Germany: LK Euskirchen (Nordrhein-Westfalen)

• 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 13:53:26 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Euskirchen")
print(f'Population of country="Germany", subregion="LK Euskirchen": {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 Euskirchen": 194701 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	98776	97	423	0
2023-03-03	98679	37	423	0
2023-03-02	98642	111	423	0
2023-03-01	98531	185	423	0
2023-02-28	98346	117	423	0
2023-02-27	98229	314	423	1
2023-02-24	97915	206	422	0
2023-02-23	97709	162	422	0
2023-02-22	97547	94	422	1
2023-02-21	97453	115	421	0
2023-02-17	97338	85	421	0
2023-02-16	97253	46	421	0
2023-02-15	97207	83	421	0
2023-02-14	97124	120	421	0
2023-02-13	97004	132	421	0
2023-02-10	96872	71	421	0
2023-02-09	96801	95	421	0
2023-02-08	96706	66	421	0
2023-02-07	96640	111	421	0
2023-02-06	96529	92	421	0
2023-02-03	96437	58	421	0
2023-02-02	96379	59	421	0
2023-02-01	96320	64	421	0
2023-01-31	96256	110	421	0
2023-01-30	96146	99	421	0
2023-01-27	96047	58	421	0
2023-01-26	95989	46	421	0
2023-01-25	95943	69	421	0
2023-01-24	95874	105	421	1
2023-01-23	95769	81	420	0
2023-01-20	95688	41	420	0
2023-01-19	95647	58	420	0
2023-01-18	95589	35	420	0
2023-01-17	95554	72	420	0
2023-01-16	95482	77	420	0
2023-01-13	95405	30	420	0
2023-01-12	95375	74	420	0
2023-01-11	95301	48	420	0
2023-01-10	95253	87	420	0
2023-01-09	95166	117	420	0
2023-01-06	95049	64	420	0
2023-01-05	94985	78	420	0
2023-01-04	94907	113	420	0
2023-01-03	94794	129	420	1
2023-01-02	94665	166	419	1
2022-12-30	94499	112	418	0
2022-12-29	94387	114	418	1
2022-12-28	94273	166	417	3
2022-12-27	94107	294	414	1
2022-12-23	93813	143	413	0
2022-12-22	93670	185	413	1
2022-12-21	93485	177	412	0
2022-12-20	93308	184	412	1
2022-12-19	93124	202	411	0
2022-12-16	92922	134	411	1
2022-12-15	92788	367	410	0
2022-12-14	92421	135	410	0
2022-12-13	92286	160	410	0
2022-12-12	92126	194	410	0
2022-12-09	91932	116	410	1
2022-12-08	91816	97	409	0
2022-12-07	91719	136	409	1
2022-12-06	91583	143	408	0
2022-12-05	91440	149	408	1
2022-12-02	91291	78	407	1
2022-12-01	91213	78	406	0
2022-11-30	91135	111	406	1
2022-11-29	91024	148	405	0
2022-11-28	90876	172	405	0
2022-11-25	90704	54	405	0
2022-11-24	90650	110	405	0
2022-11-23	90540	167	405	1
2022-11-22	90373	149	404	1
2022-11-21	90224	186	403	0
2022-11-18	90038	82	403	0
2022-11-17	89956	104	403	0
2022-11-16	89852	128	403	0
2022-11-15	89724	158	403	0
2022-11-14	89566	194	403	0
2022-11-11	89372	120	403	1
2022-11-10	89252	95	402	0
2022-11-09	89157	111	402	0
2022-11-08	89046	132	402	1
2022-11-07	88914	204	401	1
2022-11-04	88710	116	400	1
2022-11-03	88594	183	399	0
2022-11-02	88411	218	399	1
2022-10-31	88193	223	398	2
2022-10-28	87970	163	396	0
2022-10-27	87807	149	396	1
2022-10-26	87658	319	395	2
2022-10-25	87339	237	393	0
2022-10-24	87102	378	393	0
2022-10-21	86724	205	393	0
2022-10-20	86519	254	393	1
2022-10-19	86265	349	392	1
2022-10-18	85916	520	391	2
2022-10-17	85396	459	389	1
2022-10-14	84937	248	388	1
2022-10-13	84689	294	387	0
2022-10-12	84395	369	387	3
2022-10-11	84026	506	384	0
2022-10-10	83520	507	384	0
2022-10-07	83013	343	384	1
2022-10-06	82670	412	383	0
2022-10-05	82258	443	383	2
2022-10-04	81815	439	381	1
2022-09-30	81376	199	380	1
2022-09-29	81177	209	379	0
2022-09-28	80968	258	379	1
2022-09-27	80710	258	378	1
2022-09-26	80452	275	377	2
2022-09-23	80177	146	375	1
2022-09-22	80031	155	374	0
2022-09-21	79876	68	374	0
2022-09-20	79808	199	374	2
2022-09-19	79609	136	372	0
2022-09-16	79473	111	372	0
2022-09-15	79362	108	372	0
2022-09-14	79254	102	372	1
2022-09-13	79152	183	371	0
2022-09-12	78969	199	371	2
2022-09-09	78770	100	369	0
2022-09-08	78670	122	369	0
2022-09-07	78548	129	369	0
2022-09-06	78419	207	369	0
2022-09-05	78212	169	369	1
2022-09-02	78043	106	368	1
2022-09-01	77937	121	367	0
2022-08-31	77816	178	367	1
2022-08-30	77638	246	366	0
2022-08-29	77392	216	366	0
2022-08-26	77176	176	366	0
2022-08-25	77000	119	366	0
2022-08-24	76881	181	366	0
2022-08-23	76700	258	366	1
2022-08-22	76442	269	365	2
2022-08-19	76173	199	363	1
2022-08-18	75974	156	362	2
2022-08-17	75818	198	360	3
2022-08-16	75620	259	357	0
2022-08-15	75361	266	357	2
2022-08-12	75095	189	355	0
2022-08-11	74906	163	355	0
2022-08-10	74743	169	355	2
2022-08-09	74574	270	353	0
2022-08-08	74304	257	353	1
2022-08-05	74047	179	352	0
2022-08-04	73868	198	352	0
2022-08-03	73670	182	352	1
2022-08-02	73488	278	351	2
2022-08-01	73210	318	349	4
2022-07-29	72892	171	345	0
2022-07-28	72721	166	345	0
2022-07-27	72555	242	345	0
2022-07-26	72313	255	345	0
2022-07-25	72058	376	345	2
2022-07-22	71682	206	343	0
2022-07-21	71476	241	343	0
2022-07-20	71235	290	343	1
2022-07-19	70945	305	342	1
2022-07-18	70640	425	341	4
2022-07-15	70215	292	337	0
2022-07-14	69923	288	337	0
2022-07-13	69635	348	337	0
2022-07-12	69287	387	337	2
2022-07-11	68900	406	335	1
2022-07-08	68494	401	334	0
2022-07-07	68093	273	334	1
2022-07-06	67820	814	333	0
2022-07-05	67006	216	333	1
2022-07-04	66790	273	332	0
2022-07-01	66517	260	332	1
2022-06-30	66257	407	331	0
2022-06-29	65850	388	331	0
2022-06-28	65462	406	331	1
2022-06-27	65056	487	330	0
2022-06-24	64569	306	330	1
2022-06-23	64263	506	329	0
2022-06-22	63757	278	329	0
2022-06-21	63479	368	329	1
2022-06-20	63111	672	328	0
2022-06-17	62439	352	328	1
2022-06-15	62087	151	327	0
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2021-08-25	8444	42	245	1
2021-08-24	8402	25	244	0
2021-08-23	8377	18	244	1
2021-08-22	8359	10	243	0
2021-08-21	8349	33	243	0
2021-08-20	8316	20	243	0
2021-08-19	8296	33	243	0
2021-08-18	8263	42	243	0
2021-08-17	8221	16	243	0
2021-08-16	8205	28	243	0
2021-08-14	8177	14	243	0
2021-08-13	8163	26	243	0
2021-08-12	8137	15	243	0
2021-08-11	8122	18	243	0
2021-08-10	8104	9	243	0
2021-08-09	8095	15	243	0
2021-08-07	8080	13	243	1
2021-08-06	8067	6	242	0
2021-08-05	8061	7	242	0
2021-08-04	8054	3	242	0
2021-08-03	8051	5	242	0
2021-08-02	8046	4	242	0
2021-07-31	8042	2	242	0
2021-07-30	8040	4	242	0
2021-07-28	8036	8	242	0
2021-07-26	8028	4	242	0
2021-07-24	8024	8	242	0
2021-07-23	8016	1	242	0
2021-07-22	8015	2	242	0
2021-07-21	8013	6	242	0
2021-07-20	8007	5	242	0
2021-07-19	8002	7	242	0
2021-07-14	7995	2	242	0
2021-07-13	7993	1	242	0
2021-07-12	7992	1	242	0
2021-07-10	7991	1	242	0
2021-07-09	7990	3	242	0
2021-07-08	7987	2	242	0
2021-07-07	7985	3	242	0
2021-07-03	7982	1	242	0
2021-06-30	7981	1	242	0
2021-06-25	7980	1	242	0
2021-06-24	7979	2	242	0
2021-06-23	7977	1	242	0
2021-06-22	7976	1	242	0
2021-06-21	7975	1	242	0
2021-06-19	7974	2	242	0
2021-06-18	7972	1	242	0
2021-06-17	7971	7	242	0
2021-06-16	7964	1	242	0
2021-06-15	7963	4	242	0
2021-06-13	7959	2	242	0
2021-06-12	7957	6	242	0
2021-06-10	7951	4	242	0
2021-06-09	7947	3	242	0
2021-06-08	7944	5	242	0
2021-06-07	7939	1	242	0
2021-06-06	7938	6	242	0
2021-06-05	7932	2	242	0
2021-06-04	7930	12	242	0
2021-06-03	7918	8	242	1
2021-06-02	7910	3	241	0
2021-06-01	7907	8	241	0
2021-05-30	7899	6	241	0
2021-05-29	7893	8	241	0
2021-05-28	7885	12	241	0
2021-05-27	7873	9	241	0
2021-05-26	7864	9	241	1
2021-05-25	7855	7	240	0
2021-05-24	7848	2	240	0
2021-05-23	7846	9	240	0
2021-05-22	7837	17	240	0
2021-05-21	7820	12	240	0
2021-05-20	7808	27	240	1
2021-05-19	7781	30	239	0
2021-05-18	7751	34	239	0
2021-05-17	7717	14	239	0
2021-05-16	7703	42	239	0
2021-05-15	7661	6	239	0
2021-05-14	7655	30	239	1
2021-05-13	7625	22	238	0
2021-05-12	7603	41	238	0
2021-05-11	7562	18	238	0
2021-05-10	7544	10	238	0
2021-05-09	7534	37	238	0
2021-05-08	7497	2	238	0
2021-05-07	7495	32	238	1
2021-05-06	7463	34	237	0
2021-05-05	7429	65	237	1
2021-05-04	7364	32	236	1
2021-05-03	7332	3	235	0
2021-05-02	7329	20	235	0
2021-05-01	7309	64	235	0
2021-04-30	7245	52	235	0
2021-04-29	7193	43	235	0
2021-04-28	7150	62	235	2
2021-04-27	7088	55	233	1
2021-04-26	7033	8	232	0
2021-04-25	7025	9	232	0
2021-04-24	7016	65	232	0
2021-04-23	6951	34	232	0
2021-04-22	6917	91	232	1
2021-04-21	6826	67	231	3
2021-04-20	6759	105	228	0
2021-04-19	6654	21	228	0
2021-04-18	6633	29	228	0
2021-04-17	6604	53	228	0
2021-04-16	6551	41	228	0
2021-04-15	6510	80	228	0
2021-04-14	6430	42	228	2
2021-04-13	6388	60	226	0
2021-04-12	6328	8	226	1
2021-04-11	6320	23	225	1
2021-04-10	6297	67	224	0
2021-04-09	6230	39	224	0
2021-04-08	6191	80	224	2
2021-04-07	6111	47	222	0
2021-04-06	6064	30	222	0
2021-04-05	6034	18	222	0
2021-04-04	6016	22	222	0
2021-04-03	5994	15	222	0
2021-04-02	5979	42	222	0
2021-04-01	5937	72	222	0
2021-03-31	5865	24	222	0
2021-03-30	5841	54	222	1
2021-03-29	5787	7	221	1
2021-03-28	5780	3	220	0
2021-03-27	5777	49	220	1
2021-03-26	5728	41	219	0
2021-03-25	5687	53	219	3
2021-03-24	5634	72	216	0
2021-03-23	5562	49	216	1
2021-03-22	5513	8	215	0
2021-03-21	5505	13	215	0
2021-03-20	5492	41	215	1
2021-03-19	5451	32	214	1
2021-03-18	5419	27	213	0
2021-03-17	5392	35	213	0
2021-03-16	5357	32	213	1
2021-03-15	5325	7	212	0
2021-03-14	5318	6	212	0
2021-03-13	5312	19	212	0
2021-03-12	5293	17	212	0
2021-03-11	5276	11	212	0
2021-03-10	5265	10	212	1
2021-03-09	5255	12	211	0
2021-03-08	5243	2	211	0
2021-03-07	5241	6	211	0
2021-03-06	5235	5	211	0
2021-03-05	5230	16	211	0
2021-03-04	5214	26	211	0
2021-03-03	5188	9	211	2
2021-03-02	5179	25	209	4
2021-03-01	5154	3	205	0
2021-02-28	5151	9	205	1
2021-02-27	5142	25	204	0
2021-02-26	5117	16	204	2
2021-02-25	5101	24	202	0
2021-02-24	5077	36	202	0
2021-02-23	5041	17	202	0
2021-02-22	5024	1	202	0
2021-02-21	5023	5	202	0
2021-02-20	5018	14	202	0
2021-02-19	5004	19	202	2
2021-02-18	4985	25	200	0
2021-02-17	4960	23	200	0
2021-02-16	4937	8	200	0
2021-02-15	4929	3	200	1
2021-02-14	4926	9	199	1
2021-02-13	4917	20	198	0
2021-02-12	4897	16	198	0
2021-02-11	4881	19	198	0
2021-02-10	4862	28	198	1
2021-02-09	4834	17	197	0
2021-02-08	4817	6	197	2
2021-02-07	4811	10	195	0
2021-02-06	4801	18	195	0
2021-02-05	4783	19	195	2
2021-02-04	4764	26	193	1
2021-02-03	4738	53	192	2
2021-02-02	4685	17	190	2
2021-02-01	4668	14	188	1
2021-01-31	4654	1	187	0
2021-01-30	4653	26	187	2
2021-01-29	4627	23	185	2
2021-01-28	4604	19	183	0
2021-01-27	4585	31	183	0
2021-01-26	4554	24	183	0
2021-01-25	4530	9	183	2
2021-01-24	4521	4	181	1
2021-01-23	4517	21	180	1
2021-01-22	4496	23	179	1
2021-01-21	4473	30	178	0
2021-01-20	4443	41	178	1
2021-01-19	4402	46	177	5
2021-01-18	4356	6	172	0
2021-01-17	4350	5	172	2
2021-01-16	4345	22	170	1
2021-01-15	4323	53	169	4
2021-01-14	4270	34	165	6
2021-01-13	4236	33	159	0
2021-01-12	4203	39	159	1
2021-01-11	4164	7	158	1
2021-01-10	4157	9	157	0
2021-01-09	4148	35	157	1
2021-01-08	4113	39	156	1
2021-01-07	4074	25	155	2
2021-01-06	4049	88	153	4
2021-01-05	3961	54	149	5
2021-01-04	3907	11	144	1
2021-01-03	3896	11	143	2
2021-01-02	3885	18	141	1
2021-01-01	3867	19	140	2
2020-12-31	3848	33	138	0
2020-12-30	3815	83	138	10
2020-12-29	3732	27	128	0
2020-12-28	3705	6	128	0
2020-12-27	3699	9	128	0
2020-12-26	3690	17	128	0
2020-12-25	3673	30	128	1
2020-12-24	3643	78	127	6
2020-12-23	3565	88	121	2
2020-12-22	3477	53	119	7
2020-12-21	3424	22	112	1
2020-12-20	3402	40	111	3
2020-12-19	3362	77	108	7
2020-12-18	3285	65	101	3
2020-12-17	3220	68	98	4
2020-12-16	3152	79	94	7
2020-12-15	3073	31	87	4
2020-12-14	3042	14	83	0
2020-12-13	3028	6	83	0
2020-12-12	3022	63	83	4
2020-12-11	2959	52	79	4
2020-12-10	2907	79	75	4
2020-12-09	2828	66	71	0
2020-12-08	2762	32	71	0
2020-12-07	2730	6	71	1
2020-12-06	2724	16	70	1
2020-12-05	2708	58	69	3
2020-12-04	2650	39	66	2
2020-12-03	2611	59	64	2
2020-12-02	2552	56	62	0
2020-12-01	2496	28	62	0
2020-11-30	2468	10	62	0
2020-11-29	2458	6	62	1
2020-11-28	2452	83	61	1
2020-11-27	2369	38	60	2
2020-11-26	2331	61	58	1
2020-11-25	2270	74	57	2
2020-11-24	2196	28	55	2
2020-11-23	2168	16	53	2
2020-11-22	2152	8	51	0
2020-11-21	2144	58	51	1
2020-11-20	2086	26	50	0
2020-11-19	2060	65	50	5
2020-11-18	1995	61	45	1
2020-11-17	1934	25	44	3
2020-11-16	1909	13	41	0
2020-11-15	1896	39	41	0
2020-11-14	1857	37	41	0
2020-11-13	1820	61	41	1
2020-11-12	1759	53	40	1
2020-11-11	1706	48	39	1
2020-11-10	1658	29	38	1
2020-11-09	1629	25	37	0
2020-11-08	1604	50	37	0
2020-11-07	1554	45	37	1
2020-11-06	1509	37	36	0
2020-11-05	1472	43	36	0
2020-11-04	1429	63	36	0
2020-11-03	1366	40	36	0
2020-11-02	1326	14	36	0
2020-11-01	1312	29	36	0
2020-10-31	1283	40	36	0
2020-10-30	1243	56	36	1
2020-10-29	1187	52	35	1
2020-10-28	1135	32	34	0
2020-10-27	1103	31	34	0
2020-10-26	1072	21	34	0
2020-10-25	1051	18	34	1
2020-10-24	1033	23	33	0
2020-10-23	1010	43	33	0
2020-10-22	967	37	33	0
2020-10-21	930	25	33	0
2020-10-20	905	6	33	0
2020-10-19	899	30	33	1
2020-10-16	869	16	32	0
2020-10-15	853	11	32	1
2020-10-14	842	13	31	0
2020-10-13	829	4	31	0
2020-10-12	825	15	31	0
2020-10-09	810	5	31	0
2020-10-08	805	4	31	1
2020-10-07	801	4	30	0
2020-10-06	797	9	30	0
2020-10-05	788	9	30	0
2020-10-02	779	7	30	0
2020-10-01	772	1	30	0
2020-09-30	771	3	30	0
2020-09-29	768	2	30	0
2020-09-28	766	7	30	1
2020-09-25	759	3	29	0
2020-09-24	756	2	29	0
2020-09-23	754	8	29	0
2020-09-22	746	4	29	0
2020-09-21	742	7	29	0
2020-09-18	735	3	29	0
2020-09-17	732	5	29	0
2020-09-16	727	6	29	0
2020-09-14	721	6	29	0
2020-09-11	715	2	29	0
2020-09-10	713	3	29	0
2020-09-07	710	1	29	0
2020-09-04	709	2	29	0
2020-09-03	707	1	29	0
2020-09-02	706	5	29	0
2020-08-31	701	5	29	0
2020-08-28	696	4	29	0
2020-08-27	692	8	29	0
2020-08-26	684	6	29	0
2020-08-25	678	2	29	0
2020-08-24	676	8	29	0
2020-08-21	668	6	29	0
2020-08-20	662	3	29	0
2020-08-19	659	1	29	0
2020-08-17	658	5	29	0
2020-08-14	653	5	29	0
2020-08-13	648	5	29	0
2020-08-12	643	2	29	0
2020-08-11	641	2	29	0
2020-08-10	639	5	29	1
2020-08-07	634	6	28	0
2020-08-06	628	9	28	0
2020-08-05	619	5	28	0
2020-08-04	614	5	28	1
2020-08-03	609	8	27	0
2020-07-31	601	2	27	0
2020-07-30	599	2	27	0
2020-07-29	597	10	27	0
2020-07-28	587	3	27	0
2020-07-27	584	8	27	0
2020-07-24	576	6	27	1
2020-07-23	570	1	26	0
2020-07-22	569	8	26	0
2020-07-21	561	2	26	0
2020-07-20	559	4	26	0
2020-07-17	555	3	26	0
2020-07-16	552	17	26	0
2020-07-15	535	12	26	0
2020-07-10	523	11	26	0
2020-07-09	512	14	26	0
2020-07-06	498	1	26	0
2020-07-03	497	13	26	0
2020-07-02	484	2	26	0
2020-06-29	482	5	26	0
2020-06-25	477	1	26	0
2020-06-22	476	1	26	0
2020-06-19	475	2	26	1
2020-06-17	473	2	25	1
2020-06-09	471	1	24	0
2020-06-08	470	1	24	1
2020-06-04	469	2	23	0
2020-06-02	467	7	23	0
2020-05-28	460	2	23	0
2020-05-25	458	18	23	0
2020-05-22	440	2	23	0
2020-05-20	438	2	23	0
2020-05-19	436	1	23	0
2020-05-18	435	3	23	0
2020-05-15	432	1	23	0
2020-05-14	431	3	23	0
2020-05-13	428	5	23	0
2020-05-12	423	7	23	0
2020-05-11	416	7	23	0
2020-05-08	409	3	23	0
2020-05-07	406	3	23	0
2020-05-06	403	19	23	0
2020-05-05	384	6	23	0
2020-05-04	378	6	23	0
2020-05-02	372	1	23	0
2020-05-01	371	13	23	3
2020-04-30	358	8	20	0
2020-04-29	350	3	20	0
2020-04-28	347	5	20	0
2020-04-27	342	2	20	0
2020-04-25	340	4	20	0
2020-04-24	336	3	20	1
2020-04-23	333	2	19	0
2020-04-22	331	11	19	1
2020-04-21	320	2	18	0
2020-04-20	318	8	18	1
2020-04-19	310	1	17	0
2020-04-18	309	2	17	0
2020-04-17	307	3	17	1
2020-04-16	304	13	16	2
2020-04-15	291	6	14	0
2020-04-14	285	1	14	0
2020-04-13	284	6	14	0
2020-04-12	278	6	14	1
2020-04-11	272	4	13	1
2020-04-10	268	10	12	2
2020-04-09	258	17	10	2
2020-04-08	241	15	8	1
2020-04-07	226	2	7	1
2020-04-06	224	10	6	0
2020-04-05	214	2	6	0
2020-04-04	212	5	6	0
2020-04-03	207	41	6	0
2020-04-02	166	10	6	1
2020-04-01	156	20	5	1
2020-03-31	136	6	4	0
2020-03-30	130	2	4	1
2020-03-29	128	12	3	0
2020-03-28	116	9	3	0
2020-03-27	107	14	3	2
2020-03-26	93	26	1	0
2020-03-25	67	4	1	0
2020-03-24	63	2	1	0
2020-03-22	61	3	1	1
2020-03-21	58	6	0	0
2020-03-20	52	12	0	0
2020-03-19	40	10	0	0
2020-03-18	30	11	0	0
2020-03-17	19	8	0	0
2020-03-14	11	4	0	0
2020-03-13	7	2	0	0
2020-03-12	5	1	0	0
2020-03-11	4	1	0	0
2020-03-09	3	2	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: 0:03:03.034108