Germany: SK Erfurt (Thüringen)

• Homepage of project: https://oscovida.github.io
• Plots are explained at http://oscovida.github.io/plots.html
• Execute this Jupyter Notebook using myBinder

import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")

Notebook executed on: 07/03/2023 16:16:07 CEST

%config InlineBackend.figure_formats = ['svg']
from oscovida import *

overview(country="Germany", subregion="SK Erfurt", weeks=5);

overview(country="Germany", subregion="SK Erfurt");

compare_plot(country="Germany", subregion="SK Erfurt", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="SK Erfurt")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Erfurt")
print(f'Population of country="Germany", subregion="SK Erfurt": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table

Population of country="Germany", subregion="SK Erfurt": 213227 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	80817	33	622	0
2023-03-03	80784	12	622	0
2023-03-02	80772	27	622	0
2023-03-01	80745	30	622	0
2023-02-28	80715	56	622	0
2023-02-27	80659	45	622	0
2023-02-24	80614	26	622	0
2023-02-23	80588	19	622	0
2023-02-22	80569	32	622	0
2023-02-21	80537	51	622	0
2023-02-20	80486	31	622	0
2023-02-17	80455	30	622	0
2023-02-16	80425	25	622	0
2023-02-15	80400	22	622	0
2023-02-14	80378	38	622	0
2023-02-13	80340	18	622	0
2023-02-10	80322	16	622	0
2023-02-09	80306	19	622	2
2023-02-08	80287	15	620	0
2023-02-07	80272	26	620	0
2023-02-06	80246	18	620	2
2023-02-03	80228	11	618	0
2023-02-02	80217	21	618	0
2023-02-01	80196	22	618	0
2023-01-31	80174	44	618	0
2023-01-30	80130	18	618	0
2023-01-27	80112	9	618	0
2023-01-26	80103	27	618	0
2023-01-25	80076	1	618	0
2023-01-24	80075	20	618	0
2023-01-23	80055	20	618	0
2023-01-20	80035	15	618	0
2023-01-19	80020	12	618	0
2023-01-18	80008	10	618	0
2023-01-17	79998	19	618	1
2023-01-16	79979	21	617	0
2023-01-13	79958	6	617	1
2023-01-12	79952	21	616	0
2023-01-11	79931	24	616	0
2023-01-10	79907	40	616	1
2023-01-09	79867	40	615	0
2023-01-06	79827	11	615	0
2023-01-05	79816	42	615	1
2023-01-04	79774	45	614	0
2023-01-03	79729	31	614	1
2023-01-02	79698	81	613	3
2022-12-30	79617	16	610	2
2022-12-29	79601	17	608	0
2022-12-28	79584	30	608	0
2022-12-27	79554	74	608	2
2022-12-23	79480	32	606	1
2022-12-22	79448	55	605	0
2022-12-21	79393	57	605	0
2022-12-20	79336	65	605	1
2022-12-19	79271	75	604	0
2022-12-16	79196	49	604	0
2022-12-15	79147	50	604	2
2022-12-14	79097	49	602	1
2022-12-13	79048	78	601	1
2022-12-12	78970	70	600	1
2022-12-09	78900	44	599	0
2022-12-08	78856	64	599	2
2022-12-07	78792	62	597	0
2022-12-06	78730	79	597	1
2022-12-05	78651	54	596	1
2022-12-02	78597	60	595	0
2022-12-01	78537	62	595	0
2022-11-30	78475	62	595	0
2022-11-29	78413	52	595	2
2022-11-28	78361	72	593	1
2022-11-25	78289	34	592	0
2022-11-24	78255	72	592	1
2022-11-23	78183	52	591	1
2022-11-22	78131	79	590	0
2022-11-21	78052	53	590	0
2022-11-18	77999	39	590	0
2022-11-17	77960	63	590	0
2022-11-16	77897	66	590	1
2022-11-15	77831	60	589	1
2022-11-14	77771	88	588	1
2022-11-11	77683	33	587	0
2022-11-10	77650	46	587	0
2022-11-09	77604	68	587	0
2022-11-08	77536	83	587	0
2022-11-07	77453	119	587	0
2022-11-04	77334	40	587	0
2022-11-03	77294	110	587	1
2022-11-02	77184	161	586	0
2022-11-01	77023	97	586	2
2022-10-28	76926	129	584	1
2022-10-27	76797	52	583	1
2022-10-26	76745	123	582	0
2022-10-25	76622	219	582	2
2022-10-24	76403	293	580	7
2022-10-21	76110	80	573	0
2022-10-20	76030	250	573	1
2022-10-19	75780	133	572	0
2022-10-18	75647	274	572	1
2022-10-17	75373	223	571	2
2022-10-14	75150	150	569	0
2022-10-13	75000	150	569	2
2022-10-12	74850	265	567	1
2022-10-11	74585	339	566	0
2022-10-10	74246	168	566	2
2022-10-07	74078	229	564	0
2022-10-06	73849	312	564	1
2022-10-05	73537	288	563	4
2022-10-04	73249	178	559	0
2022-09-30	73071	131	559	0
2022-09-29	72940	139	559	0
2022-09-28	72801	145	559	0
2022-09-27	72656	236	559	0
2022-09-26	72420	193	559	1
2022-09-23	72227	127	558	0
2022-09-22	72100	109	558	0
2022-09-21	71991	93	558	1
2022-09-19	71898	104	557	0
2022-09-16	71794	94	557	0
2022-09-15	71700	72	557	0
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2022-08-30	70707	115	557	0
2022-08-29	70592	58	557	1
2022-08-26	70534	108	556	0
2022-08-24	70426	124	556	1
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2022-08-03	69222	116	548	3
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2022-07-28	68768	95	544	1
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2022-07-19	67714	143	541	1
2022-07-18	67571	140	540	0
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2022-07-11	66841	118	540	1
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2021-05-25	8488	16	275	0
2021-05-22	8472	14	275	0
2021-05-21	8458	12	275	0
2021-05-20	8446	22	275	0
2021-05-19	8424	32	275	3
2021-05-18	8392	29	272	1
2021-05-17	8363	16	271	0
2021-05-15	8347	19	271	0
2021-05-14	8328	26	271	0
2021-05-12	8302	57	271	0
2021-05-11	8245	24	271	0
2021-05-10	8221	31	271	0
2021-05-08	8190	35	271	1
2021-05-07	8155	48	270	0
2021-05-06	8107	35	270	0
2021-05-05	8072	63	270	0
2021-05-04	8009	40	270	1
2021-05-03	7969	40	269	0
2021-05-01	7929	80	269	0
2021-04-30	7849	66	269	1
2021-04-29	7783	45	268	0
2021-04-28	7738	81	268	1
2021-04-27	7657	48	267	0
2021-04-26	7609	27	267	1
2021-04-24	7582	49	266	0
2021-04-23	7533	55	266	2
2021-04-22	7478	65	264	0
2021-04-21	7413	91	264	0
2021-04-20	7322	113	264	0
2021-04-19	7209	24	264	0
2021-04-17	7185	43	264	0
2021-04-16	7142	40	264	1
2021-04-15	7102	72	263	0
2021-04-14	7030	85	263	1
2021-04-13	6945	95	262	1
2021-04-12	6850	38	261	3
2021-04-10	6812	43	258	2
2021-04-09	6769	67	256	0
2021-04-08	6702	83	256	0
2021-04-07	6619	105	256	2
2021-04-06	6514	17	254	0
2021-04-05	6497	31	254	0
2021-04-03	6466	53	254	1
2021-04-01	6413	56	253	2
2021-03-31	6357	48	251	1
2021-03-30	6309	90	250	0
2021-03-29	6219	61	250	1
2021-03-27	6158	52	249	1
2021-03-26	6106	54	248	2
2021-03-25	6052	37	246	0
2021-03-24	6015	71	246	0
2021-03-23	5944	63	246	0
2021-03-22	5881	36	246	0
2021-03-20	5845	43	246	1
2021-03-19	5802	26	245	0
2021-03-18	5776	47	245	1
2021-03-17	5729	73	244	1
2021-03-16	5656	30	243	0
2021-03-15	5626	38	243	3
2021-03-13	5588	30	240	1
2021-03-12	5558	30	239	0
2021-03-11	5528	45	239	1
2021-03-10	5483	46	238	0
2021-03-09	5437	31	238	0
2021-03-08	5406	14	238	0
2021-03-06	5392	47	238	0
2021-03-05	5345	25	238	1
2021-03-04	5320	29	237	0
2021-03-03	5291	40	237	1
2021-03-02	5251	36	236	1
2021-03-01	5215	23	235	1
2021-02-27	5192	17	234	0
2021-02-26	5175	27	234	1
2021-02-25	5148	28	233	0
2021-02-24	5120	34	233	3
2021-02-23	5086	39	230	2
2021-02-22	5047	23	228	3
2021-02-20	5024	36	225	1
2021-02-19	4988	38	224	2
2021-02-18	4950	33	222	0
2021-02-17	4917	68	222	2
2021-02-16	4849	38	220	2
2021-02-15	4811	7	218	2
2021-02-14	4804	15	216	1
2021-02-13	4789	14	215	1
2021-02-12	4775	28	214	2
2021-02-11	4747	37	212	0
2021-02-10	4710	28	212	2
2021-02-09	4682	6	210	0
2021-02-08	4676	11	210	1
2021-02-07	4665	12	209	0
2021-02-06	4653	33	209	2
2021-02-05	4620	51	207	4
2021-02-04	4569	46	203	3
2021-02-03	4523	63	200	2
2021-02-02	4460	50	198	2
2021-02-01	4410	6	196	0
2021-01-31	4404	13	196	0
2021-01-30	4391	25	196	0
2021-01-29	4366	50	196	0
2021-01-28	4316	41	196	1
2021-01-27	4275	61	195	5
2021-01-26	4214	56	190	3
2021-01-25	4158	7	187	0
2021-01-24	4151	17	187	0
2021-01-23	4134	67	187	7
2021-01-22	4067	27	180	1
2021-01-21	4040	63	179	5
2021-01-20	3977	62	174	0
2021-01-19	3915	62	174	3
2021-01-18	3853	16	171	1
2021-01-17	3837	23	170	1
2021-01-16	3814	48	169	2
2021-01-15	3766	91	167	3
2021-01-14	3675	54	164	5
2021-01-13	3621	65	159	3
2021-01-12	3556	65	156	2
2021-01-11	3491	18	154	0
2021-01-10	3473	17	154	2
2021-01-09	3456	37	152	3
2021-01-08	3419	50	149	0
2021-01-07	3369	129	149	5
2021-01-06	3240	89	144	5
2021-01-05	3151	80	139	2
2021-01-04	3071	23	137	1
2021-01-03	3048	32	136	1
2021-01-02	3016	3	135	1
2021-01-01	3013	20	134	1
2020-12-31	2993	36	133	4
2020-12-30	2957	112	129	6
2020-12-29	2845	61	123	1
2020-12-28	2784	47	122	4
2020-12-27	2737	36	118	4
2020-12-26	2701	18	114	0
2020-12-25	2683	69	114	2
2020-12-24	2614	30	112	0
2020-12-23	2584	121	112	5
2020-12-22	2463	128	107	14
2020-12-21	2335	25	93	1
2020-12-20	2310	7	92	0
2020-12-19	2303	37	92	0
2020-12-18	2266	51	92	2
2020-12-17	2215	54	90	1
2020-12-16	2161	62	89	1
2020-12-15	2099	47	88	0
2020-12-14	2052	20	88	1
2020-12-13	2032	7	87	1
2020-12-12	2025	46	86	1
2020-12-11	1979	73	85	0
2020-12-10	1906	64	85	2
2020-12-09	1842	80	83	8
2020-12-08	1762	64	75	6
2020-12-07	1698	26	69	2
2020-12-06	1672	4	67	0
2020-12-05	1668	34	67	3
2020-12-04	1634	41	64	1
2020-12-03	1593	82	63	3
2020-12-02	1511	37	60	2
2020-12-01	1474	38	58	0
2020-11-30	1436	13	58	0
2020-11-29	1423	3	58	0
2020-11-28	1420	33	58	2
2020-11-27	1387	22	56	0
2020-11-26	1365	30	56	0
2020-11-25	1335	48	56	2
2020-11-24	1287	24	54	0
2020-11-23	1263	10	54	1
2020-11-22	1253	5	53	0
2020-11-21	1248	39	53	2
2020-11-20	1209	57	51	5
2020-11-19	1152	30	46	0
2020-11-18	1122	81	46	14
2020-11-17	1041	23	32	2
2020-11-16	1018	13	30	1
2020-11-15	1005	1	29	0
2020-11-14	1004	43	29	5
2020-11-13	961	20	24	0
2020-11-12	941	26	24	1
2020-11-11	915	44	23	2
2020-11-10	871	22	21	0
2020-11-09	849	43	21	0
2020-11-08	806	20	21	0
2020-11-07	786	25	21	1
2020-11-06	761	33	20	1
2020-11-05	728	28	19	1
2020-11-04	700	27	18	0
2020-11-03	673	42	18	1
2020-11-02	631	28	17	1
2020-11-01	603	5	16	1
2020-10-31	598	21	15	0
2020-10-30	577	77	15	4
2020-10-29	500	13	11	1
2020-10-28	487	31	10	0
2020-10-27	456	25	10	1
2020-10-26	431	9	9	0
2020-10-25	422	5	9	0
2020-10-24	417	50	9	4
2020-10-23	367	15	5	0
2020-10-22	352	14	5	1
2020-10-21	338	22	4	1
2020-10-20	316	13	3	0
2020-10-19	303	11	3	0
2020-10-16	292	12	3	0
2020-10-15	280	4	3	0
2020-10-14	276	6	3	0
2020-10-13	270	4	3	0
2020-10-12	266	12	3	0
2020-10-09	254	1	3	0
2020-10-08	253	5	3	0
2020-10-06	248	2	3	0
2020-10-05	246	1	3	0
2020-10-02	245	7	3	0
2020-10-01	238	4	3	0
2020-09-30	234	4	3	0
2020-09-29	230	1	3	0
2020-09-28	229	4	3	0
2020-09-25	225	3	3	0
2020-09-24	222	2	3	0
2020-09-23	220	3	3	0
2020-09-22	217	2	3	0
2020-09-21	215	2	3	0
2020-09-18	213	4	3	0
2020-09-17	209	12	3	0
2020-09-16	197	3	3	0
2020-09-15	194	5	3	0
2020-09-14	189	3	3	0
2020-09-10	186	5	3	0
2020-09-08	181	2	3	0
2020-09-03	179	1	3	0
2020-09-02	178	3	3	0
2020-09-01	175	2	3	0
2020-08-28	173	3	3	0
2020-08-27	170	1	3	0
2020-08-24	169	3	3	1
2020-08-20	166	1	2	0
2020-08-19	165	1	2	0
2020-08-18	164	3	2	0
2020-08-17	161	1	2	0
2020-08-14	160	3	2	0
2020-08-12	157	2	2	0
2020-08-11	155	2	2	0
2020-08-10	153	3	2	0
2020-08-06	150	7	2	0
2020-08-03	143	1	2	0
2020-07-28	142	2	2	0
2020-07-02	140	1	2	0
2020-06-15	139	1	2	0
2020-06-02	138	1	2	0
2020-05-27	137	1	2	0
2020-05-15	136	1	2	0
2020-05-06	135	1	2	0
2020-05-02	134	1	2	0
2020-04-27	133	1	2	0
2020-04-25	132	1	2	0
2020-04-23	131	2	2	0
2020-04-22	129	4	2	0
2020-04-21	125	3	2	0
2020-04-19	122	1	2	0
2020-04-17	121	1	2	0
2020-04-16	120	3	2	0
2020-04-15	117	2	2	0
2020-04-14	115	2	2	0
2020-04-13	113	1	2	0
2020-04-12	112	2	2	0
2020-04-10	110	2	2	0
2020-04-09	108	1	2	0
2020-04-08	107	4	2	0
2020-04-07	103	6	2	1
2020-04-06	97	2	1	0
2020-04-05	95	1	1	0
2020-04-04	94	2	1	1
2020-04-03	92	3	0	0
2020-04-02	89	2	0	0
2020-04-01	87	5	0	0
2020-03-31	82	5	0	0
2020-03-29	77	2	0	0
2020-03-28	75	3	0	0
2020-03-27	72	5	0	0
2020-03-26	67	6	0	0
2020-03-25	61	8	0	0
2020-03-24	53	10	0	0
2020-03-23	43	13	0	0
2020-03-22	30	1	0	0
2020-03-21	29	1	0	0
2020-03-20	28	2	0	0
2020-03-19	26	9	0	0
2020-03-18	17	1	0	0
2020-03-16	16	6	0	0
2020-03-14	10	6	0	0
2020-03-13	4	2	0	0
2020-03-10	2	1	0	0

Explore the data in your web browser

• If you want to execute this notebook, click here to use myBinder
• and wait (~1 to 2 minutes)
• Then press SHIFT+RETURN to advance code cell to code cell
• See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:

• Johns Hopkins University provides data for countries
• Robert Koch Institute provides data for within Germany
• Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
• Open source and scientific computing community for the data tools
• Github for hosting repository and html files
• Project Jupyter for the Notebook and binder service
• The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

---

print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")

Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.

# to force a fresh download of data, run "clear_cache()"

print(f"Notebook execution took: {datetime.datetime.now()-start}")

Notebook execution took: 0:04:23.840061