Germany: SK Regensburg (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 11:51:18 CEST

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

overview(country="Germany", subregion="SK Regensburg", weeks=5);

overview(country="Germany", subregion="SK Regensburg");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Regensburg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Regensburg")
print(f'Population of country="Germany", subregion="SK Regensburg": {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="SK Regensburg": 153542 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	76435	34	212	0
2023-03-03	76401	10	212	0
2023-03-02	76391	42	212	0
2023-03-01	76349	27	212	0
2023-02-28	76322	40	212	0
2023-02-27	76282	62	212	0
2023-02-24	76220	25	212	0
2023-02-23	76195	54	212	0
2023-02-22	76141	70	212	1
2023-02-21	76071	42	211	0
2023-02-20	76029	61	211	0
2023-02-17	75968	42	211	0
2023-02-16	75926	50	211	0
2023-02-15	75876	40	211	0
2023-02-14	75836	52	211	0
2023-02-13	75784	62	211	0
2023-02-10	75722	28	211	0
2023-02-09	75694	38	211	0
2023-02-08	75656	48	211	0
2023-02-07	75608	55	211	0
2023-02-06	75553	48	211	0
2023-02-03	75505	31	211	0
2023-02-02	75474	44	211	0
2023-02-01	75430	57	211	0
2023-01-31	75373	44	211	1
2023-01-30	75329	48	210	0
2023-01-27	75281	10	210	0
2023-01-26	75271	27	210	0
2023-01-25	75244	47	210	0
2023-01-24	75197	29	210	0
2023-01-23	75168	41	210	0
2023-01-20	75127	11	210	0
2023-01-19	75116	11	210	1
2023-01-18	75105	17	209	0
2023-01-17	75088	32	209	1
2023-01-16	75056	33	208	0
2023-01-14	75023	1	208	0
2023-01-13	75022	12	208	0
2023-01-12	75010	30	208	0
2023-01-11	74980	55	208	0
2023-01-10	74925	36	208	0
2023-01-09	74889	59	208	0
2023-01-05	74830	43	208	0
2023-01-04	74787	40	208	0
2023-01-03	74747	21	208	0
2023-01-02	74726	76	208	1
2022-12-30	74650	32	207	0
2022-12-29	74618	44	207	0
2022-12-28	74574	25	207	0
2022-12-27	74549	70	207	0
2022-12-23	74479	21	207	0
2022-12-22	74458	43	207	0
2022-12-21	74415	48	207	0
2022-12-20	74367	52	207	0
2022-12-19	74315	56	207	1
2022-12-16	74259	19	206	0
2022-12-15	74240	28	206	0
2022-12-14	74212	33	206	0
2022-12-13	74179	28	206	0
2022-12-12	74151	46	206	0
2022-12-09	74105	13	206	0
2022-12-08	74092	30	206	0
2022-12-07	74062	51	206	0
2022-12-06	74011	31	206	0
2022-12-05	73980	61	206	0
2022-12-02	73919	39	206	0
2022-12-01	73880	38	206	0
2022-11-30	73842	31	206	0
2022-11-29	73811	44	206	0
2022-11-28	73767	49	206	0
2022-11-25	73718	24	206	0
2022-11-24	73694	35	206	0
2022-11-23	73659	45	206	0
2022-11-22	73614	46	206	0
2022-11-21	73568	55	206	2
2022-11-18	73513	21	204	0
2022-11-17	73492	33	204	0
2022-11-16	73459	38	204	0
2022-11-15	73421	52	204	0
2022-11-14	73369	68	204	1
2022-11-13	73301	1	203	0
2022-11-11	73300	32	203	0
2022-11-10	73268	49	203	0
2022-11-09	73219	60	203	0
2022-11-08	73159	71	203	0
2022-11-07	73088	124	203	0
2022-11-04	72964	48	203	0
2022-11-03	72916	86	203	0
2022-11-02	72830	97	203	0
2022-11-01	72733	1	203	0
2022-10-31	72732	127	203	0
2022-10-30	72605	1	203	0
2022-10-28	72604	48	203	0
2022-10-27	72556	79	203	0
2022-10-26	72477	115	203	0
2022-10-25	72362	106	203	0
2022-10-24	72256	156	203	0
2022-10-21	72100	67	203	0
2022-10-20	72033	126	203	0
2022-10-19	71907	205	203	0
2022-10-18	71702	200	203	0
2022-10-17	71502	308	203	0
2022-10-16	71194	1	203	0
2022-10-14	71193	105	203	1
2022-10-13	71088	183	202	0
2022-10-12	70905	249	202	0
2022-10-11	70656	268	202	0
2022-10-10	70388	389	202	0
2022-10-07	69999	219	202	0
2022-10-06	69780	308	202	1
2022-10-05	69472	275	201	1
2022-10-04	69197	370	200	0
2022-10-01	68827	1	200	0
2022-09-30	68826	131	200	0
2022-09-29	68695	180	200	0
2022-09-28	68515	301	200	1
2022-09-27	68214	225	199	0
2022-09-26	67989	326	199	0
2022-09-23	67663	87	199	1
2022-09-22	67576	166	198	0
2022-09-21	67410	54	198	0
2022-09-20	67356	120	198	0
2022-09-19	67236	119	198	1
2022-09-16	67117	52	197	0
2022-09-15	67065	74	197	0
2022-09-14	66991	85	197	0
2022-09-13	66906	93	197	0
2022-09-12	66813	99	197	0
2022-09-11	66714	1	197	0
2022-09-10	66713	1	197	0
2022-09-09	66712	43	197	0
2022-09-08	66669	70	197	0
2022-09-07	66599	56	197	0
2022-09-06	66543	87	197	0
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2022-09-02	66376	36	197	0
2022-09-01	66340	43	197	0
2022-08-31	66297	70	197	0
2022-08-30	66227	85	197	0
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2022-08-23	65898	85	197	0
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2022-08-19	65709	35	197	0
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2022-08-17	65583	113	197	0
2022-08-16	65470	142	197	1
2022-08-15	65328	1	196	0
2022-08-14	65327	2	196	0
2022-08-13	65325	1	196	0
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2022-08-06	64834	1	195	0
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2022-08-04	64751	120	195	0
2022-08-03	64631	126	195	1
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2022-08-01	64331	178	194	0
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2022-07-21	62908	278	194	0
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2021-09-25	8054	11	104	0
2021-09-24	8043	4	104	1
2021-09-23	8039	53	103	2
2021-09-22	7986	15	101	0
2021-09-21	7971	22	101	0
2021-09-20	7949	40	101	2
2021-09-19	7909	2	99	0
2021-09-18	7907	11	99	0
2021-09-17	7896	8	99	0
2021-09-16	7888	33	99	1
2021-09-15	7855	38	98	1
2021-09-14	7817	24	97	1
2021-09-13	7793	20	96	0
2021-09-12	7773	18	96	0
2021-09-11	7755	25	96	0
2021-09-10	7730	31	96	0
2021-09-09	7699	28	96	0
2021-09-08	7671	23	96	1
2021-09-07	7648	16	95	0
2021-09-06	7632	12	95	0
2021-09-05	7620	30	95	0
2021-09-04	7590	17	95	0
2021-09-03	7573	5	95	0
2021-09-02	7568	35	95	0
2021-09-01	7533	17	95	0
2021-08-31	7516	27	95	0
2021-08-30	7489	12	95	0
2021-08-29	7477	4	95	0
2021-08-28	7473	32	95	0
2021-08-27	7441	13	95	0
2021-08-26	7428	18	95	0
2021-08-25	7410	32	95	0
2021-08-24	7378	43	95	0
2021-08-23	7335	10	95	1
2021-08-22	7325	6	94	0
2021-08-21	7319	18	94	0
2021-08-20	7301	10	94	0
2021-08-19	7291	25	94	1
2021-08-18	7266	18	93	0
2021-08-17	7248	20	93	0
2021-08-16	7228	6	93	0
2021-08-15	7222	2	93	0
2021-08-14	7220	15	93	0
2021-08-13	7205	7	93	0
2021-08-12	7198	5	93	0
2021-08-11	7193	12	93	0
2021-08-10	7181	12	93	0
2021-08-09	7169	3	93	0
2021-08-08	7166	3	93	0
2021-08-07	7163	19	93	0
2021-08-06	7144	2	93	0
2021-08-05	7142	6	93	0
2021-08-04	7136	5	93	0
2021-08-03	7131	7	93	0
2021-08-02	7124	2	93	0
2021-07-31	7122	3	93	0
2021-07-30	7119	1	93	0
2021-07-29	7118	12	93	0
2021-07-28	7106	2	93	0
2021-07-27	7104	14	93	0
2021-07-26	7090	8	93	0
2021-07-25	7082	2	93	0
2021-07-24	7080	1	93	0
2021-07-23	7079	6	93	0
2021-07-22	7073	5	93	0
2021-07-21	7068	5	93	0
2021-07-20	7063	10	93	0
2021-07-19	7053	2	93	0
2021-07-18	7051	3	93	0
2021-07-17	7048	4	93	0
2021-07-16	7044	3	93	0
2021-07-15	7041	7	93	0
2021-07-14	7034	5	93	0
2021-07-13	7029	4	93	1
2021-07-12	7025	2	92	0
2021-07-11	7023	2	92	0
2021-07-08	7021	5	92	0
2021-07-07	7016	5	92	0
2021-07-06	7011	1	92	1
2021-07-05	7010	5	91	0
2021-07-04	7005	1	91	0
2021-07-03	7004	3	91	0
2021-07-02	7001	2	91	0
2021-07-01	6999	3	91	0
2021-06-30	6996	4	91	0
2021-06-28	6992	2	91	0
2021-06-26	6990	1	91	0
2021-06-25	6989	1	91	0
2021-06-24	6988	2	91	0
2021-06-23	6986	1	91	0
2021-06-22	6985	2	91	0
2021-06-19	6983	1	91	0
2021-06-17	6982	2	91	0
2021-06-16	6980	4	91	0
2021-06-15	6976	2	91	0
2021-06-14	6974	1	91	0
2021-06-13	6973	1	91	0
2021-06-12	6972	2	91	0
2021-06-11	6970	3	91	0
2021-06-10	6967	4	91	0
2021-06-09	6963	10	91	0
2021-06-08	6953	19	91	0
2021-06-07	6934	1	91	1
2021-06-05	6933	7	90	0
2021-06-04	6926	2	90	0
2021-06-03	6924	5	90	0
2021-06-02	6919	8	90	0
2021-06-01	6911	13	90	0
2021-05-31	6898	1	90	0
2021-05-30	6897	4	90	0
2021-05-29	6893	9	90	0
2021-05-28	6884	13	90	1
2021-05-27	6871	17	89	1
2021-05-26	6854	5	88	1
2021-05-25	6849	2	87	0
2021-05-24	6847	1	87	0
2021-05-22	6846	12	87	0
2021-05-21	6834	7	87	0
2021-05-20	6827	9	87	1
2021-05-19	6818	18	86	1
2021-05-18	6800	20	85	0
2021-05-17	6780	2	85	0
2021-05-16	6778	8	85	1
2021-05-15	6770	17	84	0
2021-05-14	6753	6	84	0
2021-05-13	6747	31	84	0
2021-05-12	6716	32	84	0
2021-05-11	6684	32	84	0
2021-05-10	6652	6	84	0
2021-05-09	6646	9	84	0
2021-05-08	6637	50	84	0
2021-05-07	6587	19	84	0
2021-05-06	6568	37	84	0
2021-05-05	6531	29	84	0
2021-05-04	6502	30	84	0
2021-05-03	6472	6	84	0
2021-05-02	6466	7	84	0
2021-05-01	6459	35	84	0
2021-04-30	6424	28	84	0
2021-04-29	6396	50	84	0
2021-04-28	6346	36	84	0
2021-04-27	6310	57	84	0
2021-04-26	6253	7	84	0
2021-04-25	6246	13	84	0
2021-04-24	6233	33	84	0
2021-04-23	6200	37	84	0
2021-04-22	6163	49	84	0
2021-04-21	6114	40	84	0
2021-04-20	6074	90	84	1
2021-04-19	5984	22	83	1
2021-04-18	5962	8	82	0
2021-04-17	5954	61	82	0
2021-04-16	5893	64	82	0
2021-04-15	5829	69	82	1
2021-04-14	5760	56	81	0
2021-04-13	5704	51	81	0
2021-04-12	5653	16	81	2
2021-04-11	5637	4	79	0
2021-04-10	5633	63	79	0
2021-04-09	5570	45	79	0
2021-04-08	5525	62	79	0
2021-04-07	5463	49	79	0
2021-04-06	5414	16	79	0
2021-04-05	5398	5	79	0
2021-04-04	5393	26	79	0
2021-04-03	5367	33	79	1
2021-04-02	5334	20	78	1
2021-04-01	5314	42	77	0
2021-03-31	5272	52	77	1
2021-03-30	5220	39	76	0
2021-03-29	5181	12	76	0
2021-03-28	5169	10	76	0
2021-03-27	5159	33	76	0
2021-03-26	5126	42	76	0
2021-03-25	5084	67	76	1
2021-03-24	5017	12	75	0
2021-03-23	5005	49	75	0
2021-03-22	4956	7	75	0
2021-03-21	4949	25	75	0
2021-03-20	4924	59	75	3
2021-03-19	4865	27	72	1
2021-03-18	4838	43	71	0
2021-03-17	4795	46	71	0
2021-03-16	4749	70	71	0
2021-03-15	4679	21	71	0
2021-03-14	4658	5	71	0
2021-03-13	4653	46	71	0
2021-03-12	4607	40	71	0
2021-03-11	4567	39	71	2
2021-03-10	4528	40	69	0
2021-03-09	4488	33	69	1
2021-03-08	4455	7	68	0
2021-03-07	4448	8	68	1
2021-03-06	4440	22	67	0
2021-03-05	4418	28	67	1
2021-03-04	4390	37	66	1
2021-03-03	4353	10	65	0
2021-03-02	4343	26	65	0
2021-03-01	4317	9	65	0
2021-02-28	4308	8	65	0
2021-02-27	4300	15	65	0
2021-02-26	4285	11	65	0
2021-02-25	4274	16	65	0
2021-02-24	4258	24	65	0
2021-02-23	4234	16	65	0
2021-02-22	4218	1	65	0
2021-02-21	4217	7	65	0
2021-02-20	4210	14	65	0
2021-02-19	4196	3	65	0
2021-02-18	4193	7	65	0
2021-02-17	4186	10	65	0
2021-02-16	4176	4	65	0
2021-02-15	4172	5	65	0
2021-02-13	4167	8	65	0
2021-02-12	4159	2	65	0
2021-02-11	4157	6	65	0
2021-02-10	4151	8	65	0
2021-02-09	4143	5	65	0
2021-02-08	4138	2	65	0
2021-02-06	4136	4	65	0
2021-02-05	4132	8	65	0
2021-02-04	4124	12	65	0
2021-02-03	4112	9	65	0
2021-02-02	4103	11	65	0
2021-02-01	4092	1	65	0
2021-01-31	4091	4	65	0
2021-01-30	4087	6	65	0
2021-01-29	4081	7	65	0
2021-01-28	4074	5	65	0
2021-01-27	4069	11	65	0
2021-01-26	4058	16	65	0
2021-01-25	4042	7	65	0
2021-01-24	4035	1	65	0
2021-01-23	4034	6	65	0
2021-01-22	4028	15	65	0
2021-01-21	4013	7	65	0
2021-01-20	4006	19	65	1
2021-01-19	3987	36	64	0
2021-01-18	3951	4	64	0
2021-01-17	3947	6	64	0
2021-01-16	3941	18	64	0
2021-01-15	3923	13	64	0
2021-01-14	3910	17	64	0
2021-01-13	3893	28	64	0
2021-01-12	3865	24	64	0
2021-01-11	3841	7	64	0
2021-01-10	3834	13	64	0
2021-01-09	3821	19	64	0
2021-01-08	3802	15	64	1
2021-01-07	3787	25	63	0
2021-01-06	3762	15	63	0
2021-01-05	3747	47	63	0
2021-01-04	3700	19	63	0
2021-01-03	3681	6	63	0
2021-01-02	3675	11	63	1
2021-01-01	3664	21	62	1
2020-12-31	3643	23	61	0
2020-12-30	3620	44	61	2
2020-12-29	3576	33	59	1
2020-12-28	3543	7	58	0
2020-12-27	3536	9	58	1
2020-12-26	3527	31	57	2
2020-12-25	3496	36	55	2
2020-12-24	3460	30	53	0
2020-12-23	3430	31	53	1
2020-12-22	3399	33	52	3
2020-12-21	3366	12	49	0
2020-12-20	3354	33	49	1
2020-12-19	3321	18	48	0
2020-12-18	3303	30	48	1
2020-12-17	3273	21	47	1
2020-12-16	3252	31	46	1
2020-12-15	3221	53	45	1
2020-12-14	3168	26	44	4
2020-12-13	3142	21	40	0
2020-12-12	3121	19	40	0
2020-12-11	3102	52	40	2
2020-12-10	3050	41	38	0
2020-12-09	3009	39	38	0
2020-12-08	2970	86	38	1
2020-12-07	2884	10	37	1
2020-12-06	2874	6	36	1
2020-12-05	2868	30	35	0
2020-12-04	2838	48	35	2
2020-12-03	2790	47	33	2
2020-12-02	2743	45	31	0
2020-12-01	2698	29	31	0
2020-11-30	2669	36	31	3
2020-11-29	2633	14	28	1
2020-11-28	2619	28	27	0
2020-11-27	2591	36	27	1
2020-11-26	2555	61	26	2
2020-11-25	2494	48	24	1
2020-11-24	2446	69	23	0
2020-11-23	2377	28	23	0
2020-11-22	2349	11	23	0
2020-11-21	2338	36	23	0
2020-11-20	2302	65	23	0
2020-11-19	2237	79	23	0
2020-11-18	2158	55	23	1
2020-11-17	2103	60	22	0
2020-11-16	2043	26	22	2
2020-11-15	2017	10	20	2
2020-11-14	2007	65	18	0
2020-11-13	1942	61	18	2
2020-11-12	1881	51	16	0
2020-11-11	1830	59	16	2
2020-11-10	1771	55	14	1
2020-11-09	1716	16	13	0
2020-11-08	1700	21	13	0
2020-11-07	1679	82	13	0
2020-11-06	1597	78	13	0
2020-11-05	1519	52	13	0
2020-11-04	1467	54	13	2
2020-11-03	1413	46	11	0
2020-11-02	1367	18	11	1
2020-11-01	1349	26	10	0
2020-10-31	1323	37	10	0
2020-10-30	1286	32	10	0
2020-10-29	1254	27	10	0
2020-10-28	1227	31	10	0
2020-10-27	1196	37	10	0
2020-10-26	1159	12	10	0
2020-10-25	1147	10	10	0
2020-10-24	1137	13	10	0
2020-10-23	1124	18	10	0
2020-10-22	1106	14	10	0
2020-10-21	1092	20	10	0
2020-10-20	1072	14	10	0
2020-10-19	1058	3	10	0
2020-10-18	1055	3	10	0
2020-10-17	1052	27	10	0
2020-10-16	1025	2	10	0
2020-10-15	1023	17	10	0
2020-10-14	1006	9	10	0
2020-10-13	997	9	10	0
2020-10-12	988	2	10	0
2020-10-11	986	3	10	0
2020-10-10	983	12	10	0
2020-10-09	971	17	10	0
2020-10-08	954	9	10	0
2020-10-07	945	4	10	0
2020-10-06	941	10	10	0
2020-10-05	931	2	10	0
2020-10-04	929	1	10	0
2020-10-03	928	6	10	0
2020-10-02	922	8	10	0
2020-10-01	914	3	10	0
2020-09-30	911	6	10	0
2020-09-29	905	6	10	0
2020-09-28	899	4	10	0
2020-09-27	895	3	10	0
2020-09-25	892	1	10	0
2020-09-24	891	4	10	0
2020-09-23	887	5	10	0
2020-09-22	882	1	10	0
2020-09-21	881	2	10	0
2020-09-20	879	6	10	0
2020-09-19	873	5	10	0
2020-09-18	868	12	10	0
2020-09-17	856	10	10	0
2020-09-16	846	6	10	0
2020-09-15	840	8	10	0
2020-09-14	832	6	10	0
2020-09-12	826	7	10	0
2020-09-11	819	12	10	0
2020-09-10	807	10	10	0
2020-09-09	797	12	10	0
2020-09-08	785	6	10	0
2020-09-07	779	4	10	0
2020-09-06	775	5	10	0
2020-09-05	770	2	10	0
2020-09-04	768	2	10	0
2020-09-03	766	4	10	0
2020-09-02	762	1	10	0
2020-09-01	761	5	10	0
2020-08-29	756	1	10	0
2020-08-27	755	4	10	0
2020-08-26	751	4	10	0
2020-08-25	747	1	10	0
2020-08-24	746	3	10	0
2020-08-22	743	3	10	0
2020-08-21	740	2	10	0
2020-08-20	738	1	10	0
2020-08-19	737	5	10	0
2020-08-18	732	3	10	0
2020-08-17	729	4	10	0
2020-08-16	725	2	10	0
2020-08-15	723	1	10	0
2020-08-13	722	2	10	0
2020-08-12	720	3	10	0
2020-08-11	717	1	10	0
2020-08-10	716	2	10	0
2020-07-29	714	1	10	0
2020-07-27	713	2	10	0
2020-07-24	711	1	10	0
2020-07-16	710	2	10	0
2020-07-14	708	1	10	0
2020-07-13	707	1	10	0
2020-07-11	706	2	10	0
2020-07-10	704	1	10	0
2020-07-09	703	4	10	0
2020-07-07	699	1	10	0
2020-07-06	698	2	10	0
2020-07-05	696	5	10	0
2020-07-04	691	2	10	0
2020-07-03	689	3	10	0
2020-07-02	686	4	10	0
2020-07-01	682	2	10	0
2020-06-30	680	1	10	0
2020-06-29	679	1	10	0
2020-06-28	678	3	10	0
2020-06-25	675	1	10	0
2020-06-23	674	2	10	0
2020-06-22	672	5	10	0
2020-06-19	667	1	10	0
2020-06-15	666	1	10	0
2020-06-11	665	1	10	0
2020-06-09	664	1	10	0
2020-06-08	663	2	10	0
2020-06-07	661	1	10	0
2020-06-06	660	1	10	0
2020-06-05	659	10	10	0
2020-06-04	649	1	10	0
2020-06-02	648	4	10	0
2020-05-31	644	1	10	0
2020-05-30	643	2	10	0
2020-05-29	641	4	10	0
2020-05-28	637	5	10	0
2020-05-27	632	4	10	0
2020-05-25	628	12	10	0
2020-05-24	616	35	10	0
2020-05-23	581	10	10	0
2020-05-22	571	3	10	0
2020-05-21	568	6	10	0
2020-05-20	562	39	10	0
2020-05-19	523	4	10	0
2020-05-18	519	4	10	0
2020-05-17	515	1	10	0
2020-05-16	514	4	10	0
2020-05-15	510	1	10	0
2020-05-14	509	7	10	0
2020-05-13	502	3	10	0
2020-05-12	499	1	10	0
2020-05-11	498	9	10	0
2020-05-08	489	5	10	0
2020-05-07	484	4	10	1
2020-05-06	480	9	9	0
2020-05-05	471	6	9	0
2020-05-04	465	16	9	0
2020-04-30	449	5	9	0
2020-04-29	444	2	9	0
2020-04-28	442	3	9	0
2020-04-27	439	4	9	0
2020-04-24	435	6	9	0
2020-04-23	429	10	9	0
2020-04-22	419	10	9	0
2020-04-21	409	4	9	1
2020-04-20	405	5	8	0
2020-04-19	400	1	8	0
2020-04-18	399	6	8	0
2020-04-17	393	2	8	0
2020-04-16	391	14	8	0
2020-04-15	377	8	8	0
2020-04-14	369	7	8	0
2020-04-12	362	4	8	0
2020-04-11	358	2	8	0
2020-04-10	356	11	8	1
2020-04-09	345	9	7	0
2020-04-08	336	14	7	0
2020-04-07	322	15	7	0
2020-04-06	307	11	7	0
2020-04-05	296	19	7	0
2020-04-04	277	26	7	0
2020-04-03	251	17	7	0
2020-04-02	234	15	7	1
2020-04-01	219	26	6	0
2020-03-31	193	15	6	0
2020-03-30	178	9	6	1
2020-03-29	169	5	5	0
2020-03-28	164	7	5	0
2020-03-27	157	16	5	0
2020-03-26	141	8	5	1
2020-03-25	133	21	4	0
2020-03-24	112	8	4	1
2020-03-23	104	11	3	2
2020-03-22	93	10	1	0
2020-03-21	83	9	1	0
2020-03-20	74	10	1	1
2020-03-19	64	18	0	0
2020-03-18	46	19	0	0
2020-03-17	27	6	0	0
2020-03-16	21	5	0	0
2020-03-15	16	1	0	0
2020-03-14	15	6	0	0
2020-03-13	9	5	0	0
2020-03-12	4	3	0	0

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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: 0:02:55.819902