Germany: LK Garmisch-Partenkirchen (Bayern)

• 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 10:48:00 CEST

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

overview(country="Germany", subregion="LK Garmisch-Partenkirchen", weeks=5);

overview(country="Germany", subregion="LK Garmisch-Partenkirchen");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Garmisch-Partenkirchen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Garmisch-Partenkirchen")
print(f'Population of country="Germany", subregion="LK Garmisch-Partenkirchen": {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 Garmisch-Partenkirchen": 88232 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	40314	8	172	0
2023-03-03	40306	16	172	0
2023-03-02	40290	3	172	0
2023-03-01	40287	11	172	0
2023-02-28	40276	28	172	0
2023-02-27	40248	19	172	0
2023-02-24	40229	10	172	0
2023-02-23	40219	18	172	0
2023-02-22	40201	4	172	0
2023-02-21	40197	8	172	0
2023-02-20	40189	26	172	0
2023-02-17	40163	10	172	0
2023-02-16	40153	19	172	0
2023-02-15	40134	20	172	0
2023-02-14	40114	14	172	0
2023-02-13	40100	21	172	1
2023-02-10	40079	7	171	0
2023-02-09	40072	10	171	0
2023-02-08	40062	25	171	0
2023-02-06	40037	20	171	0
2023-02-03	40017	4	171	0
2023-02-02	40013	12	171	0
2023-02-01	40001	9	171	0
2023-01-31	39992	3	171	0
2023-01-30	39989	12	171	0
2023-01-27	39977	2	171	0
2023-01-26	39975	8	171	0
2023-01-25	39967	5	171	0
2023-01-24	39962	9	171	0
2023-01-23	39953	9	171	0
2023-01-20	39944	8	171	0
2023-01-19	39936	3	171	0
2023-01-18	39933	11	171	0
2023-01-17	39922	11	171	1
2023-01-16	39911	13	170	0
2023-01-13	39898	8	170	0
2023-01-12	39890	6	170	0
2023-01-11	39884	14	170	0
2023-01-10	39870	4	170	0
2023-01-09	39866	19	170	0
2023-01-05	39847	28	170	0
2023-01-04	39819	1	170	0
2023-01-03	39818	22	170	0
2023-01-02	39796	18	170	0
2022-12-30	39778	8	170	0
2022-12-29	39770	6	170	0
2022-12-28	39764	19	170	0
2022-12-27	39745	32	170	0
2022-12-23	39713	15	170	0
2022-12-22	39698	7	170	0
2022-12-21	39691	32	170	0
2022-12-20	39659	8	170	0
2022-12-19	39651	23	170	0
2022-12-16	39628	6	170	0
2022-12-15	39622	19	170	0
2022-12-14	39603	55	170	0
2022-12-12	39548	35	170	0
2022-12-09	39513	20	170	0
2022-12-08	39493	7	170	0
2022-12-07	39486	30	170	0
2022-12-06	39456	13	170	0
2022-12-05	39443	25	170	0
2022-12-02	39418	11	170	0
2022-12-01	39407	10	170	0
2022-11-30	39397	15	170	0
2022-11-29	39382	10	170	0
2022-11-28	39372	14	170	0
2022-11-25	39358	9	170	0
2022-11-24	39349	8	170	0
2022-11-23	39341	7	170	0
2022-11-22	39334	11	170	0
2022-11-21	39323	10	170	0
2022-11-18	39313	14	170	0
2022-11-17	39299	8	170	0
2022-11-16	39291	21	170	0
2022-11-15	39270	27	170	0
2022-11-14	39243	30	170	0
2022-11-11	39213	21	170	0
2022-11-10	39192	16	170	0
2022-11-09	39176	11	170	0
2022-11-08	39165	20	170	0
2022-11-07	39145	17	170	0
2022-11-04	39128	19	170	0
2022-11-03	39109	29	170	0
2022-11-02	39080	27	170	1
2022-10-31	39053	43	169	0
2022-10-28	39010	34	169	0
2022-10-27	38976	19	169	1
2022-10-26	38957	42	168	0
2022-10-25	38915	54	168	0
2022-10-24	38861	68	168	0
2022-10-22	38793	29	168	0
2022-10-21	38764	48	168	0
2022-10-20	38716	57	168	0
2022-10-19	38659	87	168	0
2022-10-18	38572	85	168	1
2022-10-17	38487	105	167	1
2022-10-15	38382	31	166	0
2022-10-14	38351	89	166	0
2022-10-13	38262	82	166	0
2022-10-12	38180	190	166	1
2022-10-11	37990	159	165	0
2022-10-10	37831	219	165	0
2022-10-08	37612	100	165	0
2022-10-07	37512	229	165	0
2022-10-06	37283	175	165	0
2022-10-05	37108	173	165	1
2022-10-04	36935	151	164	0
2022-10-03	36784	84	164	0
2022-09-30	36700	113	164	2
2022-09-29	36587	121	162	1
2022-09-28	36466	158	161	0
2022-09-27	36308	143	161	1
2022-09-26	36165	115	160	0
2022-09-23	36050	65	160	0
2022-09-22	35985	48	160	0
2022-09-21	35937	52	160	1
2022-09-20	35885	68	159	1
2022-09-19	35817	62	158	0
2022-09-16	35755	39	158	0
2022-09-15	35716	23	158	0
2022-09-14	35693	30	158	0
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2022-09-08	35578	11	158	0
2022-09-07	35567	32	158	0
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2022-09-02	35472	34	158	0
2022-09-01	35438	18	158	0
2022-08-31	35420	44	158	0
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2021-10-03	3967	2	89	0
2021-10-02	3965	4	89	0
2021-10-01	3961	4	89	0
2021-09-30	3957	2	89	0
2021-09-29	3955	6	89	0
2021-09-28	3949	6	89	0
2021-09-27	3943	3	89	0
2021-09-25	3940	3	89	0
2021-09-24	3937	2	89	0
2021-09-23	3935	7	89	0
2021-09-22	3928	8	89	0
2021-09-21	3920	3	89	0
2021-09-20	3917	5	89	0
2021-09-19	3912	2	89	0
2021-09-18	3910	2	89	0
2021-09-17	3908	4	89	0
2021-09-16	3904	4	89	0
2021-09-15	3900	10	89	0
2021-09-14	3890	9	89	0
2021-09-13	3881	2	89	0
2021-09-12	3879	2	89	0
2021-09-11	3877	16	89	0
2021-09-10	3861	9	89	0
2021-09-09	3852	13	89	0
2021-09-08	3839	5	89	0
2021-09-07	3834	12	89	0
2021-09-05	3822	6	89	0
2021-09-04	3816	4	89	0
2021-09-03	3812	8	89	0
2021-09-02	3804	4	89	0
2021-09-01	3800	7	89	0
2021-08-31	3793	7	89	0
2021-08-29	3786	6	89	0
2021-08-28	3780	1	89	0
2021-08-27	3779	3	89	0
2021-08-26	3776	5	89	0
2021-08-25	3771	8	89	0
2021-08-24	3763	5	89	0
2021-08-23	3758	2	89	0
2021-08-20	3756	1	89	0
2021-08-19	3755	3	89	0
2021-08-18	3752	8	89	0
2021-08-17	3744	4	89	0
2021-08-16	3740	4	89	0
2021-08-15	3736	1	89	0
2021-08-14	3735	1	89	0
2021-08-13	3734	4	89	0
2021-08-12	3730	3	89	0
2021-08-11	3727	4	89	0
2021-08-10	3723	5	89	0
2021-08-09	3718	2	89	0
2021-08-08	3716	1	89	0
2021-08-05	3715	1	89	0
2021-08-04	3714	2	89	0
2021-08-03	3712	1	89	0
2021-07-30	3711	1	89	0
2021-07-28	3710	1	89	0
2021-07-22	3709	2	89	0
2021-07-21	3707	2	89	0
2021-07-20	3705	3	89	0
2021-07-18	3702	1	89	0
2021-07-16	3701	2	89	0
2021-07-15	3699	2	89	0
2021-07-14	3697	1	89	0
2021-07-10	3696	1	89	0
2021-07-06	3695	2	89	0
2021-07-01	3693	1	89	0
2021-06-29	3692	3	89	0
2021-06-25	3689	2	89	0
2021-06-23	3687	1	89	0
2021-06-19	3686	2	89	0
2021-06-18	3684	3	89	0
2021-06-17	3681	4	89	0
2021-06-16	3677	2	89	0
2021-06-15	3675	3	89	0
2021-06-14	3672	3	89	0
2021-06-12	3669	2	89	0
2021-06-11	3667	2	89	0
2021-06-10	3665	6	89	0
2021-06-09	3659	1	89	0
2021-06-08	3658	1	89	0
2021-06-07	3657	1	89	0
2021-06-06	3656	6	89	0
2021-06-05	3650	14	89	0
2021-06-03	3636	4	89	0
2021-06-02	3632	5	89	0
2021-06-01	3627	7	89	0
2021-05-31	3620	1	89	0
2021-05-30	3619	3	89	0
2021-05-29	3616	4	89	0
2021-05-28	3612	9	89	0
2021-05-27	3603	10	89	0
2021-05-26	3593	12	89	0
2021-05-24	3581	4	89	0
2021-05-22	3577	6	89	0
2021-05-21	3571	7	89	0
2021-05-20	3564	6	89	0
2021-05-19	3558	8	89	0
2021-05-18	3550	10	89	0
2021-05-16	3540	4	89	0
2021-05-15	3536	6	89	0
2021-05-14	3530	1	89	0
2021-05-13	3529	2	89	0
2021-05-12	3527	27	89	0
2021-05-11	3500	11	89	0
2021-05-09	3489	3	89	0
2021-05-08	3486	13	89	0
2021-05-07	3473	16	89	0
2021-05-06	3457	8	89	0
2021-05-05	3449	19	89	0
2021-05-04	3430	23	89	0
2021-05-03	3407	2	89	0
2021-05-02	3405	1	89	0
2021-05-01	3404	19	89	0
2021-04-30	3385	10	89	0
2021-04-29	3375	12	89	0
2021-04-28	3363	20	89	0
2021-04-27	3343	23	89	0
2021-04-26	3320	6	89	0
2021-04-25	3314	15	89	0
2021-04-24	3299	10	89	0
2021-04-23	3289	17	89	0
2021-04-22	3272	10	89	0
2021-04-21	3262	16	89	0
2021-04-20	3246	14	89	0
2021-04-19	3232	2	89	0
2021-04-18	3230	8	89	0
2021-04-17	3222	13	89	1
2021-04-16	3209	16	88	0
2021-04-15	3193	23	88	0
2021-04-14	3170	35	88	0
2021-04-13	3135	15	88	0
2021-04-12	3120	4	88	1
2021-04-11	3116	11	87	0
2021-04-10	3105	31	87	0
2021-04-09	3074	21	87	0
2021-04-08	3053	16	87	0
2021-04-07	3037	45	87	0
2021-04-06	2992	6	87	0
2021-04-05	2986	1	87	0
2021-04-04	2985	8	87	0
2021-04-03	2977	12	87	0
2021-04-02	2965	18	87	0
2021-04-01	2947	27	87	0
2021-03-31	2920	25	87	1
2021-03-30	2895	21	86	1
2021-03-29	2874	9	85	0
2021-03-28	2865	4	85	0
2021-03-27	2861	11	85	0
2021-03-26	2850	18	85	0
2021-03-25	2832	13	85	0
2021-03-24	2819	27	85	0
2021-03-23	2792	17	85	0
2021-03-22	2775	7	85	0
2021-03-21	2768	11	85	1
2021-03-20	2757	17	84	0
2021-03-19	2740	18	84	0
2021-03-18	2722	15	84	0
2021-03-17	2707	29	84	0
2021-03-16	2678	12	84	0
2021-03-15	2666	4	84	0
2021-03-14	2662	4	84	0
2021-03-13	2658	10	84	0
2021-03-12	2648	14	84	1
2021-03-11	2634	5	83	0
2021-03-10	2629	16	83	0
2021-03-09	2613	1	83	0
2021-03-08	2612	5	83	0
2021-03-06	2607	5	83	0
2021-03-05	2602	8	83	1
2021-03-04	2594	11	82	0
2021-03-03	2583	8	82	0
2021-03-02	2575	1	82	0
2021-03-01	2574	5	82	0
2021-02-28	2569	3	82	0
2021-02-27	2566	5	82	0
2021-02-26	2561	8	82	0
2021-02-25	2553	6	82	0
2021-02-24	2547	11	82	0
2021-02-23	2536	7	82	0
2021-02-22	2529	2	82	0
2021-02-21	2527	4	82	0
2021-02-20	2523	8	82	0
2021-02-19	2515	10	82	0
2021-02-18	2505	6	82	0
2021-02-17	2499	8	82	0
2021-02-16	2491	2	82	0
2021-02-15	2489	2	82	0
2021-02-14	2487	1	82	0
2021-02-13	2486	2	82	0
2021-02-12	2484	6	82	0
2021-02-11	2478	7	82	0
2021-02-10	2471	29	82	0
2021-02-09	2442	8	82	0
2021-02-08	2434	4	82	1
2021-02-07	2430	1	81	0
2021-02-06	2429	18	81	0
2021-02-05	2411	10	81	0
2021-02-04	2401	10	81	1
2021-02-03	2391	14	80	0
2021-02-02	2377	9	80	0
2021-02-01	2368	14	80	0
2021-01-31	2354	4	80	0
2021-01-30	2350	19	80	2
2021-01-29	2331	10	78	1
2021-01-28	2321	11	77	0
2021-01-27	2310	12	77	0
2021-01-26	2298	16	77	1
2021-01-25	2282	12	76	0
2021-01-24	2270	11	76	0
2021-01-23	2259	18	76	2
2021-01-22	2241	15	74	0
2021-01-21	2226	22	74	1
2021-01-20	2204	25	73	1
2021-01-19	2179	15	72	0
2021-01-18	2164	8	72	2
2021-01-17	2156	10	70	3
2021-01-16	2146	13	67	1
2021-01-15	2133	27	66	0
2021-01-14	2106	32	66	9
2021-01-13	2074	13	57	0
2021-01-12	2061	19	57	1
2021-01-11	2042	4	56	0
2021-01-10	2038	8	56	0
2021-01-09	2030	22	56	0
2021-01-08	2008	16	56	1
2021-01-07	1992	27	55	0
2021-01-06	1965	18	55	0
2021-01-05	1947	36	55	0
2021-01-04	1911	6	55	1
2021-01-03	1905	3	54	0
2021-01-02	1902	11	54	0
2021-01-01	1891	1	54	1
2020-12-31	1890	30	53	0
2020-12-30	1860	49	53	1
2020-12-29	1811	24	52	0
2020-12-28	1787	25	52	1
2020-12-27	1762	5	51	1
2020-12-26	1757	1	50	0
2020-12-25	1756	46	50	1
2020-12-24	1710	5	49	0
2020-12-23	1705	34	49	0
2020-12-22	1671	54	49	1
2020-12-21	1617	7	48	0
2020-12-20	1610	28	48	0
2020-12-19	1582	20	48	0
2020-12-18	1562	39	48	1
2020-12-17	1523	39	47	1
2020-12-16	1484	25	46	0
2020-12-15	1459	28	46	1
2020-12-14	1431	7	45	0
2020-12-13	1424	28	45	1
2020-12-12	1396	12	44	0
2020-12-11	1384	31	44	2
2020-12-10	1353	42	42	0
2020-12-09	1311	26	42	1
2020-12-08	1285	45	41	0
2020-12-07	1240	1	41	0
2020-12-06	1239	11	41	1
2020-12-05	1228	18	40	0
2020-12-04	1210	21	40	0
2020-12-03	1189	23	40	3
2020-12-02	1166	21	37	0
2020-12-01	1145	25	37	0
2020-11-30	1120	14	37	3
2020-11-29	1106	31	34	9
2020-11-28	1075	9	25	0
2020-11-27	1066	23	25	1
2020-11-26	1043	15	24	0
2020-11-25	1028	17	24	0
2020-11-24	1011	20	24	0
2020-11-23	991	1	24	0
2020-11-22	990	2	24	0
2020-11-21	988	16	24	0
2020-11-20	972	12	24	0
2020-11-19	960	14	24	0
2020-11-18	946	39	24	1
2020-11-17	907	11	23	0
2020-11-16	896	6	23	1
2020-11-15	890	11	22	0
2020-11-14	879	13	22	0
2020-11-13	866	33	22	0
2020-11-12	833	20	22	1
2020-11-11	813	18	21	0
2020-11-10	795	31	21	0
2020-11-09	764	7	21	0
2020-11-08	757	3	21	0
2020-11-07	754	17	21	0
2020-11-06	737	17	21	0
2020-11-05	720	24	21	0
2020-11-04	696	21	21	0
2020-11-03	675	32	21	0
2020-11-02	643	10	21	0
2020-11-01	633	16	21	0
2020-10-31	617	25	21	1
2020-10-30	592	28	20	0
2020-10-29	564	18	20	0
2020-10-28	546	23	20	0
2020-10-27	523	11	20	0
2020-10-26	512	1	20	0
2020-10-25	511	9	20	0
2020-10-24	502	10	20	0
2020-10-23	492	5	20	0
2020-10-22	487	15	20	0
2020-10-21	472	4	20	0
2020-10-20	468	2	20	0
2020-10-19	466	4	20	0
2020-10-18	462	1	20	0
2020-10-17	461	1	20	0
2020-10-16	460	7	20	0
2020-10-15	453	4	20	0
2020-10-14	449	7	20	0
2020-10-10	442	3	20	0
2020-10-06	439	3	20	0
2020-10-03	436	1	20	0
2020-10-02	435	2	20	0
2020-10-01	433	1	20	0
2020-09-30	432	4	20	0
2020-09-28	428	4	20	0
2020-09-24	424	5	20	0
2020-09-22	419	2	20	0
2020-09-21	417	1	20	0
2020-09-19	416	5	20	0
2020-09-18	411	7	20	0
2020-09-17	404	2	20	0
2020-09-16	402	4	20	0
2020-09-15	398	2	20	0
2020-09-14	396	3	20	0
2020-09-13	393	2	20	0
2020-09-12	391	29	20	0
2020-09-11	362	10	20	0
2020-09-09	352	5	20	0
2020-09-08	347	2	20	1
2020-09-07	345	1	19	0
2020-09-06	344	2	19	0
2020-09-05	342	6	19	0
2020-09-04	336	2	19	0
2020-09-02	334	1	19	0
2020-08-31	333	4	19	0
2020-08-28	329	1	19	0
2020-08-27	328	1	19	0
2020-08-26	327	7	19	0
2020-08-25	320	3	19	1
2020-08-24	317	1	18	0
2020-08-23	316	1	18	0
2020-08-22	315	1	18	0
2020-08-21	314	1	18	0
2020-08-19	313	1	18	0
2020-08-17	312	1	18	0
2020-08-16	311	1	18	0
2020-08-14	310	1	18	0
2020-08-13	309	5	18	0
2020-08-12	304	1	18	0
2020-08-06	303	1	18	0
2020-07-31	302	1	18	0
2020-07-29	301	3	18	0
2020-07-25	298	1	18	0
2020-07-24	297	1	18	0
2020-07-15	296	2	18	0
2020-07-10	294	1	18	0
2020-07-09	293	1	18	0
2020-06-07	292	1	18	0
2020-05-26	291	1	18	0
2020-05-17	290	1	18	0
2020-05-16	289	5	18	0
2020-05-15	284	2	18	0
2020-05-14	282	1	18	0
2020-05-13	281	2	18	0
2020-05-08	279	6	18	0
2020-05-07	273	5	18	0
2020-05-06	268	1	18	0
2020-05-05	267	2	18	0
2020-05-03	265	1	18	0
2020-04-29	264	4	18	0
2020-04-28	260	1	18	1
2020-04-26	259	1	17	0
2020-04-25	258	2	17	0
2020-04-24	256	1	17	0
2020-04-23	255	6	17	0
2020-04-22	249	5	17	1
2020-04-21	244	1	16	0
2020-04-20	243	2	16	0
2020-04-19	241	3	16	0
2020-04-18	238	5	16	0
2020-04-17	233	3	16	0
2020-04-16	230	8	16	0
2020-04-15	222	3	16	0
2020-04-14	219	9	16	0
2020-04-11	210	1	16	0
2020-04-10	209	5	16	0
2020-04-09	204	2	16	1
2020-04-08	202	7	15	1
2020-04-07	195	7	14	0
2020-04-06	188	2	14	0
2020-04-05	186	1	14	0
2020-04-04	185	5	14	1
2020-04-03	180	38	13	8
2020-04-02	142	11	5	2
2020-04-01	131	5	3	0
2020-03-31	126	10	3	2
2020-03-30	116	7	1	0
2020-03-29	109	12	1	1
2020-03-28	97	7	0	0
2020-03-27	90	15	0	0
2020-03-26	75	8	0	0
2020-03-25	67	12	0	0
2020-03-24	55	6	0	0
2020-03-23	49	3	0	0
2020-03-22	46	7	0	0
2020-03-21	39	7	0	0
2020-03-20	32	4	0	0
2020-03-19	28	8	0	0
2020-03-18	20	13	0	0
2020-03-17	7	1	0	0
2020-03-16	6	1	0	0
2020-03-14	5	2	0	0
2020-03-13	3	1	0	0
2020-03-10	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: 0:03:06.284536