Germany: LK Northeim (Niedersachsen)

• 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 13:23:05 CEST

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

overview(country="Germany", subregion="LK Northeim", weeks=5);

overview(country="Germany", subregion="LK Northeim");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Northeim")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Northeim")
print(f'Population of country="Germany", subregion="LK Northeim": {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 Northeim": 131765 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	63480	24	268	0
2023-03-03	63456	10	268	0
2023-03-02	63446	12	268	0
2023-03-01	63434	54	268	1
2023-02-28	63380	47	267	0
2023-02-27	63333	92	267	0
2023-02-24	63241	40	267	0
2023-02-23	63201	59	267	0
2023-02-22	63142	103	267	0
2023-02-21	63039	34	267	0
2023-02-20	63005	40	267	0
2023-02-17	62965	23	267	0
2023-02-16	62942	52	267	1
2023-02-15	62890	21	266	0
2023-02-14	62869	48	266	0
2023-02-13	62821	48	266	1
2023-02-10	62773	37	265	0
2023-02-09	62736	32	265	0
2023-02-08	62704	28	265	0
2023-02-07	62676	59	265	0
2023-02-06	62617	54	265	0
2023-02-03	62563	24	265	0
2023-02-02	62539	29	265	0
2023-02-01	62510	52	265	1
2023-01-31	62458	69	264	0
2023-01-30	62389	64	264	0
2023-01-27	62325	28	264	0
2023-01-26	62297	40	264	0
2023-01-25	62257	40	264	0
2023-01-24	62217	49	264	0
2023-01-23	62168	34	264	0
2023-01-20	62134	21	264	0
2023-01-19	62113	36	264	0
2023-01-18	62077	50	264	0
2023-01-17	62027	53	264	1
2023-01-16	61974	62	263	0
2023-01-13	61912	14	263	0
2023-01-12	61898	32	263	0
2023-01-11	61866	48	263	1
2023-01-10	61818	106	262	1
2023-01-09	61712	122	261	0
2023-01-06	61590	43	261	1
2023-01-05	61547	60	260	0
2023-01-04	61487	63	260	0
2023-01-03	61424	126	260	0
2023-01-02	61298	184	260	2
2022-12-30	61114	50	258	1
2022-12-29	61064	125	257	1
2022-12-28	60939	394	256	1
2022-12-22	60545	116	255	1
2022-12-21	60429	143	254	1
2022-12-20	60286	101	253	0
2022-12-19	60185	146	253	0
2022-12-16	60039	89	253	0
2022-12-15	59950	81	253	0
2022-12-14	59869	134	253	0
2022-12-13	59735	162	253	2
2022-12-12	59573	105	251	2
2022-12-09	59468	88	249	0
2022-12-08	59380	81	249	0
2022-12-07	59299	75	249	1
2022-12-06	59224	160	248	0
2022-12-05	59064	112	248	0
2022-12-02	58952	45	248	0
2022-12-01	58907	53	248	0
2022-11-30	58854	106	248	0
2022-11-29	58748	135	248	0
2022-11-28	58613	125	248	0
2022-11-25	58488	54	248	2
2022-11-24	58434	76	246	0
2022-11-23	58358	50	246	0
2022-11-22	58308	101	246	0
2022-11-21	58207	78	246	0
2022-11-18	58129	51	246	0
2022-11-17	58078	45	246	0
2022-11-16	58033	53	246	0
2022-11-15	57980	76	246	0
2022-11-14	57904	115	246	2
2022-11-11	57789	51	244	0
2022-11-10	57738	81	244	0
2022-11-09	57657	83	244	1
2022-11-08	57574	118	243	0
2022-11-07	57456	124	243	0
2022-11-04	57332	68	243	1
2022-11-03	57264	116	242	0
2022-11-02	57148	252	242	0
2022-11-01	56896	273	242	3
2022-10-28	56623	126	239	1
2022-10-27	56497	162	238	1
2022-10-26	56335	188	237	3
2022-10-25	56147	240	234	1
2022-10-24	55907	276	233	1
2022-10-21	55631	103	232	0
2022-10-20	55528	238	232	3
2022-10-19	55290	214	229	2
2022-10-18	55076	388	227	1
2022-10-17	54688	259	226	2
2022-10-14	54429	225	224	0
2022-10-13	54204	197	224	1
2022-10-12	54007	410	223	1
2022-10-11	53597	313	222	3
2022-10-10	53284	397	219	2
2022-10-07	52887	221	217	3
2022-10-06	52666	801	214	1
2022-10-05	51865	377	213	2
2022-10-04	51488	115	211	3
2022-09-30	51373	106	208	1
2022-09-29	51267	123	207	2
2022-09-28	51144	198	205	2
2022-09-27	50946	149	203	0
2022-09-26	50797	146	203	0
2022-09-23	50651	59	203	2
2022-09-22	50592	86	201	0
2022-09-21	50506	130	201	0
2022-09-20	50376	127	201	0
2022-09-19	50249	96	201	0
2022-09-16	50153	69	201	0
2022-09-15	50084	91	201	0
2022-09-14	49993	112	201	0
2022-09-13	49881	146	201	1
2022-09-12	49735	124	200	0
2022-09-09	49611	71	200	0
2022-09-08	49540	85	200	0
2022-09-07	49455	104	200	0
2022-09-06	49351	115	200	0
2022-09-05	49236	108	200	0
2022-09-02	49128	43	200	0
2022-09-01	49085	59	200	0
2022-08-31	49026	68	200	0
2022-08-30	48958	92	200	0
2022-08-29	48866	109	200	2
2022-08-26	48757	63	198	1
2022-08-25	48694	74	197	0
2022-08-24	48620	86	197	0
2022-08-23	48534	114	197	2
2022-08-22	48420	112	195	0
2022-08-19	48308	62	195	0
2022-08-18	48246	88	195	0
2022-08-17	48158	112	195	0
2022-08-16	48046	168	195	0
2022-08-15	47878	171	195	0
2022-08-12	47707	69	195	0
2022-08-11	47638	86	195	0
2022-08-10	47552	124	195	0
2022-08-09	47428	142	195	0
2022-08-08	47286	172	195	0
2022-08-05	47114	99	195	0
2022-08-04	47015	107	195	1
2022-08-03	46908	111	194	0
2022-08-02	46797	180	194	0
2022-08-01	46617	174	194	1
2022-07-29	46443	75	193	0
2022-07-28	46368	91	193	0
2022-07-27	46277	124	193	1
2022-07-26	46153	253	192	0
2022-07-25	45900	273	192	0
2022-07-22	45627	147	192	0
2022-07-21	45480	209	192	0
2022-07-20	45271	238	192	0
2022-07-19	45033	414	192	0
2022-07-18	44619	348	192	0
2022-07-15	44271	245	192	2
2022-07-14	44026	322	190	1
2022-07-13	43704	362	189	1
2022-07-12	43342	405	188	0
2022-07-11	42937	410	188	0
2022-07-08	42527	235	188	0
2022-07-07	42292	253	188	0
2022-07-06	42039	301	188	0
2022-07-05	41738	471	188	1
2022-07-04	41267	390	187	0
2022-07-01	40877	169	187	0
2022-06-30	40708	260	187	0
2022-06-29	40448	278	187	0
2022-06-28	40170	469	187	0
2022-06-27	39701	357	187	0
2022-06-24	39344	137	187	1
2022-06-23	39207	240	186	1
2022-06-22	38967	278	185	0
2022-06-21	38689	334	185	0
2022-06-20	38355	358	185	0
2022-06-17	37997	135	185	0
2022-06-16	37862	179	185	0
2022-06-15	37683	224	185	0
2022-06-14	37459	289	185	0
2022-06-13	37170	657	185	1
2022-06-10	36513	75	184	0
2022-06-09	36438	129	184	0
2022-06-08	36309	120	184	0
2022-06-07	36189	44	184	1
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2022-05-31	35989	62	183	0
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2022-05-27	35837	52	183	0
2022-05-25	35785	40	183	0
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2022-05-23	35628	116	183	1
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2022-05-16	35154	144	181	2
2022-05-13	35010	66	179	0
2022-05-12	34944	123	179	0
2022-05-11	34821	170	179	0
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2022-05-02	33402	370	179	2
2022-04-29	33032	210	177	0
2022-04-28	32822	193	177	0
2022-04-27	32629	290	177	1
2022-04-26	32339	410	176	1
2022-04-25	31929	425	175	1
2022-04-22	31504	287	174	0
2022-04-21	31217	482	174	1
2022-04-20	30735	408	173	0
2022-04-19	30327	680	173	0
2022-04-14	29647	220	173	0
2022-04-13	29427	403	173	0
2022-04-12	29024	302	173	0
2022-04-11	28722	508	173	2
2022-04-08	28214	259	171	2
2022-04-07	27955	295	169	1
2022-04-06	27660	282	168	1
2022-04-05	27378	430	167	0
2022-04-04	26948	463	167	0
2022-04-01	26485	373	167	0
2022-03-31	26112	480	167	2
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2022-03-29	25155	715	164	2
2022-03-28	24440	410	162	1
2022-03-26	24030	314	161	3
2022-03-25	23716	463	158	4
2022-03-24	23253	532	154	1
2022-03-23	22721	561	153	2
2022-03-22	22160	596	151	3
2022-03-21	21564	576	148	0
2022-03-19	20988	269	148	0
2022-03-18	20719	552	148	1
2022-03-17	20167	400	147	4
2022-03-16	19767	601	143	3
2022-03-15	19166	593	140	4
2022-03-14	18573	459	136	2
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2021-06-02	2590	3	62	0
2021-06-01	2587	3	62	0
2021-05-30	2584	1	62	0
2021-05-29	2583	9	62	0
2021-05-28	2574	6	62	0
2021-05-27	2568	10	62	0
2021-05-26	2558	11	62	0
2021-05-25	2547	11	62	0
2021-05-24	2536	1	62	0
2021-05-23	2535	1	62	0
2021-05-22	2534	7	62	1
2021-05-21	2527	17	61	0
2021-05-20	2510	10	61	0
2021-05-19	2500	27	61	0
2021-05-18	2473	18	61	0
2021-05-17	2455	3	61	0
2021-05-16	2452	8	61	1
2021-05-15	2444	13	60	0
2021-05-14	2431	3	60	0
2021-05-13	2428	32	60	1
2021-05-12	2396	23	59	2
2021-05-11	2373	28	57	0
2021-05-10	2345	2	57	0
2021-05-09	2343	1	57	0
2021-05-08	2342	26	57	1
2021-05-07	2316	16	56	0
2021-05-06	2300	32	56	0
2021-05-05	2268	43	56	1
2021-05-04	2225	27	55	2
2021-05-02	2198	1	53	0
2021-05-01	2197	13	53	1
2021-04-30	2184	17	52	0
2021-04-29	2167	18	52	0
2021-04-28	2149	32	52	1
2021-04-27	2117	38	51	0
2021-04-26	2079	3	51	0
2021-04-25	2076	6	51	1
2021-04-24	2070	33	50	0
2021-04-23	2037	10	50	0
2021-04-22	2027	28	50	1
2021-04-21	1999	24	49	0
2021-04-20	1975	18	49	0
2021-04-19	1957	5	49	0
2021-04-18	1952	9	49	0
2021-04-17	1943	9	49	0
2021-04-16	1934	16	49	0
2021-04-15	1918	25	49	1
2021-04-14	1893	18	48	0
2021-04-13	1875	24	48	1
2021-04-12	1851	3	47	1
2021-04-10	1848	20	46	0
2021-04-09	1828	9	46	0
2021-04-08	1819	16	46	0
2021-04-07	1803	17	46	2
2021-04-06	1786	3	44	0
2021-04-05	1783	8	44	0
2021-04-04	1775	3	44	0
2021-04-03	1772	6	44	0
2021-04-02	1766	10	44	0
2021-04-01	1756	11	44	0
2021-03-31	1745	10	44	0
2021-03-30	1735	12	44	0
2021-03-29	1723	1	44	1
2021-03-28	1722	1	43	0
2021-03-27	1721	8	43	0
2021-03-26	1713	6	43	0
2021-03-25	1707	15	43	0
2021-03-24	1692	10	43	2
2021-03-23	1682	10	41	0
2021-03-22	1672	6	41	0
2021-03-21	1666	1	41	0
2021-03-20	1665	11	41	0
2021-03-19	1654	8	41	0
2021-03-18	1646	18	41	0
2021-03-17	1628	12	41	0
2021-03-16	1616	9	41	0
2021-03-14	1607	4	41	0
2021-03-13	1603	9	41	0
2021-03-12	1594	10	41	0
2021-03-11	1584	5	41	0
2021-03-10	1579	12	41	0
2021-03-09	1567	3	41	1
2021-03-08	1564	5	40	0
2021-03-07	1559	1	40	0
2021-03-06	1558	6	40	0
2021-03-05	1552	3	40	0
2021-03-04	1549	3	40	0
2021-03-03	1546	5	40	0
2021-03-02	1541	7	40	0
2021-03-01	1534	6	40	1
2021-02-27	1528	11	39	0
2021-02-26	1517	11	39	2
2021-02-25	1506	14	37	0
2021-02-24	1492	29	37	1
2021-02-23	1463	14	36	0
2021-02-21	1449	2	36	0
2021-02-20	1447	6	36	0
2021-02-19	1441	8	36	0
2021-02-18	1433	5	36	0
2021-02-17	1428	10	36	0
2021-02-16	1418	4	36	0
2021-02-15	1414	3	36	0
2021-02-14	1411	4	36	0
2021-02-13	1407	1	36	0
2021-02-12	1406	11	36	0
2021-02-11	1395	11	36	0
2021-02-10	1384	6	36	0
2021-02-09	1378	5	36	0
2021-02-08	1373	1	36	0
2021-02-06	1372	10	36	1
2021-02-05	1362	5	35	0
2021-02-04	1357	8	35	1
2021-02-03	1349	9	34	0
2021-02-02	1340	12	34	0
2021-02-01	1328	2	34	0
2021-01-30	1326	5	34	1
2021-01-29	1321	11	33	0
2021-01-28	1310	6	33	1
2021-01-27	1304	7	32	0
2021-01-26	1297	11	32	0
2021-01-25	1286	3	32	0
2021-01-24	1283	1	32	0
2021-01-23	1282	6	32	0
2021-01-22	1276	11	32	0
2021-01-21	1265	14	32	0
2021-01-20	1251	23	32	2
2021-01-19	1228	15	30	2
2021-01-18	1213	1	28	0
2021-01-17	1212	4	28	0
2021-01-16	1208	11	28	1
2021-01-15	1197	11	27	0
2021-01-14	1186	20	27	1
2021-01-13	1166	33	26	0
2021-01-12	1133	21	26	1
2021-01-11	1112	6	25	1
2021-01-10	1106	2	24	0
2021-01-09	1104	20	24	0
2021-01-08	1084	17	24	0
2021-01-07	1067	34	24	3
2021-01-06	1033	16	21	1
2021-01-05	1017	14	20	0
2021-01-04	1003	3	20	0
2021-01-03	1000	3	20	0
2021-01-02	997	3	20	0
2021-01-01	994	5	20	0
2020-12-31	989	17	20	0
2020-12-30	972	16	20	0
2020-12-29	956	7	20	0
2020-12-28	949	3	20	0
2020-12-27	946	1	20	0
2020-12-26	945	7	20	0
2020-12-25	938	4	20	0
2020-12-24	934	31	20	1
2020-12-23	903	20	19	0
2020-12-22	883	15	19	0
2020-12-21	868	3	19	1
2020-12-20	865	2	18	0
2020-12-19	863	12	18	0
2020-12-18	851	10	18	1
2020-12-17	841	21	17	1
2020-12-16	820	15	16	1
2020-12-15	805	8	15	0
2020-12-14	797	1	15	0
2020-12-13	796	3	15	0
2020-12-12	793	7	15	1
2020-12-11	786	12	14	0
2020-12-10	774	12	14	2
2020-12-09	762	13	12	0
2020-12-08	749	8	12	0
2020-12-07	741	2	12	0
2020-12-06	739	4	12	0
2020-12-05	735	8	12	0
2020-12-04	727	7	12	0
2020-12-03	720	6	12	0
2020-12-02	714	6	12	0
2020-12-01	708	7	12	0
2020-11-30	701	1	12	0
2020-11-28	700	6	12	0
2020-11-27	694	9	12	0
2020-11-26	685	8	12	1
2020-11-25	677	28	11	0
2020-11-24	649	19	11	0
2020-11-23	630	1	11	0
2020-11-22	629	7	11	0
2020-11-21	622	15	11	0
2020-11-20	607	7	11	0
2020-11-19	600	13	11	0
2020-11-18	587	23	11	0
2020-11-17	564	21	11	0
2020-11-16	543	3	11	0
2020-11-15	540	1	11	0
2020-11-14	539	5	11	1
2020-11-13	534	17	10	0
2020-11-12	517	11	10	0
2020-11-11	506	7	10	0
2020-11-10	499	20	10	0
2020-11-09	479	6	10	0
2020-11-08	473	1	10	0
2020-11-07	472	15	10	0
2020-11-06	457	15	10	0
2020-11-05	442	14	10	1
2020-11-04	428	13	9	0
2020-11-03	415	9	9	1
2020-11-02	406	2	8	1
2020-11-01	404	1	7	0
2020-10-31	403	8	7	0
2020-10-30	395	11	7	0
2020-10-29	384	6	7	0
2020-10-28	378	15	7	0
2020-10-27	363	5	7	0
2020-10-26	358	1	7	1
2020-10-25	357	1	6	0
2020-10-24	356	5	6	0
2020-10-23	351	2	6	0
2020-10-22	349	2	6	0
2020-10-21	347	7	6	0
2020-10-20	340	2	6	0
2020-10-17	338	4	6	0
2020-10-16	334	59	6	0
2020-10-15	275	67	6	0
2020-10-14	208	4	6	0
2020-10-13	204	5	6	0
2020-10-12	199	1	6	0
2020-10-10	198	4	6	0
2020-10-09	194	4	6	0
2020-10-08	190	1	6	0
2020-10-06	189	5	6	0
2020-09-26	184	1	6	0
2020-09-21	183	1	6	0
2020-09-16	182	1	6	0
2020-09-15	181	1	6	1
2020-09-09	180	3	5	0
2020-09-07	177	1	5	0
2020-09-05	176	2	5	0
2020-09-03	174	1	5	0
2020-09-02	173	3	5	0
2020-09-01	170	1	5	0
2020-08-29	169	1	5	0
2020-08-25	168	2	5	0
2020-08-20	166	1	5	0
2020-08-17	165	4	5	0
2020-08-07	161	1	5	0
2020-08-06	160	1	5	0
2020-08-05	159	1	5	0
2020-08-04	158	2	5	0
2020-08-03	156	1	5	0
2020-08-02	155	2	5	0
2020-08-01	153	1	5	0
2020-07-31	152	1	5	0
2020-07-29	151	1	5	0
2020-07-18	150	1	5	0
2020-07-14	149	1	5	0
2020-07-09	148	1	5	0
2020-07-08	147	1	5	0
2020-07-06	146	1	5	0
2020-06-29	145	4	5	0
2020-06-25	141	2	5	0
2020-06-24	139	1	5	0
2020-06-19	138	6	5	0
2020-06-17	132	4	5	0
2020-06-15	128	2	5	0
2020-06-10	126	1	5	0
2020-06-06	125	1	5	0
2020-06-05	124	1	5	0
2020-05-30	123	1	5	0
2020-05-29	122	1	5	1
2020-05-20	121	1	4	0
2020-05-19	120	1	4	0
2020-05-14	119	1	4	0
2020-04-30	118	1	4	0
2020-04-29	117	1	4	0
2020-04-26	116	1	4	0
2020-04-25	115	1	4	0
2020-04-23	114	4	4	0
2020-04-22	110	3	4	1
2020-04-21	107	2	3	0
2020-04-19	105	2	3	0
2020-04-18	103	4	3	0
2020-04-17	99	5	3	0
2020-04-16	94	6	3	0
2020-04-15	88	5	3	1
2020-04-14	83	2	2	1
2020-04-13	81	1	1	0
2020-04-12	80	9	1	0
2020-04-11	71	3	1	0
2020-04-10	68	5	1	0
2020-04-09	63	2	1	0
2020-04-08	61	4	1	0
2020-04-06	57	6	1	0
2020-04-04	51	4	1	0
2020-04-03	47	3	1	0
2020-04-02	44	2	1	0
2020-04-01	42	3	1	0
2020-03-31	39	1	1	0
2020-03-30	38	4	1	0
2020-03-29	34	2	1	0
2020-03-27	32	3	1	0
2020-03-26	29	3	1	0
2020-03-24	26	4	1	0
2020-03-23	22	5	1	1
2020-03-20	17	3	0	0
2020-03-19	14	5	0	0
2020-03-18	9	2	0	0
2020-03-17	7	3	0	0
2020-03-12	4	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: 0:03:37.307421