Germany: LK Lichtenfels (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 11:02:57 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Lichtenfels")
print(f'Population of country="Germany", subregion="LK Lichtenfels": {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 Lichtenfels": 66741 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	37269	8	191	0
2023-03-03	37261	4	191	0
2023-03-02	37257	4	191	0
2023-03-01	37253	17	191	0
2023-02-28	37236	21	191	0
2023-02-27	37215	28	191	0
2023-02-24	37187	10	191	0
2023-02-23	37177	15	191	0
2023-02-22	37162	17	191	1
2023-02-21	37145	11	190	0
2023-02-20	37134	20	190	0
2023-02-17	37114	4	190	0
2023-02-16	37110	8	190	0
2023-02-15	37102	18	190	0
2023-02-14	37084	17	190	0
2023-02-13	37067	22	190	0
2023-02-10	37045	8	190	0
2023-02-09	37037	11	190	0
2023-02-08	37026	5	190	0
2023-02-07	37021	22	190	0
2023-02-06	36999	13	190	0
2023-02-03	36986	11	190	0
2023-02-02	36975	7	190	0
2023-02-01	36968	7	190	0
2023-01-31	36961	19	190	0
2023-01-30	36942	22	190	0
2023-01-27	36920	3	190	0
2023-01-26	36917	7	190	0
2023-01-25	36910	4	190	0
2023-01-24	36906	12	190	0
2023-01-23	36894	9	190	0
2023-01-20	36885	3	190	0
2023-01-19	36882	2	190	0
2023-01-18	36880	2	190	0
2023-01-17	36878	10	190	0
2023-01-16	36868	15	190	0
2023-01-13	36853	4	190	0
2023-01-12	36849	9	190	0
2023-01-11	36840	16	190	0
2023-01-10	36824	15	190	0
2023-01-09	36809	22	190	0
2023-01-05	36787	19	190	1
2023-01-04	36768	7	189	0
2023-01-03	36761	21	189	0
2023-01-02	36740	10	189	0
2022-12-30	36730	3	189	0
2022-12-29	36727	12	189	0
2022-12-28	36715	29	189	0
2022-12-27	36686	27	189	1
2022-12-26	36659	1	188	0
2022-12-23	36658	6	188	0
2022-12-22	36652	4	188	0
2022-12-21	36648	25	188	0
2022-12-20	36623	20	188	0
2022-12-19	36603	24	188	0
2022-12-16	36579	12	188	0
2022-12-15	36567	9	188	0
2022-12-14	36558	14	188	0
2022-12-13	36544	13	188	0
2022-12-12	36531	11	188	0
2022-12-09	36520	14	188	0
2022-12-08	36506	4	188	0
2022-12-07	36502	11	188	0
2022-12-06	36491	17	188	0
2022-12-05	36474	37	188	0
2022-12-02	36437	8	188	0
2022-12-01	36429	16	188	0
2022-11-30	36413	14	188	0
2022-11-29	36399	28	188	0
2022-11-28	36371	25	188	1
2022-11-25	36346	12	187	0
2022-11-24	36334	28	187	0
2022-11-23	36306	17	187	0
2022-11-22	36289	18	187	0
2022-11-21	36271	23	187	1
2022-11-18	36248	5	186	1
2022-11-17	36243	16	185	0
2022-11-16	36227	21	185	0
2022-11-15	36206	29	185	0
2022-11-14	36177	65	185	0
2022-11-11	36112	9	185	0
2022-11-10	36103	30	185	0
2022-11-09	36073	27	185	0
2022-11-08	36046	63	185	0
2022-11-07	35983	62	185	0
2022-11-04	35921	21	185	0
2022-11-03	35900	93	185	0
2022-11-02	35807	21	185	0
2022-10-31	35786	79	185	0
2022-10-28	35707	46	185	0
2022-10-27	35661	57	185	0
2022-10-26	35604	55	185	0
2022-10-25	35549	124	185	0
2022-10-24	35425	122	185	0
2022-10-21	35303	72	185	0
2022-10-20	35231	101	185	2
2022-10-19	35130	85	183	0
2022-10-18	35045	140	183	0
2022-10-17	34905	127	183	1
2022-10-15	34778	1	182	0
2022-10-14	34777	77	182	0
2022-10-13	34700	99	182	0
2022-10-12	34601	131	182	1
2022-10-11	34470	155	181	0
2022-10-10	34315	142	181	0
2022-10-07	34173	90	181	0
2022-10-06	34083	143	181	0
2022-10-05	33940	256	181	1
2022-10-04	33684	107	180	0
2022-09-30	33577	74	180	0
2022-09-29	33503	92	180	1
2022-09-28	33411	115	179	0
2022-09-27	33296	117	179	1
2022-09-26	33179	96	178	1
2022-09-23	33083	29	177	0
2022-09-22	33054	45	177	0
2022-09-21	33009	36	177	0
2022-09-20	32973	69	177	0
2022-09-19	32904	39	177	0
2022-09-16	32865	15	177	0
2022-09-15	32850	34	177	0
2022-09-14	32816	29	177	0
2022-09-13	32787	56	177	0
2022-09-12	32731	44	177	0
2022-09-09	32687	31	177	0
2022-09-08	32656	32	177	0
2022-09-07	32624	27	177	0
2022-09-06	32597	48	177	0
2022-09-05	32549	37	177	0
2022-09-02	32512	20	177	0
2022-09-01	32492	33	177	0
2022-08-31	32459	23	177	0
2022-08-30	32436	44	177	0
2022-08-29	32392	62	177	0
2022-08-26	32330	29	177	0
2022-08-25	32301	40	177	0
2022-08-24	32261	29	177	0
2022-08-23	32232	62	177	0
2022-08-22	32170	56	177	0
2022-08-19	32114	17	177	0
2022-08-18	32097	42	177	0
2022-08-17	32055	31	177	0
2022-08-16	32024	130	177	0
2022-08-12	31894	28	177	0
2022-08-11	31866	54	177	0
2022-08-10	31812	42	177	0
2022-08-09	31770	60	177	0
2022-08-08	31710	108	177	0
2022-08-05	31602	49	177	0
2022-08-04	31553	75	177	2
2022-08-03	31478	77	175	1
2022-08-02	31401	93	174	0
2022-08-01	31308	125	174	0
2022-07-29	31183	75	174	0
2022-07-28	31108	81	174	0
2022-07-27	31027	147	174	0
2022-07-26	30880	155	174	0
2022-07-25	30725	288	174	0
2022-07-22	30437	60	174	1
2022-07-21	30377	168	173	0
2022-07-20	30209	113	173	0
2022-07-19	30096	257	173	1
2022-07-18	29839	225	172	0
2022-07-15	29614	109	172	0
2022-07-14	29505	106	172	0
2022-07-13	29399	217	172	0
2022-07-12	29182	219	172	1
2022-07-11	28963	112	171	0
2022-07-08	28851	65	171	0
2022-07-07	28786	102	171	0
2022-07-06	28684	112	171	0
2022-07-05	28572	143	171	0
2022-07-04	28429	134	171	1
2022-07-03	28295	1	170	0
2022-07-02	28294	5	170	0
2022-07-01	28289	93	170	0
2022-06-30	28196	79	170	0
2022-06-29	28117	101	170	0
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2022-06-27	27872	137	170	0
2022-06-24	27735	41	170	0
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2021-09-07	3741	5	87	0
2021-09-05	3736	5	87	0
2021-09-04	3731	5	87	0
2021-09-03	3726	2	87	0
2021-09-02	3724	3	87	0
2021-09-01	3721	8	87	0
2021-08-31	3713	11	87	0
2021-08-29	3702	2	87	0
2021-08-28	3700	4	87	0
2021-08-27	3696	2	87	0
2021-08-26	3694	10	87	0
2021-08-25	3684	5	87	0
2021-08-24	3679	5	87	0
2021-08-22	3674	2	87	0
2021-08-21	3672	4	87	0
2021-08-20	3668	1	87	0
2021-08-19	3667	2	87	0
2021-08-18	3665	2	87	0
2021-08-17	3663	2	87	0
2021-08-16	3661	1	87	0
2021-08-11	3660	2	87	0
2021-08-10	3658	2	87	0
2021-08-09	3656	1	87	0
2021-08-07	3655	1	87	0
2021-08-05	3654	6	87	0
2021-08-04	3648	2	87	0
2021-08-01	3646	3	87	0
2021-07-28	3643	1	87	0
2021-07-20	3642	1	87	0
2021-07-19	3641	1	87	0
2021-07-13	3640	1	87	0
2021-07-12	3639	1	87	0
2021-07-10	3638	1	87	0
2021-07-06	3637	2	87	0
2021-07-03	3635	1	87	0
2021-06-29	3634	1	87	0
2021-06-26	3633	13	87	0
2021-06-25	3620	2	87	0
2021-06-24	3618	5	87	0
2021-06-23	3613	2	87	0
2021-06-22	3611	9	87	0
2021-06-19	3602	6	87	0
2021-06-18	3596	1	87	0
2021-06-17	3595	3	87	0
2021-06-16	3592	2	87	0
2021-06-15	3590	2	87	0
2021-06-12	3588	4	87	0
2021-06-11	3584	1	87	0
2021-06-10	3583	7	87	0
2021-06-09	3576	2	87	0
2021-06-08	3574	7	87	0
2021-06-06	3567	1	87	0
2021-06-05	3566	3	87	0
2021-06-04	3563	1	87	0
2021-06-02	3562	4	87	0
2021-06-01	3558	3	87	0
2021-05-29	3555	1	87	0
2021-05-28	3554	17	87	0
2021-05-27	3537	6	87	0
2021-05-26	3531	1	87	0
2021-05-25	3530	4	87	0
2021-05-22	3526	16	87	0
2021-05-21	3510	1	87	0
2021-05-20	3509	6	87	0
2021-05-19	3503	17	87	0
2021-05-18	3486	7	87	0
2021-05-16	3479	18	87	1
2021-05-15	3461	4	86	0
2021-05-14	3457	19	86	0
2021-05-12	3438	22	86	0
2021-05-11	3416	16	86	0
2021-05-10	3400	1	86	0
2021-05-09	3399	2	86	0
2021-05-08	3397	8	86	0
2021-05-07	3389	13	86	0
2021-05-06	3376	37	86	0
2021-05-05	3339	13	86	0
2021-05-04	3326	24	86	0
2021-05-03	3302	5	86	0
2021-05-02	3297	6	86	1
2021-05-01	3291	5	85	0
2021-04-30	3286	36	85	1
2021-04-29	3250	40	84	0
2021-04-28	3210	20	84	1
2021-04-27	3190	25	83	0
2021-04-26	3165	7	83	0
2021-04-25	3158	2	83	0
2021-04-24	3156	25	83	0
2021-04-23	3131	30	83	1
2021-04-22	3101	45	82	0
2021-04-21	3056	30	82	0
2021-04-20	3026	30	82	3
2021-04-19	2996	2	79	0
2021-04-18	2994	4	79	1
2021-04-17	2990	34	78	0
2021-04-16	2956	30	78	0
2021-04-15	2926	36	78	0
2021-04-14	2890	45	78	0
2021-04-13	2845	17	78	0
2021-04-12	2828	3	78	0
2021-04-11	2825	4	78	0
2021-04-10	2821	15	78	0
2021-04-09	2806	24	78	0
2021-04-08	2782	53	78	0
2021-04-07	2729	22	78	0
2021-04-06	2707	5	78	1
2021-04-04	2702	9	77	0
2021-04-03	2693	6	77	0
2021-04-02	2687	18	77	0
2021-04-01	2669	30	77	0
2021-03-31	2639	29	77	0
2021-03-30	2610	16	77	0
2021-03-29	2594	10	77	0
2021-03-28	2584	12	77	0
2021-03-27	2572	18	77	0
2021-03-26	2554	14	77	1
2021-03-25	2540	20	76	0
2021-03-24	2520	29	76	0
2021-03-23	2491	13	76	0
2021-03-22	2478	1	76	0
2021-03-21	2477	2	76	0
2021-03-20	2475	27	76	1
2021-03-19	2448	9	75	0
2021-03-18	2439	8	75	0
2021-03-17	2431	20	75	0
2021-03-16	2411	16	75	0
2021-03-15	2395	1	75	0
2021-03-14	2394	3	75	0
2021-03-13	2391	14	75	0
2021-03-12	2377	3	75	0
2021-03-11	2374	16	75	1
2021-03-10	2358	10	74	0
2021-03-09	2348	25	74	2
2021-03-08	2323	3	72	0
2021-03-07	2320	3	72	0
2021-03-06	2317	9	72	0
2021-03-05	2308	4	72	0
2021-03-04	2304	12	72	0
2021-03-03	2292	14	72	0
2021-03-02	2278	13	72	2
2021-03-01	2265	2	70	0
2021-02-28	2263	2	70	0
2021-02-27	2261	16	70	0
2021-02-26	2245	21	70	2
2021-02-25	2224	11	68	0
2021-02-24	2213	21	68	2
2021-02-23	2192	4	66	0
2021-02-22	2188	8	66	1
2021-02-21	2180	5	65	0
2021-02-20	2175	3	65	0
2021-02-19	2172	3	65	0
2021-02-18	2169	2	65	0
2021-02-17	2167	8	65	0
2021-02-16	2159	2	65	0
2021-02-15	2157	2	65	1
2021-02-14	2155	2	64	0
2021-02-13	2153	5	64	0
2021-02-12	2148	2	64	0
2021-02-11	2146	6	64	0
2021-02-10	2140	9	64	1
2021-02-09	2131	6	63	0
2021-02-08	2125	2	63	0
2021-02-07	2123	1	63	0
2021-02-06	2122	11	63	0
2021-02-05	2111	7	63	0
2021-02-04	2104	19	63	0
2021-02-03	2085	16	63	0
2021-02-02	2069	19	63	0
2021-02-01	2050	2	63	0
2021-01-31	2048	10	63	0
2021-01-30	2038	13	63	0
2021-01-29	2025	11	63	0
2021-01-28	2014	33	63	1
2021-01-27	1981	17	62	0
2021-01-26	1964	23	62	0
2021-01-25	1941	1	62	0
2021-01-24	1940	7	62	0
2021-01-23	1933	11	62	0
2021-01-22	1922	15	62	0
2021-01-21	1907	20	62	1
2021-01-20	1887	7	61	0
2021-01-19	1880	11	61	0
2021-01-18	1869	4	61	0
2021-01-17	1865	6	61	0
2021-01-16	1859	33	61	0
2021-01-15	1826	21	61	0
2021-01-14	1805	11	61	0
2021-01-13	1794	19	61	0
2021-01-12	1775	57	61	4
2021-01-11	1718	4	57	1
2021-01-10	1714	20	56	2
2021-01-09	1694	26	54	0
2021-01-08	1668	26	54	2
2021-01-07	1642	35	52	0
2021-01-06	1607	25	52	0
2021-01-05	1582	7	52	0
2021-01-04	1575	12	52	1
2021-01-03	1563	8	51	0
2021-01-02	1555	15	51	0
2021-01-01	1540	4	51	1
2020-12-31	1536	25	50	1
2020-12-30	1511	50	49	1
2020-12-29	1461	19	48	0
2020-12-28	1442	6	48	0
2020-12-27	1436	2	48	0
2020-12-26	1434	3	48	0
2020-12-25	1431	22	48	0
2020-12-24	1409	23	48	0
2020-12-23	1386	8	48	0
2020-12-22	1378	16	48	0
2020-12-21	1362	4	48	1
2020-12-20	1358	13	47	0
2020-12-19	1345	18	47	1
2020-12-18	1327	11	46	0
2020-12-17	1316	25	46	1
2020-12-16	1291	16	45	0
2020-12-15	1275	25	45	0
2020-12-14	1250	9	45	0
2020-12-13	1241	6	45	0
2020-12-12	1235	11	45	0
2020-12-11	1224	20	45	1
2020-12-10	1204	26	44	0
2020-12-09	1178	14	44	1
2020-12-08	1164	17	43	0
2020-12-07	1147	8	43	0
2020-12-06	1139	10	43	0
2020-12-05	1129	15	43	0
2020-12-04	1114	7	43	0
2020-12-03	1107	35	43	2
2020-12-02	1072	20	41	1
2020-12-01	1052	2	40	0
2020-11-30	1050	6	40	0
2020-11-29	1044	2	40	0
2020-11-28	1042	35	40	2
2020-11-27	1007	9	38	0
2020-11-26	998	13	38	1
2020-11-25	985	6	37	0
2020-11-24	979	23	37	2
2020-11-23	956	1	35	0
2020-11-22	955	1	35	0
2020-11-21	954	13	35	2
2020-11-20	941	17	33	1
2020-11-19	924	4	32	0
2020-11-18	920	23	32	1
2020-11-17	897	12	31	0
2020-11-16	885	1	31	0
2020-11-15	884	6	31	0
2020-11-14	878	15	31	0
2020-11-13	863	18	31	0
2020-11-12	845	23	31	0
2020-11-11	822	19	31	0
2020-11-10	803	25	31	2
2020-11-09	778	10	29	0
2020-11-08	768	20	29	0
2020-11-07	748	20	29	1
2020-11-06	728	19	28	0
2020-11-05	709	25	28	0
2020-11-04	684	15	28	0
2020-11-03	669	25	28	3
2020-11-02	644	9	25	0
2020-11-01	635	19	25	0
2020-10-31	616	28	25	0
2020-10-30	588	14	25	0
2020-10-29	574	22	25	0
2020-10-28	552	26	25	1
2020-10-27	526	29	24	0
2020-10-26	497	12	24	0
2020-10-25	485	5	24	0
2020-10-24	480	12	24	0
2020-10-23	468	14	24	0
2020-10-22	454	16	24	0
2020-10-21	438	3	24	0
2020-10-20	435	15	24	1
2020-10-19	420	1	23	0
2020-10-18	419	2	23	0
2020-10-17	417	7	23	2
2020-10-16	410	3	21	0
2020-10-15	407	4	21	1
2020-10-14	403	2	20	0
2020-10-13	401	5	20	0
2020-10-11	396	1	20	0
2020-10-10	395	1	20	0
2020-10-08	394	9	20	0
2020-10-07	385	2	20	0
2020-10-06	383	5	20	0
2020-10-05	378	1	20	0
2020-10-02	377	2	20	0
2020-10-01	375	2	20	0
2020-09-30	373	1	20	0
2020-09-28	372	1	20	0
2020-09-27	371	1	20	0
2020-09-24	370	1	20	0
2020-09-23	369	4	20	0
2020-09-22	365	1	20	0
2020-09-20	364	1	20	0
2020-09-19	363	3	20	0
2020-09-18	360	3	20	0
2020-09-17	357	4	20	0
2020-09-15	353	4	20	0
2020-09-13	349	2	20	0
2020-09-11	347	2	20	0
2020-09-10	345	2	20	0
2020-09-09	343	2	20	0
2020-09-08	341	1	20	0
2020-09-06	340	1	20	0
2020-09-05	339	1	20	0
2020-09-04	338	1	20	0
2020-09-01	337	1	20	0
2020-08-27	336	1	20	0
2020-08-25	335	1	20	0
2020-08-20	334	1	20	0
2020-08-18	333	7	20	0
2020-08-17	326	1	20	0
2020-08-16	325	2	20	0
2020-08-09	323	2	20	0
2020-08-06	321	2	20	0
2020-08-05	319	1	20	0
2020-08-04	318	1	20	1
2020-08-02	317	1	19	0
2020-07-29	316	3	19	1
2020-07-28	313	2	18	0
2020-07-24	311	1	18	0
2020-07-21	310	1	18	0
2020-07-17	309	1	18	0
2020-07-14	308	3	18	0
2020-07-11	305	1	18	0
2020-07-04	304	1	18	0
2020-06-30	303	1	18	0
2020-06-28	302	1	18	0
2020-06-27	301	1	18	0
2020-06-24	300	1	18	0
2020-06-22	299	1	18	0
2020-06-20	298	2	18	0
2020-06-16	296	2	18	1
2020-06-15	294	2	17	0
2020-06-09	292	1	17	0
2020-06-06	291	2	17	0
2020-06-05	289	3	17	0
2020-06-04	286	4	17	0
2020-06-03	282	2	17	0
2020-06-01	280	1	17	0
2020-05-31	279	1	17	0
2020-05-30	278	2	17	0
2020-05-29	276	3	17	0
2020-05-28	273	2	17	0
2020-05-27	271	1	17	0
2020-05-26	270	7	17	0
2020-05-23	263	10	17	1
2020-05-22	253	3	16	0
2020-05-21	250	1	16	0
2020-05-20	249	12	16	4
2020-05-19	237	2	12	0
2020-05-18	235	1	12	0
2020-05-16	234	3	12	0
2020-05-15	231	9	12	5
2020-05-13	222	4	7	2
2020-05-12	218	3	5	0
2020-05-11	215	1	5	1
2020-05-10	214	2	4	0
2020-05-06	212	1	4	0
2020-05-05	211	6	4	0
2020-05-04	205	2	4	1
2020-05-03	203	1	3	0
2020-05-02	202	2	3	1
2020-04-30	200	2	2	0
2020-04-29	198	4	2	0
2020-04-28	194	1	2	0
2020-04-25	193	1	2	0
2020-04-24	192	1	2	0
2020-04-23	191	2	2	0
2020-04-22	189	1	2	0
2020-04-21	188	4	2	0
2020-04-20	184	10	2	0
2020-04-19	174	3	2	0
2020-04-18	171	4	2	0
2020-04-17	167	3	2	0
2020-04-16	164	2	2	0
2020-04-15	162	1	2	0
2020-04-14	161	4	2	0
2020-04-13	157	1	2	0
2020-04-12	156	10	2	1
2020-04-10	146	1	1	0
2020-04-09	145	3	1	0
2020-04-08	142	5	1	0
2020-04-07	137	4	1	0
2020-04-06	133	3	1	0
2020-04-04	130	10	1	0
2020-04-03	120	8	1	0
2020-04-02	112	20	1	0
2020-04-01	92	4	1	0
2020-03-31	88	9	1	0
2020-03-30	79	2	1	0
2020-03-29	77	7	1	1
2020-03-28	70	13	0	0
2020-03-27	57	9	0	0
2020-03-26	48	9	0	0
2020-03-25	39	12	0	0
2020-03-24	27	4	0	0
2020-03-23	23	2	0	0
2020-03-22	21	1	0	0
2020-03-21	20	13	0	0
2020-03-19	7	2	0	0
2020-03-17	5	4	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: 0:03:47.844964