Germany: LK Merzig-Wadern (Saarland)

• 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 15:11:30 CEST

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

overview(country="Germany", subregion="LK Merzig-Wadern", weeks=5);

overview(country="Germany", subregion="LK Merzig-Wadern");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Merzig-Wadern")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Merzig-Wadern")
print(f'Population of country="Germany", subregion="LK Merzig-Wadern": {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 Merzig-Wadern": 103426 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	54537	29	190	0
2023-03-03	54508	19	190	0
2023-03-02	54489	36	190	0
2023-03-01	54453	71	190	0
2023-02-28	54382	115	190	0
2023-02-27	54267	139	190	0
2023-02-24	54128	82	190	0
2023-02-23	54046	56	190	0
2023-02-22	53990	57	190	1
2023-02-21	53933	92	189	0
2023-02-17	53841	18	189	0
2023-02-16	53823	32	189	0
2023-02-15	53791	31	189	0
2023-02-14	53760	41	189	0
2023-02-13	53719	52	189	0
2023-02-10	53667	17	189	0
2023-02-09	53650	21	189	0
2023-02-08	53629	29	189	0
2023-02-07	53600	26	189	0
2023-02-06	53574	47	189	1
2023-02-03	53527	16	188	0
2023-02-02	53511	19	188	0
2023-02-01	53492	34	188	0
2023-01-31	53458	24	188	0
2023-01-30	53434	54	188	0
2023-01-27	53380	12	188	0
2023-01-26	53368	13	188	0
2023-01-25	53355	20	188	0
2023-01-24	53335	24	188	0
2023-01-23	53311	14	188	1
2023-01-20	53297	10	187	0
2023-01-19	53287	13	187	0
2023-01-18	53274	14	187	0
2023-01-17	53260	17	187	0
2023-01-16	53243	22	187	0
2023-01-13	53221	14	187	1
2023-01-12	53207	6	186	0
2023-01-11	53201	18	186	0
2023-01-10	53183	31	186	0
2023-01-09	53152	35	186	0
2023-01-06	53117	20	186	0
2023-01-05	53097	43	186	0
2023-01-04	53054	31	186	0
2023-01-03	53023	48	186	0
2023-01-02	52975	56	186	0
2022-12-30	52919	24	186	0
2022-12-29	52895	52	186	0
2022-12-28	52843	50	186	0
2022-12-27	52793	107	186	2
2022-12-23	52686	53	184	0
2022-12-22	52633	27	184	1
2022-12-21	52606	57	183	0
2022-12-20	52549	51	183	1
2022-12-19	52498	59	182	2
2022-12-16	52439	41	180	0
2022-12-15	52398	34	180	0
2022-12-14	52364	47	180	0
2022-12-13	52317	89	180	1
2022-12-12	52228	64	179	1
2022-12-09	52164	43	178	0
2022-12-08	52121	43	178	0
2022-12-07	52078	60	178	0
2022-12-06	52018	69	178	0
2022-12-05	51949	76	178	1
2022-12-02	51873	37	177	0
2022-12-01	51836	46	177	0
2022-11-30	51790	51	177	0
2022-11-29	51739	106	177	0
2022-11-28	51633	59	177	0
2022-11-25	51574	22	177	0
2022-11-24	51552	49	177	0
2022-11-23	51503	38	177	0
2022-11-22	51465	48	177	0
2022-11-21	51417	48	177	0
2022-11-18	51369	25	177	0
2022-11-17	51344	18	177	1
2022-11-16	51326	36	176	0
2022-11-15	51290	47	176	0
2022-11-14	51243	50	176	0
2022-11-11	51193	29	176	0
2022-11-10	51164	33	176	0
2022-11-09	51131	51	176	0
2022-11-08	51080	50	176	0
2022-11-07	51030	57	176	1
2022-11-06	50973	34	175	0
2022-11-04	50939	68	175	0
2022-11-03	50871	79	175	0
2022-11-02	50792	102	175	0
2022-10-31	50690	138	175	0
2022-10-28	50552	85	175	0
2022-10-27	50467	103	175	2
2022-10-26	50364	107	173	1
2022-10-25	50257	154	172	0
2022-10-24	50103	179	172	0
2022-10-23	49924	46	172	0
2022-10-21	49878	141	172	0
2022-10-20	49737	182	172	1
2022-10-19	49555	243	171	2
2022-10-18	49312	253	169	0
2022-10-17	49059	368	169	1
2022-10-16	48691	49	168	0
2022-10-14	48642	244	168	3
2022-10-13	48398	255	165	2
2022-10-12	48143	324	163	1
2022-10-11	47819	413	162	0
2022-10-10	47406	562	162	1
2022-10-09	46844	94	161	0
2022-10-07	46750	378	161	0
2022-10-06	46372	441	161	0
2022-10-05	45931	530	161	0
2022-10-04	45401	387	161	2
2022-10-02	45014	58	159	1
2022-09-30	44956	177	158	0
2022-09-29	44779	162	158	0
2022-09-28	44617	208	158	1
2022-09-27	44409	237	157	0
2022-09-26	44172	92	157	0
2022-09-25	44080	69	157	0
2022-09-23	44011	88	157	0
2022-09-22	43923	98	157	0
2022-09-21	43825	71	157	0
2022-09-20	43754	70	157	0
2022-09-19	43684	55	157	0
2022-09-18	43629	62	157	0
2022-09-16	43567	37	157	0
2022-09-15	43530	55	157	0
2022-09-14	43475	69	157	0
2022-09-13	43406	49	157	0
2022-09-12	43357	27	157	0
2022-09-11	43330	34	157	0
2022-09-09	43296	53	157	0
2022-09-08	43243	39	157	0
2022-09-07	43204	43	157	0
2022-09-06	43161	54	157	0
2022-09-05	43107	37	157	0
2022-09-04	43070	32	157	0
2022-09-02	43038	24	157	0
2022-09-01	43014	31	157	0
2022-08-31	42983	62	157	0
2022-08-30	42921	56	157	0
2022-08-29	42865	28	157	0
2022-08-28	42837	33	157	0
2022-08-26	42804	36	157	0
2022-08-25	42768	40	157	0
2022-08-24	42728	56	157	0
2022-08-23	42672	48	157	0
2022-08-22	42624	44	157	0
2022-08-21	42580	46	157	0
2022-08-19	42534	34	157	0
2022-08-18	42500	119	157	0
2022-08-17	42381	45	157	0
2022-08-16	42336	46	157	0
2022-08-14	42290	46	157	0
2022-08-12	42244	47	157	0
2022-08-11	42197	61	157	0
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2022-08-09	42075	75	157	1
2022-08-08	42000	67	156	0
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2022-08-05	41890	52	156	0
2022-08-04	41838	64	156	0
2022-08-03	41774	103	156	0
2022-08-02	41671	130	156	0
2022-08-01	41541	131	156	1
2022-07-31	41410	20	155	0
2022-07-29	41390	102	155	0
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2022-07-21	40431	155	154	2
2022-07-20	40276	154	152	0
2022-07-19	40122	242	152	0
2022-07-18	39880	381	152	0
2022-07-15	39499	202	152	1
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2021-09-26	3955	1	64	0
2021-09-25	3954	4	64	0
2021-09-24	3950	6	64	0
2021-09-23	3944	13	64	0
2021-09-22	3931	15	64	0
2021-09-21	3916	22	64	0
2021-09-20	3894	1	64	0
2021-09-19	3893	1	64	0
2021-09-18	3892	8	64	0
2021-09-17	3884	10	64	0
2021-09-16	3874	13	64	0
2021-09-15	3861	12	64	0
2021-09-14	3849	9	64	0
2021-09-13	3840	6	64	0
2021-09-11	3834	8	64	0
2021-09-10	3826	3	64	0
2021-09-09	3823	2	64	0
2021-09-08	3821	9	64	0
2021-09-07	3812	6	64	0
2021-09-06	3806	5	64	0
2021-09-04	3801	15	64	0
2021-09-03	3786	5	64	0
2021-09-02	3781	7	64	1
2021-09-01	3774	12	63	0
2021-08-31	3762	18	63	0
2021-08-30	3744	6	63	0
2021-08-29	3738	4	63	0
2021-08-28	3734	11	63	1
2021-08-27	3723	10	62	0
2021-08-26	3713	12	62	1
2021-08-25	3701	7	61	0
2021-08-24	3694	9	61	0
2021-08-23	3685	2	61	0
2021-08-22	3683	2	61	0
2021-08-21	3681	3	61	0
2021-08-20	3678	9	61	0
2021-08-19	3669	15	61	0
2021-08-18	3654	5	61	0
2021-08-17	3649	11	61	0
2021-08-16	3638	6	61	0
2021-08-14	3632	4	61	0
2021-08-13	3628	9	61	0
2021-08-12	3619	7	61	0
2021-08-11	3612	8	61	0
2021-08-10	3604	6	61	0
2021-08-09	3598	3	61	0
2021-08-07	3595	6	61	0
2021-08-06	3589	9	61	0
2021-08-05	3580	7	61	0
2021-08-04	3573	6	61	0
2021-08-03	3567	6	61	0
2021-08-02	3561	2	61	0
2021-07-31	3559	3	61	0
2021-07-30	3556	1	61	0
2021-07-29	3555	4	61	0
2021-07-28	3551	2	61	0
2021-07-27	3549	7	61	0
2021-07-26	3542	4	61	0
2021-07-24	3538	3	61	0
2021-07-23	3535	5	61	0
2021-07-22	3530	10	61	0
2021-07-21	3520	7	61	0
2021-07-20	3513	9	61	0
2021-07-19	3504	2	61	0
2021-07-17	3502	3	61	0
2021-07-16	3499	3	61	0
2021-07-15	3496	1	61	0
2021-07-14	3495	3	61	0
2021-07-13	3492	6	61	0
2021-07-12	3486	1	61	0
2021-07-11	3485	1	61	0
2021-07-10	3484	3	61	0
2021-07-09	3481	1	61	0
2021-07-08	3480	1	61	0
2021-07-07	3479	5	61	0
2021-07-06	3474	4	61	0
2021-07-05	3470	1	61	0
2021-07-03	3469	3	61	0
2021-07-02	3466	3	61	0
2021-06-30	3463	2	61	0
2021-06-29	3461	1	61	0
2021-06-28	3460	3	61	1
2021-06-27	3457	1	60	0
2021-06-19	3456	1	60	0
2021-06-18	3455	1	60	0
2021-06-15	3454	3	60	0
2021-06-14	3451	2	60	0
2021-06-12	3449	2	60	0
2021-06-10	3447	1	60	0
2021-06-09	3446	2	60	0
2021-06-07	3444	1	60	0
2021-06-04	3443	2	60	0
2021-06-02	3441	1	60	0
2021-06-01	3440	3	60	0
2021-05-31	3437	1	60	0
2021-05-30	3436	1	60	0
2021-05-29	3435	2	60	0
2021-05-28	3433	2	60	0
2021-05-27	3431	6	60	0
2021-05-26	3425	4	60	0
2021-05-25	3421	4	60	0
2021-05-24	3417	2	60	0
2021-05-22	3415	6	60	0
2021-05-21	3409	9	60	0
2021-05-20	3400	8	60	0
2021-05-19	3392	11	60	0
2021-05-18	3381	10	60	0
2021-05-17	3371	7	60	0
2021-05-16	3364	1	60	0
2021-05-15	3363	16	60	0
2021-05-14	3347	4	60	0
2021-05-13	3343	15	60	2
2021-05-12	3328	12	58	1
2021-05-11	3316	17	57	0
2021-05-10	3299	3	57	0
2021-05-09	3296	3	57	0
2021-05-08	3293	16	57	0
2021-05-07	3277	10	57	0
2021-05-06	3267	14	57	0
2021-05-05	3253	18	57	0
2021-05-04	3235	8	57	0
2021-05-03	3227	10	57	0
2021-05-02	3217	5	57	1
2021-05-01	3212	18	56	0
2021-04-30	3194	27	56	0
2021-04-29	3167	13	56	0
2021-04-28	3154	22	56	0
2021-04-27	3132	13	56	0
2021-04-26	3119	32	56	1
2021-04-24	3087	8	55	0
2021-04-23	3079	37	55	1
2021-04-22	3042	11	54	1
2021-04-21	3031	44	53	1
2021-04-20	2987	20	52	1
2021-04-19	2967	7	51	0
2021-04-18	2960	2	51	0
2021-04-17	2958	10	51	0
2021-04-16	2948	14	51	0
2021-04-15	2934	12	51	0
2021-04-14	2922	18	51	0
2021-04-13	2904	18	51	0
2021-04-11	2886	3	51	0
2021-04-10	2883	4	51	0
2021-04-09	2879	12	51	0
2021-04-08	2867	16	51	2
2021-04-07	2851	6	49	0
2021-04-06	2845	22	49	0
2021-04-05	2823	4	49	0
2021-04-04	2819	1	49	0
2021-04-03	2818	4	49	0
2021-04-02	2814	10	49	0
2021-04-01	2804	6	49	0
2021-03-31	2798	12	49	1
2021-03-30	2786	10	48	2
2021-03-29	2776	18	46	0
2021-03-28	2758	5	46	0
2021-03-27	2753	8	46	0
2021-03-26	2745	9	46	0
2021-03-25	2736	7	46	0
2021-03-24	2729	7	46	0
2021-03-23	2722	14	46	0
2021-03-22	2708	13	46	0
2021-03-21	2695	1	46	0
2021-03-20	2694	14	46	0
2021-03-19	2680	7	46	0
2021-03-18	2673	12	46	0
2021-03-17	2661	7	46	0
2021-03-16	2654	5	46	0
2021-03-15	2649	9	46	0
2021-03-14	2640	12	46	0
2021-03-13	2628	4	46	0
2021-03-12	2624	7	46	0
2021-03-11	2617	6	46	0
2021-03-10	2611	5	46	0
2021-03-09	2606	3	46	0
2021-03-08	2603	21	46	0
2021-03-07	2582	1	46	0
2021-03-06	2581	8	46	0
2021-03-05	2573	10	46	0
2021-03-04	2563	4	46	0
2021-03-03	2559	10	46	0
2021-03-02	2549	4	46	0
2021-03-01	2545	9	46	0
2021-02-28	2536	10	46	0
2021-02-27	2526	5	46	0
2021-02-26	2521	9	46	0
2021-02-25	2512	4	46	0
2021-02-24	2508	5	46	0
2021-02-23	2503	12	46	0
2021-02-22	2491	2	46	0
2021-02-21	2489	6	46	0
2021-02-20	2483	7	46	0
2021-02-19	2476	8	46	0
2021-02-18	2468	12	46	0
2021-02-17	2456	8	46	1
2021-02-16	2448	7	45	1
2021-02-15	2441	6	44	0
2021-02-14	2435	7	44	0
2021-02-13	2428	1	44	0
2021-02-12	2427	5	44	0
2021-02-11	2422	37	44	0
2021-02-10	2385	15	44	0
2021-02-09	2370	14	44	0
2021-02-08	2356	6	44	0
2021-02-07	2350	2	44	0
2021-02-06	2348	7	44	0
2021-02-05	2341	15	44	1
2021-02-04	2326	13	43	1
2021-02-03	2313	13	42	1
2021-02-02	2300	13	41	0
2021-02-01	2287	1	41	0
2021-01-31	2286	5	41	0
2021-01-30	2281	24	41	0
2021-01-29	2257	15	41	0
2021-01-28	2242	22	41	0
2021-01-27	2220	15	41	0
2021-01-26	2205	18	41	1
2021-01-25	2187	13	40	0
2021-01-24	2174	6	40	0
2021-01-23	2168	21	40	3
2021-01-22	2147	8	37	0
2021-01-21	2139	16	37	1
2021-01-20	2123	10	36	0
2021-01-19	2113	8	36	0
2021-01-18	2105	8	36	0
2021-01-17	2097	3	36	0
2021-01-16	2094	14	36	0
2021-01-15	2080	14	36	0
2021-01-14	2066	21	36	1
2021-01-13	2045	11	35	0
2021-01-12	2034	17	35	0
2021-01-11	2017	8	35	0
2021-01-10	2009	9	35	0
2021-01-09	2000	20	35	0
2021-01-08	1980	17	35	0
2021-01-07	1963	27	35	0
2021-01-06	1936	28	35	0
2021-01-05	1908	35	35	0
2021-01-03	1873	5	35	0
2021-01-02	1868	5	35	0
2021-01-01	1863	24	35	0
2020-12-31	1839	30	35	1
2020-12-30	1809	21	34	0
2020-12-29	1788	22	34	1
2020-12-28	1766	10	33	0
2020-12-26	1756	13	33	0
2020-12-25	1743	15	33	0
2020-12-24	1728	35	33	2
2020-12-23	1693	15	31	0
2020-12-22	1678	23	31	1
2020-12-21	1655	4	30	0
2020-12-20	1651	12	30	0
2020-12-19	1639	25	30	0
2020-12-18	1614	25	30	0
2020-12-17	1589	23	30	0
2020-12-16	1566	21	30	0
2020-12-15	1545	30	30	1
2020-12-14	1515	4	29	0
2020-12-13	1511	15	29	0
2020-12-12	1496	20	29	1
2020-12-11	1476	21	28	0
2020-12-10	1455	13	28	0
2020-12-09	1442	24	28	0
2020-12-08	1418	18	28	1
2020-12-07	1400	10	27	0
2020-12-06	1390	11	27	0
2020-12-05	1379	13	27	0
2020-12-04	1366	19	27	0
2020-12-03	1347	18	27	0
2020-12-02	1329	21	27	0
2020-12-01	1308	17	27	0
2020-11-30	1291	6	27	0
2020-11-29	1285	4	27	0
2020-11-28	1281	13	27	0
2020-11-27	1268	18	27	0
2020-11-26	1250	9	27	0
2020-11-25	1241	18	27	0
2020-11-24	1223	23	27	0
2020-11-23	1200	7	27	1
2020-11-22	1193	5	26	0
2020-11-21	1188	16	26	1
2020-11-20	1172	12	25	0
2020-11-19	1160	19	25	0
2020-11-18	1141	27	25	0
2020-11-17	1114	16	25	0
2020-11-16	1098	30	25	4
2020-11-15	1068	26	21	1
2020-11-14	1042	14	20	0
2020-11-13	1028	39	20	2
2020-11-12	989	26	18	0
2020-11-11	963	34	18	3
2020-11-10	929	58	15	0
2020-11-09	871	69	15	0
2020-11-08	802	46	15	1
2020-11-07	756	4	14	0
2020-11-06	752	5	14	0
2020-11-05	747	9	14	0
2020-11-04	738	12	14	1
2020-11-03	726	5	13	0
2020-11-02	721	9	13	0
2020-11-01	712	31	13	0
2020-10-31	681	26	13	0
2020-10-30	655	17	13	0
2020-10-29	638	18	13	0
2020-10-28	620	20	13	0
2020-10-27	600	42	13	4
2020-10-26	558	20	9	1
2020-10-25	538	19	8	0
2020-10-24	519	16	8	0
2020-10-23	503	18	8	1
2020-10-22	485	18	7	2
2020-10-21	467	12	5	0
2020-10-20	455	15	5	0
2020-10-19	440	12	5	0
2020-10-18	428	5	5	0
2020-10-17	423	14	5	1
2020-10-16	409	22	4	0
2020-10-15	387	11	4	0
2020-10-14	376	13	4	0
2020-10-13	363	13	4	0
2020-10-11	350	7	4	0
2020-10-10	343	9	4	0
2020-10-09	334	9	4	0
2020-10-08	325	2	4	0
2020-10-07	323	8	4	0
2020-10-06	315	8	4	0
2020-10-05	307	4	4	0
2020-10-04	303	3	4	0
2020-10-03	300	1	4	0
2020-10-02	299	4	4	0
2020-10-01	295	2	4	0
2020-09-30	293	4	4	0
2020-09-29	289	1	4	0
2020-09-28	288	3	4	0
2020-09-26	285	1	4	0
2020-09-25	284	2	4	1
2020-09-21	282	3	3	0
2020-09-19	279	2	3	0
2020-09-18	277	2	3	0
2020-09-16	275	1	3	0
2020-09-14	274	2	3	0
2020-09-12	272	2	3	0
2020-09-09	270	2	3	1
2020-09-02	268	1	2	0
2020-08-29	267	2	2	0
2020-08-28	265	5	2	0
2020-08-27	260	2	2	0
2020-08-25	258	2	2	0
2020-08-24	256	1	2	0
2020-08-22	255	1	2	0
2020-08-20	254	1	2	0
2020-08-19	253	1	2	0
2020-08-15	252	1	2	0
2020-08-12	251	1	2	0
2020-08-11	250	4	2	0
2020-08-10	246	10	2	0
2020-08-08	236	1	2	0
2020-08-06	235	1	2	0
2020-08-05	234	3	2	0
2020-08-04	231	1	2	0
2020-07-30	230	2	2	0
2020-07-24	228	5	2	0
2020-07-22	223	1	2	0
2020-07-21	222	1	2	0
2020-07-20	221	1	2	0
2020-07-17	220	1	2	0
2020-07-09	219	1	2	0
2020-06-25	218	1	2	0
2020-06-24	217	1	2	0
2020-06-17	216	1	2	0
2020-06-10	215	2	2	0
2020-06-09	213	1	2	0
2020-06-08	212	3	2	0
2020-06-06	209	1	2	0
2020-06-02	208	1	2	0
2020-06-01	207	2	2	0
2020-05-29	205	1	2	0
2020-05-22	204	1	2	0
2020-05-19	203	1	2	0
2020-05-16	202	1	2	0
2020-05-14	201	2	2	0
2020-05-09	199	1	2	0
2020-05-07	198	3	2	0
2020-05-02	195	2	2	0
2020-04-29	193	2	2	0
2020-04-25	191	1	2	0
2020-04-24	190	1	2	0
2020-04-23	189	2	2	0
2020-04-22	187	3	2	0
2020-04-20	184	1	2	0
2020-04-19	183	1	2	0
2020-04-18	182	2	2	0
2020-04-17	180	3	2	0
2020-04-15	177	5	2	0
2020-04-14	172	3	2	0
2020-04-13	169	1	2	0
2020-04-12	168	2	2	0
2020-04-11	166	2	2	0
2020-04-10	164	4	2	0
2020-04-09	160	9	2	0
2020-04-08	151	15	2	0
2020-04-07	136	8	2	0
2020-04-06	128	7	2	0
2020-04-05	121	6	2	0
2020-04-04	115	27	2	1
2020-04-03	88	15	1	0
2020-04-02	73	7	1	1
2020-04-01	66	2	0	0
2020-03-31	64	7	0	0
2020-03-30	57	5	0	0
2020-03-29	52	6	0	0
2020-03-28	46	4	0	0
2020-03-27	42	4	0	0
2020-03-26	38	8	0	0
2020-03-25	30	4	0	0
2020-03-24	26	2	0	0
2020-03-23	24	4	0	0
2020-03-22	20	14	0	0
2020-03-21	6	1	0	0
2020-03-20	5	1	0	0
2020-03-17	4	1	0	0
2020-03-16	3	1	0	0
2020-03-12	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: 0:03:39.575176