Germany: LK Würzburg (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 11:29:10 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Würzburg")
print(f'Population of country="Germany", subregion="LK Würzburg": {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 Würzburg": 163534 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	81898	29	207	0
2023-03-03	81869	11	207	0
2023-03-02	81858	21	207	0
2023-03-01	81837	48	207	0
2023-02-28	81789	60	207	0
2023-02-27	81729	129	207	0
2023-02-24	81600	32	207	0
2023-02-23	81568	52	207	0
2023-02-22	81516	29	207	0
2023-02-21	81487	16	207	0
2023-02-20	81471	18	207	0
2023-02-17	81453	13	207	0
2023-02-16	81440	42	207	0
2023-02-15	81398	54	207	0
2023-02-14	81344	61	207	0
2023-02-13	81283	74	207	1
2023-02-10	81209	28	206	0
2023-02-09	81181	32	206	0
2023-02-08	81149	41	206	0
2023-02-07	81108	69	206	0
2023-02-06	81039	38	206	0
2023-02-03	81001	28	206	0
2023-02-02	80973	32	206	0
2023-02-01	80941	29	206	0
2023-01-31	80912	24	206	0
2023-01-30	80888	25	206	0
2023-01-27	80863	18	206	0
2023-01-26	80845	20	206	0
2023-01-25	80825	11	206	0
2023-01-24	80814	29	206	0
2023-01-23	80785	23	206	0
2023-01-20	80762	10	206	1
2023-01-19	80752	15	205	0
2023-01-18	80737	17	205	0
2023-01-17	80720	13	205	0
2023-01-16	80707	40	205	0
2023-01-13	80667	16	205	0
2023-01-12	80651	18	205	0
2023-01-11	80633	26	205	0
2023-01-10	80607	43	205	1
2023-01-09	80564	44	204	0
2023-01-05	80520	17	204	0
2023-01-04	80503	21	204	0
2023-01-03	80482	33	204	0
2023-01-02	80449	59	204	0
2022-12-30	80390	47	204	0
2022-12-29	80343	26	204	0
2022-12-28	80317	42	204	0
2022-12-27	80275	109	204	1
2022-12-23	80166	31	203	0
2022-12-22	80135	50	203	0
2022-12-21	80085	44	203	1
2022-12-20	80041	57	202	0
2022-12-19	79984	75	202	1
2022-12-16	79909	28	201	0
2022-12-15	79881	33	201	0
2022-12-14	79848	37	201	0
2022-12-13	79811	56	201	0
2022-12-12	79755	71	201	0
2022-12-09	79684	36	201	0
2022-12-08	79648	33	201	0
2022-12-07	79615	26	201	0
2022-12-06	79589	66	201	0
2022-12-05	79523	69	201	2
2022-12-02	79454	26	199	0
2022-12-01	79428	38	199	0
2022-11-30	79390	36	199	0
2022-11-29	79354	70	199	0
2022-11-28	79284	63	199	0
2022-11-25	79221	31	199	1
2022-11-24	79190	46	198	0
2022-11-23	79144	44	198	0
2022-11-22	79100	42	198	0
2022-11-21	79058	74	198	0
2022-11-18	78984	33	198	1
2022-11-17	78951	37	197	0
2022-11-16	78914	41	197	0
2022-11-15	78873	66	197	0
2022-11-14	78807	71	197	0
2022-11-11	78736	59	197	0
2022-11-10	78677	50	197	0
2022-11-09	78627	63	197	0
2022-11-08	78564	122	197	1
2022-11-07	78442	162	196	0
2022-11-04	78280	60	196	0
2022-11-03	78220	109	196	0
2022-11-02	78111	148	196	0
2022-10-31	77963	145	196	1
2022-10-28	77818	86	195	0
2022-10-27	77732	115	195	1
2022-10-26	77617	153	194	0
2022-10-25	77464	216	194	0
2022-10-24	77248	320	194	0
2022-10-21	76928	113	194	0
2022-10-20	76815	209	194	0
2022-10-19	76606	155	194	1
2022-10-18	76451	292	193	2
2022-10-17	76159	411	191	0
2022-10-14	75748	159	191	0
2022-10-13	75589	247	191	2
2022-10-12	75342	259	189	0
2022-10-11	75083	317	189	0
2022-10-10	74766	447	189	2
2022-10-07	74319	244	187	0
2022-10-06	74075	420	187	0
2022-10-05	73655	234	187	0
2022-10-04	73421	396	187	1
2022-09-30	73025	180	186	2
2022-09-29	72845	164	184	0
2022-09-28	72681	191	184	0
2022-09-27	72490	156	184	1
2022-09-26	72334	316	183	1
2022-09-23	72018	75	182	0
2022-09-22	71943	57	182	0
2022-09-21	71886	82	182	0
2022-09-20	71804	98	182	0
2022-09-19	71706	119	182	1
2022-09-16	71587	58	181	0
2022-09-15	71529	70	181	0
2022-09-14	71459	75	181	0
2022-09-13	71384	100	181	1
2022-09-12	71284	143	180	0
2022-09-09	71141	67	180	0
2022-09-08	71074	51	180	0
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2022-09-05	70861	129	180	0
2022-09-03	70732	1	180	0
2022-09-02	70731	42	180	1
2022-09-01	70689	48	179	1
2022-08-31	70641	57	178	0
2022-08-30	70584	105	178	0
2022-08-29	70479	92	178	0
2022-08-26	70387	54	178	0
2022-08-25	70333	40	178	1
2022-08-24	70293	73	177	2
2022-08-23	70220	87	175	0
2022-08-22	70133	177	175	0
2022-08-19	69956	36	175	0
2022-08-18	69920	111	175	1
2022-08-17	69809	120	174	2
2022-08-16	69689	183	172	0
2022-08-12	69506	71	172	0
2022-08-11	69435	104	172	0
2022-08-10	69331	73	172	0
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2022-08-08	69102	181	172	1
2022-08-05	68921	133	171	1
2022-08-04	68788	139	170	1
2022-08-03	68649	122	169	1
2022-08-02	68527	214	168	0
2022-08-01	68313	323	168	1
2022-07-29	67990	183	167	2
2022-07-28	67807	274	165	1
2022-07-27	67533	350	164	0
2022-07-26	67183	383	164	0
2022-07-25	66800	551	164	1
2022-07-23	66249	2	163	0
2022-07-22	66247	322	163	0
2022-07-21	65925	388	163	0
2022-07-20	65537	367	163	0
2022-07-19	65170	441	163	1
2022-07-18	64729	646	162	0
2022-07-17	64083	2	162	0
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2021-09-10	4902	17	82	3
2021-09-09	4885	13	79	0
2021-09-08	4872	26	79	0
2021-09-07	4846	25	79	2
2021-09-06	4821	11	77	0
2021-09-05	4810	14	77	0
2021-09-04	4796	19	77	0
2021-09-03	4777	11	77	1
2021-09-02	4766	23	76	0
2021-09-01	4743	22	76	0
2021-08-31	4721	36	76	1
2021-08-30	4685	10	75	0
2021-08-29	4675	7	75	0
2021-08-28	4668	6	75	0
2021-08-27	4662	11	75	0
2021-08-26	4651	17	75	0
2021-08-25	4634	19	75	0
2021-08-24	4615	24	75	0
2021-08-23	4591	12	75	0
2021-08-22	4579	4	75	0
2021-08-21	4575	11	75	0
2021-08-20	4564	2	75	0
2021-08-19	4562	9	75	0
2021-08-18	4553	9	75	0
2021-08-17	4544	10	75	0
2021-08-16	4534	6	75	0
2021-08-14	4528	7	75	0
2021-08-13	4521	2	75	0
2021-08-12	4519	3	75	0
2021-08-10	4516	5	75	0
2021-08-08	4511	1	75	0
2021-08-06	4510	5	75	0
2021-08-05	4505	3	75	1
2021-08-04	4502	2	74	0
2021-08-02	4500	1	74	0
2021-08-01	4499	3	74	0
2021-07-31	4496	6	74	0
2021-07-30	4490	1	74	0
2021-07-29	4489	1	74	0
2021-07-28	4488	2	74	0
2021-07-27	4486	2	74	0
2021-07-24	4484	1	74	0
2021-07-23	4483	2	74	0
2021-07-21	4481	4	74	0
2021-07-20	4477	2	74	0
2021-07-19	4475	2	74	0
2021-07-17	4473	1	74	0
2021-07-15	4472	1	74	0
2021-07-14	4471	1	74	0
2021-07-13	4470	2	74	1
2021-07-10	4468	2	73	0
2021-07-09	4466	3	73	0
2021-07-08	4463	2	73	0
2021-07-07	4461	4	73	0
2021-07-05	4457	1	73	0
2021-07-03	4456	1	73	0
2021-07-02	4455	1	73	0
2021-07-01	4454	4	73	0
2021-06-30	4450	2	73	0
2021-06-29	4448	7	73	0
2021-06-28	4441	1	73	0
2021-06-27	4440	1	73	0
2021-06-26	4439	2	73	0
2021-06-25	4437	2	73	0
2021-06-24	4435	2	73	0
2021-06-23	4433	6	73	0
2021-06-22	4427	5	73	0
2021-06-21	4422	2	73	0
2021-06-20	4420	2	73	0
2021-06-19	4418	2	73	0
2021-06-18	4416	5	73	0
2021-06-17	4411	1	73	0
2021-06-16	4410	5	73	0
2021-06-15	4405	4	73	0
2021-06-13	4401	3	73	0
2021-06-12	4398	2	73	0
2021-06-11	4396	5	73	0
2021-06-10	4391	4	73	0
2021-06-09	4387	3	73	0
2021-06-08	4384	10	73	0
2021-06-07	4374	1	73	0
2021-06-06	4373	3	73	0
2021-06-05	4370	9	73	0
2021-06-04	4361	1	73	0
2021-06-03	4360	5	73	0
2021-06-02	4355	5	73	0
2021-06-01	4350	5	73	0
2021-05-31	4345	1	73	0
2021-05-29	4344	2	73	0
2021-05-28	4342	2	73	0
2021-05-27	4340	4	73	0
2021-05-26	4336	2	73	0
2021-05-24	4334	1	73	1
2021-05-23	4333	3	72	0
2021-05-22	4330	7	72	0
2021-05-21	4323	1	72	0
2021-05-20	4322	11	72	0
2021-05-19	4311	13	72	0
2021-05-18	4298	12	72	0
2021-05-17	4286	5	72	0
2021-05-16	4281	3	72	0
2021-05-15	4278	13	72	0
2021-05-14	4265	1	72	0
2021-05-13	4264	4	72	0
2021-05-12	4260	13	72	0
2021-05-11	4247	16	72	1
2021-05-10	4231	5	71	0
2021-05-09	4226	2	71	0
2021-05-08	4224	8	71	0
2021-05-07	4216	17	71	1
2021-05-06	4199	23	70	0
2021-05-05	4176	20	70	0
2021-05-04	4156	26	70	0
2021-05-03	4130	1	70	0
2021-05-02	4129	13	70	0
2021-05-01	4116	8	70	0
2021-04-30	4108	14	70	0
2021-04-29	4094	14	70	0
2021-04-28	4080	24	70	0
2021-04-27	4056	22	70	0
2021-04-26	4034	12	70	0
2021-04-25	4022	15	70	0
2021-04-24	4007	22	70	0
2021-04-23	3985	8	70	0
2021-04-22	3977	21	70	0
2021-04-21	3956	30	70	0
2021-04-20	3926	46	70	0
2021-04-19	3880	19	70	1
2021-04-18	3861	18	69	0
2021-04-17	3843	23	69	0
2021-04-16	3820	11	69	0
2021-04-15	3809	31	69	0
2021-04-14	3778	38	69	0
2021-04-13	3740	29	69	0
2021-04-12	3711	13	69	0
2021-04-11	3698	21	69	0
2021-04-10	3677	26	69	0
2021-04-09	3651	20	69	0
2021-04-08	3631	35	69	0
2021-04-07	3596	39	69	1
2021-04-06	3557	11	68	0
2021-04-05	3546	19	68	2
2021-04-04	3527	20	66	0
2021-04-03	3507	22	66	1
2021-04-02	3485	25	65	0
2021-04-01	3460	19	65	0
2021-03-31	3441	41	65	0
2021-03-30	3400	34	65	1
2021-03-29	3366	12	64	0
2021-03-28	3354	5	64	1
2021-03-27	3349	21	63	0
2021-03-26	3328	14	63	0
2021-03-25	3314	17	63	0
2021-03-24	3297	16	63	0
2021-03-23	3281	19	63	0
2021-03-22	3262	2	63	0
2021-03-21	3260	5	63	1
2021-03-20	3255	13	62	0
2021-03-19	3242	20	62	0
2021-03-18	3222	11	62	0
2021-03-17	3211	17	62	0
2021-03-16	3194	17	62	0
2021-03-15	3177	14	62	0
2021-03-14	3163	9	62	0
2021-03-13	3154	12	62	0
2021-03-12	3142	13	62	0
2021-03-11	3129	13	62	0
2021-03-10	3116	18	62	1
2021-03-09	3098	8	61	0
2021-03-08	3090	6	61	0
2021-03-07	3084	7	61	0
2021-03-06	3077	8	61	0
2021-03-05	3069	2	61	0
2021-03-04	3067	9	61	0
2021-03-03	3058	8	61	0
2021-03-02	3050	17	61	0
2021-03-01	3033	3	61	0
2021-02-28	3030	4	61	0
2021-02-27	3026	13	61	0
2021-02-26	3013	13	61	0
2021-02-25	3000	9	61	0
2021-02-24	2991	7	61	0
2021-02-23	2984	11	61	0
2021-02-22	2973	1	61	0
2021-02-21	2972	2	61	0
2021-02-20	2970	4	61	0
2021-02-19	2966	8	61	1
2021-02-18	2958	7	60	0
2021-02-17	2951	10	60	0
2021-02-16	2941	13	60	0
2021-02-14	2928	5	60	0
2021-02-13	2923	6	60	0
2021-02-12	2917	13	60	0
2021-02-11	2904	2	60	0
2021-02-10	2902	17	60	2
2021-02-09	2885	16	58	0
2021-02-08	2869	2	58	0
2021-02-07	2867	9	58	0
2021-02-06	2858	11	58	1
2021-02-05	2847	3	57	0
2021-02-04	2844	11	57	1
2021-02-03	2833	19	56	1
2021-02-02	2814	37	55	0
2021-02-01	2777	1	55	0
2021-01-31	2776	11	55	1
2021-01-30	2765	36	54	2
2021-01-29	2729	7	52	0
2021-01-28	2722	17	52	1
2021-01-27	2705	17	51	2
2021-01-26	2688	24	49	0
2021-01-25	2664	5	49	0
2021-01-24	2659	3	49	0
2021-01-23	2656	28	49	0
2021-01-22	2628	22	49	2
2021-01-21	2606	27	47	0
2021-01-20	2579	15	47	0
2021-01-19	2564	36	47	1
2021-01-18	2528	4	46	0
2021-01-17	2524	14	46	1
2021-01-16	2510	7	45	0
2021-01-15	2503	11	45	0
2021-01-14	2492	14	45	0
2021-01-13	2478	20	45	0
2021-01-12	2458	26	45	1
2021-01-11	2432	8	44	0
2021-01-09	2424	29	44	0
2021-01-08	2395	32	44	0
2021-01-07	2363	18	44	0
2021-01-06	2345	33	44	0
2021-01-05	2312	39	44	1
2021-01-04	2273	6	43	0
2021-01-03	2267	8	43	0
2021-01-01	2259	4	43	0
2020-12-31	2255	25	43	1
2020-12-30	2230	32	42	0
2020-12-29	2198	17	42	0
2020-12-28	2181	20	42	0
2020-12-27	2161	5	42	0
2020-12-26	2156	3	42	0
2020-12-25	2153	1	42	0
2020-12-24	2152	23	42	1
2020-12-23	2129	19	41	1
2020-12-22	2110	19	40	1
2020-12-21	2091	14	39	1
2020-12-20	2077	15	38	0
2020-12-19	2062	12	38	0
2020-12-18	2050	17	38	1
2020-12-17	2033	27	37	2
2020-12-16	2006	16	35	0
2020-12-15	1990	12	35	0
2020-12-14	1978	2	35	0
2020-12-13	1976	9	35	0
2020-12-12	1967	21	35	0
2020-12-11	1946	18	35	0
2020-12-10	1928	27	35	1
2020-12-09	1901	28	34	1
2020-12-08	1873	25	33	0
2020-12-07	1848	1	33	0
2020-12-06	1847	6	33	0
2020-12-05	1841	22	33	0
2020-12-04	1819	27	33	0
2020-12-03	1792	19	33	0
2020-12-02	1773	23	33	1
2020-12-01	1750	13	32	0
2020-11-30	1737	5	32	1
2020-11-29	1732	6	31	0
2020-11-28	1726	11	31	0
2020-11-27	1715	11	31	0
2020-11-26	1704	21	31	0
2020-11-25	1683	25	31	0
2020-11-24	1658	29	31	0
2020-11-23	1629	4	31	1
2020-11-22	1625	4	30	0
2020-11-21	1621	30	30	0
2020-11-20	1591	32	30	0
2020-11-19	1559	32	30	0
2020-11-18	1527	21	30	0
2020-11-17	1506	27	30	1
2020-11-16	1479	3	29	0
2020-11-15	1476	8	29	1
2020-11-14	1468	24	28	0
2020-11-13	1444	32	28	0
2020-11-12	1412	37	28	0
2020-11-11	1375	37	28	0
2020-11-10	1338	38	28	0
2020-11-09	1300	9	28	0
2020-11-08	1291	26	28	0
2020-11-07	1265	44	28	0
2020-11-06	1221	24	28	0
2020-11-05	1197	23	28	0
2020-11-04	1174	35	28	4
2020-11-03	1139	31	24	1
2020-11-02	1108	74	23	12
2020-11-01	1034	36	11	2
2020-10-31	998	19	9	0
2020-10-30	979	24	9	2
2020-10-29	955	18	7	0
2020-10-28	937	35	7	0
2020-10-27	902	17	7	0
2020-10-26	885	12	7	0
2020-10-25	873	21	7	0
2020-10-24	852	18	7	0
2020-10-23	834	15	7	0
2020-10-22	819	16	7	0
2020-10-21	803	20	7	0
2020-10-20	783	16	7	0
2020-10-19	767	13	7	0
2020-10-18	754	2	7	0
2020-10-17	752	15	7	0
2020-10-16	737	25	7	0
2020-10-15	712	6	7	0
2020-10-14	706	5	7	0
2020-10-13	701	6	7	0
2020-10-12	695	3	7	0
2020-10-11	692	1	7	0
2020-10-10	691	4	7	0
2020-10-09	687	2	7	0
2020-10-08	685	7	7	0
2020-10-07	678	7	7	0
2020-10-06	671	6	7	0
2020-10-05	665	3	7	0
2020-10-03	662	3	7	0
2020-10-02	659	2	7	0
2020-10-01	657	3	7	0
2020-09-30	654	4	7	0
2020-09-29	650	3	7	0
2020-09-28	647	2	7	0
2020-09-27	645	1	7	0
2020-09-26	644	4	7	0
2020-09-25	640	3	7	0
2020-09-24	637	3	7	0
2020-09-23	634	4	7	0
2020-09-22	630	8	7	0
2020-09-19	622	11	7	0
2020-09-18	611	10	7	0
2020-09-17	601	7	7	0
2020-09-16	594	9	7	0
2020-09-15	585	23	7	0
2020-09-14	562	4	7	0
2020-09-13	558	10	7	0
2020-09-12	548	4	7	0
2020-09-11	544	5	7	0
2020-09-10	539	4	7	0
2020-09-09	535	17	7	0
2020-09-08	518	10	7	0
2020-09-07	508	4	7	0
2020-09-06	504	5	7	0
2020-09-04	499	2	7	0
2020-09-03	497	10	7	0
2020-09-01	487	1	7	0
2020-08-31	486	1	7	0
2020-08-30	485	3	7	0
2020-08-29	482	2	7	0
2020-08-28	480	4	7	0
2020-08-27	476	1	7	0
2020-08-26	475	1	7	0
2020-08-25	474	2	7	0
2020-08-22	472	3	7	0
2020-08-21	469	2	7	0
2020-08-20	467	5	7	0
2020-08-19	462	4	7	0
2020-08-18	458	2	7	0
2020-08-17	456	2	7	0
2020-08-14	454	2	7	0
2020-08-13	452	4	7	0
2020-08-12	448	1	7	0
2020-08-11	447	4	7	0
2020-08-08	443	1	7	0
2020-08-07	442	1	7	0
2020-08-06	441	3	7	0
2020-08-05	438	3	7	0
2020-08-04	435	2	7	0
2020-08-01	433	1	7	0
2020-07-31	432	1	7	0
2020-07-29	431	1	7	0
2020-07-28	430	1	7	0
2020-07-25	429	4	7	0
2020-07-24	425	4	7	0
2020-07-23	421	1	7	0
2020-07-21	420	1	7	0
2020-07-20	419	1	7	0
2020-07-16	418	1	7	0
2020-07-10	417	2	7	0
2020-07-08	415	2	7	0
2020-07-07	413	1	7	0
2020-07-06	412	1	7	0
2020-07-03	411	1	7	0
2020-06-28	410	2	7	0
2020-06-24	408	7	7	0
2020-06-23	401	1	7	0
2020-06-13	400	1	7	0
2020-06-05	399	3	7	0
2020-05-28	396	1	7	0
2020-05-20	395	3	7	0
2020-05-08	392	2	7	0
2020-05-06	390	2	7	0
2020-04-29	388	1	7	0
2020-04-28	387	2	7	0
2020-04-23	385	2	7	0
2020-04-22	383	3	7	0
2020-04-20	380	8	7	1
2020-04-19	372	2	6	0
2020-04-18	370	2	6	0
2020-04-17	368	7	6	0
2020-04-16	361	5	6	0
2020-04-15	356	2	6	1
2020-04-14	354	9	5	0
2020-04-13	345	9	5	0
2020-04-11	336	8	5	0
2020-04-10	328	2	5	0
2020-04-09	326	17	5	0
2020-04-08	309	13	5	0
2020-04-07	296	4	5	0
2020-04-06	292	8	5	0
2020-04-05	284	9	5	1
2020-04-04	275	21	4	2
2020-04-03	254	14	2	0
2020-04-02	240	15	2	0
2020-04-01	225	12	2	0
2020-03-31	213	13	2	0
2020-03-30	200	14	2	2
2020-03-29	186	7	0	0
2020-03-28	179	16	0	0
2020-03-27	163	27	0	0
2020-03-26	136	11	0	0
2020-03-25	125	11	0	0
2020-03-24	114	18	0	0
2020-03-23	96	16	0	0
2020-03-22	80	4	0	0
2020-03-21	76	17	0	0
2020-03-20	59	18	0	0
2020-03-19	41	9	0	0
2020-03-18	32	9	0	0
2020-03-17	23	4	0	0
2020-03-16	19	2	0	0
2020-03-15	17	1	0	0
2020-03-14	16	1	0	0
2020-03-13	15	6	0	0
2020-03-12	9	1	0	0
2020-03-10	8	4	0	0
2020-03-09	4	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: 0:03:19.407374