Germany: LK Unstrut-Hainich-Kreis (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 16:16:06 CEST

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

overview(country="Germany", subregion="LK Unstrut-Hainich-Kreis", weeks=5);

overview(country="Germany", subregion="LK Unstrut-Hainich-Kreis");

compare_plot(country="Germany", subregion="LK Unstrut-Hainich-Kreis", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Unstrut-Hainich-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Unstrut-Hainich-Kreis")
print(f'Population of country="Germany", subregion="LK Unstrut-Hainich-Kreis": {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="LK Unstrut-Hainich-Kreis": 101269 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	43947	12	451	0
2023-03-03	43935	2	451	0
2023-03-02	43933	8	451	0
2023-02-28	43925	5	451	0
2023-02-27	43920	18	451	0
2023-02-24	43902	6	451	0
2023-02-23	43896	5	451	0
2023-02-22	43891	14	451	0
2023-02-21	43877	1	451	0
2023-02-20	43876	4	451	0
2023-02-17	43872	2	451	0
2023-02-16	43870	6	451	0
2023-02-15	43864	6	451	0
2023-02-14	43858	2	451	0
2023-02-13	43856	4	451	0
2023-02-10	43852	3	451	0
2023-02-09	43849	2	451	0
2023-02-08	43847	1	451	0
2023-02-07	43846	5	451	0
2023-02-06	43841	7	451	0
2023-02-03	43834	5	451	0
2023-02-02	43829	3	451	0
2023-02-01	43826	6	451	0
2023-01-31	43820	3	451	0
2023-01-30	43817	5	451	0
2023-01-27	43812	4	451	0
2023-01-25	43808	2	451	0
2023-01-24	43806	4	451	0
2023-01-23	43802	5	451	0
2023-01-20	43797	4	451	0
2023-01-19	43793	11	451	0
2023-01-18	43782	10	451	0
2023-01-17	43772	8	451	0
2023-01-16	43764	10	451	0
2023-01-13	43754	4	451	0
2023-01-12	43750	8	451	0
2023-01-11	43742	26	451	0
2023-01-10	43716	23	451	0
2023-01-09	43693	24	451	2
2023-01-06	43669	9	449	0
2023-01-05	43660	14	449	0
2023-01-04	43646	6	449	0
2023-01-03	43640	14	449	1
2023-01-02	43626	20	448	0
2022-12-30	43606	10	448	0
2022-12-29	43596	7	448	0
2022-12-28	43589	17	448	0
2022-12-27	43572	25	448	0
2022-12-23	43547	21	448	1
2022-12-22	43526	21	447	0
2022-12-21	43505	14	447	0
2022-12-20	43491	19	447	0
2022-12-19	43472	35	447	0
2022-12-16	43437	23	447	0
2022-12-15	43414	9	447	0
2022-12-14	43405	14	447	0
2022-12-13	43391	26	447	0
2022-12-12	43365	35	447	0
2022-12-09	43330	14	447	0
2022-12-08	43316	32	447	1
2022-12-07	43284	28	446	0
2022-12-06	43256	17	446	0
2022-12-05	43239	24	446	0
2022-12-02	43215	21	446	0
2022-12-01	43194	5	446	0
2022-11-30	43189	23	446	0
2022-11-29	43166	23	446	0
2022-11-28	43143	24	446	0
2022-11-25	43119	16	446	0
2022-11-24	43103	34	446	0
2022-11-23	43069	15	446	0
2022-11-22	43054	20	446	0
2022-11-21	43034	26	446	1
2022-11-18	43008	10	445	0
2022-11-17	42998	14	445	0
2022-11-16	42984	28	445	0
2022-11-15	42956	10	445	0
2022-11-14	42946	32	445	1
2022-11-11	42914	14	444	0
2022-11-10	42900	20	444	0
2022-11-09	42880	26	444	0
2022-11-08	42854	29	444	0
2022-11-07	42825	43	444	1
2022-11-04	42782	19	443	0
2022-11-03	42763	43	443	0
2022-11-02	42720	59	443	1
2022-11-01	42661	111	442	2
2022-10-28	42550	26	440	0
2022-10-27	42524	42	440	0
2022-10-26	42482	102	440	2
2022-10-25	42380	68	438	1
2022-10-24	42312	123	437	2
2022-10-21	42189	46	435	0
2022-10-20	42143	100	435	0
2022-10-19	42043	114	435	0
2022-10-18	41929	124	435	0
2022-10-17	41805	116	435	2
2022-10-14	41689	82	433	0
2022-10-13	41607	95	433	0
2022-10-12	41512	190	433	1
2022-10-11	41322	61	432	0
2022-10-10	41261	196	432	1
2022-10-07	41065	111	431	0
2022-10-06	40954	136	431	0
2022-10-05	40818	71	431	0
2022-10-04	40747	141	431	1
2022-09-30	40606	55	430	0
2022-09-29	40551	68	430	0
2022-09-28	40483	95	430	0
2022-09-27	40388	73	430	0
2022-09-26	40315	153	430	0
2022-09-23	40162	77	430	0
2022-09-22	40085	88	430	1
2022-09-21	39997	153	429	1
2022-09-16	39844	72	428	0
2022-09-15	39772	108	428	0
2022-09-14	39664	123	428	0
2022-09-13	39541	46	428	0
2022-09-12	39495	93	428	0
2022-09-09	39402	91	428	1
2022-09-08	39311	112	427	0
2022-09-07	39199	134	427	0
2022-09-06	39065	87	427	0
2022-09-05	38978	81	427	2
2022-09-02	38897	24	425	0
2022-09-01	38873	37	425	1
2022-08-31	38836	20	424	0
2022-08-30	38816	36	424	0
2022-08-29	38780	36	424	0
2022-08-26	38744	23	424	0
2022-08-25	38721	33	424	0
2022-08-24	38688	32	424	0
2022-08-23	38656	50	424	0
2022-08-22	38606	57	424	1
2022-08-19	38549	19	423	0
2022-08-18	38530	35	423	0
2022-08-17	38495	51	423	0
2022-08-16	38444	45	423	0
2022-08-15	38399	85	423	1
2022-08-12	38314	25	422	0
2022-08-11	38289	37	422	0
2022-08-10	38252	50	422	0
2022-08-09	38202	51	422	0
2022-08-08	38151	69	422	1
2022-08-05	38082	35	421	0
2022-08-04	38047	55	421	1
2022-08-03	37992	71	420	0
2022-08-02	37921	50	420	0
2022-08-01	37871	81	420	0
2022-07-29	37790	89	420	0
2022-07-28	37701	42	420	0
2022-07-27	37659	70	420	0
2022-07-26	37589	60	420	0
2022-07-25	37529	142	420	0
2022-07-22	37387	68	420	0
2022-07-21	37319	99	420	0
2022-07-20	37220	90	420	0
2022-07-19	37130	82	420	0
2022-07-18	37048	224	420	0
2022-07-15	36824	51	420	0
2022-07-14	36773	102	420	0
2022-07-13	36671	65	420	0
2022-07-12	36606	93	420	1
2022-07-11	36513	185	419	0
2022-07-08	36328	77	419	0
2022-07-07	36251	49	419	0
2022-07-06	36202	90	419	0
2022-07-05	36112	74	419	0
2022-07-04	36038	129	419	0
2022-07-01	35909	50	419	0
2022-06-30	35859	87	419	0
2022-06-29	35772	97	419	0
2022-06-28	35675	65	419	1
2022-06-27	35610	91	418	0
2022-06-24	35519	43	418	0
2022-06-23	35476	48	418	0
2022-06-22	35428	44	418	0
2022-06-21	35384	58	418	0
2022-06-20	35326	54	418	1
2022-06-17	35272	22	417	0
2022-06-16	35250	40	417	0
2022-06-15	35210	41	417	0
2022-06-14	35169	45	417	0
2022-06-13	35124	53	417	0
2022-06-10	35071	24	417	0
2022-06-09	35047	33	417	0
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2022-05-31	34901	31	417	0
2022-05-30	34870	56	417	0
2022-05-25	34814	19	417	0
2022-05-24	34795	33	417	0
2022-05-23	34762	42	417	1
2022-05-20	34720	28	416	0
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2022-05-04	34106	160	416	0
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2022-05-02	33896	105	416	1
2022-04-29	33791	100	415	0
2022-04-28	33691	158	415	1
2022-04-27	33533	151	414	1
2022-04-26	33382	63	413	0
2022-04-25	33319	205	413	0
2022-04-22	33114	106	413	1
2022-04-21	33008	337	412	0
2022-04-20	32671	54	412	0
2022-04-19	32617	305	412	2
2022-04-14	32312	199	410	0
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2022-04-12	31901	131	410	0
2022-04-11	31770	227	410	0
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2022-04-07	31407	228	410	0
2022-04-06	31179	252	410	0
2022-04-05	30927	493	410	2
2022-04-04	30434	486	408	0
2022-04-01	29948	424	408	1
2022-03-31	29524	345	407	0
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2022-03-29	28835	419	406	1
2022-03-28	28416	205	405	1
2022-03-27	28211	422	404	0
2022-03-26	27789	373	404	0
2022-03-25	27416	207	404	0
2022-03-24	27209	370	404	1
2022-03-23	26839	349	403	0
2022-03-22	26490	543	403	2
2022-03-21	25947	460	401	1
2022-03-20	25487	332	400	1
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2022-03-17	24564	338	399	0
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2022-01-01	13780	61	379	0
2021-12-31	13719	56	379	0
2021-12-30	13663	52	379	0
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2021-07-30	6433	1	264	0
2021-07-27	6432	1	264	0
2021-07-23	6431	1	264	0
2021-07-13	6430	1	264	0
2021-06-30	6429	1	264	0
2021-06-29	6428	1	264	0
2021-06-28	6427	2	264	0
2021-06-26	6425	1	264	0
2021-06-24	6424	1	264	0
2021-06-22	6423	1	264	0
2021-06-21	6422	2	264	0
2021-06-19	6420	9	264	0
2021-06-18	6411	5	264	0
2021-06-17	6406	1	264	0
2021-06-16	6405	11	264	0
2021-06-15	6394	7	264	0
2021-06-14	6387	3	264	0
2021-06-12	6384	9	264	0
2021-06-11	6375	6	264	0
2021-06-10	6369	5	264	0
2021-06-09	6364	6	264	0
2021-06-08	6358	9	264	0
2021-06-07	6349	12	264	0
2021-06-05	6337	15	264	0
2021-06-04	6322	16	264	0
2021-06-03	6306	6	264	0
2021-06-02	6300	8	264	0
2021-06-01	6292	11	264	1
2021-05-31	6281	9	263	0
2021-05-29	6272	9	263	0
2021-05-28	6263	13	263	0
2021-05-27	6250	5	263	0
2021-05-26	6245	10	263	1
2021-05-25	6235	7	262	0
2021-05-24	6228	2	262	0
2021-05-23	6226	1	262	1
2021-05-22	6225	15	261	0
2021-05-21	6210	14	261	0
2021-05-20	6196	19	261	0
2021-05-19	6177	31	261	1
2021-05-18	6146	33	260	0
2021-05-17	6113	10	260	0
2021-05-15	6103	15	260	0
2021-05-14	6088	21	260	2
2021-05-13	6067	18	258	0
2021-05-12	6049	42	258	0
2021-05-11	6007	21	258	0
2021-05-10	5986	39	258	1
2021-05-08	5947	16	257	1
2021-05-07	5931	26	256	1
2021-05-06	5905	35	255	1
2021-05-05	5870	28	254	1
2021-05-04	5842	30	253	0
2021-05-03	5812	14	253	2
2021-05-02	5798	2	251	0
2021-05-01	5796	11	251	0
2021-04-30	5785	32	251	1
2021-04-29	5753	29	250	2
2021-04-28	5724	20	248	0
2021-04-27	5704	35	248	2
2021-04-26	5669	6	246	0
2021-04-24	5663	11	246	1
2021-04-23	5652	27	245	0
2021-04-22	5625	23	245	1
2021-04-21	5602	24	244	0
2021-04-20	5578	21	244	0
2021-04-19	5557	16	244	1
2021-04-17	5541	23	243	0
2021-04-16	5518	16	243	0
2021-04-15	5502	21	243	0
2021-04-14	5481	37	243	2
2021-04-13	5444	26	241	1
2021-04-12	5418	17	240	0
2021-04-10	5401	13	240	1
2021-04-09	5388	23	239	1
2021-04-08	5365	44	238	3
2021-04-07	5321	33	235	2
2021-04-06	5288	16	233	0
2021-04-05	5272	8	233	0
2021-04-03	5264	8	233	2
2021-04-02	5256	21	231	0
2021-04-01	5235	21	231	0
2021-03-31	5214	22	231	0
2021-03-30	5192	22	231	0
2021-03-29	5170	13	231	2
2021-03-28	5157	1	229	0
2021-03-27	5156	14	229	0
2021-03-26	5142	16	229	0
2021-03-25	5126	19	229	2
2021-03-24	5107	15	227	0
2021-03-23	5092	21	227	0
2021-03-22	5071	5	227	0
2021-03-20	5066	14	227	1
2021-03-19	5052	30	226	0
2021-03-18	5022	18	226	0
2021-03-17	5004	19	226	1
2021-03-16	4985	25	225	1
2021-03-15	4960	10	224	1
2021-03-14	4950	9	223	0
2021-03-13	4941	24	223	0
2021-03-12	4917	25	223	0
2021-03-11	4892	24	223	0
2021-03-10	4868	38	223	1
2021-03-09	4830	25	222	2
2021-03-08	4805	18	220	0
2021-03-07	4787	3	220	0
2021-03-06	4784	7	220	1
2021-03-05	4777	26	219	0
2021-03-04	4751	18	219	0
2021-03-03	4733	42	219	0
2021-03-02	4691	43	219	1
2021-03-01	4648	7	218	0
2021-02-28	4641	5	218	0
2021-02-27	4636	11	218	0
2021-02-26	4625	22	218	0
2021-02-25	4603	40	218	2
2021-02-24	4563	39	216	1
2021-02-23	4524	19	215	1
2021-02-22	4505	13	214	1
2021-02-21	4492	2	213	0
2021-02-20	4490	42	213	2
2021-02-19	4448	26	211	1
2021-02-18	4422	24	210	1
2021-02-17	4398	47	209	4
2021-02-16	4351	26	205	3
2021-02-15	4325	46	202	2
2021-02-14	4279	6	200	0
2021-02-13	4273	28	200	2
2021-02-12	4245	29	198	0
2021-02-11	4216	39	198	3
2021-02-10	4177	13	195	0
2021-02-09	4164	8	195	1
2021-02-08	4156	12	194	1
2021-02-07	4144	5	193	1
2021-02-06	4139	23	192	0
2021-02-05	4116	20	192	1
2021-02-04	4096	39	191	3
2021-02-03	4057	31	188	0
2021-02-02	4026	36	188	2
2021-02-01	3990	9	186	0
2021-01-31	3981	5	186	0
2021-01-30	3976	32	186	1
2021-01-29	3944	29	185	9
2021-01-28	3915	40	176	3
2021-01-27	3875	31	173	0
2021-01-26	3844	36	173	0
2021-01-25	3808	11	173	2
2021-01-24	3797	5	171	0
2021-01-23	3792	34	171	6
2021-01-22	3758	9	165	3
2021-01-21	3749	73	162	7
2021-01-20	3676	24	155	2
2021-01-19	3652	57	153	2
2021-01-18	3595	31	151	1
2021-01-17	3564	40	150	1
2021-01-16	3524	41	149	1
2021-01-15	3483	64	148	2
2021-01-14	3419	53	146	1
2021-01-13	3366	67	145	1
2021-01-12	3299	77	144	1
2021-01-11	3222	29	143	1
2021-01-10	3193	35	142	2
2021-01-09	3158	73	140	7
2021-01-08	3085	105	133	3
2021-01-07	2980	92	130	6
2021-01-06	2888	67	124	2
2021-01-05	2821	65	122	3
2021-01-04	2756	26	119	0
2021-01-03	2730	7	119	0
2021-01-02	2723	17	119	2
2021-01-01	2706	14	117	0
2020-12-31	2692	76	117	3
2020-12-30	2616	86	114	5
2020-12-29	2530	49	109	2
2020-12-28	2481	37	107	2
2020-12-27	2444	68	105	3
2020-12-26	2376	88	102	6
2020-12-25	2288	65	96	6
2020-12-24	2223	64	90	7
2020-12-23	2159	98	83	6
2020-12-22	2061	39	77	3
2020-12-21	2022	42	74	1
2020-12-20	1980	49	73	1
2020-12-19	1931	82	72	4
2020-12-18	1849	82	68	2
2020-12-17	1767	76	66	2
2020-12-16	1691	121	64	8
2020-12-15	1570	59	56	1
2020-12-14	1511	12	55	0
2020-12-13	1499	11	55	1
2020-12-12	1488	106	54	0
2020-12-11	1382	86	54	3
2020-12-10	1296	59	51	0
2020-12-09	1237	80	51	1
2020-12-08	1157	36	50	1
2020-12-07	1121	10	49	1
2020-12-06	1111	24	48	1
2020-12-05	1087	29	47	1
2020-12-04	1058	41	46	2
2020-12-03	1017	44	44	1
2020-12-02	973	29	43	2
2020-12-01	944	38	41	2
2020-11-30	906	12	39	0
2020-11-28	894	15	39	0
2020-11-27	879	42	39	0
2020-11-26	837	35	39	1
2020-11-25	802	20	38	0
2020-11-24	782	40	38	2
2020-11-23	742	9	36	0
2020-11-22	733	4	36	0
2020-11-21	729	28	36	1
2020-11-20	701	47	35	1
2020-11-19	654	58	34	7
2020-11-18	596	30	27	0
2020-11-17	566	27	27	2
2020-11-16	539	17	25	0
2020-11-15	522	3	25	0
2020-11-14	519	6	25	0
2020-11-13	513	55	25	4
2020-11-12	458	38	21	2
2020-11-11	420	32	19	2
2020-11-10	388	9	17	2
2020-11-09	379	5	15	2
2020-11-08	374	13	13	1
2020-11-07	361	32	12	1
2020-11-06	329	13	11	0
2020-11-05	316	20	11	3
2020-11-04	296	15	8	1
2020-11-03	281	12	7	0
2020-11-02	269	8	7	0
2020-11-01	261	1	7	0
2020-10-31	260	6	7	0
2020-10-30	254	10	7	0
2020-10-29	244	8	7	0
2020-10-28	236	6	7	0
2020-10-27	230	14	7	0
2020-10-26	216	1	7	0
2020-10-25	215	10	7	0
2020-10-24	205	1	7	0
2020-10-23	204	12	7	0
2020-10-22	192	11	7	0
2020-10-21	181	10	7	0
2020-10-20	171	12	7	0
2020-10-18	159	12	7	0
2020-10-17	147	10	7	0
2020-10-16	137	5	7	0
2020-10-15	132	5	7	0
2020-10-14	127	2	7	0
2020-10-13	125	5	7	0
2020-10-10	120	2	7	1
2020-10-08	118	1	6	0
2020-10-07	117	1	6	0
2020-10-06	116	2	6	0
2020-09-30	114	1	6	0
2020-09-29	113	2	6	0
2020-09-25	111	1	6	0
2020-09-24	110	2	6	0
2020-09-23	108	1	6	0
2020-09-21	107	3	6	0
2020-09-19	104	2	6	0
2020-09-18	102	1	6	0
2020-09-11	101	1	6	0
2020-09-08	100	1	6	0
2020-09-07	99	1	6	0
2020-09-06	98	1	6	0
2020-09-03	97	2	6	0
2020-09-02	95	1	6	0
2020-09-01	94	1	6	0
2020-08-17	93	1	6	0
2020-07-02	92	1	6	0
2020-06-17	91	1	6	0
2020-06-16	90	1	6	0
2020-06-11	89	1	6	0
2020-06-10	88	1	6	0
2020-06-09	87	2	6	0
2020-06-06	85	2	6	0
2020-06-05	83	1	6	0
2020-06-03	82	1	6	0
2020-05-30	81	2	6	0
2020-05-28	79	1	6	0
2020-05-26	78	1	6	0
2020-05-02	77	1	6	0
2020-04-30	76	1	6	0
2020-04-29	75	1	6	0
2020-04-28	74	4	6	0
2020-04-24	70	2	6	0
2020-04-22	68	3	6	1
2020-04-21	65	1	5	0
2020-04-20	64	2	5	0
2020-04-18	62	1	5	0
2020-04-16	61	4	5	0
2020-04-15	57	2	5	0
2020-04-14	55	3	5	0
2020-04-11	52	5	5	0
2020-04-09	47	4	5	1
2020-04-08	43	2	4	1
2020-04-07	41	6	3	0
2020-04-04	35	4	3	0
2020-04-03	31	5	3	0
2020-04-02	26	5	3	2
2020-04-01	21	2	1	0
2020-03-31	19	3	1	0
2020-03-30	16	5	1	0
2020-03-29	11	1	1	0
2020-03-26	10	2	1	1
2020-03-25	8	1	0	0
2020-03-24	7	1	0	0
2020-03-23	6	1	0	0
2020-03-19	5	3	0	0
2020-03-17	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: 0:04:25.394851