Germany: LK Donnersbergkreis (Rheinland-Pfalz)

• 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 14:40:09 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Donnersbergkreis")
print(f'Population of country="Germany", subregion="LK Donnersbergkreis": {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 Donnersbergkreis": 75569 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-05	35129	7	140	0
2023-03-04	35122	6	140	0
2023-03-03	35116	7	140	0
2023-03-02	35109	8	140	0
2023-03-01	35101	11	140	0
2023-02-28	35090	29	140	0
2023-02-27	35061	33	140	0
2023-02-26	35028	16	140	0
2023-02-25	35012	17	140	0
2023-02-24	34995	26	140	0
2023-02-23	34969	32	140	0
2023-02-22	34937	27	140	0
2023-02-21	34910	27	140	0
2023-02-20	34883	34	140	0
2023-02-19	34849	8	140	0
2023-02-18	34841	9	140	0
2023-02-17	34832	15	140	0
2023-02-16	34817	14	140	0
2023-02-15	34803	20	140	0
2023-02-14	34783	25	140	0
2023-02-13	34758	29	140	0
2023-02-12	34729	11	140	0
2023-02-11	34718	12	140	0
2023-02-10	34706	11	140	0
2023-02-09	34695	12	140	0
2023-02-08	34683	19	140	0
2023-02-07	34664	34	140	1
2023-02-06	34630	19	139	0
2023-02-05	34611	5	139	0
2023-02-04	34606	7	139	0
2023-02-03	34599	7	139	0
2023-02-02	34592	11	139	0
2023-02-01	34581	13	139	0
2023-01-31	34568	17	139	0
2023-01-30	34551	19	139	0
2023-01-29	34532	5	139	0
2023-01-28	34527	9	139	0
2023-01-27	34518	7	139	0
2023-01-26	34511	14	139	0
2023-01-25	34497	13	139	0
2023-01-24	34484	18	139	0
2023-01-23	34466	20	139	1
2023-01-22	34446	4	138	0
2023-01-21	34442	5	138	0
2023-01-20	34437	8	138	0
2023-01-19	34429	9	138	0
2023-01-18	34420	13	138	0
2023-01-17	34407	17	138	0
2023-01-16	34390	11	138	0
2023-01-15	34379	3	138	0
2023-01-14	34376	7	138	0
2023-01-13	34369	7	138	0
2023-01-12	34362	14	138	0
2023-01-11	34348	9	138	0
2023-01-10	34339	15	138	0
2023-01-09	34324	27	138	0
2023-01-08	34297	11	138	0
2023-01-07	34286	5	138	0
2023-01-06	34281	12	138	0
2023-01-05	34269	19	138	0
2023-01-04	34250	23	138	0
2023-01-03	34227	28	138	0
2023-01-02	34199	36	138	0
2023-01-01	34163	10	138	0
2022-12-31	34153	18	138	0
2022-12-30	34135	31	138	0
2022-12-29	34104	28	138	0
2022-12-28	34076	48	138	0
2022-12-27	34028	32	138	1
2022-12-26	33996	24	137	0
2022-12-25	33972	11	137	1
2022-12-24	33961	31	136	0
2022-12-23	33930	23	136	0
2022-12-22	33907	26	136	1
2022-12-21	33881	40	135	1
2022-12-20	33841	17	134	0
2022-12-19	33824	24	134	0
2022-12-18	33800	6	134	0
2022-12-17	33794	22	134	0
2022-12-16	33772	18	134	0
2022-12-15	33754	13	134	0
2022-12-14	33741	20	134	0
2022-12-13	33721	36	134	0
2022-12-12	33685	30	134	0
2022-12-11	33655	9	134	0
2022-12-10	33646	25	134	0
2022-12-09	33621	17	134	0
2022-12-08	33604	16	134	0
2022-12-07	33588	29	134	0
2022-12-06	33559	26	134	0
2022-12-05	33533	32	134	0
2022-12-04	33501	9	134	0
2022-12-03	33492	13	134	0
2022-12-02	33479	24	134	0
2022-12-01	33455	18	134	0
2022-11-30	33437	23	134	0
2022-11-29	33414	18	134	0
2022-11-28	33396	35	134	0
2022-11-27	33361	12	134	0
2022-11-26	33349	5	134	0
2022-11-25	33344	13	134	1
2022-11-24	33331	28	133	0
2022-11-23	33303	17	133	0
2022-11-22	33286	31	133	0
2022-11-21	33255	16	133	0
2022-11-20	33239	8	133	0
2022-11-19	33231	10	133	0
2022-11-18	33221	23	133	0
2022-11-17	33198	30	133	0
2022-11-16	33168	38	133	0
2022-11-15	33130	42	133	0
2022-11-14	33088	19	133	0
2022-11-13	33069	14	133	0
2022-11-12	33055	12	133	0
2022-11-11	33043	22	133	0
2022-11-10	33021	19	133	0
2022-11-09	33002	25	133	0
2022-11-08	32977	44	133	0
2022-11-07	32933	40	133	1
2022-11-06	32893	22	132	0
2022-11-05	32871	22	132	0
2022-11-04	32849	38	132	0
2022-11-03	32811	52	132	1
2022-11-02	32759	42	131	0
2022-11-01	32717	59	131	0
2022-10-31	32658	50	131	0
2022-10-30	32608	18	131	0
2022-10-29	32590	41	131	1
2022-10-28	32549	49	130	0
2022-10-27	32500	72	130	0
2022-10-26	32428	66	130	0
2022-10-25	32362	85	130	0
2022-10-24	32277	58	130	0
2022-10-23	32219	30	130	0
2022-10-22	32189	45	130	0
2022-10-21	32144	59	130	0
2022-10-20	32085	89	130	0
2022-10-19	31996	94	130	0
2022-10-18	31902	109	130	0
2022-10-17	31793	107	130	0
2022-10-16	31686	36	130	0
2022-10-15	31650	85	130	0
2022-10-14	31565	87	130	1
2022-10-13	31478	109	129	1
2022-10-12	31369	132	128	0
2022-10-11	31237	142	128	0
2022-10-10	31095	121	128	0
2022-10-09	30974	56	128	0
2022-10-08	30918	110	128	0
2022-10-07	30808	147	128	0
2022-10-06	30661	174	128	0
2022-10-05	30487	196	128	0
2022-10-04	30291	70	128	0
2022-10-03	30221	63	128	0
2022-10-02	30158	68	128	0
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2022-09-27	29610	155	126	0
2022-09-26	29455	62	126	0
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2022-09-24	29348	61	126	0
2022-09-23	29287	87	126	0
2022-09-22	29200	134	126	0
2022-09-21	29066	114	126	0
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2022-09-19	28829	111	126	1
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2021-12-08	4059	29	88	0
2021-12-07	4030	39	88	1
2021-12-06	3991	11	87	1
2021-12-05	3980	14	86	0
2021-12-04	3966	38	86	0
2021-12-03	3928	36	86	0
2021-12-02	3892	52	86	1
2021-12-01	3840	53	85	0
2021-11-30	3787	56	85	1
2021-11-29	3731	15	84	0
2021-11-28	3716	6	84	0
2021-11-27	3710	45	84	0
2021-11-26	3665	50	84	0
2021-11-25	3615	43	84	2
2021-11-24	3572	46	82	1
2021-11-23	3526	32	81	1
2021-11-22	3494	16	80	0
2021-11-21	3478	10	80	1
2021-11-20	3468	29	79	0
2021-11-19	3439	22	79	0
2021-11-18	3417	19	79	0
2021-11-17	3398	37	79	1
2021-11-16	3361	36	78	0
2021-11-15	3325	11	78	0
2021-11-14	3314	3	78	0
2021-11-13	3311	18	78	0
2021-11-12	3293	10	78	0
2021-11-11	3283	21	78	1
2021-11-10	3262	23	77	0
2021-11-09	3239	44	77	0
2021-11-08	3195	12	77	0
2021-11-07	3183	5	77	0
2021-11-06	3178	10	77	0
2021-11-05	3168	25	77	0
2021-11-04	3143	16	77	0
2021-11-03	3127	21	77	0
2021-11-02	3106	7	77	0
2021-11-01	3099	2	77	0
2021-10-31	3097	2	77	0
2021-10-30	3095	2	77	0
2021-10-29	3093	17	77	0
2021-10-28	3076	5	77	0
2021-10-27	3071	12	77	1
2021-10-26	3059	11	76	0
2021-10-25	3048	10	76	2
2021-10-23	3038	2	74	0
2021-10-22	3036	11	74	0
2021-10-21	3025	3	74	0
2021-10-20	3022	2	74	0
2021-10-19	3020	4	74	0
2021-10-18	3016	3	74	0
2021-10-17	3013	1	74	0
2021-10-16	3012	4	74	0
2021-10-15	3008	4	74	0
2021-10-13	3004	3	74	0
2021-10-12	3001	4	74	0
2021-10-11	2997	7	74	0
2021-10-10	2990	1	74	0
2021-10-09	2989	3	74	0
2021-10-08	2986	3	74	0
2021-10-07	2983	5	74	0
2021-10-06	2978	3	74	0
2021-10-05	2975	4	74	0
2021-10-04	2971	5	74	0
2021-10-02	2966	1	74	0
2021-10-01	2965	1	74	0
2021-09-30	2964	2	74	0
2021-09-29	2962	3	74	0
2021-09-28	2959	3	74	0
2021-09-27	2956	3	74	0
2021-09-25	2953	1	74	0
2021-09-24	2952	6	74	0
2021-09-23	2946	3	74	0
2021-09-22	2943	2	74	0
2021-09-21	2941	5	74	0
2021-09-20	2936	2	74	0
2021-09-18	2934	2	74	0
2021-09-17	2932	2	74	1
2021-09-16	2930	3	73	0
2021-09-15	2927	8	73	0
2021-09-14	2919	9	73	0
2021-09-13	2910	6	73	0
2021-09-11	2904	6	73	0
2021-09-10	2898	10	73	0
2021-09-09	2888	12	73	0
2021-09-08	2876	9	73	0
2021-09-07	2867	10	73	0
2021-09-06	2857	8	73	0
2021-09-04	2849	12	73	0
2021-09-03	2837	11	73	0
2021-09-02	2826	7	73	0
2021-09-01	2819	19	73	0
2021-08-31	2800	19	73	0
2021-08-30	2781	14	73	0
2021-08-29	2767	1	73	0
2021-08-28	2766	7	73	0
2021-08-27	2759	13	73	0
2021-08-26	2746	13	73	0
2021-08-25	2733	14	73	0
2021-08-24	2719	14	73	0
2021-08-23	2705	2	73	0
2021-08-20	2703	6	73	0
2021-08-19	2697	11	73	0
2021-08-18	2686	11	73	0
2021-08-17	2675	14	73	0
2021-08-16	2661	5	73	0
2021-08-13	2656	6	73	0
2021-08-12	2650	4	73	0
2021-08-11	2646	6	73	0
2021-08-10	2640	1	73	0
2021-08-09	2639	7	73	1
2021-08-06	2632	2	72	0
2021-08-05	2630	4	72	0
2021-08-04	2626	2	72	0
2021-08-03	2624	3	72	0
2021-08-02	2621	2	72	0
2021-07-30	2619	4	72	0
2021-07-29	2615	2	72	0
2021-07-28	2613	4	72	0
2021-07-27	2609	4	72	0
2021-07-26	2605	1	72	0
2021-07-23	2604	1	72	0
2021-07-22	2603	2	72	0
2021-07-21	2601	2	72	0
2021-07-20	2599	3	72	0
2021-07-16	2596	1	72	0
2021-07-15	2595	1	72	0
2021-07-13	2594	3	72	0
2021-07-09	2591	1	72	0
2021-07-06	2590	1	72	1
2021-07-05	2589	7	71	0
2021-07-01	2582	3	71	1
2021-06-30	2579	1	70	0
2021-06-28	2578	2	70	0
2021-06-23	2576	3	70	0
2021-06-22	2573	4	70	0
2021-06-21	2569	2	70	0
2021-06-18	2567	4	70	0
2021-06-17	2563	1	70	0
2021-06-16	2562	5	70	0
2021-06-14	2557	1	70	0
2021-06-08	2556	2	70	0
2021-06-07	2554	1	70	1
2021-06-04	2553	6	69	0
2021-06-01	2547	3	69	0
2021-05-31	2544	1	69	0
2021-05-29	2543	4	69	0
2021-05-28	2539	3	69	0
2021-05-27	2536	4	69	1
2021-05-26	2532	4	68	0
2021-05-25	2528	1	68	0
2021-05-23	2527	1	68	0
2021-05-22	2526	2	68	0
2021-05-21	2524	2	68	0
2021-05-20	2522	4	68	0
2021-05-19	2518	12	68	0
2021-05-18	2506	19	68	0
2021-05-17	2487	1	68	0
2021-05-15	2486	4	68	0
2021-05-14	2482	3	68	0
2021-05-13	2479	3	68	0
2021-05-12	2476	4	68	0
2021-05-11	2472	17	68	0
2021-05-10	2455	3	68	0
2021-05-09	2452	4	68	0
2021-05-08	2448	13	68	0
2021-05-07	2435	3	68	0
2021-05-06	2432	13	68	0
2021-05-05	2419	22	68	0
2021-05-04	2397	3	68	0
2021-05-03	2394	3	68	0
2021-05-02	2391	3	68	0
2021-05-01	2388	23	68	1
2021-04-30	2365	17	67	0
2021-04-29	2348	22	67	1
2021-04-28	2326	50	66	3
2021-04-27	2276	25	63	0
2021-04-26	2251	3	63	0
2021-04-25	2248	14	63	0
2021-04-24	2234	15	63	0
2021-04-23	2219	18	63	0
2021-04-22	2201	70	63	2
2021-04-21	2131	24	61	0
2021-04-20	2107	23	61	0
2021-04-19	2084	5	61	0
2021-04-18	2079	5	61	1
2021-04-17	2074	39	60	0
2021-04-16	2035	12	60	0
2021-04-15	2023	32	60	2
2021-04-14	1991	18	58	2
2021-04-13	1973	33	56	0
2021-04-12	1940	4	56	0
2021-04-11	1936	8	56	1
2021-04-10	1928	14	55	0
2021-04-09	1914	10	55	0
2021-04-08	1904	11	55	0
2021-04-07	1893	12	55	0
2021-04-06	1881	3	55	0
2021-04-05	1878	1	55	0
2021-04-04	1877	1	55	0
2021-04-03	1876	10	55	0
2021-04-02	1866	11	55	0
2021-04-01	1855	13	55	0
2021-03-31	1842	19	55	0
2021-03-30	1823	8	55	0
2021-03-29	1815	1	55	0
2021-03-28	1814	4	55	0
2021-03-27	1810	14	55	0
2021-03-26	1796	15	55	0
2021-03-25	1781	17	55	0
2021-03-24	1764	10	55	0
2021-03-23	1754	3	55	0
2021-03-22	1751	8	55	0
2021-03-20	1743	18	55	0
2021-03-19	1725	5	55	0
2021-03-18	1720	21	55	0
2021-03-17	1699	26	55	0
2021-03-16	1673	10	55	0
2021-03-15	1663	12	55	0
2021-03-13	1651	7	55	0
2021-03-12	1644	1	55	0
2021-03-11	1643	14	55	0
2021-03-10	1629	1	55	0
2021-03-09	1628	3	55	0
2021-03-08	1625	2	55	0
2021-03-06	1623	4	55	0
2021-03-05	1619	2	55	0
2021-03-04	1617	8	55	0
2021-03-03	1609	1	55	0
2021-03-02	1608	3	55	0
2021-03-01	1605	3	55	0
2021-02-27	1602	8	55	0
2021-02-26	1594	1	55	0
2021-02-25	1593	4	55	0
2021-02-24	1589	1	55	0
2021-02-23	1588	1	55	0
2021-02-22	1587	3	55	0
2021-02-20	1584	4	55	0
2021-02-19	1580	10	55	0
2021-02-18	1570	7	55	1
2021-02-17	1563	8	54	0
2021-02-16	1555	4	54	0
2021-02-15	1551	7	54	1
2021-02-13	1544	7	53	0
2021-02-12	1537	2	53	0
2021-02-11	1535	11	53	0
2021-02-10	1524	4	53	0
2021-02-09	1520	9	53	0
2021-02-08	1511	2	53	1
2021-02-06	1509	10	52	0
2021-02-05	1499	10	52	0
2021-02-04	1489	12	52	1
2021-02-03	1477	12	51	2
2021-02-02	1465	7	49	0
2021-02-01	1458	10	49	1
2021-01-30	1448	11	48	0
2021-01-29	1437	6	48	0
2021-01-28	1431	15	48	0
2021-01-27	1416	9	48	1
2021-01-26	1407	4	47	0
2021-01-25	1403	5	47	0
2021-01-23	1398	18	47	0
2021-01-22	1380	8	47	2
2021-01-21	1372	12	45	0
2021-01-20	1360	16	45	0
2021-01-19	1344	8	45	0
2021-01-18	1336	17	45	0
2021-01-16	1319	9	45	0
2021-01-15	1310	15	45	1
2021-01-14	1295	24	44	2
2021-01-13	1271	20	42	1
2021-01-12	1251	18	41	1
2021-01-11	1233	15	40	2
2021-01-09	1218	24	38	2
2021-01-08	1194	13	36	1
2021-01-07	1181	25	35	2
2021-01-06	1156	19	33	0
2021-01-05	1137	27	33	1
2021-01-04	1110	1	32	1
2021-01-01	1109	8	31	0
2020-12-31	1101	22	31	0
2020-12-30	1079	9	31	1
2020-12-29	1070	14	30	1
2020-12-28	1056	7	29	1
2020-12-27	1049	2	28	0
2020-12-26	1047	3	28	1
2020-12-25	1044	10	27	0
2020-12-24	1034	23	27	1
2020-12-23	1011	20	26	1
2020-12-22	991	3	25	0
2020-12-21	988	9	25	0
2020-12-20	979	12	25	0
2020-12-19	967	26	25	3
2020-12-18	941	23	22	3
2020-12-17	918	26	19	0
2020-12-16	892	15	19	0
2020-12-15	877	14	19	0
2020-12-14	863	4	19	0
2020-12-13	859	16	19	1
2020-12-12	843	9	18	1
2020-12-11	834	18	17	1
2020-12-10	816	12	16	0
2020-12-09	804	10	16	0
2020-12-08	794	8	16	0
2020-12-07	786	7	16	0
2020-12-06	779	6	16	0
2020-12-05	773	10	16	0
2020-12-04	763	9	16	0
2020-12-03	754	16	16	1
2020-12-02	738	10	15	0
2020-12-01	728	5	15	0
2020-11-30	723	3	15	0
2020-11-29	720	7	15	0
2020-11-28	713	19	15	0
2020-11-27	694	20	15	0
2020-11-26	674	9	15	0
2020-11-25	665	23	15	0
2020-11-24	642	12	15	0
2020-11-23	630	3	15	0
2020-11-22	627	14	15	0
2020-11-21	613	10	15	0
2020-11-20	603	44	15	2
2020-11-19	559	25	13	0
2020-11-18	534	22	13	0
2020-11-17	512	6	13	0
2020-11-16	506	1	13	0
2020-11-15	505	36	13	2
2020-11-14	469	29	11	1
2020-11-13	440	13	10	0
2020-11-12	427	16	10	0
2020-11-11	411	17	10	1
2020-11-10	394	5	9	0
2020-11-09	389	39	9	0
2020-11-07	350	3	9	0
2020-11-06	347	21	9	0
2020-11-05	326	7	9	0
2020-11-04	319	17	9	0
2020-11-03	302	1	9	0
2020-11-02	301	3	9	0
2020-11-01	298	2	9	0
2020-10-31	296	9	9	0
2020-10-30	287	18	9	0
2020-10-29	269	15	9	0
2020-10-28	254	9	9	0
2020-10-27	245	6	9	0
2020-10-26	239	4	9	0
2020-10-25	235	2	9	0
2020-10-24	233	3	9	0
2020-10-23	230	9	9	0
2020-10-22	221	2	9	0
2020-10-21	219	5	9	0
2020-10-20	214	3	9	0
2020-10-19	211	2	9	0
2020-10-17	209	1	9	0
2020-10-16	208	3	9	0
2020-10-15	205	3	9	0
2020-10-14	202	2	9	0
2020-10-13	200	6	9	0
2020-10-12	194	1	9	0
2020-10-09	193	9	9	0
2020-10-02	184	1	9	0
2020-09-28	183	1	9	0
2020-09-22	182	1	9	0
2020-09-19	181	2	9	1
2020-09-18	179	4	8	1
2020-09-17	175	3	7	0
2020-09-15	172	2	7	1
2020-09-14	170	1	6	0
2020-09-11	169	3	6	0
2020-09-09	166	2	6	0
2020-09-08	164	3	6	0
2020-09-06	161	1	6	0
2020-09-05	160	2	6	0
2020-09-03	158	1	6	0
2020-09-02	157	1	6	0
2020-08-28	156	2	6	0
2020-08-26	154	2	6	0
2020-08-19	152	1	6	0
2020-08-16	151	2	6	0
2020-08-14	149	1	6	0
2020-08-13	148	7	6	0
2020-08-12	141	1	6	0
2020-08-10	140	1	6	0
2020-08-05	139	1	6	0
2020-07-02	138	1	6	0
2020-06-08	137	1	6	0
2020-06-04	136	1	6	0
2020-05-25	135	1	6	0
2020-05-22	134	1	6	0
2020-05-20	133	1	6	0
2020-05-15	132	1	6	1
2020-05-14	131	1	5	0
2020-05-13	130	3	5	0
2020-05-12	127	2	5	0
2020-05-11	125	1	5	0
2020-05-08	124	6	5	0
2020-05-04	118	1	5	0
2020-04-28	117	2	5	0
2020-04-27	115	1	5	0
2020-04-24	114	1	5	1
2020-04-23	113	1	4	0
2020-04-22	112	1	4	0
2020-04-21	111	2	4	1
2020-04-20	109	4	3	0
2020-04-17	105	4	3	1
2020-04-16	101	2	2	0
2020-04-15	99	3	2	0
2020-04-14	96	9	2	0
2020-04-10	87	6	2	1
2020-04-09	81	4	1	0
2020-04-08	77	2	1	0
2020-04-07	75	4	1	0
2020-04-06	71	1	1	0
2020-04-03	70	7	1	0
2020-04-01	63	3	1	0
2020-03-31	60	2	1	0
2020-03-30	58	2	1	0
2020-03-29	56	4	1	0
2020-03-27	52	5	1	0
2020-03-26	47	12	1	0
2020-03-25	35	3	1	0
2020-03-24	32	3	1	1
2020-03-22	29	12	0	0
2020-03-20	17	5	0	0
2020-03-18	12	4	0	0
2020-03-17	8	6	0	0
2020-03-13	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: 0:03:03.458562