This is the data export of office-schedule-scraper.
The data contains the free dates where one can make an appointment at a public office at a snapshot interval of 15 minutes, starting on 2021-07-12.
This data repository is updated weekly and the most recent timestamp is 2024-05-26 23:54:12.
The raw/ folder contains tar.gz files for each calendar week wherein are csv files for each scraped website. Those have the following format:
| date | source_id | location_id | 2021-07-12 08:00:00 | 2021-07-12 08:05:00 | ... |
|---|---|---|---|---|---|
| 2021-07-12 00:04:23 | jena | 197 | 1 | ... | |
| 2021-07-12 00:04:23 | jena | 198 | 1 | ... | |
| 2021-07-12 00:04:23 | jena | 199 | 1 | ... | |
| 2021-07-12 00:04:23 | jena | 200 | 1 | ... | |
| 2021-07-12 00:19:27 | jena | 197 | 1 | ... | |
| 2021-07-12 00:19:27 | jena | 198 | 1 | ... | |
| 2021-07-12 00:19:27 | jena | 199 | 1 | ... | |
| 2021-07-12 00:19:27 | jena | 200 | 1 | ... | |
| ... | ... | ... | ... | ... | ... |
- The
datecolumn represents the timestamp of the snapshot- All dates are (very probably) in
Europe/Berlintimezone.
- All dates are (very probably) in
- The
source_idcolumns contains the id of the website scraper location_idis the id of the office/calendar available on the website- Both
source_idandlocation_idtogether identify the unique calendar within the dataset. The actual names can be looked up in the meta data.
- Both
- All other columns represent the availability of each date.
- The spacing between dates is 5 to 30 minutes, depending on the website.
- For space reasons, dates that are not available just have an empty value,
available dates contain a
1. - Usually the free dates columns show the upcoming 4 weeks from the point of the snapshot date.
The actual data is quite redundant and gigantic in size but the zipped weekly bundles are currently between 6 to 8 megabytes each.
For a pythonian way read the data access documentation.
Some metadata is found in raw/metadata.json and contains an object of the following format:
{
"*source_id*": {
"name": "full name of source/website",
"url": "url of website",
"locations": {
"*location_id*": {
"name": "name of office/building",
"services": [
"things you can do there"
]
}
}
}
}source_id and location_id can be looked up via:
location_info = metadata[source_id]["locations"][location_id]
Within python, it can be queried via:
from src.data import Data
# returns the plain dict
Data.meta()
# returns a value (e.g. "name") for the given source_id
# get_meta() does not raise KeyError, but returns the `default` value
Data.get_meta("source_id", "value")
# returns a value (e.g. "name") for the given source_id/location_id
Data.get_meta("source_id", "location_id", "value") Metrics have been updated at 2024-05-27
219 sources, 1,571 locations, 11,742,294 snapshots, 6,116,680 estimated appointments
- summary.csv (below table) contains the sum of all weeks per source.
- summary-weekly.csv contains the number of snapshots and changes per calendar week and source.
| source_id | num_locations | num_snapshots | num_changes | num_appointments | num_cancellations | min_date | max_date | scraper | name |
|---|---|---|---|---|---|---|---|---|---|
| amberg | 11 | 38788 | 21148 | 7371 | 1549 | 2021-07-26 00:03:02 | 2022-09-23 11:33:09 | tevis | Stadt Amberg |
| ansbach | 4 | 64667 | 43535 | 29622 | 8996 | 2021-10-04 00:03:08 | 2023-12-03 23:48:12 | tempus | Stadt Ansbach |
| badkreuznach | 4 | 48997 | 32022 | 15991 | 5536 | 2021-07-26 00:03:10 | 2023-02-27 12:48:04 | tevis | Stadt Bad-Kreuznach |
| badwaldsee | 5 | 63818 | 55280 | 16976 | 2952 | 2021-10-04 00:03:08 | 2023-09-10 23:48:07 | tempus | Stadt Bad Waldsee |
| bbmess | 2 | 35414 | 3844 | 1911 | 434 | 2021-07-26 00:03:02 | 2024-02-01 06:48:06 | etermin | Landesamt für Mess- und Eichwesen Berlin-Brandenburg |
| beckum | 10 | 88665 | 122092 | 45179 | 10478 | 2021-10-04 00:03:14 | 2024-05-26 23:48:15 | tempus | Stadt Beckum |
| beckumschwimm | 1 | 88673 | 792 | 53 | 0 | 2021-10-04 00:03:09 | 2024-05-26 23:48:03 | tempus | Stadt Beckum Schwimmbäder |
| bergischgladbach | 4 | 88671 | 133556 | 61358 | 50351 | 2021-10-04 00:03:14 | 2024-05-26 23:48:06 | tempus | Stadt Bergisch Gladbach |
| bergkamen | 7 | 62853 | 126380 | 56447 | 33500 | 2021-10-04 00:03:23 | 2023-09-03 23:48:24 | tempus | Stadt Bergkamen |
| bernkastelwittlich | 3 | 33384 | 20312 | 12976 | 5679 | 2021-07-26 00:03:17 | 2022-09-14 13:48:06 | tevis | Landkreis Bernkastel-Wittlich |
| bielefeldaus | 1 | 65401 | 17020 | 9720 | 2720 | 2021-10-04 12:03:10 | 2024-05-26 23:48:04 | tempus | Stadt Bielefeld Ausländerbehörde |
| bielefeldbb | 42 | 88660 | 975087 | 711077 | 232059 | 2021-10-04 00:03:46 | 2024-05-26 23:48:56 | tempus | Stadt Bielefeld Bürgerberatung |
| bielefeldfe | 6 | 88669 | 121530 | 73897 | 16626 | 2021-10-04 00:03:27 | 2024-05-26 23:48:19 | tempus | Stadt Bielefeld Fahrerlaubnisbehörde |
| bielefeldkfz | 1 | 87375 | 33229 | 20146 | 8428 | 2021-10-04 00:03:10 | 2024-05-26 23:48:05 | tempus | Stadt Bielefeld Kfz-Zulassungsbehörde |
| bielefeldsa | 4 | 85172 | 17242 | 6984 | 2291 | 2021-10-04 00:03:48 | 2024-05-26 23:48:57 | tempus | Stadt Bielefeld Standesamt |
| billerbeck | 2 | 95244 | 18311 | 12266 | 970 | 2021-07-26 00:03:04 | 2024-05-26 23:48:21 | etermin | Stadt Billerbeck Verwaltung |
| blankenburg | 2 | 95333 | 13694 | 10281 | 397 | 2021-07-26 00:03:04 | 2024-05-26 23:48:26 | etermin | Stadt Blankenburg (Harz) |
| bochum | 7 | 2016 | 1035 | 0 | 0 | 2021-10-04 00:03:35 | 2021-11-07 23:48:37 | tempus | Stadt Bochum |
| bochumbau | 1 | 14225 | 564 | 204 | 91 | 2021-10-04 00:03:13 | 2022-04-24 23:48:02 | netappoint | Stadt Bochum Baubürgeramt |
| bochumkfz | 1 | 6481 | 4106 | 3720 | 1650 | 2021-10-04 00:03:26 | 2022-01-30 23:48:20 | netappoint | Stadt Bochum Büro für Kfz-Angelegenheiten |
| bochumsw | 1 | 88399 | 909 | 75 | 102 | 2021-10-04 00:03:11 | 2024-05-26 23:48:06 | tempus | Stadtwerke Bochum |
| bochumzl | 1 | 9158 | 611 | 372 | 195 | 2021-10-04 00:03:03 | 2022-02-27 23:48:04 | netappoint | Stadt Bochum Zulassungsstelle |
| bochumzl2 | 1 | 9156 | 547 | 258 | 29 | 2021-10-04 00:03:03 | 2022-02-27 23:48:16 | netappoint | Stadt Bochum Zulassungsstelle Umtausch |
| boenen | 6 | 87905 | 48554 | 28827 | 8407 | 2021-10-04 00:03:53 | 2024-05-26 23:49:05 | tempus | Gemeinde Bönen |
| bonn | 3 | 86491 | 85994 | 63459 | 24556 | 2021-07-12 00:03:33 | 2024-02-26 15:18:30 | netappoint | Stadt Bonn |
| bonnbau | 1 | 93195 | 4997 | 641 | 18 | 2021-07-12 00:03:38 | 2024-05-26 23:48:07 | netappoint | Stadt Bonn Bauamt |
| bonnjob | 2 | 93304 | 16473 | 830 | 1461 | 2021-07-26 00:03:05 | 2024-05-26 23:48:28 | etermin | Jobcenter Bonn |
| braunschweig | 16 | 67834 | 170053 | 96440 | 47540 | 2021-10-04 00:03:49 | 2023-10-29 23:48:53 | netappoint | Stadt Braunschweig |
| braunschweigtest | 1 | 637 | 59 | 20 | 1 | 2021-07-26 00:03:05 | 2021-08-01 15:03:18 | etermin | Corona Test Braunschweig |
| bremen | 52 | 23907 | 107124 | 65431 | 30544 | 2021-10-04 00:04:35 | 2022-07-24 23:51:02 | tevis | Stadt Bremen / Bremerhaven |
| burgendlandkaa | 1 | 95378 | 2264 | 36 | 2 | 2021-07-26 00:03:06 | 2024-05-26 23:48:29 | etermin | Kammer für Arbeiter und Angestellte für das Burgenland |
| burscheid | 5 | 68677 | 77622 | 36582 | 16060 | 2021-10-04 00:03:40 | 2023-10-31 15:03:27 | tempus | Stadt Burscheid |
| butzbach | 2 | 95361 | 28747 | 20833 | 1691 | 2021-07-26 00:03:06 | 2024-05-26 23:48:34 | etermin | Magistrat der Stadt Butzbach |
| cochemzell | 12 | 42346 | 29830 | 9925 | 4574 | 2021-07-26 00:03:27 | 2022-12-19 09:03:08 | tevis | Landkreis Cochem-Zell |
| coesfeld | 2 | 95366 | 8498 | 804 | 84 | 2021-07-26 00:03:07 | 2024-05-26 23:48:35 | etermin | Stadt Coesfeld |
| dachau | 4 | 27790 | 20130 | 12582 | 6469 | 2021-10-04 00:03:02 | 2022-09-01 16:03:03 | tevis | Landratsamt Dachau |
| daunvg | 1 | 14110 | 474 | 272 | 23 | 2021-07-26 00:03:07 | 2022-04-05 08:48:35 | etermin | Verbandsgemeindeverwaltung Daun |
| deggendorf | 6 | 32299 | 32263 | 21409 | 3502 | 2021-10-04 00:03:30 | 2022-10-27 07:48:47 | etermin | Landratsamt Deggendorf |
| dormagen | 2 | 10287 | 500 | 181 | 10 | 2021-07-26 08:18:09 | 2022-09-21 15:48:49 | etermin | Stadt Dormagen |
| dresden | 3 | 96238 | 11109 | 5303 | 1114 | 2021-07-12 00:03:49 | 2024-05-26 23:48:06 | netappoint | Stadt Dresden |
| dresdenkfz | 5 | 95931 | 92118 | 53560 | 14427 | 2021-07-12 00:04:05 | 2024-05-26 23:48:13 | netappoint | Stadt Dresden Kfz-Zulassungsbehörde |
| duelmen | 8 | 95237 | 55907 | 28276 | 3216 | 2021-07-26 00:03:22 | 2024-05-26 23:49:17 | etermin | Stadt Dülmen |
| ebersfeldwsw | 2 | 88672 | 13072 | 2347 | 1262 | 2021-10-04 00:03:14 | 2024-05-26 23:48:08 | tempus | Stadtwerke Ebersfeld |
| egelsbach | 3 | 3503 | 575 | 80 | 37 | 2021-07-12 00:04:06 | 2021-08-17 14:33:04 | tevis | Stadt Egelsbach |
| eislingen | 6 | 84631 | 34250 | 6555 | 3782 | 2021-07-26 00:03:50 | 2024-03-06 16:33:04 | tevis | Stadt Eislingen |
| elitheratest | 1 | 458 | 47 | 10 | 9 | 2021-07-26 00:03:22 | 2021-07-31 10:03:50 | etermin | Corona TESTZENTRUM im Elithera |
| eschwege | 4 | 88251 | 15017 | 2910 | 2294 | 2021-10-04 00:03:57 | 2024-05-26 23:49:08 | tempus | Stadt Eschwege |
| essen | 22 | 73140 | 347841 | 147459 | 126773 | 2021-10-04 00:04:18 | 2024-02-11 23:48:45 | tempus | Stadt Essen Bürgeramt |
| essenborbeckkfz | 5 | 9204 | 10123 | 6276 | 2208 | 2021-10-04 00:03:44 | 2023-08-23 11:33:27 | tempus | Kfz.-Zulassungs- u. Fahrerlaubnisbehörde Essen-Borbeck |
| essenfa | 5 | 38608 | 31271 | 19461 | 5636 | 2021-10-04 00:04:03 | 2024-02-02 11:19:07 | tempus | Stadt Essen Fahrerlaubnisbehörde |
| essenkfz | 6 | 37154 | 56355 | 36622 | 23964 | 2021-10-04 00:03:59 | 2024-02-09 11:33:58 | tempus | Stadt Essen Kfz.-Zulassungsbehörde |
| essensoze | 1 | 78376 | 8532 | 4503 | 855 | 2021-10-04 00:04:20 | 2024-02-11 23:48:09 | tempus | Stadt Essen Elterngeld |
| essensozw | 1 | 78175 | 6664 | 3524 | 1028 | 2021-10-04 00:04:04 | 2024-02-11 23:49:16 | tempus | Stadt Essen Wohngeld |
| evo | 16 | 71883 | 10164 | 1707 | 275 | 2021-10-04 00:03:30 | 2023-12-03 23:48:54 | tempus | EVO ServicePunkt |
| frankenthal | 4 | 28199 | 9700 | 5129 | 2259 | 2021-07-26 00:03:57 | 2022-07-14 10:19:14 | tevis | Stadt Frankenthal |
| frankfurt | 15 | 3507 | 9012 | 3608 | 2897 | 2021-07-12 00:04:11 | 2021-08-17 14:33:14 | tevis | Stadt Frankfurt |
| frankfurtba | 40 | 84426 | 581916 | 275865 | 247720 | 2021-10-04 00:19:28 | 2024-05-26 23:49:11 | tempus | Stadt Frankfurt am Main Bürgeramt |
| freiberg | 3 | 88639 | 30911 | 19846 | 7700 | 2021-10-04 00:03:47 | 2024-05-26 23:50:11 | tempus | Stadt Freiberg |
| freising | 3 | 48364 | 35267 | 22243 | 5561 | 2021-10-04 00:03:32 | 2023-04-02 23:48:54 | tempus | Stadt Freising |
| friedrichsdorf | 11 | 3507 | 2509 | 462 | 129 | 2021-07-12 00:04:13 | 2021-08-17 14:33:19 | tevis | Stadt Friedrichsdorf |
| friesland | 4 | 37430 | 19480 | 12648 | 6226 | 2021-10-04 00:03:05 | 2022-12-10 09:48:10 | tevis | Landkreis Friesland |
| fuerstenfeldbruck | 3 | 29875 | 11401 | 6139 | 3191 | 2021-10-04 00:03:57 | 2022-10-13 11:03:29 | tevis | Landratsamt Fürstenfeldbruck |
| fuerthtest | 1 | 18789 | 6250 | 1203 | 1010 | 2021-07-26 00:03:22 | 2022-03-20 23:50:03 | etermin | SARS-CoV-2 Testzentrum der Stadt Fürth |
| fulda | 8 | 59172 | 45912 | 19179 | 9170 | 2021-10-04 00:04:03 | 2023-08-24 10:18:06 | tevis | Stadt Fulda |
| geldernsw | 2 | 95344 | 24469 | 3524 | 28 | 2021-07-26 00:03:23 | 2024-05-26 23:49:18 | etermin | Stadtwerke Geldern Netz |
| gelsenkirchen | 1 | 88185 | 16258 | 7893 | 2582 | 2021-10-04 00:03:58 | 2024-05-26 23:49:13 | tempus | Stadt Gelsenkirchen |
| giessen | 3 | 12763 | 609 | 27 | 0 | 2021-10-04 00:03:51 | 2022-03-27 23:48:59 | tempus | Stadt Gießen |
| goeppingen | 4 | 25513 | 23648 | 13308 | 5907 | 2021-10-04 00:03:04 | 2022-08-10 14:03:05 | tevis | Landkreis Goeppingen |
| goettingen | 9 | 29036 | 56821 | 29529 | 19934 | 2021-10-04 00:03:05 | 2022-09-14 13:33:03 | tevis | Stadt Göttingen |
| goslartest | 1 | 42901 | 16672 | 11362 | 2274 | 2021-07-26 00:03:24 | 2022-11-27 23:49:15 | etermin | Testzentrum Goslar |
| gottmadingen | 1 | 54636 | 4751 | 3048 | 396 | 2021-10-04 00:04:05 | 2023-06-28 14:48:18 | tevis | Gemeinde Gottmadingen |
| graz | 39 | 93770 | 699199 | 210829 | 32134 | 2021-07-26 00:03:48 | 2024-05-26 23:51:14 | etermin | Stadt Graz |
| grazamt | 5 | 95141 | 86895 | 43607 | 9117 | 2021-07-26 00:03:53 | 2024-05-26 23:51:23 | etermin | BürgerInnenamt Stadt Graz |
| grazuni | 1 | 61415 | 7485 | 162 | 6 | 2021-08-12 02:19:47 | 2023-06-25 23:51:34 | etermin | Universität Graz |
| greifswald | 9 | 42900 | 56000 | 24468 | 9545 | 2021-10-04 00:03:09 | 2023-02-23 19:18:09 | tevis | Stadt Greifswald |
| gronau | 8 | 63769 | 38351 | 18036 | 4927 | 2021-07-26 00:04:01 | 2023-08-03 12:03:09 | tevis | Stadt Gronau |
| grossumstadt | 3 | 3508 | 1471 | 550 | 198 | 2021-07-12 00:04:14 | 2021-08-17 14:33:21 | tevis | Stadt Groß-Umstadt |
| hahnenkleetest | 1 | 33206 | 4944 | 1573 | 173 | 2021-12-06 00:08:15 | 2022-11-27 23:51:23 | etermin | Testzentrum Hahnenklee |
| halbersadt | 2 | 95281 | 11793 | 8170 | 543 | 2021-07-26 00:03:54 | 2024-05-26 23:51:28 | etermin | Stadt Halberstadt |
| halle | 22 | 90534 | 78806 | 48068 | 15240 | 2021-07-26 00:03:31 | 2024-04-07 23:48:10 | netappoint | Stadt Halle |
| hammersbachtest | 2 | 46175 | 43735 | 21223 | 1108 | 2021-07-26 00:03:55 | 2022-12-31 13:25:17 | etermin | Schnelltestzentrum Hammersbach |
| heidelberg | 8 | 36934 | 35808 | 16902 | 7801 | 2021-07-12 00:04:15 | 2022-09-11 23:48:05 | tevis | Stadt Heidelberg |
| herborn | 4 | 55078 | 38256 | 15977 | 5454 | 2021-10-04 00:03:36 | 2023-06-30 12:19:19 | tempus | Stadt Herborn |
| hersfeldtest | 1 | 39757 | 9127 | 2249 | 1348 | 2021-07-26 00:03:56 | 2023-02-06 14:07:14 | etermin | Corona-Testcenter Hersfeld-Rotenburg |
| hof | 5 | 31490 | 19816 | 10641 | 2210 | 2021-07-26 00:04:07 | 2022-09-13 15:18:19 | tevis | Stadt Hof |
| holtestukenbrock | 2 | 88667 | 27358 | 8627 | 2629 | 2021-10-04 00:03:54 | 2024-05-26 23:50:13 | tempus | Stadt Schloß Holte-Stukenbrock |
| hornberg | 1 | 3508 | 543 | 193 | 95 | 2021-07-12 00:04:16 | 2021-08-17 14:33:21 | tevis | Stadt Hornberg |
| hsktest | 1 | 51556 | 12932 | 2105 | 572 | 2021-07-26 00:03:57 | 2023-02-26 12:36:52 | etermin | Hochsauerlandkreis |
| huenstetten | 4 | 3508 | 675 | 233 | 61 | 2021-07-12 00:04:17 | 2021-08-17 14:33:24 | tevis | Stadt Hünstetten |
| huettenberg | 9 | 3508 | 851 | 112 | 35 | 2021-07-12 00:04:21 | 2021-08-17 14:33:30 | tevis | Stadt Hüttenberg |
| ilmkreis | 1 | 34300 | 51 | 1 | 0 | 2021-07-12 00:04:22 | 2022-11-09 08:33:02 | tevis | Ilm-Kreis |
| ilvesheim | 5 | 87819 | 22393 | 16576 | 2900 | 2021-10-04 00:03:42 | 2024-05-26 23:49:24 | tempus | Gemeinde Ilvesheim |
| impfthueringen | 69 | 15449 | 555563 | 362090 | 380709 | 2021-07-12 00:00:00 | 2022-01-30 23:45:00 | custom | Impftermin Thüringen |
| ingelheim | 2 | 55994 | 15273 | 8289 | 4753 | 2021-07-26 00:04:09 | 2023-05-05 08:33:12 | tevis | Stadt Ingelheim |
| innsbruckpsych | 1 | 89485 | 1277 | 254 | 31 | 2021-07-26 00:03:57 | 2024-05-26 23:51:29 | etermin | Psychologische Studierendenberatung Innsbruck |
| itzehoe | 3 | 85865 | 17267 | 10135 | 1137 | 2021-07-26 15:19:04 | 2024-05-26 23:51:31 | etermin | Stadt Itzehoe Einwohnermeldeamt |
| jena | 7 | 48082 | 54622 | 30521 | 15532 | 2021-07-12 00:04:23 | 2023-01-06 08:18:04 | tevis | Stadt Jena |
| kaiserslauternausl | 2 | 95963 | 0 | 0 | 0 | 2021-07-12 00:04:24 | 2024-05-26 23:48:02 | netappoint | Stadt Kaiserslautern Ausländerbehörde |
| kassel | 14 | 3508 | 7544 | 4065 | 1804 | 2021-07-12 00:04:29 | 2021-08-17 14:33:36 | tevis | Stadt Kassel |
| kelsterbach | 1 | 3508 | 575 | 114 | 61 | 2021-07-12 00:04:30 | 2021-08-17 14:33:37 | tevis | Stadt Kelsterbach |
| kfzgrasbrunn | 2 | 21491 | 9016 | 4999 | 3240 | 2021-10-04 00:04:28 | 2022-07-12 17:05:26 | tevis | Kfz Zulassungstelle Grasbrunn |
| kherfordkfz | 3 | 88552 | 73746 | 32416 | 28888 | 2021-10-04 00:04:00 | 2024-05-26 23:49:17 | tempus | Kreis Herford Straßenverkehrsamt |
| kielema | 7 | 46431 | 24342 | 12296 | 4153 | 2021-10-04 00:03:06 | 2023-03-15 14:33:10 | tevis | Kiel Einwohnermeldeamt |
| kielsw | 6 | 83291 | 68544 | 24405 | 5025 | 2021-10-04 00:04:01 | 2024-05-26 23:50:18 | tempus | Stadtwerke Kiel |
| kluetzerwinkel | 1 | 26509 | 2667 | 1958 | 388 | 2021-10-04 00:03:11 | 2022-09-01 19:48:10 | tevis | Amt Kluetzer Winkel |
| koeln | 8 | 61126 | 5892 | 3819 | 2593 | 2021-10-04 00:04:33 | 2023-08-13 23:48:03 | netappoint | Stadt Koeln |
| kreisbergstrasse | 2 | 15182 | 6732 | 4028 | 1677 | 2021-07-12 00:04:53 | 2022-01-30 23:48:10 | netappoint | Kreis Bergstraße |
| kreisgermersheimkfz | 1 | 15389 | 2187 | 831 | 194 | 2021-07-12 00:04:55 | 2022-01-30 23:48:01 | netappoint | Kreis Germersheim Kfz-Zulassungsbehörde |
| kreisgrossgerau | 12 | 3321 | 4437 | 1138 | 917 | 2021-07-12 00:04:59 | 2021-08-17 13:48:44 | tevis | Kreis Groß-Gerau |
| kreisolpe | 11 | 68526 | 227458 | 131493 | 85878 | 2021-10-04 00:03:53 | 2023-10-29 23:49:28 | tempus | Kreis Olpe |
| kreissoest | 3 | 26917 | 22116 | 14224 | 8619 | 2021-10-04 00:03:06 | 2022-08-23 23:18:08 | tevis | Kreis Soest |
| kreissteinfurt | 1 | 1577 | 260 | 181 | 15 | 2021-07-26 00:03:58 | 2021-08-11 10:05:11 | etermin | Kreis Steinfurt |
| kreiswesel | 5 | 41079 | 54377 | 32096 | 16866 | 2021-07-12 00:05:02 | 2022-10-26 08:48:06 | tevis | Kreis Wesel |
| kronachkfz | 1 | 88666 | 20244 | 6754 | 3419 | 2021-10-04 00:04:00 | 2024-05-26 23:49:19 | tempus | Landkreis Kronach Zulassungsbehörde |
| krunnakfz | 4 | 88654 | 73152 | 42716 | 21625 | 2021-10-04 00:04:23 | 2024-05-26 23:50:21 | tempus | Kreis Unna Kfz |
| kuerten | 4 | 13434 | 3402 | 2066 | 400 | 2021-10-04 00:04:07 | 2022-04-03 23:49:10 | tempus | Stadt Kürten |
| kvmayenkoblenz | 7 | 39450 | 42901 | 24810 | 8536 | 2021-07-26 00:04:22 | 2022-11-23 14:48:16 | tevis | Landkreis Mayen-Koblenz |
| ladenburg | 9 | 88663 | 60471 | 27074 | 4913 | 2021-10-04 00:04:11 | 2024-05-26 23:49:32 | tempus | Stadt Ladenburg |
| lauenburgkfz | 1 | 88669 | 23859 | 13076 | 6913 | 2021-10-04 00:04:24 | 2024-05-26 23:50:23 | tempus | Kreis Lauenburg Fachdienst Straßenverkehr |
| lehrte | 7 | 95191 | 77282 | 57215 | 4899 | 2021-07-26 00:04:06 | 2024-05-26 23:52:29 | etermin | Stadt Lehrte |
| leichlingen | 12 | 74572 | 85871 | 52252 | 15320 | 2021-10-04 00:04:21 | 2023-12-31 23:49:15 | tempus | Stadt Leichlingen |
| leimen | 5 | 88405 | 40951 | 26092 | 9735 | 2021-10-04 00:04:13 | 2024-05-26 23:49:36 | tempus | Stadt Leimen |
| leipzig | 10 | 62377 | 33555 | 22639 | 2716 | 2021-07-26 00:03:13 | 2023-07-23 23:48:03 | custom | Stadt Leipzig |
| leipzigstandesamt | 3 | 11419 | 1254 | 695 | 234 | 2021-07-12 00:05:04 | 2021-12-19 23:48:03 | netappoint | Stadt Leipzig Standesamt |
| leun | 6 | 1590 | 592 | 56 | 11 | 2021-07-12 00:05:05 | 2021-08-17 00:22:10 | tevis | Stadt Leun |
| leverkusen | 1 | 59120 | 9344 | 3737 | 1941 | 2021-10-04 00:03:02 | 2023-07-23 23:48:03 | netappoint | Zulassungsstelle Leverkusen |
| linsengericht | 1 | 1461 | 220 | 34 | 18 | 2021-07-12 00:05:05 | 2021-08-17 00:22:11 | tevis | Stadt Linsengericht |
| lippstadtew | 4 | 54927 | 65861 | 38303 | 14586 | 2021-10-04 08:04:37 | 2023-10-30 11:19:43 | tempus | Stadt Lippstadt Fachdienst Einwohnerwesen |
| lkbhkfz | 2 | 4580 | 961 | 564 | 296 | 2021-10-04 00:03:21 | 2022-01-02 23:48:04 | netappoint | Landkreis Breisgau-Hochschwarzwald Kfz-Zulassungsbehörde |
| lkbhlw | 1 | 4593 | 0 | 0 | 0 | 2021-10-04 00:03:02 | 2022-01-02 23:48:03 | netappoint | Landkreis Breisgau-Hochschwarzwald Landwitschaft |
| lkcoesfeld | 4 | 345 | 109 | 0 | 0 | 2021-10-04 00:08:31 | 2021-10-07 14:24:02 | etermin | Kreis Coesfeld |
| lkortenau | 24 | 26730 | 73115 | 143 | 168 | 2021-10-04 00:03:11 | 2022-08-23 14:03:08 | tevis | Landkreis Ortenau |
| lkzwickau | 10 | 39828 | 52199 | 27824 | 11152 | 2021-10-04 00:04:49 | 2023-02-08 15:03:21 | tevis | Landkreis Zwickau |
| loehne | 17 | 32647 | 42417 | 7398 | 2670 | 2021-07-26 00:04:53 | 2022-09-20 11:03:32 | tevis | Stadt Löhne |
| lramiesbach | 3 | 41019 | 18882 | 10665 | 5829 | 2021-07-26 00:04:57 | 2022-12-01 11:03:25 | tevis | Landratsamt Miesbach |
| lramuenchenausl | 21 | 23119 | 16338 | 6917 | 4097 | 2021-10-04 00:05:31 | 2022-08-24 08:20:47 | tevis | Landkreis München Ausländerbehörde |
| lramuenchenefa | 11 | 81629 | 104841 | 33825 | 11044 | 2021-07-26 00:05:01 | 2024-02-12 11:18:10 | tevis | Landratsamt München |
| lramuenchenjob | 32 | 2011 | 4063 | 4 | 0 | 2021-10-04 00:03:13 | 2021-11-07 23:48:13 | tevis | Landkreis München Jobcenter |
| ludwigsburg | 16 | 63148 | 141932 | 68156 | 45482 | 2021-10-04 00:04:29 | 2023-09-03 23:49:45 | tempus | Stadt Ludwigsburg |
| ludwigshafen | 13 | 75341 | 101972 | 61885 | 22584 | 2021-10-04 00:03:08 | 2024-01-12 13:33:13 | tevis | Kreis Ludwigshfen |
| ludwigshafenaus | 1 | 88668 | 738 | 20 | 0 | 2021-10-04 00:04:13 | 2024-05-26 23:49:37 | tempus | Stadt Ludwigshafen Ausländerbehörde |
| luedenscheid | 7 | 88583 | 111168 | 74939 | 16157 | 2021-10-04 00:04:26 | 2024-05-26 23:50:26 | tempus | Stadt Lüdenscheid |
| luenen | 1 | 88673 | 22803 | 17921 | 2132 | 2021-10-04 00:04:30 | 2024-05-26 23:49:25 | tempus | Stadt Lünen |
| maerkischerkreis | 9 | 52090 | 75247 | 44981 | 16857 | 2021-10-04 00:03:07 | 2023-05-12 12:33:08 | tevis | Märkischer Kreis |
| magdeburg | 28 | 45863 | 59425 | 11852 | 2440 | 2021-07-12 00:05:32 | 2022-12-18 23:48:12 | netappoint | Stadt Magdeburg |
| mainz | 17 | 39177 | 97768 | 63922 | 20100 | 2021-07-26 00:03:22 | 2022-10-19 13:48:22 | tevis | Stadt Mainz |
| mannheimbs | 67 | 40466 | 342710 | 191441 | 96667 | 2021-10-04 00:04:58 | 2023-01-29 23:49:38 | tempus | Stadt Mannheim Bürgerservice |
| mannheimmvv | 10 | 63135 | 104506 | 15872 | 2683 | 2021-10-04 00:04:33 | 2024-05-26 23:50:45 | tempus | Stadtwerke Mannheim |
| mannheimsa | 6 | 88673 | 16739 | 9294 | 1543 | 2021-10-04 00:04:36 | 2024-05-26 23:49:29 | tempus | Stadt Mannheim Fachbereich Sicherheit und Ordnung |
| mechernich | 2 | 21881 | 4952 | 2069 | 453 | 2021-10-04 00:03:15 | 2022-07-17 23:48:08 | tevis | Stadt Mechernich |
| minden | 3 | 57169 | 40295 | 27002 | 12022 | 2021-07-26 00:05:06 | 2023-05-22 08:03:20 | tevis | Stadt Minden |
| mittenwalde | 3 | 95328 | 16764 | 5633 | 236 | 2021-07-26 00:04:06 | 2024-05-26 23:52:31 | etermin | Stadt Mittenwalde |
| moerlenbach | 1 | 1375 | 257 | 20 | 9 | 2021-07-12 00:05:32 | 2021-08-17 00:22:12 | tevis | Stadt Mörlenbach |
| muelheim | 9 | 37309 | 64285 | 40060 | 15584 | 2021-10-04 00:03:06 | 2022-12-09 13:03:11 | tevis | Stadt Mülheim an der Ruhr |
| muenster | 20 | 42251 | 136732 | 87508 | 41696 | 2021-10-04 00:03:10 | 2023-01-29 18:03:14 | tevis | Stadt Muenster |
| neuisenburg | 1 | 1334 | 238 | 24 | 22 | 2021-07-12 00:05:33 | 2021-08-17 00:22:13 | tevis | Stadt Neu-Isenburg |
| neuulm | 5 | 88666 | 85139 | 49970 | 20182 | 2021-10-04 00:05:02 | 2024-05-26 23:49:53 | tempus | Stadt Neu-Ulm |
| niedenstein | 1 | 1294 | 204 | 17 | 4 | 2021-07-12 00:05:33 | 2021-08-17 00:22:13 | tevis | Stadt Niedenstein |
| nordhausen | 2 | 83908 | 19295 | 12280 | 6088 | 2021-07-12 00:05:35 | 2024-01-15 13:03:05 | tevis | Stadt Nordhausen |
| nuernberg | 51 | 32936 | 117205 | 59618 | 24600 | 2021-10-04 00:06:01 | 2022-10-24 10:03:41 | tevis | Stadt Nürnberg |
| nusloch | 4 | 69826 | 28849 | 3105 | 852 | 2021-10-04 00:04:34 | 2023-11-30 15:49:57 | tempus | Gemeinde Nußloch |
| oberasbach | 2 | 48551 | 5056 | 3178 | 223 | 2021-07-26 11:04:16 | 2024-05-23 17:22:44 | etermin | Stadt Oberasbach |
| oberbergisch | 11 | 82387 | 205594 | 120999 | 87753 | 2021-10-04 00:04:46 | 2024-03-22 11:19:36 | tempus | Straßenverkehrsamt Oberbergischer Kreis |
| oberding | 3 | 88664 | 22868 | 12293 | 3854 | 2021-10-04 00:05:08 | 2024-05-26 23:49:56 | tempus | Stadt Oberding |
| oberramstadt | 6 | 1196 | 1191 | 140 | 117 | 2021-07-12 00:05:38 | 2021-08-17 00:22:17 | tevis | Stadt Ober-Ramstadt |
| oesterreichgk | 9 | 30021 | 47 | 2 | 2 | 2021-09-02 00:06:35 | 2023-05-15 17:22:25 | etermin | Österreichische Gesundheitskasse |
| offenbach | 9 | 1185 | 1522 | 23 | 3 | 2021-07-12 00:05:41 | 2021-08-17 00:22:22 | tevis | Stadt Offenbach |
| oldenburg | 4 | 88665 | 89650 | 1378 | 0 | 2021-10-04 00:04:39 | 2024-05-26 23:50:52 | tempus | Landkreis Oldenburg |
| olfen | 1 | 95332 | 14881 | 8446 | 707 | 2021-07-26 00:04:18 | 2024-05-26 23:52:46 | etermin | Stadt Olfen |
| ostfildern | 10 | 88672 | 102957 | 63458 | 17627 | 2021-10-04 00:04:55 | 2024-05-26 23:49:35 | tempus | Ostfildern |
| overath | 6 | 84318 | 107975 | 66736 | 29527 | 2021-10-04 00:05:14 | 2024-05-26 23:50:02 | tempus | Stadt Overath |
| paderborn | 19 | 34412 | 72633 | 26929 | 17127 | 2021-07-26 00:05:36 | 2022-10-10 14:03:59 | tevis | Stadt Paderborn |
| pfungstadt | 2 | 1170 | 520 | 89 | 55 | 2021-07-12 00:05:43 | 2021-08-13 23:34:33 | tevis | Stadt Pfungstadt |
| radolfzell | 4 | 23399 | 15983 | 6158 | 1490 | 2021-10-04 00:03:21 | 2022-07-17 23:48:13 | tevis | Stadt Radolfzell |
| rastatt | 11 | 27968 | 16530 | 1215 | 333 | 2021-10-04 00:06:40 | 2022-10-07 10:19:17 | tevis | Stadt Rastatt |
| ravensburg | 4 | 73898 | 60610 | 23306 | 10740 | 2021-10-04 00:04:43 | 2023-12-24 23:50:04 | tempus | Stadt Ravensburg |
| rhedawiedenbrueck | 7 | 88671 | 135190 | 58234 | 23058 | 2021-10-04 00:05:03 | 2024-05-26 23:49:44 | tempus | Stadt Rheda-Wiedenbrück |
| rheingautaunus | 5 | 79276 | 37716 | 14719 | 11588 | 2021-10-04 00:05:18 | 2024-02-18 23:50:19 | tempus | Rheingau-Taunus-Kreis |
| roesrath | 6 | 83472 | 134510 | 71299 | 35542 | 2021-10-04 00:04:49 | 2024-05-26 23:51:00 | tempus | Stadt Rösrath |
| rottenburg | 24 | 88669 | 185591 | 126380 | 39495 | 2021-10-04 00:05:23 | 2024-05-26 23:50:09 | tempus | Stadt Rottenburg |
| saarbruecken | 10 | 31043 | 72560 | 43496 | 21402 | 2021-10-04 00:03:09 | 2022-10-05 12:33:09 | tevis | Stadt Saarbrücken |
| saluburggbr | 3 | 41948 | 2857 | 442 | 32 | 2023-03-16 13:59:35 | 2024-05-26 23:52:47 | etermin | Gesundheitsberuferegister Arbeiterkammer Salzburg |
| salzgitter | 28 | 48210 | 80920 | 27752 | 13936 | 2021-07-26 00:06:21 | 2023-03-07 10:48:36 | tevis | Stadt Salzgitter |
| salzlandkreis | 8 | 24631 | 34156 | 17802 | 8127 | 2021-10-04 00:03:09 | 2022-07-29 18:03:12 | tevis | Salzlandkreis |
| schoenebeckelbe | 1 | 73814 | 619 | 311 | 115 | 2021-07-26 00:06:23 | 2023-11-07 11:48:11 | tevis | Stadt Schönebeck (Elbe) |
| schriesheim | 7 | 88668 | 37185 | 23762 | 6436 | 2021-10-04 00:05:27 | 2024-05-26 23:50:09 | tempus | Stadt Schriesheim |
| schwaebischhall | 4 | 87608 | 81050 | 41761 | 10605 | 2021-10-04 10:20:07 | 2024-05-26 23:51:06 | tempus | Stadt Schwäbisch Hall |
| schwaebischhallkfz | 15 | 88664 | 370700 | 191749 | 96795 | 2021-10-04 00:05:43 | 2024-05-26 23:50:30 | tempus | Landkreis Schwäbisch Hall Zulassungsstelle |
| schwieberdingen | 8 | 88669 | 89869 | 40278 | 13193 | 2021-10-04 00:05:36 | 2024-05-26 23:50:18 | tempus | Stadt Schwieberdingen |
| selm | 3 | 80558 | 14717 | 8284 | 696 | 2021-07-26 09:49:51 | 2024-02-16 10:54:40 | etermin | Stadt Selm |
| speyer | 5 | 9946 | 2405 | 1384 | 321 | 2021-07-26 00:06:26 | 2022-08-23 14:04:26 | tevis | Stadt Speyer |
| sraachen | 2 | 13397 | 11988 | 9409 | 4700 | 2021-10-04 00:03:24 | 2022-04-03 23:48:03 | netappoint | Städteregion Aachen |
| stade | 4 | 19145 | 15192 | 8094 | 2840 | 2021-10-04 00:07:28 | 2022-06-19 23:54:59 | tevis | Landkreis Stade |
| stadtbergen | 1 | 93391 | 2396 | 262 | 284 | 2021-07-26 00:04:20 | 2024-05-26 23:52:48 | etermin | Stadt Stadtbergen |
| stadtsoest | 1 | 69473 | 23909 | 16591 | 8431 | 2021-07-26 00:06:28 | 2023-09-22 12:33:14 | tevis | Stadt Söst |
| steinburg | 1 | 93437 | 3183 | 146 | 32 | 2021-07-26 00:06:32 | 2024-05-26 23:48:06 | tevis | Stadt Steinburg |
| teltow | 1 | 39679 | 1937 | 1215 | 263 | 2021-10-05 00:04:53 | 2024-05-15 09:36:12 | tempus | Stadt Teltow |
| teublitztest | 1 | 95232 | 18220 | 5707 | 1272 | 2021-07-26 00:04:21 | 2024-05-26 23:53:56 | etermin | Corona-Schnellteststelle Teublitz |
| trier | 8 | 31616 | 26182 | 13389 | 6511 | 2021-07-26 00:06:43 | 2022-09-06 14:49:11 | tevis | Stadt Trier |
| tuebingen | 19 | 88667 | 188404 | 91449 | 66077 | 2021-10-04 00:05:56 | 2024-05-26 23:50:38 | tempus | Stadt Tübingen |
| unna | 3 | 36731 | 10678 | 6032 | 2746 | 2021-07-26 00:06:46 | 2022-10-17 15:03:59 | tevis | Stadt Unna |
| verden | 2 | 30587 | 18814 | 11311 | 7329 | 2021-10-04 00:03:04 | 2022-10-12 15:03:06 | tevis | Landkreis Verden |
| viernheim | 1 | 1169 | 315 | 52 | 31 | 2021-07-12 00:05:43 | 2021-08-13 23:34:34 | tevis | Stadt Viernheim |
| walldorf | 8 | 88561 | 54213 | 8746 | 617 | 2021-10-04 00:10:26 | 2024-05-26 23:54:09 | etermin | Stadt Walldorf |
| weilheimschongau | 4 | 28958 | 15477 | 8424 | 5022 | 2021-07-26 00:06:51 | 2022-07-22 08:57:23 | tevis | Landkreis Weilheim-Schongau |
| weimar | 3 | 38322 | 18081 | 8744 | 5295 | 2021-07-12 00:05:44 | 2022-09-26 14:48:04 | tevis | Stadt Weimar |
| weimarunioffice | 1 | 86590 | 2116 | 87 | 7 | 2021-12-06 00:09:59 | 2024-05-26 23:54:09 | etermin | Bauhaus-Universität Weimar Erdgeschoss Raum 002 |
| weinheim | 8 | 88590 | 115552 | 69856 | 24792 | 2021-10-04 00:05:40 | 2024-05-26 23:50:29 | tempus | Stadt Weinheim |
| weiterstadt | 2 | 1135 | 581 | 51 | 19 | 2021-07-12 00:05:45 | 2021-08-09 15:34:56 | tevis | Stadt Weiterstadt |
| werne | 5 | 88664 | 76228 | 29946 | 10910 | 2021-10-04 00:04:56 | 2024-05-26 23:51:12 | tempus | Stadt Werne |
| werrameissner | 4 | 88666 | 38044 | 15882 | 9589 | 2021-10-04 00:05:58 | 2024-05-26 23:50:41 | tempus | Kreis Werra-Meißner |
| wiehl | 1 | 88762 | 4135 | 2162 | 208 | 2021-07-27 09:34:23 | 2024-05-26 23:54:12 | etermin | Stadt Wiehl |
| wismar | 8 | 26510 | 21592 | 9113 | 2011 | 2021-10-04 00:03:19 | 2022-09-01 19:48:20 | tevis | Hansestadt Wismar |
| wittmund | 3 | 29529 | 9042 | 3926 | 2531 | 2021-07-26 00:06:56 | 2022-07-28 11:47:59 | tevis | Stadt Wittmund |
| worms | 7 | 40799 | 37596 | 22506 | 11468 | 2021-07-26 00:07:06 | 2023-01-04 16:18:50 | tevis | Stadt Worms |
| wuppertalewm | 18 | 82392 | 315503 | 120151 | 92779 | 2021-10-04 00:05:55 | 2024-05-26 23:35:34 | tempus | Stadt Wuppertal Einwohnermeldeamt |
| wuppertalgeo | 5 | 88518 | 30119 | 1120 | 543 | 2021-10-04 00:03:11 | 2024-05-26 23:48:10 | netappoint | Stadt Wuppertal Geodatenzentrum |
| wuppertalgw | 3 | 88516 | 55629 | 24802 | 7121 | 2021-10-04 00:03:08 | 2024-05-26 23:48:08 | netappoint | Stadt Wuppertal Gewerbecenter |
| wuppertalsv | 3 | 88458 | 88236 | 34640 | 36037 | 2021-10-04 00:04:59 | 2024-05-26 23:51:15 | tempus | Stadt Wuppertal Staßenverkehrsamt |
Where the columns are:
source_id,name,scraper: The source of the scraped data. See office-schedule-scraper for details.num_locations: The average number of locations or different offices that are found for the source.num_snapshots: The number of successful snapshots of the website data.num_changes: The number of changes in the schedule data, summed over all locations. That means, whenever a location shows a different schedule compared to the previous snapshot, the number is increased by 1.num_appointments: The estimated number of appointments that have been made, summed over all locations. Please read below note!num_cancellations: Similar tonum_appointmentsbut this shows the number of free dates that have reappeared on the schedule.
The summary-weekly.csv table is similar but contains a row for each calendar week as well.
There are some problems estimating the actual number of appointments and cancellations. Including strange data from the websites at some points in time. In the above tables, the numbers for appointments and cancellations are summed over the estimated numbers per snapshot, limited to 1. That means that no location can contribute more than 1 appointment/cancellation per 15 minutes. That mitigates one of the problems, where a sequence of free 5-minute slots disappears, probably because they are occupied by one longer appointment.