Germany: LK Miltenberg (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 11:03:04 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Miltenberg")
print(f'Population of country="Germany", subregion="LK Miltenberg": {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 Miltenberg": 128782 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	67989	20	272	0
2023-03-03	67969	15	272	0
2023-03-02	67954	20	272	0
2023-03-01	67934	65	272	1
2023-02-28	67869	42	271	0
2023-02-27	67827	83	271	0
2023-02-24	67744	47	271	0
2023-02-23	67697	28	271	0
2023-02-22	67669	32	271	0
2023-02-21	67637	39	271	0
2023-02-20	67598	59	271	0
2023-02-17	67539	30	271	0
2023-02-16	67509	37	271	0
2023-02-15	67472	58	271	1
2023-02-14	67414	51	270	0
2023-02-13	67363	52	270	0
2023-02-12	67311	1	270	0
2023-02-10	67310	28	270	0
2023-02-09	67282	34	270	0
2023-02-08	67248	36	270	0
2023-02-07	67212	45	270	0
2023-02-06	67167	53	270	1
2023-02-03	67114	28	269	0
2023-02-02	67086	36	269	0
2023-02-01	67050	42	269	1
2023-01-31	67008	33	268	0
2023-01-30	66975	37	268	2
2023-01-27	66938	26	266	0
2023-01-26	66912	11	266	0
2023-01-25	66901	31	266	0
2023-01-24	66870	28	266	0
2023-01-23	66842	34	266	0
2023-01-20	66808	19	266	0
2023-01-19	66789	24	266	0
2023-01-18	66765	28	266	0
2023-01-17	66737	31	266	0
2023-01-16	66706	33	266	0
2023-01-13	66673	25	266	1
2023-01-12	66648	32	265	0
2023-01-11	66616	21	265	1
2023-01-10	66595	41	264	0
2023-01-09	66554	69	264	1
2023-01-05	66485	26	263	0
2023-01-04	66459	52	263	1
2023-01-03	66407	35	262	0
2023-01-02	66372	38	262	0
2022-12-30	66334	37	262	1
2022-12-29	66297	26	261	0
2022-12-28	66271	50	261	3
2022-12-27	66221	59	258	2
2022-12-26	66162	1	256	0
2022-12-25	66161	1	256	0
2022-12-24	66160	3	256	0
2022-12-23	66157	37	256	0
2022-12-22	66120	56	256	0
2022-12-21	66064	64	256	0
2022-12-20	66000	62	256	1
2022-12-19	65938	61	255	1
2022-12-16	65877	33	254	1
2022-12-15	65844	48	253	0
2022-12-14	65796	50	253	1
2022-12-13	65746	62	252	0
2022-12-12	65684	61	252	0
2022-12-09	65623	26	252	0
2022-12-08	65597	35	252	1
2022-12-07	65562	51	251	0
2022-12-06	65511	41	251	1
2022-12-05	65470	54	250	0
2022-12-02	65416	16	250	1
2022-12-01	65400	18	249	0
2022-11-30	65382	26	249	1
2022-11-29	65356	30	248	0
2022-11-28	65326	29	248	0
2022-11-25	65297	17	248	0
2022-11-24	65280	20	248	0
2022-11-23	65260	18	248	1
2022-11-22	65242	38	247	0
2022-11-21	65204	32	247	0
2022-11-18	65172	23	247	0
2022-11-17	65149	20	247	0
2022-11-16	65129	30	247	0
2022-11-15	65099	45	247	1
2022-11-14	65054	55	246	0
2022-11-11	64999	18	246	0
2022-11-10	64981	67	246	0
2022-11-09	64914	43	246	0
2022-11-08	64871	74	246	0
2022-11-07	64797	75	246	1
2022-11-04	64722	49	245	0
2022-11-03	64673	76	245	0
2022-11-02	64597	97	245	0
2022-10-31	64500	117	245	1
2022-10-28	64383	79	244	0
2022-10-27	64304	71	244	0
2022-10-26	64233	115	244	0
2022-10-25	64118	178	244	0
2022-10-24	63940	213	244	1
2022-10-21	63727	117	243	1
2022-10-20	63610	205	242	0
2022-10-19	63405	235	242	0
2022-10-18	63170	151	242	0
2022-10-17	63019	269	242	3
2022-10-15	62750	16	239	0
2022-10-14	62734	114	239	1
2022-10-13	62620	282	238	2
2022-10-12	62338	224	236	0
2022-10-11	62114	211	236	1
2022-10-10	61903	334	235	0
2022-10-07	61569	191	235	0
2022-10-06	61378	362	235	0
2022-10-05	61016	248	235	1
2022-10-04	60768	99	234	0
2022-10-02	60669	117	234	0
2022-10-01	60552	49	234	0
2022-09-30	60503	197	234	0
2022-09-29	60306	158	234	1
2022-09-28	60148	208	233	1
2022-09-27	59940	196	232	0
2022-09-26	59744	172	232	1
2022-09-23	59572	76	231	0
2022-09-22	59496	83	231	0
2022-09-21	59413	128	231	1
2022-09-20	59285	158	230	0
2022-09-19	59127	136	230	0
2022-09-16	58991	85	230	0
2022-09-15	58906	104	230	0
2022-09-14	58802	108	230	0
2022-09-13	58694	164	230	0
2022-09-12	58530	131	230	1
2022-09-09	58399	84	229	0
2022-09-08	58315	116	229	0
2022-09-07	58199	103	229	0
2022-09-06	58096	108	229	0
2022-09-05	57988	97	229	0
2022-09-02	57891	56	229	0
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2022-08-29	57658	58	228	0
2022-08-26	57600	42	228	0
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2022-08-23	57442	68	228	0
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2022-08-12	57005	65	228	0
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2022-08-09	56792	94	228	0
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2022-07-31	55835	1	228	0
2022-07-29	55834	121	228	1
2022-07-28	55713	178	227	1
2022-07-27	55535	246	226	1
2022-07-26	55289	237	225	0
2022-07-25	55052	289	225	2
2022-07-22	54763	173	223	0
2022-07-21	54590	276	223	1
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2022-07-11	52367	322	220	2
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2021-09-19	6591	8	134	0
2021-09-18	6583	10	134	0
2021-09-17	6573	16	134	0
2021-09-16	6557	21	134	0
2021-09-15	6536	21	134	1
2021-09-14	6515	23	133	1
2021-09-13	6492	8	132	0
2021-09-12	6484	15	132	0
2021-09-11	6469	14	132	0
2021-09-10	6455	13	132	0
2021-09-09	6442	27	132	0
2021-09-08	6415	9	132	0
2021-09-07	6406	24	132	0
2021-09-06	6382	9	132	0
2021-09-05	6373	9	132	0
2021-09-04	6364	13	132	0
2021-09-03	6351	20	132	1
2021-09-02	6331	15	131	1
2021-09-01	6316	28	130	0
2021-08-31	6288	15	130	0
2021-08-30	6273	2	130	0
2021-08-29	6271	9	130	0
2021-08-28	6262	10	130	0
2021-08-27	6252	5	130	0
2021-08-26	6247	20	130	0
2021-08-25	6227	17	130	0
2021-08-24	6210	35	130	0
2021-08-23	6175	3	130	0
2021-08-22	6172	6	130	0
2021-08-21	6166	3	130	0
2021-08-20	6163	7	130	0
2021-08-19	6156	10	130	0
2021-08-18	6146	5	130	0
2021-08-17	6141	5	130	0
2021-08-16	6136	3	130	0
2021-08-15	6133	2	130	0
2021-08-14	6131	7	130	0
2021-08-13	6124	8	130	0
2021-08-12	6116	7	130	0
2021-08-11	6109	5	130	0
2021-08-10	6104	6	130	0
2021-08-09	6098	2	130	0
2021-08-08	6096	3	130	0
2021-08-07	6093	9	130	0
2021-08-06	6084	10	130	0
2021-08-05	6074	3	130	0
2021-08-04	6071	4	130	0
2021-08-03	6067	8	130	0
2021-08-02	6059	1	130	0
2021-08-01	6058	2	130	0
2021-07-31	6056	5	130	0
2021-07-30	6051	3	130	0
2021-07-29	6048	7	130	0
2021-07-28	6041	6	130	0
2021-07-27	6035	9	130	0
2021-07-25	6026	7	130	0
2021-07-24	6019	2	130	0
2021-07-23	6017	3	130	0
2021-07-22	6014	3	130	0
2021-07-21	6011	2	130	0
2021-07-19	6009	2	130	0
2021-07-15	6007	1	130	0
2021-07-11	6006	1	130	0
2021-07-08	6005	2	130	0
2021-07-07	6003	2	130	0
2021-07-06	6001	4	130	0
2021-07-05	5997	1	130	0
2021-06-30	5996	1	130	0
2021-06-29	5995	1	130	0
2021-06-26	5994	2	130	0
2021-06-25	5992	2	130	0
2021-06-24	5990	4	130	0
2021-06-23	5986	3	130	0
2021-06-22	5983	2	130	0
2021-06-21	5981	1	130	0
2021-06-20	5980	3	130	0
2021-06-19	5977	1	130	0
2021-06-18	5976	5	130	0
2021-06-17	5971	6	130	0
2021-06-16	5965	3	130	0
2021-06-15	5962	4	130	1
2021-06-13	5958	1	129	0
2021-06-12	5957	1	129	0
2021-06-11	5956	3	129	0
2021-06-10	5953	2	129	0
2021-06-09	5951	4	129	0
2021-06-08	5947	6	129	0
2021-06-07	5941	2	129	0
2021-06-06	5939	7	129	0
2021-06-05	5932	9	129	0
2021-06-04	5923	1	129	0
2021-06-03	5922	8	129	0
2021-06-02	5914	7	129	0
2021-06-01	5907	10	129	0
2021-05-30	5897	1	129	0
2021-05-29	5896	5	129	0
2021-05-28	5891	1	129	0
2021-05-27	5890	7	129	0
2021-05-26	5883	29	129	0
2021-05-25	5854	3	129	0
2021-05-23	5851	7	129	0
2021-05-22	5844	15	129	1
2021-05-21	5829	10	128	0
2021-05-20	5819	11	128	0
2021-05-19	5808	8	128	0
2021-05-18	5800	28	128	0
2021-05-17	5772	2	128	1
2021-05-16	5770	33	127	0
2021-05-15	5737	21	127	0
2021-05-14	5716	15	127	0
2021-05-13	5701	12	127	0
2021-05-12	5689	33	127	0
2021-05-11	5656	29	127	0
2021-05-10	5627	2	127	0
2021-05-09	5625	16	127	0
2021-05-08	5609	18	127	0
2021-05-07	5591	29	127	0
2021-05-06	5562	22	127	0
2021-05-05	5540	30	127	0
2021-05-04	5510	53	127	0
2021-05-03	5457	1	127	0
2021-05-02	5456	5	127	0
2021-05-01	5451	33	127	0
2021-04-30	5418	37	127	1
2021-04-29	5381	41	126	0
2021-04-28	5340	54	126	1
2021-04-27	5286	43	125	0
2021-04-26	5243	2	125	1
2021-04-25	5241	26	124	1
2021-04-24	5215	51	123	0
2021-04-23	5164	18	123	0
2021-04-22	5146	91	123	2
2021-04-21	5055	27	121	0
2021-04-20	5028	22	121	1
2021-04-19	5006	5	120	0
2021-04-18	5001	21	120	0
2021-04-17	4980	32	120	0
2021-04-16	4948	43	120	0
2021-04-15	4905	15	120	0
2021-04-14	4890	39	120	0
2021-04-13	4851	16	120	0
2021-04-12	4835	1	120	0
2021-04-11	4834	10	120	0
2021-04-10	4824	23	120	0
2021-04-09	4801	15	120	0
2021-04-08	4786	20	120	0
2021-04-07	4766	13	120	1
2021-04-06	4753	6	119	0
2021-04-04	4747	22	119	0
2021-04-03	4725	18	119	0
2021-04-02	4707	12	119	0
2021-04-01	4695	17	119	0
2021-03-31	4678	33	119	0
2021-03-30	4645	13	119	0
2021-03-29	4632	10	119	0
2021-03-28	4622	10	119	0
2021-03-27	4612	22	119	0
2021-03-26	4590	21	119	0
2021-03-25	4569	18	119	0
2021-03-24	4551	16	119	0
2021-03-23	4535	13	119	0
2021-03-22	4522	1	119	0
2021-03-21	4521	5	119	0
2021-03-20	4516	24	119	1
2021-03-19	4492	15	118	0
2021-03-18	4477	20	118	0
2021-03-17	4457	33	118	0
2021-03-16	4424	7	118	0
2021-03-15	4417	3	118	1
2021-03-14	4414	4	117	1
2021-03-13	4410	17	116	0
2021-03-12	4393	21	116	0
2021-03-11	4372	22	116	1
2021-03-10	4350	13	115	0
2021-03-09	4337	13	115	0
2021-03-08	4324	1	115	0
2021-03-07	4323	7	115	0
2021-03-06	4316	14	115	2
2021-03-05	4302	18	113	0
2021-03-04	4284	18	113	0
2021-03-03	4266	19	113	0
2021-03-02	4247	13	113	0
2021-03-01	4234	2	113	0
2021-02-28	4232	12	113	0
2021-02-27	4220	2	113	0
2021-02-26	4218	9	113	0
2021-02-25	4209	11	113	0
2021-02-24	4198	20	113	0
2021-02-23	4178	9	113	0
2021-02-22	4169	3	113	0
2021-02-21	4166	11	113	1
2021-02-20	4155	11	112	0
2021-02-19	4144	6	112	0
2021-02-18	4138	13	112	0
2021-02-17	4125	3	112	0
2021-02-16	4122	15	112	0
2021-02-15	4107	5	112	0
2021-02-14	4102	8	112	0
2021-02-13	4094	10	112	0
2021-02-12	4084	26	112	0
2021-02-11	4058	16	112	0
2021-02-10	4042	19	112	1
2021-02-09	4023	26	111	0
2021-02-08	3997	6	111	0
2021-02-07	3991	10	111	0
2021-02-06	3981	44	111	0
2021-02-05	3937	11	111	0
2021-02-04	3926	42	111	1
2021-02-03	3884	42	110	1
2021-02-02	3842	26	109	2
2021-02-01	3816	3	107	0
2021-01-31	3813	19	107	0
2021-01-30	3794	34	107	0
2021-01-29	3760	45	107	2
2021-01-28	3715	54	105	0
2021-01-27	3661	49	105	2
2021-01-26	3612	32	103	2
2021-01-25	3580	10	101	2
2021-01-24	3570	17	99	1
2021-01-23	3553	39	98	0
2021-01-22	3514	54	98	1
2021-01-21	3460	28	97	1
2021-01-20	3432	49	96	6
2021-01-19	3383	40	90	5
2021-01-18	3343	5	85	1
2021-01-17	3338	17	84	0
2021-01-16	3321	25	84	1
2021-01-15	3296	38	83	1
2021-01-14	3258	42	82	2
2021-01-13	3216	37	80	0
2021-01-12	3179	20	80	1
2021-01-11	3159	8	79	0
2021-01-10	3151	15	79	1
2021-01-09	3136	36	78	0
2021-01-08	3100	52	78	2
2021-01-07	3048	52	76	3
2021-01-06	2996	22	73	2
2021-01-05	2974	52	71	2
2021-01-04	2922	18	69	2
2021-01-03	2904	38	67	3
2021-01-02	2866	22	64	0
2021-01-01	2844	49	64	0
2020-12-31	2795	61	64	0
2020-12-30	2734	30	64	0
2020-12-29	2704	24	64	1
2020-12-28	2680	30	63	1
2020-12-27	2650	73	62	1
2020-12-26	2577	31	61	1
2020-12-25	2546	21	60	0
2020-12-24	2525	26	60	1
2020-12-23	2499	41	59	6
2020-12-22	2458	35	53	0
2020-12-21	2423	34	53	2
2020-12-20	2389	24	51	1
2020-12-19	2365	32	50	1
2020-12-18	2333	33	49	2
2020-12-17	2300	36	47	3
2020-12-16	2264	29	44	1
2020-12-15	2235	29	43	2
2020-12-14	2206	12	41	2
2020-12-13	2194	39	39	2
2020-12-12	2155	15	37	0
2020-12-11	2140	28	37	0
2020-12-10	2112	34	37	1
2020-12-09	2078	46	36	1
2020-12-08	2032	33	35	0
2020-12-07	1999	22	35	0
2020-12-06	1977	15	35	2
2020-12-05	1962	8	33	0
2020-12-04	1954	23	33	0
2020-12-03	1931	52	33	1
2020-12-02	1879	27	32	0
2020-12-01	1852	22	32	0
2020-11-30	1830	17	32	0
2020-11-29	1813	5	32	0
2020-11-28	1808	14	32	1
2020-11-27	1794	29	31	0
2020-11-26	1765	35	31	0
2020-11-25	1730	46	31	0
2020-11-24	1684	31	31	0
2020-11-23	1653	42	31	2
2020-11-22	1611	35	29	0
2020-11-21	1576	19	29	0
2020-11-20	1557	36	29	0
2020-11-19	1521	29	29	0
2020-11-18	1492	45	29	1
2020-11-17	1447	52	28	0
2020-11-16	1395	31	28	1
2020-11-15	1364	41	27	0
2020-11-14	1323	10	27	0
2020-11-13	1313	52	27	3
2020-11-12	1261	33	24	0
2020-11-11	1228	62	24	0
2020-11-10	1166	19	24	0
2020-11-09	1147	32	24	1
2020-11-08	1115	32	23	0
2020-11-07	1083	24	23	1
2020-11-06	1059	25	22	0
2020-11-05	1034	24	22	0
2020-11-04	1010	42	22	1
2020-11-03	968	50	21	0
2020-11-02	918	17	21	0
2020-11-01	901	25	21	1
2020-10-31	876	20	20	1
2020-10-30	856	40	19	5
2020-10-29	816	47	14	0
2020-10-28	769	25	14	0
2020-10-27	744	34	14	1
2020-10-26	710	23	13	1
2020-10-25	687	15	12	0
2020-10-24	672	26	12	0
2020-10-23	646	44	12	3
2020-10-22	602	15	9	0
2020-10-21	587	18	9	0
2020-10-20	569	12	9	1
2020-10-19	557	3	8	0
2020-10-18	554	3	8	0
2020-10-17	551	15	8	0
2020-10-16	536	17	8	1
2020-10-15	519	15	7	0
2020-10-14	504	12	7	0
2020-10-13	492	7	7	0
2020-10-12	485	4	7	0
2020-10-11	481	3	7	0
2020-10-10	478	6	7	0
2020-10-09	472	4	7	0
2020-10-08	468	4	7	0
2020-10-07	464	7	7	0
2020-10-06	457	3	7	0
2020-10-05	454	2	7	0
2020-10-03	452	5	7	0
2020-10-02	447	6	7	0
2020-09-30	441	2	7	0
2020-09-29	439	5	7	0
2020-09-26	434	4	7	1
2020-09-25	430	1	6	0
2020-09-24	429	4	6	0
2020-09-23	425	2	6	0
2020-09-22	423	7	6	0
2020-09-21	416	3	6	0
2020-09-19	413	1	6	0
2020-09-18	412	1	6	0
2020-09-17	411	7	6	0
2020-09-16	404	5	6	0
2020-09-15	399	2	6	0
2020-09-13	397	4	6	0
2020-09-12	393	4	6	0
2020-09-11	389	2	6	0
2020-09-10	387	6	6	0
2020-09-09	381	6	6	1
2020-09-07	375	2	5	0
2020-09-06	373	1	5	0
2020-09-05	372	2	5	0
2020-09-04	370	1	5	0
2020-09-03	369	3	5	0
2020-09-02	366	6	5	0
2020-09-01	360	1	5	0
2020-08-29	359	2	5	0
2020-08-28	357	1	5	0
2020-08-26	356	6	5	0
2020-08-25	350	1	5	0
2020-08-22	349	1	5	0
2020-08-20	348	3	5	0
2020-08-19	345	3	5	0
2020-08-18	342	1	5	0
2020-08-12	341	1	5	0
2020-08-11	340	1	5	0
2020-08-10	339	1	5	0
2020-08-09	338	1	5	0
2020-08-07	337	1	5	0
2020-08-06	336	1	5	0
2020-08-05	335	2	5	0
2020-08-04	333	1	5	0
2020-08-02	332	3	5	0
2020-08-01	329	1	5	0
2020-07-31	328	2	5	0
2020-07-30	326	2	5	0
2020-07-28	324	2	5	0
2020-07-25	322	3	5	0
2020-07-23	319	1	5	0
2020-07-20	318	1	5	0
2020-07-17	317	1	5	0
2020-07-16	316	3	5	0
2020-07-15	313	2	5	0
2020-07-13	311	1	5	0
2020-07-10	310	1	5	0
2020-07-09	309	1	5	0
2020-07-02	308	1	5	0
2020-06-30	307	1	5	0
2020-06-27	306	1	5	0
2020-06-20	305	1	5	0
2020-06-17	304	2	5	0
2020-06-14	302	3	5	0
2020-06-12	299	2	5	0
2020-06-10	297	1	5	0
2020-06-07	296	1	5	0
2020-06-05	295	1	5	0
2020-06-02	294	1	5	0
2020-06-01	293	2	5	0
2020-05-30	291	1	5	0
2020-05-29	290	1	5	0
2020-05-28	289	1	5	0
2020-05-20	288	1	5	0
2020-05-16	287	1	5	0
2020-05-14	286	2	5	0
2020-05-13	284	2	5	0
2020-05-12	282	1	5	0
2020-05-09	281	3	5	0
2020-05-08	278	2	5	0
2020-05-03	276	1	5	0
2020-05-02	275	2	5	0
2020-05-01	273	1	5	1
2020-04-29	272	4	4	0
2020-04-28	268	7	4	0
2020-04-27	261	1	4	0
2020-04-26	260	3	4	1
2020-04-24	257	2	3	0
2020-04-23	255	3	3	0
2020-04-22	252	5	3	0
2020-04-21	247	1	3	0
2020-04-20	246	1	3	0
2020-04-18	245	2	3	0
2020-04-17	243	4	3	0
2020-04-16	239	1	3	0
2020-04-15	238	7	3	0
2020-04-14	231	1	3	0
2020-04-12	230	1	3	1
2020-04-11	229	4	2	0
2020-04-10	225	20	2	0
2020-04-09	205	4	2	1
2020-04-08	201	15	1	0
2020-04-07	186	4	1	0
2020-04-06	182	7	1	0
2020-04-05	175	4	1	0
2020-04-04	171	16	1	0
2020-04-03	155	5	1	0
2020-04-02	150	14	1	0
2020-04-01	136	14	1	0
2020-03-31	122	16	1	0
2020-03-30	106	8	1	0
2020-03-29	98	11	1	0
2020-03-28	87	10	1	0
2020-03-27	77	6	1	0
2020-03-26	71	10	1	0
2020-03-25	61	6	1	0
2020-03-24	55	4	1	0
2020-03-23	51	4	1	0
2020-03-22	47	9	1	1
2020-03-21	38	10	0	0
2020-03-20	28	5	0	0
2020-03-19	23	8	0	0
2020-03-18	15	6	0	0
2020-03-17	9	4	0	0
2020-03-16	5	1	0	0
2020-03-14	4	3	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: 0:03:41.154568