Germany: LK Starnberg (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 11:21:49 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Starnberg")
print(f'Population of country="Germany", subregion="LK Starnberg": {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 Starnberg": 136747 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	60088	14	196	0
2023-03-04	60074	1	196	0
2023-03-03	60073	3	196	0
2023-03-02	60070	13	196	0
2023-03-01	60057	13	196	0
2023-02-28	60044	25	196	0
2023-02-27	60019	29	196	2
2023-02-24	59990	10	194	0
2023-02-23	59980	20	194	1
2023-02-22	59960	17	193	0
2023-02-21	59943	11	193	0
2023-02-20	59932	29	193	0
2023-02-17	59903	10	193	0
2023-02-16	59893	18	193	1
2023-02-15	59875	21	192	0
2023-02-14	59854	22	192	0
2023-02-13	59832	38	192	0
2023-02-10	59794	18	192	0
2023-02-09	59776	26	192	0
2023-02-08	59750	25	192	0
2023-02-07	59725	33	192	0
2023-02-06	59692	33	192	0
2023-02-03	59659	24	192	0
2023-02-02	59635	18	192	0
2023-02-01	59617	14	192	0
2023-01-31	59603	25	192	0
2023-01-30	59578	29	192	0
2023-01-27	59549	15	192	0
2023-01-26	59534	10	192	0
2023-01-25	59524	16	192	0
2023-01-24	59508	16	192	1
2023-01-23	59492	27	191	0
2023-01-20	59465	14	191	0
2023-01-19	59451	12	191	0
2023-01-18	59439	11	191	0
2023-01-17	59428	24	191	0
2023-01-16	59404	26	191	1
2023-01-13	59378	16	190	0
2023-01-12	59362	22	190	0
2023-01-11	59340	16	190	0
2023-01-10	59324	18	190	0
2023-01-09	59306	44	190	0
2023-01-05	59262	9	190	0
2023-01-04	59253	16	190	1
2023-01-03	59237	21	189	0
2023-01-02	59216	24	189	0
2022-12-30	59192	15	189	1
2022-12-29	59177	21	188	0
2022-12-28	59156	36	188	0
2022-12-27	59120	48	188	0
2022-12-23	59072	28	188	0
2022-12-22	59044	21	188	0
2022-12-21	59023	28	188	0
2022-12-20	58995	32	188	0
2022-12-19	58963	45	188	0
2022-12-16	58918	24	188	0
2022-12-15	58894	31	188	0
2022-12-14	58863	42	188	0
2022-12-13	58821	44	188	0
2022-12-12	58777	42	188	1
2022-12-09	58735	15	187	0
2022-12-08	58720	25	187	0
2022-12-07	58695	34	187	0
2022-12-06	58661	36	187	1
2022-12-05	58625	35	186	0
2022-12-02	58590	26	186	0
2022-12-01	58564	14	186	0
2022-11-30	58550	27	186	0
2022-11-29	58523	34	186	0
2022-11-28	58489	26	186	0
2022-11-25	58463	20	186	1
2022-11-24	58443	20	185	0
2022-11-23	58423	23	185	0
2022-11-22	58400	33	185	0
2022-11-21	58367	32	185	1
2022-11-18	58335	22	184	0
2022-11-17	58313	20	184	0
2022-11-16	58293	23	184	0
2022-11-15	58270	24	184	0
2022-11-14	58246	30	184	0
2022-11-11	58216	18	184	0
2022-11-10	58198	28	184	0
2022-11-09	58170	19	184	0
2022-11-08	58151	49	184	0
2022-11-07	58102	45	184	0
2022-11-04	58057	27	184	0
2022-11-03	58030	40	184	0
2022-11-02	57990	57	184	0
2022-10-31	57933	47	184	0
2022-10-28	57886	37	184	1
2022-10-27	57849	47	183	0
2022-10-26	57802	44	183	0
2022-10-25	57758	78	183	0
2022-10-24	57680	110	183	0
2022-10-21	57570	59	183	1
2022-10-20	57511	82	182	1
2022-10-19	57429	115	181	2
2022-10-18	57314	162	179	0
2022-10-17	57152	189	179	1
2022-10-16	56963	1	178	0
2022-10-14	56962	144	178	0
2022-10-13	56818	204	178	1
2022-10-12	56614	194	177	0
2022-10-11	56420	355	177	0
2022-10-10	56065	329	177	0
2022-10-07	55736	258	177	0
2022-10-06	55478	365	177	2
2022-10-05	55113	637	175	0
2022-10-04	54476	340	175	1
2022-10-03	54136	1	174	0
2022-10-01	54135	1	174	0
2022-09-30	54134	223	174	0
2022-09-29	53911	309	174	0
2022-09-28	53602	253	174	0
2022-09-27	53349	312	174	0
2022-09-26	53037	257	174	0
2022-09-23	52780	88	174	0
2022-09-22	52692	73	174	0
2022-09-21	52619	77	174	0
2022-09-20	52542	81	174	0
2022-09-19	52461	73	174	0
2022-09-16	52388	39	174	0
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2022-09-06	52017	75	174	0
2022-09-05	51942	50	174	0
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2021-09-17	5768	15	123	0
2021-09-16	5753	11	123	0
2021-09-15	5742	25	123	0
2021-09-14	5717	40	123	0
2021-09-13	5677	8	123	0
2021-09-12	5669	10	123	0
2021-09-11	5659	23	123	0
2021-09-10	5636	13	123	0
2021-09-09	5623	14	123	0
2021-09-08	5609	23	123	0
2021-09-07	5586	41	123	1
2021-09-06	5545	17	122	0
2021-09-05	5528	7	122	0
2021-09-04	5521	11	122	0
2021-09-03	5510	12	122	1
2021-09-02	5498	18	121	0
2021-09-01	5480	37	121	2
2021-08-31	5443	23	119	0
2021-08-30	5420	16	119	0
2021-08-29	5404	1	119	1
2021-08-28	5403	17	118	0
2021-08-27	5386	17	118	0
2021-08-26	5369	21	118	1
2021-08-25	5348	28	117	0
2021-08-24	5320	24	117	0
2021-08-23	5296	7	117	0
2021-08-22	5289	2	117	0
2021-08-21	5287	11	117	0
2021-08-20	5276	4	117	0
2021-08-19	5272	6	117	0
2021-08-18	5266	8	117	0
2021-08-17	5258	15	117	1
2021-08-16	5243	7	116	0
2021-08-15	5236	1	116	0
2021-08-14	5235	3	116	0
2021-08-13	5232	7	116	0
2021-08-12	5225	4	116	0
2021-08-11	5221	3	116	0
2021-08-10	5218	8	116	0
2021-08-09	5210	1	116	0
2021-08-07	5209	3	116	0
2021-08-06	5206	4	116	0
2021-08-05	5202	6	116	0
2021-08-04	5196	2	116	0
2021-08-03	5194	5	116	0
2021-08-02	5189	2	116	0
2021-08-01	5187	2	116	0
2021-07-31	5185	2	116	0
2021-07-30	5183	5	116	0
2021-07-29	5178	2	116	0
2021-07-28	5176	3	116	0
2021-07-27	5173	6	116	0
2021-07-26	5167	3	116	0
2021-07-25	5164	3	116	0
2021-07-24	5161	4	116	0
2021-07-23	5157	4	116	0
2021-07-22	5153	7	116	0
2021-07-21	5146	5	116	0
2021-07-20	5141	9	116	0
2021-07-19	5132	3	116	0
2021-07-17	5129	5	116	0
2021-07-16	5124	9	116	0
2021-07-15	5115	4	116	0
2021-07-14	5111	6	116	0
2021-07-13	5105	3	116	0
2021-07-12	5102	3	116	0
2021-07-11	5099	4	116	0
2021-07-10	5095	6	116	0
2021-07-09	5089	3	116	0
2021-07-07	5086	2	116	0
2021-07-06	5084	1	116	0
2021-07-05	5083	7	116	0
2021-07-02	5076	1	116	0
2021-06-29	5075	2	116	0
2021-06-23	5073	3	116	0
2021-06-22	5070	2	116	0
2021-06-21	5068	2	116	0
2021-06-19	5066	1	116	0
2021-06-17	5065	3	116	0
2021-06-16	5062	2	116	0
2021-06-15	5060	1	116	0
2021-06-13	5059	2	116	0
2021-06-11	5057	3	116	0
2021-06-10	5054	2	116	0
2021-06-09	5052	2	116	0
2021-06-08	5050	3	116	0
2021-06-07	5047	3	116	0
2021-06-05	5044	2	116	0
2021-06-01	5042	3	116	0
2021-05-29	5039	1	116	0
2021-05-28	5038	3	116	0
2021-05-27	5035	3	116	0
2021-05-26	5032	3	116	0
2021-05-24	5029	1	116	0
2021-05-22	5028	9	116	0
2021-05-21	5019	5	116	0
2021-05-20	5014	8	116	0
2021-05-19	5006	7	116	0
2021-05-18	4999	12	116	0
2021-05-17	4987	4	116	0
2021-05-15	4983	8	116	0
2021-05-14	4975	6	116	0
2021-05-13	4969	8	116	0
2021-05-12	4961	24	116	1
2021-05-11	4937	17	115	0
2021-05-10	4920	13	115	0
2021-05-09	4907	1	115	0
2021-05-08	4906	5	115	0
2021-05-07	4901	10	115	0
2021-05-06	4891	12	115	0
2021-05-05	4879	16	115	0
2021-05-04	4863	28	115	0
2021-05-03	4835	9	115	0
2021-05-02	4826	2	115	0
2021-05-01	4824	13	115	0
2021-04-30	4811	16	115	0
2021-04-29	4795	14	115	0
2021-04-28	4781	18	115	0
2021-04-27	4763	15	115	0
2021-04-26	4748	12	115	0
2021-04-25	4736	2	115	0
2021-04-24	4734	15	115	0
2021-04-23	4719	34	115	1
2021-04-22	4685	21	114	0
2021-04-21	4664	14	114	0
2021-04-20	4650	27	114	0
2021-04-19	4623	21	114	0
2021-04-18	4602	19	114	0
2021-04-17	4583	63	114	0
2021-04-16	4520	29	114	0
2021-04-15	4491	20	114	0
2021-04-14	4471	31	114	0
2021-04-13	4440	41	114	0
2021-04-12	4399	16	114	0
2021-04-11	4383	8	114	0
2021-04-10	4375	12	114	0
2021-04-09	4363	30	114	0
2021-04-08	4333	23	114	0
2021-04-07	4310	30	114	0
2021-04-06	4280	9	114	1
2021-04-05	4271	8	113	0
2021-04-04	4263	4	113	0
2021-04-03	4259	9	113	0
2021-04-02	4250	21	113	0
2021-04-01	4229	8	113	0
2021-03-31	4221	40	113	0
2021-03-30	4181	36	113	0
2021-03-29	4145	16	113	0
2021-03-28	4129	9	113	0
2021-03-27	4120	19	113	0
2021-03-26	4101	34	113	0
2021-03-25	4067	31	113	0
2021-03-24	4036	36	113	1
2021-03-23	4000	37	112	0
2021-03-22	3963	11	112	0
2021-03-21	3952	3	112	0
2021-03-20	3949	11	112	0
2021-03-19	3938	22	112	0
2021-03-18	3916	15	112	0
2021-03-17	3901	16	112	0
2021-03-16	3885	19	112	1
2021-03-15	3866	15	111	1
2021-03-14	3851	7	110	0
2021-03-13	3844	18	110	0
2021-03-12	3826	10	110	0
2021-03-11	3816	17	110	1
2021-03-10	3799	7	109	3
2021-03-09	3792	16	106	0
2021-03-08	3776	11	106	1
2021-03-07	3765	7	105	0
2021-03-06	3758	5	105	0
2021-03-05	3753	7	105	0
2021-03-04	3746	10	105	0
2021-03-03	3736	16	105	0
2021-03-02	3720	16	105	0
2021-03-01	3704	6	105	0
2021-02-28	3698	2	105	0
2021-02-27	3696	5	105	0
2021-02-26	3691	6	105	0
2021-02-25	3685	10	105	0
2021-02-24	3675	3	105	0
2021-02-23	3672	9	105	0
2021-02-22	3663	4	105	1
2021-02-21	3659	3	104	0
2021-02-20	3656	4	104	0
2021-02-19	3652	11	104	1
2021-02-18	3641	8	103	0
2021-02-17	3633	12	103	0
2021-02-16	3621	20	103	2
2021-02-15	3601	4	101	1
2021-02-14	3597	1	100	0
2021-02-13	3596	4	100	0
2021-02-12	3592	12	100	1
2021-02-11	3580	8	99	1
2021-02-10	3572	13	98	0
2021-02-09	3559	9	98	0
2021-02-08	3550	3	98	0
2021-02-06	3547	5	98	0
2021-02-05	3542	6	98	0
2021-02-04	3536	8	98	0
2021-02-03	3528	18	98	1
2021-02-02	3510	9	97	0
2021-02-01	3501	13	97	0
2021-01-31	3488	2	97	0
2021-01-30	3486	13	97	1
2021-01-29	3473	22	96	1
2021-01-28	3451	16	95	1
2021-01-27	3435	8	94	3
2021-01-26	3427	30	91	0
2021-01-25	3397	6	91	0
2021-01-24	3391	5	91	0
2021-01-23	3386	11	91	0
2021-01-22	3375	15	91	0
2021-01-21	3360	17	91	2
2021-01-20	3343	19	89	3
2021-01-19	3324	24	86	0
2021-01-18	3300	9	86	1
2021-01-17	3291	11	85	0
2021-01-16	3280	27	85	2
2021-01-15	3253	44	83	2
2021-01-14	3209	37	81	2
2021-01-13	3172	39	79	6
2021-01-12	3133	38	73	3
2021-01-11	3095	13	70	2
2021-01-10	3082	28	68	3
2021-01-09	3054	22	65	1
2021-01-08	3032	23	64	0
2021-01-07	3009	40	64	6
2021-01-06	2969	27	58	0
2021-01-05	2942	50	58	3
2021-01-04	2892	16	55	0
2021-01-03	2876	10	55	0
2021-01-02	2866	11	55	0
2021-01-01	2855	10	55	4
2020-12-31	2845	24	51	1
2020-12-30	2821	49	50	8
2020-12-29	2772	51	42	3
2020-12-28	2721	19	39	3
2020-12-27	2702	9	36	0
2020-12-26	2693	10	36	0
2020-12-25	2683	23	36	0
2020-12-24	2660	26	36	0
2020-12-23	2634	41	36	0
2020-12-22	2593	61	36	1
2020-12-21	2532	24	35	0
2020-12-20	2508	35	35	1
2020-12-19	2473	44	34	0
2020-12-18	2429	21	34	1
2020-12-17	2408	30	33	1
2020-12-16	2378	42	32	2
2020-12-15	2336	35	30	2
2020-12-14	2301	27	28	2
2020-12-13	2274	50	26	1
2020-12-12	2224	50	25	0
2020-12-11	2174	31	25	1
2020-12-10	2143	44	24	1
2020-12-09	2099	46	23	0
2020-12-08	2053	48	23	0
2020-12-07	2005	18	23	1
2020-12-06	1987	7	22	0
2020-12-05	1980	14	22	1
2020-12-04	1966	31	21	1
2020-12-03	1935	26	20	0
2020-12-02	1909	32	20	1
2020-12-01	1877	30	19	0
2020-11-30	1847	12	19	0
2020-11-29	1835	9	19	0
2020-11-28	1826	17	19	0
2020-11-27	1809	16	19	0
2020-11-26	1793	26	19	0
2020-11-25	1767	23	19	1
2020-11-24	1744	28	18	0
2020-11-23	1716	16	18	0
2020-11-22	1700	11	18	0
2020-11-21	1689	11	18	0
2020-11-20	1678	29	18	0
2020-11-19	1649	10	18	0
2020-11-18	1639	45	18	1
2020-11-17	1594	20	17	0
2020-11-16	1574	2	17	0
2020-11-15	1572	5	17	0
2020-11-14	1567	25	17	0
2020-11-13	1542	33	17	1
2020-11-12	1509	34	16	0
2020-11-11	1475	34	16	0
2020-11-10	1441	34	16	0
2020-11-09	1407	24	16	0
2020-11-08	1383	18	16	0
2020-11-07	1365	30	16	0
2020-11-06	1335	35	16	0
2020-11-05	1300	36	16	0
2020-11-04	1264	39	16	0
2020-11-03	1225	34	16	0
2020-11-02	1191	15	16	0
2020-11-01	1176	19	16	0
2020-10-31	1157	18	16	0
2020-10-30	1139	36	16	0
2020-10-29	1103	12	16	0
2020-10-28	1091	27	16	0
2020-10-27	1064	22	16	0
2020-10-26	1042	21	16	1
2020-10-25	1021	6	15	0
2020-10-24	1015	19	15	0
2020-10-23	996	14	15	0
2020-10-22	982	16	15	0
2020-10-21	966	17	15	0
2020-10-20	949	17	15	1
2020-10-19	932	4	14	0
2020-10-18	928	8	14	0
2020-10-17	920	18	14	0
2020-10-16	902	5	14	0
2020-10-15	897	17	14	0
2020-10-14	880	10	14	0
2020-10-13	870	11	14	0
2020-10-12	859	6	14	0
2020-10-11	853	6	14	0
2020-10-10	847	7	14	0
2020-10-09	840	8	14	0
2020-10-08	832	11	14	0
2020-10-07	821	10	14	0
2020-10-06	811	2	14	0
2020-10-05	809	3	14	0
2020-10-04	806	2	14	0
2020-10-03	804	1	14	0
2020-10-02	803	5	14	0
2020-10-01	798	3	14	0
2020-09-30	795	2	14	0
2020-09-29	793	1	14	0
2020-09-28	792	4	14	0
2020-09-27	788	1	14	0
2020-09-26	787	1	14	0
2020-09-25	786	5	14	0
2020-09-24	781	3	14	0
2020-09-23	778	1	14	0
2020-09-22	777	7	14	0
2020-09-21	770	1	14	0
2020-09-20	769	1	14	0
2020-09-19	768	7	14	0
2020-09-18	761	3	14	0
2020-09-17	758	7	14	0
2020-09-16	751	6	14	0
2020-09-15	745	7	14	0
2020-09-13	738	3	14	0
2020-09-12	735	7	14	0
2020-09-11	728	6	14	0
2020-09-10	722	3	14	0
2020-09-09	719	6	14	0
2020-09-08	713	6	14	0
2020-09-07	707	3	14	0
2020-09-05	704	4	14	0
2020-09-04	700	4	14	0
2020-09-03	696	3	14	0
2020-09-02	693	4	14	0
2020-09-01	689	4	14	0
2020-08-31	685	3	14	0
2020-08-30	682	2	14	0
2020-08-29	680	1	14	0
2020-08-28	679	4	14	0
2020-08-27	675	5	14	0
2020-08-26	670	4	14	0
2020-08-25	666	5	14	0
2020-08-24	661	4	14	0
2020-08-23	657	4	14	0
2020-08-22	653	3	14	0
2020-08-21	650	4	14	0
2020-08-20	646	1	14	0
2020-08-19	645	6	14	0
2020-08-18	639	8	14	0
2020-08-17	631	3	14	0
2020-08-16	628	4	14	0
2020-08-15	624	1	14	0
2020-08-14	623	1	14	0
2020-08-13	622	4	14	0
2020-08-12	618	1	14	0
2020-08-06	617	1	14	0
2020-08-05	616	1	14	0
2020-08-04	615	1	14	0
2020-08-03	614	1	14	0
2020-07-31	613	1	14	0
2020-07-30	612	1	14	0
2020-07-29	611	2	14	0
2020-07-28	609	1	14	0
2020-07-27	608	2	14	0
2020-07-21	606	1	14	0
2020-07-20	605	6	14	0
2020-07-15	599	2	14	0
2020-07-14	597	1	14	0
2020-07-10	596	1	14	0
2020-07-09	595	2	14	0
2020-07-08	593	1	14	0
2020-07-07	592	4	14	0
2020-07-04	588	9	14	0
2020-07-02	579	3	14	0
2020-07-01	576	2	14	0
2020-06-30	574	3	14	0
2020-06-29	571	12	14	0
2020-06-27	559	2	14	0
2020-06-26	557	13	14	0
2020-06-24	544	1	14	0
2020-06-17	543	1	14	0
2020-06-05	542	1	14	0
2020-06-04	541	1	14	0
2020-06-03	540	2	14	0
2020-06-02	538	1	14	0
2020-05-30	537	5	14	0
2020-05-29	532	1	14	0
2020-05-28	531	3	14	0
2020-05-26	528	1	14	0
2020-05-25	527	5	14	0
2020-05-23	522	3	14	0
2020-05-20	519	1	14	1
2020-05-19	518	1	13	0
2020-05-15	517	1	13	0
2020-05-14	516	1	13	0
2020-05-13	515	2	13	0
2020-05-12	513	1	13	0
2020-05-07	512	2	13	0
2020-05-05	510	2	13	0
2020-05-02	508	1	13	0
2020-04-30	507	2	13	0
2020-04-29	505	2	13	0
2020-04-28	503	1	13	0
2020-04-25	502	3	13	0
2020-04-24	499	5	13	1
2020-04-23	494	1	12	0
2020-04-22	493	2	12	0
2020-04-21	491	3	12	0
2020-04-20	488	1	12	0
2020-04-19	487	1	12	0
2020-04-18	486	3	12	0
2020-04-17	483	7	12	0
2020-04-16	476	4	12	0
2020-04-15	472	8	12	0
2020-04-14	464	10	12	0
2020-04-12	454	2	12	0
2020-04-11	452	6	12	2
2020-04-10	446	5	10	0
2020-04-09	441	21	10	2
2020-04-08	420	5	8	0
2020-04-07	415	9	8	1
2020-04-06	406	12	7	0
2020-04-05	394	1	7	0
2020-04-04	393	9	7	0
2020-04-03	384	17	7	0
2020-04-02	367	23	7	1
2020-04-01	344	18	6	2
2020-03-31	326	29	4	1
2020-03-30	297	22	3	0
2020-03-29	275	9	3	0
2020-03-28	266	20	3	0
2020-03-27	246	10	3	0
2020-03-26	236	22	3	0
2020-03-25	214	36	3	0
2020-03-24	178	34	3	0
2020-03-23	144	13	3	0
2020-03-22	131	15	3	1
2020-03-21	116	13	2	1
2020-03-20	103	17	1	0
2020-03-19	86	16	1	0
2020-03-18	70	11	1	0
2020-03-17	59	8	1	1
2020-03-16	51	4	0	0
2020-03-15	47	1	0	0
2020-03-14	46	8	0	0
2020-03-13	38	5	0	0
2020-03-12	33	12	0	0
2020-03-11	21	4	0	0
2020-03-10	17	6	0	0
2020-03-08	11	1	0	0
2020-03-07	10	4	0	0
2020-03-06	6	2	0	0
2020-03-05	4	1	0	0
2020-03-01	3	1	0	0
2020-02-11	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: 0:03:25.973694