5098 lines
123 KiB
Plaintext
5098 lines
123 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
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||
"id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
|
||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
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"import pandas as pd\n",
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||
"from urllib import request\n",
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"\n",
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"pd.set_option('display.max_rows', 100)\n",
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"pd.set_option('display.max_columns', None)\n",
|
||
"pd.set_option('mode.chained_assignment', 'raise')"
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]
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},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 2,
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||
"id": "dfa836ec",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
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"needsUpdate = False"
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||
]
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||
},
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||
{
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"cell_type": "code",
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||
"execution_count": 3,
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"id": "79de4057",
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"metadata": {},
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"outputs": [],
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"source": [
|
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"from bs4 import BeautifulSoup\n",
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"import requests\n",
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"from datetime import datetime\n",
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"from time import sleep\n",
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"from selenium import webdriver\n",
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"from selenium.webdriver.firefox.options import Options\n",
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"\n",
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"class DateProvider:\n",
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" \n",
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" INTENSIVSTATIONEN_DATE_FORMAT = \"%d.%m.%Y, %H:%M Uhr\"\n",
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"\n",
|
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" def __init__(self):\n",
|
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" self.lastUpdatedIntensivstationen = None\n",
|
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" self.lastUpdatedOriginal = None\n",
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"\n",
|
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" def needsUpdate(self):\n",
|
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" return self.getLastUpdatedIntensivstationen() < self.getLastUpdatedOriginal()\n",
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" \n",
|
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" def getLastUpdatedIntensivstationen(self):\n",
|
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" if self.lastUpdatedIntensivstationen is None:\n",
|
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" htmlContent = requests.get(\"https://knollfrank.github.io/HowBadIsMyBatch/intensivstationen.html\").text\n",
|
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" soup = BeautifulSoup(htmlContent, \"lxml\")\n",
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" dateStr = soup.find(id = \"Datenstand\").text\n",
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" self.lastUpdatedIntensivstationen = datetime.strptime(dateStr, DateProvider.INTENSIVSTATIONEN_DATE_FORMAT)\n",
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" \n",
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||
" return self.lastUpdatedIntensivstationen\n",
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"\n",
|
||
" def getLastUpdatedOriginal(self):\n",
|
||
" if self.lastUpdatedOriginal is None:\n",
|
||
" html = self._getOriginalHtml()\n",
|
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" lastUpdatedColumn = 'Letzte Änderung'\n",
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" dataFrame = self._asDataFrame(html, lastUpdatedColumn)\n",
|
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" self.lastUpdatedOriginal = dataFrame.loc['Landkreis-Daten', lastUpdatedColumn].to_pydatetime()\n",
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"\n",
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" return self.lastUpdatedOriginal\n",
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"\n",
|
||
" def _getOriginalHtml(self):\n",
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" options = Options()\n",
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" options.headless = True\n",
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" driver = webdriver.Firefox(options = options)\n",
|
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" driver.get('https://www.intensivregister.de/#/aktuelle-lage/downloads')\n",
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||
" sleep(10)\n",
|
||
" innerHTML = driver.execute_script(\"return document.body.innerHTML\")\n",
|
||
" driver.quit()\n",
|
||
" return innerHTML\n",
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||
"\n",
|
||
" def _asDataFrame(self, html, lastUpdatedColumn):\n",
|
||
" dataFrame = pd.read_html(html, parse_dates = [lastUpdatedColumn])[0]\n",
|
||
" dataFrame[lastUpdatedColumn] = pd.to_datetime(dataFrame[lastUpdatedColumn], format = \"%d.%m.%Y %H:%M Uhr\")\n",
|
||
" dataFrame.set_index('Name', inplace = True)\n",
|
||
" return dataFrame\n"
|
||
]
|
||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 4,
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||
"id": "336f56e6",
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||
"metadata": {},
|
||
"outputs": [
|
||
{
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||
"name": "stdout",
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||
"output_type": "stream",
|
||
"text": [
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"lastUpdatedIntensivstationen: 2022-03-12 12:38:00\n",
|
||
"lastUpdatedOriginal: 2022-03-14 12:38:00\n",
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||
"needsUpdate: True\n"
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||
]
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||
}
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||
],
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"source": [
|
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"dateProvider = DateProvider()\n",
|
||
"print('lastUpdatedIntensivstationen:', dateProvider.getLastUpdatedIntensivstationen())\n",
|
||
"print('lastUpdatedOriginal:', dateProvider.getLastUpdatedOriginal()) \n",
|
||
"needsUpdate = dateProvider.needsUpdate()\n",
|
||
"print('needsUpdate: ', needsUpdate)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 5,
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||
"id": "03784154",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"from bs4 import BeautifulSoup\n",
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||
"\n",
|
||
"class HtmlTransformerUtil:\n",
|
||
" \n",
|
||
" def applySoupTransformerToFile(self, file, soupTransformer):\n",
|
||
" self._writeSoup(soupTransformer(self._readSoup(file)), file)\n",
|
||
"\n",
|
||
" def _readSoup(self, file):\n",
|
||
" with open(file) as fp:\n",
|
||
" soup = BeautifulSoup(fp, 'lxml')\n",
|
||
" return soup\n",
|
||
"\n",
|
||
" def _writeSoup(self, soup, file):\n",
|
||
" with open(file, \"w\") as fp:\n",
|
||
" fp.write(str(soup)) \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "af101279",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def saveLastUpdatedIntensivstationen(lastUpdated):\n",
|
||
" def setLastUpdated(soup):\n",
|
||
" soup.find(id = \"Datenstand\").string.replace_with(lastUpdated.strftime(DateProvider.INTENSIVSTATIONEN_DATE_FORMAT))\n",
|
||
" return soup\n",
|
||
"\n",
|
||
" HtmlTransformerUtil().applySoupTransformerToFile(\n",
|
||
" file = \"../../docs/intensivstationen.html\",\n",
|
||
" soupTransformer = setLastUpdated)"
|
||
]
|
||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "63be303c",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"saveLastUpdatedIntensivstationen(dateProvider.getLastUpdatedOriginal())"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 7,
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||
"id": "d021de84",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"def readTimeseries(download = False):\n",
|
||
" timeSeriesFile = 'zeitreihe-tagesdaten.csv'\n",
|
||
" if download:\n",
|
||
" _downloadTimeseries(timeSeriesFile)\n",
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||
"\n",
|
||
" timeseries = pd.read_csv(\n",
|
||
" timeSeriesFile,\n",
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||
" low_memory = False,\n",
|
||
" usecols = ['date', 'bundesland', 'gemeindeschluessel', 'betten_belegt', 'betten_frei'],\n",
|
||
" parse_dates = ['date'],\n",
|
||
" date_parser = lambda dateStr: pd.to_datetime(dateStr, format = \"%Y-%m-%d\"),\n",
|
||
" dtype = {\n",
|
||
" 'gemeindeschluessel': 'string',\n",
|
||
" 'bundesland': 'string'\n",
|
||
" })\n",
|
||
" return timeseries.sort_values(by = 'date', ascending = True)\n",
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||
"\n",
|
||
"# download https://diviexchange.blob.core.windows.net/%24web/zeitreihe-tagesdaten.csv or https://www.intensivregister.de/#/aktuelle-lage/downloads\n",
|
||
"def _downloadTimeseries(timeSeriesFile):\n",
|
||
" request.urlretrieve(\n",
|
||
" 'https://diviexchange.blob.core.windows.net/%24web/zeitreihe-tagesdaten.csv',\n",
|
||
" timeSeriesFile)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "3f992231",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
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||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>bundesland</th>\n",
|
||
" <th>gemeindeschluessel</th>\n",
|
||
" <th>betten_frei</th>\n",
|
||
" <th>betten_belegt</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>01</td>\n",
|
||
" <td>01001</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>38</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>267</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09471</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>266</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09464</td>\n",
|
||
" <td>17</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>265</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09463</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>264</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09462</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>51</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272795</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06437</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>121</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272794</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06436</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272793</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06435</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>74</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272791</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06433</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>273064</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>16077</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>273065 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date bundesland gemeindeschluessel betten_frei betten_belegt\n",
|
||
"0 2020-04-24 01 01001 40 38\n",
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||
"267 2020-04-24 09 09471 9 9\n",
|
||
"266 2020-04-24 09 09464 17 23\n",
|
||
"265 2020-04-24 09 09463 9 25\n",
|
||
"264 2020-04-24 09 09462 12 51\n",
|
||
"... ... ... ... ... ...\n",
|
||
"272795 2022-03-14 06 06437 5 121\n",
|
||
"272794 2022-03-14 06 06436 6 20\n",
|
||
"272793 2022-03-14 06 06435 8 74\n",
|
||
"272791 2022-03-14 06 06433 2 21\n",
|
||
"273064 2022-03-14 16 16077 4 28\n",
|
||
"\n",
|
||
"[273065 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"timeSeries = readTimeseries(download = needsUpdate)\n",
|
||
"timeSeries"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "2d34c6a4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def readKreise(download = False):\n",
|
||
" kreiseFile = '04-kreise.xlsx'\n",
|
||
" if download:\n",
|
||
" _downloadKreise(kreiseFile)\n",
|
||
" \n",
|
||
" kreise = pd.read_excel(\n",
|
||
" kreiseFile,\n",
|
||
" sheet_name = 'Kreisfreie Städte u. Landkreise',\n",
|
||
" header = 5,\n",
|
||
" index_col = 0)\n",
|
||
" kreise = kreise.rename(columns = {'2': 'Bundesland', 3: 'Kreis', 6: 'Einwohnerzahl'})[['Bundesland', 'Kreis', 'Einwohnerzahl']]\n",
|
||
" kreise.index.set_names(\"Key\", inplace = True)\n",
|
||
" return kreise\n",
|
||
"\n",
|
||
"# download https://www.destatis.de/DE/Themen/Laender-Regionen/Regionales/Gemeindeverzeichnis/Administrativ/04-kreise.xlsx?__blob=publicationFile or https://www.destatis.de/DE/Themen/Laender-Regionen/Regionales/Gemeindeverzeichnis/Administrativ/04-kreise.html\n",
|
||
"def _downloadKreise(kreiseFile):\n",
|
||
" request.urlretrieve(\n",
|
||
" 'https://www.destatis.de/DE/Themen/Laender-Regionen/Regionales/Gemeindeverzeichnis/Administrativ/04-kreise.xlsx?__blob=publicationFile',\n",
|
||
" kreiseFile)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "74ea4d55",
|
||
"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>Bundesland</th>\n",
|
||
" <th>Kreis</th>\n",
|
||
" <th>Einwohnerzahl</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Key</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>NaN</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>01</th>\n",
|
||
" <td>Schleswig-Holstein</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>01001</th>\n",
|
||
" <td>Kreisfreie Stadt</td>\n",
|
||
" <td>Flensburg, Stadt</td>\n",
|
||
" <td>89934.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>01002</th>\n",
|
||
" <td>Kreisfreie Stadt</td>\n",
|
||
" <td>Kiel, Landeshauptstadt</td>\n",
|
||
" <td>246601.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>01003</th>\n",
|
||
" <td>Kreisfreie Stadt</td>\n",
|
||
" <td>Lübeck, Hansestadt</td>\n",
|
||
" <td>215846.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2) Die Ergebnisse ab Berichtsjahr 2016 sind aufgrund methodischer Änderungen und technischer Weiterentwicklung\\n nur bedingt mit den Vorjahreswerten vegleichbar. Erläuterungen dazu finden Sie unter www.destatis.de beim Bevölkerungsstand.</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>NaN</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>© Daten (im Auftrag der Herausgebergemeinschaft Statistische Ämter des Bundes und der Länder)</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Statistisches Bundesamt (Destatis), 2021</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Vervielfältigung und Verbreitung, auch auszugsweise, mit Quellenangabe gestattet.</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>488 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Bundesland \\\n",
|
||
"Key \n",
|
||
"NaN NaN \n",
|
||
"01 Schleswig-Holstein \n",
|
||
"01001 Kreisfreie Stadt \n",
|
||
"01002 Kreisfreie Stadt \n",
|
||
"01003 Kreisfreie Stadt \n",
|
||
"... ... \n",
|
||
"2) Die Ergebnisse ab Berichtsjahr 2016 sind auf... NaN \n",
|
||
"NaN NaN \n",
|
||
"© Daten (im Auftrag der Herausgebergemeinschaft... NaN \n",
|
||
" Statistisches Bundesamt (Destatis), 2021 NaN \n",
|
||
" Vervielfältigung und Verbreitung, auch aus... NaN \n",
|
||
"\n",
|
||
" Kreis \\\n",
|
||
"Key \n",
|
||
"NaN NaN \n",
|
||
"01 NaN \n",
|
||
"01001 Flensburg, Stadt \n",
|
||
"01002 Kiel, Landeshauptstadt \n",
|
||
"01003 Lübeck, Hansestadt \n",
|
||
"... ... \n",
|
||
"2) Die Ergebnisse ab Berichtsjahr 2016 sind auf... NaN \n",
|
||
"NaN NaN \n",
|
||
"© Daten (im Auftrag der Herausgebergemeinschaft... NaN \n",
|
||
" Statistisches Bundesamt (Destatis), 2021 NaN \n",
|
||
" Vervielfältigung und Verbreitung, auch aus... NaN \n",
|
||
"\n",
|
||
" Einwohnerzahl \n",
|
||
"Key \n",
|
||
"NaN NaN \n",
|
||
"01 NaN \n",
|
||
"01001 89934.0 \n",
|
||
"01002 246601.0 \n",
|
||
"01003 215846.0 \n",
|
||
"... ... \n",
|
||
"2) Die Ergebnisse ab Berichtsjahr 2016 sind auf... NaN \n",
|
||
"NaN NaN \n",
|
||
"© Daten (im Auftrag der Herausgebergemeinschaft... NaN \n",
|
||
" Statistisches Bundesamt (Destatis), 2021 NaN \n",
|
||
" Vervielfältigung und Verbreitung, auch aus... NaN \n",
|
||
"\n",
|
||
"[488 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"kreise = readKreise(download = False)\n",
|
||
"kreise"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "af96fb11",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class ColumnsAdder:\n",
|
||
"\n",
|
||
" def __init__(self, kreise):\n",
|
||
" self.kreise = kreise\n",
|
||
"\n",
|
||
" def addKreisAndBundeslandAndEinwohnerzahlColumns(self, dataFrame):\n",
|
||
" dataFrame_kreise = pd.merge(dataFrame, self.kreise, how = 'left', left_on = 'gemeindeschluessel', right_index = True)\n",
|
||
" dataFrame['Kreis'] = dataFrame_kreise['Kreis']\n",
|
||
" dataFrame['Einwohnerzahl'] = dataFrame_kreise['Einwohnerzahl']\n",
|
||
" return self._addBundeslandColumn(dataFrame)\n",
|
||
" \n",
|
||
" def _addBundeslandColumn(self, dataFrame):\n",
|
||
" return pd.merge(\n",
|
||
" dataFrame,\n",
|
||
" self._createBundeslandByKeyTable(),\n",
|
||
" how = 'left',\n",
|
||
" left_on = 'bundesland',\n",
|
||
" right_index = True)\n",
|
||
"\n",
|
||
" def _createBundeslandByKeyTable(self):\n",
|
||
" return self.kreise[self.kreise.index.str.len() == 2][['Bundesland']]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "62a20115",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>bundesland</th>\n",
|
||
" <th>gemeindeschluessel</th>\n",
|
||
" <th>betten_frei</th>\n",
|
||
" <th>betten_belegt</th>\n",
|
||
" <th>Kreis</th>\n",
|
||
" <th>Einwohnerzahl</th>\n",
|
||
" <th>Bundesland</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>01</td>\n",
|
||
" <td>01001</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>38</td>\n",
|
||
" <td>Flensburg, Stadt</td>\n",
|
||
" <td>89934.0</td>\n",
|
||
" <td>Schleswig-Holstein</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>267</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09471</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>Bamberg</td>\n",
|
||
" <td>147497.0</td>\n",
|
||
" <td>Bayern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>266</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09464</td>\n",
|
||
" <td>17</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>Hof</td>\n",
|
||
" <td>45173.0</td>\n",
|
||
" <td>Bayern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>265</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09463</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>Coburg</td>\n",
|
||
" <td>40842.0</td>\n",
|
||
" <td>Bayern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>264</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>09</td>\n",
|
||
" <td>09462</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>Bayreuth</td>\n",
|
||
" <td>74048.0</td>\n",
|
||
" <td>Bayern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272795</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06437</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>121</td>\n",
|
||
" <td>Odenwaldkreis</td>\n",
|
||
" <td>96754.0</td>\n",
|
||
" <td>Hessen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272794</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06436</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>Main-Taunus-Kreis</td>\n",
|
||
" <td>239264.0</td>\n",
|
||
" <td>Hessen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272793</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06435</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>Main-Kinzig-Kreis</td>\n",
|
||
" <td>421689.0</td>\n",
|
||
" <td>Hessen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>272791</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>06</td>\n",
|
||
" <td>06433</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>21</td>\n",
|
||
" <td>Groß-Gerau</td>\n",
|
||
" <td>275807.0</td>\n",
|
||
" <td>Hessen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>273064</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>16077</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>28</td>\n",
|
||
" <td>Altenburger Land</td>\n",
|
||
" <td>88356.0</td>\n",
|
||
" <td>Thüringen</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>273065 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date bundesland gemeindeschluessel betten_frei betten_belegt \\\n",
|
||
"0 2020-04-24 01 01001 40 38 \n",
|
||
"267 2020-04-24 09 09471 9 9 \n",
|
||
"266 2020-04-24 09 09464 17 23 \n",
|
||
"265 2020-04-24 09 09463 9 25 \n",
|
||
"264 2020-04-24 09 09462 12 51 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"272795 2022-03-14 06 06437 5 121 \n",
|
||
"272794 2022-03-14 06 06436 6 20 \n",
|
||
"272793 2022-03-14 06 06435 8 74 \n",
|
||
"272791 2022-03-14 06 06433 2 21 \n",
|
||
"273064 2022-03-14 16 16077 4 28 \n",
|
||
"\n",
|
||
" Kreis Einwohnerzahl Bundesland \n",
|
||
"0 Flensburg, Stadt 89934.0 Schleswig-Holstein \n",
|
||
"267 Bamberg 147497.0 Bayern \n",
|
||
"266 Hof 45173.0 Bayern \n",
|
||
"265 Coburg 40842.0 Bayern \n",
|
||
"264 Bayreuth 74048.0 Bayern \n",
|
||
"... ... ... ... \n",
|
||
"272795 Odenwaldkreis 96754.0 Hessen \n",
|
||
"272794 Main-Taunus-Kreis 239264.0 Hessen \n",
|
||
"272793 Main-Kinzig-Kreis 421689.0 Hessen \n",
|
||
"272791 Groß-Gerau 275807.0 Hessen \n",
|
||
"273064 Altenburger Land 88356.0 Thüringen \n",
|
||
"\n",
|
||
"[273065 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"timeSeries = ColumnsAdder(kreise).addKreisAndBundeslandAndEinwohnerzahlColumns(timeSeries)\n",
|
||
"timeSeries"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "356494d3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"kreisValues = sorted(timeSeries['Kreis'].drop_duplicates().values)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "05aa0117",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def getKreisOptions(kreisValues):\n",
|
||
" return [getKreisOption(kreis) for kreis in kreisValues]\n",
|
||
"\n",
|
||
"def getKreisOption(kreis):\n",
|
||
" return '<option value=\"{kreis}\">{kreis}</option>'.format(kreis = kreis)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "9c38ca16",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"kreisOptions = ['<option selected=\"\" value=\"de\">Alle Landkreise</option>'] + getKreisOptions(kreisValues)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "9eb453d0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from bs4 import BeautifulSoup\n",
|
||
"\n",
|
||
"\n",
|
||
"class KreisOptionsSetter:\n",
|
||
"\n",
|
||
" def setKreisOptions(self, html, options):\n",
|
||
" soup = self._setKreisOptions(self._parse(html), self._parseOptions(options))\n",
|
||
" return str(soup)\n",
|
||
"\n",
|
||
" def _setKreisOptions(self, soup, options):\n",
|
||
" kreisSelect = soup.find(id = \"kreisSelect\")\n",
|
||
" kreisSelect.clear()\n",
|
||
" for option in options:\n",
|
||
" kreisSelect.append(option)\n",
|
||
" return soup\n",
|
||
"\n",
|
||
" def _parseOptions(self, options):\n",
|
||
" return [self._parse(option).option for option in options]\n",
|
||
"\n",
|
||
" def _parse(self, html):\n",
|
||
" return BeautifulSoup(html, 'lxml')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e4f8fa80",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import unittest\n",
|
||
"\n",
|
||
"\n",
|
||
"class KreisOptionsSetterTest(unittest.TestCase):\n",
|
||
"\n",
|
||
" def test_setKreisOptions(self):\n",
|
||
" # Given\n",
|
||
" kreisOptionsSetter = KreisOptionsSetter()\n",
|
||
"\n",
|
||
" # When\n",
|
||
" htmlActual = kreisOptionsSetter.setKreisOptions(\n",
|
||
" html = '''\n",
|
||
" <html>\n",
|
||
" <body>\n",
|
||
" <p>Test<p/>\n",
|
||
" <select id=\"kreisSelect\" name=\"kreis\">\n",
|
||
" <option selected=\"\" value=\"de\">Alle Landkreise</option>\n",
|
||
" <option value=\"Ahrweiler\">Ahrweiler</option>\n",
|
||
" <option value=\"Wiesbaden, Landeshauptstadt\">Wiesbaden, Landeshauptstadt</option>\n",
|
||
" <option value=\"Aichach-Friedberg\">Aichach-Friedberg</option>\n",
|
||
" </select>\n",
|
||
" </body>\n",
|
||
" </html>\n",
|
||
" ''',\n",
|
||
" options = [\n",
|
||
" '<option selected=\"\" value=\"de\">Alle Landkreise</option>',\n",
|
||
" '<option value=\"Ahrweiler\">Ahrweiler</option>',\n",
|
||
" '<option value=\"Aichach-Friedberg\">Aichach-Friedberg</option>'])\n",
|
||
"\n",
|
||
" # Then\n",
|
||
" assertEqualHTML(\n",
|
||
" htmlActual,\n",
|
||
" '''\n",
|
||
" <html>\n",
|
||
" <body>\n",
|
||
" <p>Test<p/>\n",
|
||
" <select id=\"kreisSelect\" name=\"kreis\">\n",
|
||
" <option selected=\"\" value=\"de\">Alle Landkreise</option>\n",
|
||
" <option value=\"Ahrweiler\">Ahrweiler</option>\n",
|
||
" <option value=\"Aichach-Friedberg\">Aichach-Friedberg</option>\n",
|
||
" </select>\n",
|
||
" </body>\n",
|
||
" </html>\n",
|
||
" ''')\n",
|
||
"\n",
|
||
"# adapted from https://stackoverflow.com/questions/8006909/pretty-print-assertequal-for-html-strings\n",
|
||
"def assertEqualHTML(string1, string2, file1='', file2=''):\n",
|
||
" u'''\n",
|
||
" Compare two unicode strings containing HTML.\n",
|
||
" A human friendly diff goes to logging.error() if they\n",
|
||
" are not equal, and an exception gets raised.\n",
|
||
" '''\n",
|
||
" from bs4 import BeautifulSoup as bs\n",
|
||
" import difflib\n",
|
||
"\n",
|
||
" def short(mystr):\n",
|
||
" max = 20\n",
|
||
" if len(mystr) > max:\n",
|
||
" return mystr[:max]\n",
|
||
" return mystr\n",
|
||
" p = []\n",
|
||
" for mystr, file in [(string1, file1), (string2, file2)]:\n",
|
||
" if not isinstance(mystr, str):\n",
|
||
" raise Exception(u'string ist not unicode: %r %s' %\n",
|
||
" (short(mystr), file))\n",
|
||
" soup = bs(mystr)\n",
|
||
" pretty = soup.prettify()\n",
|
||
" p.append(pretty)\n",
|
||
" if p[0] != p[1]:\n",
|
||
" for line in difflib.unified_diff(p[0].splitlines(), p[1].splitlines(), fromfile=file1, tofile=file2):\n",
|
||
" display(line)\n",
|
||
" display(p[0], ' != ', p[1])\n",
|
||
" raise Exception('Not equal %s %s' % (file1, file2))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e80117e5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"unittest.main(argv = [''], verbosity = 2, exit = False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "403f8b7b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from bs4 import BeautifulSoup\n",
|
||
"\n",
|
||
"\n",
|
||
"def saveKreisOptions(kreisOptions):\n",
|
||
" HtmlTransformerUtil().applySoupTransformerToFile(\n",
|
||
" file = \"../../docs/intensivstationen.html\",\n",
|
||
" soupTransformer = lambda soup: BeautifulSoup(KreisOptionsSetter().setKreisOptions(html = str(soup), options = kreisOptions), 'lxml'))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "5dd8d864",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<option value=\"Ahrweiler\">Ahrweiler</option>\n",
|
||
"<option value=\"Aichach-Friedberg\">Aichach-Friedberg</option>\n",
|
||
"<option value=\"Alb-Donau-Kreis\">Alb-Donau-Kreis</option>\n",
|
||
"<option value=\"Altenburger Land\">Altenburger Land</option>\n",
|
||
"<option value=\"Altenkirchen (Westerwald)\">Altenkirchen (Westerwald)</option>\n",
|
||
"<option value=\"Altmarkkreis Salzwedel\">Altmarkkreis Salzwedel</option>\n",
|
||
"<option value=\"Altötting\">Altötting</option>\n",
|
||
"<option value=\"Alzey-Worms\">Alzey-Worms</option>\n",
|
||
"<option value=\"Amberg\">Amberg</option>\n",
|
||
"<option value=\"Amberg-Sulzbach\">Amberg-Sulzbach</option>\n",
|
||
"<option value=\"Ammerland\">Ammerland</option>\n",
|
||
"<option value=\"Anhalt-Bitterfeld\">Anhalt-Bitterfeld</option>\n",
|
||
"<option value=\"Ansbach\">Ansbach</option>\n",
|
||
"<option value=\"Aschaffenburg\">Aschaffenburg</option>\n",
|
||
"<option value=\"Augsburg\">Augsburg</option>\n",
|
||
"<option value=\"Aurich\">Aurich</option>\n",
|
||
"<option value=\"Bad Dürkheim\">Bad Dürkheim</option>\n",
|
||
"<option value=\"Bad Kissingen\">Bad Kissingen</option>\n",
|
||
"<option value=\"Bad Kreuznach\">Bad Kreuznach</option>\n",
|
||
"<option value=\"Bad Tölz-Wolfratshausen\">Bad Tölz-Wolfratshausen</option>\n",
|
||
"<option value=\"Baden-Baden, Stadtkreis\">Baden-Baden, Stadtkreis</option>\n",
|
||
"<option value=\"Bamberg\">Bamberg</option>\n",
|
||
"<option value=\"Barnim\">Barnim</option>\n",
|
||
"<option value=\"Bautzen\">Bautzen</option>\n",
|
||
"<option value=\"Bayreuth\">Bayreuth</option>\n",
|
||
"<option value=\"Berchtesgadener Land\">Berchtesgadener Land</option>\n",
|
||
"<option value=\"Bergstraße\">Bergstraße</option>\n",
|
||
"<option value=\"Berlin, Stadt\">Berlin, Stadt</option>\n",
|
||
"<option value=\"Bernkastel-Wittlich\">Bernkastel-Wittlich</option>\n",
|
||
"<option value=\"Biberach\">Biberach</option>\n",
|
||
"<option value=\"Bielefeld, Stadt\">Bielefeld, Stadt</option>\n",
|
||
"<option value=\"Birkenfeld\">Birkenfeld</option>\n",
|
||
"<option value=\"Bochum, Stadt\">Bochum, Stadt</option>\n",
|
||
"<option value=\"Bodenseekreis\">Bodenseekreis</option>\n",
|
||
"<option value=\"Bonn, Stadt\">Bonn, Stadt</option>\n",
|
||
"<option value=\"Borken\">Borken</option>\n",
|
||
"<option value=\"Bottrop, Stadt\">Bottrop, Stadt</option>\n",
|
||
"<option value=\"Brandenburg an der Havel, Stadt\">Brandenburg an der Havel, Stadt</option>\n",
|
||
"<option value=\"Braunschweig, Stadt\">Braunschweig, Stadt</option>\n",
|
||
"<option value=\"Breisgau-Hochschwarzwald\">Breisgau-Hochschwarzwald</option>\n",
|
||
"<option value=\"Bremen, Stadt\">Bremen, Stadt</option>\n",
|
||
"<option value=\"Bremerhaven, Stadt\">Bremerhaven, Stadt</option>\n",
|
||
"<option value=\"Burgenlandkreis\">Burgenlandkreis</option>\n",
|
||
"<option value=\"Böblingen\">Böblingen</option>\n",
|
||
"<option value=\"Börde\">Börde</option>\n",
|
||
"<option value=\"Calw\">Calw</option>\n",
|
||
"<option value=\"Celle\">Celle</option>\n",
|
||
"<option value=\"Cham\">Cham</option>\n",
|
||
"<option value=\"Chemnitz, Stadt\">Chemnitz, Stadt</option>\n",
|
||
"<option value=\"Cloppenburg\">Cloppenburg</option>\n",
|
||
"<option value=\"Coburg\">Coburg</option>\n",
|
||
"<option value=\"Cochem-Zell\">Cochem-Zell</option>\n",
|
||
"<option value=\"Coesfeld\">Coesfeld</option>\n",
|
||
"<option value=\"Cottbus, Stadt\">Cottbus, Stadt</option>\n",
|
||
"<option value=\"Cuxhaven\">Cuxhaven</option>\n",
|
||
"<option value=\"Dachau\">Dachau</option>\n",
|
||
"<option value=\"Dahme-Spreewald\">Dahme-Spreewald</option>\n",
|
||
"<option value=\"Darmstadt, Wissenschaftsstadt\">Darmstadt, Wissenschaftsstadt</option>\n",
|
||
"<option value=\"Darmstadt-Dieburg\">Darmstadt-Dieburg</option>\n",
|
||
"<option value=\"Deggendorf\">Deggendorf</option>\n",
|
||
"<option value=\"Delmenhorst, Stadt\">Delmenhorst, Stadt</option>\n",
|
||
"<option value=\"Dessau-Roßlau, Stadt\">Dessau-Roßlau, Stadt</option>\n",
|
||
"<option value=\"Diepholz\">Diepholz</option>\n",
|
||
"<option value=\"Dillingen a.d.Donau\">Dillingen a.d.Donau</option>\n",
|
||
"<option value=\"Dingolfing-Landau\">Dingolfing-Landau</option>\n",
|
||
"<option value=\"Dithmarschen\">Dithmarschen</option>\n",
|
||
"<option value=\"Donau-Ries\">Donau-Ries</option>\n",
|
||
"<option value=\"Donnersbergkreis\">Donnersbergkreis</option>\n",
|
||
"<option value=\"Dortmund, Stadt\">Dortmund, Stadt</option>\n",
|
||
"<option value=\"Dresden, Stadt\">Dresden, Stadt</option>\n",
|
||
"<option value=\"Duisburg, Stadt\">Duisburg, Stadt</option>\n",
|
||
"<option value=\"Düren\">Düren</option>\n",
|
||
"<option value=\"Düsseldorf, Stadt\">Düsseldorf, Stadt</option>\n",
|
||
"<option value=\"Ebersberg\">Ebersberg</option>\n",
|
||
"<option value=\"Eichsfeld\">Eichsfeld</option>\n",
|
||
"<option value=\"Eichstätt\">Eichstätt</option>\n",
|
||
"<option value=\"Eifelkreis Bitburg-Prüm\">Eifelkreis Bitburg-Prüm</option>\n",
|
||
"<option value=\"Elbe-Elster\">Elbe-Elster</option>\n",
|
||
"<option value=\"Emden, Stadt\">Emden, Stadt</option>\n",
|
||
"<option value=\"Emmendingen\">Emmendingen</option>\n",
|
||
"<option value=\"Emsland\">Emsland</option>\n",
|
||
"<option value=\"Ennepe-Ruhr-Kreis\">Ennepe-Ruhr-Kreis</option>\n",
|
||
"<option value=\"Enzkreis\">Enzkreis</option>\n",
|
||
"<option value=\"Erding\">Erding</option>\n",
|
||
"<option value=\"Erfurt, Stadt\">Erfurt, Stadt</option>\n",
|
||
"<option value=\"Erlangen\">Erlangen</option>\n",
|
||
"<option value=\"Erlangen-Höchstadt\">Erlangen-Höchstadt</option>\n",
|
||
"<option value=\"Erzgebirgskreis\">Erzgebirgskreis</option>\n",
|
||
"<option value=\"Essen, Stadt\">Essen, Stadt</option>\n",
|
||
"<option value=\"Esslingen\">Esslingen</option>\n",
|
||
"<option value=\"Euskirchen\">Euskirchen</option>\n",
|
||
"<option value=\"Flensburg, Stadt\">Flensburg, Stadt</option>\n",
|
||
"<option value=\"Forchheim\">Forchheim</option>\n",
|
||
"<option value=\"Frankenthal (Pfalz), kreisfreie Stadt\">Frankenthal (Pfalz), kreisfreie Stadt</option>\n",
|
||
"<option value=\"Frankfurt (Oder), Stadt\">Frankfurt (Oder), Stadt</option>\n",
|
||
"<option value=\"Frankfurt am Main, Stadt\">Frankfurt am Main, Stadt</option>\n",
|
||
"<option value=\"Freiburg im Breisgau, Stadtkreis\">Freiburg im Breisgau, Stadtkreis</option>\n",
|
||
"<option value=\"Freising\">Freising</option>\n",
|
||
"<option value=\"Freudenstadt\">Freudenstadt</option>\n",
|
||
"<option value=\"Freyung-Grafenau\">Freyung-Grafenau</option>\n",
|
||
"<option value=\"Friesland\">Friesland</option>\n",
|
||
"<option value=\"Fulda\">Fulda</option>\n",
|
||
"<option value=\"Fürstenfeldbruck\">Fürstenfeldbruck</option>\n",
|
||
"<option value=\"Fürth\">Fürth</option>\n",
|
||
"<option value=\"Garmisch-Partenkirchen\">Garmisch-Partenkirchen</option>\n",
|
||
"<option value=\"Gelsenkirchen, Stadt\">Gelsenkirchen, Stadt</option>\n",
|
||
"<option value=\"Gera, Stadt\">Gera, Stadt</option>\n",
|
||
"<option value=\"Germersheim\">Germersheim</option>\n",
|
||
"<option value=\"Gießen\">Gießen</option>\n",
|
||
"<option value=\"Gifhorn\">Gifhorn</option>\n",
|
||
"<option value=\"Goslar\">Goslar</option>\n",
|
||
"<option value=\"Gotha\">Gotha</option>\n",
|
||
"<option value=\"Grafschaft Bentheim\">Grafschaft Bentheim</option>\n",
|
||
"<option value=\"Greiz\">Greiz</option>\n",
|
||
"<option value=\"Groß-Gerau\">Groß-Gerau</option>\n",
|
||
"<option value=\"Göppingen\">Göppingen</option>\n",
|
||
"<option value=\"Görlitz\">Görlitz</option>\n",
|
||
"<option value=\"Göttingen\">Göttingen</option>\n",
|
||
"<option value=\"Günzburg\">Günzburg</option>\n",
|
||
"<option value=\"Gütersloh\">Gütersloh</option>\n",
|
||
"<option value=\"Hagen, Stadt der FernUniversität\">Hagen, Stadt der FernUniversität</option>\n",
|
||
"<option value=\"Halle (Saale), Stadt\">Halle (Saale), Stadt</option>\n",
|
||
"<option value=\"Hamburg, Freie und Hansestadt\">Hamburg, Freie und Hansestadt</option>\n",
|
||
"<option value=\"Hameln-Pyrmont\">Hameln-Pyrmont</option>\n",
|
||
"<option value=\"Hamm, Stadt\">Hamm, Stadt</option>\n",
|
||
"<option value=\"Harburg\">Harburg</option>\n",
|
||
"<option value=\"Harz\">Harz</option>\n",
|
||
"<option value=\"Havelland\">Havelland</option>\n",
|
||
"<option value=\"Haßberge\">Haßberge</option>\n",
|
||
"<option value=\"Heidekreis\">Heidekreis</option>\n",
|
||
"<option value=\"Heidelberg, Stadtkreis\">Heidelberg, Stadtkreis</option>\n",
|
||
"<option value=\"Heidenheim\">Heidenheim</option>\n",
|
||
"<option value=\"Heilbronn\">Heilbronn</option>\n",
|
||
"<option value=\"Heilbronn, Stadtkreis\">Heilbronn, Stadtkreis</option>\n",
|
||
"<option value=\"Heinsberg\">Heinsberg</option>\n",
|
||
"<option value=\"Helmstedt\">Helmstedt</option>\n",
|
||
"<option value=\"Herford\">Herford</option>\n",
|
||
"<option value=\"Herne, Stadt\">Herne, Stadt</option>\n",
|
||
"<option value=\"Hersfeld-Rotenburg\">Hersfeld-Rotenburg</option>\n",
|
||
"<option value=\"Herzogtum Lauenburg\">Herzogtum Lauenburg</option>\n",
|
||
"<option value=\"Hildburghausen\">Hildburghausen</option>\n",
|
||
"<option value=\"Hildesheim\">Hildesheim</option>\n",
|
||
"<option value=\"Hochsauerlandkreis\">Hochsauerlandkreis</option>\n",
|
||
"<option value=\"Hochtaunuskreis\">Hochtaunuskreis</option>\n",
|
||
"<option value=\"Hof\">Hof</option>\n",
|
||
"<option value=\"Hohenlohekreis\">Hohenlohekreis</option>\n",
|
||
"<option value=\"Holzminden\">Holzminden</option>\n",
|
||
"<option value=\"Höxter\">Höxter</option>\n",
|
||
"<option value=\"Ilm-Kreis\">Ilm-Kreis</option>\n",
|
||
"<option value=\"Ingolstadt\">Ingolstadt</option>\n",
|
||
"<option value=\"Jena, Stadt\">Jena, Stadt</option>\n",
|
||
"<option value=\"Jerichower Land\">Jerichower Land</option>\n",
|
||
"<option value=\"Kaiserslautern\">Kaiserslautern</option>\n",
|
||
"<option value=\"Kaiserslautern, kreisfreie Stadt\">Kaiserslautern, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Karlsruhe\">Karlsruhe</option>\n",
|
||
"<option value=\"Karlsruhe, Stadtkreis\">Karlsruhe, Stadtkreis</option>\n",
|
||
"<option value=\"Kassel\">Kassel</option>\n",
|
||
"<option value=\"Kassel, documenta-Stadt\">Kassel, documenta-Stadt</option>\n",
|
||
"<option value=\"Kaufbeuren\">Kaufbeuren</option>\n",
|
||
"<option value=\"Kelheim\">Kelheim</option>\n",
|
||
"<option value=\"Kempten (Allgäu)\">Kempten (Allgäu)</option>\n",
|
||
"<option value=\"Kiel, Landeshauptstadt\">Kiel, Landeshauptstadt</option>\n",
|
||
"<option value=\"Kitzingen\">Kitzingen</option>\n",
|
||
"<option value=\"Kleve\">Kleve</option>\n",
|
||
"<option value=\"Koblenz, kreisfreie Stadt\">Koblenz, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Konstanz\">Konstanz</option>\n",
|
||
"<option value=\"Krefeld, Stadt\">Krefeld, Stadt</option>\n",
|
||
"<option value=\"Kronach\">Kronach</option>\n",
|
||
"<option value=\"Kulmbach\">Kulmbach</option>\n",
|
||
"<option value=\"Kusel\">Kusel</option>\n",
|
||
"<option value=\"Kyffhäuserkreis\">Kyffhäuserkreis</option>\n",
|
||
"<option value=\"Köln, Stadt\">Köln, Stadt</option>\n",
|
||
"<option value=\"Lahn-Dill-Kreis\">Lahn-Dill-Kreis</option>\n",
|
||
"<option value=\"Landau in der Pfalz, kreisfreie Stadt\">Landau in der Pfalz, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Landkreis Rostock\">Landkreis Rostock</option>\n",
|
||
"<option value=\"Landsberg am Lech\">Landsberg am Lech</option>\n",
|
||
"<option value=\"Landshut\">Landshut</option>\n",
|
||
"<option value=\"Leer\">Leer</option>\n",
|
||
"<option value=\"Leipzig\">Leipzig</option>\n",
|
||
"<option value=\"Leipzig, Stadt\">Leipzig, Stadt</option>\n",
|
||
"<option value=\"Leverkusen, Stadt\">Leverkusen, Stadt</option>\n",
|
||
"<option value=\"Lichtenfels\">Lichtenfels</option>\n",
|
||
"<option value=\"Limburg-Weilburg\">Limburg-Weilburg</option>\n",
|
||
"<option value=\"Lindau (Bodensee)\">Lindau (Bodensee)</option>\n",
|
||
"<option value=\"Lippe\">Lippe</option>\n",
|
||
"<option value=\"Ludwigsburg\">Ludwigsburg</option>\n",
|
||
"<option value=\"Ludwigshafen am Rhein, kreisfreie Stadt\">Ludwigshafen am Rhein, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Ludwigslust-Parchim\">Ludwigslust-Parchim</option>\n",
|
||
"<option value=\"Lörrach\">Lörrach</option>\n",
|
||
"<option value=\"Lübeck, Hansestadt\">Lübeck, Hansestadt</option>\n",
|
||
"<option value=\"Lüchow-Dannenberg\">Lüchow-Dannenberg</option>\n",
|
||
"<option value=\"Lüneburg\">Lüneburg</option>\n",
|
||
"<option value=\"Magdeburg, Landeshauptstadt\">Magdeburg, Landeshauptstadt</option>\n",
|
||
"<option value=\"Main-Kinzig-Kreis\">Main-Kinzig-Kreis</option>\n",
|
||
"<option value=\"Main-Spessart\">Main-Spessart</option>\n",
|
||
"<option value=\"Main-Tauber-Kreis\">Main-Tauber-Kreis</option>\n",
|
||
"<option value=\"Main-Taunus-Kreis\">Main-Taunus-Kreis</option>\n",
|
||
"<option value=\"Mainz, kreisfreie Stadt\">Mainz, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Mainz-Bingen\">Mainz-Bingen</option>\n",
|
||
"<option value=\"Mannheim, Stadtkreis\">Mannheim, Stadtkreis</option>\n",
|
||
"<option value=\"Mansfeld-Südharz\">Mansfeld-Südharz</option>\n",
|
||
"<option value=\"Marburg-Biedenkopf\">Marburg-Biedenkopf</option>\n",
|
||
"<option value=\"Mayen-Koblenz\">Mayen-Koblenz</option>\n",
|
||
"<option value=\"Mecklenburgische Seenplatte\">Mecklenburgische Seenplatte</option>\n",
|
||
"<option value=\"Meißen\">Meißen</option>\n",
|
||
"<option value=\"Memmingen\">Memmingen</option>\n",
|
||
"<option value=\"Merzig-Wadern\">Merzig-Wadern</option>\n",
|
||
"<option value=\"Mettmann\">Mettmann</option>\n",
|
||
"<option value=\"Miesbach\">Miesbach</option>\n",
|
||
"<option value=\"Miltenberg\">Miltenberg</option>\n",
|
||
"<option value=\"Minden-Lübbecke\">Minden-Lübbecke</option>\n",
|
||
"<option value=\"Mittelsachsen\">Mittelsachsen</option>\n",
|
||
"<option value=\"Märkisch-Oderland\">Märkisch-Oderland</option>\n",
|
||
"<option value=\"Märkischer Kreis\">Märkischer Kreis</option>\n",
|
||
"<option value=\"Mönchengladbach, Stadt\">Mönchengladbach, Stadt</option>\n",
|
||
"<option value=\"Mühldorf a.Inn\">Mühldorf a.Inn</option>\n",
|
||
"<option value=\"Mülheim an der Ruhr, Stadt\">Mülheim an der Ruhr, Stadt</option>\n",
|
||
"<option value=\"München\">München</option>\n",
|
||
"<option value=\"München, Landeshauptstadt\">München, Landeshauptstadt</option>\n",
|
||
"<option value=\"Münster, Stadt\">Münster, Stadt</option>\n",
|
||
"<option value=\"Neckar-Odenwald-Kreis\">Neckar-Odenwald-Kreis</option>\n",
|
||
"<option value=\"Neu-Ulm\">Neu-Ulm</option>\n",
|
||
"<option value=\"Neuburg-Schrobenhausen\">Neuburg-Schrobenhausen</option>\n",
|
||
"<option value=\"Neumarkt i.d.OPf.\">Neumarkt i.d.OPf.</option>\n",
|
||
"<option value=\"Neumünster, Stadt\">Neumünster, Stadt</option>\n",
|
||
"<option value=\"Neunkirchen\">Neunkirchen</option>\n",
|
||
"<option value=\"Neustadt a.d.Aisch-Bad Windsheim\">Neustadt a.d.Aisch-Bad Windsheim</option>\n",
|
||
"<option value=\"Neustadt an der Weinstraße, kreisfreie Stadt\">Neustadt an der Weinstraße, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Neuwied\">Neuwied</option>\n",
|
||
"<option value=\"Nienburg (Weser)\">Nienburg (Weser)</option>\n",
|
||
"<option value=\"Nordfriesland\">Nordfriesland</option>\n",
|
||
"<option value=\"Nordhausen\">Nordhausen</option>\n",
|
||
"<option value=\"Nordsachsen\">Nordsachsen</option>\n",
|
||
"<option value=\"Nordwestmecklenburg\">Nordwestmecklenburg</option>\n",
|
||
"<option value=\"Northeim\">Northeim</option>\n",
|
||
"<option value=\"Nürnberg\">Nürnberg</option>\n",
|
||
"<option value=\"Nürnberger Land\">Nürnberger Land</option>\n",
|
||
"<option value=\"Oberallgäu\">Oberallgäu</option>\n",
|
||
"<option value=\"Oberbergischer Kreis\">Oberbergischer Kreis</option>\n",
|
||
"<option value=\"Oberhausen, Stadt\">Oberhausen, Stadt</option>\n",
|
||
"<option value=\"Oberhavel\">Oberhavel</option>\n",
|
||
"<option value=\"Oberspreewald-Lausitz\">Oberspreewald-Lausitz</option>\n",
|
||
"<option value=\"Odenwaldkreis\">Odenwaldkreis</option>\n",
|
||
"<option value=\"Oder-Spree\">Oder-Spree</option>\n",
|
||
"<option value=\"Offenbach\">Offenbach</option>\n",
|
||
"<option value=\"Offenbach am Main, Stadt\">Offenbach am Main, Stadt</option>\n",
|
||
"<option value=\"Oldenburg\">Oldenburg</option>\n",
|
||
"<option value=\"Oldenburg (Oldenburg), Stadt\">Oldenburg (Oldenburg), Stadt</option>\n",
|
||
"<option value=\"Olpe\">Olpe</option>\n",
|
||
"<option value=\"Ortenaukreis\">Ortenaukreis</option>\n",
|
||
"<option value=\"Osnabrück\">Osnabrück</option>\n",
|
||
"<option value=\"Osnabrück, Stadt\">Osnabrück, Stadt</option>\n",
|
||
"<option value=\"Ostalbkreis\">Ostalbkreis</option>\n",
|
||
"<option value=\"Ostallgäu\">Ostallgäu</option>\n",
|
||
"<option value=\"Osterholz\">Osterholz</option>\n",
|
||
"<option value=\"Ostholstein\">Ostholstein</option>\n",
|
||
"<option value=\"Ostprignitz-Ruppin\">Ostprignitz-Ruppin</option>\n",
|
||
"<option value=\"Paderborn\">Paderborn</option>\n",
|
||
"<option value=\"Passau\">Passau</option>\n",
|
||
"<option value=\"Peine\">Peine</option>\n",
|
||
"<option value=\"Pfaffenhofen a.d.Ilm\">Pfaffenhofen a.d.Ilm</option>\n",
|
||
"<option value=\"Pforzheim, Stadtkreis\">Pforzheim, Stadtkreis</option>\n",
|
||
"<option value=\"Pinneberg\">Pinneberg</option>\n",
|
||
"<option value=\"Pirmasens, kreisfreie Stadt\">Pirmasens, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Plön\">Plön</option>\n",
|
||
"<option value=\"Potsdam, Stadt\">Potsdam, Stadt</option>\n",
|
||
"<option value=\"Potsdam-Mittelmark\">Potsdam-Mittelmark</option>\n",
|
||
"<option value=\"Prignitz\">Prignitz</option>\n",
|
||
"<option value=\"Rastatt\">Rastatt</option>\n",
|
||
"<option value=\"Ravensburg\">Ravensburg</option>\n",
|
||
"<option value=\"Recklinghausen\">Recklinghausen</option>\n",
|
||
"<option value=\"Regen\">Regen</option>\n",
|
||
"<option value=\"Regensburg\">Regensburg</option>\n",
|
||
"<option value=\"Region Hannover\">Region Hannover</option>\n",
|
||
"<option value=\"Regionalverband Saarbrücken\">Regionalverband Saarbrücken</option>\n",
|
||
"<option value=\"Rems-Murr-Kreis\">Rems-Murr-Kreis</option>\n",
|
||
"<option value=\"Remscheid, Stadt\">Remscheid, Stadt</option>\n",
|
||
"<option value=\"Rendsburg-Eckernförde\">Rendsburg-Eckernförde</option>\n",
|
||
"<option value=\"Reutlingen\">Reutlingen</option>\n",
|
||
"<option value=\"Rhein-Erft-Kreis\">Rhein-Erft-Kreis</option>\n",
|
||
"<option value=\"Rhein-Hunsrück-Kreis\">Rhein-Hunsrück-Kreis</option>\n",
|
||
"<option value=\"Rhein-Kreis Neuss\">Rhein-Kreis Neuss</option>\n",
|
||
"<option value=\"Rhein-Lahn-Kreis\">Rhein-Lahn-Kreis</option>\n",
|
||
"<option value=\"Rhein-Neckar-Kreis\">Rhein-Neckar-Kreis</option>\n",
|
||
"<option value=\"Rhein-Sieg-Kreis\">Rhein-Sieg-Kreis</option>\n",
|
||
"<option value=\"Rheingau-Taunus-Kreis\">Rheingau-Taunus-Kreis</option>\n",
|
||
"<option value=\"Rheinisch-Bergischer Kreis\">Rheinisch-Bergischer Kreis</option>\n",
|
||
"<option value=\"Rhön-Grabfeld\">Rhön-Grabfeld</option>\n",
|
||
"<option value=\"Rosenheim\">Rosenheim</option>\n",
|
||
"<option value=\"Rostock\">Rostock</option>\n",
|
||
"<option value=\"Rotenburg (Wümme)\">Rotenburg (Wümme)</option>\n",
|
||
"<option value=\"Roth\">Roth</option>\n",
|
||
"<option value=\"Rottal-Inn\">Rottal-Inn</option>\n",
|
||
"<option value=\"Rottweil\">Rottweil</option>\n",
|
||
"<option value=\"Saale-Holzland-Kreis\">Saale-Holzland-Kreis</option>\n",
|
||
"<option value=\"Saale-Orla-Kreis\">Saale-Orla-Kreis</option>\n",
|
||
"<option value=\"Saalekreis\">Saalekreis</option>\n",
|
||
"<option value=\"Saalfeld-Rudolstadt\">Saalfeld-Rudolstadt</option>\n",
|
||
"<option value=\"Saarlouis\">Saarlouis</option>\n",
|
||
"<option value=\"Saarpfalz-Kreis\">Saarpfalz-Kreis</option>\n",
|
||
"<option value=\"Salzgitter, Stadt\">Salzgitter, Stadt</option>\n",
|
||
"<option value=\"Salzlandkreis\">Salzlandkreis</option>\n",
|
||
"<option value=\"Schaumburg\">Schaumburg</option>\n",
|
||
"<option value=\"Schleswig-Flensburg\">Schleswig-Flensburg</option>\n",
|
||
"<option value=\"Schmalkalden-Meiningen\">Schmalkalden-Meiningen</option>\n",
|
||
"<option value=\"Schwabach\">Schwabach</option>\n",
|
||
"<option value=\"Schwalm-Eder-Kreis\">Schwalm-Eder-Kreis</option>\n",
|
||
"<option value=\"Schwandorf\">Schwandorf</option>\n",
|
||
"<option value=\"Schwarzwald-Baar-Kreis\">Schwarzwald-Baar-Kreis</option>\n",
|
||
"<option value=\"Schweinfurt\">Schweinfurt</option>\n",
|
||
"<option value=\"Schwerin\">Schwerin</option>\n",
|
||
"<option value=\"Schwäbisch Hall\">Schwäbisch Hall</option>\n",
|
||
"<option value=\"Segeberg\">Segeberg</option>\n",
|
||
"<option value=\"Siegen-Wittgenstein\">Siegen-Wittgenstein</option>\n",
|
||
"<option value=\"Sigmaringen\">Sigmaringen</option>\n",
|
||
"<option value=\"Soest\">Soest</option>\n",
|
||
"<option value=\"Solingen, Klingenstadt\">Solingen, Klingenstadt</option>\n",
|
||
"<option value=\"Sonneberg\">Sonneberg</option>\n",
|
||
"<option value=\"Speyer, kreisfreie Stadt\">Speyer, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Spree-Neiße\">Spree-Neiße</option>\n",
|
||
"<option value=\"St. Wendel\">St. Wendel</option>\n",
|
||
"<option value=\"Stade\">Stade</option>\n",
|
||
"<option value=\"Starnberg\">Starnberg</option>\n",
|
||
"<option value=\"Steinburg\">Steinburg</option>\n",
|
||
"<option value=\"Steinfurt\">Steinfurt</option>\n",
|
||
"<option value=\"Stendal\">Stendal</option>\n",
|
||
"<option value=\"Stormarn\">Stormarn</option>\n",
|
||
"<option value=\"Straubing\">Straubing</option>\n",
|
||
"<option value=\"Straubing-Bogen\">Straubing-Bogen</option>\n",
|
||
"<option value=\"Stuttgart, Stadtkreis\">Stuttgart, Stadtkreis</option>\n",
|
||
"<option value=\"Städteregion Aachen\">Städteregion Aachen</option>\n",
|
||
"<option value=\"Suhl, Stadt\">Suhl, Stadt</option>\n",
|
||
"<option value=\"Sächsische Schweiz-Osterzgebirge\">Sächsische Schweiz-Osterzgebirge</option>\n",
|
||
"<option value=\"Sömmerda\">Sömmerda</option>\n",
|
||
"<option value=\"Südliche Weinstraße\">Südliche Weinstraße</option>\n",
|
||
"<option value=\"Südwestpfalz\">Südwestpfalz</option>\n",
|
||
"<option value=\"Teltow-Fläming\">Teltow-Fläming</option>\n",
|
||
"<option value=\"Tirschenreuth\">Tirschenreuth</option>\n",
|
||
"<option value=\"Traunstein\">Traunstein</option>\n",
|
||
"<option value=\"Trier, kreisfreie Stadt\">Trier, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Trier-Saarburg\">Trier-Saarburg</option>\n",
|
||
"<option value=\"Tuttlingen\">Tuttlingen</option>\n",
|
||
"<option value=\"Tübingen\">Tübingen</option>\n",
|
||
"<option value=\"Uckermark\">Uckermark</option>\n",
|
||
"<option value=\"Uelzen\">Uelzen</option>\n",
|
||
"<option value=\"Ulm, Stadtkreis\">Ulm, Stadtkreis</option>\n",
|
||
"<option value=\"Unna\">Unna</option>\n",
|
||
"<option value=\"Unstrut-Hainich-Kreis\">Unstrut-Hainich-Kreis</option>\n",
|
||
"<option value=\"Unterallgäu\">Unterallgäu</option>\n",
|
||
"<option value=\"Vechta\">Vechta</option>\n",
|
||
"<option value=\"Verden\">Verden</option>\n",
|
||
"<option value=\"Viersen\">Viersen</option>\n",
|
||
"<option value=\"Vogelsbergkreis\">Vogelsbergkreis</option>\n",
|
||
"<option value=\"Vogtlandkreis\">Vogtlandkreis</option>\n",
|
||
"<option value=\"Vorpommern-Greifswald\">Vorpommern-Greifswald</option>\n",
|
||
"<option value=\"Vorpommern-Rügen\">Vorpommern-Rügen</option>\n",
|
||
"<option value=\"Vulkaneifel\">Vulkaneifel</option>\n",
|
||
"<option value=\"Waldeck-Frankenberg\">Waldeck-Frankenberg</option>\n",
|
||
"<option value=\"Waldshut\">Waldshut</option>\n",
|
||
"<option value=\"Warendorf\">Warendorf</option>\n",
|
||
"<option value=\"Wartburgkreis\">Wartburgkreis</option>\n",
|
||
"<option value=\"Weiden i.d.OPf.\">Weiden i.d.OPf.</option>\n",
|
||
"<option value=\"Weilheim-Schongau\">Weilheim-Schongau</option>\n",
|
||
"<option value=\"Weimar, Stadt\">Weimar, Stadt</option>\n",
|
||
"<option value=\"Weimarer Land\">Weimarer Land</option>\n",
|
||
"<option value=\"Weißenburg-Gunzenhausen\">Weißenburg-Gunzenhausen</option>\n",
|
||
"<option value=\"Werra-Meißner-Kreis\">Werra-Meißner-Kreis</option>\n",
|
||
"<option value=\"Wesel\">Wesel</option>\n",
|
||
"<option value=\"Wesermarsch\">Wesermarsch</option>\n",
|
||
"<option value=\"Westerwaldkreis\">Westerwaldkreis</option>\n",
|
||
"<option value=\"Wetteraukreis\">Wetteraukreis</option>\n",
|
||
"<option value=\"Wiesbaden, Landeshauptstadt\">Wiesbaden, Landeshauptstadt</option>\n",
|
||
"<option value=\"Wilhelmshaven, Stadt\">Wilhelmshaven, Stadt</option>\n",
|
||
"<option value=\"Wittenberg\">Wittenberg</option>\n",
|
||
"<option value=\"Wittmund\">Wittmund</option>\n",
|
||
"<option value=\"Wolfenbüttel\">Wolfenbüttel</option>\n",
|
||
"<option value=\"Wolfsburg, Stadt\">Wolfsburg, Stadt</option>\n",
|
||
"<option value=\"Worms, kreisfreie Stadt\">Worms, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Wunsiedel i.Fichtelgebirge\">Wunsiedel i.Fichtelgebirge</option>\n",
|
||
"<option value=\"Wuppertal, Stadt\">Wuppertal, Stadt</option>\n",
|
||
"<option value=\"Würzburg\">Würzburg</option>\n",
|
||
"<option value=\"Zollernalbkreis\">Zollernalbkreis</option>\n",
|
||
"<option value=\"Zweibrücken, kreisfreie Stadt\">Zweibrücken, kreisfreie Stadt</option>\n",
|
||
"<option value=\"Zwickau\">Zwickau</option>\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"saveKreisOptions(kreisOptions)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "43c2f826",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import os\n",
|
||
"\n",
|
||
"\n",
|
||
"class IOUtils:\n",
|
||
"\n",
|
||
" def saveDictAsJson(dict, file):\n",
|
||
" IOUtils.ensurePath(file)\n",
|
||
" with open(file, 'w') as outfile:\n",
|
||
" json.dump(dict, outfile)\n",
|
||
"\n",
|
||
" @staticmethod\n",
|
||
" def ensurePath(file):\n",
|
||
" directory = os.path.dirname(file)\n",
|
||
" if not os.path.exists(directory):\n",
|
||
" os.makedirs(directory)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "997a4bdb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def getIntensiveCareBeds(timeSeries, kreis = None):\n",
|
||
" if kreis is not None:\n",
|
||
" return timeSeries[timeSeries['Kreis'] == kreis][['date', 'betten_belegt', 'betten_frei', 'Einwohnerzahl']]\n",
|
||
" else:\n",
|
||
" return timeSeries.groupby('date').agg(**{\n",
|
||
" 'betten_belegt': pd.NamedAgg(column = 'betten_belegt', aggfunc = 'sum'),\n",
|
||
" 'betten_frei': pd.NamedAgg(column = 'betten_frei', aggfunc = 'sum'),\n",
|
||
" 'Einwohnerzahl': pd.NamedAgg(column = 'Einwohnerzahl', aggfunc = 'sum') \n",
|
||
" }).reset_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "a97f5b2b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import json\n",
|
||
"\n",
|
||
"\n",
|
||
"def getAndPersistIntensiveCareBeds(timeSeries, kreis = None):\n",
|
||
" intensiveCareBeds = getIntensiveCareBeds(timeSeries, kreis)\n",
|
||
" display(kreis)\n",
|
||
" _saveAsJson(intensiveCareBeds, _getFilename(kreis))\n",
|
||
" return intensiveCareBeds\n",
|
||
"\n",
|
||
"\n",
|
||
"def _saveAsJson(intensiveCareBeds, file):\n",
|
||
" IOUtils.saveDictAsJson(\n",
|
||
" {\n",
|
||
" 'population': int(intensiveCareBeds.iloc[0]['Einwohnerzahl']),\n",
|
||
" 'data': _intensiveCareBeds2Dict(intensiveCareBeds),\n",
|
||
" },\n",
|
||
" file)\n",
|
||
"\n",
|
||
"\n",
|
||
"def _intensiveCareBeds2Dict(intensiveCareBeds):\n",
|
||
" df = intensiveCareBeds[['date', 'betten_belegt', 'betten_frei']].copy()\n",
|
||
" df['date'] = df['date'].dt.strftime('%Y-%m-%d')\n",
|
||
" return df.to_dict(orient = \"records\")\n",
|
||
"\n",
|
||
"\n",
|
||
"def _getFilename(kreis):\n",
|
||
" return '../../docs/data/intensivstationen/intensivstationen-{suffix}.json'.format(suffix = _getSuffix(kreis))\n",
|
||
"\n",
|
||
"\n",
|
||
"def _getSuffix(kreis):\n",
|
||
" return kreis if kreis is not None else 'de'\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "349edd73",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"None"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>betten_belegt</th>\n",
|
||
" <th>betten_frei</th>\n",
|
||
" <th>Einwohnerzahl</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2020-04-24</td>\n",
|
||
" <td>19237</td>\n",
|
||
" <td>12270</td>\n",
|
||
" <td>82401553.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2020-04-25</td>\n",
|
||
" <td>19100</td>\n",
|
||
" <td>12290</td>\n",
|
||
" <td>82401553.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2020-04-26</td>\n",
|
||
" <td>18617</td>\n",
|
||
" <td>12694</td>\n",
|
||
" <td>82401553.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2020-04-27</td>\n",
|
||
" <td>18803</td>\n",
|
||
" <td>12537</td>\n",
|
||
" <td>82360711.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2020-04-28</td>\n",
|
||
" <td>19345</td>\n",
|
||
" <td>12207</td>\n",
|
||
" <td>82504802.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>685</th>\n",
|
||
" <td>2022-03-10</td>\n",
|
||
" <td>20792</td>\n",
|
||
" <td>4043</td>\n",
|
||
" <td>82658396.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>686</th>\n",
|
||
" <td>2022-03-11</td>\n",
|
||
" <td>20770</td>\n",
|
||
" <td>3954</td>\n",
|
||
" <td>82658396.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>687</th>\n",
|
||
" <td>2022-03-12</td>\n",
|
||
" <td>20301</td>\n",
|
||
" <td>4134</td>\n",
|
||
" <td>82658396.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>688</th>\n",
|
||
" <td>2022-03-13</td>\n",
|
||
" <td>20001</td>\n",
|
||
" <td>4356</td>\n",
|
||
" <td>82658396.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>689</th>\n",
|
||
" <td>2022-03-14</td>\n",
|
||
" <td>20250</td>\n",
|
||
" <td>4328</td>\n",
|
||
" <td>82658396.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>690 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date betten_belegt betten_frei Einwohnerzahl\n",
|
||
"0 2020-04-24 19237 12270 82401553.0\n",
|
||
"1 2020-04-25 19100 12290 82401553.0\n",
|
||
"2 2020-04-26 18617 12694 82401553.0\n",
|
||
"3 2020-04-27 18803 12537 82360711.0\n",
|
||
"4 2020-04-28 19345 12207 82504802.0\n",
|
||
".. ... ... ... ...\n",
|
||
"685 2022-03-10 20792 4043 82658396.0\n",
|
||
"686 2022-03-11 20770 3954 82658396.0\n",
|
||
"687 2022-03-12 20301 4134 82658396.0\n",
|
||
"688 2022-03-13 20001 4356 82658396.0\n",
|
||
"689 2022-03-14 20250 4328 82658396.0\n",
|
||
"\n",
|
||
"[690 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"getAndPersistIntensiveCareBeds(timeSeries)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "1b97137f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ahrweiler'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Aichach-Friedberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Alb-Donau-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Altenburger Land'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Altenkirchen (Westerwald)'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Altmarkkreis Salzwedel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Altötting'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Alzey-Worms'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Amberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Amberg-Sulzbach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ammerland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Anhalt-Bitterfeld'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ansbach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Aschaffenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Augsburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Aurich'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bad Dürkheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bad Kissingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bad Kreuznach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bad Tölz-Wolfratshausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Baden-Baden, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bamberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Barnim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bautzen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bayreuth'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Berchtesgadener Land'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bergstraße'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Berlin, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bernkastel-Wittlich'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Biberach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bielefeld, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Birkenfeld'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bochum, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bodenseekreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bonn, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Borken'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bottrop, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Brandenburg an der Havel, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Braunschweig, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Breisgau-Hochschwarzwald'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bremen, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bremerhaven, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Burgenlandkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Böblingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Börde'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Calw'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Celle'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cham'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Chemnitz, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cloppenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Coburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cochem-Zell'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Coesfeld'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cottbus, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cuxhaven'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dachau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dahme-Spreewald'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Darmstadt, Wissenschaftsstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Darmstadt-Dieburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Deggendorf'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Delmenhorst, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dessau-Roßlau, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Diepholz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dillingen a.d.Donau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dingolfing-Landau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dithmarschen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Donau-Ries'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Donnersbergkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dortmund, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dresden, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Duisburg, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Düren'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Düsseldorf, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ebersberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Eichsfeld'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Eichstätt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Eifelkreis Bitburg-Prüm'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Elbe-Elster'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Emden, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Emmendingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Emsland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ennepe-Ruhr-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Enzkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Erding'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Erfurt, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Erlangen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Erlangen-Höchstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Erzgebirgskreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Essen, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Esslingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Euskirchen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Flensburg, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Forchheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Frankenthal (Pfalz), kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Frankfurt (Oder), Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Frankfurt am Main, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Freiburg im Breisgau, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Freising'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Freudenstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Freyung-Grafenau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Friesland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Fulda'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Fürstenfeldbruck'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Fürth'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Garmisch-Partenkirchen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gelsenkirchen, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gera, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Germersheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gießen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gifhorn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Goslar'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gotha'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Grafschaft Bentheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Greiz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Groß-Gerau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Göppingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Görlitz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Göttingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Günzburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Gütersloh'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hagen, Stadt der FernUniversität'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Halle (Saale), Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hamburg, Freie und Hansestadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hameln-Pyrmont'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hamm, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Harburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Harz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Havelland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Haßberge'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heidekreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heidelberg, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heidenheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heilbronn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heilbronn, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Heinsberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Helmstedt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Herford'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Herne, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hersfeld-Rotenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Herzogtum Lauenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hildburghausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hildesheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hochsauerlandkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hochtaunuskreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hof'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hohenlohekreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Holzminden'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Höxter'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ilm-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ingolstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Jena, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Jerichower Land'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kaiserslautern'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kaiserslautern, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Karlsruhe'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Karlsruhe, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kassel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kassel, documenta-Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kaufbeuren'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kelheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kempten (Allgäu)'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kiel, Landeshauptstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kitzingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kleve'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Koblenz, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Konstanz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Krefeld, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kronach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kulmbach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kusel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kyffhäuserkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Köln, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lahn-Dill-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Landau in der Pfalz, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Landkreis Rostock'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Landsberg am Lech'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Landshut'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Leer'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Leipzig'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Leipzig, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Leverkusen, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lichtenfels'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Limburg-Weilburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lindau (Bodensee)'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lippe'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ludwigsburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ludwigshafen am Rhein, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ludwigslust-Parchim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lörrach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lübeck, Hansestadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lüchow-Dannenberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lüneburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Magdeburg, Landeshauptstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Main-Kinzig-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Main-Spessart'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Main-Tauber-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Main-Taunus-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mainz, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mainz-Bingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mannheim, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mansfeld-Südharz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Marburg-Biedenkopf'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mayen-Koblenz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mecklenburgische Seenplatte'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Meißen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Memmingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Merzig-Wadern'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mettmann'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Miesbach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Miltenberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Minden-Lübbecke'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mittelsachsen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Märkisch-Oderland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Märkischer Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mönchengladbach, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mühldorf a.Inn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mülheim an der Ruhr, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'München'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'München, Landeshauptstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Münster, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neckar-Odenwald-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neu-Ulm'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neuburg-Schrobenhausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neumarkt i.d.OPf.'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neumünster, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neunkirchen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neustadt a.d.Aisch-Bad Windsheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neustadt an der Weinstraße, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Neuwied'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nienburg (Weser)'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nordfriesland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nordhausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nordsachsen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nordwestmecklenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Northeim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nürnberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nürnberger Land'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oberallgäu'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oberbergischer Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oberhausen, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oberhavel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oberspreewald-Lausitz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Odenwaldkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oder-Spree'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Offenbach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Offenbach am Main, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oldenburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oldenburg (Oldenburg), Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Olpe'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ortenaukreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Osnabrück'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Osnabrück, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ostalbkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ostallgäu'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Osterholz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ostholstein'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ostprignitz-Ruppin'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Paderborn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Passau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Peine'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Pfaffenhofen a.d.Ilm'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Pforzheim, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Pinneberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Pirmasens, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Plön'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Potsdam, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Potsdam-Mittelmark'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Prignitz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rastatt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ravensburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Recklinghausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Regen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Regensburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Region Hannover'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Regionalverband Saarbrücken'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rems-Murr-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Remscheid, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rendsburg-Eckernförde'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Reutlingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Erft-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Hunsrück-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Kreis Neuss'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Lahn-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Neckar-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhein-Sieg-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rheingau-Taunus-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rheinisch-Bergischer Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rhön-Grabfeld'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rosenheim'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rostock'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rotenburg (Wümme)'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Roth'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rottal-Inn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Rottweil'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saale-Holzland-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saale-Orla-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saalekreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saalfeld-Rudolstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saarlouis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Saarpfalz-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Salzgitter, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Salzlandkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schaumburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schleswig-Flensburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schmalkalden-Meiningen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwabach'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwalm-Eder-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwandorf'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwarzwald-Baar-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schweinfurt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwerin'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Schwäbisch Hall'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Segeberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Siegen-Wittgenstein'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Sigmaringen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Soest'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Solingen, Klingenstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Sonneberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Speyer, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Spree-Neiße'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'St. Wendel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Stade'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Starnberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Steinburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Steinfurt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Stendal'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Stormarn'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Straubing'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Straubing-Bogen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Stuttgart, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Städteregion Aachen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Suhl, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Sächsische Schweiz-Osterzgebirge'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Sömmerda'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Südliche Weinstraße'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Südwestpfalz'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Teltow-Fläming'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tirschenreuth'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Traunstein'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Trier, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Trier-Saarburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tuttlingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tübingen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Uckermark'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Uelzen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ulm, Stadtkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Unna'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Unstrut-Hainich-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Unterallgäu'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vechta'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Verden'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Viersen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vogelsbergkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vogtlandkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vorpommern-Greifswald'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vorpommern-Rügen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Vulkaneifel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Waldeck-Frankenberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Waldshut'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Warendorf'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wartburgkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Weiden i.d.OPf.'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Weilheim-Schongau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Weimar, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Weimarer Land'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Weißenburg-Gunzenhausen'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Werra-Meißner-Kreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wesel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wesermarsch'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Westerwaldkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wetteraukreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wiesbaden, Landeshauptstadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wilhelmshaven, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wittenberg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wittmund'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wolfenbüttel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wolfsburg, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Worms, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wunsiedel i.Fichtelgebirge'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Wuppertal, Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Würzburg'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Zollernalbkreis'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Zweibrücken, kreisfreie Stadt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Zwickau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"for kreis in kreisValues:\n",
|
||
" getAndPersistIntensiveCareBeds(timeSeries, kreis)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0218cdb4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def publish():\n",
|
||
" %cd /home/frankknoll/Dokumente/Corona/projects/HowBadIsMyBatch-pages\n",
|
||
" ! git add -A\n",
|
||
" ! git commit -m \"updating data\"\n",
|
||
" ! git push"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "5f173c2b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"publish()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|