Germany: LK Oberhavel (Brandenburg)

• 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 12:13:07 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Oberhavel")
print(f'Population of country="Germany", subregion="LK Oberhavel": {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 Oberhavel": 215795 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	89046	18	501	0
2023-03-03	89028	15	501	0
2023-03-02	89013	11	501	0
2023-03-01	89002	28	501	0
2023-02-28	88974	34	501	0
2023-02-27	88940	29	501	1
2023-02-24	88911	18	500	0
2023-02-23	88893	18	500	0
2023-02-22	88875	22	500	0
2023-02-21	88853	37	500	0
2023-02-20	88816	20	500	0
2023-02-17	88796	20	500	0
2023-02-16	88776	23	500	0
2023-02-15	88753	42	500	0
2023-02-14	88711	44	500	0
2023-02-13	88667	41	500	0
2023-02-11	88626	1	500	0
2023-02-10	88625	15	500	0
2023-02-09	88610	25	500	0
2023-02-08	88585	32	500	0
2023-02-07	88553	33	500	0
2023-02-06	88520	26	500	0
2023-02-03	88494	18	500	1
2023-02-02	88476	21	499	0
2023-02-01	88455	11	499	0
2023-01-31	88444	47	499	2
2023-01-30	88397	27	497	0
2023-01-27	88370	10	497	0
2023-01-26	88360	19	497	0
2023-01-25	88341	53	497	0
2023-01-24	88288	30	497	0
2023-01-23	88258	22	497	0
2023-01-20	88236	12	497	0
2023-01-19	88224	19	497	0
2023-01-18	88205	12	497	0
2023-01-17	88193	35	497	0
2023-01-16	88158	32	497	0
2023-01-13	88126	14	497	1
2023-01-12	88112	26	496	1
2023-01-11	88086	39	495	0
2023-01-10	88047	71	495	0
2023-01-09	87976	45	495	0
2023-01-06	87931	33	495	0
2023-01-05	87898	31	495	0
2023-01-04	87867	65	495	1
2023-01-03	87802	63	494	0
2023-01-02	87739	147	494	2
2022-12-30	87592	50	492	3
2022-12-29	87542	112	489	3
2022-12-28	87430	181	486	1
2022-12-27	87249	129	485	2
2022-12-23	87120	80	483	0
2022-12-22	87040	85	483	2
2022-12-21	86955	134	481	2
2022-12-20	86821	166	479	2
2022-12-19	86655	149	477	1
2022-12-16	86506	106	476	1
2022-12-15	86400	144	475	1
2022-12-14	86256	152	474	1
2022-12-13	86104	217	473	0
2022-12-12	85887	177	473	2
2022-12-09	85710	97	471	2
2022-12-08	85613	142	469	3
2022-12-07	85471	157	466	1
2022-12-06	85314	183	465	0
2022-12-05	85131	160	465	0
2022-12-02	84971	152	465	2
2022-12-01	84819	104	463	1
2022-11-30	84715	110	462	0
2022-11-29	84605	195	462	0
2022-11-28	84410	137	462	0
2022-11-25	84273	120	462	0
2022-11-24	84153	68	462	1
2022-11-23	84085	81	461	0
2022-11-22	84004	128	461	2
2022-11-21	83876	89	459	2
2022-11-19	83787	3	457	0
2022-11-18	83784	78	457	0
2022-11-17	83706	46	457	1
2022-11-16	83660	87	456	0
2022-11-15	83573	128	456	0
2022-11-14	83445	110	456	2
2022-11-13	83335	1	454	0
2022-11-11	83334	72	454	0
2022-11-10	83262	71	454	0
2022-11-09	83191	132	454	0
2022-11-08	83059	144	454	3
2022-11-07	82915	161	451	0
2022-11-04	82754	86	451	0
2022-11-03	82668	189	451	1
2022-11-02	82479	180	450	0
2022-11-01	82299	332	450	4
2022-10-28	81967	130	446	0
2022-10-27	81837	164	446	0
2022-10-26	81673	193	446	0
2022-10-25	81480	323	446	1
2022-10-24	81157	261	445	2
2022-10-21	80896	193	443	1
2022-10-20	80703	248	442	0
2022-10-19	80455	442	442	2
2022-10-18	80013	355	440	1
2022-10-17	79658	250	439	1
2022-10-14	79408	226	438	0
2022-10-13	79182	255	438	0
2022-10-12	78927	290	438	0
2022-10-11	78637	294	438	0
2022-10-10	78343	280	438	2
2022-10-07	78063	280	436	1
2022-10-06	77783	401	435	0
2022-10-05	77382	265	435	1
2022-10-04	77117	306	434	3
2022-09-30	76811	143	431	0
2022-09-29	76668	141	431	0
2022-09-28	76527	195	431	0
2022-09-27	76332	184	431	1
2022-09-26	76148	166	430	2
2022-09-23	75982	104	428	1
2022-09-22	75878	108	427	0
2022-09-21	75770	184	427	0
2022-09-20	75586	175	427	0
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2022-09-18	75270	1	427	0
2022-09-16	75269	105	427	0
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2022-09-09	74598	87	427	0
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2022-09-02	73982	78	427	0
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2022-08-22	72746	105	427	1
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2022-08-09	71136	208	426	1
2022-08-08	70928	185	425	0
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2022-08-04	70633	180	424	2
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2022-07-26	69441	260	421	0
2022-07-25	69181	186	421	1
2022-07-23	68995	1	420	0
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2022-07-21	68793	157	420	1
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2021-08-14	8529	4	308	0
2021-08-13	8525	13	308	0
2021-08-12	8512	9	308	0
2021-08-11	8503	14	308	0
2021-08-10	8489	11	308	0
2021-08-09	8478	9	308	0
2021-08-07	8469	6	308	0
2021-08-06	8463	10	308	0
2021-08-05	8453	2	308	0
2021-08-04	8451	4	308	0
2021-08-03	8447	5	308	0
2021-08-02	8442	5	308	0
2021-07-31	8437	3	308	0
2021-07-30	8434	6	308	0
2021-07-29	8428	4	308	0
2021-07-28	8424	2	308	0
2021-07-27	8422	6	308	0
2021-07-26	8416	2	308	0
2021-07-25	8414	1	308	0
2021-07-23	8413	2	308	0
2021-07-21	8411	1	308	0
2021-07-20	8410	3	308	0
2021-07-19	8407	2	308	0
2021-07-15	8405	3	308	0
2021-07-14	8402	1	308	0
2021-07-13	8401	12	308	0
2021-07-12	8389	3	308	0
2021-07-11	8386	2	308	0
2021-07-10	8384	2	308	0
2021-07-09	8382	1	308	0
2021-07-08	8381	1	308	0
2021-07-07	8380	4	308	0
2021-07-06	8376	1	308	0
2021-07-05	8375	1	308	0
2021-06-30	8374	2	308	0
2021-06-28	8372	1	308	0
2021-06-27	8371	1	308	0
2021-06-25	8370	3	308	0
2021-06-24	8367	7	308	0
2021-06-23	8360	3	308	0
2021-06-20	8357	2	308	0
2021-06-19	8355	2	308	0
2021-06-18	8353	1	308	0
2021-06-17	8352	2	308	0
2021-06-16	8350	2	308	0
2021-06-13	8348	1	308	0
2021-06-11	8347	5	308	0
2021-06-10	8342	6	308	0
2021-06-09	8336	2	308	0
2021-06-08	8334	2	308	0
2021-06-06	8332	3	308	0
2021-06-05	8329	5	308	0
2021-06-04	8324	7	308	0
2021-06-03	8317	5	308	0
2021-06-02	8312	11	308	0
2021-06-01	8301	6	308	0
2021-05-31	8295	2	308	0
2021-05-30	8293	1	308	0
2021-05-29	8292	3	308	0
2021-05-28	8289	10	308	0
2021-05-27	8279	10	308	0
2021-05-26	8269	12	308	0
2021-05-24	8257	1	308	0
2021-05-23	8256	5	308	0
2021-05-22	8251	3	308	0
2021-05-21	8248	19	308	1
2021-05-20	8229	29	307	0
2021-05-19	8200	18	307	0
2021-05-18	8182	21	307	0
2021-05-17	8161	34	307	1
2021-05-16	8127	1	306	0
2021-05-15	8126	22	306	0
2021-05-14	8104	10	306	0
2021-05-13	8094	33	306	0
2021-05-12	8061	28	306	0
2021-05-11	8033	20	306	0
2021-05-10	8013	5	306	0
2021-05-09	8008	1	306	0
2021-05-08	8007	3	306	0
2021-05-07	8004	25	306	0
2021-05-06	7979	20	306	0
2021-05-05	7959	41	306	0
2021-05-04	7918	16	306	1
2021-05-03	7902	5	305	0
2021-05-02	7897	18	305	0
2021-05-01	7879	19	305	0
2021-04-30	7860	39	305	0
2021-04-29	7821	44	305	0
2021-04-28	7777	20	305	0
2021-04-27	7757	27	305	2
2021-04-26	7730	13	303	0
2021-04-25	7717	18	303	0
2021-04-24	7699	24	303	0
2021-04-23	7675	36	303	0
2021-04-22	7639	49	303	1
2021-04-21	7590	46	302	0
2021-04-20	7544	18	302	0
2021-04-19	7526	29	302	0
2021-04-18	7497	17	302	0
2021-04-17	7480	29	302	1
2021-04-16	7451	40	301	0
2021-04-15	7411	55	301	0
2021-04-14	7356	51	301	0
2021-04-13	7305	37	301	1
2021-04-12	7268	39	300	0
2021-04-11	7229	7	300	1
2021-04-10	7222	30	299	0
2021-04-09	7192	45	299	1
2021-04-08	7147	57	298	3
2021-04-07	7090	34	295	1
2021-04-06	7056	9	294	0
2021-04-05	7047	5	294	0
2021-04-04	7042	25	294	0
2021-04-03	7017	10	294	0
2021-04-02	7007	21	294	0
2021-04-01	6986	91	294	2
2021-03-31	6895	49	292	0
2021-03-30	6846	53	292	3
2021-03-29	6793	19	289	1
2021-03-28	6774	29	288	1
2021-03-27	6745	44	287	0
2021-03-26	6701	58	287	2
2021-03-25	6643	85	285	2
2021-03-24	6558	82	283	2
2021-03-23	6476	40	281	0
2021-03-22	6436	38	281	4
2021-03-21	6398	4	277	0
2021-03-20	6394	50	277	1
2021-03-19	6344	55	276	0
2021-03-18	6289	91	276	1
2021-03-17	6198	46	275	3
2021-03-16	6152	38	272	1
2021-03-15	6114	45	271	0
2021-03-14	6069	9	271	1
2021-03-13	6060	55	270	0
2021-03-12	6005	20	270	1
2021-03-11	5985	50	269	0
2021-03-10	5935	60	269	4
2021-03-09	5875	52	265	2
2021-03-08	5823	8	263	0
2021-03-07	5815	5	263	0
2021-03-06	5810	18	263	0
2021-03-05	5792	25	263	0
2021-03-04	5767	31	263	0
2021-03-03	5736	36	263	0
2021-03-02	5700	32	263	0
2021-03-01	5668	17	263	2
2021-02-28	5651	4	261	1
2021-02-27	5647	7	260	0
2021-02-26	5640	54	260	3
2021-02-25	5586	35	257	1
2021-02-24	5551	35	256	0
2021-02-23	5516	19	256	1
2021-02-22	5497	16	255	1
2021-02-21	5481	5	254	1
2021-02-20	5476	28	253	2
2021-02-19	5448	22	251	5
2021-02-18	5426	35	246	5
2021-02-17	5391	29	241	2
2021-02-16	5362	23	239	2
2021-02-15	5339	19	237	0
2021-02-14	5320	16	237	2
2021-02-13	5304	42	235	5
2021-02-12	5262	25	230	1
2021-02-11	5237	24	229	0
2021-02-10	5213	52	229	2
2021-02-09	5161	22	227	3
2021-02-08	5139	16	224	0
2021-02-07	5123	10	224	0
2021-02-06	5113	27	224	3
2021-02-05	5086	35	221	1
2021-02-04	5051	69	220	15
2021-02-03	4982	57	205	4
2021-02-02	4925	67	201	4
2021-02-01	4858	48	197	5
2021-01-31	4810	4	192	1
2021-01-30	4806	10	191	0
2021-01-29	4796	52	191	4
2021-01-28	4744	82	187	4
2021-01-27	4662	34	183	3
2021-01-26	4628	59	180	9
2021-01-25	4569	9	171	1
2021-01-24	4560	8	170	1
2021-01-23	4552	40	169	6
2021-01-22	4512	65	163	9
2021-01-21	4447	85	154	4
2021-01-20	4362	120	150	6
2021-01-19	4242	62	144	1
2021-01-18	4180	89	143	4
2021-01-17	4091	88	139	4
2021-01-16	4003	71	135	3
2021-01-15	3932	100	132	7
2021-01-14	3832	153	125	9
2021-01-13	3679	86	116	3
2021-01-12	3593	75	113	6
2021-01-11	3518	48	107	2
2021-01-10	3470	21	105	2
2021-01-09	3449	22	103	2
2021-01-08	3427	50	101	1
2021-01-07	3377	59	100	2
2021-01-06	3318	26	98	1
2021-01-05	3292	81	97	3
2021-01-04	3211	44	94	1
2021-01-03	3167	20	93	1
2021-01-02	3147	27	92	3
2021-01-01	3120	59	89	2
2020-12-31	3061	20	87	2
2020-12-30	3041	68	85	9
2020-12-29	2973	47	76	6
2020-12-28	2926	94	70	4
2020-12-27	2832	69	66	1
2020-12-26	2763	51	65	1
2020-12-25	2712	20	64	0
2020-12-24	2692	32	64	0
2020-12-23	2660	54	64	1
2020-12-22	2606	84	63	4
2020-12-21	2522	60	59	4
2020-12-20	2462	13	55	0
2020-12-19	2449	53	55	2
2020-12-18	2396	42	53	1
2020-12-17	2354	72	52	3
2020-12-16	2282	81	49	1
2020-12-15	2201	84	48	6
2020-12-14	2117	45	42	1
2020-12-13	2072	40	41	1
2020-12-12	2032	25	40	2
2020-12-11	2007	53	38	0
2020-12-10	1954	55	38	1
2020-12-09	1899	26	37	0
2020-12-05	1873	3	37	0
2020-12-04	1870	27	37	0
2020-12-03	1843	52	37	0
2020-12-02	1791	59	37	3
2020-12-01	1732	64	34	2
2020-11-30	1668	27	32	1
2020-11-29	1641	18	31	0
2020-11-28	1623	33	31	0
2020-11-27	1590	34	31	1
2020-11-26	1556	66	30	4
2020-11-25	1490	56	26	2
2020-11-24	1434	27	24	0
2020-11-23	1407	46	24	1
2020-11-22	1361	19	23	0
2020-11-21	1342	35	23	0
2020-11-20	1307	64	23	1
2020-11-19	1243	54	22	2
2020-11-18	1189	38	20	2
2020-11-17	1151	38	18	0
2020-11-16	1113	28	18	0
2020-11-15	1085	10	18	0
2020-11-14	1075	25	18	1
2020-11-13	1050	48	17	0
2020-11-12	1002	30	17	1
2020-11-11	972	30	16	0
2020-11-10	942	42	16	2
2020-11-09	900	12	14	1
2020-11-08	888	9	13	0
2020-11-07	879	26	13	0
2020-11-06	853	35	13	0
2020-11-05	818	39	13	1
2020-11-04	779	18	12	0
2020-11-03	761	27	12	0
2020-11-02	734	20	12	0
2020-11-01	714	5	12	0
2020-10-31	709	8	12	0
2020-10-30	701	28	12	0
2020-10-29	673	31	12	0
2020-10-28	642	19	12	0
2020-10-27	623	18	12	1
2020-10-26	605	23	11	0
2020-10-25	582	10	11	0
2020-10-24	572	12	11	0
2020-10-23	560	15	11	0
2020-10-22	545	20	11	0
2020-10-21	525	3	11	0
2020-10-20	522	19	11	0
2020-10-19	503	9	11	0
2020-10-18	494	1	11	0
2020-10-16	493	14	11	0
2020-10-15	479	12	11	0
2020-10-14	467	8	11	0
2020-10-13	459	7	11	0
2020-10-12	452	15	11	0
2020-10-11	437	2	11	0
2020-10-10	435	1	11	0
2020-10-09	434	15	11	0
2020-10-08	419	2	11	0
2020-10-07	417	5	11	0
2020-10-06	412	8	11	0
2020-10-05	404	6	11	0
2020-10-03	398	1	11	0
2020-10-02	397	4	11	0
2020-10-01	393	3	11	0
2020-09-30	390	5	11	0
2020-09-29	385	3	11	0
2020-09-28	382	5	11	0
2020-09-27	377	1	11	0
2020-09-25	376	2	11	0
2020-09-24	374	1	11	0
2020-09-23	373	2	11	0
2020-09-21	371	5	11	0
2020-09-19	366	2	11	0
2020-09-18	364	5	11	0
2020-09-17	359	1	11	0
2020-09-14	358	1	11	0
2020-09-08	357	1	11	0
2020-09-04	356	1	11	0
2020-09-02	355	1	11	0
2020-08-27	354	2	11	0
2020-08-26	352	2	11	0
2020-08-21	350	2	11	0
2020-08-20	348	1	11	0
2020-08-19	347	1	11	0
2020-08-18	346	2	11	0
2020-08-15	344	2	11	0
2020-08-14	342	1	11	0
2020-08-13	341	1	11	0
2020-08-11	340	1	11	0
2020-08-08	339	1	11	0
2020-08-07	338	3	11	0
2020-08-06	335	2	11	0
2020-08-05	333	2	11	0
2020-08-03	331	1	11	0
2020-07-30	330	1	11	0
2020-07-28	329	3	11	0
2020-07-27	326	1	11	0
2020-07-23	325	1	11	0
2020-07-22	324	1	11	0
2020-07-21	323	1	11	0
2020-07-20	322	2	11	0
2020-07-17	320	1	11	0
2020-07-14	319	1	11	0
2020-07-09	318	1	11	0
2020-07-06	317	1	11	0
2020-07-04	316	1	11	0
2020-07-01	315	1	11	0
2020-06-25	314	2	11	0
2020-06-23	312	1	11	0
2020-06-18	311	1	11	0
2020-06-11	310	2	11	0
2020-06-10	308	2	11	1
2020-06-09	306	1	10	0
2020-05-28	305	3	10	1
2020-05-15	302	2	9	0
2020-05-13	300	2	9	1
2020-05-12	298	3	8	0
2020-05-09	295	1	8	0
2020-05-08	294	3	8	0
2020-05-07	291	1	8	0
2020-05-06	290	5	8	0
2020-05-05	285	4	8	0
2020-05-04	281	4	8	0
2020-05-01	277	1	8	1
2020-04-30	276	1	7	0
2020-04-29	275	6	7	0
2020-04-28	269	3	7	0
2020-04-27	266	2	7	0
2020-04-24	264	1	7	0
2020-04-23	263	4	7	0
2020-04-22	259	11	7	0
2020-04-21	248	6	7	0
2020-04-20	242	8	7	0
2020-04-19	234	2	7	0
2020-04-18	232	40	7	0
2020-04-17	192	25	7	0
2020-04-16	167	4	7	0
2020-04-15	163	2	7	0
2020-04-14	161	5	7	0
2020-04-13	156	1	7	0
2020-04-12	155	1	7	0
2020-04-11	154	5	7	0
2020-04-09	149	1	7	0
2020-04-08	148	4	7	0
2020-04-07	144	4	7	1
2020-04-06	140	7	6	0
2020-04-05	133	1	6	0
2020-04-04	132	3	6	0
2020-04-03	129	7	6	0
2020-04-02	122	7	6	1
2020-04-01	115	7	5	1
2020-03-31	108	11	4	0
2020-03-30	97	5	4	0
2020-03-29	92	1	4	0
2020-03-28	91	9	4	0
2020-03-27	82	12	4	1
2020-03-26	70	14	3	1
2020-03-25	56	7	2	0
2020-03-24	49	13	2	0
2020-03-23	36	2	2	0
2020-03-22	34	1	2	0
2020-03-20	33	12	2	1
2020-03-19	21	7	1	1
2020-03-18	14	5	0	0
2020-03-17	9	3	0	0
2020-03-16	6	2	0	0
2020-03-15	4	1	0	0
2020-03-13	3	1	0	0
2020-03-12	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: 0:03:42.242706