Germany: LK Dillingen a.d.Donau (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 10:40:51 CEST

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

overview(country="Germany", subregion="LK Dillingen a.d.Donau", weeks=5);

overview(country="Germany", subregion="LK Dillingen a.d.Donau");

compare_plot(country="Germany", subregion="LK Dillingen a.d.Donau", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Dillingen a.d.Donau")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Dillingen a.d.Donau")
print(f'Population of country="Germany", subregion="LK Dillingen a.d.Donau": {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 Dillingen a.d.Donau": 97985 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	54450	10	260	0
2023-03-05	54440	2	260	0
2023-03-04	54438	1	260	0
2023-03-03	54437	7	260	0
2023-03-02	54430	9	260	0
2023-03-01	54421	19	260	0
2023-02-28	54402	23	260	0
2023-02-27	54379	27	260	1
2023-02-26	54352	5	259	0
2023-02-25	54347	10	259	0
2023-02-24	54337	34	259	0
2023-02-23	54303	39	259	0
2023-02-22	54264	31	259	0
2023-02-21	54233	38	259	0
2023-02-20	54195	12	259	0
2023-02-19	54183	8	259	0
2023-02-18	54175	10	259	0
2023-02-17	54165	27	259	0
2023-02-16	54138	28	259	0
2023-02-15	54110	34	259	0
2023-02-14	54076	62	259	0
2023-02-13	54014	18	259	0
2023-02-12	53996	7	259	0
2023-02-11	53989	9	259	0
2023-02-10	53980	26	259	0
2023-02-09	53954	30	259	0
2023-02-08	53924	25	259	0
2023-02-07	53899	25	259	0
2023-02-06	53874	32	259	0
2023-02-05	53842	7	259	0
2023-02-04	53835	10	259	0
2023-02-03	53825	14	259	0
2023-02-02	53811	27	259	0
2023-02-01	53784	18	259	0
2023-01-31	53766	50	259	0
2023-01-30	53716	26	259	0
2023-01-29	53690	2	259	0
2023-01-28	53688	9	259	0
2023-01-27	53679	11	259	0
2023-01-26	53668	17	259	0
2023-01-25	53651	24	259	0
2023-01-24	53627	30	259	0
2023-01-23	53597	24	259	0
2023-01-22	53573	2	259	0
2023-01-21	53571	7	259	0
2023-01-20	53564	9	259	0
2023-01-19	53555	10	259	0
2023-01-18	53545	11	259	0
2023-01-17	53534	21	259	1
2023-01-16	53513	18	258	1
2023-01-15	53495	1	257	0
2023-01-14	53494	4	257	0
2023-01-13	53490	21	257	0
2023-01-12	53469	17	257	0
2023-01-11	53452	17	257	0
2023-01-10	53435	34	257	0
2023-01-09	53401	21	257	0
2023-01-08	53380	2	257	0
2023-01-07	53378	2	257	1
2023-01-06	53376	10	256	1
2023-01-05	53366	9	255	0
2023-01-04	53357	14	255	0
2023-01-03	53343	29	255	1
2023-01-02	53314	35	254	0
2023-01-01	53279	5	254	0
2022-12-31	53274	6	254	0
2022-12-30	53268	30	254	0
2022-12-29	53238	28	254	0
2022-12-28	53210	29	254	0
2022-12-27	53181	40	254	1
2022-12-26	53141	4	253	0
2022-12-25	53137	5	253	0
2022-12-24	53132	8	253	0
2022-12-23	53124	18	253	0
2022-12-22	53106	31	253	0
2022-12-21	53075	32	253	0
2022-12-20	53043	39	253	0
2022-12-19	53004	33	253	0
2022-12-18	52971	7	253	0
2022-12-17	52964	5	253	0
2022-12-16	52959	21	253	0
2022-12-15	52938	21	253	0
2022-12-14	52917	37	253	0
2022-12-13	52880	32	253	0
2022-12-12	52848	35	253	0
2022-12-11	52813	1	253	0
2022-12-10	52812	3	253	0
2022-12-09	52809	22	253	1
2022-12-08	52787	17	252	0
2022-12-07	52770	28	252	0
2022-12-06	52742	51	252	1
2022-12-05	52691	18	251	0
2022-12-04	52673	1	251	0
2022-12-03	52672	4	251	0
2022-12-02	52668	22	251	0
2022-12-01	52646	23	251	0
2022-11-30	52623	21	251	1
2022-11-29	52602	33	250	0
2022-11-28	52569	18	250	0
2022-11-27	52551	2	250	0
2022-11-26	52549	7	250	0
2022-11-25	52542	18	250	0
2022-11-24	52524	18	250	0
2022-11-23	52506	25	250	0
2022-11-22	52481	44	250	0
2022-11-21	52437	35	250	0
2022-11-20	52402	2	250	0
2022-11-19	52400	10	250	0
2022-11-18	52390	26	250	0
2022-11-17	52364	19	250	0
2022-11-16	52345	21	250	0
2022-11-15	52324	41	250	1
2022-11-14	52283	50	249	0
2022-11-13	52233	4	249	0
2022-11-12	52229	12	249	0
2022-11-11	52217	20	249	0
2022-11-10	52197	32	249	0
2022-11-09	52165	38	249	0
2022-11-08	52127	57	249	0
2022-11-07	52070	91	249	2
2022-11-06	51979	6	247	0
2022-11-05	51973	10	247	0
2022-11-04	51963	40	247	0
2022-11-03	51923	65	247	0
2022-11-02	51858	57	247	0
2022-11-01	51801	45	247	0
2022-10-31	51756	99	247	0
2022-10-30	51657	2	247	0
2022-10-29	51655	19	247	0
2022-10-28	51636	64	247	1
2022-10-27	51572	74	246	0
2022-10-26	51498	113	246	1
2022-10-25	51385	148	245	0
2022-10-24	51237	106	245	0
2022-10-23	51131	8	245	0
2022-10-22	51123	37	245	0
2022-10-21	51086	93	245	0
2022-10-20	50993	130	245	0
2022-10-19	50863	122	245	0
2022-10-18	50741	232	245	1
2022-10-17	50509	338	244	3
2022-10-14	50171	85	241	0
2022-10-13	50086	202	241	0
2022-10-12	49884	319	241	2
2022-10-11	49565	277	239	2
2022-10-10	49288	366	237	1
2022-10-07	48922	189	236	0
2022-10-06	48733	283	236	0
2022-10-05	48450	325	236	1
2022-10-04	48125	364	235	1
2022-09-30	47761	134	234	0
2022-09-29	47627	144	234	1
2022-09-28	47483	167	233	1
2022-09-27	47316	195	232	0
2022-09-26	47121	204	232	0
2022-09-23	46917	45	232	0
2022-09-22	46872	85	232	1
2022-09-21	46787	81	231	0
2022-09-20	46706	80	231	0
2022-09-19	46626	102	231	1
2022-09-16	46524	35	230	0
2022-09-15	46489	42	230	1
2022-09-14	46447	45	229	0
2022-09-13	46402	76	229	1
2022-09-12	46326	71	228	0
2022-09-09	46255	39	228	0
2022-09-08	46216	40	228	0
2022-09-07	46176	58	228	1
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2022-09-01	45989	39	227	0
2022-08-31	45950	27	227	0
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2022-08-29	45864	73	227	1
2022-08-26	45791	23	226	0
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2021-10-18	4639	1	137	0
2021-10-17	4638	7	137	0
2021-10-16	4631	21	137	0
2021-10-15	4610	15	137	0
2021-10-14	4595	16	137	2
2021-10-13	4579	22	135	0
2021-10-12	4557	28	135	0
2021-10-11	4529	1	135	0
2021-10-10	4528	7	135	0
2021-10-09	4521	15	135	1
2021-10-08	4506	8	134	0
2021-10-07	4498	16	134	0
2021-10-06	4482	12	134	0
2021-10-05	4470	16	134	2
2021-10-04	4454	3	132	0
2021-10-03	4451	4	132	0
2021-10-02	4447	13	132	0
2021-10-01	4434	8	132	0
2021-09-30	4426	12	132	0
2021-09-29	4414	11	132	0
2021-09-28	4403	19	132	0
2021-09-27	4384	1	132	0
2021-09-26	4383	6	132	0
2021-09-25	4377	19	132	0
2021-09-24	4358	13	132	0
2021-09-23	4345	9	132	0
2021-09-22	4336	8	132	0
2021-09-21	4328	7	132	0
2021-09-20	4321	2	132	0
2021-09-19	4319	3	132	0
2021-09-18	4316	6	132	0
2021-09-17	4310	6	132	0
2021-09-16	4304	3	132	0
2021-09-15	4301	7	132	1
2021-09-14	4294	14	131	0
2021-09-13	4280	2	131	0
2021-09-12	4278	4	131	0
2021-09-11	4274	7	131	0
2021-09-10	4267	10	131	0
2021-09-09	4257	13	131	0
2021-09-08	4244	14	131	0
2021-09-07	4230	21	131	0
2021-09-06	4209	3	131	0
2021-09-05	4206	2	131	0
2021-09-04	4204	14	131	0
2021-09-03	4190	11	131	1
2021-09-02	4179	18	130	0
2021-09-01	4161	22	130	0
2021-08-31	4139	25	130	0
2021-08-29	4114	5	130	0
2021-08-28	4109	4	130	0
2021-08-27	4105	14	130	0
2021-08-26	4091	35	130	0
2021-08-25	4056	25	130	0
2021-08-24	4031	30	130	0
2021-08-22	4001	4	130	0
2021-08-21	3997	5	130	0
2021-08-20	3992	9	130	1
2021-08-19	3983	9	129	0
2021-08-18	3974	11	129	0
2021-08-17	3963	15	129	0
2021-08-16	3948	2	129	1
2021-08-15	3946	2	128	0
2021-08-14	3944	11	128	1
2021-08-13	3933	3	127	0
2021-08-12	3930	24	127	2
2021-08-11	3906	8	125	2
2021-08-10	3898	8	123	0
2021-08-09	3890	2	123	0
2021-08-08	3888	2	123	0
2021-08-07	3886	6	123	2
2021-08-06	3880	13	121	4
2021-08-05	3867	4	117	0
2021-08-04	3863	1	117	0
2021-08-03	3862	1	117	0
2021-07-31	3861	4	117	1
2021-07-30	3857	3	116	0
2021-07-29	3854	5	116	0
2021-07-28	3849	2	116	0
2021-07-27	3847	3	116	0
2021-07-26	3844	3	116	0
2021-07-25	3841	1	116	0
2021-07-24	3840	8	116	1
2021-07-23	3832	6	115	0
2021-07-22	3826	10	115	0
2021-07-21	3816	2	115	0
2021-07-20	3814	6	115	0
2021-07-17	3808	4	115	0
2021-07-16	3804	3	115	0
2021-07-15	3801	6	115	0
2021-07-14	3795	5	115	0
2021-07-13	3790	7	115	0
2021-07-10	3783	2	115	0
2021-07-09	3781	3	115	0
2021-07-08	3778	1	115	0
2021-07-07	3777	5	115	0
2021-07-04	3772	1	115	0
2021-07-03	3771	1	115	0
2021-06-29	3770	2	115	0
2021-06-26	3768	1	115	0
2021-06-25	3767	1	115	0
2021-06-24	3766	1	115	0
2021-06-23	3765	2	115	0
2021-06-22	3763	1	115	0
2021-06-16	3762	1	115	0
2021-06-15	3761	1	115	0
2021-06-13	3760	1	115	0
2021-06-12	3759	2	115	0
2021-06-11	3757	2	115	0
2021-06-10	3755	5	115	1
2021-06-09	3750	9	114	0
2021-06-08	3741	3	114	0
2021-06-07	3738	1	114	0
2021-06-06	3737	3	114	0
2021-06-05	3734	4	114	0
2021-06-04	3730	4	114	0
2021-06-03	3726	4	114	0
2021-06-02	3722	7	114	0
2021-06-01	3715	9	114	0
2021-05-30	3706	9	114	0
2021-05-29	3697	13	114	0
2021-05-28	3684	5	114	0
2021-05-27	3679	8	114	1
2021-05-26	3671	12	113	0
2021-05-25	3659	6	113	0
2021-05-24	3653	4	113	0
2021-05-23	3649	2	113	0
2021-05-22	3647	16	113	0
2021-05-21	3631	32	113	0
2021-05-20	3599	13	113	0
2021-05-19	3586	13	113	0
2021-05-18	3573	27	113	0
2021-05-17	3546	4	113	0
2021-05-16	3542	12	113	0
2021-05-15	3530	20	113	1
2021-05-14	3510	6	112	0
2021-05-13	3504	20	112	0
2021-05-12	3484	17	112	0
2021-05-11	3467	30	112	0
2021-05-10	3437	5	112	0
2021-05-09	3432	9	112	0
2021-05-08	3423	26	112	0
2021-05-07	3397	23	112	1
2021-05-06	3374	11	111	0
2021-05-05	3363	15	111	0
2021-05-04	3348	25	111	1
2021-05-03	3323	1	110	0
2021-05-02	3322	3	110	0
2021-05-01	3319	14	110	0
2021-04-30	3305	13	110	0
2021-04-29	3292	11	110	0
2021-04-28	3281	30	110	1
2021-04-27	3251	38	109	0
2021-04-26	3213	1	109	0
2021-04-25	3212	13	109	0
2021-04-24	3199	25	109	0
2021-04-23	3174	27	109	0
2021-04-22	3147	17	109	0
2021-04-21	3130	49	109	0
2021-04-20	3081	43	109	1
2021-04-19	3038	2	108	0
2021-04-18	3036	11	108	0
2021-04-17	3025	13	108	1
2021-04-16	3012	25	107	0
2021-04-15	2987	20	107	0
2021-04-14	2967	25	107	1
2021-04-13	2942	26	106	1
2021-04-12	2916	3	105	1
2021-04-11	2913	7	104	0
2021-04-10	2906	20	104	1
2021-04-09	2886	14	103	0
2021-04-08	2872	21	103	0
2021-04-07	2851	35	103	0
2021-04-06	2816	7	103	0
2021-04-05	2809	1	103	0
2021-04-04	2808	2	103	0
2021-04-03	2806	3	103	0
2021-04-02	2803	8	103	0
2021-04-01	2795	21	103	1
2021-03-31	2774	23	102	0
2021-03-30	2751	17	102	0
2021-03-28	2734	5	102	0
2021-03-27	2729	11	102	0
2021-03-26	2718	16	102	0
2021-03-25	2702	25	102	0
2021-03-24	2677	16	102	0
2021-03-23	2661	12	102	0
2021-03-22	2649	2	102	0
2021-03-20	2647	4	102	0
2021-03-19	2643	6	102	0
2021-03-18	2637	11	102	0
2021-03-17	2626	9	102	0
2021-03-16	2617	7	102	1
2021-03-15	2610	1	101	0
2021-03-13	2609	5	101	0
2021-03-12	2604	11	101	0
2021-03-11	2593	7	101	1
2021-03-10	2586	9	100	0
2021-03-09	2577	13	100	0
2021-03-06	2564	9	100	0
2021-03-05	2555	4	100	0
2021-03-04	2551	3	100	1
2021-03-03	2548	1	99	0
2021-03-02	2547	6	99	0
2021-03-01	2541	2	99	0
2021-02-28	2539	1	99	0
2021-02-27	2538	8	99	0
2021-02-25	2530	4	99	0
2021-02-24	2526	9	99	0
2021-02-23	2517	6	99	1
2021-02-21	2511	2	98	0
2021-02-20	2509	4	98	0
2021-02-19	2505	4	98	0
2021-02-18	2501	4	98	0
2021-02-17	2497	4	98	1
2021-02-16	2493	3	97	1
2021-02-14	2490	1	96	0
2021-02-13	2489	1	96	0
2021-02-12	2488	11	96	0
2021-02-11	2477	3	96	0
2021-02-10	2474	7	96	0
2021-02-09	2467	9	96	0
2021-02-08	2458	1	96	0
2021-02-06	2457	10	96	0
2021-02-05	2447	25	96	0
2021-02-04	2422	26	96	0
2021-02-03	2396	17	96	1
2021-02-02	2379	16	95	0
2021-02-01	2363	3	95	0
2021-01-31	2360	1	95	0
2021-01-30	2359	6	95	0
2021-01-29	2353	12	95	0
2021-01-28	2341	12	95	0
2021-01-27	2329	6	95	0
2021-01-26	2323	16	95	0
2021-01-25	2307	1	95	0
2021-01-24	2306	3	95	0
2021-01-23	2303	12	95	2
2021-01-22	2291	3	93	0
2021-01-21	2288	10	93	0
2021-01-20	2278	15	93	0
2021-01-19	2263	17	93	0
2021-01-18	2246	1	93	0
2021-01-17	2245	2	93	0
2021-01-16	2243	12	93	1
2021-01-15	2231	11	92	0
2021-01-14	2220	14	92	0
2021-01-13	2206	29	92	1
2021-01-12	2177	36	91	0
2021-01-11	2141	7	91	0
2021-01-10	2134	12	91	1
2021-01-09	2122	22	90	0
2021-01-08	2100	22	90	0
2021-01-07	2078	11	90	1
2021-01-06	2067	33	89	0
2021-01-05	2034	45	89	1
2021-01-04	1989	3	88	0
2021-01-03	1986	13	88	0
2021-01-02	1973	3	88	0
2021-01-01	1970	6	88	1
2020-12-31	1964	22	87	0
2020-12-30	1942	23	87	0
2020-12-29	1919	35	87	0
2020-12-28	1884	2	87	0
2020-12-27	1882	7	87	0
2020-12-26	1875	2	87	0
2020-12-25	1873	1	87	0
2020-12-24	1872	27	87	1
2020-12-23	1845	19	86	1
2020-12-22	1826	44	85	5
2020-12-21	1782	10	80	2
2020-12-20	1772	18	78	0
2020-12-19	1754	18	78	0
2020-12-18	1736	15	78	0
2020-12-17	1721	27	78	0
2020-12-16	1694	32	78	0
2020-12-15	1662	42	78	0
2020-12-14	1620	8	78	0
2020-12-13	1612	12	78	0
2020-12-12	1600	31	78	0
2020-12-11	1569	22	78	0
2020-12-10	1547	25	78	2
2020-12-09	1522	30	76	1
2020-12-08	1492	30	75	3
2020-12-07	1462	9	72	0
2020-12-06	1453	16	72	1
2020-12-05	1437	24	71	9
2020-12-04	1413	25	62	0
2020-12-03	1388	13	62	0
2020-12-02	1375	43	62	1
2020-12-01	1332	13	61	0
2020-11-30	1319	7	61	0
2020-11-29	1312	20	61	2
2020-11-28	1292	25	59	1
2020-11-27	1267	26	58	2
2020-11-26	1241	28	56	0
2020-11-25	1213	20	56	1
2020-11-24	1193	54	55	9
2020-11-23	1139	7	46	2
2020-11-22	1132	17	44	0
2020-11-21	1115	21	44	0
2020-11-20	1094	20	44	1
2020-11-19	1074	32	43	0
2020-11-18	1042	37	43	1
2020-11-17	1005	6	42	0
2020-11-16	999	19	42	1
2020-11-15	980	17	41	0
2020-11-14	963	13	41	0
2020-11-13	950	24	41	0
2020-11-12	926	51	41	1
2020-11-11	875	45	40	0
2020-11-10	830	21	40	3
2020-11-09	809	10	37	1
2020-11-08	799	18	36	0
2020-11-07	781	27	36	0
2020-11-06	754	38	36	1
2020-11-05	716	24	35	0
2020-11-04	692	34	35	0
2020-11-03	658	19	35	1
2020-11-02	639	16	34	0
2020-11-01	623	22	34	0
2020-10-31	601	27	34	2
2020-10-30	574	18	32	1
2020-10-29	556	30	31	0
2020-10-28	526	23	31	1
2020-10-27	503	6	30	0
2020-10-26	497	12	30	0
2020-10-25	485	16	30	0
2020-10-24	469	12	30	0
2020-10-23	457	4	30	0
2020-10-22	453	12	30	0
2020-10-21	441	9	30	0
2020-10-20	432	5	30	0
2020-10-19	427	5	30	1
2020-10-18	422	1	29	0
2020-10-17	421	2	29	0
2020-10-16	419	5	29	0
2020-10-15	414	8	29	0
2020-10-14	406	7	29	0
2020-10-13	399	1	29	0
2020-10-12	398	3	29	0
2020-10-11	395	6	29	0
2020-10-09	389	1	29	0
2020-10-07	388	1	29	0
2020-10-06	387	1	29	0
2020-10-05	386	1	29	0
2020-10-01	385	4	29	0
2020-09-30	381	1	29	0
2020-09-28	380	6	29	0
2020-09-21	374	6	29	0
2020-09-16	368	4	29	0
2020-09-15	364	1	29	0
2020-09-14	363	3	29	0
2020-09-12	360	1	29	0
2020-09-08	359	2	29	0
2020-09-06	357	6	29	0
2020-09-05	351	4	29	0
2020-09-04	347	2	29	0
2020-09-03	345	6	29	0
2020-09-02	339	2	29	0
2020-09-01	337	2	29	0
2020-08-30	335	3	29	0
2020-08-27	332	16	29	0
2020-08-26	316	6	29	0
2020-08-25	310	3	29	0
2020-08-22	307	4	29	0
2020-08-21	303	2	29	0
2020-08-20	301	6	29	0
2020-08-18	295	1	29	0
2020-08-17	294	5	29	0
2020-08-12	289	4	29	0
2020-08-10	285	2	29	0
2020-08-07	283	1	29	0
2020-08-06	282	3	29	0
2020-08-05	279	1	29	0
2020-08-04	278	1	29	0
2020-08-01	277	3	29	0
2020-07-31	274	1	29	0
2020-07-30	273	1	29	0
2020-07-23	272	1	29	0
2020-07-22	271	1	29	0
2020-07-20	270	4	29	0
2020-07-10	266	1	29	0
2020-06-30	265	2	29	0
2020-05-27	263	1	29	1
2020-05-23	262	2	28	0
2020-05-22	260	2	28	1
2020-05-20	258	2	27	0
2020-05-19	256	1	27	0
2020-05-17	255	1	27	0
2020-05-12	254	4	27	0
2020-05-10	250	2	27	1
2020-05-07	248	1	26	0
2020-05-06	247	4	26	0
2020-05-05	243	1	26	0
2020-05-04	242	1	26	0
2020-04-30	241	3	26	0
2020-04-29	238	10	26	2
2020-04-28	228	4	24	0
2020-04-27	224	1	24	0
2020-04-25	223	9	24	1
2020-04-24	214	4	23	0
2020-04-23	210	2	23	0
2020-04-22	208	10	23	0
2020-04-21	198	1	23	0
2020-04-20	197	2	23	0
2020-04-19	195	5	23	0
2020-04-18	190	2	23	0
2020-04-17	188	16	23	6
2020-04-16	172	4	17	1
2020-04-15	168	7	16	0
2020-04-14	161	3	16	1
2020-04-13	158	2	15	0
2020-04-12	156	24	15	6
2020-04-11	132	27	9	8
2020-04-10	105	1	1	0
2020-04-09	104	5	1	0
2020-04-08	99	6	1	0
2020-04-07	93	5	1	0
2020-04-04	88	9	1	0
2020-04-03	79	6	1	0
2020-04-02	73	10	1	0
2020-04-01	63	9	1	0
2020-03-31	54	7	1	0
2020-03-30	47	1	1	0
2020-03-29	46	10	1	0
2020-03-28	36	5	1	0
2020-03-27	31	7	1	0
2020-03-26	24	1	1	0
2020-03-25	23	6	1	0
2020-03-22	17	9	1	0
2020-03-21	8	1	1	1
2020-03-20	7	1	0	0
2020-03-19	6	5	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: 0:03:21.612870