Germany: LK Fürth (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 10:47:26 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Fürth")
print(f'Population of country="Germany", subregion="LK Fürth": {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 Fürth": 119432 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	60516	19	317	0
2023-03-03	60497	14	317	0
2023-03-02	60483	13	317	0
2023-03-01	60470	20	317	0
2023-02-28	60450	36	317	0
2023-02-27	60414	52	317	0
2023-02-24	60362	24	317	0
2023-02-23	60338	23	317	0
2023-02-22	60315	23	317	0
2023-02-21	60292	37	317	0
2023-02-20	60255	53	317	0
2023-02-17	60202	36	317	0
2023-02-16	60166	40	317	1
2023-02-15	60126	28	316	0
2023-02-14	60098	44	316	0
2023-02-13	60054	45	316	1
2023-02-10	60009	26	315	0
2023-02-09	59983	35	315	0
2023-02-08	59948	30	315	0
2023-02-07	59918	37	315	0
2023-02-06	59881	41	315	0
2023-02-03	59840	15	315	0
2023-02-02	59825	25	315	0
2023-02-01	59800	38	315	0
2023-01-31	59762	25	315	0
2023-01-30	59737	28	315	0
2023-01-27	59709	13	315	0
2023-01-26	59696	13	315	0
2023-01-25	59683	12	315	0
2023-01-24	59671	21	315	0
2023-01-23	59650	19	315	0
2023-01-20	59631	13	315	0
2023-01-19	59618	11	315	0
2023-01-18	59607	22	315	0
2023-01-17	59585	18	315	0
2023-01-16	59567	14	315	0
2023-01-13	59553	7	315	0
2023-01-12	59546	13	315	0
2023-01-11	59533	16	315	0
2023-01-10	59517	24	315	0
2023-01-09	59493	43	315	0
2023-01-05	59450	13	315	0
2023-01-04	59437	17	315	0
2023-01-03	59420	21	315	0
2023-01-02	59399	33	315	0
2022-12-30	59366	15	315	0
2022-12-29	59351	23	315	1
2022-12-28	59328	36	314	0
2022-12-27	59292	78	314	0
2022-12-23	59214	32	314	0
2022-12-22	59182	30	314	1
2022-12-21	59152	30	313	1
2022-12-20	59122	56	312	1
2022-12-19	59066	38	311	0
2022-12-16	59028	24	311	1
2022-12-15	59004	29	310	0
2022-12-14	58975	27	310	1
2022-12-13	58948	40	309	0
2022-12-12	58908	60	309	0
2022-12-09	58848	30	309	0
2022-12-08	58818	23	309	1
2022-12-07	58795	48	308	0
2022-12-06	58747	34	308	0
2022-12-05	58713	48	308	0
2022-12-02	58665	23	308	0
2022-12-01	58642	32	308	0
2022-11-30	58610	34	308	0
2022-11-29	58576	41	308	0
2022-11-28	58535	45	308	0
2022-11-25	58490	26	308	0
2022-11-24	58464	18	308	1
2022-11-23	58446	36	307	0
2022-11-22	58410	40	307	0
2022-11-21	58370	45	307	0
2022-11-18	58325	29	307	0
2022-11-17	58296	16	307	0
2022-11-16	58280	30	307	0
2022-11-15	58250	39	307	0
2022-11-14	58211	59	307	0
2022-11-11	58152	26	307	0
2022-11-10	58126	28	307	0
2022-11-09	58098	38	307	0
2022-11-08	58060	42	307	0
2022-11-07	58018	83	307	0
2022-11-04	57935	36	307	0
2022-11-03	57899	54	307	1
2022-11-02	57845	95	306	1
2022-10-31	57750	101	305	1
2022-10-29	57649	3	304	0
2022-10-28	57646	78	304	1
2022-10-27	57568	118	303	0
2022-10-26	57450	76	303	0
2022-10-25	57374	118	303	0
2022-10-24	57256	195	303	0
2022-10-21	57061	135	303	0
2022-10-20	56926	129	303	0
2022-10-19	56797	139	303	0
2022-10-18	56658	195	303	0
2022-10-17	56463	253	303	2
2022-10-15	56210	3	301	0
2022-10-14	56207	144	301	0
2022-10-13	56063	187	301	0
2022-10-12	55876	239	301	0
2022-10-11	55637	252	301	0
2022-10-10	55385	333	301	0
2022-10-08	55052	1	301	0
2022-10-07	55051	182	301	0
2022-10-06	54869	202	301	0
2022-10-05	54667	325	301	0
2022-10-04	54342	276	301	1
2022-10-01	54066	1	300	0
2022-09-30	54065	135	300	0
2022-09-29	53930	142	300	0
2022-09-28	53788	168	300	1
2022-09-27	53620	187	299	0
2022-09-26	53433	166	299	0
2022-09-23	53267	56	299	0
2022-09-22	53211	87	299	0
2022-09-21	53124	75	299	0
2022-09-20	53049	83	299	0
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2022-09-16	52861	43	299	0
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2022-09-01	52228	50	299	0
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2022-08-29	52021	120	299	0
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2022-08-12	51269	42	299	0
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2022-08-09	51104	123	299	0
2022-08-08	50981	129	299	0
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2022-08-04	50789	98	299	0
2022-08-03	50691	153	299	0
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2022-08-01	50422	210	299	0
2022-07-30	50212	1	299	0
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2022-07-26	49780	260	299	0
2022-07-25	49520	375	299	0
2022-07-22	49145	153	299	0
2022-07-21	48992	191	299	0
2022-07-20	48801	281	299	1
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2021-09-25	5820	10	215	0
2021-09-24	5810	15	215	0
2021-09-23	5795	24	215	0
2021-09-22	5771	18	215	0
2021-09-21	5753	19	215	0
2021-09-20	5734	4	215	0
2021-09-19	5730	6	215	0
2021-09-18	5724	8	215	0
2021-09-17	5716	10	215	0
2021-09-16	5706	19	215	0
2021-09-15	5687	17	215	0
2021-09-14	5670	15	215	0
2021-09-13	5655	5	215	0
2021-09-12	5650	7	215	0
2021-09-11	5643	17	215	2
2021-09-10	5626	14	213	0
2021-09-09	5612	17	213	2
2021-09-08	5595	14	211	0
2021-09-07	5581	14	211	0
2021-09-06	5567	2	211	0
2021-09-05	5565	1	211	0
2021-09-04	5564	11	211	0
2021-09-03	5553	7	211	0
2021-09-02	5546	9	211	0
2021-09-01	5537	9	211	0
2021-08-31	5528	17	211	0
2021-08-30	5511	2	211	0
2021-08-29	5509	4	211	0
2021-08-28	5505	9	211	0
2021-08-27	5496	5	211	0
2021-08-26	5491	2	211	0
2021-08-25	5489	6	211	0
2021-08-24	5483	9	211	0
2021-08-23	5474	2	211	0
2021-08-22	5472	3	211	0
2021-08-21	5469	6	211	0
2021-08-20	5463	7	211	1
2021-08-19	5456	9	210	0
2021-08-18	5447	2	210	0
2021-08-17	5445	12	210	0
2021-08-15	5433	2	210	0
2021-08-14	5431	6	210	0
2021-08-12	5425	3	210	0
2021-08-11	5422	4	210	0
2021-08-10	5418	4	210	0
2021-08-07	5414	3	210	0
2021-08-05	5411	1	210	0
2021-08-04	5410	3	210	0
2021-08-03	5407	1	210	0
2021-08-01	5406	1	210	0
2021-07-31	5405	3	210	0
2021-07-30	5402	1	210	0
2021-07-29	5401	2	210	0
2021-07-28	5399	1	210	0
2021-07-27	5398	2	210	0
2021-07-25	5396	1	210	0
2021-07-24	5395	2	210	0
2021-07-23	5393	1	210	0
2021-07-22	5392	3	210	0
2021-07-21	5389	1	210	0
2021-07-20	5388	3	210	0
2021-07-19	5385	2	210	0
2021-07-17	5383	1	210	0
2021-07-15	5382	4	210	0
2021-07-14	5378	1	210	0
2021-07-13	5377	4	210	0
2021-07-10	5373	1	210	0
2021-07-08	5372	2	210	0
2021-07-07	5370	2	210	0
2021-07-06	5368	5	210	0
2021-07-04	5363	1	210	0
2021-07-02	5362	3	210	0
2021-07-01	5359	4	210	0
2021-06-30	5355	2	210	0
2021-06-29	5353	2	210	0
2021-06-26	5351	2	210	0
2021-06-25	5349	1	210	0
2021-06-24	5348	2	210	0
2021-06-23	5346	3	210	0
2021-06-21	5343	1	210	0
2021-06-19	5342	2	210	0
2021-06-18	5340	1	210	0
2021-06-17	5339	1	210	0
2021-06-16	5338	1	210	0
2021-06-15	5337	1	210	0
2021-06-12	5336	4	210	0
2021-06-11	5332	6	210	0
2021-06-10	5326	1	210	0
2021-06-09	5325	4	210	0
2021-06-08	5321	2	210	0
2021-06-06	5319	4	210	0
2021-06-05	5315	2	210	0
2021-06-04	5313	3	210	0
2021-06-03	5310	3	210	1
2021-06-02	5307	4	209	0
2021-06-01	5303	12	209	0
2021-05-31	5291	2	209	0
2021-05-30	5289	2	209	0
2021-05-29	5287	14	209	1
2021-05-28	5273	3	208	0
2021-05-27	5270	11	208	0
2021-05-26	5259	10	208	0
2021-05-25	5249	7	208	0
2021-05-24	5242	5	208	0
2021-05-23	5237	1	208	0
2021-05-22	5236	7	208	0
2021-05-21	5229	7	208	0
2021-05-20	5222	8	208	0
2021-05-19	5214	19	208	0
2021-05-18	5195	9	208	0
2021-05-17	5186	6	208	0
2021-05-16	5180	18	208	0
2021-05-15	5162	16	208	0
2021-05-14	5146	7	208	0
2021-05-13	5139	14	208	0
2021-05-12	5125	15	208	0
2021-05-11	5110	11	208	0
2021-05-10	5099	2	208	0
2021-05-09	5097	8	208	0
2021-05-08	5089	10	208	0
2021-05-07	5079	15	208	0
2021-05-06	5064	28	208	0
2021-05-05	5036	32	208	0
2021-05-04	5004	33	208	1
2021-05-03	4971	4	207	0
2021-05-02	4967	7	207	1
2021-05-01	4960	31	206	0
2021-04-30	4929	14	206	0
2021-04-29	4915	22	206	1
2021-04-28	4893	28	205	2
2021-04-27	4865	17	203	0
2021-04-26	4848	6	203	0
2021-04-25	4842	14	203	0
2021-04-24	4828	37	203	0
2021-04-23	4791	23	203	0
2021-04-22	4768	35	203	2
2021-04-21	4733	44	201	0
2021-04-20	4689	38	201	0
2021-04-19	4651	12	201	0
2021-04-18	4639	9	201	0
2021-04-17	4630	23	201	1
2021-04-16	4607	17	200	0
2021-04-15	4590	34	200	0
2021-04-14	4556	34	200	0
2021-04-13	4522	29	200	2
2021-04-12	4493	16	198	0
2021-04-11	4477	4	198	0
2021-04-10	4473	29	198	0
2021-04-09	4444	25	198	0
2021-04-08	4419	31	198	0
2021-04-07	4388	31	198	1
2021-04-06	4357	24	197	0
2021-04-05	4333	7	197	0
2021-04-04	4326	10	197	0
2021-04-03	4316	14	197	0
2021-04-02	4302	17	197	1
2021-04-01	4285	16	196	0
2021-03-31	4269	29	196	2
2021-03-30	4240	20	194	1
2021-03-29	4220	8	193	0
2021-03-28	4212	3	193	1
2021-03-27	4209	12	192	2
2021-03-26	4197	20	190	0
2021-03-25	4177	22	190	0
2021-03-24	4155	34	190	0
2021-03-23	4121	18	190	0
2021-03-22	4103	6	190	0
2021-03-21	4097	16	190	1
2021-03-20	4081	8	189	0
2021-03-19	4073	21	189	0
2021-03-18	4052	15	189	0
2021-03-17	4037	22	189	0
2021-03-16	4015	24	189	1
2021-03-15	3991	17	188	0
2021-03-14	3974	7	188	0
2021-03-13	3967	27	188	1
2021-03-12	3940	13	187	0
2021-03-11	3927	22	187	0
2021-03-10	3905	35	187	0
2021-03-09	3870	5	187	0
2021-03-08	3865	1	187	0
2021-03-07	3864	9	187	0
2021-03-06	3855	17	187	0
2021-03-05	3838	13	187	0
2021-03-04	3825	14	187	0
2021-03-03	3811	13	187	0
2021-03-02	3798	20	187	1
2021-03-01	3778	8	186	1
2021-02-28	3770	23	185	0
2021-02-27	3747	11	185	0
2021-02-26	3736	7	185	0
2021-02-25	3729	13	185	0
2021-02-24	3716	17	185	0
2021-02-23	3699	13	185	1
2021-02-22	3686	6	184	0
2021-02-21	3680	6	184	1
2021-02-20	3674	10	183	0
2021-02-19	3664	21	183	1
2021-02-18	3643	12	182	0
2021-02-17	3631	11	182	0
2021-02-16	3620	21	182	1
2021-02-15	3599	1	181	0
2021-02-14	3598	5	181	0
2021-02-13	3593	9	181	0
2021-02-12	3584	14	181	1
2021-02-11	3570	14	180	0
2021-02-10	3556	13	180	2
2021-02-09	3543	18	178	0
2021-02-07	3525	2	178	0
2021-02-06	3523	14	178	0
2021-02-05	3509	18	178	0
2021-02-04	3491	13	178	2
2021-02-03	3478	19	176	1
2021-02-02	3459	10	175	0
2021-02-01	3449	1	175	0
2021-01-31	3448	5	175	1
2021-01-30	3443	10	174	1
2021-01-29	3433	10	173	0
2021-01-28	3423	8	173	0
2021-01-27	3415	34	173	1
2021-01-26	3381	28	172	1
2021-01-25	3353	3	171	1
2021-01-24	3350	10	170	0
2021-01-23	3340	19	170	0
2021-01-22	3321	25	170	1
2021-01-21	3296	18	169	0
2021-01-20	3278	25	169	0
2021-01-19	3253	32	169	2
2021-01-18	3221	4	167	0
2021-01-17	3217	10	167	0
2021-01-16	3207	10	167	0
2021-01-15	3197	30	167	1
2021-01-14	3167	16	166	2
2021-01-13	3151	42	164	1
2021-01-12	3109	30	163	1
2021-01-11	3079	20	162	0
2021-01-10	3059	14	162	1
2021-01-09	3045	20	161	3
2021-01-08	3025	18	158	0
2021-01-07	3007	21	158	1
2021-01-06	2986	29	157	0
2021-01-05	2957	40	157	1
2021-01-04	2917	20	156	2
2021-01-03	2897	31	154	2
2021-01-02	2866	13	152	1
2021-01-01	2853	17	151	2
2020-12-31	2836	42	149	0
2020-12-30	2794	56	149	1
2020-12-29	2738	47	148	2
2020-12-28	2691	15	146	0
2020-12-27	2676	16	146	2
2020-12-26	2660	5	144	0
2020-12-25	2655	32	144	0
2020-12-24	2623	44	144	10
2020-12-23	2579	19	134	0
2020-12-22	2560	36	134	0
2020-12-21	2524	29	134	0
2020-12-20	2495	7	134	0
2020-12-19	2488	13	134	0
2020-12-18	2475	44	134	1
2020-12-17	2431	57	133	6
2020-12-16	2374	36	127	1
2020-12-15	2338	37	126	1
2020-12-14	2301	22	125	1
2020-12-13	2279	27	124	4
2020-12-12	2252	35	120	0
2020-12-11	2217	52	120	2
2020-12-10	2165	37	118	1
2020-12-09	2128	42	117	1
2020-12-08	2086	32	116	1
2020-12-07	2054	25	115	3
2020-12-06	2029	15	112	2
2020-12-05	2014	23	110	0
2020-12-04	1991	52	110	2
2020-12-03	1939	36	108	0
2020-12-02	1903	24	108	1
2020-12-01	1879	34	107	3
2020-11-30	1845	12	104	0
2020-11-29	1833	20	104	0
2020-11-28	1813	40	104	2
2020-11-27	1773	34	102	1
2020-11-26	1739	20	101	3
2020-11-25	1719	20	98	2
2020-11-24	1699	37	96	0
2020-11-23	1662	66	96	10
2020-11-22	1596	23	86	1
2020-11-21	1573	19	85	0
2020-11-20	1554	26	85	1
2020-11-19	1528	28	84	1
2020-11-18	1500	74	83	1
2020-11-17	1426	33	82	3
2020-11-16	1393	19	79	2
2020-11-15	1374	28	77	0
2020-11-14	1346	54	77	1
2020-11-13	1292	28	76	0
2020-11-12	1264	27	76	0
2020-11-11	1237	46	76	2
2020-11-10	1191	38	74	0
2020-11-09	1153	27	74	3
2020-11-08	1126	18	71	1
2020-11-07	1108	21	70	0
2020-11-06	1087	34	70	0
2020-11-05	1053	19	70	0
2020-11-04	1034	34	70	0
2020-11-03	1000	29	70	1
2020-11-02	971	24	69	0
2020-11-01	947	69	69	6
2020-10-30	878	17	63	0
2020-10-29	861	8	63	0
2020-10-28	853	24	63	0
2020-10-27	829	19	63	0
2020-10-26	810	6	63	0
2020-10-25	804	24	63	1
2020-10-24	780	6	62	0
2020-10-23	774	9	62	0
2020-10-22	765	23	62	0
2020-10-21	742	32	62	1
2020-10-20	710	15	61	0
2020-10-19	695	16	61	0
2020-10-18	679	3	61	0
2020-10-17	676	8	61	0
2020-10-16	668	7	61	0
2020-10-15	661	5	61	0
2020-10-14	656	5	61	0
2020-10-13	651	3	61	0
2020-10-12	648	8	61	0
2020-10-11	640	11	61	0
2020-10-10	629	2	61	0
2020-10-09	627	5	61	0
2020-10-08	622	2	61	0
2020-10-07	620	6	61	0
2020-10-06	614	3	61	0
2020-10-05	611	2	61	0
2020-10-04	609	1	61	0
2020-10-03	608	2	61	0
2020-10-02	606	2	61	0
2020-10-01	604	3	61	0
2020-09-30	601	2	61	0
2020-09-29	599	1	61	0
2020-09-28	598	4	61	0
2020-09-27	594	2	61	0
2020-09-25	592	3	61	1
2020-09-24	589	5	60	1
2020-09-23	584	1	59	0
2020-09-21	583	6	59	0
2020-09-20	577	4	59	0
2020-09-18	573	1	59	0
2020-09-17	572	4	59	0
2020-09-16	568	1	59	0
2020-09-15	567	2	59	0
2020-09-14	565	1	59	0
2020-09-11	564	1	59	0
2020-09-09	563	2	59	0
2020-09-08	561	1	59	0
2020-09-07	560	7	59	0
2020-09-06	553	1	59	0
2020-09-05	552	3	59	0
2020-09-04	549	4	59	0
2020-09-03	545	3	59	0
2020-09-02	542	3	59	0
2020-09-01	539	2	59	0
2020-08-30	537	2	59	0
2020-08-28	535	2	59	0
2020-08-26	533	1	59	0
2020-08-24	532	2	59	0
2020-08-22	530	2	59	0
2020-08-21	528	1	59	0
2020-08-20	527	1	59	0
2020-08-19	526	2	59	0
2020-08-18	524	2	59	0
2020-08-17	522	1	59	0
2020-08-13	521	1	59	0
2020-08-11	520	1	59	0
2020-08-09	519	2	59	0
2020-08-04	517	2	59	0
2020-07-29	515	3	59	0
2020-07-28	512	1	59	0
2020-07-24	511	7	59	0
2020-07-20	504	1	59	0
2020-07-18	503	1	59	0
2020-07-16	502	3	59	0
2020-07-15	499	1	59	0
2020-07-14	498	1	59	0
2020-07-09	497	1	59	0
2020-07-06	496	1	59	0
2020-06-30	495	1	59	0
2020-06-25	494	1	59	0
2020-06-24	493	1	59	0
2020-06-19	492	2	59	1
2020-05-27	490	1	58	0
2020-05-19	489	1	58	0
2020-05-14	488	1	58	0
2020-05-13	487	1	58	0
2020-05-12	486	1	58	0
2020-05-10	485	2	58	0
2020-05-08	483	1	58	0
2020-05-07	482	1	58	0
2020-05-05	481	3	58	0
2020-05-04	478	2	58	0
2020-05-03	476	1	58	0
2020-05-01	475	1	58	0
2020-04-30	474	2	58	0
2020-04-29	472	1	58	0
2020-04-28	471	3	58	0
2020-04-27	468	3	58	0
2020-04-26	465	5	58	0
2020-04-24	460	4	58	0
2020-04-23	456	2	58	0
2020-04-22	454	2	58	0
2020-04-21	452	4	58	0
2020-04-20	448	12	58	2
2020-04-19	436	3	56	0
2020-04-18	433	2	56	0
2020-04-17	431	9	56	2
2020-04-16	422	6	54	0
2020-04-15	416	6	54	1
2020-04-14	410	13	53	1
2020-04-12	397	1	52	1
2020-04-11	396	3	51	0
2020-04-10	393	4	51	0
2020-04-09	389	22	51	3
2020-04-08	367	6	48	0
2020-04-07	361	10	48	1
2020-04-06	351	10	47	2
2020-04-05	341	19	45	2
2020-04-04	322	2	43	0
2020-04-03	320	42	43	8
2020-04-02	278	21	35	4
2020-04-01	257	13	31	1
2020-03-31	244	47	30	3
2020-03-30	197	33	27	6
2020-03-29	164	15	21	3
2020-03-28	149	9	18	4
2020-03-27	140	30	14	6
2020-03-26	110	15	8	0
2020-03-25	95	13	8	1
2020-03-24	82	21	7	0
2020-03-23	61	18	7	7
2020-03-22	43	11	0	0
2020-03-21	32	7	0	0
2020-03-20	25	5	0	0
2020-03-18	20	13	0	0
2020-03-17	7	1	0	0
2020-03-16	6	2	0	0
2020-03-14	4	1	0	0
2020-03-11	3	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: 0:03:45.717526