Germany: LK Werra-Meißner-Kreis (Hessen)

• 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 12:51:50 CEST

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

overview(country="Germany", subregion="LK Werra-Meißner-Kreis", weeks=5);

overview(country="Germany", subregion="LK Werra-Meißner-Kreis");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Werra-Meißner-Kreis")
print(f'Population of country="Germany", subregion="LK Werra-Meißner-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 Werra-Meißner-Kreis": 99714 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	46194	25	256	0
2023-03-03	46169	191	256	0
2023-03-02	45978	7	256	0
2023-03-01	45971	49	256	0
2023-02-28	45922	18	256	0
2023-02-27	45904	49	256	0
2023-02-24	45855	19	256	0
2023-02-23	45836	58	256	0
2023-02-22	45778	48	256	1
2023-02-21	45730	34	255	0
2023-02-20	45696	54	255	0
2023-02-17	45642	19	255	0
2023-02-16	45623	24	255	0
2023-02-15	45599	68	255	0
2023-02-14	45531	38	255	0
2023-02-13	45493	37	255	0
2023-02-10	45456	11	255	0
2023-02-09	45445	22	255	0
2023-02-08	45423	27	255	0
2023-02-07	45396	32	255	0
2023-02-06	45364	18	255	0
2023-02-03	45346	16	255	1
2023-02-02	45330	23	254	0
2023-02-01	45307	27	254	0
2023-01-31	45280	22	254	1
2023-01-30	45258	28	253	0
2023-01-29	45230	1	253	0
2023-01-27	45229	10	253	0
2023-01-26	45219	26	253	0
2023-01-25	45193	22	253	0
2023-01-24	45171	18	253	0
2023-01-23	45153	24	253	0
2023-01-20	45129	13	253	0
2023-01-19	45116	30	253	0
2023-01-18	45086	28	253	0
2023-01-17	45058	18	253	0
2023-01-16	45040	37	253	0
2023-01-15	45003	1	253	0
2023-01-13	45002	18	253	0
2023-01-12	44984	26	253	0
2023-01-11	44958	31	253	0
2023-01-10	44927	26	253	0
2023-01-09	44901	87	253	1
2023-01-06	44814	14	252	0
2023-01-05	44800	27	252	0
2023-01-04	44773	45	252	1
2023-01-03	44728	35	251	0
2023-01-02	44693	74	251	0
2022-12-30	44619	41	251	1
2022-12-29	44578	47	250	0
2022-12-28	44531	42	250	0
2022-12-27	44489	93	250	4
2022-12-23	44396	45	246	0
2022-12-22	44351	89	246	0
2022-12-21	44262	69	246	3
2022-12-20	44193	32	243	1
2022-12-19	44161	78	242	0
2022-12-17	44083	1	242	0
2022-12-16	44082	46	242	1
2022-12-15	44036	51	241	0
2022-12-14	43985	91	241	0
2022-12-13	43894	47	241	0
2022-12-12	43847	83	241	0
2022-12-09	43764	41	241	1
2022-12-08	43723	37	240	1
2022-12-07	43686	89	239	1
2022-12-06	43597	45	238	0
2022-12-05	43552	48	238	1
2022-12-02	43504	49	237	0
2022-12-01	43455	38	237	1
2022-11-30	43417	66	236	0
2022-11-29	43351	56	236	0
2022-11-28	43295	47	236	0
2022-11-25	43248	41	236	1
2022-11-24	43207	35	235	0
2022-11-23	43172	62	235	1
2022-11-22	43110	57	234	1
2022-11-21	43053	51	233	0
2022-11-18	43002	47	233	0
2022-11-17	42955	24	233	0
2022-11-16	42931	36	233	0
2022-11-15	42895	42	233	0
2022-11-14	42853	47	233	0
2022-11-12	42806	1	233	0
2022-11-11	42805	31	233	0
2022-11-10	42774	42	233	0
2022-11-09	42732	41	233	0
2022-11-08	42691	62	233	0
2022-11-07	42629	59	233	0
2022-11-04	42570	33	233	0
2022-11-03	42537	57	233	0
2022-11-02	42480	85	233	0
2022-11-01	42395	55	233	1
2022-10-31	42340	76	232	0
2022-10-28	42264	50	232	1
2022-10-27	42214	76	231	0
2022-10-26	42138	90	231	0
2022-10-25	42048	123	231	0
2022-10-24	41925	136	231	0
2022-10-23	41789	1	231	0
2022-10-21	41788	109	231	0
2022-10-20	41679	142	231	0
2022-10-19	41537	219	231	0
2022-10-18	41318	124	231	0
2022-10-17	41194	209	231	1
2022-10-14	40985	117	230	1
2022-10-13	40868	140	229	0
2022-10-12	40728	207	229	0
2022-10-11	40521	216	229	0
2022-10-10	40305	246	229	0
2022-10-09	40059	1	229	0
2022-10-08	40058	1	229	0
2022-10-07	40057	177	229	0
2022-10-06	39880	321	229	1
2022-10-05	39559	167	228	0
2022-10-04	39392	161	228	1
2022-10-02	39231	1	227	0
2022-09-30	39230	73	227	0
2022-09-29	39157	124	227	0
2022-09-28	39033	199	227	0
2022-09-27	38834	104	227	0
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2022-09-20	38413	94	227	0
2022-09-19	38319	107	227	0
2022-09-16	38212	57	227	0
2022-09-15	38155	49	227	0
2022-09-14	38106	121	227	0
2022-09-13	37985	36	227	0
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2022-09-09	37902	45	227	0
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2022-08-22	37026	127	227	0
2022-08-19	36899	81	227	0
2022-08-18	36818	83	227	0
2022-08-17	36735	81	227	0
2022-08-16	36654	84	227	0
2022-08-15	36570	71	227	0
2022-08-12	36499	38	227	0
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2022-08-03	36073	114	227	0
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2022-07-29	35750	85	227	0
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2022-07-27	35526	139	227	2
2022-07-26	35387	229	225	0
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2022-07-24	34886	1	224	0
2022-07-22	34885	131	224	0
2022-07-21	34754	135	224	0
2022-07-20	34619	527	224	2
2022-07-19	34092	182	222	0
2022-07-18	33910	377	222	1
2022-07-16	33533	1	221	0
2022-07-15	33532	348	221	0
2022-07-14	33184	502	221	2
2022-07-13	32682	727	219	0
2022-07-12	31955	478	219	0
2022-07-11	31477	632	219	0
2022-07-09	30845	1	219	0
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2022-07-07	30517	367	219	0
2022-07-06	30150	513	219	2
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2021-09-11	3868	3	161	0
2021-09-10	3865	18	161	0
2021-09-09	3847	14	161	0
2021-09-08	3833	16	161	0
2021-09-07	3817	7	161	0
2021-09-05	3810	6	161	0
2021-09-03	3804	8	161	0
2021-09-02	3796	10	161	1
2021-09-01	3786	8	160	0
2021-08-31	3778	6	160	0
2021-08-28	3772	3	160	0
2021-08-27	3769	6	160	0
2021-08-26	3763	6	160	0
2021-08-25	3757	4	160	0
2021-08-24	3753	10	160	0
2021-08-23	3743	1	160	0
2021-08-22	3742	2	160	0
2021-08-21	3740	1	160	0
2021-08-20	3739	1	160	0
2021-08-19	3738	1	160	0
2021-08-18	3737	4	160	0
2021-08-17	3733	1	160	0
2021-08-16	3732	1	160	0
2021-08-14	3731	2	160	0
2021-08-13	3729	2	160	0
2021-08-06	3727	3	160	0
2021-08-04	3724	1	160	0
2021-08-03	3723	7	160	0
2021-08-01	3716	2	160	0
2021-07-31	3714	4	160	0
2021-07-30	3710	3	160	0
2021-07-28	3707	6	160	1
2021-07-27	3701	1	159	0
2021-07-24	3700	1	159	0
2021-07-21	3699	2	159	0
2021-07-20	3697	2	159	0
2021-07-12	3695	2	159	0
2021-07-06	3693	2	159	0
2021-06-26	3691	2	159	0
2021-06-25	3689	2	159	0
2021-06-24	3687	1	159	0
2021-06-23	3686	1	159	0
2021-06-21	3685	1	159	0
2021-06-18	3684	1	159	0
2021-06-17	3683	1	159	0
2021-06-13	3682	1	159	0
2021-06-11	3681	4	159	0
2021-06-10	3677	1	159	0
2021-06-09	3676	6	159	0
2021-06-08	3670	2	159	0
2021-06-06	3668	2	159	0
2021-06-03	3666	4	159	0
2021-06-02	3662	17	159	0
2021-06-01	3645	8	159	0
2021-05-31	3637	12	159	0
2021-05-28	3625	6	159	0
2021-05-27	3619	14	159	1
2021-05-26	3605	10	158	0
2021-05-25	3595	2	158	0
2021-05-24	3593	1	158	0
2021-05-23	3592	2	158	0
2021-05-22	3590	7	158	0
2021-05-21	3583	12	158	0
2021-05-20	3571	17	158	0
2021-05-19	3554	38	158	0
2021-05-18	3516	10	158	1
2021-05-17	3506	5	157	0
2021-05-16	3501	2	157	0
2021-05-15	3499	2	157	0
2021-05-14	3497	18	157	0
2021-05-12	3479	33	157	0
2021-05-11	3446	14	157	0
2021-05-10	3432	7	157	0
2021-05-09	3425	12	157	0
2021-05-08	3413	19	157	1
2021-05-07	3394	10	156	0
2021-05-06	3384	21	156	1
2021-05-05	3363	39	155	0
2021-05-04	3324	13	155	1
2021-05-03	3311	4	154	0
2021-05-02	3307	9	154	0
2021-05-01	3298	16	154	0
2021-04-30	3282	30	154	0
2021-04-29	3252	24	154	0
2021-04-28	3228	35	154	1
2021-04-27	3193	23	153	0
2021-04-26	3170	25	153	0
2021-04-25	3145	18	153	0
2021-04-24	3127	23	153	0
2021-04-23	3104	15	153	0
2021-04-22	3089	27	153	0
2021-04-21	3062	25	153	0
2021-04-20	3037	15	153	0
2021-04-19	3022	6	153	0
2021-04-18	3016	5	153	0
2021-04-17	3011	11	153	1
2021-04-16	3000	14	152	0
2021-04-15	2986	25	152	0
2021-04-14	2961	29	152	1
2021-04-13	2932	16	151	0
2021-04-12	2916	39	151	1
2021-04-09	2877	35	150	0
2021-04-08	2842	22	150	0
2021-04-07	2820	16	150	0
2021-04-06	2804	10	150	2
2021-04-04	2794	11	148	0
2021-04-03	2783	11	148	0
2021-04-02	2772	13	148	0
2021-04-01	2759	39	148	0
2021-03-31	2720	35	148	1
2021-03-30	2685	13	147	2
2021-03-29	2672	9	145	1
2021-03-28	2663	14	144	1
2021-03-27	2649	25	143	0
2021-03-26	2624	25	143	0
2021-03-25	2599	15	143	0
2021-03-24	2584	29	143	0
2021-03-23	2555	6	143	0
2021-03-22	2549	24	143	0
2021-03-19	2525	27	143	1
2021-03-18	2498	24	142	1
2021-03-17	2474	26	141	0
2021-03-16	2448	11	141	0
2021-03-15	2437	1	141	0
2021-03-14	2436	10	141	0
2021-03-13	2426	17	141	0
2021-03-12	2409	10	141	1
2021-03-11	2399	15	140	0
2021-03-10	2384	22	140	0
2021-03-09	2362	6	140	0
2021-03-08	2356	2	140	0
2021-03-07	2354	8	140	1
2021-03-05	2346	16	139	1
2021-03-04	2330	8	138	0
2021-03-03	2322	13	138	0
2021-03-02	2309	4	138	1
2021-03-01	2305	6	137	1
2021-02-28	2299	4	136	0
2021-02-27	2295	10	136	1
2021-02-26	2285	12	135	0
2021-02-25	2273	7	135	0
2021-02-24	2266	17	135	1
2021-02-23	2249	5	134	0
2021-02-22	2244	5	134	2
2021-02-20	2239	11	132	0
2021-02-19	2228	7	132	0
2021-02-18	2221	7	132	0
2021-02-17	2214	14	132	1
2021-02-16	2200	8	131	0
2021-02-15	2192	2	131	0
2021-02-14	2190	2	131	0
2021-02-13	2188	26	131	1
2021-02-12	2162	6	130	0
2021-02-11	2156	18	130	0
2021-02-10	2138	9	130	0
2021-02-09	2129	1	130	0
2021-02-08	2128	17	130	0
2021-02-05	2111	7	130	0
2021-02-04	2104	19	130	1
2021-02-03	2085	33	129	1
2021-02-02	2052	12	128	0
2021-02-01	2040	10	128	1
2021-01-31	2030	9	127	1
2021-01-30	2021	11	126	0
2021-01-29	2010	36	126	0
2021-01-28	1974	27	126	1
2021-01-27	1947	40	125	3
2021-01-26	1907	21	122	2
2021-01-25	1886	10	120	0
2021-01-24	1876	15	120	1
2021-01-23	1861	26	119	3
2021-01-22	1835	29	116	1
2021-01-21	1806	66	115	7
2021-01-20	1740	38	108	1
2021-01-19	1702	18	107	2
2021-01-18	1684	4	105	1
2021-01-17	1680	13	104	0
2021-01-16	1667	23	104	3
2021-01-15	1644	11	101	3
2021-01-14	1633	23	98	0
2021-01-13	1610	34	98	2
2021-01-12	1576	18	96	0
2021-01-11	1558	8	96	0
2021-01-10	1550	19	96	0
2021-01-09	1531	29	96	1
2021-01-08	1502	21	95	6
2021-01-07	1481	40	89	3
2021-01-06	1441	51	86	4
2021-01-05	1390	15	82	2
2021-01-04	1375	3	80	0
2021-01-03	1372	6	80	2
2021-01-02	1366	6	78	0
2021-01-01	1360	25	78	2
2020-12-31	1335	15	76	1
2020-12-30	1320	63	75	6
2020-12-29	1257	5	69	0
2020-12-28	1252	18	69	4
2020-12-26	1234	20	65	1
2020-12-24	1214	30	64	2
2020-12-23	1184	70	62	5
2020-12-22	1114	8	57	1
2020-12-21	1106	3	56	0
2020-12-20	1103	11	56	2
2020-12-19	1092	17	54	1
2020-12-18	1075	9	53	1
2020-12-17	1066	26	52	1
2020-12-16	1040	26	51	1
2020-12-15	1014	15	50	1
2020-12-14	999	10	49	0
2020-12-13	989	12	49	1
2020-12-12	977	12	48	1
2020-12-11	965	23	47	0
2020-12-10	942	18	47	2
2020-12-09	924	21	45	1
2020-12-08	903	3	44	0
2020-12-07	900	5	44	0
2020-12-06	895	13	44	0
2020-12-05	882	9	44	0
2020-12-04	873	23	44	2
2020-12-03	850	9	42	0
2020-12-02	841	17	42	1
2020-12-01	824	11	41	3
2020-11-30	813	2	38	0
2020-11-29	811	18	38	2
2020-11-27	793	15	36	1
2020-11-26	778	44	35	10
2020-11-25	734	19	25	0
2020-11-24	715	10	25	0
2020-11-23	705	54	25	2
2020-11-21	651	1	23	0
2020-11-20	650	33	23	2
2020-11-19	617	22	21	1
2020-11-18	595	22	20	1
2020-11-17	573	11	19	0
2020-11-16	562	3	19	0
2020-11-15	559	8	19	0
2020-11-14	551	4	19	0
2020-11-13	547	8	19	0
2020-11-12	539	7	19	0
2020-11-11	532	8	19	0
2020-11-10	524	12	19	0
2020-11-09	512	23	19	0
2020-11-07	489	1	19	0
2020-11-06	488	21	19	0
2020-11-05	467	7	19	0
2020-11-04	460	24	19	1
2020-11-03	436	8	18	0
2020-11-02	428	13	18	0
2020-11-01	415	4	18	0
2020-10-31	411	8	18	0
2020-10-30	403	12	18	0
2020-10-29	391	7	18	0
2020-10-28	384	5	18	0
2020-10-27	379	1	18	0
2020-10-26	378	18	18	0
2020-10-23	360	13	18	0
2020-10-22	347	4	18	0
2020-10-21	343	10	18	0
2020-10-19	333	4	18	0
2020-10-18	329	2	18	0
2020-10-17	327	2	18	0
2020-10-16	325	3	18	0
2020-10-15	322	4	18	0
2020-10-14	318	3	18	0
2020-10-13	315	1	18	0
2020-10-12	314	1	18	0
2020-10-11	313	5	18	0
2020-10-10	308	5	18	0
2020-10-09	303	10	18	0
2020-10-08	293	6	18	0
2020-10-07	287	10	18	0
2020-10-06	277	8	18	0
2020-10-04	269	3	18	0
2020-10-02	266	6	18	0
2020-10-01	260	2	18	0
2020-09-30	258	1	18	0
2020-09-28	257	1	18	0
2020-09-25	256	1	18	0
2020-09-24	255	1	18	0
2020-09-23	254	1	18	0
2020-09-14	253	2	18	0
2020-09-10	251	1	18	0
2020-09-06	250	1	18	0
2020-09-04	249	1	18	0
2020-09-03	248	1	18	0
2020-08-28	247	1	18	0
2020-08-26	246	1	18	0
2020-08-25	245	1	18	0
2020-08-20	244	1	18	0
2020-08-19	243	1	18	0
2020-08-18	242	1	18	0
2020-08-13	241	2	18	0
2020-08-11	239	1	18	0
2020-08-10	238	2	18	0
2020-08-05	236	2	18	0
2020-07-08	234	1	18	0
2020-07-04	233	1	18	0
2020-06-27	232	1	18	0
2020-06-25	231	1	18	0
2020-06-24	230	1	18	0
2020-06-23	229	1	18	0
2020-06-21	228	2	18	0
2020-06-18	226	2	18	0
2020-06-16	224	6	18	0
2020-06-14	218	2	18	0
2020-06-13	216	1	18	0
2020-06-12	215	1	18	0
2020-06-02	214	1	18	0
2020-05-28	213	1	18	0
2020-05-27	212	2	18	0
2020-05-26	210	3	18	0
2020-05-20	207	2	18	0
2020-05-19	205	1	18	0
2020-05-17	204	2	18	0
2020-05-15	202	2	18	0
2020-05-12	200	5	18	0
2020-05-09	195	1	18	0
2020-05-08	194	5	18	1
2020-05-07	189	5	17	0
2020-05-06	184	5	17	0
2020-05-05	179	1	17	0
2020-05-04	178	1	17	0
2020-05-03	177	1	17	0
2020-05-02	176	1	17	0
2020-05-01	175	1	17	0
2020-04-30	174	7	17	0
2020-04-29	167	4	17	0
2020-04-28	163	2	17	1
2020-04-27	161	1	16	0
2020-04-25	160	2	16	1
2020-04-24	158	7	15	0
2020-04-23	151	21	15	1
2020-04-22	130	5	14	0
2020-04-21	125	2	14	0
2020-04-19	123	1	14	1
2020-04-18	122	3	13	0
2020-04-17	119	5	13	0
2020-04-16	114	7	13	1
2020-04-15	107	7	12	1
2020-04-14	100	7	11	1
2020-04-13	93	12	10	1
2020-04-12	81	3	9	0
2020-04-11	78	22	9	3
2020-04-09	56	21	6	3
2020-04-08	35	1	3	0
2020-04-07	34	3	3	2
2020-04-06	31	1	1	0
2020-04-05	30	2	1	0
2020-04-04	28	1	1	0
2020-04-03	27	1	1	0
2020-04-02	26	3	1	0
2020-04-01	23	1	1	0
2020-03-31	22	1	1	1
2020-03-29	21	7	0	0
2020-03-26	14	1	0	0
2020-03-25	13	4	0	0
2020-03-24	9	4	0	0
2020-03-22	5	1	0	0
2020-03-21	4	1	0	0
2020-03-20	3	1	0	0
2020-03-19	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: 0:03:11.350031