Germany: LK Diepholz (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 13:22:49 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Diepholz")
print(f'Population of country="Germany", subregion="LK Diepholz": {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 Diepholz": 218839 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	104700	21	193	0
2023-03-03	104679	16	193	0
2023-03-02	104663	22	193	0
2023-03-01	104641	26	193	0
2023-02-28	104615	38	193	0
2023-02-27	104577	42	193	0
2023-02-24	104535	27	193	0
2023-02-23	104508	41	193	0
2023-02-22	104467	56	193	0
2023-02-21	104411	69	193	0
2023-02-20	104342	51	193	0
2023-02-17	104291	35	193	0
2023-02-16	104256	30	193	0
2023-02-15	104226	35	193	0
2023-02-14	104191	42	193	0
2023-02-13	104149	40	193	0
2023-02-10	104109	25	193	0
2023-02-09	104084	36	193	0
2023-02-08	104048	32	193	0
2023-02-07	104016	52	193	0
2023-02-06	103964	34	193	0
2023-02-03	103930	36	193	0
2023-02-02	103894	29	193	0
2023-02-01	103865	45	193	0
2023-01-31	103820	63	193	0
2023-01-30	103757	66	193	0
2023-01-27	103691	28	193	0
2023-01-26	103663	41	193	0
2023-01-25	103622	47	193	0
2023-01-24	103575	51	193	0
2023-01-23	103524	49	193	0
2023-01-20	103475	20	193	0
2023-01-19	103455	24	193	0
2023-01-18	103431	39	193	0
2023-01-17	103392	45	193	0
2023-01-16	103347	59	193	0
2023-01-13	103288	31	193	0
2023-01-12	103257	33	193	0
2023-01-11	103224	67	193	0
2023-01-10	103157	80	193	0
2023-01-09	103077	150	193	0
2023-01-07	102927	1	193	0
2023-01-05	102926	78	193	0
2023-01-04	102848	120	193	0
2023-01-03	102728	97	193	0
2023-01-02	102631	223	193	0
2022-12-31	102408	3	193	0
2022-12-30	102405	1	193	0
2022-12-29	102404	130	193	0
2022-12-28	102274	207	193	0
2022-12-27	102067	275	193	0
2022-12-24	101792	1	193	0
2022-12-23	101791	116	193	0
2022-12-22	101675	184	193	0
2022-12-21	101491	339	193	0
2022-12-20	101152	189	193	0
2022-12-19	100963	333	193	1
2022-12-16	100630	164	192	1
2022-12-15	100466	215	191	1
2022-12-14	100251	237	190	0
2022-12-13	100014	260	190	0
2022-12-12	99754	275	190	1
2022-12-09	99479	129	189	1
2022-12-08	99350	186	188	0
2022-12-07	99164	233	188	0
2022-12-06	98931	239	188	1
2022-12-05	98692	242	187	0
2022-12-04	98450	1	187	0
2022-12-02	98449	95	187	0
2022-12-01	98354	175	187	0
2022-11-30	98179	168	187	1
2022-11-29	98011	214	186	0
2022-11-28	97797	206	186	1
2022-11-25	97591	87	185	0
2022-11-24	97504	141	185	0
2022-11-23	97363	140	185	0
2022-11-22	97223	161	185	0
2022-11-21	97062	159	185	0
2022-11-18	96903	81	185	0
2022-11-17	96822	87	185	0
2022-11-16	96735	148	185	1
2022-11-15	96587	166	184	1
2022-11-14	96421	164	183	0
2022-11-11	96257	104	183	0
2022-11-10	96153	111	183	0
2022-11-09	96042	147	183	0
2022-11-08	95895	167	183	0
2022-11-07	95728	214	183	0
2022-11-04	95514	107	183	0
2022-11-03	95407	209	183	0
2022-11-02	95198	275	183	1
2022-11-01	94923	313	182	2
2022-10-31	94610	1	180	0
2022-10-28	94609	151	180	0
2022-10-27	94458	163	180	0
2022-10-26	94295	216	180	0
2022-10-25	94079	367	180	0
2022-10-24	93712	310	180	1
2022-10-21	93402	158	179	0
2022-10-20	93244	234	179	0
2022-10-19	93010	240	179	0
2022-10-18	92770	434	179	0
2022-10-17	92336	478	179	1
2022-10-14	91858	197	178	1
2022-10-13	91661	399	177	0
2022-10-12	91262	292	177	0
2022-10-11	90970	530	177	0
2022-10-10	90440	422	177	0
2022-10-07	90018	260	177	0
2022-10-06	89758	346	177	0
2022-10-05	89412	410	177	0
2022-10-04	89002	408	177	1
2022-10-03	88594	2	176	0
2022-09-30	88592	197	176	0
2022-09-29	88395	182	176	0
2022-09-28	88213	237	176	0
2022-09-27	87976	273	176	0
2022-09-26	87703	350	176	0
2022-09-23	87353	118	176	0
2022-09-22	87235	185	176	1
2022-09-21	87050	208	175	1
2022-09-20	86842	264	174	1
2022-09-19	86578	279	173	1
2022-09-16	86299	110	172	0
2022-09-15	86189	139	172	0
2022-09-14	86050	223	172	0
2022-09-13	85827	242	172	0
2022-09-12	85585	212	172	0
2022-09-09	85373	151	172	0
2022-09-08	85222	184	172	1
2022-09-07	85038	230	171	0
2022-09-06	84808	289	171	0
2022-09-05	84519	300	171	1
2022-09-02	84219	107	170	0
2022-09-01	84112	131	170	0
2022-08-31	83981	108	170	0
2022-08-30	83873	149	170	0
2022-08-29	83724	165	170	0
2022-08-26	83559	80	170	0
2022-08-25	83479	93	170	0
2022-08-24	83386	107	170	0
2022-08-23	83279	159	170	0
2022-08-22	83120	200	170	0
2022-08-19	82920	88	170	0
2022-08-18	82832	120	170	0
2022-08-17	82712	122	170	0
2022-08-16	82590	187	170	0
2022-08-15	82403	206	170	0
2022-08-12	82197	127	170	0
2022-08-11	82070	117	170	1
2022-08-10	81953	167	169	0
2022-08-09	81786	208	169	0
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2022-08-05	81371	119	168	0
2022-08-04	81252	154	168	0
2022-08-03	81098	204	168	1
2022-08-02	80894	273	167	0
2022-08-01	80621	339	167	0
2022-07-29	80282	172	167	1
2022-07-28	80110	221	166	0
2022-07-27	79889	319	166	0
2022-07-26	79570	419	166	0
2022-07-25	79151	507	166	2
2022-07-22	78644	247	164	0
2022-07-21	78397	323	164	0
2022-07-20	78074	437	164	0
2022-07-19	77637	647	164	0
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2022-07-15	76495	421	164	0
2022-07-14	76074	446	164	1
2022-07-13	75628	446	163	0
2022-07-12	75182	489	163	0
2022-07-11	74693	630	163	0
2022-07-08	74063	314	163	0
2022-07-07	73749	353	163	0
2022-07-06	73396	400	163	1
2022-07-05	72996	498	162	0
2022-07-04	72498	602	162	1
2022-07-01	71896	297	161	0
2022-06-30	71599	441	161	0
2022-06-29	71158	480	161	0
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2021-06-11	7052	3	109	0
2021-06-10	7049	5	109	0
2021-06-09	7044	12	109	0
2021-06-08	7032	8	109	0
2021-06-07	7024	20	109	1
2021-06-05	7004	12	108	1
2021-06-04	6992	5	107	0
2021-06-03	6987	17	107	0
2021-06-02	6970	23	107	0
2021-06-01	6947	15	107	0
2021-05-31	6932	9	107	0
2021-05-29	6923	24	107	0
2021-05-28	6899	18	107	0
2021-05-27	6881	24	107	0
2021-05-26	6857	17	107	0
2021-05-25	6840	20	107	0
2021-05-24	6820	1	107	0
2021-05-22	6819	17	107	0
2021-05-21	6802	11	107	0
2021-05-20	6791	30	107	0
2021-05-19	6761	38	107	0
2021-05-18	6723	27	107	1
2021-05-17	6696	25	106	1
2021-05-15	6671	7	105	0
2021-05-14	6664	34	105	0
2021-05-12	6630	30	105	0
2021-05-11	6600	54	105	1
2021-05-10	6546	23	104	1
2021-05-08	6523	39	103	0
2021-05-07	6484	40	103	0
2021-05-06	6444	41	103	0
2021-05-05	6403	51	103	1
2021-05-04	6352	45	102	0
2021-05-03	6307	22	102	0
2021-05-01	6285	48	102	0
2021-04-30	6237	86	102	0
2021-04-29	6151	51	102	0
2021-04-28	6100	56	102	0
2021-04-27	6044	43	102	1
2021-04-26	6001	44	101	0
2021-04-24	5957	50	101	0
2021-04-23	5907	17	101	0
2021-04-22	5890	54	101	1
2021-04-21	5836	33	100	1
2021-04-20	5803	68	99	0
2021-04-19	5735	23	99	0
2021-04-17	5712	33	99	0
2021-04-16	5679	46	99	0
2021-04-15	5633	43	99	0
2021-04-14	5590	55	99	0
2021-04-13	5535	28	99	0
2021-04-12	5507	44	99	0
2021-04-10	5463	35	99	0
2021-04-09	5428	38	99	0
2021-04-08	5390	49	99	1
2021-04-07	5341	47	98	2
2021-04-06	5294	31	96	0
2021-04-03	5263	33	96	0
2021-04-01	5230	47	96	0
2021-03-31	5183	41	96	1
2021-03-30	5142	34	95	0
2021-03-29	5108	33	95	0
2021-03-27	5075	35	95	0
2021-03-26	5040	27	95	1
2021-03-25	5013	42	94	0
2021-03-24	4971	40	94	0
2021-03-23	4931	27	94	0
2021-03-22	4904	21	94	0
2021-03-20	4883	25	94	0
2021-03-19	4858	20	94	0
2021-03-18	4838	22	94	0
2021-03-17	4816	43	94	0
2021-03-16	4773	22	94	0
2021-03-15	4751	13	94	0
2021-03-13	4738	18	94	0
2021-03-12	4720	26	94	0
2021-03-11	4694	30	94	0
2021-03-10	4664	20	94	0
2021-03-09	4644	23	94	0
2021-03-08	4621	14	94	0
2021-03-06	4607	16	94	0
2021-03-05	4591	7	94	0
2021-03-04	4584	14	94	0
2021-03-03	4570	19	94	0
2021-03-02	4551	16	94	0
2021-03-01	4535	11	94	1
2021-02-27	4524	13	93	0
2021-02-26	4511	15	93	0
2021-02-25	4496	21	93	0
2021-02-24	4475	27	93	0
2021-02-23	4448	25	93	0
2021-02-22	4423	9	93	1
2021-02-20	4414	11	92	1
2021-02-19	4403	17	91	0
2021-02-18	4386	18	91	0
2021-02-17	4368	29	91	1
2021-02-16	4339	23	90	0
2021-02-15	4316	20	90	0
2021-02-13	4296	7	90	0
2021-02-12	4289	15	90	0
2021-02-11	4274	15	90	1
2021-02-10	4259	15	89	0
2021-02-09	4244	22	89	0
2021-02-08	4222	12	89	0
2021-02-06	4210	20	89	1
2021-02-05	4190	21	88	1
2021-02-04	4169	10	87	0
2021-02-03	4159	17	87	0
2021-02-02	4142	20	87	0
2021-02-01	4122	6	87	0
2021-01-30	4116	12	87	0
2021-01-29	4104	18	87	0
2021-01-28	4086	15	87	0
2021-01-27	4071	40	87	1
2021-01-26	4031	33	86	2
2021-01-25	3998	6	84	1
2021-01-23	3992	13	83	0
2021-01-22	3979	28	83	0
2021-01-21	3951	25	83	0
2021-01-20	3926	31	83	0
2021-01-19	3895	37	83	0
2021-01-18	3858	24	83	1
2021-01-16	3834	15	82	0
2021-01-15	3819	31	82	1
2021-01-14	3788	18	81	0
2021-01-13	3770	26	81	0
2021-01-12	3744	52	81	2
2021-01-11	3692	23	79	2
2021-01-10	3669	1	77	0
2021-01-09	3668	28	77	1
2021-01-08	3640	20	76	1
2021-01-07	3620	42	75	0
2021-01-06	3578	48	75	0
2021-01-05	3530	68	75	1
2021-01-04	3462	38	74	0
2020-12-31	3424	45	74	0
2020-12-30	3379	27	74	2
2020-12-29	3352	82	72	2
2020-12-28	3270	20	70	1
2020-12-26	3250	13	69	0
2020-12-24	3237	34	69	0
2020-12-23	3203	63	69	0
2020-12-22	3140	63	69	2
2020-12-21	3077	32	67	0
2020-12-19	3045	23	67	2
2020-12-18	3022	39	65	1
2020-12-17	2983	106	64	4
2020-12-16	2877	38	60	0
2020-12-15	2839	54	60	0
2020-12-14	2785	28	60	1
2020-12-12	2757	33	59	0
2020-12-11	2724	27	59	0
2020-12-10	2697	43	59	1
2020-12-09	2654	64	58	1
2020-12-08	2590	42	57	1
2020-12-07	2548	23	56	1
2020-12-05	2525	15	55	1
2020-12-04	2510	29	54	1
2020-12-03	2481	35	53	0
2020-12-02	2446	37	53	0
2020-12-01	2409	42	53	0
2020-11-30	2367	23	53	0
2020-11-28	2344	24	53	0
2020-11-27	2320	35	53	0
2020-11-26	2285	41	53	1
2020-11-25	2244	49	52	0
2020-11-24	2195	43	52	0
2020-11-23	2152	24	52	2
2020-11-21	2128	29	50	0
2020-11-20	2099	49	50	1
2020-11-19	2050	71	49	4
2020-11-18	1979	55	45	0
2020-11-17	1924	57	45	0
2020-11-16	1867	23	45	1
2020-11-14	1844	52	44	0
2020-11-13	1792	66	44	0
2020-11-12	1726	51	44	0
2020-11-11	1675	67	44	0
2020-11-10	1608	47	44	2
2020-11-09	1561	54	42	0
2020-11-07	1507	46	42	1
2020-11-06	1461	42	41	0
2020-11-05	1419	55	41	0
2020-11-04	1364	63	41	3
2020-11-03	1301	71	38	0
2020-11-02	1230	50	38	0
2020-11-01	1180	1	38	0
2020-10-31	1179	36	38	1
2020-10-30	1143	62	37	2
2020-10-29	1081	51	35	3
2020-10-28	1030	43	32	0
2020-10-27	987	30	32	0
2020-10-26	957	21	32	1
2020-10-24	936	35	31	0
2020-10-23	901	29	31	0
2020-10-22	872	40	31	0
2020-10-21	832	16	31	0
2020-10-20	816	18	31	0
2020-10-19	798	18	31	0
2020-10-18	780	6	31	0
2020-10-17	774	32	31	0
2020-10-16	742	4	31	0
2020-10-15	738	19	31	0
2020-10-14	719	9	31	0
2020-10-13	710	7	31	0
2020-10-12	703	2	31	0
2020-10-10	701	9	31	0
2020-10-09	692	3	31	0
2020-10-08	689	8	31	0
2020-10-07	681	4	31	0
2020-10-06	677	3	31	0
2020-10-05	674	3	31	0
2020-10-03	671	5	31	0
2020-10-02	666	12	31	0
2020-09-30	654	10	31	0
2020-09-29	644	5	31	0
2020-09-28	639	1	31	0
2020-09-26	638	5	31	0
2020-09-25	633	12	31	0
2020-09-24	621	3	31	0
2020-09-23	618	7	31	0
2020-09-22	611	4	31	1
2020-09-21	607	3	30	0
2020-09-18	604	11	30	0
2020-09-17	593	4	30	0
2020-09-16	589	8	30	0
2020-09-14	581	1	30	0
2020-09-12	580	2	30	0
2020-09-11	578	1	30	0
2020-09-10	577	2	30	0
2020-09-09	575	3	30	0
2020-09-07	572	2	30	0
2020-09-05	570	1	30	0
2020-09-04	569	2	30	0
2020-09-03	567	3	30	0
2020-09-02	564	3	30	0
2020-09-01	561	1	30	0
2020-08-31	560	9	30	0
2020-08-28	551	1	30	0
2020-08-27	550	5	30	0
2020-08-26	545	3	30	0
2020-08-25	542	1	30	0
2020-08-24	541	3	30	0
2020-08-21	538	1	30	0
2020-08-20	537	1	30	0
2020-08-19	536	4	30	0
2020-08-18	532	6	30	0
2020-08-17	526	1	30	0
2020-08-15	525	4	30	0
2020-08-14	521	2	30	0
2020-08-13	519	2	30	0
2020-08-12	517	5	30	0
2020-08-11	512	2	30	0
2020-08-08	510	1	30	0
2020-08-07	509	3	30	0
2020-08-06	506	5	30	0
2020-08-05	501	2	30	0
2020-08-04	499	2	30	0
2020-08-03	497	3	30	0
2020-08-01	494	3	30	0
2020-07-31	491	2	30	0
2020-07-30	489	3	30	1
2020-07-29	486	1	29	0
2020-07-27	485	1	29	0
2020-07-26	484	3	29	0
2020-07-24	481	1	29	0
2020-07-23	480	6	29	0
2020-07-22	474	5	29	0
2020-07-21	469	32	29	0
2020-07-20	437	3	29	0
2020-07-17	434	5	29	0
2020-07-16	429	11	29	1
2020-07-15	418	3	28	0
2020-07-14	415	1	28	0
2020-07-13	414	5	28	0
2020-07-10	409	1	28	0
2020-07-09	408	1	28	0
2020-07-08	407	1	28	0
2020-07-06	406	6	28	1
2020-07-03	400	3	27	0
2020-07-01	397	1	27	0
2020-06-30	396	2	27	0
2020-06-29	394	2	27	0
2020-06-25	392	1	27	0
2020-06-24	391	7	27	0
2020-06-23	384	1	27	0
2020-06-22	383	1	27	0
2020-06-17	382	1	27	0
2020-06-15	381	7	27	0
2020-06-12	374	1	27	0
2020-06-10	373	1	27	0
2020-06-08	372	1	27	0
2020-06-05	371	1	27	0
2020-06-03	370	3	27	0
2020-06-02	367	3	27	0
2020-05-29	364	1	27	0
2020-05-28	363	1	27	0
2020-05-25	362	2	27	1
2020-05-22	360	1	26	0
2020-05-20	359	1	26	0
2020-05-19	358	1	26	0
2020-05-18	357	2	26	0
2020-05-13	355	2	26	0
2020-05-11	353	2	26	0
2020-05-08	351	1	26	0
2020-05-07	350	2	26	0
2020-05-06	348	8	26	0
2020-05-05	340	4	26	1
2020-05-04	336	4	25	2
2020-05-02	332	2	23	0
2020-05-01	330	1	23	0
2020-04-30	329	6	23	0
2020-04-28	323	2	23	0
2020-04-27	321	4	23	0
2020-04-26	317	1	23	0
2020-04-25	316	1	23	0
2020-04-24	315	7	23	0
2020-04-23	308	5	23	0
2020-04-22	303	1	23	0
2020-04-21	302	3	23	0
2020-04-20	299	4	23	0
2020-04-19	295	5	23	0
2020-04-18	290	6	23	0
2020-04-17	284	7	23	1
2020-04-16	277	5	22	1
2020-04-15	272	6	21	0
2020-04-14	266	7	21	2
2020-04-13	259	2	19	0
2020-04-12	257	4	19	0
2020-04-11	253	2	19	1
2020-04-10	251	1	18	0
2020-04-09	250	14	18	0
2020-04-08	236	17	18	1
2020-04-07	219	7	17	2
2020-04-06	212	8	15	1
2020-04-05	204	1	14	0
2020-04-04	203	4	14	0
2020-04-03	199	18	14	0
2020-04-02	181	17	14	0
2020-04-01	164	15	14	6
2020-03-31	149	8	8	0
2020-03-30	141	10	8	2
2020-03-29	131	3	6	0
2020-03-28	128	9	6	3
2020-03-27	119	8	3	1
2020-03-26	111	10	2	1
2020-03-25	101	2	1	1
2020-03-24	99	12	0	0
2020-03-23	87	19	0	0
2020-03-22	68	6	0	0
2020-03-20	62	22	0	0
2020-03-19	40	8	0	0
2020-03-18	32	7	0	0
2020-03-16	25	2	0	0
2020-03-15	23	4	0	0
2020-03-13	19	3	0	0
2020-03-12	16	5	0	0
2020-03-11	11	10	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: 0:04:05.258520