Germany: LK Neckar-Odenwald-Kreis (Baden-Württemberg)

• 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 10:01:30 CEST

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

overview(country="Germany", subregion="LK Neckar-Odenwald-Kreis", weeks=5);

overview(country="Germany", subregion="LK Neckar-Odenwald-Kreis");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Neckar-Odenwald-Kreis")
print(f'Population of country="Germany", subregion="LK Neckar-Odenwald-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 Neckar-Odenwald-Kreis": 143929 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	71660	26	236	0
2023-03-03	71634	9	236	0
2023-03-02	71625	7	236	0
2023-03-01	71618	52	236	0
2023-02-28	71566	64	236	0
2023-02-27	71502	90	236	0
2023-02-24	71412	64	236	0
2023-02-23	71348	40	236	0
2023-02-22	71308	67	236	0
2023-02-21	71241	53	236	0
2023-02-20	71188	44	236	0
2023-02-17	71144	33	236	0
2023-02-16	71111	43	236	0
2023-02-15	71068	50	236	0
2023-02-14	71018	49	236	0
2023-02-13	70969	51	236	0
2023-02-10	70918	30	236	0
2023-02-09	70888	41	236	0
2023-02-08	70847	41	236	0
2023-02-07	70806	57	236	0
2023-02-06	70749	48	236	0
2023-02-03	70701	24	236	1
2023-02-02	70677	27	235	0
2023-02-01	70650	23	235	0
2023-01-31	70627	37	235	0
2023-01-30	70590	31	235	0
2023-01-27	70559	22	235	0
2023-01-26	70537	20	235	0
2023-01-25	70517	22	235	0
2023-01-24	70495	26	235	0
2023-01-23	70469	27	235	1
2023-01-20	70442	6	234	1
2023-01-19	70436	12	233	0
2023-01-18	70424	22	233	0
2023-01-17	70402	23	233	0
2023-01-16	70379	23	233	0
2023-01-13	70356	15	233	0
2023-01-12	70341	13	233	0
2023-01-11	70328	32	233	0
2023-01-10	70296	41	233	0
2023-01-09	70255	36	233	0
2023-01-05	70219	41	233	0
2023-01-04	70178	30	233	0
2023-01-03	70148	29	233	0
2023-01-02	70119	65	233	0
2022-12-30	70054	35	233	0
2022-12-29	70019	41	233	0
2022-12-28	69978	22	233	0
2022-12-27	69956	66	233	1
2022-12-23	69890	59	232	2
2022-12-22	69831	36	230	1
2022-12-21	69795	76	229	0
2022-12-20	69719	79	229	0
2022-12-19	69640	37	229	0
2022-12-16	69603	28	229	0
2022-12-15	69575	39	229	0
2022-12-14	69536	51	229	0
2022-12-13	69485	45	229	0
2022-12-12	69440	42	229	0
2022-12-09	69398	23	229	0
2022-12-08	69375	34	229	0
2022-12-07	69341	35	229	0
2022-12-06	69306	56	229	0
2022-12-05	69250	37	229	0
2022-12-02	69213	29	229	0
2022-12-01	69184	38	229	0
2022-11-30	69146	33	229	0
2022-11-29	69113	35	229	0
2022-11-28	69078	46	229	0
2022-11-25	69032	17	229	0
2022-11-24	69015	40	229	0
2022-11-23	68975	43	229	0
2022-11-22	68932	34	229	0
2022-11-21	68898	65	229	0
2022-11-18	68833	30	229	0
2022-11-17	68803	26	229	0
2022-11-16	68777	50	229	0
2022-11-15	68727	68	229	0
2022-11-14	68659	53	229	0
2022-11-11	68606	33	229	0
2022-11-10	68573	52	229	0
2022-11-09	68521	48	229	0
2022-11-08	68473	61	229	0
2022-11-07	68412	132	229	0
2022-11-04	68280	78	229	0
2022-11-03	68202	41	229	0
2022-11-02	68161	101	229	0
2022-10-31	68060	176	229	1
2022-10-28	67884	33	228	1
2022-10-27	67851	84	227	0
2022-10-26	67767	138	227	0
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2022-10-21	67302	71	227	0
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2022-10-19	67073	185	227	0
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2022-10-17	66612	406	227	0
2022-10-14	66206	186	227	0
2022-10-13	66020	202	227	0
2022-10-12	65818	325	227	0
2022-10-11	65493	289	227	0
2022-10-10	65204	494	227	0
2022-10-07	64710	226	227	0
2022-10-06	64484	256	227	1
2022-10-05	64228	263	226	0
2022-10-04	63965	351	226	0
2022-09-30	63614	181	226	0
2022-09-29	63433	237	226	0
2022-09-28	63196	236	226	0
2022-09-27	62960	207	226	0
2022-09-26	62753	251	226	1
2022-09-23	62502	95	225	0
2022-09-22	62407	79	225	1
2022-09-21	62328	136	224	0
2022-09-20	62192	67	224	0
2022-09-19	62125	129	224	0
2022-09-16	61996	83	224	0
2022-09-15	61913	88	224	0
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2022-07-22	58023	197	220	0
2022-07-21	57826	312	220	0
2022-07-20	57514	249	220	0
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2021-08-23	6470	1	143	0
2021-08-22	6469	3	143	0
2021-08-21	6466	8	143	0
2021-08-20	6458	15	143	0
2021-08-19	6443	6	143	0
2021-08-18	6437	6	143	0
2021-08-17	6431	10	143	0
2021-08-16	6421	1	143	0
2021-08-15	6420	1	143	0
2021-08-14	6419	15	143	0
2021-08-13	6404	7	143	0
2021-08-12	6397	5	143	0
2021-08-11	6392	5	143	0
2021-08-10	6387	4	143	0
2021-08-08	6383	1	143	0
2021-08-07	6382	3	143	0
2021-08-06	6379	2	143	0
2021-08-05	6377	4	143	1
2021-08-04	6373	3	142	0
2021-08-01	6370	1	142	0
2021-07-31	6369	3	142	0
2021-07-29	6366	4	142	0
2021-07-27	6362	3	142	0
2021-07-26	6359	1	142	0
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2021-07-24	6357	2	142	0
2021-07-21	6355	1	142	0
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2021-07-02	6347	2	142	0
2021-06-25	6345	3	142	0
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2021-06-10	6321	1	142	0
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2021-06-08	6316	9	142	0
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2021-06-05	6306	4	142	0
2021-06-04	6302	3	142	0
2021-06-03	6299	8	142	0
2021-06-02	6291	12	142	0
2021-06-01	6279	10	142	0
2021-05-31	6269	3	142	0
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2021-05-29	6263	13	142	0
2021-05-28	6250	5	142	0
2021-05-27	6245	16	142	0
2021-05-26	6229	9	142	0
2021-05-25	6220	4	142	0
2021-05-24	6216	1	142	0
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2021-05-22	6212	14	142	0
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2021-05-20	6183	17	142	0
2021-05-19	6166	14	142	0
2021-05-18	6152	21	142	0
2021-05-17	6131	1	142	0
2021-05-16	6130	3	142	0
2021-05-15	6127	17	142	0
2021-05-14	6110	4	142	0
2021-05-13	6106	34	142	0
2021-05-12	6072	63	142	1
2021-05-11	6009	18	141	2
2021-05-10	5991	5	139	0
2021-05-09	5986	10	139	0
2021-05-08	5976	46	139	0
2021-05-07	5930	31	139	3
2021-05-06	5899	45	136	0
2021-05-05	5854	48	136	1
2021-05-04	5806	48	135	0
2021-05-03	5758	12	135	0
2021-05-02	5746	15	135	0
2021-05-01	5731	42	135	0
2021-04-30	5689	39	135	1
2021-04-29	5650	48	134	0
2021-04-28	5602	44	134	1
2021-04-27	5558	42	133	0
2021-04-26	5516	6	133	0
2021-04-25	5510	25	133	0
2021-04-24	5485	56	133	1
2021-04-23	5429	40	132	0
2021-04-22	5389	28	132	0
2021-04-21	5361	68	132	0
2021-04-20	5293	35	132	0
2021-04-19	5258	11	132	0
2021-04-18	5247	5	132	0
2021-04-17	5242	50	132	2
2021-04-16	5192	26	130	0
2021-04-15	5166	46	130	0
2021-04-14	5120	58	130	2
2021-04-13	5062	48	128	0
2021-04-12	5014	7	128	1
2021-04-11	5007	21	127	0
2021-04-10	4986	49	127	0
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2021-04-08	4895	52	127	1
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2021-04-04	4792	5	126	0
2021-04-03	4787	4	126	0
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2021-03-12	4398	6	125	0
2021-03-11	4392	5	125	0
2021-03-10	4387	29	125	0
2021-03-09	4358	8	125	0
2021-03-08	4350	1	125	0
2021-03-06	4349	18	125	0
2021-03-05	4331	8	125	0
2021-03-04	4323	18	125	0
2021-03-03	4305	8	125	0
2021-03-02	4297	11	125	0
2021-03-01	4286	3	125	1
2021-02-28	4283	1	124	0
2021-02-27	4282	13	124	0
2021-02-26	4269	12	124	0
2021-02-25	4257	18	124	0
2021-02-24	4239	2	124	0
2021-02-23	4237	13	124	0
2021-02-22	4224	3	124	0
2021-02-20	4221	11	124	0
2021-02-19	4210	4	124	0
2021-02-18	4206	10	124	0
2021-02-17	4196	17	124	0
2021-02-16	4179	5	124	0
2021-02-15	4174	1	124	0
2021-02-14	4173	3	124	0
2021-02-13	4170	5	124	0
2021-02-12	4165	17	124	0
2021-02-11	4148	18	124	0
2021-02-10	4130	15	124	0
2021-02-09	4115	12	124	0
2021-02-08	4103	8	124	0
2021-02-07	4095	1	124	0
2021-02-06	4094	24	124	0
2021-02-05	4070	11	124	0
2021-02-04	4059	15	124	0
2021-02-03	4044	24	124	0
2021-02-02	4020	18	124	0
2021-02-01	4002	4	124	0
2021-01-31	3998	2	124	0
2021-01-30	3996	32	124	1
2021-01-29	3964	9	123	0
2021-01-28	3955	29	123	0
2021-01-27	3926	38	123	0
2021-01-26	3888	13	123	0
2021-01-25	3875	4	123	1
2021-01-24	3871	8	122	0
2021-01-23	3863	36	122	2
2021-01-22	3827	13	120	0
2021-01-21	3814	47	120	0
2021-01-20	3767	61	120	0
2021-01-19	3706	46	120	3
2021-01-18	3660	2	117	0
2021-01-17	3658	10	117	0
2021-01-16	3648	53	117	2
2021-01-15	3595	25	115	1
2021-01-14	3570	58	114	1
2021-01-13	3512	56	113	3
2021-01-12	3456	40	110	3
2021-01-11	3416	3	107	0
2021-01-10	3413	11	107	0
2021-01-09	3402	29	107	1
2021-01-08	3373	60	106	1
2021-01-07	3313	8	105	0
2021-01-06	3305	78	105	2
2021-01-05	3227	70	103	3
2021-01-04	3157	1	100	0
2021-01-03	3156	24	100	0
2021-01-02	3132	5	100	1
2021-01-01	3127	21	99	0
2020-12-31	3106	52	99	0
2020-12-30	3054	79	99	3
2020-12-29	2975	55	96	0
2020-12-28	2920	17	96	0
2020-12-27	2903	11	96	0
2020-12-26	2892	10	96	0
2020-12-25	2882	22	96	1
2020-12-24	2860	108	95	2
2020-12-23	2752	86	93	3
2020-12-22	2666	79	90	3
2020-12-21	2587	17	87	0
2020-12-20	2570	26	87	3
2020-12-19	2544	137	84	11
2020-12-18	2407	102	73	3
2020-12-17	2305	114	70	1
2020-12-16	2191	79	69	3
2020-12-15	2112	52	66	1
2020-12-14	2060	33	65	2
2020-12-13	2027	47	63	4
2020-12-12	1980	60	59	2
2020-12-11	1920	53	57	1
2020-12-10	1867	104	56	3
2020-12-09	1763	73	53	2
2020-12-08	1690	22	51	1
2020-12-07	1668	12	50	0
2020-12-06	1656	11	50	0
2020-12-05	1645	52	50	1
2020-12-04	1593	25	49	0
2020-12-03	1568	56	49	1
2020-12-02	1512	56	48	4
2020-12-01	1456	28	44	2
2020-11-30	1428	5	42	0
2020-11-29	1423	10	42	0
2020-11-28	1413	36	42	2
2020-11-27	1377	53	40	3
2020-11-26	1324	23	37	0
2020-11-25	1301	41	37	1
2020-11-24	1260	18	36	0
2020-11-23	1242	6	36	0
2020-11-22	1236	7	36	0
2020-11-21	1229	24	36	0
2020-11-20	1205	19	36	0
2020-11-19	1186	32	36	1
2020-11-18	1154	48	35	0
2020-11-17	1106	8	35	0
2020-11-16	1098	7	35	1
2020-11-15	1091	6	34	1
2020-11-14	1085	32	33	1
2020-11-13	1053	11	32	0
2020-11-12	1042	12	32	1
2020-11-11	1030	26	31	1
2020-11-10	1004	14	30	0
2020-11-09	990	5	30	0
2020-11-08	985	4	30	0
2020-11-07	981	26	30	1
2020-11-06	955	12	29	0
2020-11-05	943	25	29	0
2020-11-04	918	18	29	1
2020-11-03	900	22	28	0
2020-11-02	878	4	28	0
2020-11-01	874	2	28	0
2020-10-31	872	33	28	0
2020-10-30	839	18	28	0
2020-10-29	821	23	28	1
2020-10-28	798	16	27	0
2020-10-27	782	14	27	0
2020-10-26	768	9	27	0
2020-10-25	759	5	27	1
2020-10-24	754	15	26	0
2020-10-23	739	14	26	0
2020-10-22	725	24	26	0
2020-10-21	701	25	26	0
2020-10-20	676	7	26	0
2020-10-19	669	9	26	0
2020-10-18	660	2	26	1
2020-10-17	658	11	25	0
2020-10-16	647	29	25	0
2020-10-15	618	9	25	1
2020-10-14	609	12	24	0
2020-10-13	597	8	24	0
2020-10-10	589	14	24	0
2020-10-09	575	9	24	1
2020-10-08	566	7	23	0
2020-10-07	559	9	23	0
2020-10-06	550	4	23	0
2020-10-04	546	1	23	0
2020-10-03	545	3	23	0
2020-10-02	542	7	23	0
2020-10-01	535	6	23	0
2020-09-30	529	4	23	0
2020-09-29	525	1	23	0
2020-09-28	524	3	23	0
2020-09-27	521	4	23	0
2020-09-24	517	2	23	0
2020-09-23	515	2	23	0
2020-09-21	513	2	23	0
2020-09-19	511	1	23	0
2020-09-18	510	1	23	0
2020-09-16	509	2	23	0
2020-09-14	507	1	23	0
2020-09-12	506	3	23	0
2020-09-11	503	1	23	0
2020-09-09	502	2	23	0
2020-09-07	500	1	23	0
2020-09-06	499	2	23	0
2020-09-05	497	3	23	0
2020-09-03	494	5	23	0
2020-09-02	489	1	23	0
2020-08-31	488	1	23	0
2020-08-28	487	1	23	0
2020-08-27	486	1	23	0
2020-08-25	485	2	23	0
2020-08-24	483	2	23	0
2020-08-22	481	2	23	0
2020-08-21	479	3	23	0
2020-08-20	476	4	23	0
2020-08-19	472	6	23	0
2020-08-18	466	5	23	0
2020-08-14	461	1	23	0
2020-08-06	460	1	23	0
2020-07-31	459	1	23	0
2020-07-29	458	1	23	0
2020-07-27	457	2	23	0
2020-07-26	455	1	23	0
2020-07-24	454	4	23	0
2020-07-23	450	1	23	0
2020-07-22	449	2	23	0
2020-07-19	447	1	23	0
2020-07-18	446	1	23	0
2020-07-15	445	1	23	0
2020-07-08	444	1	23	0
2020-07-03	443	1	23	0
2020-06-19	442	1	23	0
2020-06-11	441	1	23	1
2020-06-09	440	2	22	0
2020-06-05	438	1	22	0
2020-06-03	437	1	22	0
2020-05-30	436	1	22	0
2020-05-26	435	1	22	0
2020-05-21	434	6	22	0
2020-05-20	428	2	22	0
2020-05-19	426	2	22	0
2020-05-17	424	1	22	0
2020-05-16	423	2	22	0
2020-05-15	421	6	22	0
2020-05-14	415	3	22	0
2020-05-13	412	5	22	0
2020-05-12	407	2	22	0
2020-05-10	405	2	22	0
2020-05-09	403	4	22	0
2020-05-08	399	1	22	0
2020-05-07	398	8	22	1
2020-05-06	390	6	21	0
2020-05-05	384	3	21	0
2020-05-04	381	3	21	0
2020-05-03	378	6	21	0
2020-05-01	372	7	21	0
2020-04-30	365	7	21	0
2020-04-29	358	5	21	0
2020-04-28	353	5	21	0
2020-04-27	348	6	21	0
2020-04-26	342	1	21	0
2020-04-25	341	1	21	1
2020-04-24	340	13	20	1
2020-04-23	327	15	19	2
2020-04-22	312	8	17	0
2020-04-21	304	12	17	1
2020-04-20	292	2	16	0
2020-04-19	290	8	16	0
2020-04-18	282	8	16	0
2020-04-17	274	13	16	0
2020-04-16	261	7	16	0
2020-04-15	254	51	16	4
2020-04-14	203	1	12	0
2020-04-13	202	5	12	2
2020-04-12	197	5	10	0
2020-04-11	192	5	10	2
2020-04-10	187	7	8	0
2020-04-09	180	13	8	1
2020-04-08	167	12	7	0
2020-04-07	155	4	7	0
2020-04-06	151	2	7	0
2020-04-05	149	1	7	0
2020-04-04	148	4	7	0
2020-04-03	144	10	7	0
2020-04-02	134	12	7	1
2020-04-01	122	12	6	0
2020-03-31	110	10	6	2
2020-03-30	100	8	4	0
2020-03-29	92	3	4	0
2020-03-28	89	9	4	2
2020-03-27	80	12	2	0
2020-03-26	68	9	2	1
2020-03-25	59	8	1	0
2020-03-24	51	7	1	0
2020-03-23	44	2	1	0
2020-03-22	42	4	1	0
2020-03-21	38	6	1	0
2020-03-20	32	6	1	0
2020-03-19	26	1	1	0
2020-03-18	25	7	1	0
2020-03-17	18	4	1	0
2020-03-16	14	3	1	0
2020-03-15	11	2	1	0
2020-03-14	9	1	1	0
2020-03-13	8	1	1	1
2020-03-12	7	3	0	0
2020-03-11	4	1	0	0
2020-03-07	3	1	0	0
2020-03-04	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: 0:06:00.727408