Germany: LK Rastatt (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 Rastatt", weeks=5);

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rastatt")
print(f'Population of country="Germany", subregion="LK Rastatt": {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 Rastatt": 232296 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	114415	27	448	0
2023-03-03	114388	24	448	1
2023-03-02	114364	40	447	0
2023-03-01	114324	60	447	0
2023-02-28	114264	93	447	0
2023-02-27	114171	138	447	1
2023-02-24	114033	76	446	0
2023-02-23	113957	81	446	0
2023-02-22	113876	78	446	0
2023-02-21	113798	88	446	0
2023-02-20	113710	91	446	0
2023-02-17	113619	55	446	0
2023-02-16	113564	52	446	0
2023-02-15	113512	85	446	0
2023-02-14	113427	98	446	0
2023-02-13	113329	78	446	1
2023-02-10	113251	44	445	0
2023-02-09	113207	50	445	0
2023-02-08	113157	60	445	0
2023-02-07	113097	89	445	0
2023-02-06	113008	65	445	0
2023-02-03	112943	41	445	0
2023-02-02	112902	59	445	0
2023-02-01	112843	62	445	0
2023-01-31	112781	77	445	1
2023-01-30	112704	76	444	0
2023-01-27	112628	21	444	0
2023-01-26	112607	34	444	0
2023-01-25	112573	25	444	0
2023-01-24	112548	55	444	0
2023-01-23	112493	37	444	0
2023-01-20	112456	38	444	0
2023-01-19	112418	30	444	0
2023-01-18	112388	36	444	2
2023-01-17	112352	51	442	1
2023-01-16	112301	46	441	0
2023-01-13	112255	36	441	0
2023-01-12	112219	22	441	0
2023-01-11	112197	37	441	0
2023-01-10	112160	75	441	0
2023-01-09	112085	73	441	1
2023-01-05	112012	43	440	2
2023-01-04	111969	47	438	1
2023-01-03	111922	59	437	0
2023-01-02	111863	78	437	2
2022-12-30	111785	46	435	0
2022-12-29	111739	51	435	1
2022-12-28	111688	80	434	1
2022-12-27	111608	125	433	2
2022-12-23	111483	66	431	2
2022-12-22	111417	61	429	0
2022-12-21	111356	74	429	1
2022-12-20	111282	126	428	1
2022-12-19	111156	160	427	5
2022-12-16	110996	69	422	0
2022-12-15	110927	81	422	1
2022-12-14	110846	73	421	0
2022-12-13	110773	108	421	1
2022-12-12	110665	120	420	2
2022-12-09	110545	75	418	1
2022-12-08	110470	61	417	2
2022-12-07	110409	100	415	0
2022-12-06	110309	98	415	0
2022-12-05	110211	116	415	1
2022-12-02	110095	53	414	0
2022-12-01	110042	56	414	0
2022-11-30	109986	70	414	0
2022-11-29	109916	84	414	0
2022-11-28	109832	107	414	0
2022-11-25	109725	60	414	0
2022-11-24	109665	54	414	0
2022-11-23	109611	82	414	0
2022-11-22	109529	98	414	0
2022-11-21	109431	107	414	1
2022-11-18	109324	79	413	1
2022-11-17	109245	73	412	0
2022-11-16	109172	91	412	0
2022-11-15	109081	126	412	1
2022-11-14	108955	112	411	0
2022-11-11	108843	73	411	1
2022-11-10	108770	85	410	3
2022-11-09	108685	83	407	0
2022-11-08	108602	142	407	1
2022-11-07	108460	166	406	0
2022-11-04	108294	107	406	1
2022-11-03	108187	165	405	0
2022-11-02	108022	178	405	0
2022-10-31	107844	198	405	0
2022-10-28	107646	117	405	0
2022-10-27	107529	141	405	0
2022-10-26	107388	183	405	0
2022-10-25	107205	324	405	0
2022-10-24	106881	406	405	1
2022-10-21	106475	252	404	0
2022-10-20	106223	259	404	0
2022-10-19	105964	415	404	1
2022-10-18	105549	606	403	0
2022-10-17	104943	544	403	2
2022-10-14	104399	368	401	0
2022-10-13	104031	533	401	0
2022-10-12	103498	517	401	1
2022-10-11	102981	641	400	0
2022-10-10	102340	579	400	1
2022-10-07	101761	362	399	0
2022-10-06	101399	471	399	1
2022-10-05	100928	596	398	0
2022-10-04	100332	573	398	3
2022-09-30	99759	239	395	1
2022-09-29	99520	239	394	0
2022-09-28	99281	280	394	0
2022-09-27	99001	369	394	0
2022-09-26	98632	307	394	0
2022-09-23	98325	133	394	1
2022-09-22	98192	134	393	0
2022-09-21	98058	141	393	0
2022-09-20	97917	172	393	0
2022-09-19	97745	190	393	2
2022-09-16	97555	82	391	0
2022-09-15	97473	89	391	0
2022-09-14	97384	117	391	0
2022-09-13	97267	161	391	1
2022-09-12	97106	130	390	1
2022-09-09	96976	54	389	0
2022-09-08	96922	74	389	0
2022-09-07	96848	84	389	0
2022-09-06	96764	103	389	0
2022-09-05	96661	104	389	0
2022-09-02	96557	51	389	0
2022-09-01	96506	70	389	0
2022-08-31	96436	82	389	0
2022-08-30	96354	98	389	0
2022-08-29	96256	112	389	0
2022-08-26	96144	65	389	0
2022-08-25	96079	65	389	0
2022-08-24	96014	83	389	0
2022-08-23	95931	149	389	0
2022-08-22	95782	127	389	0
2022-08-19	95655	99	389	0
2022-08-18	95556	113	389	0
2022-08-17	95443	113	389	1
2022-08-16	95330	181	388	2
2022-08-15	95149	178	386	1
2022-08-12	94971	89	385	0
2022-08-11	94882	110	385	0
2022-08-10	94772	125	385	0
2022-08-09	94647	234	385	0
2022-08-08	94413	206	385	0
2022-08-05	94207	169	385	0
2022-08-04	94038	185	385	0
2022-08-03	93853	225	385	0
2022-08-02	93628	305	385	0
2022-08-01	93323	358	385	0
2022-07-29	92965	254	385	0
2022-07-28	92711	238	385	0
2022-07-27	92473	315	385	0
2022-07-26	92158	541	385	1
2022-07-25	91617	521	384	0
2022-07-22	91096	366	384	0
2022-07-21	90730	440	384	0
2022-07-20	90290	477	384	0
2022-07-19	89813	653	384	0
2022-07-18	89160	660	384	1
2022-07-15	88500	383	383	0
2022-07-14	88117	490	383	2
2022-07-13	87627	603	381	0
2022-07-12	87024	780	381	1
2022-07-11	86244	597	380	3
2022-07-08	85647	458	377	0
2022-07-07	85189	372	377	0
2022-07-06	84817	487	377	0
2022-07-05	84330	531	377	0
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2022-07-01	83370	286	377	0
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2022-06-28	82409	439	377	1
2022-06-27	81970	358	376	1
2022-06-24	81612	152	375	0
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2022-06-22	81234	241	375	0
2022-06-21	80993	330	375	0
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2021-07-09	10008	4	196	0
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2021-07-06	10000	1	196	0
2021-07-03	9999	4	196	0
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2021-04-30	8988	56	188	0
2021-04-29	8932	62	188	2
2021-04-28	8870	63	186	3
2021-04-27	8807	115	183	2
2021-04-26	8692	7	181	3
2021-04-25	8685	8	178	0
2021-04-24	8677	60	178	1
2021-04-23	8617	57	177	2
2021-04-22	8560	74	175	4
2021-04-21	8486	91	171	1
2021-04-20	8395	128	170	2
2021-04-19	8267	9	168	0
2021-04-18	8258	7	168	0
2021-04-17	8251	102	168	1
2021-04-16	8149	53	167	0
2021-04-15	8096	96	167	4
2021-04-14	8000	89	163	0
2021-04-13	7911	115	163	4
2021-04-12	7796	6	159	1
2021-04-11	7790	4	158	0
2021-04-10	7786	105	158	4
2021-04-09	7681	67	154	1
2021-04-08	7614	86	153	2
2021-04-07	7528	119	151	1
2021-04-06	7409	7	150	0
2021-04-05	7402	10	150	0
2021-04-04	7392	10	150	2
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2021-03-31	7199	90	143	1
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2021-03-29	6995	38	141	2
2021-03-28	6957	37	139	1
2021-03-27	6920	21	138	0
2021-03-26	6899	47	138	2
2021-03-25	6852	67	136	1
2021-03-24	6785	87	135	1
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2021-03-22	6605	4	134	1
2021-03-21	6601	2	133	0
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2021-03-19	6518	79	133	0
2021-03-18	6439	98	133	3
2021-03-17	6341	100	130	2
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2021-03-14	6128	2	127	0
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2021-02-27	5623	25	119	1
2021-02-26	5598	32	118	0
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2021-02-23	5503	24	118	0
2021-02-22	5479	4	118	0
2021-02-21	5475	3	118	1
2021-02-20	5472	13	117	0
2021-02-19	5459	22	117	0
2021-02-18	5437	24	117	0
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2021-02-13	5350	11	117	0
2021-02-12	5339	17	117	0
2021-02-11	5322	22	117	0
2021-02-10	5300	28	117	0
2021-02-09	5272	27	117	0
2021-02-08	5245	3	117	1
2021-02-07	5242	3	116	0
2021-02-06	5239	16	116	0
2021-02-05	5223	13	116	0
2021-02-04	5210	21	116	0
2021-02-03	5189	22	116	0
2021-02-02	5167	22	116	0
2021-02-01	5145	4	116	0
2021-01-31	5141	2	116	0
2021-01-30	5139	6	116	0
2021-01-29	5133	20	116	0
2021-01-28	5113	31	116	0
2021-01-27	5082	20	116	0
2021-01-26	5062	18	116	0
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2021-01-23	5038	20	116	0
2021-01-22	5018	18	116	0
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2021-01-15	4877	28	116	0
2021-01-14	4849	37	116	0
2021-01-13	4812	36	116	1
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2021-01-11	4700	33	114	0
2021-01-10	4667	6	114	0
2021-01-09	4661	71	114	2
2021-01-08	4590	44	112	0
2021-01-07	4546	36	112	1
2021-01-06	4510	58	111	3
2021-01-05	4452	86	108	2
2021-01-04	4366	38	106	4
2021-01-03	4328	16	102	1
2021-01-02	4312	3	101	0
2021-01-01	4309	9	101	0
2020-12-31	4300	104	101	9
2020-12-30	4196	78	92	2
2020-12-29	4118	56	90	2
2020-12-28	4062	73	88	2
2020-12-27	3989	15	86	0
2020-12-26	3974	49	86	3
2020-12-25	3925	16	83	0
2020-12-24	3909	25	83	1
2020-12-23	3884	50	82	1
2020-12-22	3834	48	81	2
2020-12-21	3786	48	79	1
2020-12-20	3738	45	78	1
2020-12-19	3693	29	77	0
2020-12-18	3664	70	77	4
2020-12-17	3594	83	73	0
2020-12-16	3511	34	73	0
2020-12-15	3477	30	73	1
2020-12-14	3447	72	72	1
2020-12-13	3375	43	71	0
2020-12-12	3332	41	71	4
2020-12-11	3291	69	67	7
2020-12-10	3222	56	60	3
2020-12-09	3166	59	57	0
2020-12-08	3107	50	57	3
2020-12-07	3057	80	54	0
2020-12-06	2977	53	54	3
2020-12-05	2924	26	51	0
2020-12-04	2898	60	51	4
2020-12-03	2838	20	47	0
2020-12-02	2818	46	47	3
2020-12-01	2772	28	44	0
2020-11-30	2744	37	44	2
2020-11-29	2707	23	42	1
2020-11-28	2684	31	41	1
2020-11-27	2653	62	40	2
2020-11-26	2591	67	38	1
2020-11-25	2524	47	37	1
2020-11-24	2477	34	36	0
2020-11-23	2443	28	36	1
2020-11-22	2415	51	35	0
2020-11-21	2364	21	35	0
2020-11-20	2343	45	35	0
2020-11-19	2298	59	35	0
2020-11-18	2239	68	35	1
2020-11-17	2171	50	34	4
2020-11-16	2121	47	30	0
2020-11-14	2074	5	30	0
2020-11-13	2069	33	30	0
2020-11-12	2036	47	30	0
2020-11-11	1989	59	30	0
2020-11-10	1930	54	30	0
2020-11-09	1876	16	30	1
2020-11-08	1860	36	29	0
2020-11-07	1824	51	29	0
2020-11-06	1773	35	29	1
2020-11-05	1738	74	28	0
2020-11-04	1664	80	28	1
2020-11-03	1584	60	27	1
2020-11-02	1524	31	26	0
2020-11-01	1493	5	26	0
2020-10-31	1488	44	26	0
2020-10-30	1444	55	26	1
2020-10-29	1389	52	25	1
2020-10-28	1337	85	24	0
2020-10-27	1252	68	24	2
2020-10-26	1184	43	22	1
2020-10-25	1141	14	21	0
2020-10-24	1127	19	21	0
2020-10-23	1108	70	21	0
2020-10-22	1038	52	21	0
2020-10-21	986	49	21	0
2020-10-20	937	44	21	1
2020-10-19	893	13	20	0
2020-10-18	880	6	20	0
2020-10-17	874	15	20	0
2020-10-16	859	19	20	0
2020-10-15	840	21	20	0
2020-10-14	819	7	20	1
2020-10-13	812	14	19	0
2020-10-12	798	2	19	0
2020-10-11	796	5	19	0
2020-10-10	791	4	19	0
2020-10-09	787	3	19	0
2020-10-08	784	19	19	0
2020-10-07	765	6	19	0
2020-10-06	759	5	19	0
2020-10-05	754	1	19	0
2020-10-04	753	6	19	0
2020-10-03	747	3	19	0
2020-10-01	744	2	19	0
2020-09-30	742	1	19	0
2020-09-29	741	4	19	0
2020-09-28	737	2	19	0
2020-09-26	735	4	19	0
2020-09-25	731	5	19	0
2020-09-24	726	5	19	0
2020-09-23	721	6	19	0
2020-09-22	715	8	19	0
2020-09-21	707	1	19	0
2020-09-19	706	7	19	0
2020-09-18	699	2	19	0
2020-09-17	697	3	19	0
2020-09-16	694	2	19	0
2020-09-15	692	2	19	0
2020-09-13	690	1	19	0
2020-09-12	689	11	19	0
2020-09-11	678	4	19	0
2020-09-10	674	4	19	0
2020-09-09	670	5	19	1
2020-09-08	665	1	18	0
2020-09-07	664	2	18	0
2020-09-06	662	1	18	0
2020-09-05	661	4	18	1
2020-09-04	657	2	17	0
2020-09-03	655	6	17	0
2020-09-02	649	5	17	0
2020-09-01	644	3	17	0
2020-08-31	641	2	17	0
2020-08-30	639	7	17	0
2020-08-29	632	1	17	0
2020-08-28	631	5	17	0
2020-08-27	626	4	17	0
2020-08-26	622	5	17	0
2020-08-25	617	5	17	0
2020-08-24	612	9	17	0
2020-08-22	603	5	17	0
2020-08-21	598	7	17	0
2020-08-20	591	6	17	0
2020-08-19	585	3	17	0
2020-08-18	582	3	17	0
2020-08-17	579	3	17	0
2020-08-15	576	1	17	0
2020-08-14	575	1	17	0
2020-08-13	574	2	17	0
2020-08-11	572	4	17	0
2020-08-09	568	1	17	0
2020-08-07	567	11	17	0
2020-08-06	556	2	17	0
2020-08-05	554	2	17	0
2020-07-30	552	1	17	0
2020-07-29	551	1	17	0
2020-07-28	550	4	17	0
2020-07-23	546	4	17	0
2020-07-22	542	3	17	0
2020-07-21	539	1	17	0
2020-07-19	538	1	17	0
2020-07-14	537	2	17	0
2020-07-13	535	1	17	0
2020-07-10	534	1	17	0
2020-07-08	533	1	17	0
2020-07-04	532	2	17	0
2020-07-03	530	2	17	0
2020-06-30	528	1	17	0
2020-06-26	527	3	17	0
2020-06-21	524	1	17	0
2020-06-10	523	4	17	0
2020-06-05	519	1	17	0
2020-05-30	518	1	17	0
2020-05-29	517	1	17	0
2020-05-27	516	1	17	0
2020-05-23	515	2	17	0
2020-05-22	513	1	17	0
2020-05-20	512	1	17	0
2020-05-15	511	2	17	0
2020-05-13	509	2	17	0
2020-05-09	507	1	17	0
2020-05-08	506	1	17	0
2020-05-07	505	2	17	0
2020-05-05	503	3	17	0
2020-05-01	500	2	17	0
2020-04-30	498	4	17	0
2020-04-29	494	6	17	0
2020-04-28	488	1	17	0
2020-04-27	487	2	17	0
2020-04-25	485	5	17	0
2020-04-24	480	3	17	0
2020-04-23	477	1	17	0
2020-04-22	476	3	17	0
2020-04-21	473	2	17	0
2020-04-19	471	2	17	0
2020-04-18	469	7	17	1
2020-04-17	462	4	16	1
2020-04-16	458	15	15	0
2020-04-15	443	11	15	1
2020-04-14	432	3	14	0
2020-04-13	429	3	14	2
2020-04-12	426	6	12	0
2020-04-11	420	3	12	1
2020-04-10	417	7	11	0
2020-04-09	410	7	11	0
2020-04-08	403	9	11	1
2020-04-07	394	19	10	1
2020-04-06	375	1	9	0
2020-04-05	374	8	9	0
2020-04-04	366	12	9	0
2020-04-03	354	14	9	1
2020-04-02	340	23	8	1
2020-04-01	317	14	7	0
2020-03-31	303	19	7	2
2020-03-30	284	5	5	0
2020-03-29	279	10	5	1
2020-03-28	269	27	4	0
2020-03-27	242	18	4	2
2020-03-26	224	33	2	0
2020-03-25	191	13	2	1
2020-03-24	178	29	1	0
2020-03-22	149	46	1	1
2020-03-21	103	8	0	0
2020-03-20	95	19	0	0
2020-03-19	76	11	0	0
2020-03-18	65	12	0	0
2020-03-17	53	14	0	0
2020-03-16	39	11	0	0
2020-03-15	28	3	0	0
2020-03-14	25	5	0	0
2020-03-13	20	6	0	0
2020-03-12	14	1	0	0
2020-03-11	13	5	0	0
2020-03-10	8	3	0	0
2020-03-09	5	3	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: 0:06:00.239595