Germany: LK Verden (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 13:30:57 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Verden")
print(f'Population of country="Germany", subregion="LK Verden": {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 Verden": 138507 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	64653	4	215	0
2023-03-03	64649	1	215	1
2023-03-02	64648	12	214	0
2023-03-01	64636	10	214	0
2023-02-28	64626	23	214	0
2023-02-27	64603	17	214	0
2023-02-24	64586	17	214	0
2023-02-23	64569	17	214	0
2023-02-22	64552	12	214	1
2023-02-21	64540	53	213	0
2023-02-20	64487	27	213	0
2023-02-17	64460	6	213	0
2023-02-16	64454	37	213	1
2023-02-15	64417	29	212	0
2023-02-14	64388	21	212	0
2023-02-13	64367	20	212	0
2023-02-10	64347	11	212	0
2023-02-09	64336	20	212	0
2023-02-08	64316	15	212	0
2023-02-07	64301	23	212	0
2023-02-06	64278	28	212	0
2023-02-03	64250	19	212	0
2023-02-02	64231	20	212	0
2023-02-01	64211	36	212	0
2023-01-31	64175	43	212	0
2023-01-30	64132	27	212	0
2023-01-27	64105	10	212	0
2023-01-26	64095	17	212	0
2023-01-25	64078	27	212	0
2023-01-24	64051	30	212	0
2023-01-23	64021	25	212	0
2023-01-20	63996	14	212	0
2023-01-19	63982	23	212	0
2023-01-18	63959	17	212	0
2023-01-17	63942	35	212	0
2023-01-16	63907	24	212	0
2023-01-13	63883	15	212	0
2023-01-12	63868	30	212	0
2023-01-11	63838	33	212	0
2023-01-10	63805	49	212	1
2023-01-09	63756	59	211	0
2023-01-06	63697	40	211	0
2023-01-05	63657	26	211	0
2023-01-04	63631	48	211	0
2023-01-03	63583	71	211	0
2023-01-02	63512	129	211	0
2022-12-30	63383	42	211	0
2022-12-29	63341	104	211	1
2022-12-28	63237	208	210	0
2022-12-27	63029	216	210	1
2022-12-23	62813	32	209	0
2022-12-22	62781	148	209	1
2022-12-21	62633	184	208	0
2022-12-20	62449	105	208	0
2022-12-19	62344	153	208	3
2022-12-16	62191	96	205	0
2022-12-15	62095	83	205	2
2022-12-14	62012	144	203	0
2022-12-13	61868	161	203	1
2022-12-12	61707	162	202	1
2022-12-09	61545	104	201	2
2022-12-08	61441	120	199	0
2022-12-07	61321	115	199	0
2022-12-06	61206	167	199	0
2022-12-05	61039	94	199	2
2022-12-02	60945	71	197	0
2022-12-01	60874	99	197	0
2022-11-30	60775	104	197	0
2022-11-29	60671	133	197	2
2022-11-28	60538	165	195	1
2022-11-25	60373	37	194	0
2022-11-24	60336	105	194	0
2022-11-23	60231	129	194	2
2022-11-22	60102	154	192	1
2022-11-21	59948	49	191	2
2022-11-18	59899	24	189	0
2022-11-17	59875	56	189	0
2022-11-16	59819	122	189	0
2022-11-15	59697	84	189	1
2022-11-14	59613	87	188	0
2022-11-11	59526	36	188	0
2022-11-10	59490	74	188	0
2022-11-09	59416	75	188	0
2022-11-08	59341	160	188	0
2022-11-07	59181	117	188	1
2022-11-04	59064	41	187	0
2022-11-03	59023	109	187	0
2022-11-02	58914	180	187	0
2022-11-01	58734	172	187	0
2022-10-28	58562	43	187	0
2022-10-27	58519	109	187	0
2022-10-26	58410	128	187	0
2022-10-25	58282	181	187	0
2022-10-24	58101	164	187	1
2022-10-21	57937	76	186	0
2022-10-20	57861	152	186	0
2022-10-19	57709	185	186	1
2022-10-18	57524	195	185	0
2022-10-17	57329	184	185	0
2022-10-14	57145	103	185	2
2022-10-13	57042	233	183	0
2022-10-12	56809	222	183	0
2022-10-11	56587	212	183	1
2022-10-10	56375	246	182	1
2022-10-07	56129	191	181	0
2022-10-06	55938	260	181	1
2022-10-05	55678	330	180	1
2022-10-04	55348	197	179	0
2022-09-30	55151	146	179	1
2022-09-29	55005	131	178	0
2022-09-28	54874	197	178	1
2022-09-27	54677	243	177	1
2022-09-26	54434	154	176	4
2022-09-23	54280	131	172	0
2022-09-22	54149	134	172	0
2022-09-21	54015	155	172	1
2022-09-20	53860	96	171	1
2022-09-19	53764	106	170	1
2022-09-16	53658	57	169	0
2022-09-15	53601	112	169	0
2022-09-14	53489	98	169	0
2022-09-13	53391	143	169	0
2022-09-12	53248	130	169	0
2022-09-09	53118	49	169	0
2022-09-08	53069	77	169	0
2022-09-07	52992	155	169	0
2022-09-06	52837	140	169	0
2022-09-05	52697	96	169	0
2022-09-02	52601	43	169	0
2022-09-01	52558	83	169	0
2022-08-31	52475	71	169	0
2022-08-30	52404	82	169	0
2022-08-29	52322	126	169	0
2022-08-26	52196	45	169	0
2022-08-25	52151	109	169	0
2022-08-24	52042	63	169	1
2022-08-23	51979	80	168	0
2022-08-22	51899	106	168	0
2022-08-19	51793	42	168	0
2022-08-18	51751	115	168	0
2022-08-17	51636	92	168	0
2022-08-16	51544	108	168	1
2022-08-15	51436	118	167	2
2022-08-12	51318	94	165	0
2022-08-11	51224	49	165	0
2022-08-10	51175	102	165	0
2022-08-09	51073	110	165	0
2022-08-08	50963	155	165	1
2022-08-05	50808	70	164	1
2022-08-04	50738	95	163	1
2022-08-03	50643	142	162	1
2022-08-02	50501	167	161	1
2022-08-01	50334	103	160	0
2022-07-29	50231	104	160	0
2022-07-28	50127	154	160	0
2022-07-27	49973	142	160	1
2022-07-26	49831	306	159	1
2022-07-25	49525	185	158	1
2022-07-22	49340	130	157	0
2022-07-21	49210	143	157	0
2022-07-20	49067	209	157	0
2022-07-19	48858	275	157	0
2022-07-18	48583	260	157	0
2022-07-15	48323	118	157	0
2022-07-14	48205	223	157	0
2022-07-13	47982	357	157	1
2022-07-12	47625	224	156	0
2022-07-11	47401	209	156	1
2022-07-08	47192	137	155	1
2022-07-07	47055	247	154	0
2022-07-06	46808	300	154	0
2022-07-05	46508	321	154	0
2022-07-04	46187	236	154	0
2022-07-01	45951	269	154	0
2022-06-30	45682	268	154	1
2022-06-29	45414	512	153	1
2022-06-28	44902	465	152	0
2022-06-27	44437	515	152	1
2022-06-24	43922	265	151	0
2022-06-23	43657	426	151	1
2022-06-22	43231	560	150	0
2022-06-21	42671	515	150	0
2022-06-20	42156	330	150	0
2022-06-17	41826	196	150	0
2022-06-16	41630	218	150	0
2022-06-15	41412	211	150	0
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2022-05-30	39438	136	147	0
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2021-08-02	4030	1	59	0
2021-07-31	4029	9	59	0
2021-07-30	4020	6	59	0
2021-07-29	4014	6	59	0
2021-07-28	4008	6	59	0
2021-07-27	4002	3	59	0
2021-07-26	3999	1	59	0
2021-07-25	3998	1	59	0
2021-07-24	3997	5	59	0
2021-07-23	3992	1	59	0
2021-07-22	3991	4	59	0
2021-07-21	3987	1	59	0
2021-07-20	3986	3	59	0
2021-07-17	3983	3	59	0
2021-07-16	3980	4	59	0
2021-07-15	3976	3	59	0
2021-07-14	3973	3	59	0
2021-07-13	3970	4	59	0
2021-07-08	3966	2	59	0
2021-07-07	3964	1	59	0
2021-07-06	3963	1	59	0
2021-07-02	3962	1	59	0
2021-06-30	3961	2	59	0
2021-06-23	3959	3	59	0
2021-06-22	3956	4	59	0
2021-06-18	3952	1	59	0
2021-06-17	3951	2	59	0
2021-06-15	3949	4	59	0
2021-06-12	3945	1	59	0
2021-06-11	3944	1	59	0
2021-06-09	3943	1	59	0
2021-06-08	3942	1	59	0
2021-06-05	3941	4	59	0
2021-06-03	3937	3	59	0
2021-06-02	3934	6	59	0
2021-06-01	3928	8	59	0
2021-05-29	3920	2	59	0
2021-05-28	3918	7	59	0
2021-05-27	3911	6	59	1
2021-05-26	3905	3	58	0
2021-05-25	3902	2	58	0
2021-05-23	3900	1	58	0
2021-05-22	3899	9	58	0
2021-05-21	3890	6	58	0
2021-05-20	3884	17	58	0
2021-05-19	3867	13	58	0
2021-05-18	3854	19	58	0
2021-05-15	3835	12	58	0
2021-05-14	3823	1	58	0
2021-05-13	3822	13	58	0
2021-05-12	3809	34	58	1
2021-05-11	3775	13	57	0
2021-05-08	3762	24	57	0
2021-05-07	3738	22	57	0
2021-05-06	3716	28	57	0
2021-05-05	3688	36	57	0
2021-05-04	3652	10	57	0
2021-05-03	3642	6	57	0
2021-05-02	3636	3	57	0
2021-05-01	3633	27	57	0
2021-04-30	3606	19	57	0
2021-04-29	3587	11	57	0
2021-04-28	3576	8	57	0
2021-04-27	3568	31	57	2
2021-04-26	3537	3	55	0
2021-04-24	3534	20	55	1
2021-04-23	3514	35	54	0
2021-04-22	3479	37	54	0
2021-04-21	3442	36	54	2
2021-04-20	3406	32	52	2
2021-04-19	3374	3	50	0
2021-04-17	3371	23	50	0
2021-04-16	3348	19	50	0
2021-04-15	3329	31	50	0
2021-04-14	3298	40	50	0
2021-04-13	3258	32	50	0
2021-04-11	3226	5	50	0
2021-04-10	3221	44	50	0
2021-04-09	3177	20	50	0
2021-04-08	3157	34	50	0
2021-04-07	3123	56	50	0
2021-04-06	3067	11	50	0
2021-04-05	3056	14	50	0
2021-04-04	3042	2	50	0
2021-04-03	3040	7	50	0
2021-04-02	3033	17	50	0
2021-04-01	3016	29	50	0
2021-03-31	2987	26	50	1
2021-03-30	2961	18	49	0
2021-03-29	2943	3	49	0
2021-03-27	2940	26	49	0
2021-03-26	2914	19	49	1
2021-03-25	2895	20	48	0
2021-03-24	2875	16	48	0
2021-03-23	2859	28	48	0
2021-03-22	2831	2	48	0
2021-03-20	2829	16	48	0
2021-03-19	2813	14	48	0
2021-03-18	2799	16	48	0
2021-03-17	2783	16	48	0
2021-03-16	2767	12	48	0
2021-03-15	2755	1	48	0
2021-03-14	2754	3	48	0
2021-03-13	2751	10	48	0
2021-03-12	2741	9	48	1
2021-03-11	2732	4	47	0
2021-03-10	2728	16	47	1
2021-03-09	2712	6	46	0
2021-03-08	2706	2	46	1
2021-03-06	2704	13	45	0
2021-03-05	2691	10	45	0
2021-03-04	2681	7	45	0
2021-03-03	2674	12	45	0
2021-03-02	2662	10	45	0
2021-02-27	2652	15	45	0
2021-02-26	2637	3	45	0
2021-02-25	2634	6	45	0
2021-02-24	2628	10	45	1
2021-02-23	2618	10	44	0
2021-02-20	2608	4	44	0
2021-02-19	2604	3	44	0
2021-02-18	2601	3	44	0
2021-02-17	2598	5	44	0
2021-02-16	2593	10	44	1
2021-02-15	2583	1	43	0
2021-02-13	2582	9	43	0
2021-02-12	2573	10	43	0
2021-02-11	2563	7	43	0
2021-02-10	2556	9	43	1
2021-02-09	2547	6	42	0
2021-02-08	2541	1	42	0
2021-02-06	2540	3	42	0
2021-02-05	2537	3	42	1
2021-02-04	2534	2	41	0
2021-02-03	2532	15	41	1
2021-02-02	2517	7	40	0
2021-01-31	2510	1	40	0
2021-01-30	2509	5	40	0
2021-01-29	2504	10	40	1
2021-01-28	2494	11	39	0
2021-01-27	2483	14	39	1
2021-01-26	2469	4	38	0
2021-01-25	2465	1	38	0
2021-01-23	2464	7	38	1
2021-01-22	2457	6	37	0
2021-01-21	2451	9	37	0
2021-01-20	2442	16	37	0
2021-01-19	2426	17	37	1
2021-01-18	2409	3	36	0
2021-01-16	2406	6	36	0
2021-01-15	2400	7	36	0
2021-01-14	2393	12	36	0
2021-01-13	2381	10	36	1
2021-01-12	2371	16	35	0
2021-01-11	2355	5	35	0
2021-01-10	2350	2	35	0
2021-01-09	2348	18	35	0
2021-01-08	2330	14	35	1
2021-01-07	2316	21	34	0
2021-01-06	2295	15	34	0
2021-01-05	2280	24	34	0
2021-01-04	2256	2	34	0
2021-01-03	2254	6	34	0
2021-01-01	2248	1	34	0
2020-12-31	2247	11	34	1
2020-12-30	2236	15	33	1
2020-12-29	2221	18	32	1
2020-12-28	2203	4	31	0
2020-12-27	2199	1	31	0
2020-12-25	2198	2	31	0
2020-12-24	2196	29	31	1
2020-12-23	2167	36	30	0
2020-12-22	2131	26	30	0
2020-12-21	2105	4	30	0
2020-12-20	2101	2	30	0
2020-12-19	2099	20	30	0
2020-12-18	2079	28	30	1
2020-12-17	2051	24	29	0
2020-12-16	2027	27	29	0
2020-12-15	2000	22	29	0
2020-12-14	1978	5	29	0
2020-12-13	1973	4	29	0
2020-12-12	1969	19	29	0
2020-12-11	1950	32	29	0
2020-12-10	1918	18	29	0
2020-12-09	1900	32	29	0
2020-12-08	1868	16	29	0
2020-12-07	1852	4	29	1
2020-12-06	1848	14	28	0
2020-12-05	1834	12	28	0
2020-12-04	1822	21	28	0
2020-12-03	1801	17	28	0
2020-12-02	1784	23	28	2
2020-12-01	1761	18	26	1
2020-11-30	1743	3	25	1
2020-11-28	1740	22	24	0
2020-11-27	1718	19	24	0
2020-11-26	1699	20	24	0
2020-11-25	1679	33	24	0
2020-11-24	1646	15	24	0
2020-11-23	1631	8	24	0
2020-11-22	1623	1	24	0
2020-11-21	1622	51	24	0
2020-11-20	1571	18	24	0
2020-11-19	1553	40	24	0
2020-11-18	1513	35	24	0
2020-11-17	1478	37	24	2
2020-11-16	1441	4	22	0
2020-11-15	1437	27	22	0
2020-11-14	1410	30	22	3
2020-11-13	1380	37	19	1
2020-11-12	1343	57	18	0
2020-11-11	1286	54	18	1
2020-11-10	1232	38	17	3
2020-11-09	1194	21	14	0
2020-11-08	1173	31	14	0
2020-11-07	1142	62	14	0
2020-11-06	1080	58	14	0
2020-11-05	1022	38	14	0
2020-11-04	984	61	14	0
2020-11-03	923	20	14	0
2020-11-02	903	25	14	1
2020-11-01	878	14	13	0
2020-10-31	864	22	13	0
2020-10-30	842	67	13	1
2020-10-29	775	52	12	1
2020-10-28	723	51	11	0
2020-10-27	672	39	11	1
2020-10-26	633	7	10	0
2020-10-25	626	7	10	0
2020-10-24	619	40	10	1
2020-10-23	579	22	9	0
2020-10-22	557	28	9	0
2020-10-21	529	26	9	0
2020-10-20	503	33	9	0
2020-10-19	470	11	9	0
2020-10-17	459	16	9	0
2020-10-16	443	15	9	0
2020-10-15	428	6	9	0
2020-10-14	422	10	9	0
2020-10-13	412	2	9	0
2020-10-12	410	4	9	0
2020-10-10	406	3	9	0
2020-10-09	403	3	9	0
2020-10-08	400	8	9	0
2020-10-07	392	4	9	0
2020-10-06	388	10	9	0
2020-10-05	378	2	9	0
2020-10-02	376	4	9	0
2020-10-01	372	7	9	0
2020-09-30	365	3	9	1
2020-09-29	362	4	8	0
2020-09-28	358	2	8	0
2020-09-26	356	4	8	0
2020-09-25	352	2	8	0
2020-09-23	350	2	8	0
2020-09-22	348	1	8	0
2020-09-17	347	1	8	0
2020-09-15	346	4	8	0
2020-09-14	342	1	8	0
2020-09-12	341	1	8	0
2020-09-11	340	5	8	0
2020-09-10	335	4	8	0
2020-09-07	331	1	8	0
2020-09-04	330	1	8	0
2020-09-03	329	2	8	0
2020-09-02	327	3	8	0
2020-09-01	324	2	8	0
2020-08-29	322	3	8	0
2020-08-27	319	2	8	0
2020-08-25	317	5	8	0
2020-08-24	312	1	8	0
2020-08-21	311	3	8	0
2020-08-20	308	6	8	0
2020-08-17	302	1	8	0
2020-08-13	301	2	8	0
2020-08-10	299	1	8	0
2020-08-06	298	5	8	0
2020-08-04	293	7	8	0
2020-08-03	286	1	8	0
2020-08-01	285	13	8	0
2020-07-31	272	2	8	0
2020-07-30	270	5	8	0
2020-07-29	265	1	8	0
2020-07-28	264	1	8	0
2020-07-25	263	1	8	0
2020-07-24	262	2	8	0
2020-07-23	260	1	8	0
2020-07-22	259	2	8	0
2020-07-21	257	1	8	0
2020-07-20	256	1	8	0
2020-07-18	255	4	8	0
2020-07-17	251	7	8	0
2020-07-16	244	1	8	0
2020-07-11	243	1	8	0
2020-07-07	242	1	8	0
2020-06-27	241	1	8	0
2020-06-23	240	1	8	0
2020-06-20	239	1	8	0
2020-06-19	238	1	8	0
2020-06-18	237	1	8	0
2020-06-17	236	11	8	2
2020-06-16	225	10	6	1
2020-06-15	215	1	5	0
2020-06-13	214	4	5	0
2020-06-12	210	28	5	3
2020-06-11	182	1	2	0
2020-06-10	181	3	2	0
2020-06-09	178	2	2	0
2020-06-06	176	1	2	0
2020-06-05	175	1	2	0
2020-06-04	174	3	2	0
2020-06-03	171	5	2	0
2020-06-01	166	1	2	0
2020-05-30	165	1	2	0
2020-05-29	164	1	2	0
2020-05-28	163	3	2	0
2020-05-27	160	4	2	0
2020-05-26	156	1	2	0
2020-05-25	155	1	2	0
2020-05-23	154	4	2	0
2020-05-22	150	2	2	0
2020-05-20	148	2	2	0
2020-05-19	146	3	2	0
2020-05-15	143	2	2	0
2020-05-14	141	1	2	0
2020-05-13	140	1	2	0
2020-05-12	139	5	2	0
2020-05-11	134	1	2	0
2020-05-09	133	2	2	0
2020-05-08	131	1	2	0
2020-05-06	130	3	2	0
2020-05-05	127	2	2	0
2020-05-04	125	1	2	0
2020-05-02	124	3	2	0
2020-05-01	121	1	2	0
2020-04-30	120	1	2	0
2020-04-29	119	1	2	0
2020-04-28	118	1	2	0
2020-04-27	117	1	2	0
2020-04-22	116	2	2	0
2020-04-20	114	1	2	0
2020-04-16	113	2	2	0
2020-04-15	111	1	2	0
2020-04-14	110	2	2	0
2020-04-10	108	1	2	0
2020-04-08	107	1	2	0
2020-04-07	106	4	2	0
2020-04-06	102	6	2	1
2020-04-03	96	14	1	0
2020-04-02	82	2	1	0
2020-04-01	80	7	1	0
2020-03-31	73	15	1	0
2020-03-30	58	1	1	0
2020-03-28	57	7	1	0
2020-03-27	50	7	1	0
2020-03-26	43	4	1	0
2020-03-25	39	2	1	0
2020-03-24	37	1	1	1
2020-03-23	36	9	0	0
2020-03-21	27	1	0	0
2020-03-20	26	4	0	0
2020-03-19	22	1	0	0
2020-03-18	21	7	0	0
2020-03-17	14	2	0	0
2020-03-16	12	2	0	0
2020-03-14	10	2	0	0
2020-03-13	8	2	0	0
2020-03-12	6	1	0	0
2020-03-11	5	2	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: 0:03:06.039877