Rahkakavee Baskaran
commited on
Commit
·
fb00699
1
Parent(s):
a245a12
add pipeline wrapper
Browse files- pipeline.py +69 -0
- taxonomy.json +974 -0
pipeline.py
ADDED
@@ -0,0 +1,69 @@
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from typing import Any, Dict, List
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from sentence_transformers import SentenceTransformer
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from sentence_transformers import util
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import torch
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import json
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class PipelineWrapper:
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"""This class is a wrapper for classifying gov datatset titles into the musterdatenkatalog taxonomy.
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It uses the sentence-transformers library to encode the text into embeddings and then uses semantic search.
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"""
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def __init__(self, path=""):
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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self.model = SentenceTransformer(path, device=device, use_auth_token=True)
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self.taxonomy = "taxonomy.json"
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self.taxonomy_labels = None
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self.taxonomy_embeddings = None
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self.load_taxonomy_labels()
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self.get_taxonomy_embeddings()
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def __call__(self, queries: list) -> list:
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return self.predict(queries)
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def load_taxonomy_labels(self) -> None:
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with open(self.taxonomy, "r") as f:
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taxonomy = json.load(f)
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self.taxonomy_labels = [el["group"] + " - " + el["label"] for el in taxonomy]
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self.taxonomy_labels.remove("Sonstiges - Sonstiges")
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def get_taxonomy_embeddings(self) -> None:
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self.taxonomy_embeddings = self.model.encode(
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self.taxonomy_labels, convert_to_tensor=True
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)
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def predict(self, queries: list) -> list:
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"""Predicts the taxonomy labels for the given queries.
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Parameters
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----------
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queries : list
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List of queries to predict. Format is a list of dictionaries with the following keys: "id", "title"
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Returns
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-------
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list
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List of dictionaries with the following keys: "id", "title", "prediction"
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"""
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texts = [el["title"] for el in queries]
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query_embeddings = self.model.encode(texts, convert_to_tensor=True)
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predictions = util.semantic_search(
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query_embeddings=query_embeddings,
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corpus_embeddings=self.taxonomy_embeddings,
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top_k=1,
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)
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results = []
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for query, prediction in zip(queries, predictions):
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results.append(
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{
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"id": query["id"],
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"title": query["title"],
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"prediction": self.taxonomy_labels[prediction[0]["corpus_id"]],
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}
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)
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return results
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taxonomy.json
ADDED
@@ -0,0 +1,974 @@
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1 |
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[
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2 |
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{
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3 |
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"label": "ÖPNV - Liniennetz Sollfahrdaten Echtzeitdaten",
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4 |
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"group": "Verkehr"
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5 |
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},
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6 |
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{
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7 |
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"label": "Baumbestand - Baumfällung",
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8 |
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"group": "Flora und Fauna"
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9 |
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},
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10 |
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{
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11 |
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"label": "Grillplatz",
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12 |
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"group": "Freizeit"
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13 |
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},
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14 |
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{
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15 |
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"label": "Straßenreinigung",
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16 |
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"group": "Abfallentsorgung"
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17 |
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},
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18 |
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{
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19 |
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"label": "Arbeitslosigkeit",
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20 |
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"group": "Wirtschaft"
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21 |
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},
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22 |
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{
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23 |
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"label": "Sozialraum ",
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24 |
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"group": "Raumplanung"
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25 |
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},
|
26 |
+
{
|
27 |
+
"label": "Rettungshilfe - Notinsel",
|
28 |
+
"group": "Sicherheit"
|
29 |
+
},
|
30 |
+
{
|
31 |
+
"label": "Schule - Schülerzahl",
|
32 |
+
"group": "Bildung"
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"label": "Fußverkehr - Laufstrecke und Wanderstrecke",
|
36 |
+
"group": "Verkehr"
|
37 |
+
},
|
38 |
+
{
|
39 |
+
"label": "Ampelanlage",
|
40 |
+
"group": "Verkehr"
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"label": "Umweltzone",
|
44 |
+
"group": "Klimaschutz und Umweltschutz"
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"label": "Gästezahl",
|
48 |
+
"group": "Tourismus"
|
49 |
+
},
|
50 |
+
{
|
51 |
+
"label": "Wahl - Kommunalwahl",
|
52 |
+
"group": "Politische Partizipation"
|
53 |
+
},
|
54 |
+
{
|
55 |
+
"label": "Haushalt - Außerplanmäßige Aufwendung",
|
56 |
+
"group": "Finanzen"
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"label": "Museum - Besucherzahl",
|
60 |
+
"group": "Kultur"
|
61 |
+
},
|
62 |
+
{
|
63 |
+
"label": "Rettungsdienst - Defibrillator",
|
64 |
+
"group": "Gesundheit"
|
65 |
+
},
|
66 |
+
{
|
67 |
+
"label": "Quelle - Personalverzeichnis",
|
68 |
+
"group": "Geschichte"
|
69 |
+
},
|
70 |
+
{
|
71 |
+
"label": "Bad und Freibad",
|
72 |
+
"group": "Freizeit"
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"label": "Grundstücksbewertung",
|
76 |
+
"group": "Bau"
|
77 |
+
},
|
78 |
+
{
|
79 |
+
"label": "Gesetzestext",
|
80 |
+
"group": "Justiz"
|
81 |
+
},
|
82 |
+
{
|
83 |
+
"label": "Volkshochschule - Veranstaltung",
|
84 |
+
"group": "Bildung"
|
85 |
+
},
|
86 |
+
{
|
87 |
+
"label": "Schiffsverkehr und Fährverkehr - Anlegestelle",
|
88 |
+
"group": "Verkehr"
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"label": "Liegenschaft - Liegenschaftskataster ",
|
92 |
+
"group": "Raumplanung"
|
93 |
+
},
|
94 |
+
{
|
95 |
+
"label": "Telefonverzeichnis",
|
96 |
+
"group": "Bürgerservice"
|
97 |
+
},
|
98 |
+
{
|
99 |
+
"label": "Stadtplan ",
|
100 |
+
"group": "Raumplanung"
|
101 |
+
},
|
102 |
+
{
|
103 |
+
"label": "Beteiligung",
|
104 |
+
"group": "Wirtschaft"
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"label": "Baustelle",
|
108 |
+
"group": "Bau"
|
109 |
+
},
|
110 |
+
{
|
111 |
+
"label": "Kindertageseinrichtung - Standort",
|
112 |
+
"group": "Bildung"
|
113 |
+
},
|
114 |
+
{
|
115 |
+
"label": "Finanzielle Unterstützung - Grundsicherung",
|
116 |
+
"group": "Soziale Hilfe"
|
117 |
+
},
|
118 |
+
{
|
119 |
+
"label": "Flucht - Flüchtlingsunterbringung",
|
120 |
+
"group": "Soziale Hilfe"
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"label": "Pressemitteilung und Veröffentlichung",
|
124 |
+
"group": "Öffentlichkeitsarbeit"
|
125 |
+
},
|
126 |
+
{
|
127 |
+
"label": "Termin",
|
128 |
+
"group": "Bürgerservice"
|
129 |
+
},
|
130 |
+
{
|
131 |
+
"label": "Sondernutzung",
|
132 |
+
"group": "Verkehr"
|
133 |
+
},
|
134 |
+
{
|
135 |
+
"label": "ÖPNV - Fahrgastzahl",
|
136 |
+
"group": "Verkehr"
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"label": "Rettungshilfe - Waldrettungspunkt",
|
140 |
+
"group": "Sicherheit"
|
141 |
+
},
|
142 |
+
{
|
143 |
+
"label": "Staatsangehörigkeit",
|
144 |
+
"group": "Bevölkerungsstruktur"
|
145 |
+
},
|
146 |
+
{
|
147 |
+
"label": "Bibliothek - Budget",
|
148 |
+
"group": "Bildung"
|
149 |
+
},
|
150 |
+
{
|
151 |
+
"label": "Arzt",
|
152 |
+
"group": "Gesundheit"
|
153 |
+
},
|
154 |
+
{
|
155 |
+
"label": "Schule - Wunschschule",
|
156 |
+
"group": "Bildung"
|
157 |
+
},
|
158 |
+
{
|
159 |
+
"label": "Bibliothek - Ausleihe",
|
160 |
+
"group": "Bildung"
|
161 |
+
},
|
162 |
+
{
|
163 |
+
"label": "Dienstleistung - Postfiliale",
|
164 |
+
"group": "Wirtschaft"
|
165 |
+
},
|
166 |
+
{
|
167 |
+
"label": "Musikschule - Unterrichtsangebot",
|
168 |
+
"group": "Bildung"
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"label": "Radioaktivitätsmessung",
|
172 |
+
"group": "Klimaschutz und Umweltschutz"
|
173 |
+
},
|
174 |
+
{
|
175 |
+
"label": "Bauleitplan ",
|
176 |
+
"group": "Raumplanung"
|
177 |
+
},
|
178 |
+
{
|
179 |
+
"label": "KFZ - Autobahn",
|
180 |
+
"group": "Verkehr"
|
181 |
+
},
|
182 |
+
{
|
183 |
+
"label": "Feuerwehr - Personal",
|
184 |
+
"group": "Sicherheit"
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"label": "Unterkunft - Campingplatz",
|
188 |
+
"group": "Tourismus"
|
189 |
+
},
|
190 |
+
{
|
191 |
+
"label": "Liegenschaft - Satzung ",
|
192 |
+
"group": "Raumplanung"
|
193 |
+
},
|
194 |
+
{
|
195 |
+
"label": "Haushalt - Plan",
|
196 |
+
"group": "Finanzen"
|
197 |
+
},
|
198 |
+
{
|
199 |
+
"label": "Dienstleistung",
|
200 |
+
"group": "Bürgerservice"
|
201 |
+
},
|
202 |
+
{
|
203 |
+
"label": "Haushalt - Controlling",
|
204 |
+
"group": "Finanzen"
|
205 |
+
},
|
206 |
+
{
|
207 |
+
"label": "Wohnungsbestand",
|
208 |
+
"group": "Bau"
|
209 |
+
},
|
210 |
+
{
|
211 |
+
"label": "Hebamme",
|
212 |
+
"group": "Gesundheit"
|
213 |
+
},
|
214 |
+
{
|
215 |
+
"label": "KFZ - Parkplatz",
|
216 |
+
"group": "Verkehr"
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"label": "Fußverkehr - Gehweg",
|
220 |
+
"group": "Verkehr"
|
221 |
+
},
|
222 |
+
{
|
223 |
+
"label": "Religiöse Einrichtung",
|
224 |
+
"group": "Kultur"
|
225 |
+
},
|
226 |
+
{
|
227 |
+
"label": "KFZ - Messung",
|
228 |
+
"group": "Verkehr"
|
229 |
+
},
|
230 |
+
{
|
231 |
+
"label": "ÖPNV - Aufzug und Rolltreppe",
|
232 |
+
"group": "Verkehr"
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"label": "Bibliothek - Besucherzahl",
|
236 |
+
"group": "Bildung"
|
237 |
+
},
|
238 |
+
{
|
239 |
+
"label": "Open Data - Planung",
|
240 |
+
"group": "Digitalisierung"
|
241 |
+
},
|
242 |
+
{
|
243 |
+
"label": "Schule - Schulentwicklungsplan",
|
244 |
+
"group": "Bildung"
|
245 |
+
},
|
246 |
+
{
|
247 |
+
"label": "Wahl - Straßenverzeichnis",
|
248 |
+
"group": "Politische Partizipation"
|
249 |
+
},
|
250 |
+
{
|
251 |
+
"label": "Infektion",
|
252 |
+
"group": "Gesundheit"
|
253 |
+
},
|
254 |
+
{
|
255 |
+
"label": "Unterkunft - Privatunterkunft",
|
256 |
+
"group": "Tourismus"
|
257 |
+
},
|
258 |
+
{
|
259 |
+
"label": "KFZ - Taxistand",
|
260 |
+
"group": "Verkehr"
|
261 |
+
},
|
262 |
+
{
|
263 |
+
"label": "Wahl - Europawahl",
|
264 |
+
"group": "Politische Partizipation"
|
265 |
+
},
|
266 |
+
{
|
267 |
+
"label": "Lehrpfad und Wanderpfad",
|
268 |
+
"group": "Kultur"
|
269 |
+
},
|
270 |
+
{
|
271 |
+
"label": "Fläche - Naturschutzgebiet",
|
272 |
+
"group": "Flora und Fauna"
|
273 |
+
},
|
274 |
+
{
|
275 |
+
"label": "Container",
|
276 |
+
"group": "Abfallentsorgung"
|
277 |
+
},
|
278 |
+
{
|
279 |
+
"label": "KFZ - Fahrzeugzulassung",
|
280 |
+
"group": "Verkehr"
|
281 |
+
},
|
282 |
+
{
|
283 |
+
"label": "Messung",
|
284 |
+
"group": "Wetter"
|
285 |
+
},
|
286 |
+
{
|
287 |
+
"label": "Rettungshilfe - Notfallnummer",
|
288 |
+
"group": "Sicherheit"
|
289 |
+
},
|
290 |
+
{
|
291 |
+
"label": "Quelle - Historische Karte",
|
292 |
+
"group": "Geschichte"
|
293 |
+
},
|
294 |
+
{
|
295 |
+
"label": "Unterkunft - Hotel",
|
296 |
+
"group": "Tourismus"
|
297 |
+
},
|
298 |
+
{
|
299 |
+
"label": "Bürofläche Industriefläche Gewerbefläche",
|
300 |
+
"group": "Wirtschaft"
|
301 |
+
},
|
302 |
+
{
|
303 |
+
"label": "Wirtschaftsförderung",
|
304 |
+
"group": "Wirtschaft"
|
305 |
+
},
|
306 |
+
{
|
307 |
+
"label": "Unterkunft - Herberge",
|
308 |
+
"group": "Tourismus"
|
309 |
+
},
|
310 |
+
{
|
311 |
+
"label": "Raumgliederung - Ortsteil ",
|
312 |
+
"group": "Raumplanung"
|
313 |
+
},
|
314 |
+
{
|
315 |
+
"label": "Vorname",
|
316 |
+
"group": "Bevölkerungsstruktur"
|
317 |
+
},
|
318 |
+
{
|
319 |
+
"label": "Haushalt - Zuwendung und Förderung",
|
320 |
+
"group": "Finanzen"
|
321 |
+
},
|
322 |
+
{
|
323 |
+
"label": "Haushalt - Satzung",
|
324 |
+
"group": "Finanzen"
|
325 |
+
},
|
326 |
+
{
|
327 |
+
"label": "Spielplatz und Spielstätte ",
|
328 |
+
"group": "Freizeit"
|
329 |
+
},
|
330 |
+
{
|
331 |
+
"label": "Feuerwehr - Standort",
|
332 |
+
"group": "Sicherheit"
|
333 |
+
},
|
334 |
+
{
|
335 |
+
"label": "Quelle - Entschädigung",
|
336 |
+
"group": "Geschichte"
|
337 |
+
},
|
338 |
+
{
|
339 |
+
"label": "Friedhof - Grabstätte",
|
340 |
+
"group": "Kultur"
|
341 |
+
},
|
342 |
+
{
|
343 |
+
"label": "Migrationshintergrund",
|
344 |
+
"group": "Bevölkerungsstruktur"
|
345 |
+
},
|
346 |
+
{
|
347 |
+
"label": "Stellenausschreibung",
|
348 |
+
"group": "Städtisches Personal"
|
349 |
+
},
|
350 |
+
{
|
351 |
+
"label": "Abfallmenge",
|
352 |
+
"group": "Abfallentsorgung"
|
353 |
+
},
|
354 |
+
{
|
355 |
+
"label": "Angebot und Beratungsstelle",
|
356 |
+
"group": "Soziale Hilfe"
|
357 |
+
},
|
358 |
+
{
|
359 |
+
"label": "Bericht und Analyse - Wasser",
|
360 |
+
"group": "Klimaschutz und Umweltschutz"
|
361 |
+
},
|
362 |
+
{
|
363 |
+
"label": "Flugverkehr - Flughafen",
|
364 |
+
"group": "Verkehr"
|
365 |
+
},
|
366 |
+
{
|
367 |
+
"label": "Unfall",
|
368 |
+
"group": "Verkehr"
|
369 |
+
},
|
370 |
+
{
|
371 |
+
"label": "Bericht und Analyse - Verkehrsmessung",
|
372 |
+
"group": "Klimaschutz und Umweltschutz"
|
373 |
+
},
|
374 |
+
{
|
375 |
+
"label": "Bauvorhaben",
|
376 |
+
"group": "Bau"
|
377 |
+
},
|
378 |
+
{
|
379 |
+
"label": "Abgabestelle",
|
380 |
+
"group": "Abfallentsorgung"
|
381 |
+
},
|
382 |
+
{
|
383 |
+
"label": "Haushalt - Sponsoring",
|
384 |
+
"group": "Finanzen"
|
385 |
+
},
|
386 |
+
{
|
387 |
+
"label": "Raumgliederung - Straße ",
|
388 |
+
"group": "Raumplanung"
|
389 |
+
},
|
390 |
+
{
|
391 |
+
"label": "Rettungsdienst - Rettungsdiensteinsatz",
|
392 |
+
"group": "Gesundheit"
|
393 |
+
},
|
394 |
+
{
|
395 |
+
"label": "Fläche - Hundewiese",
|
396 |
+
"group": "Flora und Fauna"
|
397 |
+
},
|
398 |
+
{
|
399 |
+
"label": "Volkshochschule - Teilnehmerzahl",
|
400 |
+
"group": "Bildung"
|
401 |
+
},
|
402 |
+
{
|
403 |
+
"label": "Ausbildung",
|
404 |
+
"group": "Bildung"
|
405 |
+
},
|
406 |
+
{
|
407 |
+
"label": "Wahl - Landtagswahl",
|
408 |
+
"group": "Politische Partizipation"
|
409 |
+
},
|
410 |
+
{
|
411 |
+
"label": "Krankenhaus",
|
412 |
+
"group": "Gesundheit"
|
413 |
+
},
|
414 |
+
{
|
415 |
+
"label": "Schule - Internetanbindung",
|
416 |
+
"group": "Bildung"
|
417 |
+
},
|
418 |
+
{
|
419 |
+
"label": "Energiebericht",
|
420 |
+
"group": "Energie"
|
421 |
+
},
|
422 |
+
{
|
423 |
+
"label": "Hitze",
|
424 |
+
"group": "Wetter"
|
425 |
+
},
|
426 |
+
{
|
427 |
+
"label": "Open Data - Zugriffszahl",
|
428 |
+
"group": "Digitalisierung"
|
429 |
+
},
|
430 |
+
{
|
431 |
+
"label": "Insolvenz",
|
432 |
+
"group": "Wirtschaft"
|
433 |
+
},
|
434 |
+
{
|
435 |
+
"label": "Bebauungsplan ",
|
436 |
+
"group": "Raumplanung"
|
437 |
+
},
|
438 |
+
{
|
439 |
+
"label": "Raumgliederung - Adresse ",
|
440 |
+
"group": "Raumplanung"
|
441 |
+
},
|
442 |
+
{
|
443 |
+
"label": "Feuerwehr - Feuerwehreinsatz",
|
444 |
+
"group": "Sicherheit"
|
445 |
+
},
|
446 |
+
{
|
447 |
+
"label": "Raumgliederung - Postleitzahlengebiet ",
|
448 |
+
"group": "Raumplanung"
|
449 |
+
},
|
450 |
+
{
|
451 |
+
"label": "Haushalt - Jahresabschluss",
|
452 |
+
"group": "Finanzen"
|
453 |
+
},
|
454 |
+
{
|
455 |
+
"label": "Schule - Schulangebot",
|
456 |
+
"group": "Bildung"
|
457 |
+
},
|
458 |
+
{
|
459 |
+
"label": "Bürgerbeteiligung - Bürgerhaushalt",
|
460 |
+
"group": "Politische Partizipation"
|
461 |
+
},
|
462 |
+
{
|
463 |
+
"label": "Gewässer - Wasserfläche",
|
464 |
+
"group": "Flora und Fauna"
|
465 |
+
},
|
466 |
+
{
|
467 |
+
"label": "Gewässer - Pegelstand",
|
468 |
+
"group": "Flora und Fauna"
|
469 |
+
},
|
470 |
+
{
|
471 |
+
"label": "Veranstaltung - Angebot",
|
472 |
+
"group": "Kultur"
|
473 |
+
},
|
474 |
+
{
|
475 |
+
"label": "Abfallkalender",
|
476 |
+
"group": "Abfallentsorgung"
|
477 |
+
},
|
478 |
+
{
|
479 |
+
"label": "Politische Vertretung - Mandatsträger",
|
480 |
+
"group": "Politische Partizipation"
|
481 |
+
},
|
482 |
+
{
|
483 |
+
"label": "KFZ - Carsharing",
|
484 |
+
"group": "Verkehr"
|
485 |
+
},
|
486 |
+
{
|
487 |
+
"label": "Standort mit Geschichte",
|
488 |
+
"group": "Geschichte"
|
489 |
+
},
|
490 |
+
{
|
491 |
+
"label": "Flucht - Flüchtlingszahl",
|
492 |
+
"group": "Soziale Hilfe"
|
493 |
+
},
|
494 |
+
{
|
495 |
+
"label": "Fläche - Biotopfläche",
|
496 |
+
"group": "Flora und Fauna"
|
497 |
+
},
|
498 |
+
{
|
499 |
+
"label": "Zivilschutz und Katastrophenschutz - Kampfmittelfund",
|
500 |
+
"group": "Sicherheit"
|
501 |
+
},
|
502 |
+
{
|
503 |
+
"label": "Theater - Programm",
|
504 |
+
"group": "Kultur"
|
505 |
+
},
|
506 |
+
{
|
507 |
+
"label": "Bürgerbeteiligung - Umfrage",
|
508 |
+
"group": "Politische Partizipation"
|
509 |
+
},
|
510 |
+
{
|
511 |
+
"label": "Wahl - Wahllokal",
|
512 |
+
"group": "Politische Partizipation"
|
513 |
+
},
|
514 |
+
{
|
515 |
+
"label": "Wahl - Verbundwahl",
|
516 |
+
"group": "Politische Partizipation"
|
517 |
+
},
|
518 |
+
{
|
519 |
+
"label": "Entwässerung",
|
520 |
+
"group": "Abfallentsorgung"
|
521 |
+
},
|
522 |
+
{
|
523 |
+
"label": "Rettungshilfe - Anlaufstelle",
|
524 |
+
"group": "Sicherheit"
|
525 |
+
},
|
526 |
+
{
|
527 |
+
"label": "Beteiligung an Öffentlicher Wirtschaft - Ausschreibung und Vergabe",
|
528 |
+
"group": "Wirtschaft"
|
529 |
+
},
|
530 |
+
{
|
531 |
+
"label": "Kunstwerk",
|
532 |
+
"group": "Kultur"
|
533 |
+
},
|
534 |
+
{
|
535 |
+
"label": "Behinderung - Menschen mit Behinderung",
|
536 |
+
"group": "Soziale Hilfe"
|
537 |
+
},
|
538 |
+
{
|
539 |
+
"label": "Demografiebericht",
|
540 |
+
"group": "Bevölkerungsstruktur"
|
541 |
+
},
|
542 |
+
{
|
543 |
+
"label": "Stromversorgung",
|
544 |
+
"group": "Energie"
|
545 |
+
},
|
546 |
+
{
|
547 |
+
"label": "Bericht und Analyse - Luft und Emission",
|
548 |
+
"group": "Klimaschutz und Umweltschutz"
|
549 |
+
},
|
550 |
+
{
|
551 |
+
"label": "Musikschule - Teilnehmerzahl",
|
552 |
+
"group": "Bildung"
|
553 |
+
},
|
554 |
+
{
|
555 |
+
"label": "Fußverkehr - Fußgängerzone",
|
556 |
+
"group": "Verkehr"
|
557 |
+
},
|
558 |
+
{
|
559 |
+
"label": "Bibliothek - Bestand",
|
560 |
+
"group": "Bildung"
|
561 |
+
},
|
562 |
+
{
|
563 |
+
"label": "Windenergie",
|
564 |
+
"group": "Energie"
|
565 |
+
},
|
566 |
+
{
|
567 |
+
"label": "Wärmeversorgung",
|
568 |
+
"group": "Energie"
|
569 |
+
},
|
570 |
+
{
|
571 |
+
"label": "Fläche - Waldfläche",
|
572 |
+
"group": "Flora und Fauna"
|
573 |
+
},
|
574 |
+
{
|
575 |
+
"label": "Gesundheitsberichterstattung",
|
576 |
+
"group": "Gesundheit"
|
577 |
+
},
|
578 |
+
{
|
579 |
+
"label": "Wahl - Beiratswahl",
|
580 |
+
"group": "Politische Partizipation"
|
581 |
+
},
|
582 |
+
{
|
583 |
+
"label": "Ferienangebot",
|
584 |
+
"group": "Freizeit"
|
585 |
+
},
|
586 |
+
{
|
587 |
+
"label": "Dienstleistung - Handwerk",
|
588 |
+
"group": "Wirtschaft"
|
589 |
+
},
|
590 |
+
{
|
591 |
+
"label": "Friedhof - Standort",
|
592 |
+
"group": "Kultur"
|
593 |
+
},
|
594 |
+
{
|
595 |
+
"label": "Politische Vertretung - Gremium",
|
596 |
+
"group": "Politische Partizipation"
|
597 |
+
},
|
598 |
+
{
|
599 |
+
"label": "Baufertigstellung",
|
600 |
+
"group": "Bau"
|
601 |
+
},
|
602 |
+
{
|
603 |
+
"label": "Hochschule - Studierendenzahl",
|
604 |
+
"group": "Bildung"
|
605 |
+
},
|
606 |
+
{
|
607 |
+
"label": "Quelle - Historische Luftaufnahme",
|
608 |
+
"group": "Geschichte"
|
609 |
+
},
|
610 |
+
{
|
611 |
+
"label": "Radverkehr - Abstellplatz",
|
612 |
+
"group": "Verkehr"
|
613 |
+
},
|
614 |
+
{
|
615 |
+
"label": "Stadtmarketing",
|
616 |
+
"group": "Öffentlichkeitsarbeit"
|
617 |
+
},
|
618 |
+
{
|
619 |
+
"label": "Flächennutzung ",
|
620 |
+
"group": "Raumplanung"
|
621 |
+
},
|
622 |
+
{
|
623 |
+
"label": "Zivilschutz und Katastrophenschutz - Sirene",
|
624 |
+
"group": "Sicherheit"
|
625 |
+
},
|
626 |
+
{
|
627 |
+
"label": "Wasserversorgung",
|
628 |
+
"group": "Energie"
|
629 |
+
},
|
630 |
+
{
|
631 |
+
"label": "Solar",
|
632 |
+
"group": "Energie"
|
633 |
+
},
|
634 |
+
{
|
635 |
+
"label": "Steuern und Abgaben",
|
636 |
+
"group": "Finanzen"
|
637 |
+
},
|
638 |
+
{
|
639 |
+
"label": "Bericht",
|
640 |
+
"group": "Soziale Hilfe"
|
641 |
+
},
|
642 |
+
{
|
643 |
+
"label": "WLAN und Mobilfunk",
|
644 |
+
"group": "Digitalisierung"
|
645 |
+
},
|
646 |
+
{
|
647 |
+
"label": "Bericht und Analyse - Klimabilanz",
|
648 |
+
"group": "Klimaschutz und Umweltschutz"
|
649 |
+
},
|
650 |
+
{
|
651 |
+
"label": "Beteiligung an Öffentlicher Wirtschaft - Beteiligung",
|
652 |
+
"group": "Wirtschaft"
|
653 |
+
},
|
654 |
+
{
|
655 |
+
"label": "Flugverkehr - Flugbewegung",
|
656 |
+
"group": "Verkehr"
|
657 |
+
},
|
658 |
+
{
|
659 |
+
"label": "Verein",
|
660 |
+
"group": "Freizeit"
|
661 |
+
},
|
662 |
+
{
|
663 |
+
"label": "Pflege",
|
664 |
+
"group": "Soziale Hilfe"
|
665 |
+
},
|
666 |
+
{
|
667 |
+
"label": "Dienstleistung - Weihnachtsmarkt",
|
668 |
+
"group": "Wirtschaft"
|
669 |
+
},
|
670 |
+
{
|
671 |
+
"label": "Ordnungsamt",
|
672 |
+
"group": "Sicherheit"
|
673 |
+
},
|
674 |
+
{
|
675 |
+
"label": "Bibliothek - Standort",
|
676 |
+
"group": "Bildung"
|
677 |
+
},
|
678 |
+
{
|
679 |
+
"label": "Veranstaltung - Besucherzahl",
|
680 |
+
"group": "Kultur"
|
681 |
+
},
|
682 |
+
{
|
683 |
+
"label": "Radverkehr - Messung",
|
684 |
+
"group": "Verkehr"
|
685 |
+
},
|
686 |
+
{
|
687 |
+
"label": "Flucht - Integration",
|
688 |
+
"group": "Soziale Hilfe"
|
689 |
+
},
|
690 |
+
{
|
691 |
+
"label": "Sitzgelegenheit",
|
692 |
+
"group": "Freizeit"
|
693 |
+
},
|
694 |
+
{
|
695 |
+
"label": "Bürgerbeteiligung - Bürgerentscheid",
|
696 |
+
"group": "Politische Partizipation"
|
697 |
+
},
|
698 |
+
{
|
699 |
+
"label": "Einwohnerzahl",
|
700 |
+
"group": "Bevölkerungsstruktur"
|
701 |
+
},
|
702 |
+
{
|
703 |
+
"label": "Website",
|
704 |
+
"group": "Digitalisierung"
|
705 |
+
},
|
706 |
+
{
|
707 |
+
"label": "Behinderung - Behindertenwohnheim",
|
708 |
+
"group": "Soziale Hilfe"
|
709 |
+
},
|
710 |
+
{
|
711 |
+
"label": "Brunnen",
|
712 |
+
"group": "Bau"
|
713 |
+
},
|
714 |
+
{
|
715 |
+
"label": "Finanzielle Unterstützung - Wohngeld",
|
716 |
+
"group": "Soziale Hilfe"
|
717 |
+
},
|
718 |
+
{
|
719 |
+
"label": "Öffentliche Toilette",
|
720 |
+
"group": "Gesundheit"
|
721 |
+
},
|
722 |
+
{
|
723 |
+
"label": "Schiffsverkehr und Fährverkehr - Fracht",
|
724 |
+
"group": "Verkehr"
|
725 |
+
},
|
726 |
+
{
|
727 |
+
"label": "Müllgebühr",
|
728 |
+
"group": "Abfallentsorgung"
|
729 |
+
},
|
730 |
+
{
|
731 |
+
"label": "Wahl - Bundestagswahl",
|
732 |
+
"group": "Politische Partizipation"
|
733 |
+
},
|
734 |
+
{
|
735 |
+
"label": "Wirtschaftsstandort",
|
736 |
+
"group": "Wirtschaft"
|
737 |
+
},
|
738 |
+
{
|
739 |
+
"label": "Baumbestand - Baumkataster",
|
740 |
+
"group": "Flora und Fauna"
|
741 |
+
},
|
742 |
+
{
|
743 |
+
"label": "Sehenswürdigkeit",
|
744 |
+
"group": "Tourismus"
|
745 |
+
},
|
746 |
+
{
|
747 |
+
"label": "Denkmal",
|
748 |
+
"group": "Kultur"
|
749 |
+
},
|
750 |
+
{
|
751 |
+
"label": "Bürgerbeteiligung - Entwicklung und Information",
|
752 |
+
"group": "Politische Partizipation"
|
753 |
+
},
|
754 |
+
{
|
755 |
+
"label": "Dienstleistung - Einzelhandel",
|
756 |
+
"group": "Wirtschaft"
|
757 |
+
},
|
758 |
+
{
|
759 |
+
"label": "Radverkehr - Radweg und Radroute",
|
760 |
+
"group": "Verkehr"
|
761 |
+
},
|
762 |
+
{
|
763 |
+
"label": "Justizeinrichtung",
|
764 |
+
"group": "Justiz"
|
765 |
+
},
|
766 |
+
{
|
767 |
+
"label": "Geförderter Wohnungsbau",
|
768 |
+
"group": "Soziale Hilfe"
|
769 |
+
},
|
770 |
+
{
|
771 |
+
"label": "Theater - Besucherzahl",
|
772 |
+
"group": "Kultur"
|
773 |
+
},
|
774 |
+
{
|
775 |
+
"label": "Tiefbau",
|
776 |
+
"group": "Bau"
|
777 |
+
},
|
778 |
+
{
|
779 |
+
"label": "Fläche - Jagdbezirk",
|
780 |
+
"group": "Flora und Fauna"
|
781 |
+
},
|
782 |
+
{
|
783 |
+
"label": "Jugendeinrichtung",
|
784 |
+
"group": "Freizeit"
|
785 |
+
},
|
786 |
+
{
|
787 |
+
"label": "ÖPNV - Vertriebsstelle",
|
788 |
+
"group": "Verkehr"
|
789 |
+
},
|
790 |
+
{
|
791 |
+
"label": "Raumgliederung - Block ",
|
792 |
+
"group": "Raumplanung"
|
793 |
+
},
|
794 |
+
{
|
795 |
+
"label": "Verband",
|
796 |
+
"group": "Politische Partizipation"
|
797 |
+
},
|
798 |
+
{
|
799 |
+
"label": "Berufspendler",
|
800 |
+
"group": "Wirtschaft"
|
801 |
+
},
|
802 |
+
{
|
803 |
+
"label": "Raumgliederung - Hausnummer ",
|
804 |
+
"group": "Raumplanung"
|
805 |
+
},
|
806 |
+
{
|
807 |
+
"label": "Urban Gardening",
|
808 |
+
"group": "Flora und Fauna"
|
809 |
+
},
|
810 |
+
{
|
811 |
+
"label": "Museum - Standort",
|
812 |
+
"group": "Kultur"
|
813 |
+
},
|
814 |
+
{
|
815 |
+
"label": "Sonstiges",
|
816 |
+
"group": "Sonstiges"
|
817 |
+
},
|
818 |
+
{
|
819 |
+
"label": "Schiffsverkehr und Fährverkehr - Passagier",
|
820 |
+
"group": "Verkehr"
|
821 |
+
},
|
822 |
+
{
|
823 |
+
"label": "Radverkehr - Ladestation",
|
824 |
+
"group": "Verkehr"
|
825 |
+
},
|
826 |
+
{
|
827 |
+
"label": "Dienstleistung - Wochenmarkt",
|
828 |
+
"group": "Wirtschaft"
|
829 |
+
},
|
830 |
+
{
|
831 |
+
"label": "Hundekottüte",
|
832 |
+
"group": "Bürgerservice"
|
833 |
+
},
|
834 |
+
{
|
835 |
+
"label": "Wahl - Kandidatenliste",
|
836 |
+
"group": "Politische Partizipation"
|
837 |
+
},
|
838 |
+
{
|
839 |
+
"label": "Haushaltszusammensetzung",
|
840 |
+
"group": "Bevölkerungsstruktur"
|
841 |
+
},
|
842 |
+
{
|
843 |
+
"label": "Fläche - Grünfläche und Grünflächenkataster",
|
844 |
+
"group": "Flora und Fauna"
|
845 |
+
},
|
846 |
+
{
|
847 |
+
"label": "Kriminalitätsstatistik",
|
848 |
+
"group": "Sicherheit"
|
849 |
+
},
|
850 |
+
{
|
851 |
+
"label": "Beschäftigung",
|
852 |
+
"group": "Wirtschaft"
|
853 |
+
},
|
854 |
+
{
|
855 |
+
"label": "Finanzielle Unterstützung - Förderung",
|
856 |
+
"group": "Soziale Hilfe"
|
857 |
+
},
|
858 |
+
{
|
859 |
+
"label": "Stadtführung",
|
860 |
+
"group": "Tourismus"
|
861 |
+
},
|
862 |
+
{
|
863 |
+
"label": "Polizei",
|
864 |
+
"group": "Sicherheit"
|
865 |
+
},
|
866 |
+
{
|
867 |
+
"label": "Schule - Schuleingangsuntersuchung",
|
868 |
+
"group": "Bildung"
|
869 |
+
},
|
870 |
+
{
|
871 |
+
"label": "KFZ - Bußgeld",
|
872 |
+
"group": "Verkehr"
|
873 |
+
},
|
874 |
+
{
|
875 |
+
"label": "Radverkehr - Verleih",
|
876 |
+
"group": "Verkehr"
|
877 |
+
},
|
878 |
+
{
|
879 |
+
"label": "Baugenehmigung",
|
880 |
+
"group": "Bau"
|
881 |
+
},
|
882 |
+
{
|
883 |
+
"label": "Apotheke",
|
884 |
+
"group": "Gesundheit"
|
885 |
+
},
|
886 |
+
{
|
887 |
+
"label": "Kindertageseinrichtung - Betreuungsplatz",
|
888 |
+
"group": "Bildung"
|
889 |
+
},
|
890 |
+
{
|
891 |
+
"label": "Flucht - Asylbewerber",
|
892 |
+
"group": "Soziale Hilfe"
|
893 |
+
},
|
894 |
+
{
|
895 |
+
"label": "Hochschule - Standort",
|
896 |
+
"group": "Bildung"
|
897 |
+
},
|
898 |
+
{
|
899 |
+
"label": "Coworking",
|
900 |
+
"group": "Wirtschaft"
|
901 |
+
},
|
902 |
+
{
|
903 |
+
"label": "Politische Vertretung - Bürgermeister",
|
904 |
+
"group": "Politische Partizipation"
|
905 |
+
},
|
906 |
+
{
|
907 |
+
"label": "Anliegenmanagement",
|
908 |
+
"group": "Bürgerservice"
|
909 |
+
},
|
910 |
+
{
|
911 |
+
"label": "Gewerbeanmeldung",
|
912 |
+
"group": "Wirtschaft"
|
913 |
+
},
|
914 |
+
{
|
915 |
+
"label": "Orthofoto ",
|
916 |
+
"group": "Raumplanung"
|
917 |
+
},
|
918 |
+
{
|
919 |
+
"label": "Raumgliederung - Stadtgebiet ",
|
920 |
+
"group": "Raumplanung"
|
921 |
+
},
|
922 |
+
{
|
923 |
+
"label": "Beleuchtung",
|
924 |
+
"group": "Sicherheit"
|
925 |
+
},
|
926 |
+
{
|
927 |
+
"label": "Stellenplan",
|
928 |
+
"group": "Städtisches Personal"
|
929 |
+
},
|
930 |
+
{
|
931 |
+
"label": "Schule - Standort",
|
932 |
+
"group": "Bildung"
|
933 |
+
},
|
934 |
+
{
|
935 |
+
"label": "Fläche - Ausgleichsfläche",
|
936 |
+
"group": "Flora und Fauna"
|
937 |
+
},
|
938 |
+
{
|
939 |
+
"label": "Liegenschaft - Grundstück und Gebäude",
|
940 |
+
"group": "Raumplanung"
|
941 |
+
},
|
942 |
+
{
|
943 |
+
"label": "Wartezeit",
|
944 |
+
"group": "Bürgerservice"
|
945 |
+
},
|
946 |
+
{
|
947 |
+
"label": "Haushalt - Produktplan",
|
948 |
+
"group": "Finanzen"
|
949 |
+
},
|
950 |
+
{
|
951 |
+
"label": "KFZ - Elektrotankstelle",
|
952 |
+
"group": "Verkehr"
|
953 |
+
},
|
954 |
+
{
|
955 |
+
"label": "Quelle - Archivbestand",
|
956 |
+
"group": "Geschichte"
|
957 |
+
},
|
958 |
+
{
|
959 |
+
"label": "KFZ - Tankstelle",
|
960 |
+
"group": "Verkehr"
|
961 |
+
},
|
962 |
+
{
|
963 |
+
"label": "Hochschule - Studentenwohnheim",
|
964 |
+
"group": "Bildung"
|
965 |
+
},
|
966 |
+
{
|
967 |
+
"label": "Wahl - Wahlkreis und Wahlbezirk",
|
968 |
+
"group": "Politische Partizipation"
|
969 |
+
},
|
970 |
+
{
|
971 |
+
"label": "Religionszugehörigkeit",
|
972 |
+
"group": "Bevölkerungsstruktur"
|
973 |
+
}
|
974 |
+
]
|