Germany: LK Sigmaringen (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 10:11:42 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Sigmaringen")
print(f'Population of country="Germany", subregion="LK Sigmaringen": {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 Sigmaringen": 131725 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	67477	21	199	0
2023-03-03	67456	6	199	0
2023-03-02	67450	11	199	0
2023-03-01	67439	28	199	0
2023-02-28	67411	49	199	0
2023-02-27	67362	79	199	0
2023-02-24	67283	38	199	1
2023-02-23	67245	27	198	0
2023-02-22	67218	30	198	0
2023-02-21	67188	29	198	0
2023-02-20	67159	53	198	0
2023-02-17	67106	30	198	0
2023-02-16	67076	16	198	0
2023-02-15	67060	37	198	0
2023-02-14	67023	46	198	0
2023-02-13	66977	46	198	1
2023-02-10	66931	30	197	0
2023-02-09	66901	34	197	0
2023-02-08	66867	24	197	0
2023-02-07	66843	39	197	0
2023-02-06	66804	42	197	0
2023-02-03	66762	20	197	0
2023-02-02	66742	32	197	0
2023-02-01	66710	27	197	0
2023-01-31	66683	15	197	0
2023-01-30	66668	28	197	0
2023-01-27	66640	13	197	0
2023-01-26	66627	9	197	0
2023-01-25	66618	5	197	0
2023-01-24	66613	13	197	0
2023-01-23	66600	19	197	0
2023-01-20	66581	9	197	0
2023-01-19	66572	14	197	0
2023-01-18	66558	11	197	1
2023-01-17	66547	19	196	0
2023-01-16	66528	15	196	1
2023-01-13	66513	13	195	0
2023-01-12	66500	11	195	0
2023-01-11	66489	15	195	0
2023-01-10	66474	18	195	0
2023-01-09	66456	39	195	0
2023-01-05	66417	14	195	0
2023-01-04	66403	21	195	0
2023-01-03	66382	27	195	1
2023-01-02	66355	26	194	0
2022-12-30	66329	11	194	0
2022-12-29	66318	34	194	0
2022-12-28	66284	24	194	1
2022-12-27	66260	55	193	1
2022-12-26	66205	1	192	0
2022-12-24	66204	1	192	0
2022-12-23	66203	15	192	0
2022-12-22	66188	26	192	0
2022-12-21	66162	28	192	0
2022-12-20	66134	33	192	0
2022-12-19	66101	44	192	0
2022-12-16	66057	26	192	0
2022-12-15	66031	31	192	0
2022-12-14	66000	28	192	1
2022-12-13	65972	32	191	0
2022-12-12	65940	30	191	0
2022-12-09	65910	16	191	0
2022-12-08	65894	16	191	0
2022-12-07	65878	38	191	0
2022-12-06	65840	28	191	0
2022-12-05	65812	50	191	0
2022-12-02	65762	25	191	0
2022-12-01	65737	37	191	0
2022-11-30	65700	46	191	0
2022-11-29	65654	43	191	0
2022-11-28	65611	53	191	1
2022-11-25	65558	20	190	0
2022-11-24	65538	33	190	0
2022-11-23	65505	30	190	0
2022-11-22	65475	40	190	0
2022-11-21	65435	61	190	0
2022-11-18	65374	22	190	0
2022-11-17	65352	21	190	1
2022-11-16	65331	64	189	0
2022-11-15	65267	43	189	0
2022-11-14	65224	69	189	0
2022-11-11	65155	26	189	0
2022-11-10	65129	34	189	0
2022-11-09	65095	29	189	0
2022-11-08	65066	71	189	0
2022-11-07	64995	72	189	1
2022-11-04	64923	46	188	1
2022-11-03	64877	75	187	0
2022-11-02	64802	168	187	1
2022-10-28	64634	71	186	0
2022-10-27	64563	69	186	0
2022-10-26	64494	94	186	0
2022-10-25	64400	119	186	0
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2022-10-21	64085	103	185	0
2022-10-20	63982	134	185	0
2022-10-19	63848	188	185	0
2022-10-18	63660	225	185	0
2022-10-17	63435	303	185	1
2022-10-14	63132	147	184	0
2022-10-13	62985	190	184	0
2022-10-12	62795	231	184	0
2022-10-11	62564	410	184	1
2022-10-10	62154	402	183	0
2022-10-07	61752	216	183	0
2022-10-06	61536	244	183	0
2022-10-05	61292	265	183	0
2022-10-04	61027	144	183	0
2022-10-02	60883	1	183	0
2022-09-30	60882	134	183	0
2022-09-29	60748	163	183	0
2022-09-28	60585	150	183	1
2022-09-27	60435	163	182	0
2022-09-26	60272	122	182	1
2022-09-24	60150	46	181	0
2022-09-23	60104	61	181	0
2022-09-22	60043	77	181	0
2022-09-21	59966	108	181	0
2022-09-20	59858	86	181	0
2022-09-19	59772	98	181	0
2022-09-16	59674	34	181	0
2022-09-15	59640	41	181	0
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2022-09-12	59485	130	181	1
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2021-09-27	6322	8	89	0
2021-09-26	6314	4	89	0
2021-09-25	6310	17	89	0
2021-09-24	6293	42	89	0
2021-09-23	6251	29	89	0
2021-09-22	6222	27	89	0
2021-09-21	6195	28	89	0
2021-09-20	6167	8	89	0
2021-09-19	6159	4	89	0
2021-09-18	6155	8	89	0
2021-09-17	6147	22	89	0
2021-09-16	6125	22	89	0
2021-09-15	6103	34	89	0
2021-09-14	6069	29	89	0
2021-09-13	6040	10	89	0
2021-09-12	6030	2	89	0
2021-09-11	6028	20	89	0
2021-09-10	6008	21	89	0
2021-09-09	5987	13	89	0
2021-09-08	5974	27	89	0
2021-09-07	5947	35	89	1
2021-09-06	5912	7	88	0
2021-09-05	5905	4	88	0
2021-09-04	5901	21	88	0
2021-09-03	5880	15	88	0
2021-09-02	5865	26	88	1
2021-09-01	5839	20	87	0
2021-08-31	5819	17	87	0
2021-08-30	5802	7	87	0
2021-08-29	5795	3	87	0
2021-08-28	5792	13	87	0
2021-08-27	5779	9	87	0
2021-08-26	5770	23	87	0
2021-08-25	5747	20	87	0
2021-08-24	5727	21	87	0
2021-08-23	5706	6	87	0
2021-08-22	5700	2	87	0
2021-08-21	5698	16	87	0
2021-08-20	5682	14	87	0
2021-08-19	5668	8	87	0
2021-08-18	5660	2	87	0
2021-08-17	5658	19	87	0
2021-08-16	5639	5	87	0
2021-08-15	5634	1	87	0
2021-08-14	5633	6	87	0
2021-08-13	5627	9	87	0
2021-08-12	5618	12	87	0
2021-08-11	5606	3	87	0
2021-08-10	5603	6	87	0
2021-08-09	5597	1	87	0
2021-08-08	5596	3	87	0
2021-08-07	5593	2	87	0
2021-08-06	5591	2	87	0
2021-08-04	5589	1	87	0
2021-08-03	5588	1	87	0
2021-08-02	5587	1	87	0
2021-07-30	5586	2	87	0
2021-07-24	5584	1	87	0
2021-07-23	5583	2	87	0
2021-07-22	5581	2	87	0
2021-07-21	5579	2	87	0
2021-07-20	5577	1	87	0
2021-07-14	5576	1	87	0
2021-07-11	5575	1	87	0
2021-07-08	5574	1	87	0
2021-07-06	5573	1	87	0
2021-07-02	5572	1	87	0
2021-06-30	5571	1	87	0
2021-06-29	5570	1	87	0
2021-06-27	5569	2	87	0
2021-06-25	5567	3	87	0
2021-06-24	5564	1	87	0
2021-06-23	5563	4	87	0
2021-06-22	5559	2	87	0
2021-06-18	5557	1	87	0
2021-06-17	5556	1	87	0
2021-06-16	5555	1	87	0
2021-06-15	5554	4	87	0
2021-06-14	5550	2	87	0
2021-06-12	5548	4	87	0
2021-06-11	5544	1	87	0
2021-06-10	5543	4	87	0
2021-06-09	5539	1	87	0
2021-06-08	5538	5	87	0
2021-06-07	5533	4	87	0
2021-06-05	5529	3	87	0
2021-06-04	5526	4	87	0
2021-06-03	5522	10	87	0
2021-06-02	5512	6	87	0
2021-06-01	5506	9	87	0
2021-05-30	5497	1	87	0
2021-05-29	5496	14	87	1
2021-05-28	5482	10	86	0
2021-05-27	5472	13	86	0
2021-05-26	5459	22	86	0
2021-05-25	5437	5	86	0
2021-05-24	5432	1	86	0
2021-05-23	5431	2	86	0
2021-05-22	5429	16	86	0
2021-05-21	5413	5	86	0
2021-05-20	5408	18	86	0
2021-05-19	5390	14	86	0
2021-05-18	5376	33	86	0
2021-05-17	5343	12	86	0
2021-05-16	5331	4	86	0
2021-05-15	5327	14	86	0
2021-05-14	5313	7	86	0
2021-05-13	5306	29	86	0
2021-05-12	5277	34	86	0
2021-05-11	5243	26	86	0
2021-05-10	5217	11	86	0
2021-05-09	5206	2	86	0
2021-05-08	5204	20	86	0
2021-05-07	5184	35	86	1
2021-05-06	5149	25	85	0
2021-05-05	5124	47	85	0
2021-05-04	5077	36	85	0
2021-05-03	5041	11	85	0
2021-05-02	5030	5	85	1
2021-05-01	5025	30	84	0
2021-04-30	4995	40	84	0
2021-04-29	4955	35	84	0
2021-04-28	4920	59	84	0
2021-04-27	4861	69	84	1
2021-04-26	4792	22	83	2
2021-04-25	4770	2	81	1
2021-04-24	4768	47	80	0
2021-04-23	4721	44	80	2
2021-04-22	4677	25	78	0
2021-04-21	4652	59	78	0
2021-04-20	4593	58	78	0
2021-04-19	4535	17	78	1
2021-04-18	4518	15	77	0
2021-04-17	4503	31	77	0
2021-04-16	4472	30	77	0
2021-04-15	4442	46	77	0
2021-04-14	4396	48	77	1
2021-04-13	4348	40	76	0
2021-04-12	4308	15	76	0
2021-04-11	4293	3	76	0
2021-04-10	4290	34	76	2
2021-04-09	4256	25	74	1
2021-04-08	4231	41	73	0
2021-04-07	4190	72	73	0
2021-04-06	4118	13	73	1
2021-04-05	4105	1	72	0
2021-04-04	4104	11	72	0
2021-04-03	4093	14	72	0
2021-04-02	4079	30	72	0
2021-04-01	4049	41	72	0
2021-03-31	4008	59	72	1
2021-03-30	3949	55	71	1
2021-03-29	3894	14	70	0
2021-03-28	3880	14	70	0
2021-03-27	3866	45	70	0
2021-03-26	3821	61	70	0
2021-03-25	3760	58	70	0
2021-03-24	3702	65	70	0
2021-03-23	3637	57	70	0
2021-03-22	3580	23	70	0
2021-03-21	3557	7	70	1
2021-03-20	3550	56	69	0
2021-03-19	3494	35	69	0
2021-03-18	3459	51	69	0
2021-03-17	3408	48	69	1
2021-03-16	3360	40	68	1
2021-03-15	3320	10	67	0
2021-03-13	3310	30	67	0
2021-03-12	3280	44	67	0
2021-03-11	3236	14	67	0
2021-03-10	3222	25	67	0
2021-03-09	3197	25	67	0
2021-03-08	3172	13	67	0
2021-03-07	3159	6	67	0
2021-03-06	3153	34	67	0
2021-03-05	3119	16	67	0
2021-03-04	3103	23	67	0
2021-03-03	3080	18	67	1
2021-03-02	3062	26	66	0
2021-03-01	3036	3	66	1
2021-02-28	3033	3	65	0
2021-02-27	3030	19	65	0
2021-02-26	3011	16	65	0
2021-02-25	2995	14	65	0
2021-02-24	2981	21	65	0
2021-02-23	2960	16	65	1
2021-02-22	2944	6	64	0
2021-02-20	2938	7	64	0
2021-02-19	2931	8	64	0
2021-02-18	2923	13	64	0
2021-02-17	2910	4	64	0
2021-02-16	2906	3	64	0
2021-02-15	2903	2	64	0
2021-02-14	2901	2	64	0
2021-02-13	2899	8	64	0
2021-02-12	2891	3	64	0
2021-02-11	2888	9	64	0
2021-02-10	2879	8	64	0
2021-02-09	2871	11	64	0
2021-02-08	2860	1	64	0
2021-02-07	2859	2	64	0
2021-02-06	2857	10	64	0
2021-02-05	2847	22	64	0
2021-02-04	2825	15	64	1
2021-02-03	2810	19	63	0
2021-02-02	2791	16	63	0
2021-02-01	2775	3	63	0
2021-01-31	2772	3	63	0
2021-01-30	2769	15	63	0
2021-01-29	2754	34	63	0
2021-01-28	2720	21	63	0
2021-01-27	2699	19	63	0
2021-01-26	2680	26	63	0
2021-01-25	2654	6	63	0
2021-01-24	2648	1	63	1
2021-01-23	2647	22	62	0
2021-01-22	2625	14	62	0
2021-01-21	2611	27	62	2
2021-01-20	2584	22	60	0
2021-01-19	2562	18	60	0
2021-01-18	2544	7	60	1
2021-01-17	2537	4	59	0
2021-01-16	2533	15	59	0
2021-01-15	2518	21	59	1
2021-01-14	2497	26	58	1
2021-01-13	2471	34	57	0
2021-01-12	2437	26	57	0
2021-01-11	2411	21	57	1
2021-01-10	2390	6	56	0
2021-01-09	2384	26	56	0
2021-01-08	2358	55	56	0
2021-01-07	2303	24	56	0
2021-01-06	2279	32	56	2
2021-01-05	2247	31	54	0
2021-01-04	2216	7	54	0
2021-01-03	2209	8	54	0
2021-01-02	2201	1	54	0
2021-01-01	2200	14	54	1
2020-12-31	2186	24	53	0
2020-12-30	2162	39	53	0
2020-12-29	2123	25	53	0
2020-12-28	2098	6	53	0
2020-12-27	2092	1	53	0
2020-12-26	2091	9	53	0
2020-12-25	2082	8	53	0
2020-12-24	2074	27	53	0
2020-12-23	2047	45	53	3
2020-12-22	2002	18	50	1
2020-12-21	1984	16	49	0
2020-12-20	1968	13	49	0
2020-12-19	1955	24	49	2
2020-12-18	1931	28	47	0
2020-12-17	1903	65	47	2
2020-12-16	1838	36	45	1
2020-12-15	1802	40	44	0
2020-12-14	1762	12	44	2
2020-12-13	1750	20	42	0
2020-12-12	1730	31	42	0
2020-12-11	1699	28	42	0
2020-12-10	1671	24	42	0
2020-12-09	1647	14	42	0
2020-12-08	1633	24	42	0
2020-12-07	1609	2	42	0
2020-12-06	1607	10	42	1
2020-12-05	1597	19	41	0
2020-12-04	1578	14	41	0
2020-12-03	1564	16	41	0
2020-12-02	1548	29	41	2
2020-12-01	1519	13	39	1
2020-11-30	1506	7	38	0
2020-11-29	1499	1	38	0
2020-11-28	1498	12	38	0
2020-11-27	1486	15	38	0
2020-11-26	1471	15	38	0
2020-11-25	1456	20	38	0
2020-11-24	1436	18	38	0
2020-11-23	1418	3	38	0
2020-11-22	1415	11	38	0
2020-11-21	1404	11	38	0
2020-11-20	1393	18	38	0
2020-11-19	1375	17	38	0
2020-11-18	1358	25	38	0
2020-11-17	1333	21	38	0
2020-11-16	1312	7	38	0
2020-11-15	1305	5	38	0
2020-11-14	1300	10	38	0
2020-11-13	1290	13	38	0
2020-11-12	1277	25	38	1
2020-11-11	1252	27	37	0
2020-11-10	1225	12	37	0
2020-11-09	1213	4	37	0
2020-11-08	1209	6	37	0
2020-11-07	1203	14	37	0
2020-11-06	1189	23	37	0
2020-11-05	1166	22	37	0
2020-11-04	1144	17	37	0
2020-11-03	1127	20	37	0
2020-11-02	1107	11	37	0
2020-11-01	1096	19	37	1
2020-10-31	1077	12	36	0
2020-10-30	1065	15	36	0
2020-10-29	1050	13	36	0
2020-10-28	1037	18	36	0
2020-10-27	1019	23	36	0
2020-10-26	996	3	36	0
2020-10-25	993	4	36	0
2020-10-24	989	6	36	0
2020-10-23	983	12	36	0
2020-10-22	971	6	36	0
2020-10-21	965	11	36	0
2020-10-20	954	5	36	0
2020-10-19	949	1	36	0
2020-10-18	948	4	36	0
2020-10-17	944	3	36	0
2020-10-16	941	6	36	0
2020-10-15	935	3	36	0
2020-10-14	932	5	36	0
2020-10-13	927	7	36	0
2020-10-12	920	4	36	0
2020-10-10	916	2	36	0
2020-10-09	914	5	36	0
2020-10-08	909	6	36	0
2020-10-07	903	3	36	0
2020-10-06	900	3	36	0
2020-10-05	897	1	36	0
2020-10-04	896	4	36	0
2020-10-03	892	1	36	0
2020-10-02	891	2	36	0
2020-10-01	889	4	36	0
2020-09-28	885	1	36	0
2020-09-26	884	1	36	0
2020-09-25	883	2	36	0
2020-09-24	881	3	36	0
2020-09-23	878	7	36	0
2020-09-21	871	1	36	0
2020-09-19	870	2	36	0
2020-09-18	868	1	36	0
2020-09-17	867	1	36	0
2020-09-16	866	5	36	0
2020-09-15	861	1	36	0
2020-09-14	860	2	36	0
2020-09-13	858	1	36	0
2020-09-12	857	1	36	0
2020-09-11	856	6	36	0
2020-09-10	850	2	36	0
2020-09-09	848	1	36	0
2020-09-02	847	6	36	0
2020-08-31	841	1	36	0
2020-08-29	840	1	36	0
2020-08-28	839	4	36	0
2020-08-27	835	6	36	0
2020-08-26	829	1	36	0
2020-08-25	828	2	36	0
2020-08-24	826	4	36	0
2020-08-23	822	1	36	0
2020-08-22	821	1	36	0
2020-08-21	820	2	36	0
2020-08-20	818	3	36	0
2020-08-19	815	8	36	0
2020-08-18	807	9	36	0
2020-08-14	798	4	36	0
2020-08-13	794	1	36	0
2020-08-12	793	2	36	1
2020-08-05	791	4	35	0
2020-08-04	787	3	35	0
2020-08-03	784	1	35	0
2020-07-29	783	3	35	0
2020-07-27	780	2	35	0
2020-07-23	778	2	35	0
2020-07-22	776	1	35	0
2020-07-21	775	1	35	0
2020-07-20	774	1	35	0
2020-07-06	773	1	35	0
2020-06-17	772	1	35	0
2020-05-22	771	1	35	0
2020-05-19	770	1	35	0
2020-05-11	769	1	35	1
2020-05-09	768	1	34	0
2020-05-08	767	1	34	0
2020-05-07	766	1	34	0
2020-05-05	765	2	34	0
2020-05-01	763	1	34	0
2020-04-29	762	4	34	0
2020-04-28	758	2	34	0
2020-04-27	756	1	34	0
2020-04-25	755	6	34	0
2020-04-24	749	15	34	1
2020-04-23	734	4	33	0
2020-04-22	730	16	33	0
2020-04-21	714	4	33	0
2020-04-20	710	7	33	0
2020-04-19	703	5	33	1
2020-04-18	698	3	32	0
2020-04-17	695	8	32	0
2020-04-16	687	11	32	0
2020-04-15	676	14	32	0
2020-04-14	662	36	32	1
2020-04-13	626	1	31	0
2020-04-12	625	4	31	0
2020-04-11	621	17	31	1
2020-04-10	604	13	30	0
2020-04-09	591	10	30	0
2020-04-08	581	22	30	0
2020-04-07	559	14	30	1
2020-04-06	545	29	29	5
2020-04-05	516	19	24	0
2020-04-04	497	18	24	0
2020-04-03	479	13	24	0
2020-04-02	466	46	24	2
2020-04-01	420	44	22	7
2020-03-31	376	49	15	0
2020-03-30	327	14	15	3
2020-03-29	313	8	12	0
2020-03-28	305	26	12	0
2020-03-27	279	56	12	4
2020-03-26	223	43	8	5
2020-03-25	180	36	3	1
2020-03-24	144	31	2	0
2020-03-23	113	22	2	0
2020-03-22	91	3	2	0
2020-03-21	88	5	2	0
2020-03-20	83	19	2	1
2020-03-19	64	19	1	0
2020-03-18	45	12	1	1
2020-03-17	33	6	0	0
2020-03-16	27	2	0	0
2020-03-15	25	13	0	0
2020-03-13	12	6	0	0
2020-03-12	6	2	0	0
2020-03-11	4	1	0	0
2020-03-10	3	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: 0:03:09.287054