diff --git a/src/intensivstationen/Intensivstationen.ipynb b/src/intensivstationen/Intensivstationen.ipynb
index f5705f3b171..abdb791a4b8 100644
--- a/src/intensivstationen/Intensivstationen.ipynb
+++ b/src/intensivstationen/Intensivstationen.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
"metadata": {},
"outputs": [],
@@ -17,7 +17,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"id": "dfa836ec",
"metadata": {},
"outputs": [],
@@ -27,7 +27,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"id": "79de4057",
"metadata": {},
"outputs": [],
@@ -87,10 +87,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"id": "336f56e6",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "lastUpdatedIntensivstationen: 2022-03-10 12:38:00\n",
+ "lastUpdatedOriginal: 2022-03-10 12:38:00\n",
+ "needsUpdate: False\n"
+ ]
+ }
+ ],
"source": [
"dateProvider = DateProvider()\n",
"print('lastUpdatedIntensivstationen:', dateProvider.getLastUpdatedIntensivstationen())\n",
@@ -101,7 +111,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "03784154",
"metadata": {},
"outputs": [],
@@ -121,7 +131,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"id": "63be303c",
"metadata": {},
"outputs": [],
@@ -131,7 +141,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"id": "d021de84",
"metadata": {},
"outputs": [],
@@ -162,10 +172,154 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "3f992231",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "
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+ "
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+ ],
+ "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",
+ "271211 2022-03-10 06 06437 1 125\n",
+ "271210 2022-03-10 06 06436 6 20\n",
+ "271209 2022-03-10 06 06435 9 74\n",
+ "271207 2022-03-10 06 06433 2 21\n",
+ "271480 2022-03-10 16 16077 7 25\n",
+ "\n",
+ "[271481 rows x 5 columns]"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"timeSeries = readTimeseries(download = needsUpdate)\n",
"timeSeries"
@@ -173,7 +327,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"id": "2d34c6a4",
"metadata": {},
"outputs": [],
@@ -201,10 +355,165 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "74ea4d55",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " 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"
@@ -212,7 +521,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"id": "af96fb11",
"metadata": {},
"outputs": [],
@@ -242,10 +551,203 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"id": "62a20115",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " betten_belegt \n",
+ " Kreis \n",
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+ " Bundesland \n",
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+ " 2020-04-24 \n",
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+ " 2022-03-10 \n",
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+ " 16077 \n",
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+ " Altenburger Land \n",
+ " 88356.0 \n",
+ " Thüringen \n",
+ " \n",
+ " \n",
+ "
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+ "
271481 rows × 8 columns
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+ "
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+ ],
+ "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",
+ "271211 2022-03-10 06 06437 1 125 \n",
+ "271210 2022-03-10 06 06436 6 20 \n",
+ "271209 2022-03-10 06 06435 9 74 \n",
+ "271207 2022-03-10 06 06433 2 21 \n",
+ "271480 2022-03-10 16 16077 7 25 \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",
+ "271211 Odenwaldkreis 96754.0 Hessen \n",
+ "271210 Main-Taunus-Kreis 239264.0 Hessen \n",
+ "271209 Main-Kinzig-Kreis 421689.0 Hessen \n",
+ "271207 Groß-Gerau 275807.0 Hessen \n",
+ "271480 Altenburger Land 88356.0 Thüringen \n",
+ "\n",
+ "[271481 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"timeSeries = ColumnsAdder(kreise).addKreisAndBundeslandAndEinwohnerzahlColumns(timeSeries)\n",
"timeSeries"
@@ -253,10 +755,136 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"id": "356494d3",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Flensburg, Stadt', 'Bamberg', 'Hof', 'Coburg', 'Bayreuth',\n",
+ " 'Schwandorf', 'Regensburg', 'Neumarkt i.d.OPf.', 'Cham',\n",
+ " 'Amberg-Sulzbach', 'Amberg', 'Dingolfing-Landau',\n",
+ " 'Straubing-Bogen', 'Rottal-Inn', 'Regen', 'Passau', 'Landshut',\n",
+ " 'Kelheim', 'Weiden i.d.OPf.', 'Forchheim', 'Kronach', 'Kitzingen',\n",
+ " 'Haßberge', 'Rhön-Grabfeld', 'Bad Kissingen', 'Aschaffenburg',\n",
+ " 'Würzburg', 'Schweinfurt', 'Weißenburg-Gunzenhausen', 'Roth',\n",
+ " 'Neustadt a.d.Aisch-Bad Windsheim', 'Nürnberger Land',\n",
+ " 'Erlangen-Höchstadt', 'Ansbach', 'Nürnberg', 'Fürth', 'Erlangen',\n",
+ " 'Wunsiedel i.Fichtelgebirge', 'Lichtenfels', 'Kulmbach',\n",
+ " 'Freyung-Grafenau', 'Miltenberg', 'Deggendorf', 'Bodenseekreis',\n",
+ " 'Biberach', 'Alb-Donau-Kreis', 'Ulm, Stadtkreis',\n",
+ " 'Zollernalbkreis', 'Tübingen', 'Reutlingen', 'Waldshut', 'Lörrach',\n",
+ " 'Ravensburg', 'Konstanz', 'Schwarzwald-Baar-Kreis', 'Rottweil',\n",
+ " 'Ortenaukreis', 'Emmendingen', 'Breisgau-Hochschwarzwald',\n",
+ " 'Freiburg im Breisgau, Stadtkreis', 'Freudenstadt', 'Enzkreis',\n",
+ " 'Calw', 'Tuttlingen', 'Sigmaringen', 'Ingolstadt',\n",
+ " 'München, Landeshauptstadt', 'Weilheim-Schongau', 'Traunstein',\n",
+ " 'Starnberg', 'Rosenheim', 'Pfaffenhofen a.d.Ilm',\n",
+ " 'Neuburg-Schrobenhausen', 'München', 'Mühldorf a.Inn', 'Miesbach',\n",
+ " 'Landsberg am Lech', 'Garmisch-Partenkirchen', 'Fürstenfeldbruck',\n",
+ " 'Freising', 'Erding', 'Eichstätt', 'Dachau',\n",
+ " 'Bad Tölz-Wolfratshausen', 'Berchtesgadener Land', 'Altötting',\n",
+ " 'Straubing', 'Augsburg', 'Saalekreis', 'Mansfeld-Südharz',\n",
+ " 'Jerichower Land', 'Harz', 'Burgenlandkreis', 'Börde',\n",
+ " 'Anhalt-Bitterfeld', 'Altmarkkreis Salzwedel',\n",
+ " 'Magdeburg, Landeshauptstadt', 'Salzlandkreis',\n",
+ " 'Halle (Saale), Stadt', 'Nordsachsen', 'Leipzig', 'Leipzig, Stadt',\n",
+ " 'Sächsische Schweiz-Osterzgebirge', 'Meißen', 'Görlitz', 'Bautzen',\n",
+ " 'Dresden, Stadt', 'Zwickau', 'Dessau-Roßlau, Stadt', 'Stendal',\n",
+ " 'Wittenberg', 'Erfurt, Stadt', 'Altenburger Land', 'Greiz',\n",
+ " 'Saale-Orla-Kreis', 'Saale-Holzland-Kreis', 'Saalfeld-Rudolstadt',\n",
+ " 'Sonneberg', 'Weimarer Land', 'Ilm-Kreis', 'Hildburghausen',\n",
+ " 'Sömmerda', 'Gotha', 'Schmalkalden-Meiningen', 'Kyffhäuserkreis',\n",
+ " 'Unstrut-Hainich-Kreis', 'Wartburgkreis', 'Nordhausen',\n",
+ " 'Eichsfeld', 'Weimar, Stadt', 'Suhl, Stadt', 'Jena, Stadt',\n",
+ " 'Gera, Stadt', 'Vogtlandkreis', 'Mittelsachsen', 'Erzgebirgskreis',\n",
+ " 'Chemnitz, Stadt', 'Brandenburg an der Havel, Stadt',\n",
+ " 'Berlin, Stadt', 'St. Wendel', 'Saarpfalz-Kreis', 'Saarlouis',\n",
+ " 'Neunkirchen', 'Merzig-Wadern', 'Regionalverband Saarbrücken',\n",
+ " 'Oberallgäu', 'Donau-Ries', 'Unterallgäu', 'Ostallgäu',\n",
+ " 'Lindau (Bodensee)', 'Neu-Ulm', 'Günzburg', 'Dillingen a.d.Donau',\n",
+ " 'Aichach-Friedberg', 'Memmingen', 'Kempten (Allgäu)', 'Kaufbeuren',\n",
+ " 'Cottbus, Stadt', 'Pforzheim, Stadtkreis',\n",
+ " 'Frankfurt (Oder), Stadt', 'Barnim', 'Ludwigslust-Parchim',\n",
+ " 'Vorpommern-Greifswald', 'Nordwestmecklenburg', 'Vorpommern-Rügen',\n",
+ " 'Landkreis Rostock', 'Mecklenburgische Seenplatte', 'Schwerin',\n",
+ " 'Rostock', 'Uckermark', 'Teltow-Fläming', 'Spree-Neiße',\n",
+ " 'Prignitz', 'Potsdam-Mittelmark', 'Ostprignitz-Ruppin',\n",
+ " 'Oder-Spree', 'Oberspreewald-Lausitz', 'Oberhavel',\n",
+ " 'Märkisch-Oderland', 'Havelland', 'Elbe-Elster', 'Dahme-Spreewald',\n",
+ " 'Potsdam, Stadt', 'Rhein-Neckar-Kreis', 'Main-Spessart',\n",
+ " 'Mannheim, Stadtkreis', 'Remscheid, Stadt', 'Oberhausen, Stadt',\n",
+ " 'Mülheim an der Ruhr, Stadt', 'Mönchengladbach, Stadt',\n",
+ " 'Krefeld, Stadt', 'Essen, Stadt', 'Duisburg, Stadt',\n",
+ " 'Düsseldorf, Stadt', 'Bremerhaven, Stadt',\n",
+ " 'Solingen, Klingenstadt', 'Bremen, Stadt', 'Wesermarsch', 'Vechta',\n",
+ " 'Osnabrück', 'Oldenburg', 'Leer', 'Grafschaft Bentheim',\n",
+ " 'Friesland', 'Emsland', 'Cloppenburg', 'Wittmund',\n",
+ " 'Wuppertal, Stadt', 'Kleve', 'Mettmann', 'Steinfurt',\n",
+ " 'Recklinghausen', 'Coesfeld', 'Borken', 'Münster, Stadt',\n",
+ " 'Gelsenkirchen, Stadt', 'Bottrop, Stadt', 'Rhein-Sieg-Kreis',\n",
+ " 'Rheinisch-Bergischer Kreis', 'Oberbergischer Kreis', 'Heinsberg',\n",
+ " 'Euskirchen', 'Rhein-Erft-Kreis', 'Düren', 'Städteregion Aachen',\n",
+ " 'Leverkusen, Stadt', 'Köln, Stadt', 'Bonn, Stadt', 'Wesel',\n",
+ " 'Viersen', 'Rhein-Kreis Neuss', 'Aurich', 'Ammerland',\n",
+ " 'Wilhelmshaven, Stadt', 'Osnabrück, Stadt', 'Helmstedt', 'Goslar',\n",
+ " 'Gifhorn', 'Wolfsburg, Stadt', 'Salzgitter, Stadt',\n",
+ " 'Braunschweig, Stadt', 'Hamburg, Freie und Hansestadt', 'Stormarn',\n",
+ " 'Steinburg', 'Segeberg', 'Schleswig-Flensburg',\n",
+ " 'Rendsburg-Eckernförde', 'Plön', 'Pinneberg', 'Ostholstein',\n",
+ " 'Nordfriesland', 'Herzogtum Lauenburg', 'Dithmarschen',\n",
+ " 'Neumünster, Stadt', 'Lübeck, Hansestadt', 'Neckar-Odenwald-Kreis',\n",
+ " 'Northeim', 'Warendorf', 'Peine', 'Göttingen',\n",
+ " 'Oldenburg (Oldenburg), Stadt', 'Emden, Stadt',\n",
+ " 'Delmenhorst, Stadt', 'Verden', 'Uelzen', 'Stade', 'Heidekreis',\n",
+ " 'Rotenburg (Wümme)', 'Osterholz', 'Lüneburg', 'Lüchow-Dannenberg',\n",
+ " 'Harburg', 'Cuxhaven', 'Celle', 'Schaumburg', 'Nienburg (Weser)',\n",
+ " 'Holzminden', 'Hildesheim', 'Hameln-Pyrmont', 'Diepholz',\n",
+ " 'Region Hannover', 'Wolfenbüttel', 'Bielefeld, Stadt',\n",
+ " 'Kiel, Landeshauptstadt', 'Heidelberg, Stadtkreis', 'Alzey-Worms',\n",
+ " 'Zweibrücken, kreisfreie Stadt', 'Worms, kreisfreie Stadt',\n",
+ " 'Speyer, kreisfreie Stadt', 'Pirmasens, kreisfreie Stadt',\n",
+ " 'Neustadt an der Weinstraße, kreisfreie Stadt',\n",
+ " 'Mainz, kreisfreie Stadt',\n",
+ " 'Ludwigshafen am Rhein, kreisfreie Stadt',\n",
+ " 'Landau in der Pfalz, kreisfreie Stadt', 'Donnersbergkreis',\n",
+ " 'Kaiserslautern, kreisfreie Stadt', 'Trier-Saarburg',\n",
+ " 'Vulkaneifel', 'Eifelkreis Bitburg-Prüm', 'Bernkastel-Wittlich',\n",
+ " 'Trier, kreisfreie Stadt', 'Westerwaldkreis', 'Rhein-Lahn-Kreis',\n",
+ " 'Rhein-Hunsrück-Kreis', 'Neuwied',\n",
+ " 'Frankenthal (Pfalz), kreisfreie Stadt', 'Germersheim',\n",
+ " 'Kaiserslautern', 'Kusel', 'Gütersloh', 'Rastatt', 'Karlsruhe',\n",
+ " 'Karlsruhe, Stadtkreis', 'Baden-Baden, Stadtkreis', 'Ostalbkreis',\n",
+ " 'Heidenheim', 'Main-Tauber-Kreis', 'Schwäbisch Hall',\n",
+ " 'Hohenlohekreis', 'Heilbronn', 'Heilbronn, Stadtkreis',\n",
+ " 'Rems-Murr-Kreis', 'Ludwigsburg', 'Göppingen', 'Esslingen',\n",
+ " 'Böblingen', 'Stuttgart, Stadtkreis', 'Südwestpfalz',\n",
+ " 'Mainz-Bingen', 'Südliche Weinstraße', 'Mayen-Koblenz',\n",
+ " 'Cochem-Zell', 'Bad Dürkheim', 'Bad Kreuznach', 'Bergstraße',\n",
+ " 'Wiesbaden, Landeshauptstadt', 'Offenbach am Main, Stadt',\n",
+ " 'Frankfurt am Main, Stadt', 'Darmstadt, Wissenschaftsstadt',\n",
+ " 'Unna', 'Soest', 'Siegen-Wittgenstein', 'Märkischer Kreis',\n",
+ " 'Hochsauerlandkreis', 'Ennepe-Ruhr-Kreis', 'Herne, Stadt',\n",
+ " 'Hamm, Stadt', 'Hagen, Stadt der FernUniversität',\n",
+ " 'Dortmund, Stadt', 'Bochum, Stadt', 'Paderborn', 'Minden-Lübbecke',\n",
+ " 'Lippe', 'Höxter', 'Birkenfeld', 'Darmstadt-Dieburg', 'Groß-Gerau',\n",
+ " 'Olpe', 'Herford', 'Hochtaunuskreis', 'Ahrweiler',\n",
+ " 'Koblenz, kreisfreie Stadt', 'Werra-Meißner-Kreis',\n",
+ " 'Waldeck-Frankenberg', 'Schwalm-Eder-Kreis', 'Kassel',\n",
+ " 'Hersfeld-Rotenburg', 'Fulda', 'Kassel, documenta-Stadt',\n",
+ " 'Vogelsbergkreis', 'Altenkirchen (Westerwald)', 'Limburg-Weilburg',\n",
+ " 'Marburg-Biedenkopf', 'Main-Taunus-Kreis', 'Odenwaldkreis',\n",
+ " 'Offenbach', 'Main-Kinzig-Kreis', 'Wetteraukreis', 'Gießen',\n",
+ " 'Lahn-Dill-Kreis', 'Rheingau-Taunus-Kreis', 'Ebersberg',\n",
+ " 'Schwabach', 'Tirschenreuth'], dtype=object)"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"kreisValues = timeSeries['Kreis'].drop_duplicates().values\n",
"kreisValues"
@@ -264,7 +892,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"id": "05aa0117",
"metadata": {},
"outputs": [],
@@ -279,10 +907,401 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"id": "33a4b725",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Ahrweiler \n",
+ "Aichach-Friedberg \n",
+ "Alb-Donau-Kreis \n",
+ "Altenburger Land \n",
+ "Altenkirchen (Westerwald) \n",
+ "Altmarkkreis Salzwedel \n",
+ "Altötting \n",
+ "Alzey-Worms \n",
+ "Amberg \n",
+ "Amberg-Sulzbach \n",
+ "Ammerland \n",
+ "Anhalt-Bitterfeld \n",
+ "Ansbach \n",
+ "Aschaffenburg \n",
+ "Augsburg \n",
+ "Aurich \n",
+ "Bad Dürkheim \n",
+ "Bad Kissingen \n",
+ "Bad Kreuznach \n",
+ "Bad Tölz-Wolfratshausen \n",
+ "Baden-Baden, Stadtkreis \n",
+ "Bamberg \n",
+ "Barnim \n",
+ "Bautzen \n",
+ "Bayreuth \n",
+ "Berchtesgadener Land \n",
+ "Bergstraße \n",
+ "Berlin, Stadt \n",
+ "Bernkastel-Wittlich \n",
+ "Biberach \n",
+ "Bielefeld, Stadt \n",
+ "Birkenfeld \n",
+ "Bochum, Stadt \n",
+ "Bodenseekreis \n",
+ "Bonn, Stadt \n",
+ "Borken \n",
+ "Bottrop, Stadt \n",
+ "Brandenburg an der Havel, Stadt \n",
+ "Braunschweig, Stadt \n",
+ "Breisgau-Hochschwarzwald \n",
+ "Bremen, Stadt \n",
+ "Bremerhaven, Stadt \n",
+ "Burgenlandkreis \n",
+ "Böblingen \n",
+ "Börde \n",
+ "Calw \n",
+ "Celle \n",
+ "Cham \n",
+ "Chemnitz, Stadt \n",
+ "Cloppenburg \n",
+ "Coburg \n",
+ "Cochem-Zell \n",
+ "Coesfeld \n",
+ "Cottbus, Stadt \n",
+ "Cuxhaven \n",
+ "Dachau \n",
+ "Dahme-Spreewald \n",
+ "Darmstadt, Wissenschaftsstadt \n",
+ "Darmstadt-Dieburg \n",
+ "Deggendorf \n",
+ "Delmenhorst, Stadt \n",
+ "Dessau-Roßlau, Stadt \n",
+ "Diepholz \n",
+ "Dillingen a.d.Donau \n",
+ "Dingolfing-Landau \n",
+ "Dithmarschen \n",
+ "Donau-Ries \n",
+ "Donnersbergkreis \n",
+ "Dortmund, Stadt \n",
+ "Dresden, Stadt \n",
+ "Duisburg, Stadt \n",
+ "Düren \n",
+ "Düsseldorf, Stadt \n",
+ "Ebersberg \n",
+ "Eichsfeld \n",
+ "Eichstätt \n",
+ "Eifelkreis Bitburg-Prüm \n",
+ "Elbe-Elster \n",
+ "Emden, Stadt \n",
+ "Emmendingen \n",
+ "Emsland \n",
+ "Ennepe-Ruhr-Kreis \n",
+ "Enzkreis \n",
+ "Erding \n",
+ "Erfurt, Stadt \n",
+ "Erlangen \n",
+ "Erlangen-Höchstadt \n",
+ "Erzgebirgskreis \n",
+ "Essen, Stadt \n",
+ "Esslingen \n",
+ "Euskirchen \n",
+ "Flensburg, Stadt \n",
+ "Forchheim \n",
+ "Frankenthal (Pfalz), kreisfreie Stadt \n",
+ "Frankfurt (Oder), Stadt \n",
+ "Frankfurt am Main, Stadt \n",
+ "Freiburg im Breisgau, Stadtkreis \n",
+ "Freising \n",
+ "Freudenstadt \n",
+ "Freyung-Grafenau \n",
+ "Friesland \n",
+ "Fulda \n",
+ "Fürstenfeldbruck \n",
+ "Fürth \n",
+ "Garmisch-Partenkirchen \n",
+ "Gelsenkirchen, Stadt \n",
+ "Gera, Stadt \n",
+ "Germersheim \n",
+ "Gießen \n",
+ "Gifhorn \n",
+ "Goslar \n",
+ "Gotha \n",
+ "Grafschaft Bentheim \n",
+ "Greiz \n",
+ "Groß-Gerau \n",
+ "Göppingen \n",
+ "Görlitz \n",
+ "Göttingen \n",
+ "Günzburg \n",
+ "Gütersloh \n",
+ "Hagen, Stadt der FernUniversität \n",
+ "Halle (Saale), Stadt \n",
+ "Hamburg, Freie und Hansestadt \n",
+ "Hameln-Pyrmont \n",
+ "Hamm, Stadt \n",
+ "Harburg \n",
+ "Harz \n",
+ "Havelland \n",
+ "Haßberge \n",
+ "Heidekreis \n",
+ "Heidelberg, Stadtkreis \n",
+ "Heidenheim \n",
+ "Heilbronn \n",
+ "Heilbronn, Stadtkreis \n",
+ "Heinsberg \n",
+ "Helmstedt \n",
+ "Herford \n",
+ "Herne, Stadt \n",
+ "Hersfeld-Rotenburg \n",
+ "Herzogtum Lauenburg \n",
+ "Hildburghausen \n",
+ "Hildesheim \n",
+ "Hochsauerlandkreis \n",
+ "Hochtaunuskreis \n",
+ "Hof \n",
+ "Hohenlohekreis \n",
+ "Holzminden \n",
+ "Höxter \n",
+ "Ilm-Kreis \n",
+ "Ingolstadt \n",
+ "Jena, Stadt \n",
+ "Jerichower Land \n",
+ "Kaiserslautern \n",
+ "Kaiserslautern, kreisfreie Stadt \n",
+ "Karlsruhe \n",
+ "Karlsruhe, Stadtkreis \n",
+ "Kassel \n",
+ "Kassel, documenta-Stadt \n",
+ "Kaufbeuren \n",
+ "Kelheim \n",
+ "Kempten (Allgäu) \n",
+ "Kiel, Landeshauptstadt \n",
+ "Kitzingen \n",
+ "Kleve \n",
+ "Koblenz, kreisfreie Stadt \n",
+ "Konstanz \n",
+ "Krefeld, Stadt \n",
+ "Kronach \n",
+ "Kulmbach \n",
+ "Kusel \n",
+ "Kyffhäuserkreis \n",
+ "Köln, Stadt \n",
+ "Lahn-Dill-Kreis \n",
+ "Landau in der Pfalz, kreisfreie Stadt \n",
+ "Landkreis Rostock \n",
+ "Landsberg am Lech \n",
+ "Landshut \n",
+ "Leer \n",
+ "Leipzig \n",
+ "Leipzig, Stadt \n",
+ "Leverkusen, Stadt \n",
+ "Lichtenfels \n",
+ "Limburg-Weilburg \n",
+ "Lindau (Bodensee) \n",
+ "Lippe \n",
+ "Ludwigsburg \n",
+ "Ludwigshafen am Rhein, kreisfreie Stadt \n",
+ "Ludwigslust-Parchim \n",
+ "Lörrach \n",
+ "Lübeck, Hansestadt \n",
+ "Lüchow-Dannenberg \n",
+ "Lüneburg \n",
+ "Magdeburg, Landeshauptstadt \n",
+ "Main-Kinzig-Kreis \n",
+ "Main-Spessart \n",
+ "Main-Tauber-Kreis \n",
+ "Main-Taunus-Kreis \n",
+ "Mainz, kreisfreie Stadt \n",
+ "Mainz-Bingen \n",
+ "Mannheim, Stadtkreis \n",
+ "Mansfeld-Südharz \n",
+ "Marburg-Biedenkopf \n",
+ "Mayen-Koblenz \n",
+ "Mecklenburgische Seenplatte \n",
+ "Meißen \n",
+ "Memmingen \n",
+ "Merzig-Wadern \n",
+ "Mettmann \n",
+ "Miesbach \n",
+ "Miltenberg \n",
+ "Minden-Lübbecke \n",
+ "Mittelsachsen \n",
+ "Märkisch-Oderland \n",
+ "Märkischer Kreis \n",
+ "Mönchengladbach, Stadt \n",
+ "Mühldorf a.Inn \n",
+ "Mülheim an der Ruhr, Stadt \n",
+ "München \n",
+ "München, Landeshauptstadt \n",
+ "Münster, Stadt \n",
+ "Neckar-Odenwald-Kreis \n",
+ "Neu-Ulm \n",
+ "Neuburg-Schrobenhausen \n",
+ "Neumarkt i.d.OPf. \n",
+ "Neumünster, Stadt \n",
+ "Neunkirchen \n",
+ "Neustadt a.d.Aisch-Bad Windsheim \n",
+ "Neustadt an der Weinstraße, kreisfreie Stadt \n",
+ "Neuwied \n",
+ "Nienburg (Weser) \n",
+ "Nordfriesland \n",
+ "Nordhausen \n",
+ "Nordsachsen \n",
+ "Nordwestmecklenburg \n",
+ "Northeim \n",
+ "Nürnberg \n",
+ "Nürnberger Land \n",
+ "Oberallgäu \n",
+ "Oberbergischer Kreis \n",
+ "Oberhausen, Stadt \n",
+ "Oberhavel \n",
+ "Oberspreewald-Lausitz \n",
+ "Odenwaldkreis \n",
+ "Oder-Spree \n",
+ "Offenbach \n",
+ "Offenbach am Main, Stadt \n",
+ "Oldenburg \n",
+ "Oldenburg (Oldenburg), Stadt \n",
+ "Olpe \n",
+ "Ortenaukreis \n",
+ "Osnabrück \n",
+ "Osnabrück, Stadt \n",
+ "Ostalbkreis \n",
+ "Ostallgäu \n",
+ "Osterholz \n",
+ "Ostholstein \n",
+ "Ostprignitz-Ruppin \n",
+ "Paderborn \n",
+ "Passau \n",
+ "Peine \n",
+ "Pfaffenhofen a.d.Ilm \n",
+ "Pforzheim, Stadtkreis \n",
+ "Pinneberg \n",
+ "Pirmasens, kreisfreie Stadt \n",
+ "Plön \n",
+ "Potsdam, Stadt \n",
+ "Potsdam-Mittelmark \n",
+ "Prignitz \n",
+ "Rastatt \n",
+ "Ravensburg \n",
+ "Recklinghausen \n",
+ "Regen \n",
+ "Regensburg \n",
+ "Region Hannover \n",
+ "Regionalverband Saarbrücken \n",
+ "Rems-Murr-Kreis \n",
+ "Remscheid, Stadt \n",
+ "Rendsburg-Eckernförde \n",
+ "Reutlingen \n",
+ "Rhein-Erft-Kreis \n",
+ "Rhein-Hunsrück-Kreis \n",
+ "Rhein-Kreis Neuss \n",
+ "Rhein-Lahn-Kreis \n",
+ "Rhein-Neckar-Kreis \n",
+ "Rhein-Sieg-Kreis \n",
+ "Rheingau-Taunus-Kreis \n",
+ "Rheinisch-Bergischer Kreis \n",
+ "Rhön-Grabfeld \n",
+ "Rosenheim \n",
+ "Rostock \n",
+ "Rotenburg (Wümme) \n",
+ "Roth \n",
+ "Rottal-Inn \n",
+ "Rottweil \n",
+ "Saale-Holzland-Kreis \n",
+ "Saale-Orla-Kreis \n",
+ "Saalekreis \n",
+ "Saalfeld-Rudolstadt \n",
+ "Saarlouis \n",
+ "Saarpfalz-Kreis \n",
+ "Salzgitter, Stadt \n",
+ "Salzlandkreis \n",
+ "Schaumburg \n",
+ "Schleswig-Flensburg \n",
+ "Schmalkalden-Meiningen \n",
+ "Schwabach \n",
+ "Schwalm-Eder-Kreis \n",
+ "Schwandorf \n",
+ "Schwarzwald-Baar-Kreis \n",
+ "Schweinfurt \n",
+ "Schwerin \n",
+ "Schwäbisch Hall \n",
+ "Segeberg \n",
+ "Siegen-Wittgenstein \n",
+ "Sigmaringen \n",
+ "Soest \n",
+ "Solingen, Klingenstadt \n",
+ "Sonneberg \n",
+ "Speyer, kreisfreie Stadt \n",
+ "Spree-Neiße \n",
+ "St. Wendel \n",
+ "Stade \n",
+ "Starnberg \n",
+ "Steinburg \n",
+ "Steinfurt \n",
+ "Stendal \n",
+ "Stormarn \n",
+ "Straubing \n",
+ "Straubing-Bogen \n",
+ "Stuttgart, Stadtkreis \n",
+ "Städteregion Aachen \n",
+ "Suhl, Stadt \n",
+ "Sächsische Schweiz-Osterzgebirge \n",
+ "Sömmerda \n",
+ "Südliche Weinstraße \n",
+ "Südwestpfalz \n",
+ "Teltow-Fläming \n",
+ "Tirschenreuth \n",
+ "Traunstein \n",
+ "Trier, kreisfreie Stadt \n",
+ "Trier-Saarburg \n",
+ "Tuttlingen \n",
+ "Tübingen \n",
+ "Uckermark \n",
+ "Uelzen \n",
+ "Ulm, Stadtkreis \n",
+ "Unna \n",
+ "Unstrut-Hainich-Kreis \n",
+ "Unterallgäu \n",
+ "Vechta \n",
+ "Verden \n",
+ "Viersen \n",
+ "Vogelsbergkreis \n",
+ "Vogtlandkreis \n",
+ "Vorpommern-Greifswald \n",
+ "Vorpommern-Rügen \n",
+ "Vulkaneifel \n",
+ "Waldeck-Frankenberg \n",
+ "Waldshut \n",
+ "Warendorf \n",
+ "Wartburgkreis \n",
+ "Weiden i.d.OPf. \n",
+ "Weilheim-Schongau \n",
+ "Weimar, Stadt \n",
+ "Weimarer Land \n",
+ "Weißenburg-Gunzenhausen \n",
+ "Werra-Meißner-Kreis \n",
+ "Wesel \n",
+ "Wesermarsch \n",
+ "Westerwaldkreis \n",
+ "Wetteraukreis \n",
+ "Wiesbaden, Landeshauptstadt \n",
+ "Wilhelmshaven, Stadt \n",
+ "Wittenberg \n",
+ "Wittmund \n",
+ "Wolfenbüttel \n",
+ "Wolfsburg, Stadt \n",
+ "Worms, kreisfreie Stadt \n",
+ "Wunsiedel i.Fichtelgebirge \n",
+ "Wuppertal, Stadt \n",
+ "Würzburg \n",
+ "Zollernalbkreis \n",
+ "Zweibrücken, kreisfreie Stadt \n",
+ "Zwickau \n"
+ ]
+ }
+ ],
"source": [
"kreisValues = sorted(kreisValues)\n",
"# FK-TODO: die folgenden Optionen in der Datei intensivstationen.html in das select-Element nach \"Alle Landkreise\" einsetzen \n",
@@ -291,7 +1310,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "43c2f826",
"metadata": {},
"outputs": [],
@@ -315,7 +1334,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"id": "997a4bdb",
"metadata": {},
"outputs": [],
@@ -333,7 +1352,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"id": "a97f5b2b",
"metadata": {},
"outputs": [],
@@ -373,20 +1392,3618 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"id": "349edd73",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "None"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "
686 rows × 4 columns
\n",
+ "
"
+ ],
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+ " 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",
+ "681 2022-03-06 20034 4482 82658396.0\n",
+ "682 2022-03-07 20294 4456 82658396.0\n",
+ "683 2022-03-08 20695 4131 82658396.0\n",
+ "684 2022-03-09 20849 4006 82658396.0\n",
+ "685 2022-03-10 20788 4046 82658396.0\n",
+ "\n",
+ "[686 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"getAndPersistIntensiveCareBeds(timeSeries)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"id": "1b97137f",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Ahrweiler'"
+ ]
+ },
+ "metadata": {},
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+ },
+ {
+ "data": {
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+ "'Aichach-Friedberg'"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Alb-Donau-Kreis'"
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+ },
+ "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'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
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+ {
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+ "'Ansbach'"
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+ },
+ "metadata": {},
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+ {
+ "data": {
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+ "'Aschaffenburg'"
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+ {
+ "data": {
+ "text/plain": [
+ "'Augsburg'"
+ ]
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+ "metadata": {},
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+ {
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+ "'Aurich'"
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+ {
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+ "'Bad Dürkheim'"
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+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Bad Kissingen'"
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+ },
+ {
+ "data": {
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+ "'Bad Kreuznach'"
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+ {
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+ {
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+ {
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+ {
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+ "'Berchtesgadener Land'"
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+ "'Bonn, Stadt'"
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+ },
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+ {
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+ },
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+ {
+ "data": {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Hamm, Stadt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Heidekreis'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Heilbronn'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Heilbronn, Stadtkreis'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Helmstedt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Herford'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Herne, Stadt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Hersfeld-Rotenburg'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Herzogtum Lauenburg'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Hildburghausen'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "'Hildesheim'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "'Hochsauerlandkreis'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Hochtaunuskreis'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "'Holzminden'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Höxter'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Ilm-Kreis'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "'Ingolstadt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "'Jena, Stadt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Jerichower Land'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Kaiserslautern'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Kaiserslautern, kreisfreie Stadt'"
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+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Karlsruhe'"
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+ },
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+ "output_type": "display_data"
+ },
+ {
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+ "'Karlsruhe, Stadtkreis'"
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+ },
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+ "output_type": "display_data"
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+ {
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+ "output_type": "display_data"
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+ {
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+ "'Kassel, documenta-Stadt'"
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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "'Kaufbeuren'"
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+ "'Kiel, Landeshauptstadt'"
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+ "metadata": {},
+ "output_type": "display_data"
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+ {
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+ "'Kitzingen'"
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+ },
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+ "output_type": "display_data"
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+ {
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+ "'Konstanz'"
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+ "'Krefeld, Stadt'"
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+ "'Kronach'"
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+ "'Kulmbach'"
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+ {
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+ "'Kusel'"
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+ "'Kyffhäuserkreis'"
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+ "output_type": "display_data"
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+ "'Köln, Stadt'"
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+ "output_type": "display_data"
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+ "'Lahn-Dill-Kreis'"
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+ "output_type": "display_data"
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+ {
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+ "'Landkreis Rostock'"
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+ "'Landsberg am Lech'"
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+ "'Landshut'"
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+ "'Leer'"
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+ "'Leipzig'"
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+ "output_type": "display_data"
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+ "'Leipzig, Stadt'"
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+ "output_type": "display_data"
+ },
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+ "'Leverkusen, Stadt'"
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+ "output_type": "display_data"
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+ "'Lichtenfels'"
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+ "'Limburg-Weilburg'"
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+ "output_type": "display_data"
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+ "'Lindau (Bodensee)'"
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+ "output_type": "display_data"
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+ {
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+ "'Lippe'"
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+ "'Ludwigsburg'"
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+ "output_type": "display_data"
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+ "'Ludwigshafen am Rhein, kreisfreie Stadt'"
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+ "output_type": "display_data"
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+ {
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+ "'Lübeck, Hansestadt'"
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+ "'Main-Kinzig-Kreis'"
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+ "'Main-Tauber-Kreis'"
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+ "output_type": "display_data"
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+ "'Main-Taunus-Kreis'"
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+ "'Mainz, kreisfreie Stadt'"
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+ "'Mainz-Bingen'"
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+ {
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+ "'Marburg-Biedenkopf'"
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+ "'Mayen-Koblenz'"
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+ "output_type": "display_data"
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+ {
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+ "'Mecklenburgische Seenplatte'"
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+ {
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+ "'Memmingen'"
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+ "output_type": "display_data"
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+ {
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+ "'Merzig-Wadern'"
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+ "output_type": "display_data"
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+ "'Mettmann'"
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+ "'Miltenberg'"
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+ "output_type": "display_data"
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+ {
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+ "'Mittelsachsen'"
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+ "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)"