der Wohnungen in Ein- und Zweifamilien-häusern in % (2022)', 'Anteil der Wohnungen in Ein- und Zweifamilien-häusern an allen Wohnungen'), ('Wohnungs-größe in m² (2022)', 'Durch-schnittliche Wohnungs-größe in m²'), ('Wohnfläche je Einwohner:in in m² (2022)', 'Durch-schnittliche Wohnfläche je Einwohner:in in m²'), ('Sozial-wohnungen (Jan 2023)', 'Anzahl der Sozial-wohnungen'), ('Sozial-wohnungs-anteil in % (Jan 2023)', 'Anteil der Sozial-wohnungen an allen Wohnungen')]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Reset index to ensure index consistency\n",
+    "# Initialize an empty list to store pairs of column names with identical contents\n",
+    "identical_columns_pairs = []\n",
+    "\n",
+    "# Iterate through each column in Stadtteil_df and compare its contents with each column in final_df\n",
+    "for col1 in Stadtteil_df.columns:\n",
+    "    for col2 in final_df.columns:\n",
+    "        # Convert both columns to string format\n",
+    "        series1 = Stadtteil_df[col1].astype(str)\n",
+    "        series2 = final_df[col2].astype(str)\n",
+    "        \n",
+    "        # Compare the two columns row by row\n",
+    "        if series1.equals(series2):\n",
+    "            # If the columns have identical contents, add this pair of column names to the list\n",
+    "            identical_columns_pairs.append((col1, col2))\n",
+    "\n",
+    "# Output pairs of columns with identical contents in both DataFrames\n",
+    "print(\"Pairs of columns with identical contents in both DataFrames:\", identical_columns_pairs)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "id": "b6af110d",
+   "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>Ausländer: innen</th>\n",
+       "      <th>Anteil der Ausländer: innen in %</th>\n",
+       "      <th>Bevölkerung mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der Bevölkerung mit Migrations-hintergrund in %</th>\n",
+       "      <th>Unter 18-Jährige mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der unter 18-Jährigen mit Migrations-hintergrund in %</th>\n",
+       "      <th>Haushalte mit Kindern</th>\n",
+       "      <th>Anteil der Haushalte mit Kindern in %</th>\n",
+       "      <th>Allein-erziehende</th>\n",
+       "      <th>Anteil der Haushalte von Allein-erziehenden in %</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Schüler:innen der Sekundar-stufe I (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)</th>\n",
+       "      <th>Anteil der Schüler:innen in Gymnasien in % (2022/2023)</th>\n",
+       "      <th>Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)</th>\n",
+       "      <th>Allgemein-ärztinnen/-ärzte (Jan 2023)</th>\n",
+       "      <th>Zahn-ärztinnen/-ärzte (Dez 2022)</th>\n",
+       "      <th>Apotheken (Dez 2022)</th>\n",
+       "      <th>Private PKW (Jan 2023)</th>\n",
+       "      <th>PKW-Dichte (Jan 2023)</th>\n",
+       "      <th>Elektro-PKW  (Jan 2023)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stadtgebiet</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>1349</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>1896</td>\n",
+       "      <td>59.5</td>\n",
+       "      <td>424</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>255</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>69</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>127</td>\n",
+       "      <td>52</td>\n",
+       "      <td>45.7</td>\n",
+       "      <td>231</td>\n",
+       "      <td>48</td>\n",
+       "      <td>75</td>\n",
+       "      <td>10</td>\n",
+       "      <td>599</td>\n",
+       "      <td>188</td>\n",
+       "      <td>677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>978</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2758</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>769</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>841</td>\n",
+       "      <td>26.4</td>\n",
+       "      <td>119</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>64.7</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1809</td>\n",
+       "      <td>260</td>\n",
+       "      <td>371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>2581</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4724</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>673</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>954</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>286</td>\n",
+       "      <td>30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>340</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>56.5</td>\n",
+       "      <td>205</td>\n",
+       "      <td>20</td>\n",
+       "      <td>83</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3064</td>\n",
+       "      <td>242</td>\n",
+       "      <td>754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>4991</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>8488</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>1458</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>1898</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>665</td>\n",
+       "      <td>35</td>\n",
+       "      <td>...</td>\n",
+       "      <td>907</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>44</td>\n",
+       "      <td>12</td>\n",
+       "      <td>15</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4453</td>\n",
+       "      <td>202</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>3494</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>43.7</td>\n",
+       "      <td>866</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>862</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>219</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>356</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>60.7</td>\n",
+       "      <td>89</td>\n",
+       "      <td>36</td>\n",
+       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>196</td>\n",
+       "      <td>163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>2256</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>636</td>\n",
+       "      <td>85.5</td>\n",
+       "      <td>428</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>106</td>\n",
+       "      <td>24.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>144</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>890</td>\n",
+       "      <td>149</td>\n",
+       "      <td>1642</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>3273</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>4600</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>900</td>\n",
+       "      <td>78.4</td>\n",
+       "      <td>482</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>125</td>\n",
+       "      <td>25.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>306</td>\n",
+       "      <td>62.4</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1678</td>\n",
+       "      <td>196</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>8261</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>15518</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2983</td>\n",
+       "      <td>64.6</td>\n",
+       "      <td>2955</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>959</td>\n",
+       "      <td>32.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1205</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>27</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9906</td>\n",
+       "      <td>256</td>\n",
+       "      <td>152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>11249</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>21726</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>4802</td>\n",
+       "      <td>77.4</td>\n",
+       "      <td>3684</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1858</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>42</td>\n",
+       "      <td>25</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10027</td>\n",
+       "      <td>261</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>21117</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>45035</td>\n",
+       "      <td>62.7</td>\n",
+       "      <td>11222</td>\n",
+       "      <td>80.3</td>\n",
+       "      <td>7591</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>2437</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>69.9</td>\n",
+       "      <td>26.6</td>\n",
+       "      <td>95</td>\n",
+       "      <td>48</td>\n",
+       "      <td>35</td>\n",
+       "      <td>10</td>\n",
+       "      <td>22344</td>\n",
+       "      <td>311</td>\n",
+       "      <td>254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1416</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>1596</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>583</td>\n",
+       "      <td>98.5</td>\n",
+       "      <td>111</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>35</td>\n",
+       "      <td>31.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>217</td>\n",
+       "      <td>82.9</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>258</td>\n",
+       "      <td>144</td>\n",
+       "      <td>105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>3363</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>5982</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>1461</td>\n",
+       "      <td>82.6</td>\n",
+       "      <td>967</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>330</td>\n",
+       "      <td>34.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>513</td>\n",
+       "      <td>68.6</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2317</td>\n",
+       "      <td>240</td>\n",
+       "      <td>178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>2026</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>3254</td>\n",
+       "      <td>76.1</td>\n",
+       "      <td>779</td>\n",
+       "      <td>92.7</td>\n",
+       "      <td>469</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>143</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>282</td>\n",
+       "      <td>74.5</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>841</td>\n",
+       "      <td>196</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>17374</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>32923</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>8470</td>\n",
+       "      <td>77.9</td>\n",
+       "      <td>5882</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>1576</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3436</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>60</td>\n",
+       "      <td>35</td>\n",
+       "      <td>20</td>\n",
+       "      <td>9</td>\n",
+       "      <td>14014</td>\n",
+       "      <td>265</td>\n",
+       "      <td>277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>364</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>512</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>57</td>\n",
+       "      <td>90.5</td>\n",
+       "      <td>39</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>13</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>20</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>144</td>\n",
+       "      <td>130</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>2421</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>4080</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>1064</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>1156</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>312</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>574</td>\n",
+       "      <td>52.6</td>\n",
+       "      <td>42.5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4360</td>\n",
+       "      <td>373</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>6287</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>12048</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>2497</td>\n",
+       "      <td>55.2</td>\n",
+       "      <td>2840</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>935</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1359</td>\n",
+       "      <td>50.8</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>174</td>\n",
+       "      <td>35</td>\n",
+       "      <td>43</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6709</td>\n",
+       "      <td>226</td>\n",
+       "      <td>259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>1633</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>2971</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>545</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>711</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>243</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>315</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>41</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>194</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>5358</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>10289</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2164</td>\n",
+       "      <td>49.8</td>\n",
+       "      <td>2694</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>725</td>\n",
+       "      <td>26.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1166</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5711</td>\n",
+       "      <td>215</td>\n",
+       "      <td>98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>4811</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>10011</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3522</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>1005</td>\n",
+       "      <td>28.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>188</td>\n",
+       "      <td>26</td>\n",
+       "      <td>49</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9402</td>\n",
+       "      <td>266</td>\n",
+       "      <td>957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>7747</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2982</td>\n",
+       "      <td>53.5</td>\n",
+       "      <td>2986</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>746</td>\n",
+       "      <td>25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1529</td>\n",
+       "      <td>53.1</td>\n",
+       "      <td>42.6</td>\n",
+       "      <td>44</td>\n",
+       "      <td>11</td>\n",
+       "      <td>22</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8653</td>\n",
+       "      <td>276</td>\n",
+       "      <td>470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>1572</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2929</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>720</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>191</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>712</td>\n",
+       "      <td>10.7</td>\n",
+       "      <td>86.1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4758</td>\n",
+       "      <td>427</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>2525</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>4915</td>\n",
+       "      <td>29.6</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>1923</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>298</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1009</td>\n",
+       "      <td>18</td>\n",
+       "      <td>77.8</td>\n",
+       "      <td>41</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7057</td>\n",
+       "      <td>425</td>\n",
+       "      <td>354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>8875</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>19562</td>\n",
+       "      <td>52.7</td>\n",
+       "      <td>5387</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>4326</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>1283</td>\n",
+       "      <td>29.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2356</td>\n",
+       "      <td>64.9</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>35</td>\n",
+       "      <td>19</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12107</td>\n",
+       "      <td>326</td>\n",
+       "      <td>164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>5031</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>11204</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>3050</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>3009</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>864</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1756</td>\n",
+       "      <td>50.7</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>67</td>\n",
+       "      <td>17</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9295</td>\n",
+       "      <td>355</td>\n",
+       "      <td>207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>771</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>1533</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>417</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>792</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>123</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>457</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>73.3</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3601</td>\n",
+       "      <td>510</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>1421</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>2933</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>799</td>\n",
+       "      <td>31.6</td>\n",
+       "      <td>1448</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>228</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>900</td>\n",
+       "      <td>19</td>\n",
+       "      <td>77</td>\n",
+       "      <td>116</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6781</td>\n",
+       "      <td>494</td>\n",
+       "      <td>199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>1368</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>3100</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>853</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>1275</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>293</td>\n",
+       "      <td>23</td>\n",
+       "      <td>...</td>\n",
+       "      <td>695</td>\n",
+       "      <td>47.3</td>\n",
+       "      <td>46.8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4651</td>\n",
+       "      <td>402</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>1388</td>\n",
+       "      <td>14.7</td>\n",
+       "      <td>2563</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>693</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>981</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>228</td>\n",
+       "      <td>23.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>615</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54</td>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3758</td>\n",
+       "      <td>399</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>2073</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>3960</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>1759</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>349</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1055</td>\n",
+       "      <td>38</td>\n",
+       "      <td>58</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7081</td>\n",
+       "      <td>432</td>\n",
+       "      <td>190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>7499</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14922</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>2617</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>4938</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1301</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2058</td>\n",
+       "      <td>31.7</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>332</td>\n",
+       "      <td>35</td>\n",
+       "      <td>63</td>\n",
+       "      <td>13</td>\n",
+       "      <td>14633</td>\n",
+       "      <td>253</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>2890</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>875</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>1502</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>311</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>659</td>\n",
+       "      <td>17</td>\n",
+       "      <td>80.9</td>\n",
+       "      <td>146</td>\n",
+       "      <td>16</td>\n",
+       "      <td>45</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5491</td>\n",
+       "      <td>320</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>2656</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>5231</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1653</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>362</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>812</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>78.8</td>\n",
+       "      <td>137</td>\n",
+       "      <td>16</td>\n",
+       "      <td>48</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6825</td>\n",
+       "      <td>379</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>1805</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>581</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>265</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>432</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>72</td>\n",
+       "      <td>27</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3530</td>\n",
+       "      <td>260</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>5247</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>10506</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>3240</td>\n",
+       "      <td>19.6</td>\n",
+       "      <td>640</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1650</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>59.3</td>\n",
+       "      <td>54</td>\n",
+       "      <td>18</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9818</td>\n",
+       "      <td>314</td>\n",
+       "      <td>302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>5460</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>11051</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>2741</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>4117</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>873</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>37.1</td>\n",
+       "      <td>60.5</td>\n",
+       "      <td>90</td>\n",
+       "      <td>25</td>\n",
+       "      <td>36</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17370</td>\n",
+       "      <td>412</td>\n",
+       "      <td>370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>5296</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>11285</td>\n",
+       "      <td>36.7</td>\n",
+       "      <td>3192</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>3378</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>838</td>\n",
+       "      <td>24.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1866</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>55</td>\n",
+       "      <td>17</td>\n",
+       "      <td>26</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12453</td>\n",
+       "      <td>406</td>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>8051</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>15923</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>4263</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>3856</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1919</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>59</td>\n",
+       "      <td>11</td>\n",
+       "      <td>20</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12140</td>\n",
+       "      <td>336</td>\n",
+       "      <td>223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>6151</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>10874</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>55.5</td>\n",
+       "      <td>2581</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>585</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1219</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>47</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8312</td>\n",
+       "      <td>297</td>\n",
+       "      <td>177</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>1108</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>423</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>870</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>199</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>326</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>208</td>\n",
+       "      <td>61</td>\n",
+       "      <td>23</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3008</td>\n",
+       "      <td>308</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>2523</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>5611</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>1128</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>470</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>945</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>75.6</td>\n",
+       "      <td>178</td>\n",
+       "      <td>27</td>\n",
+       "      <td>47</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7727</td>\n",
+       "      <td>314</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>2095</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>952</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>1096</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>279</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>571</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>54.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3715</td>\n",
+       "      <td>344</td>\n",
+       "      <td>176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>2065</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4409</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>43.1</td>\n",
+       "      <td>1472</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>354</td>\n",
+       "      <td>24</td>\n",
+       "      <td>...</td>\n",
+       "      <td>794</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>42</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5431</td>\n",
+       "      <td>359</td>\n",
+       "      <td>183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>7790</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>16018</td>\n",
+       "      <td>27.6</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>41.8</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>1079</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1922</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>54.9</td>\n",
+       "      <td>237</td>\n",
+       "      <td>40</td>\n",
+       "      <td>74</td>\n",
+       "      <td>12</td>\n",
+       "      <td>17680</td>\n",
+       "      <td>305</td>\n",
+       "      <td>600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>2537</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>5477</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>1174</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>1643</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>329</td>\n",
+       "      <td>20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>710</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>70.4</td>\n",
+       "      <td>101</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6294</td>\n",
+       "      <td>332</td>\n",
+       "      <td>239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>2231</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>788</td>\n",
+       "      <td>61.9</td>\n",
+       "      <td>713</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>172</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>375</td>\n",
+       "      <td>48</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>36</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2630</td>\n",
+       "      <td>262</td>\n",
+       "      <td>106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>6264</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>11809</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>2113</td>\n",
+       "      <td>52.1</td>\n",
+       "      <td>2721</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>769</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1057</td>\n",
+       "      <td>50.1</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>54</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10073</td>\n",
+       "      <td>276</td>\n",
+       "      <td>675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>4360</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>46.9</td>\n",
+       "      <td>1464</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>1236</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>554</td>\n",
+       "      <td>44.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>623</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>27</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3783</td>\n",
+       "      <td>221</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>7052</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>13921</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>2475</td>\n",
+       "      <td>52.2</td>\n",
+       "      <td>3241</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>938</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1097</td>\n",
+       "      <td>57</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>92</td>\n",
+       "      <td>26</td>\n",
+       "      <td>39</td>\n",
+       "      <td>10</td>\n",
+       "      <td>11188</td>\n",
+       "      <td>259</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>2908</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>5236</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>1232</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>1812</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>400</td>\n",
+       "      <td>22.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>927</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>48</td>\n",
+       "      <td>13</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5639</td>\n",
+       "      <td>321</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>2737</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>50.6</td>\n",
+       "      <td>1220</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>290</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>792</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>16</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4801</td>\n",
+       "      <td>353</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>8596</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>16927</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>4356</td>\n",
+       "      <td>50.9</td>\n",
+       "      <td>4937</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1238</td>\n",
+       "      <td>25.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2481</td>\n",
+       "      <td>54.1</td>\n",
+       "      <td>42.7</td>\n",
+       "      <td>104</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17350</td>\n",
+       "      <td>368</td>\n",
+       "      <td>351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>4139</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8186</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1581</td>\n",
+       "      <td>56.7</td>\n",
+       "      <td>1812</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>495</td>\n",
+       "      <td>27.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>740</td>\n",
+       "      <td>48.6</td>\n",
+       "      <td>49.7</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "      <td>26</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6193</td>\n",
+       "      <td>273</td>\n",
+       "      <td>126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>8098</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15623</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>3560</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>3142</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>840</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1450</td>\n",
+       "      <td>57.6</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>71</td>\n",
+       "      <td>26</td>\n",
+       "      <td>44</td>\n",
+       "      <td>9</td>\n",
+       "      <td>11750</td>\n",
+       "      <td>308</td>\n",
+       "      <td>357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>2116</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>4589</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>47.6</td>\n",
+       "      <td>1337</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>264</td>\n",
+       "      <td>19.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>663</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>66.5</td>\n",
+       "      <td>95</td>\n",
+       "      <td>20</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5442</td>\n",
+       "      <td>400</td>\n",
+       "      <td>149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>8681</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>17966</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>4728</td>\n",
+       "      <td>81.4</td>\n",
+       "      <td>3019</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>899</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>69.6</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>31</td>\n",
+       "      <td>15</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>294</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>3267</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>6957</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1606</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>418</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>912</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5665</td>\n",
+       "      <td>368</td>\n",
+       "      <td>225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>5969</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13782</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3730</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>4052</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>1085</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2130</td>\n",
+       "      <td>55.9</td>\n",
+       "      <td>40.7</td>\n",
+       "      <td>37</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13730</td>\n",
+       "      <td>369</td>\n",
+       "      <td>172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>8287</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>18350</td>\n",
+       "      <td>34.7</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>5122</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1479</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>53.9</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>61</td>\n",
+       "      <td>30</td>\n",
+       "      <td>41</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20578</td>\n",
+       "      <td>388</td>\n",
+       "      <td>524</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>5536</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>11360</td>\n",
+       "      <td>57.8</td>\n",
+       "      <td>3140</td>\n",
+       "      <td>78.1</td>\n",
+       "      <td>2161</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>727</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1312</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5551</td>\n",
+       "      <td>282</td>\n",
+       "      <td>46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>942</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>2388</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>671</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1227</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>169</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>692</td>\n",
+       "      <td>25.9</td>\n",
+       "      <td>71.5</td>\n",
+       "      <td>26</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5660</td>\n",
+       "      <td>509</td>\n",
+       "      <td>162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>1804</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>4931</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1451</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>2791</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>397</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1653</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>68.5</td>\n",
+       "      <td>33</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12556</td>\n",
+       "      <td>516</td>\n",
+       "      <td>413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>2522</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>6367</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>1843</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>2407</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>412</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1418</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>138</td>\n",
+       "      <td>29</td>\n",
+       "      <td>45</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11136</td>\n",
+       "      <td>457</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>3467</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7465</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1981</td>\n",
+       "      <td>57.2</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>504</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1113</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7436</td>\n",
+       "      <td>397</td>\n",
+       "      <td>194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>457</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>438</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>837</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>115</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>461</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>69</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4072</td>\n",
+       "      <td>576</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>504</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1063</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>376</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>668</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>137</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>444</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>63.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3275</td>\n",
+       "      <td>547</td>\n",
+       "      <td>136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>280</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>810</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>277</td>\n",
+       "      <td>27.5</td>\n",
+       "      <td>585</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>317</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>69.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2693</td>\n",
+       "      <td>561</td>\n",
+       "      <td>91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>1042</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>737</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>1248</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>241</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>880</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>53.2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4956</td>\n",
+       "      <td>460</td>\n",
+       "      <td>135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>1794</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>31.1</td>\n",
+       "      <td>2201</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>417</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1428</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>63.1</td>\n",
+       "      <td>88</td>\n",
+       "      <td>26</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9421</td>\n",
+       "      <td>453</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>18827</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>38162</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>9932</td>\n",
+       "      <td>55.7</td>\n",
+       "      <td>9856</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>2766</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5264</td>\n",
+       "      <td>53.3</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>170</td>\n",
+       "      <td>54</td>\n",
+       "      <td>69</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36817</td>\n",
+       "      <td>382</td>\n",
+       "      <td>649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>6734</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>18381</td>\n",
+       "      <td>44.6</td>\n",
+       "      <td>4385</td>\n",
+       "      <td>64.5</td>\n",
+       "      <td>4069</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2083</td>\n",
+       "      <td>60</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>39</td>\n",
+       "      <td>13</td>\n",
+       "      <td>27</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15301</td>\n",
+       "      <td>372</td>\n",
+       "      <td>210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>6547</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>13712</td>\n",
+       "      <td>37.2</td>\n",
+       "      <td>3460</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>3707</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>957</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>163</td>\n",
+       "      <td>38</td>\n",
+       "      <td>49</td>\n",
+       "      <td>11</td>\n",
+       "      <td>12785</td>\n",
+       "      <td>348</td>\n",
+       "      <td>396</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>857</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>44.8</td>\n",
+       "      <td>405</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>82</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>260</td>\n",
+       "      <td>56.2</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>474</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>157</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>294</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>75</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>255</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>37</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>140</td>\n",
+       "      <td>57.9</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1319</td>\n",
+       "      <td>563</td>\n",
+       "      <td>31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>209</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>461</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>129</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>384</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>68</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>200</td>\n",
+       "      <td>60</td>\n",
+       "      <td>34</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2105</td>\n",
+       "      <td>566</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>882</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>423</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>1099</td>\n",
+       "      <td>23.3</td>\n",
+       "      <td>190</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>582</td>\n",
+       "      <td>61.2</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5683</td>\n",
+       "      <td>551</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>224</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>556</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>171</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>353</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>162</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1726</td>\n",
+       "      <td>570</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>47</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>74</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>52</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>15.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>318</td>\n",
+       "      <td>589</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>211</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>379</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>84</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>123</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>21.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.5</td>\n",
+       "      <td>41</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>790</td>\n",
+       "      <td>556</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>2123</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>2565</td>\n",
+       "      <td>67.7</td>\n",
+       "      <td>740</td>\n",
+       "      <td>85.6</td>\n",
+       "      <td>139</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>34</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>250</td>\n",
+       "      <td>68.8</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>851</td>\n",
+       "      <td>225</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>176</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>77</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>106</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>24</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>633</td>\n",
+       "      <td>538</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>38</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>62</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>338</td>\n",
+       "      <td>590</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>30</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>58</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>48</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>7</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>330</td>\n",
+       "      <td>599</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>4527</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>15421</td>\n",
+       "      <td>65.9</td>\n",
+       "      <td>4205</td>\n",
+       "      <td>80.1</td>\n",
+       "      <td>2951</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>895</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1827</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7801</td>\n",
+       "      <td>334</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>12883</td>\n",
+       "      <td>46.1</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>64.8</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>84.9</td>\n",
+       "      <td>2473</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>717</td>\n",
+       "      <td>29</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1261</td>\n",
+       "      <td>69</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>187</td>\n",
+       "      <td>28</td>\n",
+       "      <td>70</td>\n",
+       "      <td>11</td>\n",
+       "      <td>5413</td>\n",
+       "      <td>194</td>\n",
+       "      <td>184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>649</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>942</td>\n",
+       "      <td>51.5</td>\n",
+       "      <td>327</td>\n",
+       "      <td>73.5</td>\n",
+       "      <td>168</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>34</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>146</td>\n",
+       "      <td>65.8</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>739</td>\n",
+       "      <td>404</td>\n",
+       "      <td>81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>5262</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>9132</td>\n",
+       "      <td>51.6</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>75.4</td>\n",
+       "      <td>1852</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>491</td>\n",
+       "      <td>26.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>981</td>\n",
+       "      <td>60.2</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5655</td>\n",
+       "      <td>320</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>805</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>411</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>336</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>62</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>243</td>\n",
+       "      <td>44.9</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1499</td>\n",
+       "      <td>439</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>562</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1521</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>377</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>418</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>109</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>236</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>47.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1821</td>\n",
+       "      <td>454</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>1233</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>2124</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>768</td>\n",
+       "      <td>73.1</td>\n",
+       "      <td>454</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>83</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>323</td>\n",
+       "      <td>51.4</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1681</td>\n",
+       "      <td>392</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>1326</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>2989</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>805</td>\n",
+       "      <td>54.4</td>\n",
+       "      <td>880</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>201</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>487</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>57.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3927</td>\n",
+       "      <td>437</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>5845</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>11406</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>2865</td>\n",
+       "      <td>64.2</td>\n",
+       "      <td>2602</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>650</td>\n",
+       "      <td>25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>43.2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9167</td>\n",
+       "      <td>363</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>6459</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>11413</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>2735</td>\n",
+       "      <td>68.7</td>\n",
+       "      <td>2291</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>596</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1175</td>\n",
+       "      <td>44.5</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>13</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>287</td>\n",
+       "      <td>143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>75</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>140</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>75</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>41.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>370</td>\n",
+       "      <td>524</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>3124</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>9475</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>2303</td>\n",
+       "      <td>72.1</td>\n",
+       "      <td>1837</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>486</td>\n",
+       "      <td>26.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>57.5</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6252</td>\n",
+       "      <td>371</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>7062</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>17155</td>\n",
+       "      <td>50.5</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>66.3</td>\n",
+       "      <td>4053</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>987</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2180</td>\n",
+       "      <td>61.3</td>\n",
+       "      <td>32.7</td>\n",
+       "      <td>45</td>\n",
+       "      <td>15</td>\n",
+       "      <td>19</td>\n",
+       "      <td>5</td>\n",
+       "      <td>12144</td>\n",
+       "      <td>358</td>\n",
+       "      <td>185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>139</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>184</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>73</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>385</td>\n",
+       "      <td>523</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>1779</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>2769</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>842</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>591</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>128</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>414</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2102</td>\n",
+       "      <td>401</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>241</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>354</td>\n",
+       "      <td>43.9</td>\n",
+       "      <td>91</td>\n",
+       "      <td>69.5</td>\n",
+       "      <td>78</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>355</td>\n",
+       "      <td>438</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 48 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Ausländer: innen  \\\n",
+       "Stadtgebiet                                           \n",
+       "Hamburg-Altstadt                               1349   \n",
+       "HafenCity                                       978   \n",
+       "Neustadt                                       2581   \n",
+       "St. Pauli                                      4991   \n",
+       "St. Georg                                      3494   \n",
+       "Hammerbrook                                    2256   \n",
+       "Borgfelde                                      3273   \n",
+       "Hamm                                           8261   \n",
+       "Horn                                          11249   \n",
+       "Billstedt                                     21117   \n",
+       "Billbrook                                      1416   \n",
+       "Rothenburgsort                                 3363   \n",
+       "Veddel                                         2026   \n",
+       "Wilhelmsburg                                  17374   \n",
+       "Kleiner Grasbrook und Steinwerder               364   \n",
+       "Waltershof und Finkenwerder                    2421   \n",
+       "Altona-Altstadt                                6287   \n",
+       "Sternschanze                                   1633   \n",
+       "Altona-Nord                                    5358   \n",
+       "Ottensen                                       4811   \n",
+       "Bahrenfeld                                     7747   \n",
+       "Groß Flottbek                                  1572   \n",
+       "Othmarschen                                    2525   \n",
+       "Lurup                                          8875   \n",
+       "Osdorf                                         5031   \n",
+       "Nienstedten                                     771   \n",
+       "Blankenese                                     1421   \n",
+       "Iserbrook                                      1368   \n",
+       "Sülldorf                                       1388   \n",
+       "Rissen                                         2073   \n",
+       "Eimsbüttel                                     7499   \n",
+       "Rotherbaum                                     2890   \n",
+       "Harvestehude                                   2656   \n",
+       "Hoheluft-West                                  1805   \n",
+       "Lokstedt                                       5247   \n",
+       "Niendorf                                       5460   \n",
+       "Schnelsen                                      5296   \n",
+       "Eidelstedt                                     8051   \n",
+       "Stellingen                                     6151   \n",
+       "Hoheluft-Ost                                   1108   \n",
+       "Eppendorf                                      2523   \n",
+       "Groß Borstel                                   2095   \n",
+       "Alsterdorf                                     2065   \n",
+       "Winterhude                                     7790   \n",
+       "Uhlenhorst                                     2537   \n",
+       "Hohenfelde                                     2231   \n",
+       "Barmbek-Süd                                    6264   \n",
+       "Dulsberg                                       4360   \n",
+       "Barmbek-Nord                                   7052   \n",
+       "Ohlsdorf                                       2908   \n",
+       "Fuhlsbüttel                                    2737   \n",
+       "Langenhorn                                     8596   \n",
+       "Eilbek                                         4139   \n",
+       "Wandsbek                                       8098   \n",
+       "Marienthal                                     2116   \n",
+       "Jenfeld                                        8681   \n",
+       "Tonndorf                                       3267   \n",
+       "Farmsen-Berne                                  5969   \n",
+       "Bramfeld                                       8287   \n",
+       "Steilshoop                                     5536   \n",
+       "Wellingsbüttel                                  942   \n",
+       "Sasel                                          1804   \n",
+       "Poppenbüttel                                   2522   \n",
+       "Hummelsbüttel                                  3467   \n",
+       "Lemsahl-Mellingstedt                            457   \n",
+       "Duvenstedt                                      504   \n",
+       "Wohldorf-Ohlstedt                               280   \n",
+       "Bergstedt                                      1042   \n",
+       "Volksdorf                                      1794   \n",
+       "Rahlstedt                                     18827   \n",
+       "Lohbrügge                                      6734   \n",
+       "Bergedorf                                      6547   \n",
+       "Curslack                                        857   \n",
+       "Altengamme                                      157   \n",
+       "Neuengamme                                      209   \n",
+       "Kirchwerder                                     882   \n",
+       "Ochsenwerder                                    224   \n",
+       "Reitbrook                                        47   \n",
+       "Allermöhe                                       211   \n",
+       "Billwerder                                     2123   \n",
+       "Moorfleet                                       176   \n",
+       "Tatenberg                                        38   \n",
+       "Spadenland                                       30   \n",
+       "Neuallermöhe                                   4527   \n",
+       "Harburg                                       12883   \n",
+       "Neuland und Gut Moor                            649   \n",
+       "Wilstorf                                       5262   \n",
+       "Rönneburg                                       805   \n",
+       "Langenbek                                       562   \n",
+       "Sinstorf                                       1233   \n",
+       "Marmstorf                                      1326   \n",
+       "Eißendorf                                      5845   \n",
+       "Heimfeld                                       6459   \n",
+       "Moorburg und Altenwerder                         75   \n",
+       "Hausbruch                                      3124   \n",
+       "Neugraben-Fischbek                             7062   \n",
+       "Francop                                         139   \n",
+       "Neuenfelde                                     1779   \n",
+       "Cranz                                           241   \n",
+       "\n",
+       "                                   Anteil der Ausländer: innen in %  \\\n",
+       "Stadtgebiet                                                           \n",
+       "Hamburg-Altstadt                                               42.4   \n",
+       "HafenCity                                                      14.1   \n",
+       "Neustadt                                                       20.4   \n",
+       "St. Pauli                                                      22.6   \n",
+       "St. Georg                                                      28.4   \n",
+       "Hammerbrook                                                    37.7   \n",
+       "Borgfelde                                                      38.2   \n",
+       "Hamm                                                           21.3   \n",
+       "Horn                                                           29.3   \n",
+       "Billstedt                                                      29.4   \n",
+       "Billbrook                                                      79.1   \n",
+       "Rothenburgsort                                                 34.9   \n",
+       "Veddel                                                         47.2   \n",
+       "Wilhelmsburg                                                   32.8   \n",
+       "Kleiner Grasbrook und Steinwerder                              32.9   \n",
+       "Waltershof und Finkenwerder                                    20.7   \n",
+       "Altona-Altstadt                                                21.2   \n",
+       "Sternschanze                                                   20.7   \n",
+       "Altona-Nord                                                    20.1   \n",
+       "Ottensen                                                       13.6   \n",
+       "Bahrenfeld                                                     24.7   \n",
+       "Groß Flottbek                                                  14.1   \n",
+       "Othmarschen                                                    15.2   \n",
+       "Lurup                                                          23.9   \n",
+       "Osdorf                                                         19.2   \n",
+       "Nienstedten                                                    10.9   \n",
+       "Blankenese                                                     10.3   \n",
+       "Iserbrook                                                      11.8   \n",
+       "Sülldorf                                                       14.7   \n",
+       "Rissen                                                         12.6   \n",
+       "Eimsbüttel                                                     13.0   \n",
+       "Rotherbaum                                                     16.8   \n",
+       "Harvestehude                                                   14.8   \n",
+       "Hoheluft-West                                                  13.3   \n",
+       "Lokstedt                                                       16.8   \n",
+       "Niendorf                                                       12.9   \n",
+       "Schnelsen                                                      17.3   \n",
+       "Eidelstedt                                                     22.3   \n",
+       "Stellingen                                                     22.0   \n",
+       "Hoheluft-Ost                                                   11.3   \n",
+       "Eppendorf                                                      10.2   \n",
+       "Groß Borstel                                                   19.4   \n",
+       "Alsterdorf                                                     13.6   \n",
+       "Winterhude                                                     13.4   \n",
+       "Uhlenhorst                                                     13.4   \n",
+       "Hohenfelde                                                     22.2   \n",
+       "Barmbek-Süd                                                    17.2   \n",
+       "Dulsberg                                                       25.4   \n",
+       "Barmbek-Nord                                                   16.3   \n",
+       "Ohlsdorf                                                       16.6   \n",
+       "Fuhlsbüttel                                                    20.1   \n",
+       "Langenhorn                                                     18.2   \n",
+       "Eilbek                                                         18.2   \n",
+       "Wandsbek                                                       21.2   \n",
+       "Marienthal                                                     15.5   \n",
+       "Jenfeld                                                        30.1   \n",
+       "Tonndorf                                                       21.2   \n",
+       "Farmsen-Berne                                                  16.0   \n",
+       "Bramfeld                                                       15.6   \n",
+       "Steilshoop                                                     28.1   \n",
+       "Wellingsbüttel                                                  8.5   \n",
+       "Sasel                                                           7.4   \n",
+       "Poppenbüttel                                                   10.4   \n",
+       "Hummelsbüttel                                                  18.5   \n",
+       "Lemsahl-Mellingstedt                                            6.5   \n",
+       "Duvenstedt                                                      8.4   \n",
+       "Wohldorf-Ohlstedt                                               5.8   \n",
+       "Bergstedt                                                       9.7   \n",
+       "Volksdorf                                                       8.6   \n",
+       "Rahlstedt                                                      19.5   \n",
+       "Lohbrügge                                                      16.4   \n",
+       "Bergedorf                                                      17.8   \n",
+       "Curslack                                                       20.7   \n",
+       "Altengamme                                                      6.7   \n",
+       "Neuengamme                                                      5.6   \n",
+       "Kirchwerder                                                     8.6   \n",
+       "Ochsenwerder                                                    7.4   \n",
+       "Reitbrook                                                       8.7   \n",
+       "Allermöhe                                                      14.8   \n",
+       "Billwerder                                                     56.0   \n",
+       "Moorfleet                                                      15.0   \n",
+       "Tatenberg                                                       6.6   \n",
+       "Spadenland                                                      5.4   \n",
+       "Neuallermöhe                                                   19.4   \n",
+       "Harburg                                                        46.1   \n",
+       "Neuland und Gut Moor                                           35.5   \n",
+       "Wilstorf                                                       29.8   \n",
+       "Rönneburg                                                      23.6   \n",
+       "Langenbek                                                      14.0   \n",
+       "Sinstorf                                                       28.7   \n",
+       "Marmstorf                                                      14.8   \n",
+       "Eißendorf                                                      23.1   \n",
+       "Heimfeld                                                       28.6   \n",
+       "Moorburg und Altenwerder                                       10.6   \n",
+       "Hausbruch                                                      18.5   \n",
+       "Neugraben-Fischbek                                             20.8   \n",
+       "Francop                                                        18.9   \n",
+       "Neuenfelde                                                     33.9   \n",
+       "Cranz                                                          29.8   \n",
+       "\n",
+       "                                   Bevölkerung mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                 \n",
+       "Hamburg-Altstadt                                                     1896   \n",
+       "HafenCity                                                            2758   \n",
+       "Neustadt                                                             4724   \n",
+       "St. Pauli                                                            8488   \n",
+       "St. Georg                                                            5362   \n",
+       "Hammerbrook                                                          3427   \n",
+       "Borgfelde                                                            4600   \n",
+       "Hamm                                                                15518   \n",
+       "Horn                                                                21726   \n",
+       "Billstedt                                                           45035   \n",
+       "Billbrook                                                            1596   \n",
+       "Rothenburgsort                                                       5982   \n",
+       "Veddel                                                               3254   \n",
+       "Wilhelmsburg                                                        32923   \n",
+       "Kleiner Grasbrook und Steinwerder                                     512   \n",
+       "Waltershof und Finkenwerder                                          4080   \n",
+       "Altona-Altstadt                                                     12048   \n",
+       "Sternschanze                                                         2971   \n",
+       "Altona-Nord                                                         10289   \n",
+       "Ottensen                                                            10011   \n",
+       "Bahrenfeld                                                          12222   \n",
+       "Groß Flottbek                                                        2929   \n",
+       "Othmarschen                                                          4915   \n",
+       "Lurup                                                               19562   \n",
+       "Osdorf                                                              11204   \n",
+       "Nienstedten                                                          1533   \n",
+       "Blankenese                                                           2933   \n",
+       "Iserbrook                                                            3100   \n",
+       "Sülldorf                                                             2563   \n",
+       "Rissen                                                               3960   \n",
+       "Eimsbüttel                                                          14922   \n",
+       "Rotherbaum                                                           5377   \n",
+       "Harvestehude                                                         5231   \n",
+       "Hoheluft-West                                                        3364   \n",
+       "Lokstedt                                                            10506   \n",
+       "Niendorf                                                            11051   \n",
+       "Schnelsen                                                           11285   \n",
+       "Eidelstedt                                                          15923   \n",
+       "Stellingen                                                          10874   \n",
+       "Hoheluft-Ost                                                         2405   \n",
+       "Eppendorf                                                            5611   \n",
+       "Groß Borstel                                                         3654   \n",
+       "Alsterdorf                                                           4409   \n",
+       "Winterhude                                                          16018   \n",
+       "Uhlenhorst                                                           5477   \n",
+       "Hohenfelde                                                           4062   \n",
+       "Barmbek-Süd                                                         11809   \n",
+       "Dulsberg                                                             8043   \n",
+       "Barmbek-Nord                                                        13921   \n",
+       "Ohlsdorf                                                             5236   \n",
+       "Fuhlsbüttel                                                          4325   \n",
+       "Langenhorn                                                          16927   \n",
+       "Eilbek                                                               8186   \n",
+       "Wandsbek                                                            15623   \n",
+       "Marienthal                                                           4589   \n",
+       "Jenfeld                                                             17966   \n",
+       "Tonndorf                                                             6957   \n",
+       "Farmsen-Berne                                                       13782   \n",
+       "Bramfeld                                                            18350   \n",
+       "Steilshoop                                                          11360   \n",
+       "Wellingsbüttel                                                       2388   \n",
+       "Sasel                                                                4931   \n",
+       "Poppenbüttel                                                         6367   \n",
+       "Hummelsbüttel                                                        7465   \n",
+       "Lemsahl-Mellingstedt                                                 1350   \n",
+       "Duvenstedt                                                           1063   \n",
+       "Wohldorf-Ohlstedt                                                     810   \n",
+       "Bergstedt                                                            2136   \n",
+       "Volksdorf                                                            4062   \n",
+       "Rahlstedt                                                           38162   \n",
+       "Lohbrügge                                                           18381   \n",
+       "Bergedorf                                                           13712   \n",
+       "Curslack                                                             1246   \n",
+       "Altengamme                                                            294   \n",
+       "Neuengamme                                                            461   \n",
+       "Kirchwerder                                                          1528   \n",
+       "Ochsenwerder                                                          556   \n",
+       "Reitbrook                                                              74   \n",
+       "Allermöhe                                                             379   \n",
+       "Billwerder                                                           2565   \n",
+       "Moorfleet                                                             320   \n",
+       "Tatenberg                                                              84   \n",
+       "Spadenland                                                             58   \n",
+       "Neuallermöhe                                                        15421   \n",
+       "Harburg                                                             18138   \n",
+       "Neuland und Gut Moor                                                  942   \n",
+       "Wilstorf                                                             9132   \n",
+       "Rönneburg                                                            1465   \n",
+       "Langenbek                                                            1521   \n",
+       "Sinstorf                                                             2124   \n",
+       "Marmstorf                                                            2989   \n",
+       "Eißendorf                                                           11406   \n",
+       "Heimfeld                                                            11413   \n",
+       "Moorburg und Altenwerder                                              140   \n",
+       "Hausbruch                                                            9475   \n",
+       "Neugraben-Fischbek                                                  17155   \n",
+       "Francop                                                               184   \n",
+       "Neuenfelde                                                           2769   \n",
+       "Cranz                                                                 354   \n",
+       "\n",
+       "                                   Anteil der Bevölkerung mit Migrations-hintergrund in %  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                59.5        \n",
+       "HafenCity                                                                       39.8        \n",
+       "Neustadt                                                                        37.4        \n",
+       "St. Pauli                                                                       38.4        \n",
+       "St. Georg                                                                       43.7        \n",
+       "Hammerbrook                                                                     58.0        \n",
+       "Borgfelde                                                                       53.7        \n",
+       "Hamm                                                                            40.1        \n",
+       "Horn                                                                            56.4        \n",
+       "Billstedt                                                                       62.7        \n",
+       "Billbrook                                                                       87.5        \n",
+       "Rothenburgsort                                                                  62.0        \n",
+       "Veddel                                                                          76.1        \n",
+       "Wilhelmsburg                                                                    62.1        \n",
+       "Kleiner Grasbrook und Steinwerder                                               46.0        \n",
+       "Waltershof und Finkenwerder                                                     34.9        \n",
+       "Altona-Altstadt                                                                 40.6        \n",
+       "Sternschanze                                                                    37.6        \n",
+       "Altona-Nord                                                                     38.7        \n",
+       "Ottensen                                                                        28.3        \n",
+       "Bahrenfeld                                                                      39.0        \n",
+       "Groß Flottbek                                                                   26.3        \n",
+       "Othmarschen                                                                     29.6        \n",
+       "Lurup                                                                           52.7        \n",
+       "Osdorf                                                                          42.8        \n",
+       "Nienstedten                                                                     21.7        \n",
+       "Blankenese                                                                      21.3        \n",
+       "Iserbrook                                                                       26.8        \n",
+       "Sülldorf                                                                        27.2        \n",
+       "Rissen                                                                          24.1        \n",
+       "Eimsbüttel                                                                      25.8        \n",
+       "Rotherbaum                                                                      31.3        \n",
+       "Harvestehude                                                                    29.1        \n",
+       "Hoheluft-West                                                                   24.7        \n",
+       "Lokstedt                                                                        33.5        \n",
+       "Niendorf                                                                        26.2        \n",
+       "Schnelsen                                                                       36.7        \n",
+       "Eidelstedt                                                                      44.2        \n",
+       "Stellingen                                                                      38.8        \n",
+       "Hoheluft-Ost                                                                    24.6        \n",
+       "Eppendorf                                                                       22.8        \n",
+       "Groß Borstel                                                                    33.8        \n",
+       "Alsterdorf                                                                      29.1        \n",
+       "Winterhude                                                                      27.6        \n",
+       "Uhlenhorst                                                                      28.9        \n",
+       "Hohenfelde                                                                      40.3        \n",
+       "Barmbek-Süd                                                                     32.4        \n",
+       "Dulsberg                                                                        46.9        \n",
+       "Barmbek-Nord                                                                    32.3        \n",
+       "Ohlsdorf                                                                        29.9        \n",
+       "Fuhlsbüttel                                                                     31.9        \n",
+       "Langenhorn                                                                      35.9        \n",
+       "Eilbek                                                                          36.0        \n",
+       "Wandsbek                                                                        40.9        \n",
+       "Marienthal                                                                      33.7        \n",
+       "Jenfeld                                                                         62.3        \n",
+       "Tonndorf                                                                        45.3        \n",
+       "Farmsen-Berne                                                                   37.0        \n",
+       "Bramfeld                                                                        34.7        \n",
+       "Steilshoop                                                                      57.8        \n",
+       "Wellingsbüttel                                                                  21.5        \n",
+       "Sasel                                                                           20.2        \n",
+       "Poppenbüttel                                                                    26.1        \n",
+       "Hummelsbüttel                                                                   40.0        \n",
+       "Lemsahl-Mellingstedt                                                            19.1        \n",
+       "Duvenstedt                                                                      17.8        \n",
+       "Wohldorf-Ohlstedt                                                               16.8        \n",
+       "Bergstedt                                                                       19.8        \n",
+       "Volksdorf                                                                       19.5        \n",
+       "Rahlstedt                                                                       39.4        \n",
+       "Lohbrügge                                                                       44.6        \n",
+       "Bergedorf                                                                       37.2        \n",
+       "Curslack                                                                        30.0        \n",
+       "Altengamme                                                                      12.6        \n",
+       "Neuengamme                                                                      12.4        \n",
+       "Kirchwerder                                                                     14.8        \n",
+       "Ochsenwerder                                                                    18.3        \n",
+       "Reitbrook                                                                       13.7        \n",
+       "Allermöhe                                                                       26.7        \n",
+       "Billwerder                                                                      67.7        \n",
+       "Moorfleet                                                                       27.1        \n",
+       "Tatenberg                                                                       14.5        \n",
+       "Spadenland                                                                      10.6        \n",
+       "Neuallermöhe                                                                    65.9        \n",
+       "Harburg                                                                         64.8        \n",
+       "Neuland und Gut Moor                                                            51.5        \n",
+       "Wilstorf                                                                        51.6        \n",
+       "Rönneburg                                                                       42.8        \n",
+       "Langenbek                                                                       37.9        \n",
+       "Sinstorf                                                                        49.4        \n",
+       "Marmstorf                                                                       33.3        \n",
+       "Eißendorf                                                                       45.1        \n",
+       "Heimfeld                                                                        50.4        \n",
+       "Moorburg und Altenwerder                                                        19.9        \n",
+       "Hausbruch                                                                       56.1        \n",
+       "Neugraben-Fischbek                                                              50.5        \n",
+       "Francop                                                                         25.0        \n",
+       "Neuenfelde                                                                      52.9        \n",
+       "Cranz                                                                           43.9        \n",
+       "\n",
+       "                                   Unter 18-Jährige mit Migrations-hintergrund  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           424   \n",
+       "HafenCity                                                                  769   \n",
+       "Neustadt                                                                   673   \n",
+       "St. Pauli                                                                 1458   \n",
+       "St. Georg                                                                  866   \n",
+       "Hammerbrook                                                                636   \n",
+       "Borgfelde                                                                  900   \n",
+       "Hamm                                                                      2983   \n",
+       "Horn                                                                      4802   \n",
+       "Billstedt                                                                11222   \n",
+       "Billbrook                                                                  583   \n",
+       "Rothenburgsort                                                            1461   \n",
+       "Veddel                                                                     779   \n",
+       "Wilhelmsburg                                                              8470   \n",
+       "Kleiner Grasbrook und Steinwerder                                           57   \n",
+       "Waltershof und Finkenwerder                                               1064   \n",
+       "Altona-Altstadt                                                           2497   \n",
+       "Sternschanze                                                               545   \n",
+       "Altona-Nord                                                               2164   \n",
+       "Ottensen                                                                  2031   \n",
+       "Bahrenfeld                                                                2982   \n",
+       "Groß Flottbek                                                              720   \n",
+       "Othmarschen                                                               1410   \n",
+       "Lurup                                                                     5387   \n",
+       "Osdorf                                                                    3050   \n",
+       "Nienstedten                                                                417   \n",
+       "Blankenese                                                                 799   \n",
+       "Iserbrook                                                                  853   \n",
+       "Sülldorf                                                                   693   \n",
+       "Rissen                                                                    1262   \n",
+       "Eimsbüttel                                                                2617   \n",
+       "Rotherbaum                                                                 875   \n",
+       "Harvestehude                                                              1042   \n",
+       "Hoheluft-West                                                              581   \n",
+       "Lokstedt                                                                  2435   \n",
+       "Niendorf                                                                  2741   \n",
+       "Schnelsen                                                                 3192   \n",
+       "Eidelstedt                                                                4263   \n",
+       "Stellingen                                                                2417   \n",
+       "Hoheluft-Ost                                                               423   \n",
+       "Eppendorf                                                                 1128   \n",
+       "Groß Borstel                                                               952   \n",
+       "Alsterdorf                                                                1043   \n",
+       "Winterhude                                                                3205   \n",
+       "Uhlenhorst                                                                1174   \n",
+       "Hohenfelde                                                                 788   \n",
+       "Barmbek-Süd                                                               2113   \n",
+       "Dulsberg                                                                  1464   \n",
+       "Barmbek-Nord                                                              2475   \n",
+       "Ohlsdorf                                                                  1232   \n",
+       "Fuhlsbüttel                                                               1211   \n",
+       "Langenhorn                                                                4356   \n",
+       "Eilbek                                                                    1581   \n",
+       "Wandsbek                                                                  3560   \n",
+       "Marienthal                                                                1049   \n",
+       "Jenfeld                                                                   4728   \n",
+       "Tonndorf                                                                  1706   \n",
+       "Farmsen-Berne                                                             3730   \n",
+       "Bramfeld                                                                  4316   \n",
+       "Steilshoop                                                                3140   \n",
+       "Wellingsbüttel                                                             671   \n",
+       "Sasel                                                                     1451   \n",
+       "Poppenbüttel                                                              1843   \n",
+       "Hummelsbüttel                                                             1981   \n",
+       "Lemsahl-Mellingstedt                                                       438   \n",
+       "Duvenstedt                                                                 376   \n",
+       "Wohldorf-Ohlstedt                                                          277   \n",
+       "Bergstedt                                                                  737   \n",
+       "Volksdorf                                                                 1257   \n",
+       "Rahlstedt                                                                 9932   \n",
+       "Lohbrügge                                                                 4385   \n",
+       "Bergedorf                                                                 3460   \n",
+       "Curslack                                                                   388   \n",
+       "Altengamme                                                                  75   \n",
+       "Neuengamme                                                                 129   \n",
+       "Kirchwerder                                                                423   \n",
+       "Ochsenwerder                                                               171   \n",
+       "Reitbrook                                                                   22   \n",
+       "Allermöhe                                                                   84   \n",
+       "Billwerder                                                                 740   \n",
+       "Moorfleet                                                                   77   \n",
+       "Tatenberg                                                                   16   \n",
+       "Spadenland                                                                  12   \n",
+       "Neuallermöhe                                                              4205   \n",
+       "Harburg                                                                   3812   \n",
+       "Neuland und Gut Moor                                                       327   \n",
+       "Wilstorf                                                                  2448   \n",
+       "Rönneburg                                                                  411   \n",
+       "Langenbek                                                                  377   \n",
+       "Sinstorf                                                                   768   \n",
+       "Marmstorf                                                                  805   \n",
+       "Eißendorf                                                                 2865   \n",
+       "Heimfeld                                                                  2735   \n",
+       "Moorburg und Altenwerder                                                    31   \n",
+       "Hausbruch                                                                 2303   \n",
+       "Neugraben-Fischbek                                                        4940   \n",
+       "Francop                                                                     32   \n",
+       "Neuenfelde                                                                 842   \n",
+       "Cranz                                                                       91   \n",
+       "\n",
+       "                                   Anteil der unter 18-Jährigen mit Migrations-hintergrund in %  \\\n",
+       "Stadtgebiet                                                                                       \n",
+       "Hamburg-Altstadt                                                                82.0              \n",
+       "HafenCity                                                                       56.1              \n",
+       "Neustadt                                                                        47.8              \n",
+       "St. Pauli                                                                       49.4              \n",
+       "St. Georg                                                                       61.7              \n",
+       "Hammerbrook                                                                     85.5              \n",
+       "Borgfelde                                                                       78.4              \n",
+       "Hamm                                                                            64.6              \n",
+       "Horn                                                                            77.4              \n",
+       "Billstedt                                                                       80.3              \n",
+       "Billbrook                                                                       98.5              \n",
+       "Rothenburgsort                                                                  82.6              \n",
+       "Veddel                                                                          92.7              \n",
+       "Wilhelmsburg                                                                    77.9              \n",
+       "Kleiner Grasbrook und Steinwerder                                               90.5              \n",
+       "Waltershof und Finkenwerder                                                     53.7              \n",
+       "Altona-Altstadt                                                                 55.2              \n",
+       "Sternschanze                                                                    49.9              \n",
+       "Altona-Nord                                                                     49.8              \n",
+       "Ottensen                                                                        37.9              \n",
+       "Bahrenfeld                                                                      53.5              \n",
+       "Groß Flottbek                                                                   32.9              \n",
+       "Othmarschen                                                                     40.9              \n",
+       "Lurup                                                                           70.7              \n",
+       "Osdorf                                                                          58.8              \n",
+       "Nienstedten                                                                     30.8              \n",
+       "Blankenese                                                                      31.6              \n",
+       "Iserbrook                                                                       39.8              \n",
+       "Sülldorf                                                                        37.9              \n",
+       "Rissen                                                                          39.7              \n",
+       "Eimsbüttel                                                                      35.7              \n",
+       "Rotherbaum                                                                      38.1              \n",
+       "Harvestehude                                                                    38.5              \n",
+       "Hoheluft-West                                                                   34.2              \n",
+       "Lokstedt                                                                        44.4              \n",
+       "Niendorf                                                                        40.0              \n",
+       "Schnelsen                                                                       54.0              \n",
+       "Eidelstedt                                                                      63.7              \n",
+       "Stellingen                                                                      55.5              \n",
+       "Hoheluft-Ost                                                                    33.9              \n",
+       "Eppendorf                                                                       33.7              \n",
+       "Groß Borstel                                                                    46.3              \n",
+       "Alsterdorf                                                                      43.1              \n",
+       "Winterhude                                                                      41.8              \n",
+       "Uhlenhorst                                                                      45.8              \n",
+       "Hohenfelde                                                                      61.9              \n",
+       "Barmbek-Süd                                                                     52.1              \n",
+       "Dulsberg                                                                        75.3              \n",
+       "Barmbek-Nord                                                                    52.2              \n",
+       "Ohlsdorf                                                                        41.1              \n",
+       "Fuhlsbüttel                                                                     50.6              \n",
+       "Langenhorn                                                                      50.9              \n",
+       "Eilbek                                                                          56.7              \n",
+       "Wandsbek                                                                        65.0              \n",
+       "Marienthal                                                                      47.6              \n",
+       "Jenfeld                                                                         81.4              \n",
+       "Tonndorf                                                                        64.0              \n",
+       "Farmsen-Berne                                                                   54.0              \n",
+       "Bramfeld                                                                        52.8              \n",
+       "Steilshoop                                                                      78.1              \n",
+       "Wellingsbüttel                                                                  31.9              \n",
+       "Sasel                                                                           30.7              \n",
+       "Poppenbüttel                                                                    43.8              \n",
+       "Hummelsbüttel                                                                   57.2              \n",
+       "Lemsahl-Mellingstedt                                                            30.3              \n",
+       "Duvenstedt                                                                      30.8              \n",
+       "Wohldorf-Ohlstedt                                                               27.5              \n",
+       "Bergstedt                                                                       32.3              \n",
+       "Volksdorf                                                                       31.1              \n",
+       "Rahlstedt                                                                       55.7              \n",
+       "Lohbrügge                                                                       64.5              \n",
+       "Bergedorf                                                                       52.8              \n",
+       "Curslack                                                                        44.8              \n",
+       "Altengamme                                                                      17.0              \n",
+       "Neuengamme                                                                      20.5              \n",
+       "Kirchwerder                                                                     22.3              \n",
+       "Ochsenwerder                                                                    28.0              \n",
+       "Reitbrook                                                                       24.4              \n",
+       "Allermöhe                                                                       38.7              \n",
+       "Billwerder                                                                      85.6              \n",
+       "Moorfleet                                                                       41.0              \n",
+       "Tatenberg                                                                       16.8              \n",
+       "Spadenland                                                                      15.8              \n",
+       "Neuallermöhe                                                                    80.1              \n",
+       "Harburg                                                                         84.9              \n",
+       "Neuland und Gut Moor                                                            73.5              \n",
+       "Wilstorf                                                                        75.4              \n",
+       "Rönneburg                                                                       62.1              \n",
+       "Langenbek                                                                       56.0              \n",
+       "Sinstorf                                                                        73.1              \n",
+       "Marmstorf                                                                       54.4              \n",
+       "Eißendorf                                                                       64.2              \n",
+       "Heimfeld                                                                        68.7              \n",
+       "Moorburg und Altenwerder                                                        23.8              \n",
+       "Hausbruch                                                                       72.1              \n",
+       "Neugraben-Fischbek                                                              66.3              \n",
+       "Francop                                                                         27.1              \n",
+       "Neuenfelde                                                                      67.5              \n",
+       "Cranz                                                                           69.5              \n",
+       "\n",
+       "                                   Haushalte mit Kindern  \\\n",
+       "Stadtgebiet                                                \n",
+       "Hamburg-Altstadt                                     255   \n",
+       "HafenCity                                            841   \n",
+       "Neustadt                                             954   \n",
+       "St. Pauli                                           1898   \n",
+       "St. Georg                                            862   \n",
+       "Hammerbrook                                          428   \n",
+       "Borgfelde                                            482   \n",
+       "Hamm                                                2955   \n",
+       "Horn                                                3684   \n",
+       "Billstedt                                           7591   \n",
+       "Billbrook                                            111   \n",
+       "Rothenburgsort                                       967   \n",
+       "Veddel                                               469   \n",
+       "Wilhelmsburg                                        5882   \n",
+       "Kleiner Grasbrook und Steinwerder                     39   \n",
+       "Waltershof und Finkenwerder                         1156   \n",
+       "Altona-Altstadt                                     2840   \n",
+       "Sternschanze                                         711   \n",
+       "Altona-Nord                                         2694   \n",
+       "Ottensen                                            3522   \n",
+       "Bahrenfeld                                          2986   \n",
+       "Groß Flottbek                                       1262   \n",
+       "Othmarschen                                         1923   \n",
+       "Lurup                                               4326   \n",
+       "Osdorf                                              3009   \n",
+       "Nienstedten                                          792   \n",
+       "Blankenese                                          1448   \n",
+       "Iserbrook                                           1275   \n",
+       "Sülldorf                                             981   \n",
+       "Rissen                                              1759   \n",
+       "Eimsbüttel                                          4938   \n",
+       "Rotherbaum                                          1502   \n",
+       "Harvestehude                                        1653   \n",
+       "Hoheluft-West                                       1165   \n",
+       "Lokstedt                                            3240   \n",
+       "Niendorf                                            4117   \n",
+       "Schnelsen                                           3378   \n",
+       "Eidelstedt                                          3856   \n",
+       "Stellingen                                          2581   \n",
+       "Hoheluft-Ost                                         870   \n",
+       "Eppendorf                                           2160   \n",
+       "Groß Borstel                                        1096   \n",
+       "Alsterdorf                                          1472   \n",
+       "Winterhude                                          4983   \n",
+       "Uhlenhorst                                          1643   \n",
+       "Hohenfelde                                           713   \n",
+       "Barmbek-Süd                                         2721   \n",
+       "Dulsberg                                            1236   \n",
+       "Barmbek-Nord                                        3241   \n",
+       "Ohlsdorf                                            1812   \n",
+       "Fuhlsbüttel                                         1220   \n",
+       "Langenhorn                                          4937   \n",
+       "Eilbek                                              1812   \n",
+       "Wandsbek                                            3142   \n",
+       "Marienthal                                          1337   \n",
+       "Jenfeld                                             3019   \n",
+       "Tonndorf                                            1606   \n",
+       "Farmsen-Berne                                       4052   \n",
+       "Bramfeld                                            5122   \n",
+       "Steilshoop                                          2161   \n",
+       "Wellingsbüttel                                      1227   \n",
+       "Sasel                                               2791   \n",
+       "Poppenbüttel                                        2407   \n",
+       "Hummelsbüttel                                       1976   \n",
+       "Lemsahl-Mellingstedt                                 837   \n",
+       "Duvenstedt                                           668   \n",
+       "Wohldorf-Ohlstedt                                    585   \n",
+       "Bergstedt                                           1248   \n",
+       "Volksdorf                                           2201   \n",
+       "Rahlstedt                                           9856   \n",
+       "Lohbrügge                                           4069   \n",
+       "Bergedorf                                           3707   \n",
+       "Curslack                                             405   \n",
+       "Altengamme                                           255   \n",
+       "Neuengamme                                           384   \n",
+       "Kirchwerder                                         1099   \n",
+       "Ochsenwerder                                         353   \n",
+       "Reitbrook                                             52   \n",
+       "Allermöhe                                            123   \n",
+       "Billwerder                                           139   \n",
+       "Moorfleet                                            106   \n",
+       "Tatenberg                                             62   \n",
+       "Spadenland                                            48   \n",
+       "Neuallermöhe                                        2951   \n",
+       "Harburg                                             2473   \n",
+       "Neuland und Gut Moor                                 168   \n",
+       "Wilstorf                                            1852   \n",
+       "Rönneburg                                            336   \n",
+       "Langenbek                                            418   \n",
+       "Sinstorf                                             454   \n",
+       "Marmstorf                                            880   \n",
+       "Eißendorf                                           2602   \n",
+       "Heimfeld                                            2291   \n",
+       "Moorburg und Altenwerder                              75   \n",
+       "Hausbruch                                           1837   \n",
+       "Neugraben-Fischbek                                  4053   \n",
+       "Francop                                               73   \n",
+       "Neuenfelde                                           591   \n",
+       "Cranz                                                 78   \n",
+       "\n",
+       "                                   Anteil der Haushalte mit Kindern in %  \\\n",
+       "Stadtgebiet                                                                \n",
+       "Hamburg-Altstadt                                                    13.5   \n",
+       "HafenCity                                                           26.4   \n",
+       "Neustadt                                                            11.0   \n",
+       "St. Pauli                                                           12.8   \n",
+       "St. Georg                                                           11.2   \n",
+       "Hammerbrook                                                         14.2   \n",
+       "Borgfelde                                                           10.9   \n",
+       "Hamm                                                                11.3   \n",
+       "Horn                                                                16.3   \n",
+       "Billstedt                                                           21.3   \n",
+       "Billbrook                                                           20.4   \n",
+       "Rothenburgsort                                                      18.3   \n",
+       "Veddel                                                              20.7   \n",
+       "Wilhelmsburg                                                        22.4   \n",
+       "Kleiner Grasbrook und Steinwerder                                    4.4   \n",
+       "Waltershof und Finkenwerder                                         18.3   \n",
+       "Altona-Altstadt                                                     15.6   \n",
+       "Sternschanze                                                        13.6   \n",
+       "Altona-Nord                                                         17.5   \n",
+       "Ottensen                                                            16.2   \n",
+       "Bahrenfeld                                                          17.3   \n",
+       "Groß Flottbek                                                       23.5   \n",
+       "Othmarschen                                                         25.0   \n",
+       "Lurup                                                               23.8   \n",
+       "Osdorf                                                              22.7   \n",
+       "Nienstedten                                                         22.6   \n",
+       "Blankenese                                                          20.8   \n",
+       "Iserbrook                                                           22.0   \n",
+       "Sülldorf                                                            21.5   \n",
+       "Rissen                                                              21.6   \n",
+       "Eimsbüttel                                                          12.7   \n",
+       "Rotherbaum                                                          13.7   \n",
+       "Harvestehude                                                        15.3   \n",
+       "Hoheluft-West                                                       13.0   \n",
+       "Lokstedt                                                            19.6   \n",
+       "Niendorf                                                            18.2   \n",
+       "Schnelsen                                                           22.6   \n",
+       "Eidelstedt                                                          20.9   \n",
+       "Stellingen                                                          16.5   \n",
+       "Hoheluft-Ost                                                        13.7   \n",
+       "Eppendorf                                                           13.9   \n",
+       "Groß Borstel                                                        20.6   \n",
+       "Alsterdorf                                                          18.2   \n",
+       "Winterhude                                                          13.7   \n",
+       "Uhlenhorst                                                          13.9   \n",
+       "Hohenfelde                                                          11.2   \n",
+       "Barmbek-Süd                                                         11.1   \n",
+       "Dulsberg                                                            10.4   \n",
+       "Barmbek-Nord                                                        10.9   \n",
+       "Ohlsdorf                                                            19.0   \n",
+       "Fuhlsbüttel                                                         16.7   \n",
+       "Langenhorn                                                          20.7   \n",
+       "Eilbek                                                              12.3   \n",
+       "Wandsbek                                                            13.9   \n",
+       "Marienthal                                                          18.5   \n",
+       "Jenfeld                                                             21.8   \n",
+       "Tonndorf                                                            18.9   \n",
+       "Farmsen-Berne                                                       21.3   \n",
+       "Bramfeld                                                            17.0   \n",
+       "Steilshoop                                                          22.0   \n",
+       "Wellingsbüttel                                                      22.8   \n",
+       "Sasel                                                               24.4   \n",
+       "Poppenbüttel                                                        20.8   \n",
+       "Hummelsbüttel                                                       21.9   \n",
+       "Lemsahl-Mellingstedt                                                26.8   \n",
+       "Duvenstedt                                                          25.7   \n",
+       "Wohldorf-Ohlstedt                                                   27.1   \n",
+       "Bergstedt                                                           25.7   \n",
+       "Volksdorf                                                           22.9   \n",
+       "Rahlstedt                                                           20.6   \n",
+       "Lohbrügge                                                           18.7   \n",
+       "Bergedorf                                                           19.5   \n",
+       "Curslack                                                            23.5   \n",
+       "Altengamme                                                          24.1   \n",
+       "Neuengamme                                                          21.8   \n",
+       "Kirchwerder                                                         23.3   \n",
+       "Ochsenwerder                                                        25.0   \n",
+       "Reitbrook                                                           20.0   \n",
+       "Allermöhe                                                           17.0   \n",
+       "Billwerder                                                          17.6   \n",
+       "Moorfleet                                                           18.2   \n",
+       "Tatenberg                                                           22.8   \n",
+       "Spadenland                                                          17.5   \n",
+       "Neuallermöhe                                                        29.8   \n",
+       "Harburg                                                             15.8   \n",
+       "Neuland und Gut Moor                                                23.6   \n",
+       "Wilstorf                                                            19.4   \n",
+       "Rönneburg                                                           21.6   \n",
+       "Langenbek                                                           20.7   \n",
+       "Sinstorf                                                            25.8   \n",
+       "Marmstorf                                                           19.1   \n",
+       "Eißendorf                                                           19.5   \n",
+       "Heimfeld                                                            18.6   \n",
+       "Moorburg und Altenwerder                                            18.9   \n",
+       "Hausbruch                                                           23.5   \n",
+       "Neugraben-Fischbek                                                  26.0   \n",
+       "Francop                                                             19.5   \n",
+       "Neuenfelde                                                          25.3   \n",
+       "Cranz                                                               17.0   \n",
+       "\n",
+       "                                   Allein-erziehende  \\\n",
+       "Stadtgebiet                                            \n",
+       "Hamburg-Altstadt                                  69   \n",
+       "HafenCity                                        119   \n",
+       "Neustadt                                         286   \n",
+       "St. Pauli                                        665   \n",
+       "St. Georg                                        219   \n",
+       "Hammerbrook                                      106   \n",
+       "Borgfelde                                        125   \n",
+       "Hamm                                             959   \n",
+       "Horn                                            1262   \n",
+       "Billstedt                                       2437   \n",
+       "Billbrook                                         35   \n",
+       "Rothenburgsort                                   330   \n",
+       "Veddel                                           143   \n",
+       "Wilhelmsburg                                    1576   \n",
+       "Kleiner Grasbrook und Steinwerder                 13   \n",
+       "Waltershof und Finkenwerder                      312   \n",
+       "Altona-Altstadt                                  935   \n",
+       "Sternschanze                                     243   \n",
+       "Altona-Nord                                      725   \n",
+       "Ottensen                                        1005   \n",
+       "Bahrenfeld                                       746   \n",
+       "Groß Flottbek                                    191   \n",
+       "Othmarschen                                      298   \n",
+       "Lurup                                           1283   \n",
+       "Osdorf                                           864   \n",
+       "Nienstedten                                      123   \n",
+       "Blankenese                                       228   \n",
+       "Iserbrook                                        293   \n",
+       "Sülldorf                                         228   \n",
+       "Rissen                                           349   \n",
+       "Eimsbüttel                                      1301   \n",
+       "Rotherbaum                                       311   \n",
+       "Harvestehude                                     362   \n",
+       "Hoheluft-West                                    265   \n",
+       "Lokstedt                                         640   \n",
+       "Niendorf                                         873   \n",
+       "Schnelsen                                        838   \n",
+       "Eidelstedt                                      1011   \n",
+       "Stellingen                                       585   \n",
+       "Hoheluft-Ost                                     199   \n",
+       "Eppendorf                                        470   \n",
+       "Groß Borstel                                     279   \n",
+       "Alsterdorf                                       354   \n",
+       "Winterhude                                      1079   \n",
+       "Uhlenhorst                                       329   \n",
+       "Hohenfelde                                       172   \n",
+       "Barmbek-Süd                                      769   \n",
+       "Dulsberg                                         554   \n",
+       "Barmbek-Nord                                     938   \n",
+       "Ohlsdorf                                         400   \n",
+       "Fuhlsbüttel                                      290   \n",
+       "Langenhorn                                      1238   \n",
+       "Eilbek                                           495   \n",
+       "Wandsbek                                         840   \n",
+       "Marienthal                                       264   \n",
+       "Jenfeld                                          899   \n",
+       "Tonndorf                                         418   \n",
+       "Farmsen-Berne                                   1085   \n",
+       "Bramfeld                                        1479   \n",
+       "Steilshoop                                       727   \n",
+       "Wellingsbüttel                                   169   \n",
+       "Sasel                                            397   \n",
+       "Poppenbüttel                                     412   \n",
+       "Hummelsbüttel                                    504   \n",
+       "Lemsahl-Mellingstedt                             115   \n",
+       "Duvenstedt                                       137   \n",
+       "Wohldorf-Ohlstedt                                 84   \n",
+       "Bergstedt                                        241   \n",
+       "Volksdorf                                        417   \n",
+       "Rahlstedt                                       2766   \n",
+       "Lohbrügge                                       1165   \n",
+       "Bergedorf                                        957   \n",
+       "Curslack                                          82   \n",
+       "Altengamme                                        37   \n",
+       "Neuengamme                                        68   \n",
+       "Kirchwerder                                      190   \n",
+       "Ochsenwerder                                      48   \n",
+       "Reitbrook                                          8   \n",
+       "Allermöhe                                         26   \n",
+       "Billwerder                                        34   \n",
+       "Moorfleet                                         24   \n",
+       "Tatenberg                                          5   \n",
+       "Spadenland                                         7   \n",
+       "Neuallermöhe                                     895   \n",
+       "Harburg                                          717   \n",
+       "Neuland und Gut Moor                              34   \n",
+       "Wilstorf                                         491   \n",
+       "Rönneburg                                         62   \n",
+       "Langenbek                                        109   \n",
+       "Sinstorf                                          83   \n",
+       "Marmstorf                                        201   \n",
+       "Eißendorf                                        650   \n",
+       "Heimfeld                                         596   \n",
+       "Moorburg und Altenwerder                          31   \n",
+       "Hausbruch                                        486   \n",
+       "Neugraben-Fischbek                               987   \n",
+       "Francop                                           15   \n",
+       "Neuenfelde                                       128   \n",
+       "Cranz                                             21   \n",
+       "\n",
+       "                                  Anteil der Haushalte von Allein-erziehenden in %  \\\n",
+       "Stadtgebiet                                                                          \n",
+       "Hamburg-Altstadt                                                              27.1   \n",
+       "HafenCity                                                                     14.1   \n",
+       "Neustadt                                                                        30   \n",
+       "St. Pauli                                                                       35   \n",
+       "St. Georg                                                                     25.4   \n",
+       "Hammerbrook                                                                   24.8   \n",
+       "Borgfelde                                                                     25.9   \n",
+       "Hamm                                                                          32.5   \n",
+       "Horn                                                                          34.3   \n",
+       "Billstedt                                                                     32.1   \n",
+       "Billbrook                                                                     31.5   \n",
+       "Rothenburgsort                                                                34.1   \n",
+       "Veddel                                                                        30.5   \n",
+       "Wilhelmsburg                                                                  26.8   \n",
+       "Kleiner Grasbrook und Steinwerder                                                    \n",
+       "Waltershof und Finkenwerder                                                     27   \n",
+       "Altona-Altstadt                                                               32.9   \n",
+       "Sternschanze                                                                  34.2   \n",
+       "Altona-Nord                                                                   26.9   \n",
+       "Ottensen                                                                      28.5   \n",
+       "Bahrenfeld                                                                      25   \n",
+       "Groß Flottbek                                                                 15.1   \n",
+       "Othmarschen                                                                   15.5   \n",
+       "Lurup                                                                         29.7   \n",
+       "Osdorf                                                                        28.7   \n",
+       "Nienstedten                                                                   15.5   \n",
+       "Blankenese                                                                    15.7   \n",
+       "Iserbrook                                                                       23   \n",
+       "Sülldorf                                                                      23.2   \n",
+       "Rissen                                                                        19.8   \n",
+       "Eimsbüttel                                                                    26.3   \n",
+       "Rotherbaum                                                                    20.7   \n",
+       "Harvestehude                                                                  21.9   \n",
+       "Hoheluft-West                                                                 22.7   \n",
+       "Lokstedt                                                                      19.8   \n",
+       "Niendorf                                                                      21.2   \n",
+       "Schnelsen                                                                     24.8   \n",
+       "Eidelstedt                                                                    26.2   \n",
+       "Stellingen                                                                    22.7   \n",
+       "Hoheluft-Ost                                                                  22.9   \n",
+       "Eppendorf                                                                     21.8   \n",
+       "Groß Borstel                                                                  25.5   \n",
+       "Alsterdorf                                                                      24   \n",
+       "Winterhude                                                                    21.7   \n",
+       "Uhlenhorst                                                                      20   \n",
+       "Hohenfelde                                                                    24.1   \n",
+       "Barmbek-Süd                                                                   28.3   \n",
+       "Dulsberg                                                                      44.8   \n",
+       "Barmbek-Nord                                                                  28.9   \n",
+       "Ohlsdorf                                                                      22.1   \n",
+       "Fuhlsbüttel                                                                   23.8   \n",
+       "Langenhorn                                                                    25.1   \n",
+       "Eilbek                                                                        27.3   \n",
+       "Wandsbek                                                                      26.7   \n",
+       "Marienthal                                                                    19.7   \n",
+       "Jenfeld                                                                       29.8   \n",
+       "Tonndorf                                                                        26   \n",
+       "Farmsen-Berne                                                                 26.8   \n",
+       "Bramfeld                                                                      28.9   \n",
+       "Steilshoop                                                                    33.6   \n",
+       "Wellingsbüttel                                                                13.8   \n",
+       "Sasel                                                                         14.2   \n",
+       "Poppenbüttel                                                                  17.1   \n",
+       "Hummelsbüttel                                                                 25.5   \n",
+       "Lemsahl-Mellingstedt                                                          13.7   \n",
+       "Duvenstedt                                                                    20.5   \n",
+       "Wohldorf-Ohlstedt                                                             14.4   \n",
+       "Bergstedt                                                                     19.3   \n",
+       "Volksdorf                                                                     18.9   \n",
+       "Rahlstedt                                                                     28.1   \n",
+       "Lohbrügge                                                                     28.6   \n",
+       "Bergedorf                                                                     25.8   \n",
+       "Curslack                                                                      20.2   \n",
+       "Altengamme                                                                    14.5   \n",
+       "Neuengamme                                                                    17.7   \n",
+       "Kirchwerder                                                                   17.3   \n",
+       "Ochsenwerder                                                                  13.6   \n",
+       "Reitbrook                                                                     15.4   \n",
+       "Allermöhe                                                                     21.1   \n",
+       "Billwerder                                                                    24.5   \n",
+       "Moorfleet                                                                     22.6   \n",
+       "Tatenberg                                                                      8.1   \n",
+       "Spadenland                                                                           \n",
+       "Neuallermöhe                                                                  30.3   \n",
+       "Harburg                                                                         29   \n",
+       "Neuland und Gut Moor                                                          20.2   \n",
+       "Wilstorf                                                                      26.5   \n",
+       "Rönneburg                                                                     18.5   \n",
+       "Langenbek                                                                     26.1   \n",
+       "Sinstorf                                                                      18.3   \n",
+       "Marmstorf                                                                     22.8   \n",
+       "Eißendorf                                                                       25   \n",
+       "Heimfeld                                                                        26   \n",
+       "Moorburg und Altenwerder                                                      41.3   \n",
+       "Hausbruch                                                                     26.5   \n",
+       "Neugraben-Fischbek                                                            24.4   \n",
+       "Francop                                                                       20.5   \n",
+       "Neuenfelde                                                                    21.7   \n",
+       "Cranz                                                                         26.9   \n",
+       "\n",
+       "                                   ...  \\\n",
+       "Stadtgebiet                        ...   \n",
+       "Hamburg-Altstadt                   ...   \n",
+       "HafenCity                          ...   \n",
+       "Neustadt                           ...   \n",
+       "St. Pauli                          ...   \n",
+       "St. Georg                          ...   \n",
+       "Hammerbrook                        ...   \n",
+       "Borgfelde                          ...   \n",
+       "Hamm                               ...   \n",
+       "Horn                               ...   \n",
+       "Billstedt                          ...   \n",
+       "Billbrook                          ...   \n",
+       "Rothenburgsort                     ...   \n",
+       "Veddel                             ...   \n",
+       "Wilhelmsburg                       ...   \n",
+       "Kleiner Grasbrook und Steinwerder  ...   \n",
+       "Waltershof und Finkenwerder        ...   \n",
+       "Altona-Altstadt                    ...   \n",
+       "Sternschanze                       ...   \n",
+       "Altona-Nord                        ...   \n",
+       "Ottensen                           ...   \n",
+       "Bahrenfeld                         ...   \n",
+       "Groß Flottbek                      ...   \n",
+       "Othmarschen                        ...   \n",
+       "Lurup                              ...   \n",
+       "Osdorf                             ...   \n",
+       "Nienstedten                        ...   \n",
+       "Blankenese                         ...   \n",
+       "Iserbrook                          ...   \n",
+       "Sülldorf                           ...   \n",
+       "Rissen                             ...   \n",
+       "Eimsbüttel                         ...   \n",
+       "Rotherbaum                         ...   \n",
+       "Harvestehude                       ...   \n",
+       "Hoheluft-West                      ...   \n",
+       "Lokstedt                           ...   \n",
+       "Niendorf                           ...   \n",
+       "Schnelsen                          ...   \n",
+       "Eidelstedt                         ...   \n",
+       "Stellingen                         ...   \n",
+       "Hoheluft-Ost                       ...   \n",
+       "Eppendorf                          ...   \n",
+       "Groß Borstel                       ...   \n",
+       "Alsterdorf                         ...   \n",
+       "Winterhude                         ...   \n",
+       "Uhlenhorst                         ...   \n",
+       "Hohenfelde                         ...   \n",
+       "Barmbek-Süd                        ...   \n",
+       "Dulsberg                           ...   \n",
+       "Barmbek-Nord                       ...   \n",
+       "Ohlsdorf                           ...   \n",
+       "Fuhlsbüttel                        ...   \n",
+       "Langenhorn                         ...   \n",
+       "Eilbek                             ...   \n",
+       "Wandsbek                           ...   \n",
+       "Marienthal                         ...   \n",
+       "Jenfeld                            ...   \n",
+       "Tonndorf                           ...   \n",
+       "Farmsen-Berne                      ...   \n",
+       "Bramfeld                           ...   \n",
+       "Steilshoop                         ...   \n",
+       "Wellingsbüttel                     ...   \n",
+       "Sasel                              ...   \n",
+       "Poppenbüttel                       ...   \n",
+       "Hummelsbüttel                      ...   \n",
+       "Lemsahl-Mellingstedt               ...   \n",
+       "Duvenstedt                         ...   \n",
+       "Wohldorf-Ohlstedt                  ...   \n",
+       "Bergstedt                          ...   \n",
+       "Volksdorf                          ...   \n",
+       "Rahlstedt                          ...   \n",
+       "Lohbrügge                          ...   \n",
+       "Bergedorf                          ...   \n",
+       "Curslack                           ...   \n",
+       "Altengamme                         ...   \n",
+       "Neuengamme                         ...   \n",
+       "Kirchwerder                        ...   \n",
+       "Ochsenwerder                       ...   \n",
+       "Reitbrook                          ...   \n",
+       "Allermöhe                          ...   \n",
+       "Billwerder                         ...   \n",
+       "Moorfleet                          ...   \n",
+       "Tatenberg                          ...   \n",
+       "Spadenland                         ...   \n",
+       "Neuallermöhe                       ...   \n",
+       "Harburg                            ...   \n",
+       "Neuland und Gut Moor               ...   \n",
+       "Wilstorf                           ...   \n",
+       "Rönneburg                          ...   \n",
+       "Langenbek                          ...   \n",
+       "Sinstorf                           ...   \n",
+       "Marmstorf                          ...   \n",
+       "Eißendorf                          ...   \n",
+       "Heimfeld                           ...   \n",
+       "Moorburg und Altenwerder           ...   \n",
+       "Hausbruch                          ...   \n",
+       "Neugraben-Fischbek                 ...   \n",
+       "Francop                            ...   \n",
+       "Neuenfelde                         ...   \n",
+       "Cranz                              ...   \n",
+       "\n",
+       "                                   Schüler:innen der Sekundar-stufe I (2022/2023)  \\\n",
+       "Stadtgebiet                                                                         \n",
+       "Hamburg-Altstadt                                                              127   \n",
+       "HafenCity                                                                     221   \n",
+       "Neustadt                                                                      340   \n",
+       "St. Pauli                                                                     907   \n",
+       "St. Georg                                                                     356   \n",
+       "Hammerbrook                                                                   144   \n",
+       "Borgfelde                                                                     306   \n",
+       "Hamm                                                                         1205   \n",
+       "Horn                                                                         1858   \n",
+       "Billstedt                                                                    4633   \n",
+       "Billbrook                                                                     217   \n",
+       "Rothenburgsort                                                                513   \n",
+       "Veddel                                                                        282   \n",
+       "Wilhelmsburg                                                                 3436   \n",
+       "Kleiner Grasbrook und Steinwerder                                              20   \n",
+       "Waltershof und Finkenwerder                                                   574   \n",
+       "Altona-Altstadt                                                              1359   \n",
+       "Sternschanze                                                                  315   \n",
+       "Altona-Nord                                                                  1166   \n",
+       "Ottensen                                                                     1661   \n",
+       "Bahrenfeld                                                                   1529   \n",
+       "Groß Flottbek                                                                 712   \n",
+       "Othmarschen                                                                  1009   \n",
+       "Lurup                                                                        2356   \n",
+       "Osdorf                                                                       1756   \n",
+       "Nienstedten                                                                   457   \n",
+       "Blankenese                                                                    900   \n",
+       "Iserbrook                                                                     695   \n",
+       "Sülldorf                                                                      615   \n",
+       "Rissen                                                                       1055   \n",
+       "Eimsbüttel                                                                   2058   \n",
+       "Rotherbaum                                                                    659   \n",
+       "Harvestehude                                                                  812   \n",
+       "Hoheluft-West                                                                 432   \n",
+       "Lokstedt                                                                     1650   \n",
+       "Niendorf                                                                     2160   \n",
+       "Schnelsen                                                                    1866   \n",
+       "Eidelstedt                                                                   1919   \n",
+       "Stellingen                                                                   1219   \n",
+       "Hoheluft-Ost                                                                  326   \n",
+       "Eppendorf                                                                     945   \n",
+       "Groß Borstel                                                                  571   \n",
+       "Alsterdorf                                                                    794   \n",
+       "Winterhude                                                                   1922   \n",
+       "Uhlenhorst                                                                    710   \n",
+       "Hohenfelde                                                                    375   \n",
+       "Barmbek-Süd                                                                  1057   \n",
+       "Dulsberg                                                                      623   \n",
+       "Barmbek-Nord                                                                 1097   \n",
+       "Ohlsdorf                                                                      927   \n",
+       "Fuhlsbüttel                                                                   792   \n",
+       "Langenhorn                                                                   2481   \n",
+       "Eilbek                                                                        740   \n",
+       "Wandsbek                                                                     1450   \n",
+       "Marienthal                                                                    663   \n",
+       "Jenfeld                                                                      1833   \n",
+       "Tonndorf                                                                      912   \n",
+       "Farmsen-Berne                                                                2130   \n",
+       "Bramfeld                                                                     2405   \n",
+       "Steilshoop                                                                   1312   \n",
+       "Wellingsbüttel                                                                692   \n",
+       "Sasel                                                                        1653   \n",
+       "Poppenbüttel                                                                 1418   \n",
+       "Hummelsbüttel                                                                1113   \n",
+       "Lemsahl-Mellingstedt                                                          461   \n",
+       "Duvenstedt                                                                    444   \n",
+       "Wohldorf-Ohlstedt                                                             317   \n",
+       "Bergstedt                                                                     880   \n",
+       "Volksdorf                                                                    1428   \n",
+       "Rahlstedt                                                                    5264   \n",
+       "Lohbrügge                                                                    2083   \n",
+       "Bergedorf                                                                    2032   \n",
+       "Curslack                                                                      260   \n",
+       "Altengamme                                                                    140   \n",
+       "Neuengamme                                                                    200   \n",
+       "Kirchwerder                                                                   582   \n",
+       "Ochsenwerder                                                                  162   \n",
+       "Reitbrook                                                                      25   \n",
+       "Allermöhe                                                                      61   \n",
+       "Billwerder                                                                    250   \n",
+       "Moorfleet                                                                      51   \n",
+       "Tatenberg                                                                      41   \n",
+       "Spadenland                                                                     24   \n",
+       "Neuallermöhe                                                                 1827   \n",
+       "Harburg                                                                      1261   \n",
+       "Neuland und Gut Moor                                                          146   \n",
+       "Wilstorf                                                                      981   \n",
+       "Rönneburg                                                                     243   \n",
+       "Langenbek                                                                     236   \n",
+       "Sinstorf                                                                      323   \n",
+       "Marmstorf                                                                     487   \n",
+       "Eißendorf                                                                    1407   \n",
+       "Heimfeld                                                                     1175   \n",
+       "Moorburg und Altenwerder                                                       46   \n",
+       "Hausbruch                                                                    1022   \n",
+       "Neugraben-Fischbek                                                           2180   \n",
+       "Francop                                                                        36   \n",
+       "Neuenfelde                                                                    414   \n",
+       "Cranz                                                                          38   \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                         \n",
+       "Hamburg-Altstadt                                                                  52                \n",
+       "HafenCity                                                                       32.1                \n",
+       "Neustadt                                                                        39.7                \n",
+       "St. Pauli                                                                       49.6                \n",
+       "St. Georg                                                                       38.2                \n",
+       "Hammerbrook                                                                     63.2                \n",
+       "Borgfelde                                                                       62.4                \n",
+       "Hamm                                                                            57.5                \n",
+       "Horn                                                                            66.1                \n",
+       "Billstedt                                                                       69.9                \n",
+       "Billbrook                                                                       82.9                \n",
+       "Rothenburgsort                                                                  68.6                \n",
+       "Veddel                                                                          74.5                \n",
+       "Wilhelmsburg                                                                    67.5                \n",
+       "Kleiner Grasbrook und Steinwerder                                                                   \n",
+       "Waltershof und Finkenwerder                                                     52.6                \n",
+       "Altona-Altstadt                                                                 50.8                \n",
+       "Sternschanze                                                                    47.3                \n",
+       "Altona-Nord                                                                     49.7                \n",
+       "Ottensen                                                                        40.8                \n",
+       "Bahrenfeld                                                                      53.1                \n",
+       "Groß Flottbek                                                                   10.7                \n",
+       "Othmarschen                                                                       18                \n",
+       "Lurup                                                                           64.9                \n",
+       "Osdorf                                                                          50.7                \n",
+       "Nienstedten                                                                     16.4                \n",
+       "Blankenese                                                                        19                \n",
+       "Iserbrook                                                                       47.3                \n",
+       "Sülldorf                                                                        42.4                \n",
+       "Rissen                                                                            38                \n",
+       "Eimsbüttel                                                                      31.7                \n",
+       "Rotherbaum                                                                        17                \n",
+       "Harvestehude                                                                    18.2                \n",
+       "Hoheluft-West                                                                   24.1                \n",
+       "Lokstedt                                                                        33.6                \n",
+       "Niendorf                                                                        37.1                \n",
+       "Schnelsen                                                                       53.3                \n",
+       "Eidelstedt                                                                      58.4                \n",
+       "Stellingen                                                                      46.3                \n",
+       "Hoheluft-Ost                                                                    19.3                \n",
+       "Eppendorf                                                                       19.8                \n",
+       "Groß Borstel                                                                    41.5                \n",
+       "Alsterdorf                                                                      34.3                \n",
+       "Winterhude                                                                      42.4                \n",
+       "Uhlenhorst                                                                      28.3                \n",
+       "Hohenfelde                                                                        48                \n",
+       "Barmbek-Süd                                                                     50.1                \n",
+       "Dulsberg                                                                        75.3                \n",
+       "Barmbek-Nord                                                                      57                \n",
+       "Ohlsdorf                                                                        49.9                \n",
+       "Fuhlsbüttel                                                                     46.2                \n",
+       "Langenhorn                                                                      54.1                \n",
+       "Eilbek                                                                          48.6                \n",
+       "Wandsbek                                                                        57.6                \n",
+       "Marienthal                                                                      32.4                \n",
+       "Jenfeld                                                                         69.6                \n",
+       "Tonndorf                                                                        58.4                \n",
+       "Farmsen-Berne                                                                   55.9                \n",
+       "Bramfeld                                                                        53.9                \n",
+       "Steilshoop                                                                      70.7                \n",
+       "Wellingsbüttel                                                                  25.9                \n",
+       "Sasel                                                                           28.8                \n",
+       "Poppenbüttel                                                                    33.7                \n",
+       "Hummelsbüttel                                                                   50.4                \n",
+       "Lemsahl-Mellingstedt                                                            28.6                \n",
+       "Duvenstedt                                                                      33.6                \n",
+       "Wohldorf-Ohlstedt                                                               20.8                \n",
+       "Bergstedt                                                                       37.4                \n",
+       "Volksdorf                                                                       29.3                \n",
+       "Rahlstedt                                                                       53.3                \n",
+       "Lohbrügge                                                                         60                \n",
+       "Bergedorf                                                                       49.6                \n",
+       "Curslack                                                                        56.2                \n",
+       "Altengamme                                                                      57.9                \n",
+       "Neuengamme                                                                        60                \n",
+       "Kirchwerder                                                                     61.2                \n",
+       "Ochsenwerder                                                                    62.3                \n",
+       "Reitbrook                                                                                           \n",
+       "Allermöhe                                                                       52.5                \n",
+       "Billwerder                                                                      68.8                \n",
+       "Moorfleet                                                                       58.8                \n",
+       "Tatenberg                                                                                           \n",
+       "Spadenland                                                                                          \n",
+       "Neuallermöhe                                                                    61.4                \n",
+       "Harburg                                                                           69                \n",
+       "Neuland und Gut Moor                                                            65.8                \n",
+       "Wilstorf                                                                        60.2                \n",
+       "Rönneburg                                                                       44.9                \n",
+       "Langenbek                                                                       45.3                \n",
+       "Sinstorf                                                                        51.4                \n",
+       "Marmstorf                                                                       35.7                \n",
+       "Eißendorf                                                                       49.9                \n",
+       "Heimfeld                                                                        44.5                \n",
+       "Moorburg und Altenwerder                                                                            \n",
+       "Hausbruch                                                                       57.5                \n",
+       "Neugraben-Fischbek                                                              61.3                \n",
+       "Francop                                                                                             \n",
+       "Neuenfelde                                                                      61.4                \n",
+       "Cranz                                                                                               \n",
+       "\n",
+       "                                   Anteil der Schüler:innen in Gymnasien in % (2022/2023)  \\\n",
+       "Stadtgebiet                                                                                 \n",
+       "Hamburg-Altstadt                                                                45.7        \n",
+       "HafenCity                                                                       64.7        \n",
+       "Neustadt                                                                        56.5        \n",
+       "St. Pauli                                                                       46.2        \n",
+       "St. Georg                                                                       60.7        \n",
+       "Hammerbrook                                                                     31.3        \n",
+       "Borgfelde                                                                       31.7        \n",
+       "Hamm                                                                            38.8        \n",
+       "Horn                                                                            30.5        \n",
+       "Billstedt                                                                       26.6        \n",
+       "Billbrook                                                                       10.1        \n",
+       "Rothenburgsort                                                                  27.1        \n",
+       "Veddel                                                                          20.9        \n",
+       "Wilhelmsburg                                                                    26.3        \n",
+       "Kleiner Grasbrook und Steinwerder                                                           \n",
+       "Waltershof und Finkenwerder                                                     42.5        \n",
+       "Altona-Altstadt                                                                 44.2        \n",
+       "Sternschanze                                                                    46.3        \n",
+       "Altona-Nord                                                                     45.3        \n",
+       "Ottensen                                                                        53.7        \n",
+       "Bahrenfeld                                                                      42.6        \n",
+       "Groß Flottbek                                                                   86.1        \n",
+       "Othmarschen                                                                     77.8        \n",
+       "Lurup                                                                           30.7        \n",
+       "Osdorf                                                                          43.8        \n",
+       "Nienstedten                                                                     73.3        \n",
+       "Blankenese                                                                        77        \n",
+       "Iserbrook                                                                       46.8        \n",
+       "Sülldorf                                                                          54        \n",
+       "Rissen                                                                            58        \n",
+       "Eimsbüttel                                                                      63.2        \n",
+       "Rotherbaum                                                                      80.9        \n",
+       "Harvestehude                                                                    78.8        \n",
+       "Hoheluft-West                                                                     72        \n",
+       "Lokstedt                                                                        59.3        \n",
+       "Niendorf                                                                        60.5        \n",
+       "Schnelsen                                                                       42.7        \n",
+       "Eidelstedt                                                                      37.7        \n",
+       "Stellingen                                                                        47        \n",
+       "Hoheluft-Ost                                                                    79.1        \n",
+       "Eppendorf                                                                       75.6        \n",
+       "Groß Borstel                                                                    54.3        \n",
+       "Alsterdorf                                                                      61.7        \n",
+       "Winterhude                                                                      54.9        \n",
+       "Uhlenhorst                                                                      70.4        \n",
+       "Hohenfelde                                                                      49.9        \n",
+       "Barmbek-Süd                                                                     47.2        \n",
+       "Dulsberg                                                                          22        \n",
+       "Barmbek-Nord                                                                    39.1        \n",
+       "Ohlsdorf                                                                          48        \n",
+       "Fuhlsbüttel                                                                     49.9        \n",
+       "Langenhorn                                                                      42.7        \n",
+       "Eilbek                                                                          49.7        \n",
+       "Wandsbek                                                                        39.2        \n",
+       "Marienthal                                                                      66.5        \n",
+       "Jenfeld                                                                         27.2        \n",
+       "Tonndorf                                                                        38.3        \n",
+       "Farmsen-Berne                                                                   40.7        \n",
+       "Bramfeld                                                                        42.1        \n",
+       "Steilshoop                                                                      25.5        \n",
+       "Wellingsbüttel                                                                  71.5        \n",
+       "Sasel                                                                           68.5        \n",
+       "Poppenbüttel                                                                    63.7        \n",
+       "Hummelsbüttel                                                                   46.3        \n",
+       "Lemsahl-Mellingstedt                                                              69        \n",
+       "Duvenstedt                                                                      63.3        \n",
+       "Wohldorf-Ohlstedt                                                               69.4        \n",
+       "Bergstedt                                                                       53.2        \n",
+       "Volksdorf                                                                       63.1        \n",
+       "Rahlstedt                                                                       41.5        \n",
+       "Lohbrügge                                                                       36.5        \n",
+       "Bergedorf                                                                       44.9        \n",
+       "Curslack                                                                        38.1        \n",
+       "Altengamme                                                                      37.9        \n",
+       "Neuengamme                                                                        34        \n",
+       "Kirchwerder                                                                     36.6        \n",
+       "Ochsenwerder                                                                    36.4        \n",
+       "Reitbrook                                                                                   \n",
+       "Allermöhe                                                                         41        \n",
+       "Billwerder                                                                      26.8        \n",
+       "Moorfleet                                                                       41.2        \n",
+       "Tatenberg                                                                                   \n",
+       "Spadenland                                                                                  \n",
+       "Neuallermöhe                                                                    36.5        \n",
+       "Harburg                                                                         24.3        \n",
+       "Neuland und Gut Moor                                                            28.8        \n",
+       "Wilstorf                                                                        35.4        \n",
+       "Rönneburg                                                                       51.4        \n",
+       "Langenbek                                                                       47.5        \n",
+       "Sinstorf                                                                        41.5        \n",
+       "Marmstorf                                                                       57.1        \n",
+       "Eißendorf                                                                       43.2        \n",
+       "Heimfeld                                                                        40.8        \n",
+       "Moorburg und Altenwerder                                                                    \n",
+       "Hausbruch                                                                       33.5        \n",
+       "Neugraben-Fischbek                                                              32.7        \n",
+       "Francop                                                                                     \n",
+       "Neuenfelde                                                                      33.8        \n",
+       "Cranz                                                                                       \n",
+       "\n",
+       "                                   Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                      \n",
+       "Hamburg-Altstadt                                                           231   \n",
+       "HafenCity                                                                   16   \n",
+       "Neustadt                                                                   205   \n",
+       "St. Pauli                                                                   44   \n",
+       "St. Georg                                                                   89   \n",
+       "Hammerbrook                                                                  1   \n",
+       "Borgfelde                                                                    3   \n",
+       "Hamm                                                                        20   \n",
+       "Horn                                                                        42   \n",
+       "Billstedt                                                                   95   \n",
+       "Billbrook                                                                    0   \n",
+       "Rothenburgsort                                                               6   \n",
+       "Veddel                                                                       4   \n",
+       "Wilhelmsburg                                                                60   \n",
+       "Kleiner Grasbrook und Steinwerder                                            0   \n",
+       "Waltershof und Finkenwerder                                                  5   \n",
+       "Altona-Altstadt                                                            174   \n",
+       "Sternschanze                                                                41   \n",
+       "Altona-Nord                                                                 39   \n",
+       "Ottensen                                                                   188   \n",
+       "Bahrenfeld                                                                  44   \n",
+       "Groß Flottbek                                                               60   \n",
+       "Othmarschen                                                                 41   \n",
+       "Lurup                                                                       35   \n",
+       "Osdorf                                                                      67   \n",
+       "Nienstedten                                                                 18   \n",
+       "Blankenese                                                                 116   \n",
+       "Iserbrook                                                                    9   \n",
+       "Sülldorf                                                                    17   \n",
+       "Rissen                                                                      34   \n",
+       "Eimsbüttel                                                                 332   \n",
+       "Rotherbaum                                                                 146   \n",
+       "Harvestehude                                                               137   \n",
+       "Hoheluft-West                                                               27   \n",
+       "Lokstedt                                                                    54   \n",
+       "Niendorf                                                                    90   \n",
+       "Schnelsen                                                                   55   \n",
+       "Eidelstedt                                                                  59   \n",
+       "Stellingen                                                                  33   \n",
+       "Hoheluft-Ost                                                               208   \n",
+       "Eppendorf                                                                  178   \n",
+       "Groß Borstel                                                                 4   \n",
+       "Alsterdorf                                                                  42   \n",
+       "Winterhude                                                                 237   \n",
+       "Uhlenhorst                                                                 101   \n",
+       "Hohenfelde                                                                  36   \n",
+       "Barmbek-Süd                                                                 54   \n",
+       "Dulsberg                                                                    27   \n",
+       "Barmbek-Nord                                                                92   \n",
+       "Ohlsdorf                                                                    13   \n",
+       "Fuhlsbüttel                                                                 25   \n",
+       "Langenhorn                                                                 104   \n",
+       "Eilbek                                                                      33   \n",
+       "Wandsbek                                                                    71   \n",
+       "Marienthal                                                                  95   \n",
+       "Jenfeld                                                                     31   \n",
+       "Tonndorf                                                                    14   \n",
+       "Farmsen-Berne                                                               37   \n",
+       "Bramfeld                                                                    61   \n",
+       "Steilshoop                                                                   9   \n",
+       "Wellingsbüttel                                                              26   \n",
+       "Sasel                                                                       33   \n",
+       "Poppenbüttel                                                               138   \n",
+       "Hummelsbüttel                                                               13   \n",
+       "Lemsahl-Mellingstedt                                                         3   \n",
+       "Duvenstedt                                                                  16   \n",
+       "Wohldorf-Ohlstedt                                                            0   \n",
+       "Bergstedt                                                                    9   \n",
+       "Volksdorf                                                                   88   \n",
+       "Rahlstedt                                                                  170   \n",
+       "Lohbrügge                                                                   39   \n",
+       "Bergedorf                                                                  163   \n",
+       "Curslack                                                                     8   \n",
+       "Altengamme                                                                   3   \n",
+       "Neuengamme                                                                   1   \n",
+       "Kirchwerder                                                                  5   \n",
+       "Ochsenwerder                                                                 2   \n",
+       "Reitbrook                                                                    0   \n",
+       "Allermöhe                                                                    0   \n",
+       "Billwerder                                                                   0   \n",
+       "Moorfleet                                                                    1   \n",
+       "Tatenberg                                                                    0   \n",
+       "Spadenland                                                                   0   \n",
+       "Neuallermöhe                                                                14   \n",
+       "Harburg                                                                    187   \n",
+       "Neuland und Gut Moor                                                         0   \n",
+       "Wilstorf                                                                    13   \n",
+       "Rönneburg                                                                    0   \n",
+       "Langenbek                                                                    0   \n",
+       "Sinstorf                                                                     8   \n",
+       "Marmstorf                                                                    8   \n",
+       "Eißendorf                                                                   14   \n",
+       "Heimfeld                                                                    13   \n",
+       "Moorburg und Altenwerder                                                     0   \n",
+       "Hausbruch                                                                   15   \n",
+       "Neugraben-Fischbek                                                          45   \n",
+       "Francop                                                                      0   \n",
+       "Neuenfelde                                                                   1   \n",
+       "Cranz                                                                        1   \n",
+       "\n",
+       "                                   Allgemein-ärztinnen/-ärzte (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                \n",
+       "Hamburg-Altstadt                                                      48   \n",
+       "HafenCity                                                              6   \n",
+       "Neustadt                                                              20   \n",
+       "St. Pauli                                                             12   \n",
+       "St. Georg                                                             36   \n",
+       "Hammerbrook                                                            0   \n",
+       "Borgfelde                                                              2   \n",
+       "Hamm                                                                   5   \n",
+       "Horn                                                                  25   \n",
+       "Billstedt                                                             48   \n",
+       "Billbrook                                                              0   \n",
+       "Rothenburgsort                                                         5   \n",
+       "Veddel                                                                 4   \n",
+       "Wilhelmsburg                                                          35   \n",
+       "Kleiner Grasbrook und Steinwerder                                      0   \n",
+       "Waltershof und Finkenwerder                                            2   \n",
+       "Altona-Altstadt                                                       35   \n",
+       "Sternschanze                                                           7   \n",
+       "Altona-Nord                                                            6   \n",
+       "Ottensen                                                              26   \n",
+       "Bahrenfeld                                                            11   \n",
+       "Groß Flottbek                                                         12   \n",
+       "Othmarschen                                                            8   \n",
+       "Lurup                                                                 19   \n",
+       "Osdorf                                                                17   \n",
+       "Nienstedten                                                            2   \n",
+       "Blankenese                                                            21   \n",
+       "Iserbrook                                                              6   \n",
+       "Sülldorf                                                               8   \n",
+       "Rissen                                                                 9   \n",
+       "Eimsbüttel                                                            35   \n",
+       "Rotherbaum                                                            16   \n",
+       "Harvestehude                                                          16   \n",
+       "Hoheluft-West                                                          3   \n",
+       "Lokstedt                                                              18   \n",
+       "Niendorf                                                              25   \n",
+       "Schnelsen                                                             17   \n",
+       "Eidelstedt                                                            11   \n",
+       "Stellingen                                                            10   \n",
+       "Hoheluft-Ost                                                          61   \n",
+       "Eppendorf                                                             27   \n",
+       "Groß Borstel                                                           2   \n",
+       "Alsterdorf                                                            10   \n",
+       "Winterhude                                                            40   \n",
+       "Uhlenhorst                                                            24   \n",
+       "Hohenfelde                                                             9   \n",
+       "Barmbek-Süd                                                           15   \n",
+       "Dulsberg                                                               6   \n",
+       "Barmbek-Nord                                                          26   \n",
+       "Ohlsdorf                                                               6   \n",
+       "Fuhlsbüttel                                                            4   \n",
+       "Langenhorn                                                            23   \n",
+       "Eilbek                                                                10   \n",
+       "Wandsbek                                                              26   \n",
+       "Marienthal                                                            20   \n",
+       "Jenfeld                                                               15   \n",
+       "Tonndorf                                                               7   \n",
+       "Farmsen-Berne                                                          7   \n",
+       "Bramfeld                                                              30   \n",
+       "Steilshoop                                                             8   \n",
+       "Wellingsbüttel                                                         7   \n",
+       "Sasel                                                                  7   \n",
+       "Poppenbüttel                                                          29   \n",
+       "Hummelsbüttel                                                          9   \n",
+       "Lemsahl-Mellingstedt                                                   2   \n",
+       "Duvenstedt                                                             5   \n",
+       "Wohldorf-Ohlstedt                                                      0   \n",
+       "Bergstedt                                                              5   \n",
+       "Volksdorf                                                             26   \n",
+       "Rahlstedt                                                             54   \n",
+       "Lohbrügge                                                             13   \n",
+       "Bergedorf                                                             38   \n",
+       "Curslack                                                               5   \n",
+       "Altengamme                                                             3   \n",
+       "Neuengamme                                                             1   \n",
+       "Kirchwerder                                                            5   \n",
+       "Ochsenwerder                                                           2   \n",
+       "Reitbrook                                                              0   \n",
+       "Allermöhe                                                              0   \n",
+       "Billwerder                                                             0   \n",
+       "Moorfleet                                                              0   \n",
+       "Tatenberg                                                              0   \n",
+       "Spadenland                                                             0   \n",
+       "Neuallermöhe                                                           8   \n",
+       "Harburg                                                               28   \n",
+       "Neuland und Gut Moor                                                   0   \n",
+       "Wilstorf                                                              10   \n",
+       "Rönneburg                                                              0   \n",
+       "Langenbek                                                              0   \n",
+       "Sinstorf                                                               3   \n",
+       "Marmstorf                                                              5   \n",
+       "Eißendorf                                                             10   \n",
+       "Heimfeld                                                               5   \n",
+       "Moorburg und Altenwerder                                               0   \n",
+       "Hausbruch                                                              3   \n",
+       "Neugraben-Fischbek                                                    15   \n",
+       "Francop                                                                0   \n",
+       "Neuenfelde                                                             1   \n",
+       "Cranz                                                                  1   \n",
+       "\n",
+       "                                  Zahn-ärztinnen/-ärzte (Dez 2022)  \\\n",
+       "Stadtgebiet                                                          \n",
+       "Hamburg-Altstadt                                                75   \n",
+       "HafenCity                                                        6   \n",
+       "Neustadt                                                        83   \n",
+       "St. Pauli                                                       15   \n",
+       "St. Georg                                                       17   \n",
+       "Hammerbrook                                                      7   \n",
+       "Borgfelde                                                        4   \n",
+       "Hamm                                                            27   \n",
+       "Horn                                                            14   \n",
+       "Billstedt                                                       35   \n",
+       "Billbrook                                                        0   \n",
+       "Rothenburgsort                                                   6   \n",
+       "Veddel                                                           2   \n",
+       "Wilhelmsburg                                                    20   \n",
+       "Kleiner Grasbrook und Steinwerder                                0   \n",
+       "Waltershof und Finkenwerder                                      8   \n",
+       "Altona-Altstadt                                                 43   \n",
+       "Sternschanze                                                     4   \n",
+       "Altona-Nord                                                      7   \n",
+       "Ottensen                                                        49   \n",
+       "Bahrenfeld                                                      22   \n",
+       "Groß Flottbek                                                   20   \n",
+       "Othmarschen                                                      8   \n",
+       "Lurup                                                           11   \n",
+       "Osdorf                                                          16   \n",
+       "Nienstedten                                                      6   \n",
+       "Blankenese                                                      26   \n",
+       "Iserbrook                                                        5   \n",
+       "Sülldorf                                                         7   \n",
+       "Rissen                                                          13   \n",
+       "Eimsbüttel                                                      63   \n",
+       "Rotherbaum                                                      45   \n",
+       "Harvestehude                                                    48   \n",
+       "Hoheluft-West                                                   10   \n",
+       "Lokstedt                                                        17   \n",
+       "Niendorf                                                        36   \n",
+       "Schnelsen                                                       26   \n",
+       "Eidelstedt                                                      20   \n",
+       "Stellingen                                                       6   \n",
+       "Hoheluft-Ost                                                    23   \n",
+       "Eppendorf                                                       47   \n",
+       "Groß Borstel                                                     7   \n",
+       "Alsterdorf                                                      10   \n",
+       "Winterhude                                                      74   \n",
+       "Uhlenhorst                                                      18   \n",
+       "Hohenfelde                                                      13   \n",
+       "Barmbek-Süd                                                     25   \n",
+       "Dulsberg                                                         5   \n",
+       "Barmbek-Nord                                                    39   \n",
+       "Ohlsdorf                                                         6   \n",
+       "Fuhlsbüttel                                                     16   \n",
+       "Langenhorn                                                      23   \n",
+       "Eilbek                                                          26   \n",
+       "Wandsbek                                                        44   \n",
+       "Marienthal                                                      17   \n",
+       "Jenfeld                                                         18   \n",
+       "Tonndorf                                                        14   \n",
+       "Farmsen-Berne                                                   14   \n",
+       "Bramfeld                                                        41   \n",
+       "Steilshoop                                                       6   \n",
+       "Wellingsbüttel                                                  11   \n",
+       "Sasel                                                           15   \n",
+       "Poppenbüttel                                                    45   \n",
+       "Hummelsbüttel                                                   12   \n",
+       "Lemsahl-Mellingstedt                                             2   \n",
+       "Duvenstedt                                                       8   \n",
+       "Wohldorf-Ohlstedt                                                6   \n",
+       "Bergstedt                                                        5   \n",
+       "Volksdorf                                                       25   \n",
+       "Rahlstedt                                                       69   \n",
+       "Lohbrügge                                                       27   \n",
+       "Bergedorf                                                       49   \n",
+       "Curslack                                                         0   \n",
+       "Altengamme                                                       0   \n",
+       "Neuengamme                                                       4   \n",
+       "Kirchwerder                                                      3   \n",
+       "Ochsenwerder                                                     0   \n",
+       "Reitbrook                                                        1   \n",
+       "Allermöhe                                                        1   \n",
+       "Billwerder                                                       0   \n",
+       "Moorfleet                                                        0   \n",
+       "Tatenberg                                                        0   \n",
+       "Spadenland                                                       0   \n",
+       "Neuallermöhe                                                     9   \n",
+       "Harburg                                                         70   \n",
+       "Neuland und Gut Moor                                             0   \n",
+       "Wilstorf                                                         4   \n",
+       "Rönneburg                                                        0   \n",
+       "Langenbek                                                        0   \n",
+       "Sinstorf                                                         3   \n",
+       "Marmstorf                                                        5   \n",
+       "Eißendorf                                                        8   \n",
+       "Heimfeld                                                        11   \n",
+       "Moorburg und Altenwerder                                         0   \n",
+       "Hausbruch                                                       10   \n",
+       "Neugraben-Fischbek                                              19   \n",
+       "Francop                                                          0   \n",
+       "Neuenfelde                                                       5   \n",
+       "Cranz                                                            0   \n",
+       "\n",
+       "                                  Apotheken (Dez 2022) Private PKW (Jan 2023)  \\\n",
+       "Stadtgebiet                                                                     \n",
+       "Hamburg-Altstadt                                    10                    599   \n",
+       "HafenCity                                            1                   1809   \n",
+       "Neustadt                                             8                   3064   \n",
+       "St. Pauli                                            6                   4453   \n",
+       "St. Georg                                            7                   2418   \n",
+       "Hammerbrook                                          0                    890   \n",
+       "Borgfelde                                            1                   1678   \n",
+       "Hamm                                                 7                   9906   \n",
+       "Horn                                                 5                  10027   \n",
+       "Billstedt                                           10                  22344   \n",
+       "Billbrook                                            0                    258   \n",
+       "Rothenburgsort                                       2                   2317   \n",
+       "Veddel                                               1                    841   \n",
+       "Wilhelmsburg                                         9                  14014   \n",
+       "Kleiner Grasbrook und Steinwerder                    0                    144   \n",
+       "Waltershof und Finkenwerder                          2                   4360   \n",
+       "Altona-Altstadt                                      9                   6709   \n",
+       "Sternschanze                                         3                   1529   \n",
+       "Altona-Nord                                          4                   5711   \n",
+       "Ottensen                                             9                   9402   \n",
+       "Bahrenfeld                                           3                   8653   \n",
+       "Groß Flottbek                                        5                   4758   \n",
+       "Othmarschen                                          2                   7057   \n",
+       "Lurup                                                3                  12107   \n",
+       "Osdorf                                               6                   9295   \n",
+       "Nienstedten                                          2                   3601   \n",
+       "Blankenese                                           5                   6781   \n",
+       "Iserbrook                                            0                   4651   \n",
+       "Sülldorf                                             2                   3758   \n",
+       "Rissen                                               4                   7081   \n",
+       "Eimsbüttel                                          13                  14633   \n",
+       "Rotherbaum                                           6                   5491   \n",
+       "Harvestehude                                         3                   6825   \n",
+       "Hoheluft-West                                        3                   3530   \n",
+       "Lokstedt                                             6                   9818   \n",
+       "Niendorf                                             7                  17370   \n",
+       "Schnelsen                                            6                  12453   \n",
+       "Eidelstedt                                           6                  12140   \n",
+       "Stellingen                                           3                   8312   \n",
+       "Hoheluft-Ost                                         3                   3008   \n",
+       "Eppendorf                                           10                   7727   \n",
+       "Groß Borstel                                         2                   3715   \n",
+       "Alsterdorf                                           5                   5431   \n",
+       "Winterhude                                          12                  17680   \n",
+       "Uhlenhorst                                           4                   6294   \n",
+       "Hohenfelde                                           1                   2630   \n",
+       "Barmbek-Süd                                          6                  10073   \n",
+       "Dulsberg                                             3                   3783   \n",
+       "Barmbek-Nord                                        10                  11188   \n",
+       "Ohlsdorf                                             4                   5639   \n",
+       "Fuhlsbüttel                                          4                   4801   \n",
+       "Langenhorn                                           8                  17350   \n",
+       "Eilbek                                               3                   6193   \n",
+       "Wandsbek                                             9                  11750   \n",
+       "Marienthal                                           3                   5442   \n",
+       "Jenfeld                                              5                   8478   \n",
+       "Tonndorf                                             2                   5665   \n",
+       "Farmsen-Berne                                        5                  13730   \n",
+       "Bramfeld                                            10                  20578   \n",
+       "Steilshoop                                           2                   5551   \n",
+       "Wellingsbüttel                                       2                   5660   \n",
+       "Sasel                                                2                  12556   \n",
+       "Poppenbüttel                                         7                  11136   \n",
+       "Hummelsbüttel                                        2                   7436   \n",
+       "Lemsahl-Mellingstedt                                 1                   4072   \n",
+       "Duvenstedt                                           2                   3275   \n",
+       "Wohldorf-Ohlstedt                                    0                   2693   \n",
+       "Bergstedt                                            2                   4956   \n",
+       "Volksdorf                                            4                   9421   \n",
+       "Rahlstedt                                           16                  36817   \n",
+       "Lohbrügge                                            5                  15301   \n",
+       "Bergedorf                                           11                  12785   \n",
+       "Curslack                                             0                   1963   \n",
+       "Altengamme                                           0                   1319   \n",
+       "Neuengamme                                           1                   2105   \n",
+       "Kirchwerder                                          2                   5683   \n",
+       "Ochsenwerder                                         0                   1726   \n",
+       "Reitbrook                                            0                    318   \n",
+       "Allermöhe                                            0                    790   \n",
+       "Billwerder                                           0                    851   \n",
+       "Moorfleet                                            0                    633   \n",
+       "Tatenberg                                            0                    338   \n",
+       "Spadenland                                           0                    330   \n",
+       "Neuallermöhe                                         2                   7801   \n",
+       "Harburg                                             11                   5413   \n",
+       "Neuland und Gut Moor                                 0                    739   \n",
+       "Wilstorf                                             2                   5655   \n",
+       "Rönneburg                                            0                   1499   \n",
+       "Langenbek                                            1                   1821   \n",
+       "Sinstorf                                             0                   1681   \n",
+       "Marmstorf                                            1                   3927   \n",
+       "Eißendorf                                            2                   9167   \n",
+       "Heimfeld                                             2                   6493   \n",
+       "Moorburg und Altenwerder                             0                    370   \n",
+       "Hausbruch                                            2                   6252   \n",
+       "Neugraben-Fischbek                                   5                  12144   \n",
+       "Francop                                              0                    385   \n",
+       "Neuenfelde                                           1                   2102   \n",
+       "Cranz                                                0                    355   \n",
+       "\n",
+       "                                  PKW-Dichte (Jan 2023)  \\\n",
+       "Stadtgebiet                                               \n",
+       "Hamburg-Altstadt                                    188   \n",
+       "HafenCity                                           260   \n",
+       "Neustadt                                            242   \n",
+       "St. Pauli                                           202   \n",
+       "St. Georg                                           196   \n",
+       "Hammerbrook                                         149   \n",
+       "Borgfelde                                           196   \n",
+       "Hamm                                                256   \n",
+       "Horn                                                261   \n",
+       "Billstedt                                           311   \n",
+       "Billbrook                                           144   \n",
+       "Rothenburgsort                                      240   \n",
+       "Veddel                                              196   \n",
+       "Wilhelmsburg                                        265   \n",
+       "Kleiner Grasbrook und Steinwerder                   130   \n",
+       "Waltershof und Finkenwerder                         373   \n",
+       "Altona-Altstadt                                     226   \n",
+       "Sternschanze                                        194   \n",
+       "Altona-Nord                                         215   \n",
+       "Ottensen                                            266   \n",
+       "Bahrenfeld                                          276   \n",
+       "Groß Flottbek                                       427   \n",
+       "Othmarschen                                         425   \n",
+       "Lurup                                               326   \n",
+       "Osdorf                                              355   \n",
+       "Nienstedten                                         510   \n",
+       "Blankenese                                          494   \n",
+       "Iserbrook                                           402   \n",
+       "Sülldorf                                            399   \n",
+       "Rissen                                              432   \n",
+       "Eimsbüttel                                          253   \n",
+       "Rotherbaum                                          320   \n",
+       "Harvestehude                                        379   \n",
+       "Hoheluft-West                                       260   \n",
+       "Lokstedt                                            314   \n",
+       "Niendorf                                            412   \n",
+       "Schnelsen                                           406   \n",
+       "Eidelstedt                                          336   \n",
+       "Stellingen                                          297   \n",
+       "Hoheluft-Ost                                        308   \n",
+       "Eppendorf                                           314   \n",
+       "Groß Borstel                                        344   \n",
+       "Alsterdorf                                          359   \n",
+       "Winterhude                                          305   \n",
+       "Uhlenhorst                                          332   \n",
+       "Hohenfelde                                          262   \n",
+       "Barmbek-Süd                                         276   \n",
+       "Dulsberg                                            221   \n",
+       "Barmbek-Nord                                        259   \n",
+       "Ohlsdorf                                            321   \n",
+       "Fuhlsbüttel                                         353   \n",
+       "Langenhorn                                          368   \n",
+       "Eilbek                                              273   \n",
+       "Wandsbek                                            308   \n",
+       "Marienthal                                          400   \n",
+       "Jenfeld                                             294   \n",
+       "Tonndorf                                            368   \n",
+       "Farmsen-Berne                                       369   \n",
+       "Bramfeld                                            388   \n",
+       "Steilshoop                                          282   \n",
+       "Wellingsbüttel                                      509   \n",
+       "Sasel                                               516   \n",
+       "Poppenbüttel                                        457   \n",
+       "Hummelsbüttel                                       397   \n",
+       "Lemsahl-Mellingstedt                                576   \n",
+       "Duvenstedt                                          547   \n",
+       "Wohldorf-Ohlstedt                                   561   \n",
+       "Bergstedt                                           460   \n",
+       "Volksdorf                                           453   \n",
+       "Rahlstedt                                           382   \n",
+       "Lohbrügge                                           372   \n",
+       "Bergedorf                                           348   \n",
+       "Curslack                                            474   \n",
+       "Altengamme                                          563   \n",
+       "Neuengamme                                          566   \n",
+       "Kirchwerder                                         551   \n",
+       "Ochsenwerder                                        570   \n",
+       "Reitbrook                                           589   \n",
+       "Allermöhe                                           556   \n",
+       "Billwerder                                          225   \n",
+       "Moorfleet                                           538   \n",
+       "Tatenberg                                           590   \n",
+       "Spadenland                                          599   \n",
+       "Neuallermöhe                                        334   \n",
+       "Harburg                                             194   \n",
+       "Neuland und Gut Moor                                404   \n",
+       "Wilstorf                                            320   \n",
+       "Rönneburg                                           439   \n",
+       "Langenbek                                           454   \n",
+       "Sinstorf                                            392   \n",
+       "Marmstorf                                           437   \n",
+       "Eißendorf                                           363   \n",
+       "Heimfeld                                            287   \n",
+       "Moorburg und Altenwerder                            524   \n",
+       "Hausbruch                                           371   \n",
+       "Neugraben-Fischbek                                  358   \n",
+       "Francop                                             523   \n",
+       "Neuenfelde                                          401   \n",
+       "Cranz                                               438   \n",
+       "\n",
+       "                                  Elektro-PKW  (Jan 2023)  \n",
+       "Stadtgebiet                                                \n",
+       "Hamburg-Altstadt                                      677  \n",
+       "HafenCity                                             371  \n",
+       "Neustadt                                              754  \n",
+       "St. Pauli                                             219  \n",
+       "St. Georg                                             163  \n",
+       "Hammerbrook                                          1642  \n",
+       "Borgfelde                                              65  \n",
+       "Hamm                                                  152  \n",
+       "Horn                                                   73  \n",
+       "Billstedt                                             254  \n",
+       "Billbrook                                             105  \n",
+       "Rothenburgsort                                        178  \n",
+       "Veddel                                                 40  \n",
+       "Wilhelmsburg                                          277  \n",
+       "Kleiner Grasbrook und Steinwerder                     100  \n",
+       "Waltershof und Finkenwerder                           136  \n",
+       "Altona-Altstadt                                       259  \n",
+       "Sternschanze                                           56  \n",
+       "Altona-Nord                                            98  \n",
+       "Ottensen                                              957  \n",
+       "Bahrenfeld                                            470  \n",
+       "Groß Flottbek                                         125  \n",
+       "Othmarschen                                           354  \n",
+       "Lurup                                                 164  \n",
+       "Osdorf                                                207  \n",
+       "Nienstedten                                           147  \n",
+       "Blankenese                                            199  \n",
+       "Iserbrook                                              73  \n",
+       "Sülldorf                                               93  \n",
+       "Rissen                                                190  \n",
+       "Eimsbüttel                                            257  \n",
+       "Rotherbaum                                            361  \n",
+       "Harvestehude                                          232  \n",
+       "Hoheluft-West                                          85  \n",
+       "Lokstedt                                              302  \n",
+       "Niendorf                                              370  \n",
+       "Schnelsen                                             270  \n",
+       "Eidelstedt                                            223  \n",
+       "Stellingen                                            177  \n",
+       "Hoheluft-Ost                                           84  \n",
+       "Eppendorf                                             340  \n",
+       "Groß Borstel                                          176  \n",
+       "Alsterdorf                                            183  \n",
+       "Winterhude                                            600  \n",
+       "Uhlenhorst                                            239  \n",
+       "Hohenfelde                                            106  \n",
+       "Barmbek-Süd                                           675  \n",
+       "Dulsberg                                               32  \n",
+       "Barmbek-Nord                                          219  \n",
+       "Ohlsdorf                                              172  \n",
+       "Fuhlsbüttel                                           147  \n",
+       "Langenhorn                                            351  \n",
+       "Eilbek                                                126  \n",
+       "Wandsbek                                              357  \n",
+       "Marienthal                                            149  \n",
+       "Jenfeld                                                93  \n",
+       "Tonndorf                                              225  \n",
+       "Farmsen-Berne                                         172  \n",
+       "Bramfeld                                              524  \n",
+       "Steilshoop                                             46  \n",
+       "Wellingsbüttel                                        162  \n",
+       "Sasel                                                 413  \n",
+       "Poppenbüttel                                          361  \n",
+       "Hummelsbüttel                                         194  \n",
+       "Lemsahl-Mellingstedt                                  147  \n",
+       "Duvenstedt                                            136  \n",
+       "Wohldorf-Ohlstedt                                      91  \n",
+       "Bergstedt                                             135  \n",
+       "Volksdorf                                             257  \n",
+       "Rahlstedt                                             649  \n",
+       "Lohbrügge                                             210  \n",
+       "Bergedorf                                             396  \n",
+       "Curslack                                               58  \n",
+       "Altengamme                                             31  \n",
+       "Neuengamme                                             41  \n",
+       "Kirchwerder                                           124  \n",
+       "Ochsenwerder                                           39  \n",
+       "Reitbrook                                               5  \n",
+       "Allermöhe                                              45  \n",
+       "Billwerder                                             11  \n",
+       "Moorfleet                                              12  \n",
+       "Tatenberg                                               8  \n",
+       "Spadenland                                              7  \n",
+       "Neuallermöhe                                           73  \n",
+       "Harburg                                               184  \n",
+       "Neuland und Gut Moor                                   81  \n",
+       "Wilstorf                                               55  \n",
+       "Rönneburg                                              33  \n",
+       "Langenbek                                              23  \n",
+       "Sinstorf                                               47  \n",
+       "Marmstorf                                              84  \n",
+       "Eißendorf                                             125  \n",
+       "Heimfeld                                              143  \n",
+       "Moorburg und Altenwerder                                9  \n",
+       "Hausbruch                                              77  \n",
+       "Neugraben-Fischbek                                    185  \n",
+       "Francop                                                 6  \n",
+       "Neuenfelde                                             21  \n",
+       "Cranz                                                   4  \n",
+       "\n",
+       "[99 rows x 48 columns]"
+      ]
+     },
+     "execution_count": 242,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Extract column names from Stadtteil_df from the pairs of column names\n",
+    "columns_to_remove = [pair[0] for pair in identical_columns_pairs]\n",
+    "\n",
+    "# Remove these columns from Stadtteil_df\n",
+    "Stadtteil_df.drop(columns=columns_to_remove, inplace=True)\n",
+    "\n",
+    "# Display the modified DataFrame to confirm the changes\n",
+    "Stadtteil_df\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "id": "90c6da8f",
+   "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>Ausländer: innen</th>\n",
+       "      <th>Anteil der Ausländer: innen in %</th>\n",
+       "      <th>Bevölkerung mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der Bevölkerung mit Migrations-hintergrund in %</th>\n",
+       "      <th>Unter 18-Jährige mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der unter 18-Jährigen mit Migrations-hintergrund in %</th>\n",
+       "      <th>Haushalte mit Kindern</th>\n",
+       "      <th>Anteil der Haushalte mit Kindern in %</th>\n",
+       "      <th>Allein-erziehende</th>\n",
+       "      <th>Anteil der Haushalte von Allein-erziehenden in %</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Gesamtbetrag Einkünfte Median - [€]</th>\n",
+       "      <th>market_count</th>\n",
+       "      <th>farms_count</th>\n",
+       "      <th>greencrocers_count</th>\n",
+       "      <th>supermarkets_count</th>\n",
+       "      <th>biosupermarkets_count</th>\n",
+       "      <th>all_restaurants_count</th>\n",
+       "      <th>organic_restaurants_count</th>\n",
+       "      <th>vegan_restaurants_count</th>\n",
+       "      <th>distance_rathaus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>211</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>379</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>84</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>123</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>21.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29205</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.112418</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>2065</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4409</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>43.1</td>\n",
+       "      <td>1472</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>354</td>\n",
+       "      <td>24</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31064</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.050194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>157</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>294</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>75</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>255</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>37</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31455</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.277313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>6287</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>12048</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>2497</td>\n",
+       "      <td>55.2</td>\n",
+       "      <td>2840</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>935</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23000</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.032401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>5358</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>10289</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2164</td>\n",
+       "      <td>49.8</td>\n",
+       "      <td>2694</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>725</td>\n",
+       "      <td>26.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23723</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.034237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>7747</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2982</td>\n",
+       "      <td>53.5</td>\n",
+       "      <td>2986</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>746</td>\n",
+       "      <td>25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26092</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.058420</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>7052</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>13921</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>2475</td>\n",
+       "      <td>52.2</td>\n",
+       "      <td>3241</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>938</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24237</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>43</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.053815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>6264</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>11809</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>2113</td>\n",
+       "      <td>52.1</td>\n",
+       "      <td>2721</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>769</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26379</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.037857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>6547</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>13712</td>\n",
+       "      <td>37.2</td>\n",
+       "      <td>3460</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>3707</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>957</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25286</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.188450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>1042</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>737</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>1248</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>241</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33078</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.162447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1416</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>1596</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>583</td>\n",
+       "      <td>98.5</td>\n",
+       "      <td>111</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>35</td>\n",
+       "      <td>31.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10281</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.070190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>21117</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>45035</td>\n",
+       "      <td>62.7</td>\n",
+       "      <td>11222</td>\n",
+       "      <td>80.3</td>\n",
+       "      <td>7591</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>2437</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17396</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.098779</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>2123</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>2565</td>\n",
+       "      <td>67.7</td>\n",
+       "      <td>740</td>\n",
+       "      <td>85.6</td>\n",
+       "      <td>139</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>34</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21857</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.107113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>1421</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>2933</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>799</td>\n",
+       "      <td>31.6</td>\n",
+       "      <td>1448</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>228</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42805</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.166258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>3273</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>4600</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>900</td>\n",
+       "      <td>78.4</td>\n",
+       "      <td>482</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>125</td>\n",
+       "      <td>25.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21584</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.030533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>8287</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>18350</td>\n",
+       "      <td>34.7</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>5122</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1479</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23738</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.078234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>241</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>354</td>\n",
+       "      <td>43.9</td>\n",
+       "      <td>91</td>\n",
+       "      <td>69.5</td>\n",
+       "      <td>78</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22852</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.200686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>857</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>44.8</td>\n",
+       "      <td>405</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>82</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30011</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.219108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>4360</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>46.9</td>\n",
+       "      <td>1464</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>1236</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>554</td>\n",
+       "      <td>44.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18554</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>504</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1063</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>376</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>668</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>137</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38567</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.165180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>8051</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>15923</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>4263</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>3856</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23550</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.079879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>4139</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8186</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1581</td>\n",
+       "      <td>56.7</td>\n",
+       "      <td>1812</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>495</td>\n",
+       "      <td>27.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25845</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.042740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>7499</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14922</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>2617</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>4938</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1301</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29879</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>91</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.025682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>5845</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>11406</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>2865</td>\n",
+       "      <td>64.2</td>\n",
+       "      <td>2602</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>650</td>\n",
+       "      <td>25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23644</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>2523</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>5611</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>1128</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>470</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35967</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.033806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>5969</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13782</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3730</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>4052</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>1085</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25453</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.115351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>139</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>184</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>73</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26568</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.114626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>2737</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>50.6</td>\n",
+       "      <td>1220</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>290</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28332</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.067316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>2095</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>952</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>1096</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>279</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26893</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.051516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>1572</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2929</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>720</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>191</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41796</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>978</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2758</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>769</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>841</td>\n",
+       "      <td>26.4</td>\n",
+       "      <td>119</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57913</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>56</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.005758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>1349</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>1896</td>\n",
+       "      <td>59.5</td>\n",
+       "      <td>424</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>255</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>69</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10811</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>129</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>8261</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>15518</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2983</td>\n",
+       "      <td>64.6</td>\n",
+       "      <td>2955</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>959</td>\n",
+       "      <td>32.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21932</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.046539</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>2256</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>636</td>\n",
+       "      <td>85.5</td>\n",
+       "      <td>428</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>106</td>\n",
+       "      <td>24.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10502</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.013901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>12883</td>\n",
+       "      <td>46.1</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>64.8</td>\n",
+       "      <td>3812</td>\n",
+       "      <td>84.9</td>\n",
+       "      <td>2473</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>717</td>\n",
+       "      <td>29</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15550</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.075487</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>2656</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>5231</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1653</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>362</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40032</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.022310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>3124</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>9475</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>2303</td>\n",
+       "      <td>72.1</td>\n",
+       "      <td>1837</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>486</td>\n",
+       "      <td>26.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21355</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.104116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>6459</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>11413</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>2735</td>\n",
+       "      <td>68.7</td>\n",
+       "      <td>2291</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>596</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21622</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.072954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>1108</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>423</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>870</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>199</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34494</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.032525</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>1805</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>581</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>265</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31812</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.032513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>2231</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>788</td>\n",
+       "      <td>61.9</td>\n",
+       "      <td>713</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>172</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27159</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>11249</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>21726</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>4802</td>\n",
+       "      <td>77.4</td>\n",
+       "      <td>3684</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18299</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.074461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>3467</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7465</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1981</td>\n",
+       "      <td>57.2</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>504</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25099</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.093009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>1368</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>3100</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>853</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>1275</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>293</td>\n",
+       "      <td>23</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27762</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.157554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>8681</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>17966</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>4728</td>\n",
+       "      <td>81.4</td>\n",
+       "      <td>3019</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>899</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17978</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.114102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>882</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>423</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>1099</td>\n",
+       "      <td>23.3</td>\n",
+       "      <td>190</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29550</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.161137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>364</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>512</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>57</td>\n",
+       "      <td>90.5</td>\n",
+       "      <td>39</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>13</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>8057</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.012635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>562</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1521</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>377</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>418</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>109</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26808</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.113559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>8596</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>16927</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>4356</td>\n",
+       "      <td>50.9</td>\n",
+       "      <td>4937</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1238</td>\n",
+       "      <td>25.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23465</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.087641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>457</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>438</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>837</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>115</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43877</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.150325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>6734</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>18381</td>\n",
+       "      <td>44.6</td>\n",
+       "      <td>4385</td>\n",
+       "      <td>64.5</td>\n",
+       "      <td>4069</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22256</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.133733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>5247</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>10506</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>3240</td>\n",
+       "      <td>19.6</td>\n",
+       "      <td>640</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29006</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.042816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>8875</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>19562</td>\n",
+       "      <td>52.7</td>\n",
+       "      <td>5387</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>4326</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>1283</td>\n",
+       "      <td>29.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19769</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.101111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>2116</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>4589</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>47.6</td>\n",
+       "      <td>1337</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>264</td>\n",
+       "      <td>19.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31948</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.070500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>1326</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>2989</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>805</td>\n",
+       "      <td>54.4</td>\n",
+       "      <td>880</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>201</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26643</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.109096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>75</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>140</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>75</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>31</td>\n",
+       "      <td>41.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25536</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.060658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>176</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>77</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>106</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>24</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26612</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.076610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>4527</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>15421</td>\n",
+       "      <td>65.9</td>\n",
+       "      <td>4205</td>\n",
+       "      <td>80.1</td>\n",
+       "      <td>2951</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>895</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22775</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.145814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>1779</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>2769</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>842</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>591</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>128</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22909</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.162791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>209</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>461</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>129</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>384</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>68</td>\n",
+       "      <td>17.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30104</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.192131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>7062</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>17155</td>\n",
+       "      <td>50.5</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>66.3</td>\n",
+       "      <td>4053</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>987</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22492</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.130211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>649</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>942</td>\n",
+       "      <td>51.5</td>\n",
+       "      <td>327</td>\n",
+       "      <td>73.5</td>\n",
+       "      <td>168</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>34</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25627</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.077617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>2581</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4724</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>673</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>954</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>286</td>\n",
+       "      <td>30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24715</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>140</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.001174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>5460</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>11051</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>2741</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>4117</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>873</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28831</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.059964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>771</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>1533</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>417</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>792</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>123</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45730</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.127249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>224</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>556</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>171</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>353</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28649</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.106092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>2908</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>5236</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>1232</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>1812</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>400</td>\n",
+       "      <td>22.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28517</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069698</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>5031</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>11204</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>3050</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>3009</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>864</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22884</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.126671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>2525</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>4915</td>\n",
+       "      <td>29.6</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>1923</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>298</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46527</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.074749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>4811</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>10011</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3522</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>1005</td>\n",
+       "      <td>28.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29432</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.057371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>2522</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>6367</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>1843</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>2407</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>412</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30605</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.115019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>18827</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>38162</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>9932</td>\n",
+       "      <td>55.7</td>\n",
+       "      <td>9856</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>2766</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24401</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.142393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>47</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>74</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>52</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>15.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27596</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.130425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>2073</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>3960</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>1262</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>1759</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>349</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32239</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.201619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>3363</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>5982</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>1461</td>\n",
+       "      <td>82.6</td>\n",
+       "      <td>967</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>330</td>\n",
+       "      <td>34.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15460</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.032613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>2890</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>5377</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>875</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>1502</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>311</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34708</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>78</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.007603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>805</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>411</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>336</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>62</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29011</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.101576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>1804</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>4931</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1451</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>2791</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>397</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36962</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.138571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>5296</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>11285</td>\n",
+       "      <td>36.7</td>\n",
+       "      <td>3192</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>3378</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>838</td>\n",
+       "      <td>24.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26703</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.092944</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>1233</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>2124</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>768</td>\n",
+       "      <td>73.1</td>\n",
+       "      <td>454</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>83</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27015</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.120415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>30</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>58</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>48</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>7</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>27451</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.078993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>3494</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>43.7</td>\n",
+       "      <td>866</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>862</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>219</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27161</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>80</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.008493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>4991</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>8488</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>1458</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>1898</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>665</td>\n",
+       "      <td>35</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19399</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.009631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>5536</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>11360</td>\n",
+       "      <td>57.8</td>\n",
+       "      <td>3140</td>\n",
+       "      <td>78.1</td>\n",
+       "      <td>2161</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>727</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17902</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.076184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>6151</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>10874</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>55.5</td>\n",
+       "      <td>2581</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>585</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25240</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.054299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>1633</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>2971</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>545</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>711</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>243</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23311</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.020458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>1388</td>\n",
+       "      <td>14.7</td>\n",
+       "      <td>2563</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>693</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>981</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>228</td>\n",
+       "      <td>23.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28262</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.175306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>38</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>62</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30381</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.086622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>3267</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>6957</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>1706</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1606</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>418</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24910</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.113270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>2537</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>5477</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>1174</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>1643</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>329</td>\n",
+       "      <td>20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>2026</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>3254</td>\n",
+       "      <td>76.1</td>\n",
+       "      <td>779</td>\n",
+       "      <td>92.7</td>\n",
+       "      <td>469</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>143</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11004</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.033968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>1794</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>31.1</td>\n",
+       "      <td>2201</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>417</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37035</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.173788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>2421</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>4080</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>1064</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>1156</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>312</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23654</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.056412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>8098</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15623</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>3560</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>3142</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>840</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23119</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.069876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>942</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>2388</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>671</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1227</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>169</td>\n",
+       "      <td>13.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40692</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.104052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>17374</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>32923</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>8470</td>\n",
+       "      <td>77.9</td>\n",
+       "      <td>5882</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>1576</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15695</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.028337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>5262</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>9132</td>\n",
+       "      <td>51.6</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>75.4</td>\n",
+       "      <td>1852</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>491</td>\n",
+       "      <td>26.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20679</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.095632</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>7790</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>16018</td>\n",
+       "      <td>27.6</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>41.8</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>1079</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32722</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.027449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>280</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>810</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>277</td>\n",
+       "      <td>27.5</td>\n",
+       "      <td>585</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>84</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>47709</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.187746</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 86 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Ausländer: innen  \\\n",
+       "Allermöhe                                       211   \n",
+       "Alsterdorf                                     2065   \n",
+       "Altengamme                                      157   \n",
+       "Altona-Altstadt                                6287   \n",
+       "Altona-Nord                                    5358   \n",
+       "Bahrenfeld                                     7747   \n",
+       "Barmbek-Nord                                   7052   \n",
+       "Barmbek-Süd                                    6264   \n",
+       "Bergedorf                                      6547   \n",
+       "Bergstedt                                      1042   \n",
+       "Billbrook                                      1416   \n",
+       "Billstedt                                     21117   \n",
+       "Billwerder                                     2123   \n",
+       "Blankenese                                     1421   \n",
+       "Borgfelde                                      3273   \n",
+       "Bramfeld                                       8287   \n",
+       "Cranz                                           241   \n",
+       "Curslack                                        857   \n",
+       "Dulsberg                                       4360   \n",
+       "Duvenstedt                                      504   \n",
+       "Eidelstedt                                     8051   \n",
+       "Eilbek                                         4139   \n",
+       "Eimsbüttel                                     7499   \n",
+       "Eißendorf                                      5845   \n",
+       "Eppendorf                                      2523   \n",
+       "Farmsen-Berne                                  5969   \n",
+       "Francop                                         139   \n",
+       "Fuhlsbüttel                                    2737   \n",
+       "Groß Borstel                                   2095   \n",
+       "Groß Flottbek                                  1572   \n",
+       "HafenCity                                       978   \n",
+       "Hamburg-Altstadt                               1349   \n",
+       "Hamm                                           8261   \n",
+       "Hammerbrook                                    2256   \n",
+       "Harburg                                       12883   \n",
+       "Harvestehude                                   2656   \n",
+       "Hausbruch                                      3124   \n",
+       "Heimfeld                                       6459   \n",
+       "Hoheluft-Ost                                   1108   \n",
+       "Hoheluft-West                                  1805   \n",
+       "Hohenfelde                                     2231   \n",
+       "Horn                                          11249   \n",
+       "Hummelsbüttel                                  3467   \n",
+       "Iserbrook                                      1368   \n",
+       "Jenfeld                                        8681   \n",
+       "Kirchwerder                                     882   \n",
+       "Kleiner Grasbrook und Steinwerder               364   \n",
+       "Langenbek                                       562   \n",
+       "Langenhorn                                     8596   \n",
+       "Lemsahl-Mellingstedt                            457   \n",
+       "Lohbrügge                                      6734   \n",
+       "Lokstedt                                       5247   \n",
+       "Lurup                                          8875   \n",
+       "Marienthal                                     2116   \n",
+       "Marmstorf                                      1326   \n",
+       "Moorburg und Altenwerder                         75   \n",
+       "Moorfleet                                       176   \n",
+       "Neuallermöhe                                   4527   \n",
+       "Neuenfelde                                     1779   \n",
+       "Neuengamme                                      209   \n",
+       "Neugraben-Fischbek                             7062   \n",
+       "Neuland und Gut Moor                            649   \n",
+       "Neustadt                                       2581   \n",
+       "Niendorf                                       5460   \n",
+       "Nienstedten                                     771   \n",
+       "Ochsenwerder                                    224   \n",
+       "Ohlsdorf                                       2908   \n",
+       "Osdorf                                         5031   \n",
+       "Othmarschen                                    2525   \n",
+       "Ottensen                                       4811   \n",
+       "Poppenbüttel                                   2522   \n",
+       "Rahlstedt                                     18827   \n",
+       "Reitbrook                                        47   \n",
+       "Rissen                                         2073   \n",
+       "Rothenburgsort                                 3363   \n",
+       "Rotherbaum                                     2890   \n",
+       "Rönneburg                                       805   \n",
+       "Sasel                                          1804   \n",
+       "Schnelsen                                      5296   \n",
+       "Sinstorf                                       1233   \n",
+       "Spadenland                                       30   \n",
+       "St. Georg                                      3494   \n",
+       "St. Pauli                                      4991   \n",
+       "Steilshoop                                     5536   \n",
+       "Stellingen                                     6151   \n",
+       "Sternschanze                                   1633   \n",
+       "Sülldorf                                       1388   \n",
+       "Tatenberg                                        38   \n",
+       "Tonndorf                                       3267   \n",
+       "Uhlenhorst                                     2537   \n",
+       "Veddel                                         2026   \n",
+       "Volksdorf                                      1794   \n",
+       "Waltershof und Finkenwerder                    2421   \n",
+       "Wandsbek                                       8098   \n",
+       "Wellingsbüttel                                  942   \n",
+       "Wilhelmsburg                                  17374   \n",
+       "Wilstorf                                       5262   \n",
+       "Winterhude                                     7790   \n",
+       "Wohldorf-Ohlstedt                               280   \n",
+       "\n",
+       "                                   Anteil der Ausländer: innen in %  \\\n",
+       "Allermöhe                                                      14.8   \n",
+       "Alsterdorf                                                     13.6   \n",
+       "Altengamme                                                      6.7   \n",
+       "Altona-Altstadt                                                21.2   \n",
+       "Altona-Nord                                                    20.1   \n",
+       "Bahrenfeld                                                     24.7   \n",
+       "Barmbek-Nord                                                   16.3   \n",
+       "Barmbek-Süd                                                    17.2   \n",
+       "Bergedorf                                                      17.8   \n",
+       "Bergstedt                                                       9.7   \n",
+       "Billbrook                                                      79.1   \n",
+       "Billstedt                                                      29.4   \n",
+       "Billwerder                                                     56.0   \n",
+       "Blankenese                                                     10.3   \n",
+       "Borgfelde                                                      38.2   \n",
+       "Bramfeld                                                       15.6   \n",
+       "Cranz                                                          29.8   \n",
+       "Curslack                                                       20.7   \n",
+       "Dulsberg                                                       25.4   \n",
+       "Duvenstedt                                                      8.4   \n",
+       "Eidelstedt                                                     22.3   \n",
+       "Eilbek                                                         18.2   \n",
+       "Eimsbüttel                                                     13.0   \n",
+       "Eißendorf                                                      23.1   \n",
+       "Eppendorf                                                      10.2   \n",
+       "Farmsen-Berne                                                  16.0   \n",
+       "Francop                                                        18.9   \n",
+       "Fuhlsbüttel                                                    20.1   \n",
+       "Groß Borstel                                                   19.4   \n",
+       "Groß Flottbek                                                  14.1   \n",
+       "HafenCity                                                      14.1   \n",
+       "Hamburg-Altstadt                                               42.4   \n",
+       "Hamm                                                           21.3   \n",
+       "Hammerbrook                                                    37.7   \n",
+       "Harburg                                                        46.1   \n",
+       "Harvestehude                                                   14.8   \n",
+       "Hausbruch                                                      18.5   \n",
+       "Heimfeld                                                       28.6   \n",
+       "Hoheluft-Ost                                                   11.3   \n",
+       "Hoheluft-West                                                  13.3   \n",
+       "Hohenfelde                                                     22.2   \n",
+       "Horn                                                           29.3   \n",
+       "Hummelsbüttel                                                  18.5   \n",
+       "Iserbrook                                                      11.8   \n",
+       "Jenfeld                                                        30.1   \n",
+       "Kirchwerder                                                     8.6   \n",
+       "Kleiner Grasbrook und Steinwerder                              32.9   \n",
+       "Langenbek                                                      14.0   \n",
+       "Langenhorn                                                     18.2   \n",
+       "Lemsahl-Mellingstedt                                            6.5   \n",
+       "Lohbrügge                                                      16.4   \n",
+       "Lokstedt                                                       16.8   \n",
+       "Lurup                                                          23.9   \n",
+       "Marienthal                                                     15.5   \n",
+       "Marmstorf                                                      14.8   \n",
+       "Moorburg und Altenwerder                                       10.6   \n",
+       "Moorfleet                                                      15.0   \n",
+       "Neuallermöhe                                                   19.4   \n",
+       "Neuenfelde                                                     33.9   \n",
+       "Neuengamme                                                      5.6   \n",
+       "Neugraben-Fischbek                                             20.8   \n",
+       "Neuland und Gut Moor                                           35.5   \n",
+       "Neustadt                                                       20.4   \n",
+       "Niendorf                                                       12.9   \n",
+       "Nienstedten                                                    10.9   \n",
+       "Ochsenwerder                                                    7.4   \n",
+       "Ohlsdorf                                                       16.6   \n",
+       "Osdorf                                                         19.2   \n",
+       "Othmarschen                                                    15.2   \n",
+       "Ottensen                                                       13.6   \n",
+       "Poppenbüttel                                                   10.4   \n",
+       "Rahlstedt                                                      19.5   \n",
+       "Reitbrook                                                       8.7   \n",
+       "Rissen                                                         12.6   \n",
+       "Rothenburgsort                                                 34.9   \n",
+       "Rotherbaum                                                     16.8   \n",
+       "Rönneburg                                                      23.6   \n",
+       "Sasel                                                           7.4   \n",
+       "Schnelsen                                                      17.3   \n",
+       "Sinstorf                                                       28.7   \n",
+       "Spadenland                                                      5.4   \n",
+       "St. Georg                                                      28.4   \n",
+       "St. Pauli                                                      22.6   \n",
+       "Steilshoop                                                     28.1   \n",
+       "Stellingen                                                     22.0   \n",
+       "Sternschanze                                                   20.7   \n",
+       "Sülldorf                                                       14.7   \n",
+       "Tatenberg                                                       6.6   \n",
+       "Tonndorf                                                       21.2   \n",
+       "Uhlenhorst                                                     13.4   \n",
+       "Veddel                                                         47.2   \n",
+       "Volksdorf                                                       8.6   \n",
+       "Waltershof und Finkenwerder                                    20.7   \n",
+       "Wandsbek                                                       21.2   \n",
+       "Wellingsbüttel                                                  8.5   \n",
+       "Wilhelmsburg                                                   32.8   \n",
+       "Wilstorf                                                       29.8   \n",
+       "Winterhude                                                     13.4   \n",
+       "Wohldorf-Ohlstedt                                               5.8   \n",
+       "\n",
+       "                                   Bevölkerung mit Migrations-hintergrund  \\\n",
+       "Allermöhe                                                             379   \n",
+       "Alsterdorf                                                           4409   \n",
+       "Altengamme                                                            294   \n",
+       "Altona-Altstadt                                                     12048   \n",
+       "Altona-Nord                                                         10289   \n",
+       "Bahrenfeld                                                          12222   \n",
+       "Barmbek-Nord                                                        13921   \n",
+       "Barmbek-Süd                                                         11809   \n",
+       "Bergedorf                                                           13712   \n",
+       "Bergstedt                                                            2136   \n",
+       "Billbrook                                                            1596   \n",
+       "Billstedt                                                           45035   \n",
+       "Billwerder                                                           2565   \n",
+       "Blankenese                                                           2933   \n",
+       "Borgfelde                                                            4600   \n",
+       "Bramfeld                                                            18350   \n",
+       "Cranz                                                                 354   \n",
+       "Curslack                                                             1246   \n",
+       "Dulsberg                                                             8043   \n",
+       "Duvenstedt                                                           1063   \n",
+       "Eidelstedt                                                          15923   \n",
+       "Eilbek                                                               8186   \n",
+       "Eimsbüttel                                                          14922   \n",
+       "Eißendorf                                                           11406   \n",
+       "Eppendorf                                                            5611   \n",
+       "Farmsen-Berne                                                       13782   \n",
+       "Francop                                                               184   \n",
+       "Fuhlsbüttel                                                          4325   \n",
+       "Groß Borstel                                                         3654   \n",
+       "Groß Flottbek                                                        2929   \n",
+       "HafenCity                                                            2758   \n",
+       "Hamburg-Altstadt                                                     1896   \n",
+       "Hamm                                                                15518   \n",
+       "Hammerbrook                                                          3427   \n",
+       "Harburg                                                             18138   \n",
+       "Harvestehude                                                         5231   \n",
+       "Hausbruch                                                            9475   \n",
+       "Heimfeld                                                            11413   \n",
+       "Hoheluft-Ost                                                         2405   \n",
+       "Hoheluft-West                                                        3364   \n",
+       "Hohenfelde                                                           4062   \n",
+       "Horn                                                                21726   \n",
+       "Hummelsbüttel                                                        7465   \n",
+       "Iserbrook                                                            3100   \n",
+       "Jenfeld                                                             17966   \n",
+       "Kirchwerder                                                          1528   \n",
+       "Kleiner Grasbrook und Steinwerder                                     512   \n",
+       "Langenbek                                                            1521   \n",
+       "Langenhorn                                                          16927   \n",
+       "Lemsahl-Mellingstedt                                                 1350   \n",
+       "Lohbrügge                                                           18381   \n",
+       "Lokstedt                                                            10506   \n",
+       "Lurup                                                               19562   \n",
+       "Marienthal                                                           4589   \n",
+       "Marmstorf                                                            2989   \n",
+       "Moorburg und Altenwerder                                              140   \n",
+       "Moorfleet                                                             320   \n",
+       "Neuallermöhe                                                        15421   \n",
+       "Neuenfelde                                                           2769   \n",
+       "Neuengamme                                                            461   \n",
+       "Neugraben-Fischbek                                                  17155   \n",
+       "Neuland und Gut Moor                                                  942   \n",
+       "Neustadt                                                             4724   \n",
+       "Niendorf                                                            11051   \n",
+       "Nienstedten                                                          1533   \n",
+       "Ochsenwerder                                                          556   \n",
+       "Ohlsdorf                                                             5236   \n",
+       "Osdorf                                                              11204   \n",
+       "Othmarschen                                                          4915   \n",
+       "Ottensen                                                            10011   \n",
+       "Poppenbüttel                                                         6367   \n",
+       "Rahlstedt                                                           38162   \n",
+       "Reitbrook                                                              74   \n",
+       "Rissen                                                               3960   \n",
+       "Rothenburgsort                                                       5982   \n",
+       "Rotherbaum                                                           5377   \n",
+       "Rönneburg                                                            1465   \n",
+       "Sasel                                                                4931   \n",
+       "Schnelsen                                                           11285   \n",
+       "Sinstorf                                                             2124   \n",
+       "Spadenland                                                             58   \n",
+       "St. Georg                                                            5362   \n",
+       "St. Pauli                                                            8488   \n",
+       "Steilshoop                                                          11360   \n",
+       "Stellingen                                                          10874   \n",
+       "Sternschanze                                                         2971   \n",
+       "Sülldorf                                                             2563   \n",
+       "Tatenberg                                                              84   \n",
+       "Tonndorf                                                             6957   \n",
+       "Uhlenhorst                                                           5477   \n",
+       "Veddel                                                               3254   \n",
+       "Volksdorf                                                            4062   \n",
+       "Waltershof und Finkenwerder                                          4080   \n",
+       "Wandsbek                                                            15623   \n",
+       "Wellingsbüttel                                                       2388   \n",
+       "Wilhelmsburg                                                        32923   \n",
+       "Wilstorf                                                             9132   \n",
+       "Winterhude                                                          16018   \n",
+       "Wohldorf-Ohlstedt                                                     810   \n",
+       "\n",
+       "                                   Anteil der Bevölkerung mit Migrations-hintergrund in %  \\\n",
+       "Allermöhe                                                                       26.7        \n",
+       "Alsterdorf                                                                      29.1        \n",
+       "Altengamme                                                                      12.6        \n",
+       "Altona-Altstadt                                                                 40.6        \n",
+       "Altona-Nord                                                                     38.7        \n",
+       "Bahrenfeld                                                                      39.0        \n",
+       "Barmbek-Nord                                                                    32.3        \n",
+       "Barmbek-Süd                                                                     32.4        \n",
+       "Bergedorf                                                                       37.2        \n",
+       "Bergstedt                                                                       19.8        \n",
+       "Billbrook                                                                       87.5        \n",
+       "Billstedt                                                                       62.7        \n",
+       "Billwerder                                                                      67.7        \n",
+       "Blankenese                                                                      21.3        \n",
+       "Borgfelde                                                                       53.7        \n",
+       "Bramfeld                                                                        34.7        \n",
+       "Cranz                                                                           43.9        \n",
+       "Curslack                                                                        30.0        \n",
+       "Dulsberg                                                                        46.9        \n",
+       "Duvenstedt                                                                      17.8        \n",
+       "Eidelstedt                                                                      44.2        \n",
+       "Eilbek                                                                          36.0        \n",
+       "Eimsbüttel                                                                      25.8        \n",
+       "Eißendorf                                                                       45.1        \n",
+       "Eppendorf                                                                       22.8        \n",
+       "Farmsen-Berne                                                                   37.0        \n",
+       "Francop                                                                         25.0        \n",
+       "Fuhlsbüttel                                                                     31.9        \n",
+       "Groß Borstel                                                                    33.8        \n",
+       "Groß Flottbek                                                                   26.3        \n",
+       "HafenCity                                                                       39.8        \n",
+       "Hamburg-Altstadt                                                                59.5        \n",
+       "Hamm                                                                            40.1        \n",
+       "Hammerbrook                                                                     58.0        \n",
+       "Harburg                                                                         64.8        \n",
+       "Harvestehude                                                                    29.1        \n",
+       "Hausbruch                                                                       56.1        \n",
+       "Heimfeld                                                                        50.4        \n",
+       "Hoheluft-Ost                                                                    24.6        \n",
+       "Hoheluft-West                                                                   24.7        \n",
+       "Hohenfelde                                                                      40.3        \n",
+       "Horn                                                                            56.4        \n",
+       "Hummelsbüttel                                                                   40.0        \n",
+       "Iserbrook                                                                       26.8        \n",
+       "Jenfeld                                                                         62.3        \n",
+       "Kirchwerder                                                                     14.8        \n",
+       "Kleiner Grasbrook und Steinwerder                                               46.0        \n",
+       "Langenbek                                                                       37.9        \n",
+       "Langenhorn                                                                      35.9        \n",
+       "Lemsahl-Mellingstedt                                                            19.1        \n",
+       "Lohbrügge                                                                       44.6        \n",
+       "Lokstedt                                                                        33.5        \n",
+       "Lurup                                                                           52.7        \n",
+       "Marienthal                                                                      33.7        \n",
+       "Marmstorf                                                                       33.3        \n",
+       "Moorburg und Altenwerder                                                        19.9        \n",
+       "Moorfleet                                                                       27.1        \n",
+       "Neuallermöhe                                                                    65.9        \n",
+       "Neuenfelde                                                                      52.9        \n",
+       "Neuengamme                                                                      12.4        \n",
+       "Neugraben-Fischbek                                                              50.5        \n",
+       "Neuland und Gut Moor                                                            51.5        \n",
+       "Neustadt                                                                        37.4        \n",
+       "Niendorf                                                                        26.2        \n",
+       "Nienstedten                                                                     21.7        \n",
+       "Ochsenwerder                                                                    18.3        \n",
+       "Ohlsdorf                                                                        29.9        \n",
+       "Osdorf                                                                          42.8        \n",
+       "Othmarschen                                                                     29.6        \n",
+       "Ottensen                                                                        28.3        \n",
+       "Poppenbüttel                                                                    26.1        \n",
+       "Rahlstedt                                                                       39.4        \n",
+       "Reitbrook                                                                       13.7        \n",
+       "Rissen                                                                          24.1        \n",
+       "Rothenburgsort                                                                  62.0        \n",
+       "Rotherbaum                                                                      31.3        \n",
+       "Rönneburg                                                                       42.8        \n",
+       "Sasel                                                                           20.2        \n",
+       "Schnelsen                                                                       36.7        \n",
+       "Sinstorf                                                                        49.4        \n",
+       "Spadenland                                                                      10.6        \n",
+       "St. Georg                                                                       43.7        \n",
+       "St. Pauli                                                                       38.4        \n",
+       "Steilshoop                                                                      57.8        \n",
+       "Stellingen                                                                      38.8        \n",
+       "Sternschanze                                                                    37.6        \n",
+       "Sülldorf                                                                        27.2        \n",
+       "Tatenberg                                                                       14.5        \n",
+       "Tonndorf                                                                        45.3        \n",
+       "Uhlenhorst                                                                      28.9        \n",
+       "Veddel                                                                          76.1        \n",
+       "Volksdorf                                                                       19.5        \n",
+       "Waltershof und Finkenwerder                                                     34.9        \n",
+       "Wandsbek                                                                        40.9        \n",
+       "Wellingsbüttel                                                                  21.5        \n",
+       "Wilhelmsburg                                                                    62.1        \n",
+       "Wilstorf                                                                        51.6        \n",
+       "Winterhude                                                                      27.6        \n",
+       "Wohldorf-Ohlstedt                                                               16.8        \n",
+       "\n",
+       "                                   Unter 18-Jährige mit Migrations-hintergrund  \\\n",
+       "Allermöhe                                                                   84   \n",
+       "Alsterdorf                                                                1043   \n",
+       "Altengamme                                                                  75   \n",
+       "Altona-Altstadt                                                           2497   \n",
+       "Altona-Nord                                                               2164   \n",
+       "Bahrenfeld                                                                2982   \n",
+       "Barmbek-Nord                                                              2475   \n",
+       "Barmbek-Süd                                                               2113   \n",
+       "Bergedorf                                                                 3460   \n",
+       "Bergstedt                                                                  737   \n",
+       "Billbrook                                                                  583   \n",
+       "Billstedt                                                                11222   \n",
+       "Billwerder                                                                 740   \n",
+       "Blankenese                                                                 799   \n",
+       "Borgfelde                                                                  900   \n",
+       "Bramfeld                                                                  4316   \n",
+       "Cranz                                                                       91   \n",
+       "Curslack                                                                   388   \n",
+       "Dulsberg                                                                  1464   \n",
+       "Duvenstedt                                                                 376   \n",
+       "Eidelstedt                                                                4263   \n",
+       "Eilbek                                                                    1581   \n",
+       "Eimsbüttel                                                                2617   \n",
+       "Eißendorf                                                                 2865   \n",
+       "Eppendorf                                                                 1128   \n",
+       "Farmsen-Berne                                                             3730   \n",
+       "Francop                                                                     32   \n",
+       "Fuhlsbüttel                                                               1211   \n",
+       "Groß Borstel                                                               952   \n",
+       "Groß Flottbek                                                              720   \n",
+       "HafenCity                                                                  769   \n",
+       "Hamburg-Altstadt                                                           424   \n",
+       "Hamm                                                                      2983   \n",
+       "Hammerbrook                                                                636   \n",
+       "Harburg                                                                   3812   \n",
+       "Harvestehude                                                              1042   \n",
+       "Hausbruch                                                                 2303   \n",
+       "Heimfeld                                                                  2735   \n",
+       "Hoheluft-Ost                                                               423   \n",
+       "Hoheluft-West                                                              581   \n",
+       "Hohenfelde                                                                 788   \n",
+       "Horn                                                                      4802   \n",
+       "Hummelsbüttel                                                             1981   \n",
+       "Iserbrook                                                                  853   \n",
+       "Jenfeld                                                                   4728   \n",
+       "Kirchwerder                                                                423   \n",
+       "Kleiner Grasbrook und Steinwerder                                           57   \n",
+       "Langenbek                                                                  377   \n",
+       "Langenhorn                                                                4356   \n",
+       "Lemsahl-Mellingstedt                                                       438   \n",
+       "Lohbrügge                                                                 4385   \n",
+       "Lokstedt                                                                  2435   \n",
+       "Lurup                                                                     5387   \n",
+       "Marienthal                                                                1049   \n",
+       "Marmstorf                                                                  805   \n",
+       "Moorburg und Altenwerder                                                    31   \n",
+       "Moorfleet                                                                   77   \n",
+       "Neuallermöhe                                                              4205   \n",
+       "Neuenfelde                                                                 842   \n",
+       "Neuengamme                                                                 129   \n",
+       "Neugraben-Fischbek                                                        4940   \n",
+       "Neuland und Gut Moor                                                       327   \n",
+       "Neustadt                                                                   673   \n",
+       "Niendorf                                                                  2741   \n",
+       "Nienstedten                                                                417   \n",
+       "Ochsenwerder                                                               171   \n",
+       "Ohlsdorf                                                                  1232   \n",
+       "Osdorf                                                                    3050   \n",
+       "Othmarschen                                                               1410   \n",
+       "Ottensen                                                                  2031   \n",
+       "Poppenbüttel                                                              1843   \n",
+       "Rahlstedt                                                                 9932   \n",
+       "Reitbrook                                                                   22   \n",
+       "Rissen                                                                    1262   \n",
+       "Rothenburgsort                                                            1461   \n",
+       "Rotherbaum                                                                 875   \n",
+       "Rönneburg                                                                  411   \n",
+       "Sasel                                                                     1451   \n",
+       "Schnelsen                                                                 3192   \n",
+       "Sinstorf                                                                   768   \n",
+       "Spadenland                                                                  12   \n",
+       "St. Georg                                                                  866   \n",
+       "St. Pauli                                                                 1458   \n",
+       "Steilshoop                                                                3140   \n",
+       "Stellingen                                                                2417   \n",
+       "Sternschanze                                                               545   \n",
+       "Sülldorf                                                                   693   \n",
+       "Tatenberg                                                                   16   \n",
+       "Tonndorf                                                                  1706   \n",
+       "Uhlenhorst                                                                1174   \n",
+       "Veddel                                                                     779   \n",
+       "Volksdorf                                                                 1257   \n",
+       "Waltershof und Finkenwerder                                               1064   \n",
+       "Wandsbek                                                                  3560   \n",
+       "Wellingsbüttel                                                             671   \n",
+       "Wilhelmsburg                                                              8470   \n",
+       "Wilstorf                                                                  2448   \n",
+       "Winterhude                                                                3205   \n",
+       "Wohldorf-Ohlstedt                                                          277   \n",
+       "\n",
+       "                                   Anteil der unter 18-Jährigen mit Migrations-hintergrund in %  \\\n",
+       "Allermöhe                                                                       38.7              \n",
+       "Alsterdorf                                                                      43.1              \n",
+       "Altengamme                                                                      17.0              \n",
+       "Altona-Altstadt                                                                 55.2              \n",
+       "Altona-Nord                                                                     49.8              \n",
+       "Bahrenfeld                                                                      53.5              \n",
+       "Barmbek-Nord                                                                    52.2              \n",
+       "Barmbek-Süd                                                                     52.1              \n",
+       "Bergedorf                                                                       52.8              \n",
+       "Bergstedt                                                                       32.3              \n",
+       "Billbrook                                                                       98.5              \n",
+       "Billstedt                                                                       80.3              \n",
+       "Billwerder                                                                      85.6              \n",
+       "Blankenese                                                                      31.6              \n",
+       "Borgfelde                                                                       78.4              \n",
+       "Bramfeld                                                                        52.8              \n",
+       "Cranz                                                                           69.5              \n",
+       "Curslack                                                                        44.8              \n",
+       "Dulsberg                                                                        75.3              \n",
+       "Duvenstedt                                                                      30.8              \n",
+       "Eidelstedt                                                                      63.7              \n",
+       "Eilbek                                                                          56.7              \n",
+       "Eimsbüttel                                                                      35.7              \n",
+       "Eißendorf                                                                       64.2              \n",
+       "Eppendorf                                                                       33.7              \n",
+       "Farmsen-Berne                                                                   54.0              \n",
+       "Francop                                                                         27.1              \n",
+       "Fuhlsbüttel                                                                     50.6              \n",
+       "Groß Borstel                                                                    46.3              \n",
+       "Groß Flottbek                                                                   32.9              \n",
+       "HafenCity                                                                       56.1              \n",
+       "Hamburg-Altstadt                                                                82.0              \n",
+       "Hamm                                                                            64.6              \n",
+       "Hammerbrook                                                                     85.5              \n",
+       "Harburg                                                                         84.9              \n",
+       "Harvestehude                                                                    38.5              \n",
+       "Hausbruch                                                                       72.1              \n",
+       "Heimfeld                                                                        68.7              \n",
+       "Hoheluft-Ost                                                                    33.9              \n",
+       "Hoheluft-West                                                                   34.2              \n",
+       "Hohenfelde                                                                      61.9              \n",
+       "Horn                                                                            77.4              \n",
+       "Hummelsbüttel                                                                   57.2              \n",
+       "Iserbrook                                                                       39.8              \n",
+       "Jenfeld                                                                         81.4              \n",
+       "Kirchwerder                                                                     22.3              \n",
+       "Kleiner Grasbrook und Steinwerder                                               90.5              \n",
+       "Langenbek                                                                       56.0              \n",
+       "Langenhorn                                                                      50.9              \n",
+       "Lemsahl-Mellingstedt                                                            30.3              \n",
+       "Lohbrügge                                                                       64.5              \n",
+       "Lokstedt                                                                        44.4              \n",
+       "Lurup                                                                           70.7              \n",
+       "Marienthal                                                                      47.6              \n",
+       "Marmstorf                                                                       54.4              \n",
+       "Moorburg und Altenwerder                                                        23.8              \n",
+       "Moorfleet                                                                       41.0              \n",
+       "Neuallermöhe                                                                    80.1              \n",
+       "Neuenfelde                                                                      67.5              \n",
+       "Neuengamme                                                                      20.5              \n",
+       "Neugraben-Fischbek                                                              66.3              \n",
+       "Neuland und Gut Moor                                                            73.5              \n",
+       "Neustadt                                                                        47.8              \n",
+       "Niendorf                                                                        40.0              \n",
+       "Nienstedten                                                                     30.8              \n",
+       "Ochsenwerder                                                                    28.0              \n",
+       "Ohlsdorf                                                                        41.1              \n",
+       "Osdorf                                                                          58.8              \n",
+       "Othmarschen                                                                     40.9              \n",
+       "Ottensen                                                                        37.9              \n",
+       "Poppenbüttel                                                                    43.8              \n",
+       "Rahlstedt                                                                       55.7              \n",
+       "Reitbrook                                                                       24.4              \n",
+       "Rissen                                                                          39.7              \n",
+       "Rothenburgsort                                                                  82.6              \n",
+       "Rotherbaum                                                                      38.1              \n",
+       "Rönneburg                                                                       62.1              \n",
+       "Sasel                                                                           30.7              \n",
+       "Schnelsen                                                                       54.0              \n",
+       "Sinstorf                                                                        73.1              \n",
+       "Spadenland                                                                      15.8              \n",
+       "St. Georg                                                                       61.7              \n",
+       "St. Pauli                                                                       49.4              \n",
+       "Steilshoop                                                                      78.1              \n",
+       "Stellingen                                                                      55.5              \n",
+       "Sternschanze                                                                    49.9              \n",
+       "Sülldorf                                                                        37.9              \n",
+       "Tatenberg                                                                       16.8              \n",
+       "Tonndorf                                                                        64.0              \n",
+       "Uhlenhorst                                                                      45.8              \n",
+       "Veddel                                                                          92.7              \n",
+       "Volksdorf                                                                       31.1              \n",
+       "Waltershof und Finkenwerder                                                     53.7              \n",
+       "Wandsbek                                                                        65.0              \n",
+       "Wellingsbüttel                                                                  31.9              \n",
+       "Wilhelmsburg                                                                    77.9              \n",
+       "Wilstorf                                                                        75.4              \n",
+       "Winterhude                                                                      41.8              \n",
+       "Wohldorf-Ohlstedt                                                               27.5              \n",
+       "\n",
+       "                                   Haushalte mit Kindern  \\\n",
+       "Allermöhe                                            123   \n",
+       "Alsterdorf                                          1472   \n",
+       "Altengamme                                           255   \n",
+       "Altona-Altstadt                                     2840   \n",
+       "Altona-Nord                                         2694   \n",
+       "Bahrenfeld                                          2986   \n",
+       "Barmbek-Nord                                        3241   \n",
+       "Barmbek-Süd                                         2721   \n",
+       "Bergedorf                                           3707   \n",
+       "Bergstedt                                           1248   \n",
+       "Billbrook                                            111   \n",
+       "Billstedt                                           7591   \n",
+       "Billwerder                                           139   \n",
+       "Blankenese                                          1448   \n",
+       "Borgfelde                                            482   \n",
+       "Bramfeld                                            5122   \n",
+       "Cranz                                                 78   \n",
+       "Curslack                                             405   \n",
+       "Dulsberg                                            1236   \n",
+       "Duvenstedt                                           668   \n",
+       "Eidelstedt                                          3856   \n",
+       "Eilbek                                              1812   \n",
+       "Eimsbüttel                                          4938   \n",
+       "Eißendorf                                           2602   \n",
+       "Eppendorf                                           2160   \n",
+       "Farmsen-Berne                                       4052   \n",
+       "Francop                                               73   \n",
+       "Fuhlsbüttel                                         1220   \n",
+       "Groß Borstel                                        1096   \n",
+       "Groß Flottbek                                       1262   \n",
+       "HafenCity                                            841   \n",
+       "Hamburg-Altstadt                                     255   \n",
+       "Hamm                                                2955   \n",
+       "Hammerbrook                                          428   \n",
+       "Harburg                                             2473   \n",
+       "Harvestehude                                        1653   \n",
+       "Hausbruch                                           1837   \n",
+       "Heimfeld                                            2291   \n",
+       "Hoheluft-Ost                                         870   \n",
+       "Hoheluft-West                                       1165   \n",
+       "Hohenfelde                                           713   \n",
+       "Horn                                                3684   \n",
+       "Hummelsbüttel                                       1976   \n",
+       "Iserbrook                                           1275   \n",
+       "Jenfeld                                             3019   \n",
+       "Kirchwerder                                         1099   \n",
+       "Kleiner Grasbrook und Steinwerder                     39   \n",
+       "Langenbek                                            418   \n",
+       "Langenhorn                                          4937   \n",
+       "Lemsahl-Mellingstedt                                 837   \n",
+       "Lohbrügge                                           4069   \n",
+       "Lokstedt                                            3240   \n",
+       "Lurup                                               4326   \n",
+       "Marienthal                                          1337   \n",
+       "Marmstorf                                            880   \n",
+       "Moorburg und Altenwerder                              75   \n",
+       "Moorfleet                                            106   \n",
+       "Neuallermöhe                                        2951   \n",
+       "Neuenfelde                                           591   \n",
+       "Neuengamme                                           384   \n",
+       "Neugraben-Fischbek                                  4053   \n",
+       "Neuland und Gut Moor                                 168   \n",
+       "Neustadt                                             954   \n",
+       "Niendorf                                            4117   \n",
+       "Nienstedten                                          792   \n",
+       "Ochsenwerder                                         353   \n",
+       "Ohlsdorf                                            1812   \n",
+       "Osdorf                                              3009   \n",
+       "Othmarschen                                         1923   \n",
+       "Ottensen                                            3522   \n",
+       "Poppenbüttel                                        2407   \n",
+       "Rahlstedt                                           9856   \n",
+       "Reitbrook                                             52   \n",
+       "Rissen                                              1759   \n",
+       "Rothenburgsort                                       967   \n",
+       "Rotherbaum                                          1502   \n",
+       "Rönneburg                                            336   \n",
+       "Sasel                                               2791   \n",
+       "Schnelsen                                           3378   \n",
+       "Sinstorf                                             454   \n",
+       "Spadenland                                            48   \n",
+       "St. Georg                                            862   \n",
+       "St. Pauli                                           1898   \n",
+       "Steilshoop                                          2161   \n",
+       "Stellingen                                          2581   \n",
+       "Sternschanze                                         711   \n",
+       "Sülldorf                                             981   \n",
+       "Tatenberg                                             62   \n",
+       "Tonndorf                                            1606   \n",
+       "Uhlenhorst                                          1643   \n",
+       "Veddel                                               469   \n",
+       "Volksdorf                                           2201   \n",
+       "Waltershof und Finkenwerder                         1156   \n",
+       "Wandsbek                                            3142   \n",
+       "Wellingsbüttel                                      1227   \n",
+       "Wilhelmsburg                                        5882   \n",
+       "Wilstorf                                            1852   \n",
+       "Winterhude                                          4983   \n",
+       "Wohldorf-Ohlstedt                                    585   \n",
+       "\n",
+       "                                   Anteil der Haushalte mit Kindern in %  \\\n",
+       "Allermöhe                                                           17.0   \n",
+       "Alsterdorf                                                          18.2   \n",
+       "Altengamme                                                          24.1   \n",
+       "Altona-Altstadt                                                     15.6   \n",
+       "Altona-Nord                                                         17.5   \n",
+       "Bahrenfeld                                                          17.3   \n",
+       "Barmbek-Nord                                                        10.9   \n",
+       "Barmbek-Süd                                                         11.1   \n",
+       "Bergedorf                                                           19.5   \n",
+       "Bergstedt                                                           25.7   \n",
+       "Billbrook                                                           20.4   \n",
+       "Billstedt                                                           21.3   \n",
+       "Billwerder                                                          17.6   \n",
+       "Blankenese                                                          20.8   \n",
+       "Borgfelde                                                           10.9   \n",
+       "Bramfeld                                                            17.0   \n",
+       "Cranz                                                               17.0   \n",
+       "Curslack                                                            23.5   \n",
+       "Dulsberg                                                            10.4   \n",
+       "Duvenstedt                                                          25.7   \n",
+       "Eidelstedt                                                          20.9   \n",
+       "Eilbek                                                              12.3   \n",
+       "Eimsbüttel                                                          12.7   \n",
+       "Eißendorf                                                           19.5   \n",
+       "Eppendorf                                                           13.9   \n",
+       "Farmsen-Berne                                                       21.3   \n",
+       "Francop                                                             19.5   \n",
+       "Fuhlsbüttel                                                         16.7   \n",
+       "Groß Borstel                                                        20.6   \n",
+       "Groß Flottbek                                                       23.5   \n",
+       "HafenCity                                                           26.4   \n",
+       "Hamburg-Altstadt                                                    13.5   \n",
+       "Hamm                                                                11.3   \n",
+       "Hammerbrook                                                         14.2   \n",
+       "Harburg                                                             15.8   \n",
+       "Harvestehude                                                        15.3   \n",
+       "Hausbruch                                                           23.5   \n",
+       "Heimfeld                                                            18.6   \n",
+       "Hoheluft-Ost                                                        13.7   \n",
+       "Hoheluft-West                                                       13.0   \n",
+       "Hohenfelde                                                          11.2   \n",
+       "Horn                                                                16.3   \n",
+       "Hummelsbüttel                                                       21.9   \n",
+       "Iserbrook                                                           22.0   \n",
+       "Jenfeld                                                             21.8   \n",
+       "Kirchwerder                                                         23.3   \n",
+       "Kleiner Grasbrook und Steinwerder                                    4.4   \n",
+       "Langenbek                                                           20.7   \n",
+       "Langenhorn                                                          20.7   \n",
+       "Lemsahl-Mellingstedt                                                26.8   \n",
+       "Lohbrügge                                                           18.7   \n",
+       "Lokstedt                                                            19.6   \n",
+       "Lurup                                                               23.8   \n",
+       "Marienthal                                                          18.5   \n",
+       "Marmstorf                                                           19.1   \n",
+       "Moorburg und Altenwerder                                            18.9   \n",
+       "Moorfleet                                                           18.2   \n",
+       "Neuallermöhe                                                        29.8   \n",
+       "Neuenfelde                                                          25.3   \n",
+       "Neuengamme                                                          21.8   \n",
+       "Neugraben-Fischbek                                                  26.0   \n",
+       "Neuland und Gut Moor                                                23.6   \n",
+       "Neustadt                                                            11.0   \n",
+       "Niendorf                                                            18.2   \n",
+       "Nienstedten                                                         22.6   \n",
+       "Ochsenwerder                                                        25.0   \n",
+       "Ohlsdorf                                                            19.0   \n",
+       "Osdorf                                                              22.7   \n",
+       "Othmarschen                                                         25.0   \n",
+       "Ottensen                                                            16.2   \n",
+       "Poppenbüttel                                                        20.8   \n",
+       "Rahlstedt                                                           20.6   \n",
+       "Reitbrook                                                           20.0   \n",
+       "Rissen                                                              21.6   \n",
+       "Rothenburgsort                                                      18.3   \n",
+       "Rotherbaum                                                          13.7   \n",
+       "Rönneburg                                                           21.6   \n",
+       "Sasel                                                               24.4   \n",
+       "Schnelsen                                                           22.6   \n",
+       "Sinstorf                                                            25.8   \n",
+       "Spadenland                                                          17.5   \n",
+       "St. Georg                                                           11.2   \n",
+       "St. Pauli                                                           12.8   \n",
+       "Steilshoop                                                          22.0   \n",
+       "Stellingen                                                          16.5   \n",
+       "Sternschanze                                                        13.6   \n",
+       "Sülldorf                                                            21.5   \n",
+       "Tatenberg                                                           22.8   \n",
+       "Tonndorf                                                            18.9   \n",
+       "Uhlenhorst                                                          13.9   \n",
+       "Veddel                                                              20.7   \n",
+       "Volksdorf                                                           22.9   \n",
+       "Waltershof und Finkenwerder                                         18.3   \n",
+       "Wandsbek                                                            13.9   \n",
+       "Wellingsbüttel                                                      22.8   \n",
+       "Wilhelmsburg                                                        22.4   \n",
+       "Wilstorf                                                            19.4   \n",
+       "Winterhude                                                          13.7   \n",
+       "Wohldorf-Ohlstedt                                                   27.1   \n",
+       "\n",
+       "                                   Allein-erziehende  \\\n",
+       "Allermöhe                                         26   \n",
+       "Alsterdorf                                       354   \n",
+       "Altengamme                                        37   \n",
+       "Altona-Altstadt                                  935   \n",
+       "Altona-Nord                                      725   \n",
+       "Bahrenfeld                                       746   \n",
+       "Barmbek-Nord                                     938   \n",
+       "Barmbek-Süd                                      769   \n",
+       "Bergedorf                                        957   \n",
+       "Bergstedt                                        241   \n",
+       "Billbrook                                         35   \n",
+       "Billstedt                                       2437   \n",
+       "Billwerder                                        34   \n",
+       "Blankenese                                       228   \n",
+       "Borgfelde                                        125   \n",
+       "Bramfeld                                        1479   \n",
+       "Cranz                                             21   \n",
+       "Curslack                                          82   \n",
+       "Dulsberg                                         554   \n",
+       "Duvenstedt                                       137   \n",
+       "Eidelstedt                                      1011   \n",
+       "Eilbek                                           495   \n",
+       "Eimsbüttel                                      1301   \n",
+       "Eißendorf                                        650   \n",
+       "Eppendorf                                        470   \n",
+       "Farmsen-Berne                                   1085   \n",
+       "Francop                                           15   \n",
+       "Fuhlsbüttel                                      290   \n",
+       "Groß Borstel                                     279   \n",
+       "Groß Flottbek                                    191   \n",
+       "HafenCity                                        119   \n",
+       "Hamburg-Altstadt                                  69   \n",
+       "Hamm                                             959   \n",
+       "Hammerbrook                                      106   \n",
+       "Harburg                                          717   \n",
+       "Harvestehude                                     362   \n",
+       "Hausbruch                                        486   \n",
+       "Heimfeld                                         596   \n",
+       "Hoheluft-Ost                                     199   \n",
+       "Hoheluft-West                                    265   \n",
+       "Hohenfelde                                       172   \n",
+       "Horn                                            1262   \n",
+       "Hummelsbüttel                                    504   \n",
+       "Iserbrook                                        293   \n",
+       "Jenfeld                                          899   \n",
+       "Kirchwerder                                      190   \n",
+       "Kleiner Grasbrook und Steinwerder                 13   \n",
+       "Langenbek                                        109   \n",
+       "Langenhorn                                      1238   \n",
+       "Lemsahl-Mellingstedt                             115   \n",
+       "Lohbrügge                                       1165   \n",
+       "Lokstedt                                         640   \n",
+       "Lurup                                           1283   \n",
+       "Marienthal                                       264   \n",
+       "Marmstorf                                        201   \n",
+       "Moorburg und Altenwerder                          31   \n",
+       "Moorfleet                                         24   \n",
+       "Neuallermöhe                                     895   \n",
+       "Neuenfelde                                       128   \n",
+       "Neuengamme                                        68   \n",
+       "Neugraben-Fischbek                               987   \n",
+       "Neuland und Gut Moor                              34   \n",
+       "Neustadt                                         286   \n",
+       "Niendorf                                         873   \n",
+       "Nienstedten                                      123   \n",
+       "Ochsenwerder                                      48   \n",
+       "Ohlsdorf                                         400   \n",
+       "Osdorf                                           864   \n",
+       "Othmarschen                                      298   \n",
+       "Ottensen                                        1005   \n",
+       "Poppenbüttel                                     412   \n",
+       "Rahlstedt                                       2766   \n",
+       "Reitbrook                                          8   \n",
+       "Rissen                                           349   \n",
+       "Rothenburgsort                                   330   \n",
+       "Rotherbaum                                       311   \n",
+       "Rönneburg                                         62   \n",
+       "Sasel                                            397   \n",
+       "Schnelsen                                        838   \n",
+       "Sinstorf                                          83   \n",
+       "Spadenland                                         7   \n",
+       "St. Georg                                        219   \n",
+       "St. Pauli                                        665   \n",
+       "Steilshoop                                       727   \n",
+       "Stellingen                                       585   \n",
+       "Sternschanze                                     243   \n",
+       "Sülldorf                                         228   \n",
+       "Tatenberg                                          5   \n",
+       "Tonndorf                                         418   \n",
+       "Uhlenhorst                                       329   \n",
+       "Veddel                                           143   \n",
+       "Volksdorf                                        417   \n",
+       "Waltershof und Finkenwerder                      312   \n",
+       "Wandsbek                                         840   \n",
+       "Wellingsbüttel                                   169   \n",
+       "Wilhelmsburg                                    1576   \n",
+       "Wilstorf                                         491   \n",
+       "Winterhude                                      1079   \n",
+       "Wohldorf-Ohlstedt                                 84   \n",
+       "\n",
+       "                                  Anteil der Haushalte von Allein-erziehenden in %  \\\n",
+       "Allermöhe                                                                     21.1   \n",
+       "Alsterdorf                                                                      24   \n",
+       "Altengamme                                                                    14.5   \n",
+       "Altona-Altstadt                                                               32.9   \n",
+       "Altona-Nord                                                                   26.9   \n",
+       "Bahrenfeld                                                                      25   \n",
+       "Barmbek-Nord                                                                  28.9   \n",
+       "Barmbek-Süd                                                                   28.3   \n",
+       "Bergedorf                                                                     25.8   \n",
+       "Bergstedt                                                                     19.3   \n",
+       "Billbrook                                                                     31.5   \n",
+       "Billstedt                                                                     32.1   \n",
+       "Billwerder                                                                    24.5   \n",
+       "Blankenese                                                                    15.7   \n",
+       "Borgfelde                                                                     25.9   \n",
+       "Bramfeld                                                                      28.9   \n",
+       "Cranz                                                                         26.9   \n",
+       "Curslack                                                                      20.2   \n",
+       "Dulsberg                                                                      44.8   \n",
+       "Duvenstedt                                                                    20.5   \n",
+       "Eidelstedt                                                                    26.2   \n",
+       "Eilbek                                                                        27.3   \n",
+       "Eimsbüttel                                                                    26.3   \n",
+       "Eißendorf                                                                       25   \n",
+       "Eppendorf                                                                     21.8   \n",
+       "Farmsen-Berne                                                                 26.8   \n",
+       "Francop                                                                       20.5   \n",
+       "Fuhlsbüttel                                                                   23.8   \n",
+       "Groß Borstel                                                                  25.5   \n",
+       "Groß Flottbek                                                                 15.1   \n",
+       "HafenCity                                                                     14.1   \n",
+       "Hamburg-Altstadt                                                              27.1   \n",
+       "Hamm                                                                          32.5   \n",
+       "Hammerbrook                                                                   24.8   \n",
+       "Harburg                                                                         29   \n",
+       "Harvestehude                                                                  21.9   \n",
+       "Hausbruch                                                                     26.5   \n",
+       "Heimfeld                                                                        26   \n",
+       "Hoheluft-Ost                                                                  22.9   \n",
+       "Hoheluft-West                                                                 22.7   \n",
+       "Hohenfelde                                                                    24.1   \n",
+       "Horn                                                                          34.3   \n",
+       "Hummelsbüttel                                                                 25.5   \n",
+       "Iserbrook                                                                       23   \n",
+       "Jenfeld                                                                       29.8   \n",
+       "Kirchwerder                                                                   17.3   \n",
+       "Kleiner Grasbrook und Steinwerder                                                    \n",
+       "Langenbek                                                                     26.1   \n",
+       "Langenhorn                                                                    25.1   \n",
+       "Lemsahl-Mellingstedt                                                          13.7   \n",
+       "Lohbrügge                                                                     28.6   \n",
+       "Lokstedt                                                                      19.8   \n",
+       "Lurup                                                                         29.7   \n",
+       "Marienthal                                                                    19.7   \n",
+       "Marmstorf                                                                     22.8   \n",
+       "Moorburg und Altenwerder                                                      41.3   \n",
+       "Moorfleet                                                                     22.6   \n",
+       "Neuallermöhe                                                                  30.3   \n",
+       "Neuenfelde                                                                    21.7   \n",
+       "Neuengamme                                                                    17.7   \n",
+       "Neugraben-Fischbek                                                            24.4   \n",
+       "Neuland und Gut Moor                                                          20.2   \n",
+       "Neustadt                                                                        30   \n",
+       "Niendorf                                                                      21.2   \n",
+       "Nienstedten                                                                   15.5   \n",
+       "Ochsenwerder                                                                  13.6   \n",
+       "Ohlsdorf                                                                      22.1   \n",
+       "Osdorf                                                                        28.7   \n",
+       "Othmarschen                                                                   15.5   \n",
+       "Ottensen                                                                      28.5   \n",
+       "Poppenbüttel                                                                  17.1   \n",
+       "Rahlstedt                                                                     28.1   \n",
+       "Reitbrook                                                                     15.4   \n",
+       "Rissen                                                                        19.8   \n",
+       "Rothenburgsort                                                                34.1   \n",
+       "Rotherbaum                                                                    20.7   \n",
+       "Rönneburg                                                                     18.5   \n",
+       "Sasel                                                                         14.2   \n",
+       "Schnelsen                                                                     24.8   \n",
+       "Sinstorf                                                                      18.3   \n",
+       "Spadenland                                                                           \n",
+       "St. Georg                                                                     25.4   \n",
+       "St. Pauli                                                                       35   \n",
+       "Steilshoop                                                                    33.6   \n",
+       "Stellingen                                                                    22.7   \n",
+       "Sternschanze                                                                  34.2   \n",
+       "Sülldorf                                                                      23.2   \n",
+       "Tatenberg                                                                      8.1   \n",
+       "Tonndorf                                                                        26   \n",
+       "Uhlenhorst                                                                      20   \n",
+       "Veddel                                                                        30.5   \n",
+       "Volksdorf                                                                     18.9   \n",
+       "Waltershof und Finkenwerder                                                     27   \n",
+       "Wandsbek                                                                      26.7   \n",
+       "Wellingsbüttel                                                                13.8   \n",
+       "Wilhelmsburg                                                                  26.8   \n",
+       "Wilstorf                                                                      26.5   \n",
+       "Winterhude                                                                    21.7   \n",
+       "Wohldorf-Ohlstedt                                                             14.4   \n",
+       "\n",
+       "                                   ...  Gesamtbetrag Einkünfte Median - [€]  \\\n",
+       "Allermöhe                          ...                                29205   \n",
+       "Alsterdorf                         ...                                31064   \n",
+       "Altengamme                         ...                                31455   \n",
+       "Altona-Altstadt                    ...                                23000   \n",
+       "Altona-Nord                        ...                                23723   \n",
+       "Bahrenfeld                         ...                                26092   \n",
+       "Barmbek-Nord                       ...                                24237   \n",
+       "Barmbek-Süd                        ...                                26379   \n",
+       "Bergedorf                          ...                                25286   \n",
+       "Bergstedt                          ...                                33078   \n",
+       "Billbrook                          ...                                10281   \n",
+       "Billstedt                          ...                                17396   \n",
+       "Billwerder                         ...                                21857   \n",
+       "Blankenese                         ...                                42805   \n",
+       "Borgfelde                          ...                                21584   \n",
+       "Bramfeld                           ...                                23738   \n",
+       "Cranz                              ...                                22852   \n",
+       "Curslack                           ...                                30011   \n",
+       "Dulsberg                           ...                                18554   \n",
+       "Duvenstedt                         ...                                38567   \n",
+       "Eidelstedt                         ...                                23550   \n",
+       "Eilbek                             ...                                25845   \n",
+       "Eimsbüttel                         ...                                29879   \n",
+       "Eißendorf                          ...                                23644   \n",
+       "Eppendorf                          ...                                35967   \n",
+       "Farmsen-Berne                      ...                                25453   \n",
+       "Francop                            ...                                26568   \n",
+       "Fuhlsbüttel                        ...                                28332   \n",
+       "Groß Borstel                       ...                                26893   \n",
+       "Groß Flottbek                      ...                                41796   \n",
+       "HafenCity                          ...                                57913   \n",
+       "Hamburg-Altstadt                   ...                                10811   \n",
+       "Hamm                               ...                                21932   \n",
+       "Hammerbrook                        ...                                10502   \n",
+       "Harburg                            ...                                15550   \n",
+       "Harvestehude                       ...                                40032   \n",
+       "Hausbruch                          ...                                21355   \n",
+       "Heimfeld                           ...                                21622   \n",
+       "Hoheluft-Ost                       ...                                34494   \n",
+       "Hoheluft-West                      ...                                31812   \n",
+       "Hohenfelde                         ...                                27159   \n",
+       "Horn                               ...                                18299   \n",
+       "Hummelsbüttel                      ...                                25099   \n",
+       "Iserbrook                          ...                                27762   \n",
+       "Jenfeld                            ...                                17978   \n",
+       "Kirchwerder                        ...                                29550   \n",
+       "Kleiner Grasbrook und Steinwerder  ...                                 8057   \n",
+       "Langenbek                          ...                                26808   \n",
+       "Langenhorn                         ...                                23465   \n",
+       "Lemsahl-Mellingstedt               ...                                43877   \n",
+       "Lohbrügge                          ...                                22256   \n",
+       "Lokstedt                           ...                                29006   \n",
+       "Lurup                              ...                                19769   \n",
+       "Marienthal                         ...                                31948   \n",
+       "Marmstorf                          ...                                26643   \n",
+       "Moorburg und Altenwerder           ...                                25536   \n",
+       "Moorfleet                          ...                                26612   \n",
+       "Neuallermöhe                       ...                                22775   \n",
+       "Neuenfelde                         ...                                22909   \n",
+       "Neuengamme                         ...                                30104   \n",
+       "Neugraben-Fischbek                 ...                                22492   \n",
+       "Neuland und Gut Moor               ...                                25627   \n",
+       "Neustadt                           ...                                24715   \n",
+       "Niendorf                           ...                                28831   \n",
+       "Nienstedten                        ...                                45730   \n",
+       "Ochsenwerder                       ...                                28649   \n",
+       "Ohlsdorf                           ...                                28517   \n",
+       "Osdorf                             ...                                22884   \n",
+       "Othmarschen                        ...                                46527   \n",
+       "Ottensen                           ...                                29432   \n",
+       "Poppenbüttel                       ...                                30605   \n",
+       "Rahlstedt                          ...                                24401   \n",
+       "Reitbrook                          ...                                27596   \n",
+       "Rissen                             ...                                32239   \n",
+       "Rothenburgsort                     ...                                15460   \n",
+       "Rotherbaum                         ...                                34708   \n",
+       "Rönneburg                          ...                                29011   \n",
+       "Sasel                              ...                                36962   \n",
+       "Schnelsen                          ...                                26703   \n",
+       "Sinstorf                           ...                                27015   \n",
+       "Spadenland                         ...                                27451   \n",
+       "St. Georg                          ...                                27161   \n",
+       "St. Pauli                          ...                                19399   \n",
+       "Steilshoop                         ...                                17902   \n",
+       "Stellingen                         ...                                25240   \n",
+       "Sternschanze                       ...                                23311   \n",
+       "Sülldorf                           ...                                28262   \n",
+       "Tatenberg                          ...                                30381   \n",
+       "Tonndorf                           ...                                24910   \n",
+       "Uhlenhorst                         ...                                36176   \n",
+       "Veddel                             ...                                11004   \n",
+       "Volksdorf                          ...                                37035   \n",
+       "Waltershof und Finkenwerder        ...                                23654   \n",
+       "Wandsbek                           ...                                23119   \n",
+       "Wellingsbüttel                     ...                                40692   \n",
+       "Wilhelmsburg                       ...                                15695   \n",
+       "Wilstorf                           ...                                20679   \n",
+       "Winterhude                         ...                                32722   \n",
+       "Wohldorf-Ohlstedt                  ...                                47709   \n",
+       "\n",
+       "                                   market_count  farms_count  \\\n",
+       "Allermöhe                                     0            0   \n",
+       "Alsterdorf                                    1            0   \n",
+       "Altengamme                                    0            0   \n",
+       "Altona-Altstadt                               3            0   \n",
+       "Altona-Nord                                   0            0   \n",
+       "Bahrenfeld                                    0            0   \n",
+       "Barmbek-Nord                                  2            0   \n",
+       "Barmbek-Süd                                   1            0   \n",
+       "Bergedorf                                     3            0   \n",
+       "Bergstedt                                     0            0   \n",
+       "Billbrook                                     0            0   \n",
+       "Billstedt                                     1            0   \n",
+       "Billwerder                                    0            0   \n",
+       "Blankenese                                    1            0   \n",
+       "Borgfelde                                     0            0   \n",
+       "Bramfeld                                      1            0   \n",
+       "Cranz                                         0            0   \n",
+       "Curslack                                      0            0   \n",
+       "Dulsberg                                      1            0   \n",
+       "Duvenstedt                                    1            0   \n",
+       "Eidelstedt                                    1            0   \n",
+       "Eilbek                                        0            0   \n",
+       "Eimsbüttel                                    2            0   \n",
+       "Eißendorf                                     0            0   \n",
+       "Eppendorf                                     1            0   \n",
+       "Farmsen-Berne                                 1            0   \n",
+       "Francop                                       0            0   \n",
+       "Fuhlsbüttel                                   1            0   \n",
+       "Groß Borstel                                  1            0   \n",
+       "Groß Flottbek                                 1            0   \n",
+       "HafenCity                                     1            0   \n",
+       "Hamburg-Altstadt                              2            0   \n",
+       "Hamm                                          1            0   \n",
+       "Hammerbrook                                   1            0   \n",
+       "Harburg                                       2            0   \n",
+       "Harvestehude                                  2            0   \n",
+       "Hausbruch                                     0            0   \n",
+       "Heimfeld                                      0            0   \n",
+       "Hoheluft-Ost                                  0            0   \n",
+       "Hoheluft-West                                 0            0   \n",
+       "Hohenfelde                                    0            0   \n",
+       "Horn                                          1            0   \n",
+       "Hummelsbüttel                                 0            0   \n",
+       "Iserbrook                                     0            0   \n",
+       "Jenfeld                                       1            0   \n",
+       "Kirchwerder                                   0            2   \n",
+       "Kleiner Grasbrook und Steinwerder             0            0   \n",
+       "Langenbek                                     0            0   \n",
+       "Langenhorn                                    1            0   \n",
+       "Lemsahl-Mellingstedt                          0            0   \n",
+       "Lohbrügge                                     1            0   \n",
+       "Lokstedt                                      1            0   \n",
+       "Lurup                                         1            0   \n",
+       "Marienthal                                    0            0   \n",
+       "Marmstorf                                     0            0   \n",
+       "Moorburg und Altenwerder                      0            0   \n",
+       "Moorfleet                                     0            0   \n",
+       "Neuallermöhe                                  2            0   \n",
+       "Neuenfelde                                    0            0   \n",
+       "Neuengamme                                    0            1   \n",
+       "Neugraben-Fischbek                            1            0   \n",
+       "Neuland und Gut Moor                          0            0   \n",
+       "Neustadt                                      1            0   \n",
+       "Niendorf                                      3            0   \n",
+       "Nienstedten                                   1            0   \n",
+       "Ochsenwerder                                  0            0   \n",
+       "Ohlsdorf                                      0            0   \n",
+       "Osdorf                                        1            0   \n",
+       "Othmarschen                                   0            0   \n",
+       "Ottensen                                      1            0   \n",
+       "Poppenbüttel                                  1            0   \n",
+       "Rahlstedt                                     2            0   \n",
+       "Reitbrook                                     0            0   \n",
+       "Rissen                                        1            0   \n",
+       "Rothenburgsort                                1            0   \n",
+       "Rotherbaum                                    2            0   \n",
+       "Rönneburg                                     0            0   \n",
+       "Sasel                                         1            0   \n",
+       "Schnelsen                                     1            0   \n",
+       "Sinstorf                                      0            0   \n",
+       "Spadenland                                    0            0   \n",
+       "St. Georg                                     2            0   \n",
+       "St. Pauli                                     1            0   \n",
+       "Steilshoop                                    0            0   \n",
+       "Stellingen                                    0            0   \n",
+       "Sternschanze                                  1            0   \n",
+       "Sülldorf                                      0            0   \n",
+       "Tatenberg                                     0            0   \n",
+       "Tonndorf                                      0            0   \n",
+       "Uhlenhorst                                    1            0   \n",
+       "Veddel                                        0            0   \n",
+       "Volksdorf                                     1            0   \n",
+       "Waltershof und Finkenwerder                   1            0   \n",
+       "Wandsbek                                      1            0   \n",
+       "Wellingsbüttel                                1            0   \n",
+       "Wilhelmsburg                                  3            0   \n",
+       "Wilstorf                                      0            0   \n",
+       "Winterhude                                    4            0   \n",
+       "Wohldorf-Ohlstedt                             1            0   \n",
+       "\n",
+       "                                   greencrocers_count  supermarkets_count  \\\n",
+       "Allermöhe                                           0                   0   \n",
+       "Alsterdorf                                          0                   2   \n",
+       "Altengamme                                          0                   0   \n",
+       "Altona-Altstadt                                     2                  10   \n",
+       "Altona-Nord                                         2                   4   \n",
+       "Bahrenfeld                                          0                   3   \n",
+       "Barmbek-Nord                                        0                  16   \n",
+       "Barmbek-Süd                                         0                  12   \n",
+       "Bergedorf                                           0                  10   \n",
+       "Bergstedt                                           0                   0   \n",
+       "Billbrook                                           0                   1   \n",
+       "Billstedt                                           1                  11   \n",
+       "Billwerder                                          0                   0   \n",
+       "Blankenese                                          0                   5   \n",
+       "Borgfelde                                           0                   0   \n",
+       "Bramfeld                                            0                   7   \n",
+       "Cranz                                               0                   0   \n",
+       "Curslack                                            0                   1   \n",
+       "Dulsberg                                            1                   3   \n",
+       "Duvenstedt                                          0                   1   \n",
+       "Eidelstedt                                          0                   9   \n",
+       "Eilbek                                              1                   5   \n",
+       "Eimsbüttel                                          8                  11   \n",
+       "Eißendorf                                           1                   2   \n",
+       "Eppendorf                                           1                   7   \n",
+       "Farmsen-Berne                                       0                   5   \n",
+       "Francop                                             0                   0   \n",
+       "Fuhlsbüttel                                         1                   4   \n",
+       "Groß Borstel                                        1                   2   \n",
+       "Groß Flottbek                                       1                   1   \n",
+       "HafenCity                                           0                   6   \n",
+       "Hamburg-Altstadt                                    1                   4   \n",
+       "Hamm                                                0                   6   \n",
+       "Hammerbrook                                         0                   2   \n",
+       "Harburg                                             2                  19   \n",
+       "Harvestehude                                        0                   3   \n",
+       "Hausbruch                                           1                   1   \n",
+       "Heimfeld                                            0                   2   \n",
+       "Hoheluft-Ost                                        1                   4   \n",
+       "Hoheluft-West                                       1                   4   \n",
+       "Hohenfelde                                          0                   2   \n",
+       "Horn                                                1                   8   \n",
+       "Hummelsbüttel                                       0                   4   \n",
+       "Iserbrook                                           0                   1   \n",
+       "Jenfeld                                             0                   6   \n",
+       "Kirchwerder                                         0                   2   \n",
+       "Kleiner Grasbrook und Steinwerder                   0                   0   \n",
+       "Langenbek                                           0                   0   \n",
+       "Langenhorn                                          0                   7   \n",
+       "Lemsahl-Mellingstedt                                0                   0   \n",
+       "Lohbrügge                                           0                   3   \n",
+       "Lokstedt                                            1                   3   \n",
+       "Lurup                                               1                   4   \n",
+       "Marienthal                                          0                   5   \n",
+       "Marmstorf                                           0                   0   \n",
+       "Moorburg und Altenwerder                            0                   0   \n",
+       "Moorfleet                                           0                   0   \n",
+       "Neuallermöhe                                        2                   4   \n",
+       "Neuenfelde                                          1                   0   \n",
+       "Neuengamme                                          0                   1   \n",
+       "Neugraben-Fischbek                                  0                   4   \n",
+       "Neuland und Gut Moor                                0                   0   \n",
+       "Neustadt                                            2                   6   \n",
+       "Niendorf                                            2                   4   \n",
+       "Nienstedten                                         0                   1   \n",
+       "Ochsenwerder                                        0                   0   \n",
+       "Ohlsdorf                                            0                   2   \n",
+       "Osdorf                                              0                   3   \n",
+       "Othmarschen                                         0                   2   \n",
+       "Ottensen                                            3                  14   \n",
+       "Poppenbüttel                                        1                   5   \n",
+       "Rahlstedt                                           2                  21   \n",
+       "Reitbrook                                           0                   0   \n",
+       "Rissen                                              0                   4   \n",
+       "Rothenburgsort                                      0                   1   \n",
+       "Rotherbaum                                          1                  10   \n",
+       "Rönneburg                                           0                   0   \n",
+       "Sasel                                               1                   2   \n",
+       "Schnelsen                                           1                   6   \n",
+       "Sinstorf                                            0                   0   \n",
+       "Spadenland                                          0                   0   \n",
+       "St. Georg                                           0                  11   \n",
+       "St. Pauli                                           1                  10   \n",
+       "Steilshoop                                          0                   3   \n",
+       "Stellingen                                          0                   3   \n",
+       "Sternschanze                                        0                   5   \n",
+       "Sülldorf                                            0                   1   \n",
+       "Tatenberg                                           0                   0   \n",
+       "Tonndorf                                            0                   2   \n",
+       "Uhlenhorst                                          2                   4   \n",
+       "Veddel                                              0                   1   \n",
+       "Volksdorf                                           1                   5   \n",
+       "Waltershof und Finkenwerder                         0                   3   \n",
+       "Wandsbek                                            1                   4   \n",
+       "Wellingsbüttel                                      0                   1   \n",
+       "Wilhelmsburg                                        2                   6   \n",
+       "Wilstorf                                            0                   2   \n",
+       "Winterhude                                          5                  14   \n",
+       "Wohldorf-Ohlstedt                                   0                   0   \n",
+       "\n",
+       "                                  biosupermarkets_count all_restaurants_count  \\\n",
+       "Allermöhe                                             0                     1   \n",
+       "Alsterdorf                                            0                     9   \n",
+       "Altengamme                                            0                     0   \n",
+       "Altona-Altstadt                                       3                    55   \n",
+       "Altona-Nord                                           0                    17   \n",
+       "Bahrenfeld                                            1                    33   \n",
+       "Barmbek-Nord                                          2                    43   \n",
+       "Barmbek-Süd                                           0                    22   \n",
+       "Bergedorf                                             1                    33   \n",
+       "Bergstedt                                             0                     2   \n",
+       "Billbrook                                             0                     3   \n",
+       "Billstedt                                             0                    19   \n",
+       "Billwerder                                            0                     0   \n",
+       "Blankenese                                            0                    19   \n",
+       "Borgfelde                                             0                     3   \n",
+       "Bramfeld                                              1                    20   \n",
+       "Cranz                                                 0                     2   \n",
+       "Curslack                                              0                     2   \n",
+       "Dulsberg                                              0                     6   \n",
+       "Duvenstedt                                            0                     6   \n",
+       "Eidelstedt                                            0                     7   \n",
+       "Eilbek                                                0                    16   \n",
+       "Eimsbüttel                                            2                    91   \n",
+       "Eißendorf                                             0                     7   \n",
+       "Eppendorf                                             1                    38   \n",
+       "Farmsen-Berne                                         0                    10   \n",
+       "Francop                                               0                     0   \n",
+       "Fuhlsbüttel                                           0                    18   \n",
+       "Groß Borstel                                          0                     5   \n",
+       "Groß Flottbek                                         0                    11   \n",
+       "HafenCity                                             1                    56   \n",
+       "Hamburg-Altstadt                                      0                   129   \n",
+       "Hamm                                                  0                    10   \n",
+       "Hammerbrook                                           0                    24   \n",
+       "Harburg                                               0                    40   \n",
+       "Harvestehude                                          0                    12   \n",
+       "Hausbruch                                             0                     1   \n",
+       "Heimfeld                                              0                     8   \n",
+       "Hoheluft-Ost                                          1                    33   \n",
+       "Hoheluft-West                                         1                    20   \n",
+       "Hohenfelde                                            0                     9   \n",
+       "Horn                                                  0                    10   \n",
+       "Hummelsbüttel                                         0                     5   \n",
+       "Iserbrook                                             0                     2   \n",
+       "Jenfeld                                               0                     8   \n",
+       "Kirchwerder                                           0                     7   \n",
+       "Kleiner Grasbrook und Steinwerder                     0                     0   \n",
+       "Langenbek                                             0                     2   \n",
+       "Langenhorn                                            1                    17   \n",
+       "Lemsahl-Mellingstedt                                  0                     2   \n",
+       "Lohbrügge                                             0                    18   \n",
+       "Lokstedt                                              0                     8   \n",
+       "Lurup                                                 0                     8   \n",
+       "Marienthal                                            1                     7   \n",
+       "Marmstorf                                             0                     4   \n",
+       "Moorburg und Altenwerder                              0                     3   \n",
+       "Moorfleet                                             0                     3   \n",
+       "Neuallermöhe                                          0                     3   \n",
+       "Neuenfelde                                            0                     2   \n",
+       "Neuengamme                                            0                     0   \n",
+       "Neugraben-Fischbek                                    1                     8   \n",
+       "Neuland und Gut Moor                                  0                     1   \n",
+       "Neustadt                                              1                   140   \n",
+       "Niendorf                                              1                    19   \n",
+       "Nienstedten                                           0                     9   \n",
+       "Ochsenwerder                                          0                     2   \n",
+       "Ohlsdorf                                              0                     7   \n",
+       "Osdorf                                                1                     4   \n",
+       "Othmarschen                                           1                     9   \n",
+       "Ottensen                                              3                    72   \n",
+       "Poppenbüttel                                          1                    10   \n",
+       "Rahlstedt                                             2                    21   \n",
+       "Reitbrook                                             0                     0   \n",
+       "Rissen                                                1                     4   \n",
+       "Rothenburgsort                                        0                     6   \n",
+       "Rotherbaum                                            1                    78   \n",
+       "Rönneburg                                             0                     1   \n",
+       "Sasel                                                 1                     5   \n",
+       "Schnelsen                                             1                    15   \n",
+       "Sinstorf                                              0                     1   \n",
+       "Spadenland                                            0                     1   \n",
+       "St. Georg                                             0                    80   \n",
+       "St. Pauli                                             0                   109   \n",
+       "Steilshoop                                            0                     1   \n",
+       "Stellingen                                            1                    11   \n",
+       "Sternschanze                                          2                    50   \n",
+       "Sülldorf                                              0                     5   \n",
+       "Tatenberg                                             0                     1   \n",
+       "Tonndorf                                              0                     7   \n",
+       "Uhlenhorst                                            0                    35   \n",
+       "Veddel                                                0                     3   \n",
+       "Volksdorf                                             0                    11   \n",
+       "Waltershof und Finkenwerder                           0                    10   \n",
+       "Wandsbek                                              0                    29   \n",
+       "Wellingsbüttel                                        0                     4   \n",
+       "Wilhelmsburg                                          0                    28   \n",
+       "Wilstorf                                              0                     6   \n",
+       "Winterhude                                            1                    90   \n",
+       "Wohldorf-Ohlstedt                                     0                     4   \n",
+       "\n",
+       "                                  organic_restaurants_count  \\\n",
+       "Allermöhe                                                 0   \n",
+       "Alsterdorf                                                0   \n",
+       "Altengamme                                                0   \n",
+       "Altona-Altstadt                                           0   \n",
+       "Altona-Nord                                               0   \n",
+       "Bahrenfeld                                                0   \n",
+       "Barmbek-Nord                                              0   \n",
+       "Barmbek-Süd                                               0   \n",
+       "Bergedorf                                                 0   \n",
+       "Bergstedt                                                 0   \n",
+       "Billbrook                                                 0   \n",
+       "Billstedt                                                 0   \n",
+       "Billwerder                                                0   \n",
+       "Blankenese                                                0   \n",
+       "Borgfelde                                                 0   \n",
+       "Bramfeld                                                  0   \n",
+       "Cranz                                                     0   \n",
+       "Curslack                                                  0   \n",
+       "Dulsberg                                                  0   \n",
+       "Duvenstedt                                                0   \n",
+       "Eidelstedt                                                0   \n",
+       "Eilbek                                                    0   \n",
+       "Eimsbüttel                                                4   \n",
+       "Eißendorf                                                 0   \n",
+       "Eppendorf                                                 0   \n",
+       "Farmsen-Berne                                             0   \n",
+       "Francop                                                   0   \n",
+       "Fuhlsbüttel                                               0   \n",
+       "Groß Borstel                                              0   \n",
+       "Groß Flottbek                                             0   \n",
+       "HafenCity                                                 3   \n",
+       "Hamburg-Altstadt                                          0   \n",
+       "Hamm                                                      0   \n",
+       "Hammerbrook                                               0   \n",
+       "Harburg                                                   0   \n",
+       "Harvestehude                                              0   \n",
+       "Hausbruch                                                 0   \n",
+       "Heimfeld                                                  0   \n",
+       "Hoheluft-Ost                                              2   \n",
+       "Hoheluft-West                                             0   \n",
+       "Hohenfelde                                                0   \n",
+       "Horn                                                      0   \n",
+       "Hummelsbüttel                                             0   \n",
+       "Iserbrook                                                 0   \n",
+       "Jenfeld                                                   0   \n",
+       "Kirchwerder                                               0   \n",
+       "Kleiner Grasbrook und Steinwerder                         0   \n",
+       "Langenbek                                                 0   \n",
+       "Langenhorn                                                0   \n",
+       "Lemsahl-Mellingstedt                                      0   \n",
+       "Lohbrügge                                                 0   \n",
+       "Lokstedt                                                  0   \n",
+       "Lurup                                                     0   \n",
+       "Marienthal                                                0   \n",
+       "Marmstorf                                                 0   \n",
+       "Moorburg und Altenwerder                                  0   \n",
+       "Moorfleet                                                 0   \n",
+       "Neuallermöhe                                              0   \n",
+       "Neuenfelde                                                0   \n",
+       "Neuengamme                                                0   \n",
+       "Neugraben-Fischbek                                        0   \n",
+       "Neuland und Gut Moor                                      0   \n",
+       "Neustadt                                                  4   \n",
+       "Niendorf                                                  0   \n",
+       "Nienstedten                                               0   \n",
+       "Ochsenwerder                                              0   \n",
+       "Ohlsdorf                                                  0   \n",
+       "Osdorf                                                    0   \n",
+       "Othmarschen                                               0   \n",
+       "Ottensen                                                  1   \n",
+       "Poppenbüttel                                              0   \n",
+       "Rahlstedt                                                 0   \n",
+       "Reitbrook                                                 0   \n",
+       "Rissen                                                    0   \n",
+       "Rothenburgsort                                            0   \n",
+       "Rotherbaum                                                0   \n",
+       "Rönneburg                                                 0   \n",
+       "Sasel                                                     0   \n",
+       "Schnelsen                                                 0   \n",
+       "Sinstorf                                                  0   \n",
+       "Spadenland                                                0   \n",
+       "St. Georg                                                 2   \n",
+       "St. Pauli                                                 1   \n",
+       "Steilshoop                                                0   \n",
+       "Stellingen                                                0   \n",
+       "Sternschanze                                              0   \n",
+       "Sülldorf                                                  0   \n",
+       "Tatenberg                                                 0   \n",
+       "Tonndorf                                                  0   \n",
+       "Uhlenhorst                                                1   \n",
+       "Veddel                                                    0   \n",
+       "Volksdorf                                                 0   \n",
+       "Waltershof und Finkenwerder                               0   \n",
+       "Wandsbek                                                  0   \n",
+       "Wellingsbüttel                                            0   \n",
+       "Wilhelmsburg                                              0   \n",
+       "Wilstorf                                                  0   \n",
+       "Winterhude                                                0   \n",
+       "Wohldorf-Ohlstedt                                         0   \n",
+       "\n",
+       "                                  vegan_restaurants_count distance_rathaus  \n",
+       "Allermöhe                                               0         0.112418  \n",
+       "Alsterdorf                                              0         0.050194  \n",
+       "Altengamme                                              0         0.277313  \n",
+       "Altona-Altstadt                                         1         0.032401  \n",
+       "Altona-Nord                                             0         0.034237  \n",
+       "Bahrenfeld                                              1         0.058420  \n",
+       "Barmbek-Nord                                            0         0.053815  \n",
+       "Barmbek-Süd                                             0         0.037857  \n",
+       "Bergedorf                                               0         0.188450  \n",
+       "Bergstedt                                               0         0.162447  \n",
+       "Billbrook                                               0         0.070190  \n",
+       "Billstedt                                               0         0.098779  \n",
+       "Billwerder                                              0         0.107113  \n",
+       "Blankenese                                              0         0.166258  \n",
+       "Borgfelde                                               0         0.030533  \n",
+       "Bramfeld                                                1         0.078234  \n",
+       "Cranz                                                   0         0.200686  \n",
+       "Curslack                                                0         0.219108  \n",
+       "Dulsberg                                                0         0.069052  \n",
+       "Duvenstedt                                              0         0.165180  \n",
+       "Eidelstedt                                              0         0.079879  \n",
+       "Eilbek                                                  0         0.042740  \n",
+       "Eimsbüttel                                              1         0.025682  \n",
+       "Eißendorf                                               0         0.092895  \n",
+       "Eppendorf                                               2         0.033806  \n",
+       "Farmsen-Berne                                           0         0.115351  \n",
+       "Francop                                                 0         0.114626  \n",
+       "Fuhlsbüttel                                             0         0.067316  \n",
+       "Groß Borstel                                            0         0.051516  \n",
+       "Groß Flottbek                                           0         0.092305  \n",
+       "HafenCity                                               1         0.005758  \n",
+       "Hamburg-Altstadt                                        4         0.000000  \n",
+       "Hamm                                                    0         0.046539  \n",
+       "Hammerbrook                                             0         0.013901  \n",
+       "Harburg                                                 0         0.075487  \n",
+       "Harvestehude                                            0         0.022310  \n",
+       "Hausbruch                                               0         0.104116  \n",
+       "Heimfeld                                                0         0.072954  \n",
+       "Hoheluft-Ost                                            1         0.032525  \n",
+       "Hoheluft-West                                           0         0.032513  \n",
+       "Hohenfelde                                              0         0.021781  \n",
+       "Horn                                                    0         0.074461  \n",
+       "Hummelsbüttel                                           0         0.093009  \n",
+       "Iserbrook                                               0         0.157554  \n",
+       "Jenfeld                                                 0         0.114102  \n",
+       "Kirchwerder                                             0         0.161137  \n",
+       "Kleiner Grasbrook und Steinwerder                       0         0.012635  \n",
+       "Langenbek                                               0         0.113559  \n",
+       "Langenhorn                                              1         0.087641  \n",
+       "Lemsahl-Mellingstedt                                    0         0.150325  \n",
+       "Lohbrügge                                               0         0.133733  \n",
+       "Lokstedt                                                0         0.042816  \n",
+       "Lurup                                                   1         0.101111  \n",
+       "Marienthal                                              0         0.070500  \n",
+       "Marmstorf                                               0         0.109096  \n",
+       "Moorburg und Altenwerder                                0         0.060658  \n",
+       "Moorfleet                                               0         0.076610  \n",
+       "Neuallermöhe                                            0         0.145814  \n",
+       "Neuenfelde                                              0         0.162791  \n",
+       "Neuengamme                                              0         0.192131  \n",
+       "Neugraben-Fischbek                                      0         0.130211  \n",
+       "Neuland und Gut Moor                                    0         0.077617  \n",
+       "Neustadt                                                4         0.001174  \n",
+       "Niendorf                                                0         0.059964  \n",
+       "Nienstedten                                             0         0.127249  \n",
+       "Ochsenwerder                                            0         0.106092  \n",
+       "Ohlsdorf                                                0         0.069698  \n",
+       "Osdorf                                                  0         0.126671  \n",
+       "Othmarschen                                             0         0.074749  \n",
+       "Ottensen                                                2         0.057371  \n",
+       "Poppenbüttel                                            0         0.115019  \n",
+       "Rahlstedt                                               0         0.142393  \n",
+       "Reitbrook                                               0         0.130425  \n",
+       "Rissen                                                  0         0.201619  \n",
+       "Rothenburgsort                                          0         0.032613  \n",
+       "Rotherbaum                                              2         0.007603  \n",
+       "Rönneburg                                               0         0.101576  \n",
+       "Sasel                                                   0         0.138571  \n",
+       "Schnelsen                                               0         0.092944  \n",
+       "Sinstorf                                                0         0.120415  \n",
+       "Spadenland                                              0         0.078993  \n",
+       "St. Georg                                               4         0.008493  \n",
+       "St. Pauli                                               2         0.009631  \n",
+       "Steilshoop                                              0         0.076184  \n",
+       "Stellingen                                              0         0.054299  \n",
+       "Sternschanze                                            3         0.020458  \n",
+       "Sülldorf                                                0         0.175306  \n",
+       "Tatenberg                                               0         0.086622  \n",
+       "Tonndorf                                                0         0.113270  \n",
+       "Uhlenhorst                                              0         0.021781  \n",
+       "Veddel                                                  0         0.033968  \n",
+       "Volksdorf                                               0         0.173788  \n",
+       "Waltershof und Finkenwerder                             0         0.056412  \n",
+       "Wandsbek                                                0         0.069876  \n",
+       "Wellingsbüttel                                          0         0.104052  \n",
+       "Wilhelmsburg                                            0         0.028337  \n",
+       "Wilstorf                                                0         0.095632  \n",
+       "Winterhude                                              3         0.027449  \n",
+       "Wohldorf-Ohlstedt                                       0         0.187746  \n",
+       "\n",
+       "[99 rows x 86 columns]"
+      ]
+     },
+     "execution_count": 243,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Emerged the two datasets.\n",
+    "merged_df = Stadtteil_df.merge(final_df, left_index=True, right_index=True, how='outer')\n",
+    "\n",
+    "merged_df\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24855d51",
+   "metadata": {},
+   "source": [
+    "## Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "id": "2becfa27",
+   "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>Ausländer: innen</th>\n",
+       "      <th>Anteil der Ausländer: innen in %</th>\n",
+       "      <th>Bevölkerung mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der Bevölkerung mit Migrations-hintergrund in %</th>\n",
+       "      <th>Unter 18-Jährige mit Migrations-hintergrund</th>\n",
+       "      <th>Anteil der unter 18-Jährigen mit Migrations-hintergrund in %</th>\n",
+       "      <th>Haushalte mit Kindern</th>\n",
+       "      <th>Anteil der Haushalte mit Kindern in %</th>\n",
+       "      <th>Allein-erziehende</th>\n",
+       "      <th>Anteil der Haushalte von Allein-erziehenden in %</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Gesamtbetrag Einkünfte Median - [€]</th>\n",
+       "      <th>market_count</th>\n",
+       "      <th>farms_count</th>\n",
+       "      <th>greencrocers_count</th>\n",
+       "      <th>supermarkets_count</th>\n",
+       "      <th>biosupermarkets_count</th>\n",
+       "      <th>all_restaurants_count</th>\n",
+       "      <th>organic_restaurants_count</th>\n",
+       "      <th>vegan_restaurants_count</th>\n",
+       "      <th>distance_rathaus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Allermöhe</th>\n",
+       "      <td>211.0</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>21.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29205.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.112418</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alsterdorf</th>\n",
+       "      <td>2065.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>4409.0</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1043.0</td>\n",
+       "      <td>43.1</td>\n",
+       "      <td>1472.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>354.0</td>\n",
+       "      <td>24.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31064.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.050194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altengamme</th>\n",
+       "      <td>157.0</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>294.0</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>255.0</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>14.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31455.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.277313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Altstadt</th>\n",
+       "      <td>6287.0</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>12048.0</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>2497.0</td>\n",
+       "      <td>55.2</td>\n",
+       "      <td>2840.0</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>935.0</td>\n",
+       "      <td>32.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.032401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Altona-Nord</th>\n",
+       "      <td>5358.0</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>10289.0</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2164.0</td>\n",
+       "      <td>49.8</td>\n",
+       "      <td>2694.0</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>725.0</td>\n",
+       "      <td>26.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23723.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.034237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrenfeld</th>\n",
+       "      <td>7747.0</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>12222.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2982.0</td>\n",
+       "      <td>53.5</td>\n",
+       "      <td>2986.0</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>746.0</td>\n",
+       "      <td>25.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26092.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.058420</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Nord</th>\n",
+       "      <td>7052.0</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>13921.0</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>2475.0</td>\n",
+       "      <td>52.2</td>\n",
+       "      <td>3241.0</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>938.0</td>\n",
+       "      <td>28.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24237.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.053815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barmbek-Süd</th>\n",
+       "      <td>6264.0</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>11809.0</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>2113.0</td>\n",
+       "      <td>52.1</td>\n",
+       "      <td>2721.0</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>769.0</td>\n",
+       "      <td>28.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26379.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.037857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergedorf</th>\n",
+       "      <td>6547.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>13712.0</td>\n",
+       "      <td>37.2</td>\n",
+       "      <td>3460.0</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>3707.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>957.0</td>\n",
+       "      <td>25.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25286.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.188450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bergstedt</th>\n",
+       "      <td>1042.0</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2136.0</td>\n",
+       "      <td>19.8</td>\n",
+       "      <td>737.0</td>\n",
+       "      <td>32.3</td>\n",
+       "      <td>1248.0</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>241.0</td>\n",
+       "      <td>19.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33078.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.162447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billbrook</th>\n",
+       "      <td>1416.0</td>\n",
+       "      <td>79.1</td>\n",
+       "      <td>1596.0</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>583.0</td>\n",
+       "      <td>98.5</td>\n",
+       "      <td>111.0</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>31.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10281.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.070190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billstedt</th>\n",
+       "      <td>21117.0</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>45035.0</td>\n",
+       "      <td>62.7</td>\n",
+       "      <td>11222.0</td>\n",
+       "      <td>80.3</td>\n",
+       "      <td>7591.0</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>2437.0</td>\n",
+       "      <td>32.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17396.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.098779</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billwerder</th>\n",
+       "      <td>2123.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>2565.0</td>\n",
+       "      <td>67.7</td>\n",
+       "      <td>740.0</td>\n",
+       "      <td>85.6</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>17.6</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>24.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21857.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.107113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blankenese</th>\n",
+       "      <td>1421.0</td>\n",
+       "      <td>10.3</td>\n",
+       "      <td>2933.0</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>799.0</td>\n",
+       "      <td>31.6</td>\n",
+       "      <td>1448.0</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>15.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42805.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.166258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borgfelde</th>\n",
+       "      <td>3273.0</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>4600.0</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>78.4</td>\n",
+       "      <td>482.0</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>25.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21584.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.030533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bramfeld</th>\n",
+       "      <td>8287.0</td>\n",
+       "      <td>15.6</td>\n",
+       "      <td>18350.0</td>\n",
+       "      <td>34.7</td>\n",
+       "      <td>4316.0</td>\n",
+       "      <td>52.8</td>\n",
+       "      <td>5122.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1479.0</td>\n",
+       "      <td>28.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23738.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.078234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cranz</th>\n",
+       "      <td>241.0</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>354.0</td>\n",
+       "      <td>43.9</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>69.5</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>26.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22852.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.200686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Curslack</th>\n",
+       "      <td>857.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1246.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>388.0</td>\n",
+       "      <td>44.8</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>20.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.219108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dulsberg</th>\n",
+       "      <td>4360.0</td>\n",
+       "      <td>25.4</td>\n",
+       "      <td>8043.0</td>\n",
+       "      <td>46.9</td>\n",
+       "      <td>1464.0</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>554.0</td>\n",
+       "      <td>44.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18554.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.069052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Duvenstedt</th>\n",
+       "      <td>504.0</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1063.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>376.0</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>20.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38567.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.165180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eidelstedt</th>\n",
+       "      <td>8051.0</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>15923.0</td>\n",
+       "      <td>44.2</td>\n",
+       "      <td>4263.0</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>3856.0</td>\n",
+       "      <td>20.9</td>\n",
+       "      <td>1011.0</td>\n",
+       "      <td>26.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23550.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.079879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eilbek</th>\n",
+       "      <td>4139.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>8186.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1581.0</td>\n",
+       "      <td>56.7</td>\n",
+       "      <td>1812.0</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>495.0</td>\n",
+       "      <td>27.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25845.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.042740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eimsbüttel</th>\n",
+       "      <td>7499.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14922.0</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>2617.0</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>4938.0</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>1301.0</td>\n",
+       "      <td>26.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29879.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.025682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eißendorf</th>\n",
+       "      <td>5845.0</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>11406.0</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>2865.0</td>\n",
+       "      <td>64.2</td>\n",
+       "      <td>2602.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>650.0</td>\n",
+       "      <td>25.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23644.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.092895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eppendorf</th>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>5611.0</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>1128.0</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>2160.0</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>470.0</td>\n",
+       "      <td>21.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35967.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.033806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Farmsen-Berne</th>\n",
+       "      <td>5969.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13782.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3730.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>4052.0</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>1085.0</td>\n",
+       "      <td>26.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25453.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.115351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Francop</th>\n",
+       "      <td>139.0</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>20.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26568.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.114626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fuhlsbüttel</th>\n",
+       "      <td>2737.0</td>\n",
+       "      <td>20.1</td>\n",
+       "      <td>4325.0</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1211.0</td>\n",
+       "      <td>50.6</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>16.7</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>23.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28332.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.067316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Borstel</th>\n",
+       "      <td>2095.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>3654.0</td>\n",
+       "      <td>33.8</td>\n",
+       "      <td>952.0</td>\n",
+       "      <td>46.3</td>\n",
+       "      <td>1096.0</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>279.0</td>\n",
+       "      <td>25.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26893.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.051516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groß Flottbek</th>\n",
+       "      <td>1572.0</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2929.0</td>\n",
+       "      <td>26.3</td>\n",
+       "      <td>720.0</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>1262.0</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>191.0</td>\n",
+       "      <td>15.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>41796.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.092305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HafenCity</th>\n",
+       "      <td>978.0</td>\n",
+       "      <td>14.1</td>\n",
+       "      <td>2758.0</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>769.0</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>841.0</td>\n",
+       "      <td>26.4</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>14.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57913.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.005758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamburg-Altstadt</th>\n",
+       "      <td>1349.0</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>1896.0</td>\n",
+       "      <td>59.5</td>\n",
+       "      <td>424.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>255.0</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>27.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10811.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>129.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamm</th>\n",
+       "      <td>8261.0</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>15518.0</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2983.0</td>\n",
+       "      <td>64.6</td>\n",
+       "      <td>2955.0</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>959.0</td>\n",
+       "      <td>32.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21932.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.046539</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hammerbrook</th>\n",
+       "      <td>2256.0</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>3427.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>636.0</td>\n",
+       "      <td>85.5</td>\n",
+       "      <td>428.0</td>\n",
+       "      <td>14.2</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>24.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10502.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.013901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harburg</th>\n",
+       "      <td>12883.0</td>\n",
+       "      <td>46.1</td>\n",
+       "      <td>18138.0</td>\n",
+       "      <td>64.8</td>\n",
+       "      <td>3812.0</td>\n",
+       "      <td>84.9</td>\n",
+       "      <td>2473.0</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>717.0</td>\n",
+       "      <td>29.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15550.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.075487</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Harvestehude</th>\n",
+       "      <td>2656.0</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>5231.0</td>\n",
+       "      <td>29.1</td>\n",
+       "      <td>1042.0</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1653.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>362.0</td>\n",
+       "      <td>21.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40032.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.022310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hausbruch</th>\n",
+       "      <td>3124.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>9475.0</td>\n",
+       "      <td>56.1</td>\n",
+       "      <td>2303.0</td>\n",
+       "      <td>72.1</td>\n",
+       "      <td>1837.0</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>486.0</td>\n",
+       "      <td>26.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21355.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.104116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heimfeld</th>\n",
+       "      <td>6459.0</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>11413.0</td>\n",
+       "      <td>50.4</td>\n",
+       "      <td>2735.0</td>\n",
+       "      <td>68.7</td>\n",
+       "      <td>2291.0</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>596.0</td>\n",
+       "      <td>26.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21622.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.072954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-Ost</th>\n",
+       "      <td>1108.0</td>\n",
+       "      <td>11.3</td>\n",
+       "      <td>2405.0</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>423.0</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>870.0</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>22.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34494.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.032525</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hoheluft-West</th>\n",
+       "      <td>1805.0</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>3364.0</td>\n",
+       "      <td>24.7</td>\n",
+       "      <td>581.0</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>1165.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>265.0</td>\n",
+       "      <td>22.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31812.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.032513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hohenfelde</th>\n",
+       "      <td>2231.0</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>4062.0</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>788.0</td>\n",
+       "      <td>61.9</td>\n",
+       "      <td>713.0</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>24.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27159.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Horn</th>\n",
+       "      <td>11249.0</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>21726.0</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>4802.0</td>\n",
+       "      <td>77.4</td>\n",
+       "      <td>3684.0</td>\n",
+       "      <td>16.3</td>\n",
+       "      <td>1262.0</td>\n",
+       "      <td>34.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18299.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.074461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hummelsbüttel</th>\n",
+       "      <td>3467.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>7465.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1981.0</td>\n",
+       "      <td>57.2</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>504.0</td>\n",
+       "      <td>25.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25099.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.093009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iserbrook</th>\n",
+       "      <td>1368.0</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>3100.0</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>853.0</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>1275.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>23.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27762.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.157554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jenfeld</th>\n",
+       "      <td>8681.0</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>17966.0</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>4728.0</td>\n",
+       "      <td>81.4</td>\n",
+       "      <td>3019.0</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>899.0</td>\n",
+       "      <td>29.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17978.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.114102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kirchwerder</th>\n",
+       "      <td>882.0</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1528.0</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>423.0</td>\n",
+       "      <td>22.3</td>\n",
+       "      <td>1099.0</td>\n",
+       "      <td>23.3</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>17.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29550.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.161137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kleiner Grasbrook und Steinwerder</th>\n",
+       "      <td>364.0</td>\n",
+       "      <td>32.9</td>\n",
+       "      <td>512.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>90.5</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>4.4</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>24.14</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8057.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.012635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenbek</th>\n",
+       "      <td>562.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1521.0</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>418.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>109.0</td>\n",
+       "      <td>26.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.113559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Langenhorn</th>\n",
+       "      <td>8596.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>16927.0</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>4356.0</td>\n",
+       "      <td>50.9</td>\n",
+       "      <td>4937.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>1238.0</td>\n",
+       "      <td>25.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23465.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.087641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lemsahl-Mellingstedt</th>\n",
+       "      <td>457.0</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1350.0</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>438.0</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>837.0</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>13.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43877.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.150325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lohbrügge</th>\n",
+       "      <td>6734.0</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>18381.0</td>\n",
+       "      <td>44.6</td>\n",
+       "      <td>4385.0</td>\n",
+       "      <td>64.5</td>\n",
+       "      <td>4069.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>1165.0</td>\n",
+       "      <td>28.60</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22256.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.133733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lokstedt</th>\n",
+       "      <td>5247.0</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>10506.0</td>\n",
+       "      <td>33.5</td>\n",
+       "      <td>2435.0</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>3240.0</td>\n",
+       "      <td>19.6</td>\n",
+       "      <td>640.0</td>\n",
+       "      <td>19.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29006.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.042816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lurup</th>\n",
+       "      <td>8875.0</td>\n",
+       "      <td>23.9</td>\n",
+       "      <td>19562.0</td>\n",
+       "      <td>52.7</td>\n",
+       "      <td>5387.0</td>\n",
+       "      <td>70.7</td>\n",
+       "      <td>4326.0</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>1283.0</td>\n",
+       "      <td>29.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19769.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.101111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marienthal</th>\n",
+       "      <td>2116.0</td>\n",
+       "      <td>15.5</td>\n",
+       "      <td>4589.0</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>1049.0</td>\n",
+       "      <td>47.6</td>\n",
+       "      <td>1337.0</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>19.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31948.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.070500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marmstorf</th>\n",
+       "      <td>1326.0</td>\n",
+       "      <td>14.8</td>\n",
+       "      <td>2989.0</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>805.0</td>\n",
+       "      <td>54.4</td>\n",
+       "      <td>880.0</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>201.0</td>\n",
+       "      <td>22.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26643.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.109096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorburg und Altenwerder</th>\n",
+       "      <td>75.0</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>41.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25536.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.060658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moorfleet</th>\n",
+       "      <td>176.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>22.60</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26612.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.076610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuallermöhe</th>\n",
+       "      <td>4527.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>15421.0</td>\n",
+       "      <td>65.9</td>\n",
+       "      <td>4205.0</td>\n",
+       "      <td>80.1</td>\n",
+       "      <td>2951.0</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>895.0</td>\n",
+       "      <td>30.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22775.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.145814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuenfelde</th>\n",
+       "      <td>1779.0</td>\n",
+       "      <td>33.9</td>\n",
+       "      <td>2769.0</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>842.0</td>\n",
+       "      <td>67.5</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>21.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22909.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.162791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuengamme</th>\n",
+       "      <td>209.0</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>461.0</td>\n",
+       "      <td>12.4</td>\n",
+       "      <td>129.0</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>21.8</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>17.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30104.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.192131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neugraben-Fischbek</th>\n",
+       "      <td>7062.0</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>17155.0</td>\n",
+       "      <td>50.5</td>\n",
+       "      <td>4940.0</td>\n",
+       "      <td>66.3</td>\n",
+       "      <td>4053.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>987.0</td>\n",
+       "      <td>24.40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22492.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.130211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neuland und Gut Moor</th>\n",
+       "      <td>649.0</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>942.0</td>\n",
+       "      <td>51.5</td>\n",
+       "      <td>327.0</td>\n",
+       "      <td>73.5</td>\n",
+       "      <td>168.0</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>20.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25627.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.077617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Neustadt</th>\n",
+       "      <td>2581.0</td>\n",
+       "      <td>20.4</td>\n",
+       "      <td>4724.0</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>673.0</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>954.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>286.0</td>\n",
+       "      <td>30.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24715.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.001174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niendorf</th>\n",
+       "      <td>5460.0</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>11051.0</td>\n",
+       "      <td>26.2</td>\n",
+       "      <td>2741.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>4117.0</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>873.0</td>\n",
+       "      <td>21.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28831.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.059964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nienstedten</th>\n",
+       "      <td>771.0</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>1533.0</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>417.0</td>\n",
+       "      <td>30.8</td>\n",
+       "      <td>792.0</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>15.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45730.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.127249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ochsenwerder</th>\n",
+       "      <td>224.0</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>556.0</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>353.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>13.60</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28649.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.106092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ohlsdorf</th>\n",
+       "      <td>2908.0</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>5236.0</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>1232.0</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>1812.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>22.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28517.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.069698</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Osdorf</th>\n",
+       "      <td>5031.0</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>11204.0</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>3050.0</td>\n",
+       "      <td>58.8</td>\n",
+       "      <td>3009.0</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>864.0</td>\n",
+       "      <td>28.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22884.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.126671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Othmarschen</th>\n",
+       "      <td>2525.0</td>\n",
+       "      <td>15.2</td>\n",
+       "      <td>4915.0</td>\n",
+       "      <td>29.6</td>\n",
+       "      <td>1410.0</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>1923.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>298.0</td>\n",
+       "      <td>15.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>46527.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.074749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ottensen</th>\n",
+       "      <td>4811.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>10011.0</td>\n",
+       "      <td>28.3</td>\n",
+       "      <td>2031.0</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>3522.0</td>\n",
+       "      <td>16.2</td>\n",
+       "      <td>1005.0</td>\n",
+       "      <td>28.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29432.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.057371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poppenbüttel</th>\n",
+       "      <td>2522.0</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>6367.0</td>\n",
+       "      <td>26.1</td>\n",
+       "      <td>1843.0</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>2407.0</td>\n",
+       "      <td>20.8</td>\n",
+       "      <td>412.0</td>\n",
+       "      <td>17.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30605.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.115019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rahlstedt</th>\n",
+       "      <td>18827.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>38162.0</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>9932.0</td>\n",
+       "      <td>55.7</td>\n",
+       "      <td>9856.0</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>2766.0</td>\n",
+       "      <td>28.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24401.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.142393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reitbrook</th>\n",
+       "      <td>47.0</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>15.40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27596.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.130425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rissen</th>\n",
+       "      <td>2073.0</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>3960.0</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>1262.0</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>1759.0</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>19.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32239.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.201619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rothenburgsort</th>\n",
+       "      <td>3363.0</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>5982.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>1461.0</td>\n",
+       "      <td>82.6</td>\n",
+       "      <td>967.0</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>330.0</td>\n",
+       "      <td>34.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15460.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.032613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rotherbaum</th>\n",
+       "      <td>2890.0</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>5377.0</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>875.0</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>1502.0</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>311.0</td>\n",
+       "      <td>20.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34708.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.007603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rönneburg</th>\n",
+       "      <td>805.0</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>1465.0</td>\n",
+       "      <td>42.8</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>336.0</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>18.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.101576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sasel</th>\n",
+       "      <td>1804.0</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>4931.0</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1451.0</td>\n",
+       "      <td>30.7</td>\n",
+       "      <td>2791.0</td>\n",
+       "      <td>24.4</td>\n",
+       "      <td>397.0</td>\n",
+       "      <td>14.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36962.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.138571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schnelsen</th>\n",
+       "      <td>5296.0</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>11285.0</td>\n",
+       "      <td>36.7</td>\n",
+       "      <td>3192.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>3378.0</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>838.0</td>\n",
+       "      <td>24.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26703.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.092944</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sinstorf</th>\n",
+       "      <td>1233.0</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>2124.0</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>768.0</td>\n",
+       "      <td>73.1</td>\n",
+       "      <td>454.0</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>18.30</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27015.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.120415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spadenland</th>\n",
+       "      <td>30.0</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>15.8</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>17.5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>24.14</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27451.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.078993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Georg</th>\n",
+       "      <td>3494.0</td>\n",
+       "      <td>28.4</td>\n",
+       "      <td>5362.0</td>\n",
+       "      <td>43.7</td>\n",
+       "      <td>866.0</td>\n",
+       "      <td>61.7</td>\n",
+       "      <td>862.0</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>25.40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27161.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.008493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>St. Pauli</th>\n",
+       "      <td>4991.0</td>\n",
+       "      <td>22.6</td>\n",
+       "      <td>8488.0</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>1458.0</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>1898.0</td>\n",
+       "      <td>12.8</td>\n",
+       "      <td>665.0</td>\n",
+       "      <td>35.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19399.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>109.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.009631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Steilshoop</th>\n",
+       "      <td>5536.0</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>11360.0</td>\n",
+       "      <td>57.8</td>\n",
+       "      <td>3140.0</td>\n",
+       "      <td>78.1</td>\n",
+       "      <td>2161.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>727.0</td>\n",
+       "      <td>33.60</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17902.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.076184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stellingen</th>\n",
+       "      <td>6151.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>10874.0</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2417.0</td>\n",
+       "      <td>55.5</td>\n",
+       "      <td>2581.0</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>585.0</td>\n",
+       "      <td>22.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25240.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.054299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sternschanze</th>\n",
+       "      <td>1633.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>2971.0</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>545.0</td>\n",
+       "      <td>49.9</td>\n",
+       "      <td>711.0</td>\n",
+       "      <td>13.6</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>34.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23311.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.020458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sülldorf</th>\n",
+       "      <td>1388.0</td>\n",
+       "      <td>14.7</td>\n",
+       "      <td>2563.0</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>693.0</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>981.0</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>23.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28262.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.175306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tatenberg</th>\n",
+       "      <td>38.0</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>8.10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30381.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.086622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonndorf</th>\n",
+       "      <td>3267.0</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>6957.0</td>\n",
+       "      <td>45.3</td>\n",
+       "      <td>1706.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1606.0</td>\n",
+       "      <td>18.9</td>\n",
+       "      <td>418.0</td>\n",
+       "      <td>26.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24910.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.113270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uhlenhorst</th>\n",
+       "      <td>2537.0</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>5477.0</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>1174.0</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>1643.0</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>329.0</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36176.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.021781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Veddel</th>\n",
+       "      <td>2026.0</td>\n",
+       "      <td>47.2</td>\n",
+       "      <td>3254.0</td>\n",
+       "      <td>76.1</td>\n",
+       "      <td>779.0</td>\n",
+       "      <td>92.7</td>\n",
+       "      <td>469.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>143.0</td>\n",
+       "      <td>30.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11004.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.033968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Volksdorf</th>\n",
+       "      <td>1794.0</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>4062.0</td>\n",
+       "      <td>19.5</td>\n",
+       "      <td>1257.0</td>\n",
+       "      <td>31.1</td>\n",
+       "      <td>2201.0</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>417.0</td>\n",
+       "      <td>18.90</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37035.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.173788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Waltershof und Finkenwerder</th>\n",
+       "      <td>2421.0</td>\n",
+       "      <td>20.7</td>\n",
+       "      <td>4080.0</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>1064.0</td>\n",
+       "      <td>53.7</td>\n",
+       "      <td>1156.0</td>\n",
+       "      <td>18.3</td>\n",
+       "      <td>312.0</td>\n",
+       "      <td>27.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23654.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.056412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wandsbek</th>\n",
+       "      <td>8098.0</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15623.0</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>3560.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>3142.0</td>\n",
+       "      <td>13.9</td>\n",
+       "      <td>840.0</td>\n",
+       "      <td>26.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23119.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.069876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wellingsbüttel</th>\n",
+       "      <td>942.0</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>2388.0</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>671.0</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>1227.0</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>169.0</td>\n",
+       "      <td>13.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40692.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.104052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilhelmsburg</th>\n",
+       "      <td>17374.0</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>32923.0</td>\n",
+       "      <td>62.1</td>\n",
+       "      <td>8470.0</td>\n",
+       "      <td>77.9</td>\n",
+       "      <td>5882.0</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>1576.0</td>\n",
+       "      <td>26.80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15695.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.028337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilstorf</th>\n",
+       "      <td>5262.0</td>\n",
+       "      <td>29.8</td>\n",
+       "      <td>9132.0</td>\n",
+       "      <td>51.6</td>\n",
+       "      <td>2448.0</td>\n",
+       "      <td>75.4</td>\n",
+       "      <td>1852.0</td>\n",
+       "      <td>19.4</td>\n",
+       "      <td>491.0</td>\n",
+       "      <td>26.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20679.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.095632</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Winterhude</th>\n",
+       "      <td>7790.0</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>16018.0</td>\n",
+       "      <td>27.6</td>\n",
+       "      <td>3205.0</td>\n",
+       "      <td>41.8</td>\n",
+       "      <td>4983.0</td>\n",
+       "      <td>13.7</td>\n",
+       "      <td>1079.0</td>\n",
+       "      <td>21.70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32722.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.027449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wohldorf-Ohlstedt</th>\n",
+       "      <td>280.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>810.0</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>277.0</td>\n",
+       "      <td>27.5</td>\n",
+       "      <td>585.0</td>\n",
+       "      <td>27.1</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14.40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>47709.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.187746</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 86 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Ausländer: innen  \\\n",
+       "Allermöhe                                     211.0   \n",
+       "Alsterdorf                                   2065.0   \n",
+       "Altengamme                                    157.0   \n",
+       "Altona-Altstadt                              6287.0   \n",
+       "Altona-Nord                                  5358.0   \n",
+       "Bahrenfeld                                   7747.0   \n",
+       "Barmbek-Nord                                 7052.0   \n",
+       "Barmbek-Süd                                  6264.0   \n",
+       "Bergedorf                                    6547.0   \n",
+       "Bergstedt                                    1042.0   \n",
+       "Billbrook                                    1416.0   \n",
+       "Billstedt                                   21117.0   \n",
+       "Billwerder                                   2123.0   \n",
+       "Blankenese                                   1421.0   \n",
+       "Borgfelde                                    3273.0   \n",
+       "Bramfeld                                     8287.0   \n",
+       "Cranz                                         241.0   \n",
+       "Curslack                                      857.0   \n",
+       "Dulsberg                                     4360.0   \n",
+       "Duvenstedt                                    504.0   \n",
+       "Eidelstedt                                   8051.0   \n",
+       "Eilbek                                       4139.0   \n",
+       "Eimsbüttel                                   7499.0   \n",
+       "Eißendorf                                    5845.0   \n",
+       "Eppendorf                                    2523.0   \n",
+       "Farmsen-Berne                                5969.0   \n",
+       "Francop                                       139.0   \n",
+       "Fuhlsbüttel                                  2737.0   \n",
+       "Groß Borstel                                 2095.0   \n",
+       "Groß Flottbek                                1572.0   \n",
+       "HafenCity                                     978.0   \n",
+       "Hamburg-Altstadt                             1349.0   \n",
+       "Hamm                                         8261.0   \n",
+       "Hammerbrook                                  2256.0   \n",
+       "Harburg                                     12883.0   \n",
+       "Harvestehude                                 2656.0   \n",
+       "Hausbruch                                    3124.0   \n",
+       "Heimfeld                                     6459.0   \n",
+       "Hoheluft-Ost                                 1108.0   \n",
+       "Hoheluft-West                                1805.0   \n",
+       "Hohenfelde                                   2231.0   \n",
+       "Horn                                        11249.0   \n",
+       "Hummelsbüttel                                3467.0   \n",
+       "Iserbrook                                    1368.0   \n",
+       "Jenfeld                                      8681.0   \n",
+       "Kirchwerder                                   882.0   \n",
+       "Kleiner Grasbrook und Steinwerder             364.0   \n",
+       "Langenbek                                     562.0   \n",
+       "Langenhorn                                   8596.0   \n",
+       "Lemsahl-Mellingstedt                          457.0   \n",
+       "Lohbrügge                                    6734.0   \n",
+       "Lokstedt                                     5247.0   \n",
+       "Lurup                                        8875.0   \n",
+       "Marienthal                                   2116.0   \n",
+       "Marmstorf                                    1326.0   \n",
+       "Moorburg und Altenwerder                       75.0   \n",
+       "Moorfleet                                     176.0   \n",
+       "Neuallermöhe                                 4527.0   \n",
+       "Neuenfelde                                   1779.0   \n",
+       "Neuengamme                                    209.0   \n",
+       "Neugraben-Fischbek                           7062.0   \n",
+       "Neuland und Gut Moor                          649.0   \n",
+       "Neustadt                                     2581.0   \n",
+       "Niendorf                                     5460.0   \n",
+       "Nienstedten                                   771.0   \n",
+       "Ochsenwerder                                  224.0   \n",
+       "Ohlsdorf                                     2908.0   \n",
+       "Osdorf                                       5031.0   \n",
+       "Othmarschen                                  2525.0   \n",
+       "Ottensen                                     4811.0   \n",
+       "Poppenbüttel                                 2522.0   \n",
+       "Rahlstedt                                   18827.0   \n",
+       "Reitbrook                                      47.0   \n",
+       "Rissen                                       2073.0   \n",
+       "Rothenburgsort                               3363.0   \n",
+       "Rotherbaum                                   2890.0   \n",
+       "Rönneburg                                     805.0   \n",
+       "Sasel                                        1804.0   \n",
+       "Schnelsen                                    5296.0   \n",
+       "Sinstorf                                     1233.0   \n",
+       "Spadenland                                     30.0   \n",
+       "St. Georg                                    3494.0   \n",
+       "St. Pauli                                    4991.0   \n",
+       "Steilshoop                                   5536.0   \n",
+       "Stellingen                                   6151.0   \n",
+       "Sternschanze                                 1633.0   \n",
+       "Sülldorf                                     1388.0   \n",
+       "Tatenberg                                      38.0   \n",
+       "Tonndorf                                     3267.0   \n",
+       "Uhlenhorst                                   2537.0   \n",
+       "Veddel                                       2026.0   \n",
+       "Volksdorf                                    1794.0   \n",
+       "Waltershof und Finkenwerder                  2421.0   \n",
+       "Wandsbek                                     8098.0   \n",
+       "Wellingsbüttel                                942.0   \n",
+       "Wilhelmsburg                                17374.0   \n",
+       "Wilstorf                                     5262.0   \n",
+       "Winterhude                                   7790.0   \n",
+       "Wohldorf-Ohlstedt                             280.0   \n",
+       "\n",
+       "                                   Anteil der Ausländer: innen in %  \\\n",
+       "Allermöhe                                                      14.8   \n",
+       "Alsterdorf                                                     13.6   \n",
+       "Altengamme                                                      6.7   \n",
+       "Altona-Altstadt                                                21.2   \n",
+       "Altona-Nord                                                    20.1   \n",
+       "Bahrenfeld                                                     24.7   \n",
+       "Barmbek-Nord                                                   16.3   \n",
+       "Barmbek-Süd                                                    17.2   \n",
+       "Bergedorf                                                      17.8   \n",
+       "Bergstedt                                                       9.7   \n",
+       "Billbrook                                                      79.1   \n",
+       "Billstedt                                                      29.4   \n",
+       "Billwerder                                                     56.0   \n",
+       "Blankenese                                                     10.3   \n",
+       "Borgfelde                                                      38.2   \n",
+       "Bramfeld                                                       15.6   \n",
+       "Cranz                                                          29.8   \n",
+       "Curslack                                                       20.7   \n",
+       "Dulsberg                                                       25.4   \n",
+       "Duvenstedt                                                      8.4   \n",
+       "Eidelstedt                                                     22.3   \n",
+       "Eilbek                                                         18.2   \n",
+       "Eimsbüttel                                                     13.0   \n",
+       "Eißendorf                                                      23.1   \n",
+       "Eppendorf                                                      10.2   \n",
+       "Farmsen-Berne                                                  16.0   \n",
+       "Francop                                                        18.9   \n",
+       "Fuhlsbüttel                                                    20.1   \n",
+       "Groß Borstel                                                   19.4   \n",
+       "Groß Flottbek                                                  14.1   \n",
+       "HafenCity                                                      14.1   \n",
+       "Hamburg-Altstadt                                               42.4   \n",
+       "Hamm                                                           21.3   \n",
+       "Hammerbrook                                                    37.7   \n",
+       "Harburg                                                        46.1   \n",
+       "Harvestehude                                                   14.8   \n",
+       "Hausbruch                                                      18.5   \n",
+       "Heimfeld                                                       28.6   \n",
+       "Hoheluft-Ost                                                   11.3   \n",
+       "Hoheluft-West                                                  13.3   \n",
+       "Hohenfelde                                                     22.2   \n",
+       "Horn                                                           29.3   \n",
+       "Hummelsbüttel                                                  18.5   \n",
+       "Iserbrook                                                      11.8   \n",
+       "Jenfeld                                                        30.1   \n",
+       "Kirchwerder                                                     8.6   \n",
+       "Kleiner Grasbrook und Steinwerder                              32.9   \n",
+       "Langenbek                                                      14.0   \n",
+       "Langenhorn                                                     18.2   \n",
+       "Lemsahl-Mellingstedt                                            6.5   \n",
+       "Lohbrügge                                                      16.4   \n",
+       "Lokstedt                                                       16.8   \n",
+       "Lurup                                                          23.9   \n",
+       "Marienthal                                                     15.5   \n",
+       "Marmstorf                                                      14.8   \n",
+       "Moorburg und Altenwerder                                       10.6   \n",
+       "Moorfleet                                                      15.0   \n",
+       "Neuallermöhe                                                   19.4   \n",
+       "Neuenfelde                                                     33.9   \n",
+       "Neuengamme                                                      5.6   \n",
+       "Neugraben-Fischbek                                             20.8   \n",
+       "Neuland und Gut Moor                                           35.5   \n",
+       "Neustadt                                                       20.4   \n",
+       "Niendorf                                                       12.9   \n",
+       "Nienstedten                                                    10.9   \n",
+       "Ochsenwerder                                                    7.4   \n",
+       "Ohlsdorf                                                       16.6   \n",
+       "Osdorf                                                         19.2   \n",
+       "Othmarschen                                                    15.2   \n",
+       "Ottensen                                                       13.6   \n",
+       "Poppenbüttel                                                   10.4   \n",
+       "Rahlstedt                                                      19.5   \n",
+       "Reitbrook                                                       8.7   \n",
+       "Rissen                                                         12.6   \n",
+       "Rothenburgsort                                                 34.9   \n",
+       "Rotherbaum                                                     16.8   \n",
+       "Rönneburg                                                      23.6   \n",
+       "Sasel                                                           7.4   \n",
+       "Schnelsen                                                      17.3   \n",
+       "Sinstorf                                                       28.7   \n",
+       "Spadenland                                                      5.4   \n",
+       "St. Georg                                                      28.4   \n",
+       "St. Pauli                                                      22.6   \n",
+       "Steilshoop                                                     28.1   \n",
+       "Stellingen                                                     22.0   \n",
+       "Sternschanze                                                   20.7   \n",
+       "Sülldorf                                                       14.7   \n",
+       "Tatenberg                                                       6.6   \n",
+       "Tonndorf                                                       21.2   \n",
+       "Uhlenhorst                                                     13.4   \n",
+       "Veddel                                                         47.2   \n",
+       "Volksdorf                                                       8.6   \n",
+       "Waltershof und Finkenwerder                                    20.7   \n",
+       "Wandsbek                                                       21.2   \n",
+       "Wellingsbüttel                                                  8.5   \n",
+       "Wilhelmsburg                                                   32.8   \n",
+       "Wilstorf                                                       29.8   \n",
+       "Winterhude                                                     13.4   \n",
+       "Wohldorf-Ohlstedt                                               5.8   \n",
+       "\n",
+       "                                   Bevölkerung mit Migrations-hintergrund  \\\n",
+       "Allermöhe                                                           379.0   \n",
+       "Alsterdorf                                                         4409.0   \n",
+       "Altengamme                                                          294.0   \n",
+       "Altona-Altstadt                                                   12048.0   \n",
+       "Altona-Nord                                                       10289.0   \n",
+       "Bahrenfeld                                                        12222.0   \n",
+       "Barmbek-Nord                                                      13921.0   \n",
+       "Barmbek-Süd                                                       11809.0   \n",
+       "Bergedorf                                                         13712.0   \n",
+       "Bergstedt                                                          2136.0   \n",
+       "Billbrook                                                          1596.0   \n",
+       "Billstedt                                                         45035.0   \n",
+       "Billwerder                                                         2565.0   \n",
+       "Blankenese                                                         2933.0   \n",
+       "Borgfelde                                                          4600.0   \n",
+       "Bramfeld                                                          18350.0   \n",
+       "Cranz                                                               354.0   \n",
+       "Curslack                                                           1246.0   \n",
+       "Dulsberg                                                           8043.0   \n",
+       "Duvenstedt                                                         1063.0   \n",
+       "Eidelstedt                                                        15923.0   \n",
+       "Eilbek                                                             8186.0   \n",
+       "Eimsbüttel                                                        14922.0   \n",
+       "Eißendorf                                                         11406.0   \n",
+       "Eppendorf                                                          5611.0   \n",
+       "Farmsen-Berne                                                     13782.0   \n",
+       "Francop                                                             184.0   \n",
+       "Fuhlsbüttel                                                        4325.0   \n",
+       "Groß Borstel                                                       3654.0   \n",
+       "Groß Flottbek                                                      2929.0   \n",
+       "HafenCity                                                          2758.0   \n",
+       "Hamburg-Altstadt                                                   1896.0   \n",
+       "Hamm                                                              15518.0   \n",
+       "Hammerbrook                                                        3427.0   \n",
+       "Harburg                                                           18138.0   \n",
+       "Harvestehude                                                       5231.0   \n",
+       "Hausbruch                                                          9475.0   \n",
+       "Heimfeld                                                          11413.0   \n",
+       "Hoheluft-Ost                                                       2405.0   \n",
+       "Hoheluft-West                                                      3364.0   \n",
+       "Hohenfelde                                                         4062.0   \n",
+       "Horn                                                              21726.0   \n",
+       "Hummelsbüttel                                                      7465.0   \n",
+       "Iserbrook                                                          3100.0   \n",
+       "Jenfeld                                                           17966.0   \n",
+       "Kirchwerder                                                        1528.0   \n",
+       "Kleiner Grasbrook und Steinwerder                                   512.0   \n",
+       "Langenbek                                                          1521.0   \n",
+       "Langenhorn                                                        16927.0   \n",
+       "Lemsahl-Mellingstedt                                               1350.0   \n",
+       "Lohbrügge                                                         18381.0   \n",
+       "Lokstedt                                                          10506.0   \n",
+       "Lurup                                                             19562.0   \n",
+       "Marienthal                                                         4589.0   \n",
+       "Marmstorf                                                          2989.0   \n",
+       "Moorburg und Altenwerder                                            140.0   \n",
+       "Moorfleet                                                           320.0   \n",
+       "Neuallermöhe                                                      15421.0   \n",
+       "Neuenfelde                                                         2769.0   \n",
+       "Neuengamme                                                          461.0   \n",
+       "Neugraben-Fischbek                                                17155.0   \n",
+       "Neuland und Gut Moor                                                942.0   \n",
+       "Neustadt                                                           4724.0   \n",
+       "Niendorf                                                          11051.0   \n",
+       "Nienstedten                                                        1533.0   \n",
+       "Ochsenwerder                                                        556.0   \n",
+       "Ohlsdorf                                                           5236.0   \n",
+       "Osdorf                                                            11204.0   \n",
+       "Othmarschen                                                        4915.0   \n",
+       "Ottensen                                                          10011.0   \n",
+       "Poppenbüttel                                                       6367.0   \n",
+       "Rahlstedt                                                         38162.0   \n",
+       "Reitbrook                                                            74.0   \n",
+       "Rissen                                                             3960.0   \n",
+       "Rothenburgsort                                                     5982.0   \n",
+       "Rotherbaum                                                         5377.0   \n",
+       "Rönneburg                                                          1465.0   \n",
+       "Sasel                                                              4931.0   \n",
+       "Schnelsen                                                         11285.0   \n",
+       "Sinstorf                                                           2124.0   \n",
+       "Spadenland                                                           58.0   \n",
+       "St. Georg                                                          5362.0   \n",
+       "St. Pauli                                                          8488.0   \n",
+       "Steilshoop                                                        11360.0   \n",
+       "Stellingen                                                        10874.0   \n",
+       "Sternschanze                                                       2971.0   \n",
+       "Sülldorf                                                           2563.0   \n",
+       "Tatenberg                                                            84.0   \n",
+       "Tonndorf                                                           6957.0   \n",
+       "Uhlenhorst                                                         5477.0   \n",
+       "Veddel                                                             3254.0   \n",
+       "Volksdorf                                                          4062.0   \n",
+       "Waltershof und Finkenwerder                                        4080.0   \n",
+       "Wandsbek                                                          15623.0   \n",
+       "Wellingsbüttel                                                     2388.0   \n",
+       "Wilhelmsburg                                                      32923.0   \n",
+       "Wilstorf                                                           9132.0   \n",
+       "Winterhude                                                        16018.0   \n",
+       "Wohldorf-Ohlstedt                                                   810.0   \n",
+       "\n",
+       "                                   Anteil der Bevölkerung mit Migrations-hintergrund in %  \\\n",
+       "Allermöhe                                                                       26.7        \n",
+       "Alsterdorf                                                                      29.1        \n",
+       "Altengamme                                                                      12.6        \n",
+       "Altona-Altstadt                                                                 40.6        \n",
+       "Altona-Nord                                                                     38.7        \n",
+       "Bahrenfeld                                                                      39.0        \n",
+       "Barmbek-Nord                                                                    32.3        \n",
+       "Barmbek-Süd                                                                     32.4        \n",
+       "Bergedorf                                                                       37.2        \n",
+       "Bergstedt                                                                       19.8        \n",
+       "Billbrook                                                                       87.5        \n",
+       "Billstedt                                                                       62.7        \n",
+       "Billwerder                                                                      67.7        \n",
+       "Blankenese                                                                      21.3        \n",
+       "Borgfelde                                                                       53.7        \n",
+       "Bramfeld                                                                        34.7        \n",
+       "Cranz                                                                           43.9        \n",
+       "Curslack                                                                        30.0        \n",
+       "Dulsberg                                                                        46.9        \n",
+       "Duvenstedt                                                                      17.8        \n",
+       "Eidelstedt                                                                      44.2        \n",
+       "Eilbek                                                                          36.0        \n",
+       "Eimsbüttel                                                                      25.8        \n",
+       "Eißendorf                                                                       45.1        \n",
+       "Eppendorf                                                                       22.8        \n",
+       "Farmsen-Berne                                                                   37.0        \n",
+       "Francop                                                                         25.0        \n",
+       "Fuhlsbüttel                                                                     31.9        \n",
+       "Groß Borstel                                                                    33.8        \n",
+       "Groß Flottbek                                                                   26.3        \n",
+       "HafenCity                                                                       39.8        \n",
+       "Hamburg-Altstadt                                                                59.5        \n",
+       "Hamm                                                                            40.1        \n",
+       "Hammerbrook                                                                     58.0        \n",
+       "Harburg                                                                         64.8        \n",
+       "Harvestehude                                                                    29.1        \n",
+       "Hausbruch                                                                       56.1        \n",
+       "Heimfeld                                                                        50.4        \n",
+       "Hoheluft-Ost                                                                    24.6        \n",
+       "Hoheluft-West                                                                   24.7        \n",
+       "Hohenfelde                                                                      40.3        \n",
+       "Horn                                                                            56.4        \n",
+       "Hummelsbüttel                                                                   40.0        \n",
+       "Iserbrook                                                                       26.8        \n",
+       "Jenfeld                                                                         62.3        \n",
+       "Kirchwerder                                                                     14.8        \n",
+       "Kleiner Grasbrook und Steinwerder                                               46.0        \n",
+       "Langenbek                                                                       37.9        \n",
+       "Langenhorn                                                                      35.9        \n",
+       "Lemsahl-Mellingstedt                                                            19.1        \n",
+       "Lohbrügge                                                                       44.6        \n",
+       "Lokstedt                                                                        33.5        \n",
+       "Lurup                                                                           52.7        \n",
+       "Marienthal                                                                      33.7        \n",
+       "Marmstorf                                                                       33.3        \n",
+       "Moorburg und Altenwerder                                                        19.9        \n",
+       "Moorfleet                                                                       27.1        \n",
+       "Neuallermöhe                                                                    65.9        \n",
+       "Neuenfelde                                                                      52.9        \n",
+       "Neuengamme                                                                      12.4        \n",
+       "Neugraben-Fischbek                                                              50.5        \n",
+       "Neuland und Gut Moor                                                            51.5        \n",
+       "Neustadt                                                                        37.4        \n",
+       "Niendorf                                                                        26.2        \n",
+       "Nienstedten                                                                     21.7        \n",
+       "Ochsenwerder                                                                    18.3        \n",
+       "Ohlsdorf                                                                        29.9        \n",
+       "Osdorf                                                                          42.8        \n",
+       "Othmarschen                                                                     29.6        \n",
+       "Ottensen                                                                        28.3        \n",
+       "Poppenbüttel                                                                    26.1        \n",
+       "Rahlstedt                                                                       39.4        \n",
+       "Reitbrook                                                                       13.7        \n",
+       "Rissen                                                                          24.1        \n",
+       "Rothenburgsort                                                                  62.0        \n",
+       "Rotherbaum                                                                      31.3        \n",
+       "Rönneburg                                                                       42.8        \n",
+       "Sasel                                                                           20.2        \n",
+       "Schnelsen                                                                       36.7        \n",
+       "Sinstorf                                                                        49.4        \n",
+       "Spadenland                                                                      10.6        \n",
+       "St. Georg                                                                       43.7        \n",
+       "St. Pauli                                                                       38.4        \n",
+       "Steilshoop                                                                      57.8        \n",
+       "Stellingen                                                                      38.8        \n",
+       "Sternschanze                                                                    37.6        \n",
+       "Sülldorf                                                                        27.2        \n",
+       "Tatenberg                                                                       14.5        \n",
+       "Tonndorf                                                                        45.3        \n",
+       "Uhlenhorst                                                                      28.9        \n",
+       "Veddel                                                                          76.1        \n",
+       "Volksdorf                                                                       19.5        \n",
+       "Waltershof und Finkenwerder                                                     34.9        \n",
+       "Wandsbek                                                                        40.9        \n",
+       "Wellingsbüttel                                                                  21.5        \n",
+       "Wilhelmsburg                                                                    62.1        \n",
+       "Wilstorf                                                                        51.6        \n",
+       "Winterhude                                                                      27.6        \n",
+       "Wohldorf-Ohlstedt                                                               16.8        \n",
+       "\n",
+       "                                   Unter 18-Jährige mit Migrations-hintergrund  \\\n",
+       "Allermöhe                                                                 84.0   \n",
+       "Alsterdorf                                                              1043.0   \n",
+       "Altengamme                                                                75.0   \n",
+       "Altona-Altstadt                                                         2497.0   \n",
+       "Altona-Nord                                                             2164.0   \n",
+       "Bahrenfeld                                                              2982.0   \n",
+       "Barmbek-Nord                                                            2475.0   \n",
+       "Barmbek-Süd                                                             2113.0   \n",
+       "Bergedorf                                                               3460.0   \n",
+       "Bergstedt                                                                737.0   \n",
+       "Billbrook                                                                583.0   \n",
+       "Billstedt                                                              11222.0   \n",
+       "Billwerder                                                               740.0   \n",
+       "Blankenese                                                               799.0   \n",
+       "Borgfelde                                                                900.0   \n",
+       "Bramfeld                                                                4316.0   \n",
+       "Cranz                                                                     91.0   \n",
+       "Curslack                                                                 388.0   \n",
+       "Dulsberg                                                                1464.0   \n",
+       "Duvenstedt                                                               376.0   \n",
+       "Eidelstedt                                                              4263.0   \n",
+       "Eilbek                                                                  1581.0   \n",
+       "Eimsbüttel                                                              2617.0   \n",
+       "Eißendorf                                                               2865.0   \n",
+       "Eppendorf                                                               1128.0   \n",
+       "Farmsen-Berne                                                           3730.0   \n",
+       "Francop                                                                   32.0   \n",
+       "Fuhlsbüttel                                                             1211.0   \n",
+       "Groß Borstel                                                             952.0   \n",
+       "Groß Flottbek                                                            720.0   \n",
+       "HafenCity                                                                769.0   \n",
+       "Hamburg-Altstadt                                                         424.0   \n",
+       "Hamm                                                                    2983.0   \n",
+       "Hammerbrook                                                              636.0   \n",
+       "Harburg                                                                 3812.0   \n",
+       "Harvestehude                                                            1042.0   \n",
+       "Hausbruch                                                               2303.0   \n",
+       "Heimfeld                                                                2735.0   \n",
+       "Hoheluft-Ost                                                             423.0   \n",
+       "Hoheluft-West                                                            581.0   \n",
+       "Hohenfelde                                                               788.0   \n",
+       "Horn                                                                    4802.0   \n",
+       "Hummelsbüttel                                                           1981.0   \n",
+       "Iserbrook                                                                853.0   \n",
+       "Jenfeld                                                                 4728.0   \n",
+       "Kirchwerder                                                              423.0   \n",
+       "Kleiner Grasbrook und Steinwerder                                         57.0   \n",
+       "Langenbek                                                                377.0   \n",
+       "Langenhorn                                                              4356.0   \n",
+       "Lemsahl-Mellingstedt                                                     438.0   \n",
+       "Lohbrügge                                                               4385.0   \n",
+       "Lokstedt                                                                2435.0   \n",
+       "Lurup                                                                   5387.0   \n",
+       "Marienthal                                                              1049.0   \n",
+       "Marmstorf                                                                805.0   \n",
+       "Moorburg und Altenwerder                                                  31.0   \n",
+       "Moorfleet                                                                 77.0   \n",
+       "Neuallermöhe                                                            4205.0   \n",
+       "Neuenfelde                                                               842.0   \n",
+       "Neuengamme                                                               129.0   \n",
+       "Neugraben-Fischbek                                                      4940.0   \n",
+       "Neuland und Gut Moor                                                     327.0   \n",
+       "Neustadt                                                                 673.0   \n",
+       "Niendorf                                                                2741.0   \n",
+       "Nienstedten                                                              417.0   \n",
+       "Ochsenwerder                                                             171.0   \n",
+       "Ohlsdorf                                                                1232.0   \n",
+       "Osdorf                                                                  3050.0   \n",
+       "Othmarschen                                                             1410.0   \n",
+       "Ottensen                                                                2031.0   \n",
+       "Poppenbüttel                                                            1843.0   \n",
+       "Rahlstedt                                                               9932.0   \n",
+       "Reitbrook                                                                 22.0   \n",
+       "Rissen                                                                  1262.0   \n",
+       "Rothenburgsort                                                          1461.0   \n",
+       "Rotherbaum                                                               875.0   \n",
+       "Rönneburg                                                                411.0   \n",
+       "Sasel                                                                   1451.0   \n",
+       "Schnelsen                                                               3192.0   \n",
+       "Sinstorf                                                                 768.0   \n",
+       "Spadenland                                                                12.0   \n",
+       "St. Georg                                                                866.0   \n",
+       "St. Pauli                                                               1458.0   \n",
+       "Steilshoop                                                              3140.0   \n",
+       "Stellingen                                                              2417.0   \n",
+       "Sternschanze                                                             545.0   \n",
+       "Sülldorf                                                                 693.0   \n",
+       "Tatenberg                                                                 16.0   \n",
+       "Tonndorf                                                                1706.0   \n",
+       "Uhlenhorst                                                              1174.0   \n",
+       "Veddel                                                                   779.0   \n",
+       "Volksdorf                                                               1257.0   \n",
+       "Waltershof und Finkenwerder                                             1064.0   \n",
+       "Wandsbek                                                                3560.0   \n",
+       "Wellingsbüttel                                                           671.0   \n",
+       "Wilhelmsburg                                                            8470.0   \n",
+       "Wilstorf                                                                2448.0   \n",
+       "Winterhude                                                              3205.0   \n",
+       "Wohldorf-Ohlstedt                                                        277.0   \n",
+       "\n",
+       "                                   Anteil der unter 18-Jährigen mit Migrations-hintergrund in %  \\\n",
+       "Allermöhe                                                                       38.7              \n",
+       "Alsterdorf                                                                      43.1              \n",
+       "Altengamme                                                                      17.0              \n",
+       "Altona-Altstadt                                                                 55.2              \n",
+       "Altona-Nord                                                                     49.8              \n",
+       "Bahrenfeld                                                                      53.5              \n",
+       "Barmbek-Nord                                                                    52.2              \n",
+       "Barmbek-Süd                                                                     52.1              \n",
+       "Bergedorf                                                                       52.8              \n",
+       "Bergstedt                                                                       32.3              \n",
+       "Billbrook                                                                       98.5              \n",
+       "Billstedt                                                                       80.3              \n",
+       "Billwerder                                                                      85.6              \n",
+       "Blankenese                                                                      31.6              \n",
+       "Borgfelde                                                                       78.4              \n",
+       "Bramfeld                                                                        52.8              \n",
+       "Cranz                                                                           69.5              \n",
+       "Curslack                                                                        44.8              \n",
+       "Dulsberg                                                                        75.3              \n",
+       "Duvenstedt                                                                      30.8              \n",
+       "Eidelstedt                                                                      63.7              \n",
+       "Eilbek                                                                          56.7              \n",
+       "Eimsbüttel                                                                      35.7              \n",
+       "Eißendorf                                                                       64.2              \n",
+       "Eppendorf                                                                       33.7              \n",
+       "Farmsen-Berne                                                                   54.0              \n",
+       "Francop                                                                         27.1              \n",
+       "Fuhlsbüttel                                                                     50.6              \n",
+       "Groß Borstel                                                                    46.3              \n",
+       "Groß Flottbek                                                                   32.9              \n",
+       "HafenCity                                                                       56.1              \n",
+       "Hamburg-Altstadt                                                                82.0              \n",
+       "Hamm                                                                            64.6              \n",
+       "Hammerbrook                                                                     85.5              \n",
+       "Harburg                                                                         84.9              \n",
+       "Harvestehude                                                                    38.5              \n",
+       "Hausbruch                                                                       72.1              \n",
+       "Heimfeld                                                                        68.7              \n",
+       "Hoheluft-Ost                                                                    33.9              \n",
+       "Hoheluft-West                                                                   34.2              \n",
+       "Hohenfelde                                                                      61.9              \n",
+       "Horn                                                                            77.4              \n",
+       "Hummelsbüttel                                                                   57.2              \n",
+       "Iserbrook                                                                       39.8              \n",
+       "Jenfeld                                                                         81.4              \n",
+       "Kirchwerder                                                                     22.3              \n",
+       "Kleiner Grasbrook und Steinwerder                                               90.5              \n",
+       "Langenbek                                                                       56.0              \n",
+       "Langenhorn                                                                      50.9              \n",
+       "Lemsahl-Mellingstedt                                                            30.3              \n",
+       "Lohbrügge                                                                       64.5              \n",
+       "Lokstedt                                                                        44.4              \n",
+       "Lurup                                                                           70.7              \n",
+       "Marienthal                                                                      47.6              \n",
+       "Marmstorf                                                                       54.4              \n",
+       "Moorburg und Altenwerder                                                        23.8              \n",
+       "Moorfleet                                                                       41.0              \n",
+       "Neuallermöhe                                                                    80.1              \n",
+       "Neuenfelde                                                                      67.5              \n",
+       "Neuengamme                                                                      20.5              \n",
+       "Neugraben-Fischbek                                                              66.3              \n",
+       "Neuland und Gut Moor                                                            73.5              \n",
+       "Neustadt                                                                        47.8              \n",
+       "Niendorf                                                                        40.0              \n",
+       "Nienstedten                                                                     30.8              \n",
+       "Ochsenwerder                                                                    28.0              \n",
+       "Ohlsdorf                                                                        41.1              \n",
+       "Osdorf                                                                          58.8              \n",
+       "Othmarschen                                                                     40.9              \n",
+       "Ottensen                                                                        37.9              \n",
+       "Poppenbüttel                                                                    43.8              \n",
+       "Rahlstedt                                                                       55.7              \n",
+       "Reitbrook                                                                       24.4              \n",
+       "Rissen                                                                          39.7              \n",
+       "Rothenburgsort                                                                  82.6              \n",
+       "Rotherbaum                                                                      38.1              \n",
+       "Rönneburg                                                                       62.1              \n",
+       "Sasel                                                                           30.7              \n",
+       "Schnelsen                                                                       54.0              \n",
+       "Sinstorf                                                                        73.1              \n",
+       "Spadenland                                                                      15.8              \n",
+       "St. Georg                                                                       61.7              \n",
+       "St. Pauli                                                                       49.4              \n",
+       "Steilshoop                                                                      78.1              \n",
+       "Stellingen                                                                      55.5              \n",
+       "Sternschanze                                                                    49.9              \n",
+       "Sülldorf                                                                        37.9              \n",
+       "Tatenberg                                                                       16.8              \n",
+       "Tonndorf                                                                        64.0              \n",
+       "Uhlenhorst                                                                      45.8              \n",
+       "Veddel                                                                          92.7              \n",
+       "Volksdorf                                                                       31.1              \n",
+       "Waltershof und Finkenwerder                                                     53.7              \n",
+       "Wandsbek                                                                        65.0              \n",
+       "Wellingsbüttel                                                                  31.9              \n",
+       "Wilhelmsburg                                                                    77.9              \n",
+       "Wilstorf                                                                        75.4              \n",
+       "Winterhude                                                                      41.8              \n",
+       "Wohldorf-Ohlstedt                                                               27.5              \n",
+       "\n",
+       "                                   Haushalte mit Kindern  \\\n",
+       "Allermöhe                                          123.0   \n",
+       "Alsterdorf                                        1472.0   \n",
+       "Altengamme                                         255.0   \n",
+       "Altona-Altstadt                                   2840.0   \n",
+       "Altona-Nord                                       2694.0   \n",
+       "Bahrenfeld                                        2986.0   \n",
+       "Barmbek-Nord                                      3241.0   \n",
+       "Barmbek-Süd                                       2721.0   \n",
+       "Bergedorf                                         3707.0   \n",
+       "Bergstedt                                         1248.0   \n",
+       "Billbrook                                          111.0   \n",
+       "Billstedt                                         7591.0   \n",
+       "Billwerder                                         139.0   \n",
+       "Blankenese                                        1448.0   \n",
+       "Borgfelde                                          482.0   \n",
+       "Bramfeld                                          5122.0   \n",
+       "Cranz                                               78.0   \n",
+       "Curslack                                           405.0   \n",
+       "Dulsberg                                          1236.0   \n",
+       "Duvenstedt                                         668.0   \n",
+       "Eidelstedt                                        3856.0   \n",
+       "Eilbek                                            1812.0   \n",
+       "Eimsbüttel                                        4938.0   \n",
+       "Eißendorf                                         2602.0   \n",
+       "Eppendorf                                         2160.0   \n",
+       "Farmsen-Berne                                     4052.0   \n",
+       "Francop                                             73.0   \n",
+       "Fuhlsbüttel                                       1220.0   \n",
+       "Groß Borstel                                      1096.0   \n",
+       "Groß Flottbek                                     1262.0   \n",
+       "HafenCity                                          841.0   \n",
+       "Hamburg-Altstadt                                   255.0   \n",
+       "Hamm                                              2955.0   \n",
+       "Hammerbrook                                        428.0   \n",
+       "Harburg                                           2473.0   \n",
+       "Harvestehude                                      1653.0   \n",
+       "Hausbruch                                         1837.0   \n",
+       "Heimfeld                                          2291.0   \n",
+       "Hoheluft-Ost                                       870.0   \n",
+       "Hoheluft-West                                     1165.0   \n",
+       "Hohenfelde                                         713.0   \n",
+       "Horn                                              3684.0   \n",
+       "Hummelsbüttel                                     1976.0   \n",
+       "Iserbrook                                         1275.0   \n",
+       "Jenfeld                                           3019.0   \n",
+       "Kirchwerder                                       1099.0   \n",
+       "Kleiner Grasbrook und Steinwerder                   39.0   \n",
+       "Langenbek                                          418.0   \n",
+       "Langenhorn                                        4937.0   \n",
+       "Lemsahl-Mellingstedt                               837.0   \n",
+       "Lohbrügge                                         4069.0   \n",
+       "Lokstedt                                          3240.0   \n",
+       "Lurup                                             4326.0   \n",
+       "Marienthal                                        1337.0   \n",
+       "Marmstorf                                          880.0   \n",
+       "Moorburg und Altenwerder                            75.0   \n",
+       "Moorfleet                                          106.0   \n",
+       "Neuallermöhe                                      2951.0   \n",
+       "Neuenfelde                                         591.0   \n",
+       "Neuengamme                                         384.0   \n",
+       "Neugraben-Fischbek                                4053.0   \n",
+       "Neuland und Gut Moor                               168.0   \n",
+       "Neustadt                                           954.0   \n",
+       "Niendorf                                          4117.0   \n",
+       "Nienstedten                                        792.0   \n",
+       "Ochsenwerder                                       353.0   \n",
+       "Ohlsdorf                                          1812.0   \n",
+       "Osdorf                                            3009.0   \n",
+       "Othmarschen                                       1923.0   \n",
+       "Ottensen                                          3522.0   \n",
+       "Poppenbüttel                                      2407.0   \n",
+       "Rahlstedt                                         9856.0   \n",
+       "Reitbrook                                           52.0   \n",
+       "Rissen                                            1759.0   \n",
+       "Rothenburgsort                                     967.0   \n",
+       "Rotherbaum                                        1502.0   \n",
+       "Rönneburg                                          336.0   \n",
+       "Sasel                                             2791.0   \n",
+       "Schnelsen                                         3378.0   \n",
+       "Sinstorf                                           454.0   \n",
+       "Spadenland                                          48.0   \n",
+       "St. Georg                                          862.0   \n",
+       "St. Pauli                                         1898.0   \n",
+       "Steilshoop                                        2161.0   \n",
+       "Stellingen                                        2581.0   \n",
+       "Sternschanze                                       711.0   \n",
+       "Sülldorf                                           981.0   \n",
+       "Tatenberg                                           62.0   \n",
+       "Tonndorf                                          1606.0   \n",
+       "Uhlenhorst                                        1643.0   \n",
+       "Veddel                                             469.0   \n",
+       "Volksdorf                                         2201.0   \n",
+       "Waltershof und Finkenwerder                       1156.0   \n",
+       "Wandsbek                                          3142.0   \n",
+       "Wellingsbüttel                                    1227.0   \n",
+       "Wilhelmsburg                                      5882.0   \n",
+       "Wilstorf                                          1852.0   \n",
+       "Winterhude                                        4983.0   \n",
+       "Wohldorf-Ohlstedt                                  585.0   \n",
+       "\n",
+       "                                   Anteil der Haushalte mit Kindern in %  \\\n",
+       "Allermöhe                                                           17.0   \n",
+       "Alsterdorf                                                          18.2   \n",
+       "Altengamme                                                          24.1   \n",
+       "Altona-Altstadt                                                     15.6   \n",
+       "Altona-Nord                                                         17.5   \n",
+       "Bahrenfeld                                                          17.3   \n",
+       "Barmbek-Nord                                                        10.9   \n",
+       "Barmbek-Süd                                                         11.1   \n",
+       "Bergedorf                                                           19.5   \n",
+       "Bergstedt                                                           25.7   \n",
+       "Billbrook                                                           20.4   \n",
+       "Billstedt                                                           21.3   \n",
+       "Billwerder                                                          17.6   \n",
+       "Blankenese                                                          20.8   \n",
+       "Borgfelde                                                           10.9   \n",
+       "Bramfeld                                                            17.0   \n",
+       "Cranz                                                               17.0   \n",
+       "Curslack                                                            23.5   \n",
+       "Dulsberg                                                            10.4   \n",
+       "Duvenstedt                                                          25.7   \n",
+       "Eidelstedt                                                          20.9   \n",
+       "Eilbek                                                              12.3   \n",
+       "Eimsbüttel                                                          12.7   \n",
+       "Eißendorf                                                           19.5   \n",
+       "Eppendorf                                                           13.9   \n",
+       "Farmsen-Berne                                                       21.3   \n",
+       "Francop                                                             19.5   \n",
+       "Fuhlsbüttel                                                         16.7   \n",
+       "Groß Borstel                                                        20.6   \n",
+       "Groß Flottbek                                                       23.5   \n",
+       "HafenCity                                                           26.4   \n",
+       "Hamburg-Altstadt                                                    13.5   \n",
+       "Hamm                                                                11.3   \n",
+       "Hammerbrook                                                         14.2   \n",
+       "Harburg                                                             15.8   \n",
+       "Harvestehude                                                        15.3   \n",
+       "Hausbruch                                                           23.5   \n",
+       "Heimfeld                                                            18.6   \n",
+       "Hoheluft-Ost                                                        13.7   \n",
+       "Hoheluft-West                                                       13.0   \n",
+       "Hohenfelde                                                          11.2   \n",
+       "Horn                                                                16.3   \n",
+       "Hummelsbüttel                                                       21.9   \n",
+       "Iserbrook                                                           22.0   \n",
+       "Jenfeld                                                             21.8   \n",
+       "Kirchwerder                                                         23.3   \n",
+       "Kleiner Grasbrook und Steinwerder                                    4.4   \n",
+       "Langenbek                                                           20.7   \n",
+       "Langenhorn                                                          20.7   \n",
+       "Lemsahl-Mellingstedt                                                26.8   \n",
+       "Lohbrügge                                                           18.7   \n",
+       "Lokstedt                                                            19.6   \n",
+       "Lurup                                                               23.8   \n",
+       "Marienthal                                                          18.5   \n",
+       "Marmstorf                                                           19.1   \n",
+       "Moorburg und Altenwerder                                            18.9   \n",
+       "Moorfleet                                                           18.2   \n",
+       "Neuallermöhe                                                        29.8   \n",
+       "Neuenfelde                                                          25.3   \n",
+       "Neuengamme                                                          21.8   \n",
+       "Neugraben-Fischbek                                                  26.0   \n",
+       "Neuland und Gut Moor                                                23.6   \n",
+       "Neustadt                                                            11.0   \n",
+       "Niendorf                                                            18.2   \n",
+       "Nienstedten                                                         22.6   \n",
+       "Ochsenwerder                                                        25.0   \n",
+       "Ohlsdorf                                                            19.0   \n",
+       "Osdorf                                                              22.7   \n",
+       "Othmarschen                                                         25.0   \n",
+       "Ottensen                                                            16.2   \n",
+       "Poppenbüttel                                                        20.8   \n",
+       "Rahlstedt                                                           20.6   \n",
+       "Reitbrook                                                           20.0   \n",
+       "Rissen                                                              21.6   \n",
+       "Rothenburgsort                                                      18.3   \n",
+       "Rotherbaum                                                          13.7   \n",
+       "Rönneburg                                                           21.6   \n",
+       "Sasel                                                               24.4   \n",
+       "Schnelsen                                                           22.6   \n",
+       "Sinstorf                                                            25.8   \n",
+       "Spadenland                                                          17.5   \n",
+       "St. Georg                                                           11.2   \n",
+       "St. Pauli                                                           12.8   \n",
+       "Steilshoop                                                          22.0   \n",
+       "Stellingen                                                          16.5   \n",
+       "Sternschanze                                                        13.6   \n",
+       "Sülldorf                                                            21.5   \n",
+       "Tatenberg                                                           22.8   \n",
+       "Tonndorf                                                            18.9   \n",
+       "Uhlenhorst                                                          13.9   \n",
+       "Veddel                                                              20.7   \n",
+       "Volksdorf                                                           22.9   \n",
+       "Waltershof und Finkenwerder                                         18.3   \n",
+       "Wandsbek                                                            13.9   \n",
+       "Wellingsbüttel                                                      22.8   \n",
+       "Wilhelmsburg                                                        22.4   \n",
+       "Wilstorf                                                            19.4   \n",
+       "Winterhude                                                          13.7   \n",
+       "Wohldorf-Ohlstedt                                                   27.1   \n",
+       "\n",
+       "                                   Allein-erziehende  \\\n",
+       "Allermöhe                                       26.0   \n",
+       "Alsterdorf                                     354.0   \n",
+       "Altengamme                                      37.0   \n",
+       "Altona-Altstadt                                935.0   \n",
+       "Altona-Nord                                    725.0   \n",
+       "Bahrenfeld                                     746.0   \n",
+       "Barmbek-Nord                                   938.0   \n",
+       "Barmbek-Süd                                    769.0   \n",
+       "Bergedorf                                      957.0   \n",
+       "Bergstedt                                      241.0   \n",
+       "Billbrook                                       35.0   \n",
+       "Billstedt                                     2437.0   \n",
+       "Billwerder                                      34.0   \n",
+       "Blankenese                                     228.0   \n",
+       "Borgfelde                                      125.0   \n",
+       "Bramfeld                                      1479.0   \n",
+       "Cranz                                           21.0   \n",
+       "Curslack                                        82.0   \n",
+       "Dulsberg                                       554.0   \n",
+       "Duvenstedt                                     137.0   \n",
+       "Eidelstedt                                    1011.0   \n",
+       "Eilbek                                         495.0   \n",
+       "Eimsbüttel                                    1301.0   \n",
+       "Eißendorf                                      650.0   \n",
+       "Eppendorf                                      470.0   \n",
+       "Farmsen-Berne                                 1085.0   \n",
+       "Francop                                         15.0   \n",
+       "Fuhlsbüttel                                    290.0   \n",
+       "Groß Borstel                                   279.0   \n",
+       "Groß Flottbek                                  191.0   \n",
+       "HafenCity                                      119.0   \n",
+       "Hamburg-Altstadt                                69.0   \n",
+       "Hamm                                           959.0   \n",
+       "Hammerbrook                                    106.0   \n",
+       "Harburg                                        717.0   \n",
+       "Harvestehude                                   362.0   \n",
+       "Hausbruch                                      486.0   \n",
+       "Heimfeld                                       596.0   \n",
+       "Hoheluft-Ost                                   199.0   \n",
+       "Hoheluft-West                                  265.0   \n",
+       "Hohenfelde                                     172.0   \n",
+       "Horn                                          1262.0   \n",
+       "Hummelsbüttel                                  504.0   \n",
+       "Iserbrook                                      293.0   \n",
+       "Jenfeld                                        899.0   \n",
+       "Kirchwerder                                    190.0   \n",
+       "Kleiner Grasbrook und Steinwerder               13.0   \n",
+       "Langenbek                                      109.0   \n",
+       "Langenhorn                                    1238.0   \n",
+       "Lemsahl-Mellingstedt                           115.0   \n",
+       "Lohbrügge                                     1165.0   \n",
+       "Lokstedt                                       640.0   \n",
+       "Lurup                                         1283.0   \n",
+       "Marienthal                                     264.0   \n",
+       "Marmstorf                                      201.0   \n",
+       "Moorburg und Altenwerder                        31.0   \n",
+       "Moorfleet                                       24.0   \n",
+       "Neuallermöhe                                   895.0   \n",
+       "Neuenfelde                                     128.0   \n",
+       "Neuengamme                                      68.0   \n",
+       "Neugraben-Fischbek                             987.0   \n",
+       "Neuland und Gut Moor                            34.0   \n",
+       "Neustadt                                       286.0   \n",
+       "Niendorf                                       873.0   \n",
+       "Nienstedten                                    123.0   \n",
+       "Ochsenwerder                                    48.0   \n",
+       "Ohlsdorf                                       400.0   \n",
+       "Osdorf                                         864.0   \n",
+       "Othmarschen                                    298.0   \n",
+       "Ottensen                                      1005.0   \n",
+       "Poppenbüttel                                   412.0   \n",
+       "Rahlstedt                                     2766.0   \n",
+       "Reitbrook                                        8.0   \n",
+       "Rissen                                         349.0   \n",
+       "Rothenburgsort                                 330.0   \n",
+       "Rotherbaum                                     311.0   \n",
+       "Rönneburg                                       62.0   \n",
+       "Sasel                                          397.0   \n",
+       "Schnelsen                                      838.0   \n",
+       "Sinstorf                                        83.0   \n",
+       "Spadenland                                       7.0   \n",
+       "St. Georg                                      219.0   \n",
+       "St. Pauli                                      665.0   \n",
+       "Steilshoop                                     727.0   \n",
+       "Stellingen                                     585.0   \n",
+       "Sternschanze                                   243.0   \n",
+       "Sülldorf                                       228.0   \n",
+       "Tatenberg                                        5.0   \n",
+       "Tonndorf                                       418.0   \n",
+       "Uhlenhorst                                     329.0   \n",
+       "Veddel                                         143.0   \n",
+       "Volksdorf                                      417.0   \n",
+       "Waltershof und Finkenwerder                    312.0   \n",
+       "Wandsbek                                       840.0   \n",
+       "Wellingsbüttel                                 169.0   \n",
+       "Wilhelmsburg                                  1576.0   \n",
+       "Wilstorf                                       491.0   \n",
+       "Winterhude                                    1079.0   \n",
+       "Wohldorf-Ohlstedt                               84.0   \n",
+       "\n",
+       "                                   Anteil der Haushalte von Allein-erziehenden in %  \\\n",
+       "Allermöhe                                                                     21.10   \n",
+       "Alsterdorf                                                                    24.00   \n",
+       "Altengamme                                                                    14.50   \n",
+       "Altona-Altstadt                                                               32.90   \n",
+       "Altona-Nord                                                                   26.90   \n",
+       "Bahrenfeld                                                                    25.00   \n",
+       "Barmbek-Nord                                                                  28.90   \n",
+       "Barmbek-Süd                                                                   28.30   \n",
+       "Bergedorf                                                                     25.80   \n",
+       "Bergstedt                                                                     19.30   \n",
+       "Billbrook                                                                     31.50   \n",
+       "Billstedt                                                                     32.10   \n",
+       "Billwerder                                                                    24.50   \n",
+       "Blankenese                                                                    15.70   \n",
+       "Borgfelde                                                                     25.90   \n",
+       "Bramfeld                                                                      28.90   \n",
+       "Cranz                                                                         26.90   \n",
+       "Curslack                                                                      20.20   \n",
+       "Dulsberg                                                                      44.80   \n",
+       "Duvenstedt                                                                    20.50   \n",
+       "Eidelstedt                                                                    26.20   \n",
+       "Eilbek                                                                        27.30   \n",
+       "Eimsbüttel                                                                    26.30   \n",
+       "Eißendorf                                                                     25.00   \n",
+       "Eppendorf                                                                     21.80   \n",
+       "Farmsen-Berne                                                                 26.80   \n",
+       "Francop                                                                       20.50   \n",
+       "Fuhlsbüttel                                                                   23.80   \n",
+       "Groß Borstel                                                                  25.50   \n",
+       "Groß Flottbek                                                                 15.10   \n",
+       "HafenCity                                                                     14.10   \n",
+       "Hamburg-Altstadt                                                              27.10   \n",
+       "Hamm                                                                          32.50   \n",
+       "Hammerbrook                                                                   24.80   \n",
+       "Harburg                                                                       29.00   \n",
+       "Harvestehude                                                                  21.90   \n",
+       "Hausbruch                                                                     26.50   \n",
+       "Heimfeld                                                                      26.00   \n",
+       "Hoheluft-Ost                                                                  22.90   \n",
+       "Hoheluft-West                                                                 22.70   \n",
+       "Hohenfelde                                                                    24.10   \n",
+       "Horn                                                                          34.30   \n",
+       "Hummelsbüttel                                                                 25.50   \n",
+       "Iserbrook                                                                     23.00   \n",
+       "Jenfeld                                                                       29.80   \n",
+       "Kirchwerder                                                                   17.30   \n",
+       "Kleiner Grasbrook und Steinwerder                                             24.14   \n",
+       "Langenbek                                                                     26.10   \n",
+       "Langenhorn                                                                    25.10   \n",
+       "Lemsahl-Mellingstedt                                                          13.70   \n",
+       "Lohbrügge                                                                     28.60   \n",
+       "Lokstedt                                                                      19.80   \n",
+       "Lurup                                                                         29.70   \n",
+       "Marienthal                                                                    19.70   \n",
+       "Marmstorf                                                                     22.80   \n",
+       "Moorburg und Altenwerder                                                      41.30   \n",
+       "Moorfleet                                                                     22.60   \n",
+       "Neuallermöhe                                                                  30.30   \n",
+       "Neuenfelde                                                                    21.70   \n",
+       "Neuengamme                                                                    17.70   \n",
+       "Neugraben-Fischbek                                                            24.40   \n",
+       "Neuland und Gut Moor                                                          20.20   \n",
+       "Neustadt                                                                      30.00   \n",
+       "Niendorf                                                                      21.20   \n",
+       "Nienstedten                                                                   15.50   \n",
+       "Ochsenwerder                                                                  13.60   \n",
+       "Ohlsdorf                                                                      22.10   \n",
+       "Osdorf                                                                        28.70   \n",
+       "Othmarschen                                                                   15.50   \n",
+       "Ottensen                                                                      28.50   \n",
+       "Poppenbüttel                                                                  17.10   \n",
+       "Rahlstedt                                                                     28.10   \n",
+       "Reitbrook                                                                     15.40   \n",
+       "Rissen                                                                        19.80   \n",
+       "Rothenburgsort                                                                34.10   \n",
+       "Rotherbaum                                                                    20.70   \n",
+       "Rönneburg                                                                     18.50   \n",
+       "Sasel                                                                         14.20   \n",
+       "Schnelsen                                                                     24.80   \n",
+       "Sinstorf                                                                      18.30   \n",
+       "Spadenland                                                                    24.14   \n",
+       "St. Georg                                                                     25.40   \n",
+       "St. Pauli                                                                     35.00   \n",
+       "Steilshoop                                                                    33.60   \n",
+       "Stellingen                                                                    22.70   \n",
+       "Sternschanze                                                                  34.20   \n",
+       "Sülldorf                                                                      23.20   \n",
+       "Tatenberg                                                                      8.10   \n",
+       "Tonndorf                                                                      26.00   \n",
+       "Uhlenhorst                                                                    20.00   \n",
+       "Veddel                                                                        30.50   \n",
+       "Volksdorf                                                                     18.90   \n",
+       "Waltershof und Finkenwerder                                                   27.00   \n",
+       "Wandsbek                                                                      26.70   \n",
+       "Wellingsbüttel                                                                13.80   \n",
+       "Wilhelmsburg                                                                  26.80   \n",
+       "Wilstorf                                                                      26.50   \n",
+       "Winterhude                                                                    21.70   \n",
+       "Wohldorf-Ohlstedt                                                             14.40   \n",
+       "\n",
+       "                                   ...  Gesamtbetrag Einkünfte Median - [€]  \\\n",
+       "Allermöhe                          ...                              29205.0   \n",
+       "Alsterdorf                         ...                              31064.0   \n",
+       "Altengamme                         ...                              31455.0   \n",
+       "Altona-Altstadt                    ...                              23000.0   \n",
+       "Altona-Nord                        ...                              23723.0   \n",
+       "Bahrenfeld                         ...                              26092.0   \n",
+       "Barmbek-Nord                       ...                              24237.0   \n",
+       "Barmbek-Süd                        ...                              26379.0   \n",
+       "Bergedorf                          ...                              25286.0   \n",
+       "Bergstedt                          ...                              33078.0   \n",
+       "Billbrook                          ...                              10281.0   \n",
+       "Billstedt                          ...                              17396.0   \n",
+       "Billwerder                         ...                              21857.0   \n",
+       "Blankenese                         ...                              42805.0   \n",
+       "Borgfelde                          ...                              21584.0   \n",
+       "Bramfeld                           ...                              23738.0   \n",
+       "Cranz                              ...                              22852.0   \n",
+       "Curslack                           ...                              30011.0   \n",
+       "Dulsberg                           ...                              18554.0   \n",
+       "Duvenstedt                         ...                              38567.0   \n",
+       "Eidelstedt                         ...                              23550.0   \n",
+       "Eilbek                             ...                              25845.0   \n",
+       "Eimsbüttel                         ...                              29879.0   \n",
+       "Eißendorf                          ...                              23644.0   \n",
+       "Eppendorf                          ...                              35967.0   \n",
+       "Farmsen-Berne                      ...                              25453.0   \n",
+       "Francop                            ...                              26568.0   \n",
+       "Fuhlsbüttel                        ...                              28332.0   \n",
+       "Groß Borstel                       ...                              26893.0   \n",
+       "Groß Flottbek                      ...                              41796.0   \n",
+       "HafenCity                          ...                              57913.0   \n",
+       "Hamburg-Altstadt                   ...                              10811.0   \n",
+       "Hamm                               ...                              21932.0   \n",
+       "Hammerbrook                        ...                              10502.0   \n",
+       "Harburg                            ...                              15550.0   \n",
+       "Harvestehude                       ...                              40032.0   \n",
+       "Hausbruch                          ...                              21355.0   \n",
+       "Heimfeld                           ...                              21622.0   \n",
+       "Hoheluft-Ost                       ...                              34494.0   \n",
+       "Hoheluft-West                      ...                              31812.0   \n",
+       "Hohenfelde                         ...                              27159.0   \n",
+       "Horn                               ...                              18299.0   \n",
+       "Hummelsbüttel                      ...                              25099.0   \n",
+       "Iserbrook                          ...                              27762.0   \n",
+       "Jenfeld                            ...                              17978.0   \n",
+       "Kirchwerder                        ...                              29550.0   \n",
+       "Kleiner Grasbrook und Steinwerder  ...                               8057.0   \n",
+       "Langenbek                          ...                              26808.0   \n",
+       "Langenhorn                         ...                              23465.0   \n",
+       "Lemsahl-Mellingstedt               ...                              43877.0   \n",
+       "Lohbrügge                          ...                              22256.0   \n",
+       "Lokstedt                           ...                              29006.0   \n",
+       "Lurup                              ...                              19769.0   \n",
+       "Marienthal                         ...                              31948.0   \n",
+       "Marmstorf                          ...                              26643.0   \n",
+       "Moorburg und Altenwerder           ...                              25536.0   \n",
+       "Moorfleet                          ...                              26612.0   \n",
+       "Neuallermöhe                       ...                              22775.0   \n",
+       "Neuenfelde                         ...                              22909.0   \n",
+       "Neuengamme                         ...                              30104.0   \n",
+       "Neugraben-Fischbek                 ...                              22492.0   \n",
+       "Neuland und Gut Moor               ...                              25627.0   \n",
+       "Neustadt                           ...                              24715.0   \n",
+       "Niendorf                           ...                              28831.0   \n",
+       "Nienstedten                        ...                              45730.0   \n",
+       "Ochsenwerder                       ...                              28649.0   \n",
+       "Ohlsdorf                           ...                              28517.0   \n",
+       "Osdorf                             ...                              22884.0   \n",
+       "Othmarschen                        ...                              46527.0   \n",
+       "Ottensen                           ...                              29432.0   \n",
+       "Poppenbüttel                       ...                              30605.0   \n",
+       "Rahlstedt                          ...                              24401.0   \n",
+       "Reitbrook                          ...                              27596.0   \n",
+       "Rissen                             ...                              32239.0   \n",
+       "Rothenburgsort                     ...                              15460.0   \n",
+       "Rotherbaum                         ...                              34708.0   \n",
+       "Rönneburg                          ...                              29011.0   \n",
+       "Sasel                              ...                              36962.0   \n",
+       "Schnelsen                          ...                              26703.0   \n",
+       "Sinstorf                           ...                              27015.0   \n",
+       "Spadenland                         ...                              27451.0   \n",
+       "St. Georg                          ...                              27161.0   \n",
+       "St. Pauli                          ...                              19399.0   \n",
+       "Steilshoop                         ...                              17902.0   \n",
+       "Stellingen                         ...                              25240.0   \n",
+       "Sternschanze                       ...                              23311.0   \n",
+       "Sülldorf                           ...                              28262.0   \n",
+       "Tatenberg                          ...                              30381.0   \n",
+       "Tonndorf                           ...                              24910.0   \n",
+       "Uhlenhorst                         ...                              36176.0   \n",
+       "Veddel                             ...                              11004.0   \n",
+       "Volksdorf                          ...                              37035.0   \n",
+       "Waltershof und Finkenwerder        ...                              23654.0   \n",
+       "Wandsbek                           ...                              23119.0   \n",
+       "Wellingsbüttel                     ...                              40692.0   \n",
+       "Wilhelmsburg                       ...                              15695.0   \n",
+       "Wilstorf                           ...                              20679.0   \n",
+       "Winterhude                         ...                              32722.0   \n",
+       "Wohldorf-Ohlstedt                  ...                              47709.0   \n",
+       "\n",
+       "                                   market_count  farms_count  \\\n",
+       "Allermöhe                                   0.0          0.0   \n",
+       "Alsterdorf                                  1.0          0.0   \n",
+       "Altengamme                                  0.0          0.0   \n",
+       "Altona-Altstadt                             3.0          0.0   \n",
+       "Altona-Nord                                 0.0          0.0   \n",
+       "Bahrenfeld                                  0.0          0.0   \n",
+       "Barmbek-Nord                                2.0          0.0   \n",
+       "Barmbek-Süd                                 1.0          0.0   \n",
+       "Bergedorf                                   3.0          0.0   \n",
+       "Bergstedt                                   0.0          0.0   \n",
+       "Billbrook                                   0.0          0.0   \n",
+       "Billstedt                                   1.0          0.0   \n",
+       "Billwerder                                  0.0          0.0   \n",
+       "Blankenese                                  1.0          0.0   \n",
+       "Borgfelde                                   0.0          0.0   \n",
+       "Bramfeld                                    1.0          0.0   \n",
+       "Cranz                                       0.0          0.0   \n",
+       "Curslack                                    0.0          0.0   \n",
+       "Dulsberg                                    1.0          0.0   \n",
+       "Duvenstedt                                  1.0          0.0   \n",
+       "Eidelstedt                                  1.0          0.0   \n",
+       "Eilbek                                      0.0          0.0   \n",
+       "Eimsbüttel                                  2.0          0.0   \n",
+       "Eißendorf                                   0.0          0.0   \n",
+       "Eppendorf                                   1.0          0.0   \n",
+       "Farmsen-Berne                               1.0          0.0   \n",
+       "Francop                                     0.0          0.0   \n",
+       "Fuhlsbüttel                                 1.0          0.0   \n",
+       "Groß Borstel                                1.0          0.0   \n",
+       "Groß Flottbek                               1.0          0.0   \n",
+       "HafenCity                                   1.0          0.0   \n",
+       "Hamburg-Altstadt                            2.0          0.0   \n",
+       "Hamm                                        1.0          0.0   \n",
+       "Hammerbrook                                 1.0          0.0   \n",
+       "Harburg                                     2.0          0.0   \n",
+       "Harvestehude                                2.0          0.0   \n",
+       "Hausbruch                                   0.0          0.0   \n",
+       "Heimfeld                                    0.0          0.0   \n",
+       "Hoheluft-Ost                                0.0          0.0   \n",
+       "Hoheluft-West                               0.0          0.0   \n",
+       "Hohenfelde                                  0.0          0.0   \n",
+       "Horn                                        1.0          0.0   \n",
+       "Hummelsbüttel                               0.0          0.0   \n",
+       "Iserbrook                                   0.0          0.0   \n",
+       "Jenfeld                                     1.0          0.0   \n",
+       "Kirchwerder                                 0.0          2.0   \n",
+       "Kleiner Grasbrook und Steinwerder           0.0          0.0   \n",
+       "Langenbek                                   0.0          0.0   \n",
+       "Langenhorn                                  1.0          0.0   \n",
+       "Lemsahl-Mellingstedt                        0.0          0.0   \n",
+       "Lohbrügge                                   1.0          0.0   \n",
+       "Lokstedt                                    1.0          0.0   \n",
+       "Lurup                                       1.0          0.0   \n",
+       "Marienthal                                  0.0          0.0   \n",
+       "Marmstorf                                   0.0          0.0   \n",
+       "Moorburg und Altenwerder                    0.0          0.0   \n",
+       "Moorfleet                                   0.0          0.0   \n",
+       "Neuallermöhe                                2.0          0.0   \n",
+       "Neuenfelde                                  0.0          0.0   \n",
+       "Neuengamme                                  0.0          1.0   \n",
+       "Neugraben-Fischbek                          1.0          0.0   \n",
+       "Neuland und Gut Moor                        0.0          0.0   \n",
+       "Neustadt                                    1.0          0.0   \n",
+       "Niendorf                                    3.0          0.0   \n",
+       "Nienstedten                                 1.0          0.0   \n",
+       "Ochsenwerder                                0.0          0.0   \n",
+       "Ohlsdorf                                    0.0          0.0   \n",
+       "Osdorf                                      1.0          0.0   \n",
+       "Othmarschen                                 0.0          0.0   \n",
+       "Ottensen                                    1.0          0.0   \n",
+       "Poppenbüttel                                1.0          0.0   \n",
+       "Rahlstedt                                   2.0          0.0   \n",
+       "Reitbrook                                   0.0          0.0   \n",
+       "Rissen                                      1.0          0.0   \n",
+       "Rothenburgsort                              1.0          0.0   \n",
+       "Rotherbaum                                  2.0          0.0   \n",
+       "Rönneburg                                   0.0          0.0   \n",
+       "Sasel                                       1.0          0.0   \n",
+       "Schnelsen                                   1.0          0.0   \n",
+       "Sinstorf                                    0.0          0.0   \n",
+       "Spadenland                                  0.0          0.0   \n",
+       "St. Georg                                   2.0          0.0   \n",
+       "St. Pauli                                   1.0          0.0   \n",
+       "Steilshoop                                  0.0          0.0   \n",
+       "Stellingen                                  0.0          0.0   \n",
+       "Sternschanze                                1.0          0.0   \n",
+       "Sülldorf                                    0.0          0.0   \n",
+       "Tatenberg                                   0.0          0.0   \n",
+       "Tonndorf                                    0.0          0.0   \n",
+       "Uhlenhorst                                  1.0          0.0   \n",
+       "Veddel                                      0.0          0.0   \n",
+       "Volksdorf                                   1.0          0.0   \n",
+       "Waltershof und Finkenwerder                 1.0          0.0   \n",
+       "Wandsbek                                    1.0          0.0   \n",
+       "Wellingsbüttel                              1.0          0.0   \n",
+       "Wilhelmsburg                                3.0          0.0   \n",
+       "Wilstorf                                    0.0          0.0   \n",
+       "Winterhude                                  4.0          0.0   \n",
+       "Wohldorf-Ohlstedt                           1.0          0.0   \n",
+       "\n",
+       "                                   greencrocers_count  supermarkets_count  \\\n",
+       "Allermöhe                                         0.0                 0.0   \n",
+       "Alsterdorf                                        0.0                 2.0   \n",
+       "Altengamme                                        0.0                 0.0   \n",
+       "Altona-Altstadt                                   2.0                10.0   \n",
+       "Altona-Nord                                       2.0                 4.0   \n",
+       "Bahrenfeld                                        0.0                 3.0   \n",
+       "Barmbek-Nord                                      0.0                16.0   \n",
+       "Barmbek-Süd                                       0.0                12.0   \n",
+       "Bergedorf                                         0.0                10.0   \n",
+       "Bergstedt                                         0.0                 0.0   \n",
+       "Billbrook                                         0.0                 1.0   \n",
+       "Billstedt                                         1.0                11.0   \n",
+       "Billwerder                                        0.0                 0.0   \n",
+       "Blankenese                                        0.0                 5.0   \n",
+       "Borgfelde                                         0.0                 0.0   \n",
+       "Bramfeld                                          0.0                 7.0   \n",
+       "Cranz                                             0.0                 0.0   \n",
+       "Curslack                                          0.0                 1.0   \n",
+       "Dulsberg                                          1.0                 3.0   \n",
+       "Duvenstedt                                        0.0                 1.0   \n",
+       "Eidelstedt                                        0.0                 9.0   \n",
+       "Eilbek                                            1.0                 5.0   \n",
+       "Eimsbüttel                                        8.0                11.0   \n",
+       "Eißendorf                                         1.0                 2.0   \n",
+       "Eppendorf                                         1.0                 7.0   \n",
+       "Farmsen-Berne                                     0.0                 5.0   \n",
+       "Francop                                           0.0                 0.0   \n",
+       "Fuhlsbüttel                                       1.0                 4.0   \n",
+       "Groß Borstel                                      1.0                 2.0   \n",
+       "Groß Flottbek                                     1.0                 1.0   \n",
+       "HafenCity                                         0.0                 6.0   \n",
+       "Hamburg-Altstadt                                  1.0                 4.0   \n",
+       "Hamm                                              0.0                 6.0   \n",
+       "Hammerbrook                                       0.0                 2.0   \n",
+       "Harburg                                           2.0                19.0   \n",
+       "Harvestehude                                      0.0                 3.0   \n",
+       "Hausbruch                                         1.0                 1.0   \n",
+       "Heimfeld                                          0.0                 2.0   \n",
+       "Hoheluft-Ost                                      1.0                 4.0   \n",
+       "Hoheluft-West                                     1.0                 4.0   \n",
+       "Hohenfelde                                        0.0                 2.0   \n",
+       "Horn                                              1.0                 8.0   \n",
+       "Hummelsbüttel                                     0.0                 4.0   \n",
+       "Iserbrook                                         0.0                 1.0   \n",
+       "Jenfeld                                           0.0                 6.0   \n",
+       "Kirchwerder                                       0.0                 2.0   \n",
+       "Kleiner Grasbrook und Steinwerder                 0.0                 0.0   \n",
+       "Langenbek                                         0.0                 0.0   \n",
+       "Langenhorn                                        0.0                 7.0   \n",
+       "Lemsahl-Mellingstedt                              0.0                 0.0   \n",
+       "Lohbrügge                                         0.0                 3.0   \n",
+       "Lokstedt                                          1.0                 3.0   \n",
+       "Lurup                                             1.0                 4.0   \n",
+       "Marienthal                                        0.0                 5.0   \n",
+       "Marmstorf                                         0.0                 0.0   \n",
+       "Moorburg und Altenwerder                          0.0                 0.0   \n",
+       "Moorfleet                                         0.0                 0.0   \n",
+       "Neuallermöhe                                      2.0                 4.0   \n",
+       "Neuenfelde                                        1.0                 0.0   \n",
+       "Neuengamme                                        0.0                 1.0   \n",
+       "Neugraben-Fischbek                                0.0                 4.0   \n",
+       "Neuland und Gut Moor                              0.0                 0.0   \n",
+       "Neustadt                                          2.0                 6.0   \n",
+       "Niendorf                                          2.0                 4.0   \n",
+       "Nienstedten                                       0.0                 1.0   \n",
+       "Ochsenwerder                                      0.0                 0.0   \n",
+       "Ohlsdorf                                          0.0                 2.0   \n",
+       "Osdorf                                            0.0                 3.0   \n",
+       "Othmarschen                                       0.0                 2.0   \n",
+       "Ottensen                                          3.0                14.0   \n",
+       "Poppenbüttel                                      1.0                 5.0   \n",
+       "Rahlstedt                                         2.0                21.0   \n",
+       "Reitbrook                                         0.0                 0.0   \n",
+       "Rissen                                            0.0                 4.0   \n",
+       "Rothenburgsort                                    0.0                 1.0   \n",
+       "Rotherbaum                                        1.0                10.0   \n",
+       "Rönneburg                                         0.0                 0.0   \n",
+       "Sasel                                             1.0                 2.0   \n",
+       "Schnelsen                                         1.0                 6.0   \n",
+       "Sinstorf                                          0.0                 0.0   \n",
+       "Spadenland                                        0.0                 0.0   \n",
+       "St. Georg                                         0.0                11.0   \n",
+       "St. Pauli                                         1.0                10.0   \n",
+       "Steilshoop                                        0.0                 3.0   \n",
+       "Stellingen                                        0.0                 3.0   \n",
+       "Sternschanze                                      0.0                 5.0   \n",
+       "Sülldorf                                          0.0                 1.0   \n",
+       "Tatenberg                                         0.0                 0.0   \n",
+       "Tonndorf                                          0.0                 2.0   \n",
+       "Uhlenhorst                                        2.0                 4.0   \n",
+       "Veddel                                            0.0                 1.0   \n",
+       "Volksdorf                                         1.0                 5.0   \n",
+       "Waltershof und Finkenwerder                       0.0                 3.0   \n",
+       "Wandsbek                                          1.0                 4.0   \n",
+       "Wellingsbüttel                                    0.0                 1.0   \n",
+       "Wilhelmsburg                                      2.0                 6.0   \n",
+       "Wilstorf                                          0.0                 2.0   \n",
+       "Winterhude                                        5.0                14.0   \n",
+       "Wohldorf-Ohlstedt                                 0.0                 0.0   \n",
+       "\n",
+       "                                   biosupermarkets_count  \\\n",
+       "Allermöhe                                            0.0   \n",
+       "Alsterdorf                                           0.0   \n",
+       "Altengamme                                           0.0   \n",
+       "Altona-Altstadt                                      3.0   \n",
+       "Altona-Nord                                          0.0   \n",
+       "Bahrenfeld                                           1.0   \n",
+       "Barmbek-Nord                                         2.0   \n",
+       "Barmbek-Süd                                          0.0   \n",
+       "Bergedorf                                            1.0   \n",
+       "Bergstedt                                            0.0   \n",
+       "Billbrook                                            0.0   \n",
+       "Billstedt                                            0.0   \n",
+       "Billwerder                                           0.0   \n",
+       "Blankenese                                           0.0   \n",
+       "Borgfelde                                            0.0   \n",
+       "Bramfeld                                             1.0   \n",
+       "Cranz                                                0.0   \n",
+       "Curslack                                             0.0   \n",
+       "Dulsberg                                             0.0   \n",
+       "Duvenstedt                                           0.0   \n",
+       "Eidelstedt                                           0.0   \n",
+       "Eilbek                                               0.0   \n",
+       "Eimsbüttel                                           2.0   \n",
+       "Eißendorf                                            0.0   \n",
+       "Eppendorf                                            1.0   \n",
+       "Farmsen-Berne                                        0.0   \n",
+       "Francop                                              0.0   \n",
+       "Fuhlsbüttel                                          0.0   \n",
+       "Groß Borstel                                         0.0   \n",
+       "Groß Flottbek                                        0.0   \n",
+       "HafenCity                                            1.0   \n",
+       "Hamburg-Altstadt                                     0.0   \n",
+       "Hamm                                                 0.0   \n",
+       "Hammerbrook                                          0.0   \n",
+       "Harburg                                              0.0   \n",
+       "Harvestehude                                         0.0   \n",
+       "Hausbruch                                            0.0   \n",
+       "Heimfeld                                             0.0   \n",
+       "Hoheluft-Ost                                         1.0   \n",
+       "Hoheluft-West                                        1.0   \n",
+       "Hohenfelde                                           0.0   \n",
+       "Horn                                                 0.0   \n",
+       "Hummelsbüttel                                        0.0   \n",
+       "Iserbrook                                            0.0   \n",
+       "Jenfeld                                              0.0   \n",
+       "Kirchwerder                                          0.0   \n",
+       "Kleiner Grasbrook und Steinwerder                    0.0   \n",
+       "Langenbek                                            0.0   \n",
+       "Langenhorn                                           1.0   \n",
+       "Lemsahl-Mellingstedt                                 0.0   \n",
+       "Lohbrügge                                            0.0   \n",
+       "Lokstedt                                             0.0   \n",
+       "Lurup                                                0.0   \n",
+       "Marienthal                                           1.0   \n",
+       "Marmstorf                                            0.0   \n",
+       "Moorburg und Altenwerder                             0.0   \n",
+       "Moorfleet                                            0.0   \n",
+       "Neuallermöhe                                         0.0   \n",
+       "Neuenfelde                                           0.0   \n",
+       "Neuengamme                                           0.0   \n",
+       "Neugraben-Fischbek                                   1.0   \n",
+       "Neuland und Gut Moor                                 0.0   \n",
+       "Neustadt                                             1.0   \n",
+       "Niendorf                                             1.0   \n",
+       "Nienstedten                                          0.0   \n",
+       "Ochsenwerder                                         0.0   \n",
+       "Ohlsdorf                                             0.0   \n",
+       "Osdorf                                               1.0   \n",
+       "Othmarschen                                          1.0   \n",
+       "Ottensen                                             3.0   \n",
+       "Poppenbüttel                                         1.0   \n",
+       "Rahlstedt                                            2.0   \n",
+       "Reitbrook                                            0.0   \n",
+       "Rissen                                               1.0   \n",
+       "Rothenburgsort                                       0.0   \n",
+       "Rotherbaum                                           1.0   \n",
+       "Rönneburg                                            0.0   \n",
+       "Sasel                                                1.0   \n",
+       "Schnelsen                                            1.0   \n",
+       "Sinstorf                                             0.0   \n",
+       "Spadenland                                           0.0   \n",
+       "St. Georg                                            0.0   \n",
+       "St. Pauli                                            0.0   \n",
+       "Steilshoop                                           0.0   \n",
+       "Stellingen                                           1.0   \n",
+       "Sternschanze                                         2.0   \n",
+       "Sülldorf                                             0.0   \n",
+       "Tatenberg                                            0.0   \n",
+       "Tonndorf                                             0.0   \n",
+       "Uhlenhorst                                           0.0   \n",
+       "Veddel                                               0.0   \n",
+       "Volksdorf                                            0.0   \n",
+       "Waltershof und Finkenwerder                          0.0   \n",
+       "Wandsbek                                             0.0   \n",
+       "Wellingsbüttel                                       0.0   \n",
+       "Wilhelmsburg                                         0.0   \n",
+       "Wilstorf                                             0.0   \n",
+       "Winterhude                                           1.0   \n",
+       "Wohldorf-Ohlstedt                                    0.0   \n",
+       "\n",
+       "                                   all_restaurants_count  \\\n",
+       "Allermöhe                                            1.0   \n",
+       "Alsterdorf                                           9.0   \n",
+       "Altengamme                                           0.0   \n",
+       "Altona-Altstadt                                     55.0   \n",
+       "Altona-Nord                                         17.0   \n",
+       "Bahrenfeld                                          33.0   \n",
+       "Barmbek-Nord                                        43.0   \n",
+       "Barmbek-Süd                                         22.0   \n",
+       "Bergedorf                                           33.0   \n",
+       "Bergstedt                                            2.0   \n",
+       "Billbrook                                            3.0   \n",
+       "Billstedt                                           19.0   \n",
+       "Billwerder                                           0.0   \n",
+       "Blankenese                                          19.0   \n",
+       "Borgfelde                                            3.0   \n",
+       "Bramfeld                                            20.0   \n",
+       "Cranz                                                2.0   \n",
+       "Curslack                                             2.0   \n",
+       "Dulsberg                                             6.0   \n",
+       "Duvenstedt                                           6.0   \n",
+       "Eidelstedt                                           7.0   \n",
+       "Eilbek                                              16.0   \n",
+       "Eimsbüttel                                          91.0   \n",
+       "Eißendorf                                            7.0   \n",
+       "Eppendorf                                           38.0   \n",
+       "Farmsen-Berne                                       10.0   \n",
+       "Francop                                              0.0   \n",
+       "Fuhlsbüttel                                         18.0   \n",
+       "Groß Borstel                                         5.0   \n",
+       "Groß Flottbek                                       11.0   \n",
+       "HafenCity                                           56.0   \n",
+       "Hamburg-Altstadt                                   129.0   \n",
+       "Hamm                                                10.0   \n",
+       "Hammerbrook                                         24.0   \n",
+       "Harburg                                             40.0   \n",
+       "Harvestehude                                        12.0   \n",
+       "Hausbruch                                            1.0   \n",
+       "Heimfeld                                             8.0   \n",
+       "Hoheluft-Ost                                        33.0   \n",
+       "Hoheluft-West                                       20.0   \n",
+       "Hohenfelde                                           9.0   \n",
+       "Horn                                                10.0   \n",
+       "Hummelsbüttel                                        5.0   \n",
+       "Iserbrook                                            2.0   \n",
+       "Jenfeld                                              8.0   \n",
+       "Kirchwerder                                          7.0   \n",
+       "Kleiner Grasbrook und Steinwerder                    0.0   \n",
+       "Langenbek                                            2.0   \n",
+       "Langenhorn                                          17.0   \n",
+       "Lemsahl-Mellingstedt                                 2.0   \n",
+       "Lohbrügge                                           18.0   \n",
+       "Lokstedt                                             8.0   \n",
+       "Lurup                                                8.0   \n",
+       "Marienthal                                           7.0   \n",
+       "Marmstorf                                            4.0   \n",
+       "Moorburg und Altenwerder                             3.0   \n",
+       "Moorfleet                                            3.0   \n",
+       "Neuallermöhe                                         3.0   \n",
+       "Neuenfelde                                           2.0   \n",
+       "Neuengamme                                           0.0   \n",
+       "Neugraben-Fischbek                                   8.0   \n",
+       "Neuland und Gut Moor                                 1.0   \n",
+       "Neustadt                                           140.0   \n",
+       "Niendorf                                            19.0   \n",
+       "Nienstedten                                          9.0   \n",
+       "Ochsenwerder                                         2.0   \n",
+       "Ohlsdorf                                             7.0   \n",
+       "Osdorf                                               4.0   \n",
+       "Othmarschen                                          9.0   \n",
+       "Ottensen                                            72.0   \n",
+       "Poppenbüttel                                        10.0   \n",
+       "Rahlstedt                                           21.0   \n",
+       "Reitbrook                                            0.0   \n",
+       "Rissen                                               4.0   \n",
+       "Rothenburgsort                                       6.0   \n",
+       "Rotherbaum                                          78.0   \n",
+       "Rönneburg                                            1.0   \n",
+       "Sasel                                                5.0   \n",
+       "Schnelsen                                           15.0   \n",
+       "Sinstorf                                             1.0   \n",
+       "Spadenland                                           1.0   \n",
+       "St. Georg                                           80.0   \n",
+       "St. Pauli                                          109.0   \n",
+       "Steilshoop                                           1.0   \n",
+       "Stellingen                                          11.0   \n",
+       "Sternschanze                                        50.0   \n",
+       "Sülldorf                                             5.0   \n",
+       "Tatenberg                                            1.0   \n",
+       "Tonndorf                                             7.0   \n",
+       "Uhlenhorst                                          35.0   \n",
+       "Veddel                                               3.0   \n",
+       "Volksdorf                                           11.0   \n",
+       "Waltershof und Finkenwerder                         10.0   \n",
+       "Wandsbek                                            29.0   \n",
+       "Wellingsbüttel                                       4.0   \n",
+       "Wilhelmsburg                                        28.0   \n",
+       "Wilstorf                                             6.0   \n",
+       "Winterhude                                          90.0   \n",
+       "Wohldorf-Ohlstedt                                    4.0   \n",
+       "\n",
+       "                                   organic_restaurants_count  \\\n",
+       "Allermöhe                                                0.0   \n",
+       "Alsterdorf                                               0.0   \n",
+       "Altengamme                                               0.0   \n",
+       "Altona-Altstadt                                          0.0   \n",
+       "Altona-Nord                                              0.0   \n",
+       "Bahrenfeld                                               0.0   \n",
+       "Barmbek-Nord                                             0.0   \n",
+       "Barmbek-Süd                                              0.0   \n",
+       "Bergedorf                                                0.0   \n",
+       "Bergstedt                                                0.0   \n",
+       "Billbrook                                                0.0   \n",
+       "Billstedt                                                0.0   \n",
+       "Billwerder                                               0.0   \n",
+       "Blankenese                                               0.0   \n",
+       "Borgfelde                                                0.0   \n",
+       "Bramfeld                                                 0.0   \n",
+       "Cranz                                                    0.0   \n",
+       "Curslack                                                 0.0   \n",
+       "Dulsberg                                                 0.0   \n",
+       "Duvenstedt                                               0.0   \n",
+       "Eidelstedt                                               0.0   \n",
+       "Eilbek                                                   0.0   \n",
+       "Eimsbüttel                                               4.0   \n",
+       "Eißendorf                                                0.0   \n",
+       "Eppendorf                                                0.0   \n",
+       "Farmsen-Berne                                            0.0   \n",
+       "Francop                                                  0.0   \n",
+       "Fuhlsbüttel                                              0.0   \n",
+       "Groß Borstel                                             0.0   \n",
+       "Groß Flottbek                                            0.0   \n",
+       "HafenCity                                                3.0   \n",
+       "Hamburg-Altstadt                                         0.0   \n",
+       "Hamm                                                     0.0   \n",
+       "Hammerbrook                                              0.0   \n",
+       "Harburg                                                  0.0   \n",
+       "Harvestehude                                             0.0   \n",
+       "Hausbruch                                                0.0   \n",
+       "Heimfeld                                                 0.0   \n",
+       "Hoheluft-Ost                                             2.0   \n",
+       "Hoheluft-West                                            0.0   \n",
+       "Hohenfelde                                               0.0   \n",
+       "Horn                                                     0.0   \n",
+       "Hummelsbüttel                                            0.0   \n",
+       "Iserbrook                                                0.0   \n",
+       "Jenfeld                                                  0.0   \n",
+       "Kirchwerder                                              0.0   \n",
+       "Kleiner Grasbrook und Steinwerder                        0.0   \n",
+       "Langenbek                                                0.0   \n",
+       "Langenhorn                                               0.0   \n",
+       "Lemsahl-Mellingstedt                                     0.0   \n",
+       "Lohbrügge                                                0.0   \n",
+       "Lokstedt                                                 0.0   \n",
+       "Lurup                                                    0.0   \n",
+       "Marienthal                                               0.0   \n",
+       "Marmstorf                                                0.0   \n",
+       "Moorburg und Altenwerder                                 0.0   \n",
+       "Moorfleet                                                0.0   \n",
+       "Neuallermöhe                                             0.0   \n",
+       "Neuenfelde                                               0.0   \n",
+       "Neuengamme                                               0.0   \n",
+       "Neugraben-Fischbek                                       0.0   \n",
+       "Neuland und Gut Moor                                     0.0   \n",
+       "Neustadt                                                 4.0   \n",
+       "Niendorf                                                 0.0   \n",
+       "Nienstedten                                              0.0   \n",
+       "Ochsenwerder                                             0.0   \n",
+       "Ohlsdorf                                                 0.0   \n",
+       "Osdorf                                                   0.0   \n",
+       "Othmarschen                                              0.0   \n",
+       "Ottensen                                                 1.0   \n",
+       "Poppenbüttel                                             0.0   \n",
+       "Rahlstedt                                                0.0   \n",
+       "Reitbrook                                                0.0   \n",
+       "Rissen                                                   0.0   \n",
+       "Rothenburgsort                                           0.0   \n",
+       "Rotherbaum                                               0.0   \n",
+       "Rönneburg                                                0.0   \n",
+       "Sasel                                                    0.0   \n",
+       "Schnelsen                                                0.0   \n",
+       "Sinstorf                                                 0.0   \n",
+       "Spadenland                                               0.0   \n",
+       "St. Georg                                                2.0   \n",
+       "St. Pauli                                                1.0   \n",
+       "Steilshoop                                               0.0   \n",
+       "Stellingen                                               0.0   \n",
+       "Sternschanze                                             0.0   \n",
+       "Sülldorf                                                 0.0   \n",
+       "Tatenberg                                                0.0   \n",
+       "Tonndorf                                                 0.0   \n",
+       "Uhlenhorst                                               1.0   \n",
+       "Veddel                                                   0.0   \n",
+       "Volksdorf                                                0.0   \n",
+       "Waltershof und Finkenwerder                              0.0   \n",
+       "Wandsbek                                                 0.0   \n",
+       "Wellingsbüttel                                           0.0   \n",
+       "Wilhelmsburg                                             0.0   \n",
+       "Wilstorf                                                 0.0   \n",
+       "Winterhude                                               0.0   \n",
+       "Wohldorf-Ohlstedt                                        0.0   \n",
+       "\n",
+       "                                   vegan_restaurants_count  distance_rathaus  \n",
+       "Allermöhe                                              0.0          0.112418  \n",
+       "Alsterdorf                                             0.0          0.050194  \n",
+       "Altengamme                                             0.0          0.277313  \n",
+       "Altona-Altstadt                                        1.0          0.032401  \n",
+       "Altona-Nord                                            0.0          0.034237  \n",
+       "Bahrenfeld                                             1.0          0.058420  \n",
+       "Barmbek-Nord                                           0.0          0.053815  \n",
+       "Barmbek-Süd                                            0.0          0.037857  \n",
+       "Bergedorf                                              0.0          0.188450  \n",
+       "Bergstedt                                              0.0          0.162447  \n",
+       "Billbrook                                              0.0          0.070190  \n",
+       "Billstedt                                              0.0          0.098779  \n",
+       "Billwerder                                             0.0          0.107113  \n",
+       "Blankenese                                             0.0          0.166258  \n",
+       "Borgfelde                                              0.0          0.030533  \n",
+       "Bramfeld                                               1.0          0.078234  \n",
+       "Cranz                                                  0.0          0.200686  \n",
+       "Curslack                                               0.0          0.219108  \n",
+       "Dulsberg                                               0.0          0.069052  \n",
+       "Duvenstedt                                             0.0          0.165180  \n",
+       "Eidelstedt                                             0.0          0.079879  \n",
+       "Eilbek                                                 0.0          0.042740  \n",
+       "Eimsbüttel                                             1.0          0.025682  \n",
+       "Eißendorf                                              0.0          0.092895  \n",
+       "Eppendorf                                              2.0          0.033806  \n",
+       "Farmsen-Berne                                          0.0          0.115351  \n",
+       "Francop                                                0.0          0.114626  \n",
+       "Fuhlsbüttel                                            0.0          0.067316  \n",
+       "Groß Borstel                                           0.0          0.051516  \n",
+       "Groß Flottbek                                          0.0          0.092305  \n",
+       "HafenCity                                              1.0          0.005758  \n",
+       "Hamburg-Altstadt                                       4.0          0.000000  \n",
+       "Hamm                                                   0.0          0.046539  \n",
+       "Hammerbrook                                            0.0          0.013901  \n",
+       "Harburg                                                0.0          0.075487  \n",
+       "Harvestehude                                           0.0          0.022310  \n",
+       "Hausbruch                                              0.0          0.104116  \n",
+       "Heimfeld                                               0.0          0.072954  \n",
+       "Hoheluft-Ost                                           1.0          0.032525  \n",
+       "Hoheluft-West                                          0.0          0.032513  \n",
+       "Hohenfelde                                             0.0          0.021781  \n",
+       "Horn                                                   0.0          0.074461  \n",
+       "Hummelsbüttel                                          0.0          0.093009  \n",
+       "Iserbrook                                              0.0          0.157554  \n",
+       "Jenfeld                                                0.0          0.114102  \n",
+       "Kirchwerder                                            0.0          0.161137  \n",
+       "Kleiner Grasbrook und Steinwerder                      0.0          0.012635  \n",
+       "Langenbek                                              0.0          0.113559  \n",
+       "Langenhorn                                             1.0          0.087641  \n",
+       "Lemsahl-Mellingstedt                                   0.0          0.150325  \n",
+       "Lohbrügge                                              0.0          0.133733  \n",
+       "Lokstedt                                               0.0          0.042816  \n",
+       "Lurup                                                  1.0          0.101111  \n",
+       "Marienthal                                             0.0          0.070500  \n",
+       "Marmstorf                                              0.0          0.109096  \n",
+       "Moorburg und Altenwerder                               0.0          0.060658  \n",
+       "Moorfleet                                              0.0          0.076610  \n",
+       "Neuallermöhe                                           0.0          0.145814  \n",
+       "Neuenfelde                                             0.0          0.162791  \n",
+       "Neuengamme                                             0.0          0.192131  \n",
+       "Neugraben-Fischbek                                     0.0          0.130211  \n",
+       "Neuland und Gut Moor                                   0.0          0.077617  \n",
+       "Neustadt                                               4.0          0.001174  \n",
+       "Niendorf                                               0.0          0.059964  \n",
+       "Nienstedten                                            0.0          0.127249  \n",
+       "Ochsenwerder                                           0.0          0.106092  \n",
+       "Ohlsdorf                                               0.0          0.069698  \n",
+       "Osdorf                                                 0.0          0.126671  \n",
+       "Othmarschen                                            0.0          0.074749  \n",
+       "Ottensen                                               2.0          0.057371  \n",
+       "Poppenbüttel                                           0.0          0.115019  \n",
+       "Rahlstedt                                              0.0          0.142393  \n",
+       "Reitbrook                                              0.0          0.130425  \n",
+       "Rissen                                                 0.0          0.201619  \n",
+       "Rothenburgsort                                         0.0          0.032613  \n",
+       "Rotherbaum                                             2.0          0.007603  \n",
+       "Rönneburg                                              0.0          0.101576  \n",
+       "Sasel                                                  0.0          0.138571  \n",
+       "Schnelsen                                              0.0          0.092944  \n",
+       "Sinstorf                                               0.0          0.120415  \n",
+       "Spadenland                                             0.0          0.078993  \n",
+       "St. Georg                                              4.0          0.008493  \n",
+       "St. Pauli                                              2.0          0.009631  \n",
+       "Steilshoop                                             0.0          0.076184  \n",
+       "Stellingen                                             0.0          0.054299  \n",
+       "Sternschanze                                           3.0          0.020458  \n",
+       "Sülldorf                                               0.0          0.175306  \n",
+       "Tatenberg                                              0.0          0.086622  \n",
+       "Tonndorf                                               0.0          0.113270  \n",
+       "Uhlenhorst                                             0.0          0.021781  \n",
+       "Veddel                                                 0.0          0.033968  \n",
+       "Volksdorf                                              0.0          0.173788  \n",
+       "Waltershof und Finkenwerder                            0.0          0.056412  \n",
+       "Wandsbek                                               0.0          0.069876  \n",
+       "Wellingsbüttel                                         0.0          0.104052  \n",
+       "Wilhelmsburg                                           0.0          0.028337  \n",
+       "Wilstorf                                               0.0          0.095632  \n",
+       "Winterhude                                             3.0          0.027449  \n",
+       "Wohldorf-Ohlstedt                                      0.0          0.187746  \n",
+       "\n",
+       "[99 rows x 86 columns]"
+      ]
+     },
+     "execution_count": 244,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged_df = pd.DataFrame(merged_df)\n",
+    "\n",
+    "# Use pd.to_numeric to handle cells that cannot be converted to numeric values by setting them to NaN\n",
+    "merged_df = merged_df.apply(pd.to_numeric, errors='coerce')\n",
+    "\n",
+    "# Convert all columns to float type\n",
+    "merged_df = merged_df.astype(float)\n",
+    "\n",
+    "# Calculate the mean of each column and round to two decimal places\n",
+    "mean_values = merged_df.mean().round(2)\n",
+    "\n",
+    "# Fill empty cells with the mean of the respective column\n",
+    "final_df_cleaned = merged_df.apply(lambda x: x.fillna(mean_values[x.name]), axis=0)\n",
+    "final_df_cleaned\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "002476a1-4127-4d37-88f3-2746ae59d57f",
+   "metadata": {},
+   "source": [
+    "# 4.5.1 VIF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "id": "cd31b7f3-65fc-4b60-a705-2f926622d8f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['Anteil der unter 18-Jährigen mit Migrations-hintergrund in %',\n",
+       " 'Anteil der Haushalte von Allein-erziehenden in %',\n",
+       " 'Fortzüge',\n",
+       " 'Jüngere Arbeitslose (Dez 2022)',\n",
+       " 'Arbeitslosen-anteil Jüngerer in % (Dez 2022)',\n",
+       " 'in % der 65-Jährigen und Älteren',\n",
+       " 'Bezugsfertige Wohnungen (2022)',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028 in %',\n",
+       " 'Preise für Ein- bzw Zwei-familien-häuser in EUR/m² (Jan 2023)',\n",
+       " 'Kindergärten und Vorschul-klassen (März 2023)',\n",
+       " 'Grundschulen (2022/2023)',\n",
+       " 'Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)',\n",
+       " 'Allgemein-ärztinnen/-ärzte (Jan 2023)',\n",
+       " 'Zahn-ärztinnen/-ärzte (Dez 2022)',\n",
+       " 'Elektro-PKW  (Jan 2023)',\n",
+       " 'Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Fläche in km²',\n",
+       " 'Einwohner: innen je km²',\n",
+       " 'Anteil sozial-versicherungs-pflichtig Beschäftigter am Wohnort an den Erwerbs-fähigen (15 bis unter 65-Jährige)',\n",
+       " 'Anteil der Sozial-wohnungen an allen Wohnungen',\n",
+       " 'Durch-schnittlicher Immobilien-preis für ein Grundstück in EUR/m²',\n",
+       " 'Durch-schnittlicher Immobilien-preis für eine Eigentums-wohnung in EUR/m²',\n",
+       " 'Anzahl der Wohnungen in Ein- und Zweifamilien-häusern',\n",
+       " 'Anteil der Wohnungen in Ein- und Zweifamilien-häusern an allen Wohnungen',\n",
+       " 'market_count',\n",
+       " 'farms_count',\n",
+       " 'greencrocers_count',\n",
+       " 'supermarkets_count',\n",
+       " 'biosupermarkets_count',\n",
+       " 'organic_restaurants_count',\n",
+       " 'vegan_restaurants_count',\n",
+       " 'distance_rathaus']"
+      ]
+     },
+     "execution_count": 245,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.tools.tools import add_constant\n",
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "VIF_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "while True:\n",
+    "    predictors_with_constant = add_constant(VIF_df_cleaned.drop(columns=['market_count']))  # Adds constant entries to the current set of variables\n",
+    "    vif_df = pd.DataFrame()\n",
+    "    vif_df[\"feature\"] = predictors_with_constant.columns\n",
+    "    vif_df[\"VIF\"] = [variance_inflation_factor(predictors_with_constant.values, i) for i in range(predictors_with_constant.shape[1])]\n",
+    "    \n",
+    "    max_vif = vif_df[vif_df.feature != 'const'].VIF.max()  # Exclude constant terms and find the highest VIF value\n",
+    "    \n",
+    "    if max_vif > 10:  # If the highest VIF value is greater than 10, find this variable and remove it\n",
+    "        max_vif_feature = vif_df[vif_df.VIF == max_vif]['feature'].values[0]\n",
+    "        VIF_df_cleaned = VIF_df_cleaned.drop(columns=[max_vif_feature])\n",
+    "    else:  # If no variable has a VIF value above 10, end the loop\n",
+    "        break\n",
+    "\n",
+    "VIF_df_cleaned.columns.tolist()  # Shows the variables that remain after the loop ends\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "673e36b3",
+   "metadata": {},
+   "source": [
+    "# 4.5.2 Lasso Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 246,
+   "id": "447801fa-10f2-42ff-9345-48e7d787505b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best alpha: 0.13894954943731375\n",
+      "Imporatan Features and coefficients:\n",
+      "Bezugsfertige Wohnungen (2022)    0.065628\n",
+      "Apotheken (Dez 2022)              0.317124\n",
+      "Anzahl der Sozial-wohnungen       0.052958\n",
+      "greencrocers_count                0.079764\n",
+      "all_restaurants_count             0.095228\n",
+      "dtype: float64\n",
+      "Mean Squared Error (MSE) on the training set: 0.2830075392311112\n",
+      "Mean Squared Error (MSE) on the testing set: 0.4280991804451437\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.linear_model import Lasso\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "Lasso_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "# Assigning the target variable and features\n",
+    "X = Lasso_df_cleaned.drop(columns=['market_count'])\n",
+    "y = Lasso_df_cleaned['market_count']\n",
+    "\n",
+    "# Standardizing the data\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)\n",
+    "\n",
+    "# Splitting the dataset into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=38)\n",
+    "\n",
+    "# Using GridSearchCV to find the best alpha value\n",
+    "lasso = Lasso()\n",
+    "parameters = {'alpha': np.logspace(-2, 2, 50)}\n",
+    "grid_search = GridSearchCV(lasso, parameters, scoring='neg_mean_squared_error', cv=10)\n",
+    "grid_search.fit(X_train, y_train)\n",
+    "\n",
+    "# Output the best alpha value\n",
+    "best_alpha = grid_search.best_params_['alpha']\n",
+    "print(f\"Best alpha: {best_alpha}\")\n",
+    "\n",
+    "# Train the Lasso regression model with the best alpha value\n",
+    "best_lasso = Lasso(alpha=best_alpha)\n",
+    "best_lasso.fit(X_train, y_train)\n",
+    "\n",
+    "# Output the features with non-zero coefficients\n",
+    "coefficients = pd.Series(best_lasso.coef_, index=X.columns)\n",
+    "important_features = coefficients[coefficients != 0]\n",
+    "print(\"Imporatan Features and coefficients:\")\n",
+    "print(important_features)\n",
+    "\n",
+    "# Calculate the Mean Squared Error (MSE) on both training and testing sets\n",
+    "y_train_pred = best_lasso.predict(X_train)\n",
+    "y_test_pred = best_lasso.predict(X_test)\n",
+    "\n",
+    "train_mse = mean_squared_error(y_train, y_train_pred)\n",
+    "test_mse = mean_squared_error(y_test, y_test_pred)\n",
+    "\n",
+    "print(f\"Mean Squared Error (MSE) on the training set: {train_mse}\")\n",
+    "print(f\"Mean Squared Error (MSE) on the testing set: {test_mse}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18c14898",
+   "metadata": {},
+   "source": [
+    "# *Ridge Regression\n",
+    "## We didn't add this part into the report, just keep it here for comparison."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "id": "1bbcc7ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best alpha value: 100.0\n",
+      "Important features and their coefficients:\n",
+      "Ausländer: innen                                                                                                   0.003295\n",
+      "Anteil der Ausländer: innen in %                                                                                  -0.017672\n",
+      "Bevölkerung mit Migrations-hintergrund                                                                             0.006071\n",
+      "Anteil der Bevölkerung mit Migrations-hintergrund in %                                                            -0.001316\n",
+      "Unter 18-Jährige mit Migrations-hintergrund                                                                        0.003894\n",
+      "Anteil der unter 18-Jährigen mit Migrations-hintergrund in %                                                       0.005450\n",
+      "Haushalte mit Kindern                                                                                              0.007037\n",
+      "Anteil der Haushalte mit Kindern in %                                                                              0.010267\n",
+      "Allein-erziehende                                                                                                  0.000615\n",
+      "Anteil der Haushalte von Allein-erziehenden in %                                                                   0.011443\n",
+      "Geburten                                                                                                           0.006967\n",
+      "Sterbefälle                                                                                                       -0.006835\n",
+      "Zuzüge                                                                                                            -0.001527\n",
+      "Fortzüge                                                                                                          -0.006111\n",
+      "Wanderungs-saldo                                                                                                   0.008723\n",
+      "Sozialver-sicherungs-pflichtig Beschäftigte (Dez 2022)                                                             0.012663\n",
+      "Beschäftigten-quote in % (Dez 2022)                                                                               -0.010753\n",
+      "Arbeitslose (Dez 2022)                                                                                             0.009154\n",
+      "Arbeitslosen-anteil in % (Dez 2022)                                                                                0.007040\n",
+      "Jüngere Arbeitslose (Dez 2022)                                                                                    -0.003005\n",
+      "Arbeitslosen-anteil Jüngerer in % (Dez 2022)                                                                       0.012695\n",
+      "Ältere Arbeitslose (Dez 2022)                                                                                      0.008262\n",
+      "Arbeitslosen-anteil Älterer in % (Dez 2022)                                                                        0.013733\n",
+      "Leistungs-empfänger: innen nach SGB II (Dez 2022)                                                                  0.003646\n",
+      "Anteil der Leistungs-empfänger: innen nach SGB II in % (Dez 2022)                                                 -0.004315\n",
+      "Unter 15-Jährige in Mindest-sicherung (Dez 2022)                                                                  -0.002029\n",
+      "Anteil der unter 15-Jährigen in Mindest-sicherung in % (Dez 2022)                                                 -0.002842\n",
+      "Bedarfs-gemein-schaften nach SGB II (Dez 2022)                                                                     0.007288\n",
+      "Empfänger:innen von Grund-sicherung im Alter der 65-Jährigen und Älteren                                          -0.003806\n",
+      "in % der 65-Jährigen und Älteren                                                                                   0.025573\n",
+      "Bezugsfertige Wohnungen (2022)                                                                                     0.046843\n",
+      "Sozial-wohnungen mit Bindungs-auslauf bis 2028                                                                    -0.008804\n",
+      "Sozial-wohnungen mit Bindungs-auslauf bis 2028 in %                                                                0.009440\n",
+      "Preise für Grundstücke in EUR/m² (Jan 2023)                                                                        0.024236\n",
+      "Preise für Ein- bzw Zwei-familien-häuser in EUR/m² (Jan 2023)                                                      0.033430\n",
+      "Preise für Eigentums-wohnungen in EUR/m² (Jan 2023)                                                                0.017295\n",
+      "Kindergärten und Vorschul-klassen (März 2023)                                                                      0.028485\n",
+      "Grundschulen (2022/2023)                                                                                          -0.001351\n",
+      "Schüler:innen der Sekundar-stufe I (2022/2023)                                                                     0.002253\n",
+      "Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)                                                    -0.003165\n",
+      "Anteil der Schüler:innen in Gymnasien in % (2022/2023)                                                             0.011536\n",
+      "Nieder-gelassene Ärztinnen/Ärzte (Jan 2023)                                                                        0.043668\n",
+      "Allgemein-ärztinnen/-ärzte (Jan 2023)                                                                              0.049476\n",
+      "Zahn-ärztinnen/-ärzte (Dez 2022)                                                                                   0.040374\n",
+      "Apotheken (Dez 2022)                                                                                               0.058678\n",
+      "Private PKW (Jan 2023)                                                                                            -0.000197\n",
+      "PKW-Dichte (Jan 2023)                                                                                             -0.003600\n",
+      "Elektro-PKW  (Jan 2023)                                                                                            0.017538\n",
+      "Anzahl der Einwohner: innen                                                                                        0.009708\n",
+      "Anzahl der Kinder und Jugendlichen unter 18 Jahren                                                                 0.004193\n",
+      "Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung                                          -0.007738\n",
+      "Anzahl älterer Einwohner: innen über 64 Jahren                                                                    -0.013488\n",
+      "Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung                                          -0.014292\n",
+      "Anzahl der Haushalte                                                                                               0.014960\n",
+      "Durch-schnittliche Anzahl der Personen je Haushalt                                                                 0.013384\n",
+      "Fläche in km²                                                                                                      0.044430\n",
+      "Einwohner: innen je km²                                                                                           -0.019094\n",
+      "Sozial-versicherungs-pflichtig Beschäftigte am Wohnort                                                             0.012663\n",
+      "Anteil sozial-versicherungs-pflichtig Beschäftigter am Wohnort an den Erwerbs-fähigen (15 bis unter 65-Jährige)   -0.010753\n",
+      "Anzahl der Arbeitslosen                                                                                            0.009154\n",
+      "Anzahl der Wohngebäude                                                                                            -0.007650\n",
+      "Anzahl der Wohnungen                                                                                               0.014719\n",
+      "Durch-schnittliche Wohnungs-größe in m²                                                                            0.005475\n",
+      "Durch-schnittliche Wohnfläche je Einwohner:in in m²                                                                0.016513\n",
+      "Anzahl der Sozial-wohnungen                                                                                        0.057596\n",
+      "Anteil der Sozial-wohnungen an allen Wohnungen                                                                     0.027164\n",
+      "Durch-schnittlicher Immobilien-preis für ein Grundstück in EUR/m²                                                  0.024236\n",
+      "Durch-schnittlicher Immobilien-preis für eine Eigentums-wohnung in EUR/m²                                          0.017295\n",
+      "Anzahl der Wohnungen in Ein- und Zweifamilien-häusern                                                             -0.014708\n",
+      "Anteil der Wohnungen in Ein- und Zweifamilien-häusern an allen Wohnungen                                          -0.005294\n",
+      "Anzahl der Einpersonen-haushalte                                                                                   0.022017\n",
+      "Anteil der Haushalte, in denen nur eine Person lebt, an allen Haushalten                                          -0.006979\n",
+      "Gesamtbetrag der Einkünfte - [Steuerpflichtig]                                                                     0.012649\n",
+      "Gesamtbetrag der Einkünfte - [1000€]                                                                               0.021038\n",
+      "Festgesetzte Einkommenssteuer/ Jahreslohnsteuer - [1000€]                                                          0.028290\n",
+      "Gesamtbetrag Einkünfte Mittelwert - [€]                                                                            0.013247\n",
+      "Gesamtbetrag Einkünfte Median - [€]                                                                                0.008693\n",
+      "farms_count                                                                                                       -0.005210\n",
+      "greencrocers_count                                                                                                 0.056522\n",
+      "supermarkets_count                                                                                                 0.038179\n",
+      "biosupermarkets_count                                                                                              0.007722\n",
+      "all_restaurants_count                                                                                              0.052384\n",
+      "organic_restaurants_count                                                                                         -0.028996\n",
+      "vegan_restaurants_count                                                                                            0.056648\n",
+      "distance_rathaus                                                                                                  -0.012471\n",
+      "dtype: float64\n",
+      "Mean Squared Error (MSE) on the training set: 0.23926199160759515\n",
+      "Mean Squared Error (MSE) on the testing set: 0.4013346803927279\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
+    "from sklearn.linear_model import Ridge\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "Ridge_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "# Assume your data is in df, and the target variable is 'target'\n",
+    "X = Ridge_df_cleaned.drop(columns=['market_count'])\n",
+    "y = Ridge_df_cleaned['market_count']\n",
+    "\n",
+    "# Standardize the data\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)\n",
+    "\n",
+    "# Split the dataset\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=38)\n",
+    "\n",
+    "# Use GridSearchCV to find the best alpha value\n",
+    "ridge = Ridge()\n",
+    "parameters = {'alpha': np.logspace(-2, 2, 50)}\n",
+    "grid_search = GridSearchCV(ridge, parameters, scoring='neg_mean_squared_error', cv=10)\n",
+    "grid_search.fit(X_train, y_train)\n",
+    "\n",
+    "# Output the best alpha value\n",
+    "best_alpha = grid_search.best_params_['alpha']\n",
+    "print(f\"Best alpha value: {best_alpha}\")\n",
+    "\n",
+    "# Train the Ridge regression model with the best alpha value\n",
+    "best_ridge = Ridge(alpha=best_alpha)\n",
+    "best_ridge.fit(X_train, y_train)\n",
+    "\n",
+    "# Output features with non-zero coefficients\n",
+    "coefficients = pd.Series(best_ridge.coef_, index=X.columns)\n",
+    "important_features = coefficients[coefficients != 0]\n",
+    "print(\"Important features and their coefficients:\")\n",
+    "print(important_features)\n",
+    "\n",
+    "# Calculate MSE on both training and testing sets\n",
+    "y_train_pred = best_ridge.predict(X_train)\n",
+    "y_test_pred = best_ridge.predict(X_test)\n",
+    "\n",
+    "train_mse = mean_squared_error(y_train, y_train_pred)\n",
+    "test_mse = mean_squared_error(y_test, y_test_pred)\n",
+    "\n",
+    "print(f\"Mean Squared Error (MSE) on the training set: {train_mse}\")\n",
+    "print(f\"Mean Squared Error (MSE) on the testing set: {test_mse}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e25a8ea4-2adb-4c10-9092-bdd41ba289c4",
+   "metadata": {},
+   "source": [
+    "# 4.5.3 Multinomial Logistic Model\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2f1178d8-77bc-4b8d-9458-b3b51764e503",
+   "metadata": {},
+   "source": [
+    "## (a) All variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "id": "98216546-db69-42b8-8916-522f2a2858d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 market_count market_category\n",
+      "Allermöhe                 0.0               0\n",
+      "Alsterdorf                1.0               1\n",
+      "Altengamme                0.0               0\n",
+      "Altona-Altstadt           3.0               3\n",
+      "Altona-Nord               0.0               0\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "MLM_all_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "# Create a new column 'market_category' to store categorical labels\n",
+    "conditions = [\n",
+    "    (MLM_all_df_cleaned['market_count'] == 0),\n",
+    "    (MLM_all_df_cleaned['market_count'] == 1),\n",
+    "    (MLM_all_df_cleaned['market_count'] == 2),\n",
+    "    (MLM_all_df_cleaned['market_count'] == 3),\n",
+    "    (MLM_all_df_cleaned['market_count'] == 4)\n",
+    "]\n",
+    "\n",
+    "# Categorical labels\n",
+    "categories = ['0', '1', '2', '3', '4']\n",
+    "\n",
+    "# Use np.select to choose categorical labels based on conditions\n",
+    "MLM_all_df_cleaned['market_category'] = np.select(conditions, categories, default='other')\n",
+    "\n",
+    "# Check the result\n",
+    "print(MLM_all_df_cleaned[['market_count', 'market_category']].head())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "id": "a659303f-9776-4e13-9a5f-db7b513e217e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Set Accuracy: 1.00\n",
+      "Testing Set Accuracy: 0.75\n",
+      "                 market_count market_category MLR_all_predicted_count\n",
+      "Allermöhe                 0.0               0                       0\n",
+      "Alsterdorf                1.0               1                       1\n",
+      "Altengamme                0.0               0                       0\n",
+      "Altona-Altstadt           3.0               3                       2\n",
+      "Altona-Nord               0.0               0                       0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/linear_model/_logistic.py:1247: FutureWarning: 'multi_class' was deprecated in version 1.5 and will be removed in 1.7. From then on, it will always use 'multinomial'. Leave it to its default value to avoid this warning.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "\n",
+    "X = MLM_all_df_cleaned.drop(columns=['market_count', 'market_category'])\n",
+    "y = MLM_all_df_cleaned['market_category']\n",
+    "\n",
+    "# Split the dataset\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=10)\n",
+    "\n",
+    "# Create a pipeline that includes scaling, filling NaNs, and a logistic regression model\n",
+    "pipeline = Pipeline([\n",
+    "    ('imputer', SimpleImputer(strategy='mean')),  # Fill NaNs\n",
+    "    ('scaler', StandardScaler()),  # Standardization\n",
+    "    ('classifier', LogisticRegression(solver='lbfgs', max_iter=1000, multi_class='multinomial'))\n",
+    "])\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict outcomes for both the training and test sets\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "\n",
+    "# Calculate accuracy on both the training and test sets\n",
+    "train_accuracy = accuracy_score(y_train, y_train_pred)\n",
+    "test_accuracy = accuracy_score(y_test, y_test_pred)\n",
+    "\n",
+    "print(f\"Training Set Accuracy: {train_accuracy:.2f}\")\n",
+    "print(f\"Testing Set Accuracy: {test_accuracy:.2f}\")\n",
+    "\n",
+    "# Apply the model to the entire dataset\n",
+    "y_all_pred = pipeline.predict(X)\n",
+    "\n",
+    "# Add prediction results back to the original DataFrame\n",
+    "MLM_all_df_cleaned['MLR_all_predicted_count'] = y_all_pred\n",
+    "\n",
+    "# Check the results in the first few rows\n",
+    "print(MLM_all_df_cleaned[['market_count', 'market_category', 'MLR_all_predicted_count']].head())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "id": "25a4b02a-78d4-417d-92e9-b89ef2609c72",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Classification Report for Training Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00        32\n",
+      "           1       1.00      1.00      1.00        34\n",
+      "           2       1.00      1.00      1.00         9\n",
+      "           3       1.00      1.00      1.00         3\n",
+      "           4       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           1.00        79\n",
+      "   macro avg       1.00      1.00      1.00        79\n",
+      "weighted avg       1.00      1.00      1.00        79\n",
+      "\n",
+      "\n",
+      "Classification Report for Testing Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.85      0.85      0.85        13\n",
+      "           1       0.80      0.67      0.73         6\n",
+      "           2       0.00      0.00      0.00         0\n",
+      "           3       0.00      0.00      0.00         1\n",
+      "           4       0.00      0.00      0.00         0\n",
+      "\n",
+      "    accuracy                           0.75        20\n",
+      "   macro avg       0.33      0.30      0.31        20\n",
+      "weighted avg       0.79      0.75      0.77        20\n",
+      "\n",
+      "\n",
+      "Classification Report for Entire Dataset:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.96      0.96        45\n",
+      "           1       0.97      0.95      0.96        40\n",
+      "           2       0.82      1.00      0.90         9\n",
+      "           3       1.00      0.75      0.86         4\n",
+      "           4       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           0.95        99\n",
+      "   macro avg       0.95      0.93      0.93        99\n",
+      "weighted avg       0.95      0.95      0.95        99\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Classification Report\n",
+    "actual_labels = sorted(y.unique())\n",
+    "print(\"\\nClassification Report for Training Set:\")\n",
+    "print(classification_report(y_train, y_train_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n",
+    "\n",
+    "print(\"\\nClassification Report for Testing Set:\")\n",
+    "print(classification_report(y_test, y_test_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n",
+    "\n",
+    "print(\"\\nClassification Report for Entire Dataset:\")\n",
+    "print(classification_report(y, y_all_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a326f0d1-9566-4aa3-9917-0496a6c76e09",
+   "metadata": {},
+   "source": [
+    "## (b) VIF variables "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "4a587c71-b193-4fb6-8867-2dd9a20b13b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['Anteil der unter 18-Jährigen mit Migrations-hintergrund in %',\n",
+       " 'Anteil der Haushalte von Allein-erziehenden in %',\n",
+       " 'Fortzüge',\n",
+       " 'Jüngere Arbeitslose (Dez 2022)',\n",
+       " 'Arbeitslosen-anteil Jüngerer in % (Dez 2022)',\n",
+       " 'in % der 65-Jährigen und Älteren',\n",
+       " 'Bezugsfertige Wohnungen (2022)',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028 in %',\n",
+       " 'Preise für Ein- bzw Zwei-familien-häuser in EUR/m² (Jan 2023)',\n",
+       " 'Kindergärten und Vorschul-klassen (März 2023)',\n",
+       " 'Grundschulen (2022/2023)',\n",
+       " 'Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)',\n",
+       " 'Allgemein-ärztinnen/-ärzte (Jan 2023)',\n",
+       " 'Zahn-ärztinnen/-ärzte (Dez 2022)',\n",
+       " 'Elektro-PKW  (Jan 2023)',\n",
+       " 'Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Fläche in km²',\n",
+       " 'Einwohner: innen je km²',\n",
+       " 'Anteil sozial-versicherungs-pflichtig Beschäftigter am Wohnort an den Erwerbs-fähigen (15 bis unter 65-Jährige)',\n",
+       " 'Anteil der Sozial-wohnungen an allen Wohnungen',\n",
+       " 'Durch-schnittlicher Immobilien-preis für ein Grundstück in EUR/m²',\n",
+       " 'Durch-schnittlicher Immobilien-preis für eine Eigentums-wohnung in EUR/m²',\n",
+       " 'Anzahl der Wohnungen in Ein- und Zweifamilien-häusern',\n",
+       " 'Anteil der Wohnungen in Ein- und Zweifamilien-häusern an allen Wohnungen',\n",
+       " 'market_count',\n",
+       " 'farms_count',\n",
+       " 'greencrocers_count',\n",
+       " 'supermarkets_count',\n",
+       " 'biosupermarkets_count',\n",
+       " 'organic_restaurants_count',\n",
+       " 'vegan_restaurants_count',\n",
+       " 'distance_rathaus']"
+      ]
+     },
+     "execution_count": 251,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.tools.tools import add_constant\n",
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "MLM_VIF_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "while True:\n",
+    "    predictors_with_constant = add_constant(MLM_VIF_df_cleaned.drop(columns=['market_count']))  # Adds constant entries to the current set of variables\n",
+    "    vif_df = pd.DataFrame()\n",
+    "    vif_df[\"feature\"] = predictors_with_constant.columns\n",
+    "    vif_df[\"VIF\"] = [variance_inflation_factor(predictors_with_constant.values, i) for i in range(predictors_with_constant.shape[1])]\n",
+    "    \n",
+    "    max_vif = vif_df[vif_df.feature != 'const'].VIF.max()  # Exclude constant terms and find the highest VIF value\n",
+    "    \n",
+    "    if max_vif > 10:  # If the highest VIF value is greater than 10, find this variable and remove it\n",
+    "        max_vif_feature = vif_df[vif_df.VIF == max_vif]['feature'].values[0]\n",
+    "        MLM_VIF_df_cleaned = MLM_VIF_df_cleaned.drop(columns=[max_vif_feature])  # Corrected line\n",
+    "    else:  # If no variable has a VIF value above 10, end the loop\n",
+    "        break\n",
+    "\n",
+    "MLM_VIF_df_cleaned.columns.tolist()  # Shows the variables that remain after the loop ends\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 252,
+   "id": "9f2a0964-d035-4280-8a4d-ad13a7e9c798",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "# Create a new column 'market_category' to store categorical labels\n",
+    "conditions = [\n",
+    "    (MLM_VIF_df_cleaned['market_count'] == 0),\n",
+    "    (MLM_VIF_df_cleaned['market_count'] == 1),\n",
+    "    (MLM_VIF_df_cleaned['market_count'] == 2),\n",
+    "    (MLM_VIF_df_cleaned['market_count'] == 3),\n",
+    "    (MLM_VIF_df_cleaned['market_count'] == 4)\n",
+    "]\n",
+    "\n",
+    "# Categorical labels\n",
+    "categories = ['0', '1', '2', '3', '4']\n",
+    "\n",
+    "# Use np.select to choose categorical labels based on conditions\n",
+    "MLM_VIF_df_cleaned['market_category'] = np.select(conditions, categories, default='other')\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "id": "d6ed564e-4439-4873-8a5e-99aa7f8dc8c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Set Accuracy: 0.92\n",
+      "Testing Set Accuracy: 0.70\n",
+      "                 market_count market_category MLM_VIF_df_cleaned\n",
+      "Allermöhe                 0.0               0                  0\n",
+      "Alsterdorf                1.0               1                  1\n",
+      "Altengamme                0.0               0                  0\n",
+      "Altona-Altstadt           3.0               3                  2\n",
+      "Altona-Nord               0.0               0                  0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/linear_model/_logistic.py:1247: FutureWarning: 'multi_class' was deprecated in version 1.5 and will be removed in 1.7. From then on, it will always use 'multinomial'. Leave it to its default value to avoid this warning.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "X = MLM_VIF_df_cleaned.drop(columns=['market_count', 'market_category'])\n",
+    "y = MLM_VIF_df_cleaned['market_category']\n",
+    "\n",
+    "# Split the dataset\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=10)\n",
+    "\n",
+    "# Create a pipeline that includes scaling, filling NaNs, and a logistic regression model\n",
+    "pipeline = Pipeline([\n",
+    "    ('imputer', SimpleImputer(strategy='mean')),  # Fill NaNs\n",
+    "    ('scaler', StandardScaler()),  # Standardization\n",
+    "    ('classifier', LogisticRegression(solver='lbfgs', max_iter=1000, multi_class='multinomial'))\n",
+    "])\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict outcomes for both the training and test sets\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "\n",
+    "# Calculate accuracy on both the training and test sets\n",
+    "train_accuracy = accuracy_score(y_train, y_train_pred)\n",
+    "test_accuracy = accuracy_score(y_test, y_test_pred)\n",
+    "\n",
+    "print(f\"Training Set Accuracy: {train_accuracy:.2f}\")\n",
+    "print(f\"Testing Set Accuracy: {test_accuracy:.2f}\")\n",
+    "\n",
+    "# Apply the model to the entire dataset\n",
+    "y_all_pred = pipeline.predict(X)\n",
+    "\n",
+    "# Add prediction results back to the original DataFrame\n",
+    "MLM_VIF_df_cleaned['MLM_VIF_df_cleaned'] = y_all_pred\n",
+    "\n",
+    "# Check the results in the first few rows\n",
+    "print(MLM_VIF_df_cleaned[['market_count', 'market_category', 'MLM_VIF_df_cleaned']].head())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "id": "82b9f4e6-1cdf-4953-a7d8-d4c0c6f12d54",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Classification Report for Training Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.91      0.94      0.92        32\n",
+      "           1       0.91      0.91      0.91        34\n",
+      "           2       1.00      1.00      1.00         9\n",
+      "           3       1.00      0.67      0.80         3\n",
+      "           4       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           0.92        79\n",
+      "   macro avg       0.96      0.90      0.93        79\n",
+      "weighted avg       0.93      0.92      0.92        79\n",
+      "\n",
+      "\n",
+      "Classification Report for Testing Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.83      0.77      0.80        13\n",
+      "           1       0.67      0.67      0.67         6\n",
+      "           2       0.00      0.00      0.00         0\n",
+      "           3       0.00      0.00      0.00         1\n",
+      "           4       0.00      0.00      0.00         0\n",
+      "\n",
+      "    accuracy                           0.70        20\n",
+      "   macro avg       0.30      0.29      0.29        20\n",
+      "weighted avg       0.74      0.70      0.72        20\n",
+      "\n",
+      "\n",
+      "Classification Report for Entire Dataset:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.89      0.89      0.89        45\n",
+      "           1       0.88      0.88      0.88        40\n",
+      "           2       0.82      1.00      0.90         9\n",
+      "           3       1.00      0.50      0.67         4\n",
+      "           4       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           0.88        99\n",
+      "   macro avg       0.92      0.85      0.87        99\n",
+      "weighted avg       0.88      0.88      0.88        99\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Classification Report\n",
+    "actual_labels = sorted(y.unique())\n",
+    "print(\"\\nClassification Report for Training Set:\")\n",
+    "print(classification_report(y_train, y_train_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n",
+    "\n",
+    "print(\"\\nClassification Report for Testing Set:\")\n",
+    "print(classification_report(y_test, y_test_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n",
+    "\n",
+    "print(\"\\nClassification Report for Entire Dataset:\")\n",
+    "print(classification_report(y, y_all_pred, labels=actual_labels, target_names=[str(label) for label in actual_labels], zero_division=0))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82bc4cf4-37b8-49b9-8053-3e9add71113d",
+   "metadata": {},
+   "source": [
+    "## (c) Lasso Regression Variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "id": "6674a555-70cd-4b65-acac-6351f2b5f837",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best alpha: 0.13894954943731375\n",
+      "Imporatan Features and coefficients:\n",
+      "Bezugsfertige Wohnungen (2022)    0.065628\n",
+      "Apotheken (Dez 2022)              0.317124\n",
+      "Anzahl der Sozial-wohnungen       0.052958\n",
+      "greencrocers_count                0.079764\n",
+      "all_restaurants_count             0.095228\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.linear_model import Lasso\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "MLM_Lasso_df_cleaned= final_df_cleaned.copy()\n",
+    "\n",
+    "# Assigning the target variable and features\n",
+    "X = MLM_Lasso_df_cleaned.drop(columns=['market_count'])\n",
+    "y = MLM_Lasso_df_cleaned['market_count']\n",
+    "\n",
+    "# Standardizing the data\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)\n",
+    "\n",
+    "# Splitting the dataset into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=38)\n",
+    "\n",
+    "# Using GridSearchCV to find the best alpha value\n",
+    "lasso = Lasso()\n",
+    "parameters = {'alpha': np.logspace(-2, 2, 50)}\n",
+    "grid_search = GridSearchCV(lasso, parameters, scoring='neg_mean_squared_error', cv=10)\n",
+    "grid_search.fit(X_train, y_train)\n",
+    "\n",
+    "# Output the best alpha value\n",
+    "best_alpha = grid_search.best_params_['alpha']\n",
+    "print(f\"Best alpha: {best_alpha}\")\n",
+    "\n",
+    "# Train the Lasso regression model with the best alpha value\n",
+    "best_lasso = Lasso(alpha=best_alpha)\n",
+    "best_lasso.fit(X_train, y_train)\n",
+    "\n",
+    "# Output the features with non-zero coefficients\n",
+    "coefficients = pd.Series(best_lasso.coef_, index=X.columns)\n",
+    "important_features = coefficients[coefficients != 0]\n",
+    "print(\"Imporatan Features and coefficients:\")\n",
+    "print(important_features)\n",
+    "\n",
+    "# Calculate the Mean Squared Error (MSE) on both training and testing sets\n",
+    "y_train_pred = best_lasso.predict(X_train)\n",
+    "y_test_pred = best_lasso.predict(X_test)\n",
+    "\n",
+    "train_mse = mean_squared_error(y_train, y_train_pred)\n",
+    "test_mse = mean_squared_error(y_test, y_test_pred)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "id": "de273d59-ace7-46a3-a2b5-eb80a08de2be",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Testing Set Accuracy: 0.80\n",
+      "Training Set Accuracy: 0.71\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create a new dataset based on important features\n",
+    "X = MLM_Lasso_df_cleaned[important_features.index]\n",
+    "y = MLM_Lasso_df_cleaned['market_count']\n",
+    "\n",
+    "# Split the dataset into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=10)\n",
+    "\n",
+    "# Create a processing pipeline\n",
+    "pipeline = Pipeline([\n",
+    "    ('imputer', SimpleImputer(strategy='mean')),  # Fill NaN with the mean\n",
+    "    ('scaler', StandardScaler()),                # Standardize the data\n",
+    "    ('classifier', LogisticRegression(C=0.1, solver='lbfgs', max_iter=1000))  # Use Logistic Regression with optimal parameter C\n",
+    "])\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict the entire dataset\n",
+    "y_pred = pipeline.predict(X)\n",
+    "\n",
+    "# Add the prediction results to the original DataFrame\n",
+    "MLM_Lasso_df_cleaned['MLM_Lasso_df_cleaned'] = y_pred\n",
+    "\n",
+    "# Calculate the accuracy on the testing set\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "test_accuracy = accuracy_score(y_test, y_test_pred)\n",
+    "print(f\"Testing Set Accuracy: {test_accuracy:.2f}\")\n",
+    "\n",
+    "# Calculate the accuracy on the training set for comparison\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "train_accuracy = accuracy_score(y_train, y_train_pred)\n",
+    "print(f\"Training Set Accuracy: {train_accuracy:.2f}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "id": "9bd4d519-e1c4-44d9-aba7-c219a0d20586",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Classification Report for Test Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "     Class 0       0.86      0.92      0.89        13\n",
+      "     Class 1       0.67      0.67      0.67         6\n",
+      "     Class 2       0.00      0.00      0.00         0\n",
+      "     Class 3       0.00      0.00      0.00         1\n",
+      "     Class 4       0.00      0.00      0.00         0\n",
+      "\n",
+      "    accuracy                           0.80        20\n",
+      "   macro avg       0.30      0.32      0.31        20\n",
+      "weighted avg       0.76      0.80      0.78        20\n",
+      "\n",
+      "\n",
+      "Classification Report for Training Set:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "     Class 0       0.78      0.91      0.84        32\n",
+      "     Class 1       0.67      0.76      0.71        34\n",
+      "     Class 2       0.33      0.11      0.17         9\n",
+      "     Class 3       0.00      0.00      0.00         3\n",
+      "     Class 4       0.00      0.00      0.00         1\n",
+      "\n",
+      "    accuracy                           0.71        79\n",
+      "   macro avg       0.36      0.36      0.34        79\n",
+      "weighted avg       0.64      0.71      0.67        79\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check all possible classes\n",
+    "all_classes = [0, 1, 2, 3, 4]  # Assuming the classes range from 0 to 4\n",
+    "\n",
+    "# Generate corresponding class names\n",
+    "target_names = [f\"Class {i}\" for i in all_classes]\n",
+    "\n",
+    "# Generate the classification report using the updated class names and explicit class labels\n",
+    "print(\"\\nClassification Report for Test Set:\")\n",
+    "print(classification_report(y_test, y_test_pred, labels=all_classes, target_names=target_names, zero_division=0))\n",
+    "\n",
+    "print(\"\\nClassification Report for Training Set:\")\n",
+    "print(classification_report(y_train, y_train_pred, labels=all_classes, target_names=target_names, zero_division=0))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01266562",
+   "metadata": {},
+   "source": [
+    "# 4.5.4 Multi Layered Perceptron"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2fc5576-2432-4688-9576-da9988c85ef2",
+   "metadata": {},
+   "source": [
+    "## (a) all variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "id": "3cad1615-1e48-4293-9f7f-bc756a6bfd8b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Set Index:\n",
+      "Index(['Wellingsbüttel', 'Poppenbüttel', 'Lohbrügge', 'Jenfeld', 'Rönneburg',\n",
+      "       'Moorburg und Altenwerder', 'Eilbek', 'Neuland und Gut Moor',\n",
+      "       'Barmbek-Nord', 'Niendorf', 'Hummelsbüttel', 'Harburg', 'Steilshoop',\n",
+      "       'Lurup', 'Harvestehude', 'Hoheluft-West', 'Kirchwerder', 'Altona-Nord',\n",
+      "       'Bahrenfeld', 'Langenhorn', 'Hamm', 'Eidelstedt', 'St. Pauli',\n",
+      "       'Neuenfelde', 'Langenbek', 'Sinstorf', 'Curslack', 'Osdorf', 'Sasel',\n",
+      "       'Barmbek-Süd', 'Sülldorf', 'Wilstorf', 'Winterhude',\n",
+      "       'Wohldorf-Ohlstedt', 'Eppendorf', 'Billbrook', 'Wilhelmsburg',\n",
+      "       'Sternschanze', 'Moorfleet', 'Rahlstedt', 'Eißendorf', 'Eimsbüttel',\n",
+      "       'Veddel', 'Waltershof und Finkenwerder', 'Dulsberg', 'Fuhlsbüttel',\n",
+      "       'Tatenberg', 'Neuallermöhe', 'Hamburg-Altstadt', 'Ochsenwerder',\n",
+      "       'Billwerder', 'St. Georg', 'HafenCity', 'Rotherbaum', 'Farmsen-Berne',\n",
+      "       'Blankenese', 'Ottensen', 'Stellingen', 'Lokstedt',\n",
+      "       'Lemsahl-Mellingstedt', 'Schnelsen', 'Reitbrook', 'Hammerbrook',\n",
+      "       'Neustadt', 'Marmstorf', 'Billstedt', 'Cranz', 'Hausbruch',\n",
+      "       'Hohenfelde', 'Allermöhe', 'Rissen', 'Bergedorf', 'Groß Flottbek',\n",
+      "       'Wandsbek', 'Uhlenhorst', 'Groß Borstel', 'Nienstedten', 'Bramfeld',\n",
+      "       'Bergstedt'],\n",
+      "      dtype='object')\n",
+      "\n",
+      "Test Set Index:\n",
+      "Index(['Duvenstedt', 'Borgfelde', 'Iserbrook', 'Heimfeld', 'Ohlsdorf',\n",
+      "       'Altona-Altstadt', 'Spadenland', 'Horn', 'Hoheluft-Ost', 'Othmarschen',\n",
+      "       'Altengamme', 'Alsterdorf', 'Neugraben-Fischbek', 'Marienthal',\n",
+      "       'Tonndorf', 'Rothenburgsort', 'Volksdorf', 'Francop', 'Neuengamme',\n",
+      "       'Kleiner Grasbrook und Steinwerder'],\n",
+      "      dtype='object')\n",
+      "Training Set Accuracy: 1.0\n",
+      "Test Set Accuracy: 0.65\n",
+      "\n",
+      "Training Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       1.00      1.00      1.00        32\n",
+      "         1.0       1.00      1.00      1.00        34\n",
+      "         2.0       1.00      1.00      1.00         9\n",
+      "         3.0       1.00      1.00      1.00         3\n",
+      "         4.0       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           1.00        79\n",
+      "   macro avg       1.00      1.00      1.00        79\n",
+      "weighted avg       1.00      1.00      1.00        79\n",
+      "\n",
+      "\n",
+      "Test Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       0.82      0.69      0.75        13\n",
+      "         1.0       0.50      0.67      0.57         6\n",
+      "         2.0       0.00      0.00      0.00         0\n",
+      "         3.0       0.00      0.00      0.00         1\n",
+      "\n",
+      "    accuracy                           0.65        20\n",
+      "   macro avg       0.33      0.34      0.33        20\n",
+      "weighted avg       0.68      0.65      0.66        20\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "from sklearn.metrics import accuracy_score, classification_report\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "MLP_all_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "# Select features and target\n",
+    "X_selected_features = MLP_all_df_cleaned.drop(columns=['market_count'])\n",
+    "y = MLP_all_df_cleaned['market_count']\n",
+    "\n",
+    "\n",
+    "# Split the data into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X_selected_features, y, test_size=0.2, random_state=10\n",
+    ")\n",
+    "\n",
+    "# Print the indices of the training and testing sets\n",
+    "print(\"Training Set Index:\")\n",
+    "print(X_train.index)\n",
+    "print(\"\\nTest Set Index:\")\n",
+    "print(X_test.index)\n",
+    "\n",
+    "# Define learning rate and hidden layer sizes\n",
+    "learning_rate = 0.1\n",
+    "hidden_layer_sizes = (100,)\n",
+    "\n",
+    "# Create a pipeline that includes standardization and a model with specific learning rate and hidden layer sizes\n",
+    "pipeline = make_pipeline(\n",
+    "    StandardScaler(), \n",
+    "    MLPClassifier(hidden_layer_sizes=hidden_layer_sizes, activation='relu', random_state=10, max_iter=1000, learning_rate_init=learning_rate, alpha=0.01, solver='adam')\n",
+    ")\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict results for the training and testing sets\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "\n",
+    "# Calculate the accuracy of the training and testing sets\n",
+    "accuracy_train = accuracy_score(y_train, y_train_pred)\n",
+    "accuracy_test = accuracy_score(y_test, y_test_pred)\n",
+    "print(\"Training Set Accuracy:\", accuracy_train)\n",
+    "print(\"Test Set Accuracy:\", accuracy_test)\n",
+    "\n",
+    "# Print classification reports\n",
+    "print(\"\\nTraining Set Classification Report:\\n\", classification_report(y_train, y_train_pred))\n",
+    "print(\"\\nTest Set Classification Report:\\n\", classification_report(y_test, y_test_pred))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "603b790f-2ee6-4698-8bad-778c52d34702",
+   "metadata": {},
+   "source": [
+    "## (b) VIF variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "id": "f767ee21-b9c1-4a3e-9205-706baa0d8faa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide\n",
+      "  vif = 1. / (1. - r_squared_i)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['Anteil der unter 18-Jährigen mit Migrations-hintergrund in %',\n",
+       " 'Anteil der Haushalte von Allein-erziehenden in %',\n",
+       " 'Fortzüge',\n",
+       " 'Jüngere Arbeitslose (Dez 2022)',\n",
+       " 'Arbeitslosen-anteil Jüngerer in % (Dez 2022)',\n",
+       " 'in % der 65-Jährigen und Älteren',\n",
+       " 'Bezugsfertige Wohnungen (2022)',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028',\n",
+       " 'Sozial-wohnungen mit Bindungs-auslauf bis 2028 in %',\n",
+       " 'Preise für Ein- bzw Zwei-familien-häuser in EUR/m² (Jan 2023)',\n",
+       " 'Kindergärten und Vorschul-klassen (März 2023)',\n",
+       " 'Grundschulen (2022/2023)',\n",
+       " 'Anteil der Schüler:innen in Stadtteil-schulen in % (2022/2023)',\n",
+       " 'Allgemein-ärztinnen/-ärzte (Jan 2023)',\n",
+       " 'Zahn-ärztinnen/-ärzte (Dez 2022)',\n",
+       " 'Elektro-PKW  (Jan 2023)',\n",
+       " 'Anteil Kinder und Jugendlicher unter 18 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Anteil älterer Einwohner: innen über 64 Jahren an der Gesamt-bevölkerung',\n",
+       " 'Fläche in km²',\n",
+       " 'Einwohner: innen je km²',\n",
+       " 'Anteil sozial-versicherungs-pflichtig Beschäftigter am Wohnort an den Erwerbs-fähigen (15 bis unter 65-Jährige)',\n",
+       " 'Anteil der Sozial-wohnungen an allen Wohnungen',\n",
+       " 'Durch-schnittlicher Immobilien-preis für ein Grundstück in EUR/m²',\n",
+       " 'Durch-schnittlicher Immobilien-preis für eine Eigentums-wohnung in EUR/m²',\n",
+       " 'Anzahl der Wohnungen in Ein- und Zweifamilien-häusern',\n",
+       " 'Anteil der Wohnungen in Ein- und Zweifamilien-häusern an allen Wohnungen',\n",
+       " 'market_count',\n",
+       " 'farms_count',\n",
+       " 'greencrocers_count',\n",
+       " 'supermarkets_count',\n",
+       " 'biosupermarkets_count',\n",
+       " 'organic_restaurants_count',\n",
+       " 'vegan_restaurants_count',\n",
+       " 'distance_rathaus']"
+      ]
+     },
+     "execution_count": 259,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.tools.tools import add_constant\n",
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "MLP_VIF_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "while True:\n",
+    "    predictors_with_constant = add_constant(MLP_VIF_df_cleaned.drop(columns=['market_count']))  # Adds constant entries to the current set of variables\n",
+    "    vif_df = pd.DataFrame()\n",
+    "    vif_df[\"feature\"] = predictors_with_constant.columns\n",
+    "    vif_df[\"VIF\"] = [variance_inflation_factor(predictors_with_constant.values, i) for i in range(predictors_with_constant.shape[1])]\n",
+    "    \n",
+    "    max_vif = vif_df[vif_df.feature != 'const'].VIF.max()  # Exclude constant terms and find the highest VIF value\n",
+    "    \n",
+    "    if max_vif > 10:  # If the highest VIF value is greater than 10, find this variable and remove it\n",
+    "        max_vif_feature = vif_df[vif_df.VIF == max_vif]['feature'].values[0]\n",
+    "        MLP_VIF_df_cleaned = MLP_VIF_df_cleaned.drop(columns=[max_vif_feature])  # Corrected line\n",
+    "    else:  # If no variable has a VIF value above 10, end the loop\n",
+    "        break\n",
+    "\n",
+    "MLP_VIF_df_cleaned.columns.tolist()  # Shows the variables that remain after the loop ends\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "id": "e371c4cc-e885-4ae7-9029-504757271ef9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Set Index:\n",
+      "Index(['Wellingsbüttel', 'Poppenbüttel', 'Lohbrügge', 'Jenfeld', 'Rönneburg',\n",
+      "       'Moorburg und Altenwerder', 'Eilbek', 'Neuland und Gut Moor',\n",
+      "       'Barmbek-Nord', 'Niendorf', 'Hummelsbüttel', 'Harburg', 'Steilshoop',\n",
+      "       'Lurup', 'Harvestehude', 'Hoheluft-West', 'Kirchwerder', 'Altona-Nord',\n",
+      "       'Bahrenfeld', 'Langenhorn', 'Hamm', 'Eidelstedt', 'St. Pauli',\n",
+      "       'Neuenfelde', 'Langenbek', 'Sinstorf', 'Curslack', 'Osdorf', 'Sasel',\n",
+      "       'Barmbek-Süd', 'Sülldorf', 'Wilstorf', 'Winterhude',\n",
+      "       'Wohldorf-Ohlstedt', 'Eppendorf', 'Billbrook', 'Wilhelmsburg',\n",
+      "       'Sternschanze', 'Moorfleet', 'Rahlstedt', 'Eißendorf', 'Eimsbüttel',\n",
+      "       'Veddel', 'Waltershof und Finkenwerder', 'Dulsberg', 'Fuhlsbüttel',\n",
+      "       'Tatenberg', 'Neuallermöhe', 'Hamburg-Altstadt', 'Ochsenwerder',\n",
+      "       'Billwerder', 'St. Georg', 'HafenCity', 'Rotherbaum', 'Farmsen-Berne',\n",
+      "       'Blankenese', 'Ottensen', 'Stellingen', 'Lokstedt',\n",
+      "       'Lemsahl-Mellingstedt', 'Schnelsen', 'Reitbrook', 'Hammerbrook',\n",
+      "       'Neustadt', 'Marmstorf', 'Billstedt', 'Cranz', 'Hausbruch',\n",
+      "       'Hohenfelde', 'Allermöhe', 'Rissen', 'Bergedorf', 'Groß Flottbek',\n",
+      "       'Wandsbek', 'Uhlenhorst', 'Groß Borstel', 'Nienstedten', 'Bramfeld',\n",
+      "       'Bergstedt'],\n",
+      "      dtype='object')\n",
+      "\n",
+      "Test Set Index:\n",
+      "Index(['Duvenstedt', 'Borgfelde', 'Iserbrook', 'Heimfeld', 'Ohlsdorf',\n",
+      "       'Altona-Altstadt', 'Spadenland', 'Horn', 'Hoheluft-Ost', 'Othmarschen',\n",
+      "       'Altengamme', 'Alsterdorf', 'Neugraben-Fischbek', 'Marienthal',\n",
+      "       'Tonndorf', 'Rothenburgsort', 'Volksdorf', 'Francop', 'Neuengamme',\n",
+      "       'Kleiner Grasbrook und Steinwerder'],\n",
+      "      dtype='object')\n",
+      "Training Set Accuracy: 1.0\n",
+      "Test Set Accuracy: 0.65\n",
+      "\n",
+      "Training Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       1.00      1.00      1.00        32\n",
+      "         1.0       1.00      1.00      1.00        34\n",
+      "         2.0       1.00      1.00      1.00         9\n",
+      "         3.0       1.00      1.00      1.00         3\n",
+      "         4.0       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           1.00        79\n",
+      "   macro avg       1.00      1.00      1.00        79\n",
+      "weighted avg       1.00      1.00      1.00        79\n",
+      "\n",
+      "\n",
+      "Test Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       0.82      0.69      0.75        13\n",
+      "         1.0       0.57      0.67      0.62         6\n",
+      "         2.0       0.00      0.00      0.00         0\n",
+      "         3.0       0.00      0.00      0.00         1\n",
+      "\n",
+      "    accuracy                           0.65        20\n",
+      "   macro avg       0.35      0.34      0.34        20\n",
+      "weighted avg       0.70      0.65      0.67        20\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "from sklearn.metrics import accuracy_score, classification_report\n",
+    "\n",
+    "# Select features and target\n",
+    "X_selected_features = MLP_VIF_df_cleaned.drop(columns=['market_count'])\n",
+    "y = MLP_VIF_df_cleaned['market_count']\n",
+    "\n",
+    "\n",
+    "# Split the data into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X_selected_features, y, test_size=0.2, random_state=10\n",
+    ")\n",
+    "\n",
+    "# Print the indices of the training and testing sets\n",
+    "print(\"Training Set Index:\")\n",
+    "print(X_train.index)\n",
+    "print(\"\\nTest Set Index:\")\n",
+    "print(X_test.index)\n",
+    "\n",
+    "# Define learning rate and hidden layer sizes\n",
+    "learning_rate = 0.1\n",
+    "hidden_layer_sizes = (100,)\n",
+    "\n",
+    "# Create a pipeline that includes standardization and a model with specific learning rate and hidden layer sizes\n",
+    "pipeline = make_pipeline(\n",
+    "    StandardScaler(), \n",
+    "    MLPClassifier(hidden_layer_sizes=hidden_layer_sizes, activation='relu', random_state=10, max_iter=1000, learning_rate_init=learning_rate, alpha=0.01, solver='adam')\n",
+    ")\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict results for the training and testing sets\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "\n",
+    "# Calculate the accuracy of the training and testing sets\n",
+    "accuracy_train = accuracy_score(y_train, y_train_pred)\n",
+    "accuracy_test = accuracy_score(y_test, y_test_pred)\n",
+    "print(\"Training Set Accuracy:\", accuracy_train)\n",
+    "print(\"Test Set Accuracy:\", accuracy_test)\n",
+    "\n",
+    "# Print classification reports\n",
+    "print(\"\\nTraining Set Classification Report:\\n\", classification_report(y_train, y_train_pred))\n",
+    "print(\"\\nTest Set Classification Report:\\n\", classification_report(y_test, y_test_pred))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc65ca71-3c93-4f36-b14a-2e7fd8113f79",
+   "metadata": {},
+   "source": [
+    "## (c) Lasso variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "id": "624b4c43-65f1-4130-8370-8529b102afc1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Set Index:\n",
+      "Index(['Wellingsbüttel', 'Poppenbüttel', 'Lohbrügge', 'Jenfeld', 'Rönneburg',\n",
+      "       'Moorburg und Altenwerder', 'Eilbek', 'Neuland und Gut Moor',\n",
+      "       'Barmbek-Nord', 'Niendorf', 'Hummelsbüttel', 'Harburg', 'Steilshoop',\n",
+      "       'Lurup', 'Harvestehude', 'Hoheluft-West', 'Kirchwerder', 'Altona-Nord',\n",
+      "       'Bahrenfeld', 'Langenhorn', 'Hamm', 'Eidelstedt', 'St. Pauli',\n",
+      "       'Neuenfelde', 'Langenbek', 'Sinstorf', 'Curslack', 'Osdorf', 'Sasel',\n",
+      "       'Barmbek-Süd', 'Sülldorf', 'Wilstorf', 'Winterhude',\n",
+      "       'Wohldorf-Ohlstedt', 'Eppendorf', 'Billbrook', 'Wilhelmsburg',\n",
+      "       'Sternschanze', 'Moorfleet', 'Rahlstedt', 'Eißendorf', 'Eimsbüttel',\n",
+      "       'Veddel', 'Waltershof und Finkenwerder', 'Dulsberg', 'Fuhlsbüttel',\n",
+      "       'Tatenberg', 'Neuallermöhe', 'Hamburg-Altstadt', 'Ochsenwerder',\n",
+      "       'Billwerder', 'St. Georg', 'HafenCity', 'Rotherbaum', 'Farmsen-Berne',\n",
+      "       'Blankenese', 'Ottensen', 'Stellingen', 'Lokstedt',\n",
+      "       'Lemsahl-Mellingstedt', 'Schnelsen', 'Reitbrook', 'Hammerbrook',\n",
+      "       'Neustadt', 'Marmstorf', 'Billstedt', 'Cranz', 'Hausbruch',\n",
+      "       'Hohenfelde', 'Allermöhe', 'Rissen', 'Bergedorf', 'Groß Flottbek',\n",
+      "       'Wandsbek', 'Uhlenhorst', 'Groß Borstel', 'Nienstedten', 'Bramfeld',\n",
+      "       'Bergstedt'],\n",
+      "      dtype='object')\n",
+      "\n",
+      "Test Set Index:\n",
+      "Index(['Duvenstedt', 'Borgfelde', 'Iserbrook', 'Heimfeld', 'Ohlsdorf',\n",
+      "       'Altona-Altstadt', 'Spadenland', 'Horn', 'Hoheluft-Ost', 'Othmarschen',\n",
+      "       'Altengamme', 'Alsterdorf', 'Neugraben-Fischbek', 'Marienthal',\n",
+      "       'Tonndorf', 'Rothenburgsort', 'Volksdorf', 'Francop', 'Neuengamme',\n",
+      "       'Kleiner Grasbrook und Steinwerder'],\n",
+      "      dtype='object')\n",
+      "Training Set Accuracy: 0.9240506329113924\n",
+      "Test Set Accuracy: 0.8\n",
+      "\n",
+      "Training Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       0.84      1.00      0.91        32\n",
+      "         1.0       1.00      0.82      0.90        34\n",
+      "         2.0       1.00      1.00      1.00         9\n",
+      "         3.0       1.00      1.00      1.00         3\n",
+      "         4.0       1.00      1.00      1.00         1\n",
+      "\n",
+      "    accuracy                           0.92        79\n",
+      "   macro avg       0.97      0.96      0.96        79\n",
+      "weighted avg       0.94      0.92      0.92        79\n",
+      "\n",
+      "\n",
+      "Test Set Classification Report:\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "         0.0       0.86      0.92      0.89        13\n",
+      "         1.0       0.67      0.67      0.67         6\n",
+      "         3.0       0.00      0.00      0.00         1\n",
+      "\n",
+      "    accuracy                           0.80        20\n",
+      "   macro avg       0.51      0.53      0.52        20\n",
+      "weighted avg       0.76      0.80      0.78        20\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "from sklearn.metrics import accuracy_score, classification_report\n",
+    "\n",
+    "# Copy the dataframe to avoid modifying the original\n",
+    "MLP_lasso_df_cleaned = final_df_cleaned.copy()\n",
+    "\n",
+    "# Select features and target\n",
+    "X_selected_features = MLP_lasso_df_cleaned[important_features.index]\n",
+    "y = MLP_all_df_cleaned['market_count']\n",
+    "\n",
+    "# Split the data into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X_selected_features, y, test_size=0.2, random_state=10\n",
+    ")\n",
+    "\n",
+    "# Print the indices of the training and testing sets\n",
+    "print(\"Training Set Index:\")\n",
+    "print(X_train.index)\n",
+    "print(\"\\nTest Set Index:\")\n",
+    "print(X_test.index)\n",
+    "\n",
+    "# Define learning rate and hidden layer sizes\n",
+    "learning_rate = 0.1\n",
+    "hidden_layer_sizes = (100,)\n",
+    "\n",
+    "# Create a pipeline that includes standardization and a model with specific learning rate and hidden layer sizes\n",
+    "pipeline = make_pipeline(\n",
+    "    StandardScaler(), \n",
+    "    MLPClassifier(hidden_layer_sizes=hidden_layer_sizes, activation='relu', random_state=10, max_iter=1000, learning_rate_init=learning_rate, alpha=0.01, solver='adam')\n",
+    ")\n",
+    "\n",
+    "# Train the model\n",
+    "pipeline.fit(X_train, y_train)\n",
+    "\n",
+    "# Predict results for the training and testing sets\n",
+    "y_test_pred = pipeline.predict(X_test)\n",
+    "y_train_pred = pipeline.predict(X_train)\n",
+    "\n",
+    "# Calculate the accuracy of the training and testing sets\n",
+    "accuracy_train = accuracy_score(y_train, y_train_pred)\n",
+    "accuracy_test = accuracy_score(y_test, y_test_pred)\n",
+    "print(\"Training Set Accuracy:\", accuracy_train)\n",
+    "print(\"Test Set Accuracy:\", accuracy_test)\n",
+    "\n",
+    "# Print classification reports\n",
+    "print(\"\\nTraining Set Classification Report:\\n\", classification_report(y_train, y_train_pred))\n",
+    "print(\"\\nTest Set Classification Report:\\n\", classification_report(y_test, y_test_pred))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "571b8c1f-9ef6-4581-ac46-733dcdc871ac",
+   "metadata": {},
+   "source": [
+    "# Visuallization\n",
+    "### *The following content is not included in the final report but is provided in case additional visualizations are needed."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "20c79261-73ea-4c2c-81af-406689f6daac",
+   "metadata": {},
+   "source": [
+    "## (a) Map of Hamburg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "id": "f5d48a01-4411-4dd5-9a9b-f43bfd1bb140",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/z2/3k01gv0941x1gdm_d2q49lpm0000gn/T/ipykernel_15174/411047059.py:44: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
+      "\n",
+      "  hamburg_shp[\"area\"] = hamburg_shp.area\n",
+      "/var/folders/z2/3k01gv0941x1gdm_d2q49lpm0000gn/T/ipykernel_15174/411047059.py:47: 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",
+      "  hamburg_shp['centroid'] = hamburg_shp.geometry.centroid\n"
+     ]
+    }
+   ],
+   "source": [
+    "import geopandas as gpd\n",
+    "import pandas as pd\n",
+    "from shapely.geometry import Point\n",
+    "\n",
+    "# Set pandas display options\n",
+    "pd.set_option('display.max_rows', None)\n",
+    "\n",
+    "# Read the Hamburg shapefile\n",
+    "hamburg_shp_v1 = gpd.read_file(\"../Data/shape_Hamburg\")\n",
+    "hamburg_shp_v1 = hamburg_shp_v1.to_crs(4326)  # Project the shapefile to EPSG:4326 (WGS 84)\n",
+    "\n",
+    "# Stadtteile to be merged\n",
+    "polygons_to_dissolve = [['Kleiner Grasbrook', 'Steinwerder'], [\"Waltershof\", \"Finkenwerder\"], [\"Moorburg\", \"Altenwerder\"]] \n",
+    "dissolved_polygons = {}\n",
+    "\n",
+    "for i, names in enumerate(polygons_to_dissolve):\n",
+    "    # Create a condition to filter polygons based on Stadtteil names\n",
+    "    condition = hamburg_shp_v1[\"stadtteil_\"].isin(names)\n",
+    "    selected_polygons = hamburg_shp_v1[condition]\n",
+    "    dissolved = selected_polygons.dissolve()  # Merge polygons\n",
+    "    dissolved_polygons[f\"Dissolved_{i}\"] = dissolved\n",
+    "\n",
+    "# Drop the polygons that have been merged\n",
+    "hamburg_shp_v12 = hamburg_shp_v1.drop([14, 15, 16, 17, 97, 98])\n",
+    "\n",
+    "# Add the merged polygons back to the shapefile\n",
+    "hamburg_shp = pd.concat([hamburg_shp_v12] + list(dissolved_polygons.values()), ignore_index=True)\n",
+    "\n",
+    "# Rename the merged polygons with new names\n",
+    "hamburg_shp.loc[hamburg_shp['stadtteil_'] == 'Kleiner Grasbrook', 'stadtteil_'] = 'Kleiner Grasbrook und Steinwerder'\n",
+    "hamburg_shp.loc[hamburg_shp['stadtteil_'] == 'Waltershof', 'stadtteil_'] = 'Waltershof und Finkenwerder'\n",
+    "hamburg_shp.loc[hamburg_shp['stadtteil_'] == 'Moorburg', 'stadtteil_'] = 'Moorburg und Altenwerder'\n",
+    "\n",
+    "# Rename the \"stadtteil_\" column\n",
+    "hamburg_shp.rename(columns={'stadtteil_': 'stadtteil'}, inplace=True)\n",
+    "\n",
+    "# Set \"stadtteil\" as the index\n",
+    "hamburg_shp = hamburg_shp.set_index('stadtteil')\n",
+    "\n",
+    "# Add a column with Stadtteil names\n",
+    "hamburg_shp[\"Stadtteilname\"] = hamburg_shp.index\n",
+    "\n",
+    "# Calculate the area of each polygon and add it to the DataFrame\n",
+    "hamburg_shp[\"area\"] = hamburg_shp.area\n",
+    "\n",
+    "# Calculate the centroid of each Stadtteil\n",
+    "hamburg_shp['centroid'] = hamburg_shp.geometry.centroid\n",
+    "\n",
+    "# Define the point for Rathaus in Hamburg (using EPSG:4326 coordinate system)\n",
+    "rathaus_point = Point(9.99225839540277, 53.55041842402254)\n",
+    "rathaus_gdf = gpd.GeoDataFrame([{'geometry': rathaus_point}], crs=\"EPSG:4326\")\n",
+    "\n",
+    "# Convert the GeoDataFrame and Rathaus point to EPSG:3857 for distance calculation\n",
+    "hamburg_shp = hamburg_shp.to_crs(epsg=3857)\n",
+    "rathaus_gdf = rathaus_gdf.to_crs(epsg=3857)\n",
+    "\n",
+    "# Calculate the distance from each Stadtteil centroid to the Rathaus and add it to the DataFrame\n",
+    "hamburg_shp[\"distance_rathaus\"] = hamburg_shp.distance(rathaus_gdf.geometry.iloc[0])\n",
+    "\n",
+    "# Drop the Stadtteil that is the farthest from the Rathaus (assuming it's Neuwerk)\n",
+    "max_distance_index = hamburg_shp[\"distance_rathaus\"].idxmax()\n",
+    "hamburg_shp.drop(index=max_distance_index, inplace=True)\n",
+    "\n",
+    "# If needed, reproject the GeoDataFrame back to EPSG:4326\n",
+    "hamburg_shp = hamburg_shp.to_crs(epsg=4326)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 263,
+   "id": "b342d401-4bac-4b69-8db3-3cda4428345b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x2000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from adjustText import adjust_text\n",
+    "\n",
+    "# Create figure and axis objects\n",
+    "fig, ax = plt.subplots(figsize=(20, 20))\n",
+    "\n",
+    "# Plot the Stadtteile map\n",
+    "hamburg_shp.plot(ax=ax, cmap=\"tab20c\", edgecolor='black')\n",
+    "\n",
+    "# Initialize a list to store text objects\n",
+    "texts = []\n",
+    "\n",
+    "# Add labels for each Stadtteil\n",
+    "for idx, row in hamburg_shp.iterrows():\n",
+    "    # Note: The label is placed at the centroid of each polygon\n",
+    "    texts.append(ax.text(row['geometry'].centroid.x, row['geometry'].centroid.y, \n",
+    "                         s=row[\"Stadtteilname\"], ha='center', va='center', fontsize=11))\n",
+    "\n",
+    "# Automatically adjust text positions to avoid overlap\n",
+    "# adjust_text(texts, arrowprops=dict(arrowstyle='simple', color='black', linewidth=0.3))\n",
+    "\n",
+    "# Add title and axis labels\n",
+    "ax.set_title('Map of Hamburg with Stadtteil Names', fontsize=15)\n",
+    "ax.set_xlabel('Longitude', fontsize=12)\n",
+    "ax.set_ylabel('Latitude', fontsize=12)\n",
+    "\n",
+    "# Turn off axis display\n",
+    "ax.set_axis_off()\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "422ccacc-c707-4137-88e0-a6413494a405",
+   "metadata": {},
+   "source": [
+    "## (b) Hamburg Stadtteil Dataset Distribution: Training and Testing\n",
+    "### *This section reflects the results for each randomly assigned training and validation set. For different conditions of each method, the variable names need to be changed accordingly."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "id": "1112b721-75bc-49d5-828f-489b4006ccca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Initialize dataset categories\n",
+    "hamburg_shp['dataset_category'] = 'testing'  # Default to the testing set\n",
+    "\n",
+    "# 2. Update the category for the training set\n",
+    "# X_train.index contains all the Stadtteil names in the training set\n",
+    "training_stadtteile = X_train.index\n",
+    "for stadtteil in training_stadtteile:\n",
+    "    if stadtteil in hamburg_shp.index:\n",
+    "        hamburg_shp.loc[stadtteil, 'dataset_category'] = 'training'\n",
+    "\n",
+    "# 3. Define conditions and colors for visualization (optional)\n",
+    "conditions = [\n",
+    "    hamburg_shp['dataset_category'] == 'training',\n",
+    "    hamburg_shp['dataset_category'] == 'testing'\n",
+    "]\n",
+    "colors = ['lightgrey', 'darkgrey']  # Training set in light grey, testing set in dark grey\n",
+    "\n",
+    "# Apply colors; if unclassified categories need a default color, you can set it with the default parameter\n",
+    "hamburg_shp['color'] = np.select(conditions, colors, default='grey')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "id": "5bb0b668-2a86-4bff-a7b6-6984e40b7cff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x2000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.patches as mpatches\n",
+    "from adjustText import adjust_text  # Ensure the adjustText library is installed\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(20, 20))\n",
+    "\n",
+    "# Use the GeoDataFrame's plot method, setting the color parameter using the color column\n",
+    "hamburg_shp.plot(ax=ax, color=hamburg_shp['color'], edgecolor='black')\n",
+    "\n",
+    "# Reinitialize the list of text objects and add labels for each Stadtteil\n",
+    "texts = []\n",
+    "for idx, row in hamburg_shp.iterrows():\n",
+    "    # Ensure the geometry centroid exists to prevent errors\n",
+    "    if not row.geometry.is_empty:\n",
+    "        texts.append(ax.text(row.geometry.centroid.x, row.geometry.centroid.y,\n",
+    "                             s=idx,  # idx is the name of the Stadtteil\n",
+    "                             ha='center', va='center', fontsize=11))\n",
+    "\n",
+    "# Update the legend\n",
+    "light_grey_patch = mpatches.Patch(color='lightgrey', label='Training Set')\n",
+    "grey_patch = mpatches.Patch(color='grey', label='Testing Set')  # Default color\n",
+    "plt.legend(handles=[light_grey_patch, grey_patch], loc='upper right')\n",
+    "\n",
+    "ax.set_title('Hamburg Stadtteil Dataset Distribution: Training and Testing', fontsize=15)\n",
+    "ax.set_axis_off()\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c896ba1b-b9f1-4ba0-9194-5fed2ab9b553",
+   "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": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab