Germany: SK Bremerhaven (Bremen)

• 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 12:28:14 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Bremerhaven")
print(f'Population of country="Germany", subregion="SK Bremerhaven": {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 Bremerhaven": 113173 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	53772	6	246	0
2023-03-03	53766	7	246	0
2023-03-02	53759	11	246	0
2023-03-01	53748	16	246	0
2023-02-28	53732	30	246	0
2023-02-27	53702	12	246	1
2023-02-24	53690	13	245	0
2023-02-23	53677	8	245	0
2023-02-22	53669	19	245	0
2023-02-21	53650	25	245	0
2023-02-20	53625	15	245	0
2023-02-17	53610	5	245	0
2023-02-16	53605	8	245	0
2023-02-15	53597	13	245	0
2023-02-14	53584	15	245	0
2023-02-13	53569	14	245	0
2023-02-10	53555	2	245	0
2023-02-09	53553	17	245	0
2023-02-08	53536	18	245	0
2023-02-07	53518	13	245	0
2023-02-06	53505	12	245	0
2023-02-03	53493	8	245	0
2023-02-02	53485	17	245	0
2023-02-01	53468	17	245	0
2023-01-31	53451	30	245	1
2023-01-30	53421	27	244	1
2023-01-27	53394	13	243	0
2023-01-26	53381	10	243	0
2023-01-25	53371	15	243	0
2023-01-24	53356	24	243	0
2023-01-23	53332	22	243	1
2023-01-20	53310	5	242	0
2023-01-19	53305	8	242	0
2023-01-18	53297	25	242	0
2023-01-17	53272	26	242	0
2023-01-16	53246	15	242	1
2023-01-13	53231	24	241	0
2023-01-12	53207	22	241	0
2023-01-11	53185	45	241	0
2023-01-10	53140	40	241	1
2023-01-09	53100	22	240	1
2023-01-07	53078	33	239	1
2023-01-06	53045	37	238	0
2023-01-05	53008	37	238	1
2023-01-04	52971	65	237	1
2023-01-03	52906	80	236	0
2023-01-02	52826	46	236	1
2022-12-30	52780	54	235	0
2022-12-29	52726	112	235	0
2022-12-28	52614	110	235	0
2022-12-27	52504	100	235	2
2022-12-26	52404	1	233	0
2022-12-23	52403	68	233	0
2022-12-22	52335	103	233	2
2022-12-21	52232	122	231	0
2022-12-20	52110	114	231	2
2022-12-19	51996	43	229	0
2022-12-17	51953	60	229	0
2022-12-16	51893	86	229	0
2022-12-15	51807	112	229	1
2022-12-14	51695	76	228	1
2022-12-13	51619	155	227	1
2022-12-12	51464	11	226	0
2022-12-10	51453	80	226	0
2022-12-09	51373	76	226	0
2022-12-08	51297	57	226	0
2022-12-07	51240	91	226	0
2022-12-06	51149	132	226	0
2022-12-05	51017	27	226	0
2022-12-03	50990	35	226	0
2022-12-02	50955	52	226	0
2022-12-01	50903	48	226	0
2022-11-30	50855	72	226	0
2022-11-29	50783	83	226	0
2022-11-28	50700	15	226	0
2022-11-26	50685	66	226	0
2022-11-25	50619	39	226	1
2022-11-24	50580	38	225	0
2022-11-23	50542	44	225	1
2022-11-22	50498	68	224	0
2022-11-21	50430	30	224	0
2022-11-19	50400	35	224	0
2022-11-18	50365	35	224	0
2022-11-17	50330	41	224	0
2022-11-16	50289	62	224	0
2022-11-15	50227	73	224	1
2022-11-14	50154	39	223	0
2022-11-12	50115	14	223	0
2022-11-11	50101	81	223	1
2022-11-10	50020	38	222	1
2022-11-09	49982	62	221	0
2022-11-08	49920	140	221	0
2022-11-07	49780	26	221	0
2022-11-05	49754	57	221	0
2022-11-04	49697	45	221	0
2022-11-03	49652	134	221	1
2022-11-02	49518	139	220	1
2022-11-01	49379	7	219	0
2022-10-31	49372	64	219	2
2022-10-29	49308	34	217	0
2022-10-28	49274	64	217	0
2022-10-27	49210	94	217	1
2022-10-26	49116	118	216	1
2022-10-25	48998	151	215	0
2022-10-24	48847	12	215	0
2022-10-22	48835	104	215	0
2022-10-21	48731	84	215	1
2022-10-20	48647	135	214	1
2022-10-19	48512	183	213	1
2022-10-18	48329	146	212	1
2022-10-17	48183	54	211	2
2022-10-15	48129	103	209	0
2022-10-14	48026	100	209	0
2022-10-13	47926	130	209	0
2022-10-12	47796	143	209	0
2022-10-11	47653	178	209	0
2022-10-10	47475	25	209	0
2022-10-08	47450	106	209	0
2022-10-07	47344	144	209	0
2022-10-06	47200	179	209	0
2022-10-05	47021	218	209	0
2022-10-04	46803	66	209	1
2022-10-02	46737	58	208	0
2022-10-01	46679	79	208	1
2022-09-30	46600	90	207	1
2022-09-29	46510	111	206	1
2022-09-28	46399	126	205	0
2022-09-27	46273	119	205	0
2022-09-26	46154	13	205	0
2022-09-24	46141	90	205	1
2022-09-23	46051	50	204	0
2022-09-22	46001	67	204	1
2022-09-21	45934	97	203	0
2022-09-20	45837	73	203	0
2022-09-19	45764	5	203	1
2022-09-17	45759	43	202	0
2022-09-16	45716	31	202	0
2022-09-15	45685	46	202	1
2022-09-14	45639	70	201	1
2022-09-13	45569	104	200	0
2022-09-12	45465	14	200	0
2022-09-11	45451	1	200	0
2022-09-10	45450	62	200	0
2022-09-09	45388	51	200	0
2022-09-08	45337	62	200	0
2022-09-07	45275	63	200	0
2022-09-06	45212	87	200	1
2022-09-05	45125	8	199	1
2022-09-03	45117	43	198	0
2022-09-02	45074	35	198	0
2022-09-01	45039	59	198	1
2022-08-31	44980	80	197	0
2022-08-30	44900	108	197	0
2022-08-29	44792	3	197	0
2022-08-27	44789	62	197	0
2022-08-26	44727	52	197	0
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2022-08-21	44466	1	197	0
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2022-08-19	44428	35	197	0
2022-08-18	44393	46	197	0
2022-08-17	44347	67	197	0
2022-08-16	44280	126	197	0
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2022-07-25	42592	22	194	1
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2021-10-23	6784	6	124	0
2021-10-22	6778	24	124	1
2021-10-21	6754	20	123	0
2021-10-20	6734	29	123	0
2021-10-19	6705	34	123	0
2021-10-18	6671	4	123	0
2021-10-17	6667	19	123	0
2021-10-16	6648	15	123	1
2021-10-15	6633	36	122	0
2021-10-14	6597	22	122	0
2021-10-13	6575	26	122	0
2021-10-12	6549	44	122	0
2021-10-11	6505	6	122	0
2021-10-10	6499	25	122	0
2021-10-09	6474	34	122	1
2021-10-08	6440	46	121	0
2021-10-07	6394	55	121	0
2021-10-06	6339	70	121	1
2021-10-05	6269	55	120	0
2021-10-04	6214	17	120	0
2021-10-03	6197	7	120	1
2021-10-02	6190	34	119	0
2021-10-01	6156	39	119	1
2021-09-30	6117	77	118	3
2021-09-29	6040	33	115	2
2021-09-28	6007	84	113	0
2021-09-27	5923	3	113	0
2021-09-26	5920	23	113	0
2021-09-25	5897	25	113	0
2021-09-24	5872	88	113	0
2021-09-23	5784	40	113	0
2021-09-22	5744	38	113	0
2021-09-21	5706	78	113	0
2021-09-20	5628	6	113	3
2021-09-19	5622	46	110	0
2021-09-18	5576	27	110	0
2021-09-17	5549	37	110	1
2021-09-16	5512	30	109	1
2021-09-15	5482	45	108	0
2021-09-14	5437	59	108	0
2021-09-13	5378	3	108	0
2021-09-12	5375	17	108	0
2021-09-11	5358	27	108	0
2021-09-10	5331	32	108	0
2021-09-09	5299	29	108	0
2021-09-08	5270	34	108	0
2021-09-07	5236	62	108	0
2021-09-06	5174	15	108	0
2021-09-05	5159	24	108	0
2021-09-04	5135	33	108	0
2021-09-03	5102	51	108	1
2021-09-02	5051	35	107	0
2021-09-01	5016	43	107	0
2021-08-31	4973	56	107	0
2021-08-30	4917	4	107	0
2021-08-29	4913	14	107	0
2021-08-28	4899	38	107	0
2021-08-27	4861	34	107	0
2021-08-26	4827	19	107	0
2021-08-25	4808	22	107	0
2021-08-24	4786	20	107	0
2021-08-23	4766	2	107	0
2021-08-22	4764	15	107	0
2021-08-21	4749	9	107	0
2021-08-20	4740	11	107	0
2021-08-19	4729	16	107	0
2021-08-18	4713	16	107	0
2021-08-17	4697	14	107	0
2021-08-16	4683	8	107	0
2021-08-15	4675	5	107	0
2021-08-14	4670	10	107	0
2021-08-13	4660	7	107	0
2021-08-12	4653	5	107	1
2021-08-11	4648	6	106	0
2021-08-10	4642	10	106	0
2021-08-09	4632	1	106	0
2021-08-08	4631	3	106	0
2021-08-07	4628	4	106	0
2021-08-06	4624	4	106	0
2021-08-05	4620	6	106	0
2021-08-04	4614	11	106	0
2021-08-03	4603	9	106	0
2021-08-01	4594	1	106	0
2021-07-31	4593	11	106	0
2021-07-30	4582	10	106	0
2021-07-29	4572	2	106	0
2021-07-28	4570	4	106	0
2021-07-27	4566	10	106	0
2021-07-25	4556	1	106	0
2021-07-24	4555	1	106	0
2021-07-23	4554	1	106	0
2021-07-22	4553	1	106	0
2021-07-21	4552	3	106	0
2021-07-20	4549	7	106	0
2021-07-16	4542	3	106	0
2021-07-13	4539	1	106	0
2021-07-08	4538	1	106	0
2021-07-04	4537	1	106	0
2021-07-02	4536	1	106	0
2021-07-01	4535	1	106	0
2021-06-30	4534	3	106	0
2021-06-29	4531	2	106	0
2021-06-28	4529	1	106	0
2021-06-17	4528	1	106	0
2021-06-15	4527	3	106	0
2021-06-12	4524	1	106	0
2021-06-10	4523	3	106	0
2021-06-09	4520	5	106	0
2021-06-08	4515	4	106	0
2021-06-06	4511	1	106	0
2021-06-05	4510	1	106	0
2021-06-04	4509	2	106	0
2021-06-03	4507	4	106	0
2021-06-02	4503	2	106	0
2021-06-01	4501	6	106	0
2021-05-30	4495	7	106	0
2021-05-29	4488	9	106	0
2021-05-28	4479	6	106	0
2021-05-27	4473	9	106	0
2021-05-26	4464	4	106	0
2021-05-25	4460	3	106	0
2021-05-23	4457	8	106	0
2021-05-22	4449	9	106	0
2021-05-21	4440	15	106	0
2021-05-20	4425	8	106	0
2021-05-19	4417	22	106	0
2021-05-18	4395	16	106	0
2021-05-17	4379	2	106	0
2021-05-16	4377	10	106	0
2021-05-15	4367	8	106	0
2021-05-14	4359	2	106	0
2021-05-13	4357	11	106	0
2021-05-12	4346	27	106	0
2021-05-11	4319	26	106	0
2021-05-09	4293	6	106	0
2021-05-08	4287	14	106	0
2021-05-07	4273	14	106	0
2021-05-06	4259	27	106	0
2021-05-05	4232	24	106	0
2021-05-04	4208	45	106	0
2021-05-03	4163	3	106	1
2021-05-02	4160	11	105	0
2021-05-01	4149	30	105	1
2021-04-30	4119	12	104	0
2021-04-29	4107	26	104	1
2021-04-28	4081	24	103	0
2021-04-27	4057	34	103	0
2021-04-26	4023	8	103	0
2021-04-25	4015	12	103	0
2021-04-24	4003	18	103	1
2021-04-23	3985	30	102	0
2021-04-22	3955	34	102	0
2021-04-21	3921	33	102	0
2021-04-20	3888	40	102	0
2021-04-19	3848	1	102	0
2021-04-18	3847	9	102	0
2021-04-17	3838	27	102	0
2021-04-16	3811	18	102	1
2021-04-15	3793	39	101	0
2021-04-14	3754	28	101	2
2021-04-13	3726	43	99	0
2021-04-12	3683	11	99	1
2021-04-11	3672	14	98	0
2021-04-10	3658	29	98	0
2021-04-09	3629	24	98	0
2021-04-08	3605	51	98	0
2021-04-07	3554	64	98	0
2021-04-06	3490	3	98	0
2021-04-04	3487	37	98	1
2021-04-02	3450	45	97	0
2021-04-01	3405	34	97	2
2021-03-31	3371	43	95	0
2021-03-30	3328	39	95	0
2021-03-29	3289	22	95	1
2021-03-28	3267	19	94	0
2021-03-27	3248	40	94	0
2021-03-26	3208	62	94	2
2021-03-25	3146	59	92	1
2021-03-24	3087	53	91	2
2021-03-23	3034	57	89	1
2021-03-22	2977	14	88	0
2021-03-21	2963	13	88	0
2021-03-20	2950	27	88	0
2021-03-19	2923	37	88	2
2021-03-18	2886	32	86	1
2021-03-17	2854	42	85	1
2021-03-16	2812	34	84	0
2021-03-15	2778	13	84	0
2021-03-14	2765	19	84	0
2021-03-13	2746	26	84	0
2021-03-12	2720	25	84	2
2021-03-11	2695	31	82	0
2021-03-10	2664	15	82	0
2021-03-09	2649	26	82	1
2021-03-08	2623	7	81	2
2021-03-07	2616	6	79	1
2021-03-06	2610	13	78	0
2021-03-05	2597	18	78	1
2021-03-04	2579	9	77	1
2021-03-03	2570	24	76	2
2021-03-02	2546	34	74	3
2021-03-01	2512	7	71	0
2021-02-28	2505	22	71	0
2021-02-27	2483	23	71	1
2021-02-26	2460	37	70	0
2021-02-25	2423	42	70	3
2021-02-24	2381	50	67	0
2021-02-23	2331	66	67	6
2021-02-22	2265	11	61	3
2021-02-21	2254	7	58	0
2021-02-20	2247	31	58	0
2021-02-19	2216	26	58	1
2021-02-18	2190	21	57	0
2021-02-17	2169	27	57	0
2021-02-16	2142	32	57	3
2021-02-15	2110	7	54	2
2021-02-14	2103	14	52	0
2021-02-13	2089	6	52	0
2021-02-12	2083	21	52	2
2021-02-11	2062	13	50	1
2021-02-10	2049	20	49	0
2021-02-09	2029	34	49	0
2021-02-07	1995	18	49	0
2021-02-06	1977	21	49	1
2021-02-05	1956	19	48	1
2021-02-04	1937	27	47	0
2021-02-03	1910	44	47	0
2021-02-02	1866	49	47	3
2021-02-01	1817	15	44	2
2021-01-31	1802	3	42	0
2021-01-30	1799	15	42	0
2021-01-29	1784	24	42	0
2021-01-28	1760	27	42	3
2021-01-27	1733	15	39	0
2021-01-26	1718	34	39	0
2021-01-25	1684	3	39	0
2021-01-24	1681	2	39	0
2021-01-23	1679	23	39	3
2021-01-22	1656	9	36	0
2021-01-21	1647	16	36	1
2021-01-20	1631	24	35	2
2021-01-19	1607	15	33	0
2021-01-18	1592	3	33	0
2021-01-17	1589	9	33	1
2021-01-16	1580	24	32	1
2021-01-15	1556	14	31	1
2021-01-14	1542	10	30	0
2021-01-13	1532	18	30	0
2021-01-12	1514	20	30	0
2021-01-11	1494	13	30	0
2021-01-10	1481	4	30	0
2021-01-09	1477	3	30	0
2021-01-08	1474	18	30	0
2021-01-07	1456	22	30	0
2021-01-06	1434	29	30	0
2021-01-04	1405	14	30	1
2021-01-03	1391	12	29	0
2021-01-02	1379	1	29	0
2021-01-01	1378	1	29	0
2020-12-31	1377	13	29	0
2020-12-30	1364	21	29	0
2020-12-29	1343	26	29	1
2020-12-28	1317	11	28	0
2020-12-26	1306	6	28	0
2020-12-25	1300	15	28	0
2020-12-24	1285	7	28	0
2020-12-23	1278	19	28	0
2020-12-22	1259	30	28	0
2020-12-21	1229	11	28	1
2020-12-20	1218	4	27	0
2020-12-19	1214	29	27	2
2020-12-18	1185	22	25	0
2020-12-17	1163	32	25	0
2020-12-16	1131	21	25	0
2020-12-15	1110	23	25	0
2020-12-14	1087	3	25	0
2020-12-13	1084	8	25	0
2020-12-12	1076	24	25	0
2020-12-11	1052	20	25	0
2020-12-10	1032	33	25	0
2020-12-09	999	21	25	1
2020-12-08	978	11	24	0
2020-12-07	967	13	24	0
2020-12-06	954	8	24	0
2020-12-05	946	14	24	0
2020-12-04	932	19	24	0
2020-12-03	913	17	24	1
2020-12-02	896	19	23	0
2020-12-01	877	13	23	0
2020-11-30	864	4	23	1
2020-11-29	860	4	22	0
2020-11-28	856	3	22	0
2020-11-27	853	7	22	0
2020-11-26	846	16	22	0
2020-11-25	830	26	22	1
2020-11-24	804	13	21	1
2020-11-23	791	8	20	0
2020-11-22	783	13	20	1
2020-11-21	770	16	19	0
2020-11-20	754	18	19	1
2020-11-19	736	15	18	0
2020-11-18	721	19	18	0
2020-11-17	702	25	18	0
2020-11-16	677	4	18	1
2020-11-15	673	13	17	0
2020-11-14	660	22	17	0
2020-11-13	638	15	17	0
2020-11-12	623	21	17	1
2020-11-11	602	26	16	0
2020-11-10	576	16	16	0
2020-11-09	560	4	16	0
2020-11-08	556	7	16	0
2020-11-07	549	16	16	0
2020-11-06	533	20	16	0
2020-11-05	513	35	16	0
2020-11-04	478	26	16	0
2020-11-03	452	9	16	0
2020-11-02	443	5	16	1
2020-11-01	438	5	15	0
2020-10-31	433	14	15	0
2020-10-30	419	16	15	0
2020-10-29	403	12	15	1
2020-10-28	391	13	14	0
2020-10-27	378	10	14	0
2020-10-26	368	8	14	1
2020-10-25	360	12	13	0
2020-10-24	348	7	13	1
2020-10-23	341	2	12	0
2020-10-22	339	9	12	0
2020-10-21	330	9	12	2
2020-10-20	321	10	10	1
2020-10-19	311	2	9	0
2020-10-18	309	5	9	0
2020-10-17	304	2	9	0
2020-10-16	302	4	9	0
2020-10-15	298	2	9	0
2020-10-14	296	6	9	1
2020-10-10	290	4	8	0
2020-10-09	286	2	8	1
2020-10-08	284	2	7	0
2020-10-07	282	4	7	1
2020-10-04	278	1	6	0
2020-10-02	277	2	6	0
2020-09-30	275	1	6	0
2020-09-29	274	1	6	0
2020-09-28	273	1	6	0
2020-09-26	272	2	6	0
2020-09-24	270	1	6	0
2020-09-20	269	1	6	0
2020-09-19	268	1	6	0
2020-09-18	267	1	6	0
2020-09-16	266	2	6	0
2020-09-15	264	1	6	0
2020-09-14	263	1	6	0
2020-09-10	262	1	6	0
2020-09-09	261	1	6	0
2020-09-07	260	1	6	0
2020-09-06	259	1	6	0
2020-09-04	258	2	6	0
2020-09-03	256	1	6	0
2020-09-02	255	2	6	0
2020-09-01	253	1	6	0
2020-08-31	252	1	6	0
2020-08-30	251	1	6	0
2020-08-27	250	3	6	0
2020-08-26	247	1	6	0
2020-08-24	246	1	6	0
2020-08-22	245	1	6	0
2020-08-20	244	1	6	0
2020-08-19	243	1	6	0
2020-08-18	242	2	6	0
2020-08-17	240	1	6	0
2020-08-11	239	1	6	0
2020-08-10	238	5	6	0
2020-08-04	233	1	6	0
2020-07-31	232	1	6	0
2020-07-29	231	1	6	0
2020-07-28	230	1	6	0
2020-07-25	229	1	6	0
2020-07-23	228	3	6	0
2020-07-22	225	1	6	0
2020-07-21	224	2	6	0
2020-07-19	222	2	6	0
2020-07-18	220	2	6	0
2020-07-17	218	5	6	0
2020-07-16	213	1	6	0
2020-07-15	212	2	6	0
2020-07-12	210	1	6	0
2020-07-08	209	2	6	0
2020-07-07	207	1	6	0
2020-07-02	206	1	6	0
2020-07-01	205	2	6	0
2020-06-29	203	1	6	0
2020-06-22	202	2	6	0
2020-06-21	200	1	6	0
2020-06-19	199	2	6	0
2020-06-18	197	2	6	0
2020-06-17	195	6	6	0
2020-06-16	189	1	6	0
2020-06-14	188	1	6	1
2020-06-12	187	2	5	0
2020-06-11	185	4	5	0
2020-06-10	181	2	5	0
2020-06-07	179	9	5	0
2020-06-06	170	1	5	0
2020-06-05	169	6	5	0
2020-06-04	163	24	5	0
2020-06-03	139	7	5	0
2020-06-02	132	5	5	0
2020-05-31	127	7	5	0
2020-05-30	120	8	5	0
2020-05-29	112	12	5	0
2020-05-28	100	7	5	0
2020-05-27	93	4	5	0
2020-05-26	89	3	5	0
2020-05-24	86	1	5	0
2020-05-23	85	1	5	0
2020-05-20	84	1	5	0
2020-05-14	83	1	5	0
2020-05-12	82	1	5	0
2020-05-10	81	2	5	0
2020-05-08	79	6	5	2
2020-05-07	73	2	3	0
2020-05-06	71	8	3	0
2020-05-05	63	7	3	1
2020-05-04	56	1	2	0
2020-05-03	55	1	2	0
2020-05-02	54	1	2	0
2020-05-01	53	1	2	0
2020-04-30	52	3	2	0
2020-04-29	49	4	2	0
2020-04-28	45	6	2	0
2020-04-25	39	2	2	0
2020-04-24	37	6	2	0
2020-04-23	31	2	2	0
2020-04-21	29	1	2	1
2020-04-20	28	1	1	0
2020-04-16	27	1	1	1
2020-04-07	26	1	0	0
2020-04-04	25	2	0	0
2020-04-03	23	1	0	0
2020-03-31	22	2	0	0
2020-03-30	20	1	0	0
2020-03-28	19	3	0	0
2020-03-25	16	2	0	0
2020-03-19	14	2	0	0
2020-03-18	12	1	0	0
2020-03-17	11	4	0	0
2020-03-14	7	1	0	0
2020-03-13	6	4	0	0
2020-03-12	2	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: 0:03:31.882254