Germany: SK Wilhelmshaven (Niedersachsen)

• 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 13:38:39 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Wilhelmshaven")
print(f'Population of country="Germany", subregion="SK Wilhelmshaven": {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 Wilhelmshaven": 75027 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	33455	3	241	0
2023-03-04	33452	3	241	0
2023-03-03	33449	7	241	0
2023-03-02	33442	4	241	0
2023-03-01	33438	7	241	0
2023-02-28	33431	15	241	0
2023-02-27	33416	4	241	0
2023-02-25	33412	6	241	0
2023-02-24	33406	4	241	0
2023-02-23	33402	11	241	0
2023-02-22	33391	21	241	0
2023-02-21	33370	10	241	0
2023-02-20	33360	7	241	0
2023-02-18	33353	10	241	0
2023-02-17	33343	9	241	1
2023-02-16	33334	11	240	0
2023-02-15	33323	9	240	0
2023-02-14	33314	23	240	0
2023-02-13	33291	17	240	1
2023-02-12	33274	2	239	0
2023-02-11	33272	8	239	1
2023-02-10	33264	18	238	0
2023-02-09	33246	17	238	2
2023-02-08	33229	17	236	0
2023-02-07	33212	53	236	2
2023-02-06	33159	17	234	0
2023-02-04	33142	8	234	0
2023-02-03	33134	9	234	2
2023-02-02	33125	16	232	1
2023-02-01	33109	31	231	1
2023-01-31	33078	27	230	1
2023-01-30	33051	28	229	0
2023-01-27	33023	17	229	1
2023-01-26	33006	21	228	0
2023-01-25	32985	30	228	0
2023-01-24	32955	15	228	0
2023-01-23	32940	25	228	0
2023-01-22	32915	2	228	0
2023-01-21	32913	9	228	0
2023-01-20	32904	12	228	0
2023-01-19	32892	15	228	0
2023-01-18	32877	16	228	1
2023-01-17	32861	35	227	0
2023-01-16	32826	20	227	0
2023-01-15	32806	6	227	0
2023-01-14	32800	7	227	0
2023-01-13	32793	16	227	0
2023-01-12	32777	15	227	1
2023-01-11	32762	20	226	0
2023-01-10	32742	38	226	0
2023-01-09	32704	91	226	1
2023-01-07	32613	21	225	0
2023-01-06	32592	16	225	0
2023-01-05	32576	20	225	0
2023-01-04	32556	24	225	0
2023-01-03	32532	32	225	0
2023-01-02	32500	15	225	0
2023-01-01	32485	6	225	0
2022-12-31	32479	24	225	0
2022-12-30	32455	32	225	0
2022-12-29	32423	42	225	2
2022-12-28	32381	57	223	0
2022-12-27	32324	19	223	0
2022-12-26	32305	18	223	0
2022-12-25	32287	15	223	0
2022-12-24	32272	37	223	0
2022-12-23	32235	70	223	2
2022-12-22	32165	68	221	0
2022-12-21	32097	90	221	1
2022-12-20	32007	91	220	0
2022-12-19	31916	56	220	2
2022-12-18	31860	21	218	0
2022-12-17	31839	40	218	1
2022-12-16	31799	61	217	1
2022-12-15	31738	63	216	3
2022-12-14	31675	81	213	3
2022-12-13	31594	113	210	0
2022-12-12	31481	37	210	0
2022-12-11	31444	20	210	0
2022-12-10	31424	50	210	0
2022-12-09	31374	52	210	2
2022-12-08	31322	59	208	0
2022-12-07	31263	82	208	1
2022-12-06	31181	93	207	0
2022-12-05	31088	33	207	2
2022-12-04	31055	29	205	0
2022-12-03	31026	29	205	1
2022-12-02	30997	45	204	0
2022-12-01	30952	66	204	1
2022-11-30	30886	86	203	0
2022-11-29	30800	85	203	0
2022-11-28	30715	49	203	1
2022-11-27	30666	29	202	2
2022-11-26	30637	63	200	0
2022-11-25	30574	41	200	2
2022-11-24	30533	47	198	0
2022-11-23	30486	69	198	0
2022-11-22	30417	64	198	0
2022-11-21	30353	24	198	2
2022-11-20	30329	11	196	0
2022-11-19	30318	18	196	0
2022-11-18	30300	29	196	0
2022-11-17	30271	26	196	0
2022-11-16	30245	33	196	0
2022-11-15	30212	48	196	1
2022-11-14	30164	33	195	1
2022-11-13	30131	8	194	0
2022-11-12	30123	24	194	0
2022-11-11	30099	34	194	0
2022-11-10	30065	25	194	0
2022-11-09	30040	45	194	0
2022-11-08	29995	71	194	0
2022-11-07	29924	20	194	0
2022-11-06	29904	12	194	0
2022-11-05	29892	23	194	0
2022-11-04	29869	35	194	0
2022-11-03	29834	64	194	0
2022-11-02	29770	98	194	0
2022-11-01	29672	36	194	0
2022-10-31	29636	42	194	2
2022-10-30	29594	7	192	1
2022-10-29	29587	37	191	1
2022-10-28	29550	40	190	1
2022-10-27	29510	62	189	0
2022-10-26	29448	67	189	0
2022-10-25	29381	121	189	0
2022-10-24	29260	78	189	4
2022-10-23	29182	21	185	1
2022-10-22	29161	52	184	0
2022-10-21	29109	85	184	2
2022-10-20	29024	119	182	0
2022-10-19	28905	115	182	2
2022-10-18	28790	184	180	2
2022-10-17	28606	72	178	2
2022-10-16	28534	54	176	0
2022-10-15	28480	82	176	1
2022-10-14	28398	78	175	0
2022-10-13	28320	95	175	2
2022-10-12	28225	111	173	1
2022-10-11	28114	160	172	2
2022-10-10	27954	74	170	1
2022-10-09	27880	52	169	0
2022-10-08	27828	29	169	0
2022-10-07	27799	116	169	0
2022-10-06	27683	102	169	0
2022-10-05	27581	135	169	1
2022-10-04	27446	75	168	1
2022-10-03	27371	30	167	0
2022-10-02	27341	15	167	0
2022-10-01	27326	55	167	0
2022-09-30	27271	54	167	0
2022-09-29	27217	53	167	1
2022-09-28	27164	66	166	1
2022-09-27	27098	75	165	0
2022-09-26	27023	48	165	1
2022-09-25	26975	14	164	1
2022-09-24	26961	11	163	0
2022-09-23	26950	33	163	2
2022-09-22	26917	53	161	2
2022-09-21	26864	35	159	2
2022-09-20	26829	53	157	0
2022-09-19	26776	22	157	0
2022-09-18	26754	24	157	0
2022-09-17	26730	28	157	0
2022-09-16	26702	39	157	0
2022-09-15	26663	27	157	0
2022-09-14	26636	43	157	0
2022-09-13	26593	61	157	0
2022-09-12	26532	43	157	3
2022-09-11	26489	12	154	0
2022-09-10	26477	20	154	1
2022-09-09	26457	41	153	1
2022-09-08	26416	57	152	0
2022-09-07	26359	18	152	0
2022-09-06	26341	61	152	0
2022-09-05	26280	21	152	0
2022-09-04	26259	8	152	0
2022-09-03	26251	22	152	0
2022-09-02	26229	21	152	0
2022-09-01	26208	31	152	0
2022-08-31	26177	40	152	0
2022-08-30	26137	40	152	0
2022-08-29	26097	23	152	0
2022-08-28	26074	22	152	1
2022-08-27	26052	20	151	0
2022-08-26	26032	40	151	0
2022-08-25	25992	31	151	0
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2022-08-22	25878	23	151	0
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2022-08-17	25741	44	151	0
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2022-08-15	25633	43	151	0
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2022-08-05	25222	36	151	1
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2022-08-02	25046	90	149	0
2022-08-01	24956	72	149	2
2022-07-31	24884	34	147	0
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2022-07-29	24821	89	147	0
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2022-07-27	24655	73	147	0
2022-07-26	24582	122	147	0
2022-07-25	24460	87	147	4
2022-07-24	24373	9	143	0
2022-07-23	24364	47	143	0
2022-07-22	24317	100	143	0
2022-07-21	24217	91	143	0
2022-07-20	24126	104	143	1
2022-07-19	24022	134	142	0
2022-07-18	23888	109	142	2
2022-07-17	23779	30	140	0
2022-07-16	23749	88	140	0
2022-07-15	23661	50	140	0
2022-07-14	23611	102	140	0
2022-07-13	23509	118	140	0
2022-07-12	23391	116	140	0
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2021-11-30	2888	16	62	0
2021-11-29	2872	11	62	0
2021-11-28	2861	1	62	0
2021-11-27	2860	10	62	0
2021-11-26	2850	19	62	0
2021-11-25	2831	12	62	0
2021-11-24	2819	12	62	0
2021-11-23	2807	10	62	2
2021-11-22	2797	18	60	0
2021-11-21	2779	10	60	0
2021-11-20	2769	14	60	0
2021-11-19	2755	31	60	0
2021-11-18	2724	16	60	0
2021-11-17	2708	23	60	0
2021-11-16	2685	25	60	0
2021-11-15	2660	22	60	0
2021-11-14	2638	6	60	0
2021-11-13	2632	6	60	0
2021-11-12	2626	10	60	0
2021-11-11	2616	22	60	0
2021-11-10	2594	13	60	0
2021-11-09	2581	11	60	1
2021-11-08	2570	8	59	0
2021-11-06	2562	6	59	0
2021-11-05	2556	6	59	0
2021-11-04	2550	20	59	1
2021-11-03	2530	8	58	0
2021-11-02	2522	13	58	0
2021-11-01	2509	14	58	0
2021-10-31	2495	2	58	0
2021-10-30	2493	6	58	0
2021-10-29	2487	8	58	0
2021-10-28	2479	9	58	0
2021-10-27	2470	17	58	0
2021-10-26	2453	21	58	0
2021-10-25	2432	9	58	0
2021-10-24	2423	3	58	1
2021-10-23	2420	6	57	0
2021-10-22	2414	9	57	0
2021-10-21	2405	10	57	0
2021-10-20	2395	4	57	0
2021-10-19	2391	6	57	0
2021-10-18	2385	8	57	0
2021-10-17	2377	2	57	0
2021-10-16	2375	2	57	0
2021-10-15	2373	1	57	0
2021-10-14	2372	3	57	0
2021-10-13	2369	8	57	0
2021-10-12	2361	6	57	0
2021-10-11	2355	4	57	0
2021-10-09	2351	1	57	0
2021-10-08	2350	9	57	0
2021-10-07	2341	2	57	0
2021-10-06	2339	7	57	0
2021-10-05	2332	9	57	0
2021-10-04	2323	3	57	0
2021-10-01	2320	3	57	0
2021-09-30	2317	4	57	0
2021-09-29	2313	4	57	0
2021-09-28	2309	7	57	0
2021-09-27	2302	4	57	0
2021-09-26	2298	3	57	0
2021-09-24	2295	2	57	0
2021-09-23	2293	11	57	0
2021-09-22	2282	5	57	0
2021-09-21	2277	10	57	0
2021-09-20	2267	5	57	0
2021-09-19	2262	4	57	0
2021-09-18	2258	2	57	0
2021-09-17	2256	6	57	0
2021-09-16	2250	12	57	0
2021-09-15	2238	10	57	0
2021-09-14	2228	16	57	0
2021-09-13	2212	13	57	0
2021-09-12	2199	4	57	0
2021-09-11	2195	9	57	0
2021-09-10	2186	14	57	0
2021-09-09	2172	9	57	0
2021-09-08	2163	19	57	0
2021-09-07	2144	15	57	0
2021-09-06	2129	7	57	0
2021-09-05	2122	1	57	0
2021-09-04	2121	7	57	0
2021-09-03	2114	4	57	0
2021-09-02	2110	7	57	0
2021-09-01	2103	5	57	0
2021-08-31	2098	12	57	0
2021-08-30	2086	5	57	0
2021-08-29	2081	13	57	0
2021-08-28	2068	4	57	0
2021-08-27	2064	8	57	0
2021-08-26	2056	2	57	0
2021-08-25	2054	9	57	0
2021-08-24	2045	4	57	0
2021-08-23	2041	5	57	0
2021-08-22	2036	2	57	0
2021-08-21	2034	3	57	0
2021-08-20	2031	1	57	0
2021-08-19	2030	3	57	0
2021-08-18	2027	1	57	0
2021-08-17	2026	7	57	0
2021-08-16	2019	7	57	0
2021-08-14	2012	2	57	0
2021-08-13	2010	4	57	0
2021-08-11	2006	2	57	0
2021-08-10	2004	2	57	1
2021-08-09	2002	2	56	0
2021-08-08	2000	4	56	0
2021-08-07	1996	3	56	0
2021-08-06	1993	1	56	0
2021-08-05	1992	5	56	0
2021-08-03	1987	4	56	0
2021-08-02	1983	3	56	0
2021-07-30	1980	2	56	0
2021-07-29	1978	4	56	0
2021-07-28	1974	1	56	0
2021-07-27	1973	3	56	0
2021-07-26	1970	3	56	0
2021-07-23	1967	1	56	0
2021-07-22	1966	3	56	0
2021-07-21	1963	3	56	0
2021-07-20	1960	3	56	0
2021-07-19	1957	4	56	0
2021-07-17	1953	2	56	0
2021-07-16	1951	3	56	0
2021-07-15	1948	4	56	0
2021-07-14	1944	3	56	0
2021-07-13	1941	1	56	0
2021-07-12	1940	2	56	0
2021-07-04	1938	1	56	0
2021-06-13	1937	1	56	0
2021-06-10	1936	2	56	0
2021-06-08	1934	1	56	0
2021-06-07	1933	2	56	1
2021-06-03	1931	2	55	0
2021-06-01	1929	1	55	0
2021-05-31	1928	2	55	0
2021-05-29	1926	1	55	0
2021-05-28	1925	16	55	1
2021-05-27	1909	6	54	0
2021-05-26	1903	2	54	0
2021-05-25	1901	3	54	1
2021-05-24	1898	1	53	0
2021-05-23	1897	1	53	0
2021-05-22	1896	4	53	1
2021-05-21	1892	4	52	0
2021-05-20	1888	3	52	0
2021-05-19	1885	6	52	0
2021-05-18	1879	3	52	0
2021-05-16	1876	3	52	0
2021-05-15	1873	3	52	0
2021-05-14	1870	2	52	0
2021-05-13	1868	4	52	0
2021-05-12	1864	4	52	0
2021-05-11	1860	7	52	1
2021-05-10	1853	3	51	0
2021-05-09	1850	2	51	0
2021-05-08	1848	6	51	0
2021-05-07	1842	4	51	0
2021-05-06	1838	1	51	0
2021-05-05	1837	10	51	0
2021-05-04	1827	7	51	0
2021-05-03	1820	6	51	0
2021-05-02	1814	1	51	0
2021-05-01	1813	7	51	0
2021-04-30	1806	9	51	0
2021-04-29	1797	11	51	0
2021-04-28	1786	8	51	2
2021-04-27	1778	20	49	0
2021-04-26	1758	8	49	0
2021-04-25	1750	1	49	0
2021-04-24	1749	14	49	0
2021-04-23	1735	11	49	0
2021-04-22	1724	15	49	0
2021-04-21	1709	17	49	0
2021-04-20	1692	16	49	0
2021-04-19	1676	16	49	0
2021-04-18	1660	5	49	0
2021-04-17	1655	4	49	0
2021-04-16	1651	5	49	0
2021-04-15	1646	6	49	1
2021-04-14	1640	15	48	0
2021-04-13	1625	31	48	0
2021-04-12	1594	12	48	0
2021-04-11	1582	2	48	1
2021-04-10	1580	5	47	0
2021-04-09	1575	13	47	1
2021-04-08	1562	10	46	0
2021-04-07	1552	16	46	1
2021-04-06	1536	13	45	0
2021-04-05	1523	2	45	0
2021-04-04	1521	4	45	0
2021-04-03	1517	3	45	0
2021-04-02	1514	4	45	1
2021-04-01	1510	13	44	0
2021-03-31	1497	9	44	0
2021-03-30	1488	15	44	1
2021-03-29	1473	10	43	0
2021-03-28	1463	1	43	0
2021-03-27	1462	1	43	0
2021-03-26	1461	14	43	0
2021-03-25	1447	16	43	0
2021-03-24	1431	13	43	1
2021-03-23	1418	10	42	0
2021-03-22	1408	10	42	0
2021-03-20	1398	6	42	0
2021-03-19	1392	20	42	0
2021-03-18	1372	11	42	0
2021-03-17	1361	27	42	0
2021-03-16	1334	11	42	0
2021-03-15	1323	11	42	0
2021-03-14	1312	3	42	0
2021-03-12	1309	26	42	0
2021-03-11	1283	6	42	0
2021-03-10	1277	8	42	0
2021-03-09	1269	7	42	0
2021-03-08	1262	8	42	0
2021-03-07	1254	7	42	0
2021-03-06	1247	8	42	0
2021-03-05	1239	4	42	0
2021-03-04	1235	3	42	0
2021-03-03	1232	4	42	0
2021-03-02	1228	10	42	0
2021-03-01	1218	7	42	0
2021-02-27	1211	12	42	1
2021-02-26	1199	6	41	0
2021-02-25	1193	22	41	1
2021-02-24	1171	13	40	0
2021-02-23	1158	8	40	0
2021-02-22	1150	8	40	1
2021-02-21	1142	3	39	0
2021-02-20	1139	5	39	0
2021-02-19	1134	20	39	0
2021-02-18	1114	8	39	0
2021-02-17	1106	14	39	1
2021-02-16	1092	6	38	0
2021-02-15	1086	7	38	0
2021-02-14	1079	3	38	0
2021-02-13	1076	10	38	0
2021-02-12	1066	5	38	0
2021-02-11	1061	4	38	0
2021-02-10	1057	31	38	0
2021-02-09	1026	17	38	0
2021-02-08	1009	4	38	0
2021-02-06	1005	2	38	0
2021-02-04	1003	7	38	0
2021-02-03	996	7	38	0
2021-02-02	989	5	38	0
2021-02-01	984	7	38	0
2021-01-31	977	1	38	0
2021-01-30	976	6	38	1
2021-01-29	970	10	37	0
2021-01-28	960	6	37	0
2021-01-27	954	11	37	0
2021-01-26	943	13	37	0
2021-01-25	930	14	37	0
2021-01-24	916	4	37	0
2021-01-23	912	4	37	0
2021-01-22	908	9	37	0
2021-01-21	899	9	37	0
2021-01-20	890	25	37	1
2021-01-19	865	11	36	0
2021-01-18	854	7	36	0
2021-01-17	847	5	36	0
2021-01-16	842	5	36	0
2021-01-15	837	21	36	1
2021-01-14	816	17	35	0
2021-01-13	799	17	35	0
2021-01-12	782	9	35	0
2021-01-11	773	22	35	0
2021-01-10	751	2	35	0
2021-01-09	749	3	35	0
2021-01-08	746	25	35	0
2021-01-07	721	3	35	0
2021-01-06	718	25	35	0
2021-01-05	693	10	35	0
2021-01-04	683	7	35	0
2021-01-03	676	1	35	0
2021-01-02	675	1	35	0
2021-01-01	674	1	35	0
2020-12-31	673	8	35	1
2020-12-30	665	8	34	0
2020-12-29	657	15	34	0
2020-12-28	642	12	34	0
2020-12-27	630	2	34	1
2020-12-26	628	13	33	0
2020-12-24	615	11	33	0
2020-12-23	604	12	33	0
2020-12-22	592	9	33	0
2020-12-21	583	16	33	2
2020-12-20	567	11	31	0
2020-12-19	556	9	31	0
2020-12-18	547	14	31	0
2020-12-17	533	38	31	4
2020-12-16	495	6	27	0
2020-12-15	489	46	27	8
2020-12-14	443	9	19	0
2020-12-13	434	2	19	0
2020-12-12	432	11	19	0
2020-12-11	421	14	19	1
2020-12-10	407	13	18	1
2020-12-09	394	16	17	0
2020-12-08	378	16	17	0
2020-12-07	362	4	17	0
2020-12-06	358	2	17	0
2020-12-05	356	4	17	1
2020-12-04	352	3	16	0
2020-12-03	349	6	16	0
2020-12-02	343	7	16	0
2020-12-01	336	7	16	0
2020-11-30	329	1	16	0
2020-11-28	328	1	16	0
2020-11-27	327	4	16	0
2020-11-26	323	9	16	1
2020-11-25	314	14	15	0
2020-11-24	300	16	15	2
2020-11-23	284	8	13	0
2020-11-22	276	45	13	5
2020-11-21	231	9	8	0
2020-11-20	222	18	8	4
2020-11-19	204	14	4	0
2020-11-18	190	6	4	1
2020-11-17	184	1	3	0
2020-11-16	183	1	3	0
2020-11-14	182	5	3	0
2020-11-13	177	6	3	0
2020-11-12	171	8	3	0
2020-11-11	163	6	3	1
2020-11-10	157	9	2	0
2020-11-07	148	4	2	0
2020-11-06	144	5	2	0
2020-11-05	139	13	2	0
2020-11-04	126	12	2	1
2020-11-03	114	4	1	0
2020-11-02	110	1	1	0
2020-11-01	109	2	1	0
2020-10-31	107	1	1	0
2020-10-30	106	5	1	0
2020-10-29	101	4	1	0
2020-10-28	97	4	1	0
2020-10-26	93	1	1	0
2020-10-24	92	5	1	0
2020-10-23	87	6	1	0
2020-10-22	81	4	1	0
2020-10-21	77	1	1	0
2020-10-20	76	2	1	0
2020-10-19	74	1	1	0
2020-10-17	73	1	1	0
2020-10-15	72	1	1	0
2020-10-13	71	1	1	0
2020-10-10	70	1	1	0
2020-10-08	69	1	1	0
2020-10-07	68	1	1	0
2020-10-03	67	1	1	0
2020-10-02	66	2	1	0
2020-10-01	64	1	1	0
2020-09-29	63	1	1	0
2020-09-26	62	1	1	0
2020-09-24	61	1	1	0
2020-09-23	60	3	1	0
2020-09-22	57	1	1	0
2020-09-17	56	1	1	0
2020-09-16	55	2	1	0
2020-09-15	53	1	1	0
2020-09-14	52	2	1	0
2020-09-13	50	1	1	0
2020-09-10	49	1	1	0
2020-08-31	48	1	1	0
2020-08-27	47	6	1	0
2020-08-26	41	3	1	0
2020-08-24	38	2	1	0
2020-08-23	36	1	1	0
2020-08-06	35	2	1	0
2020-08-01	33	3	1	0
2020-07-30	30	2	1	0
2020-06-29	28	1	1	0
2020-06-02	27	1	1	0
2020-05-09	26	1	1	0
2020-05-08	25	1	1	0
2020-05-07	24	1	1	0
2020-05-06	23	1	1	0
2020-04-29	22	1	1	0
2020-04-28	21	1	1	0
2020-04-27	20	1	1	0
2020-04-25	19	1	1	0
2020-04-24	18	1	1	1
2020-04-16	17	1	0	0
2020-04-14	16	1	0	0
2020-04-11	15	1	0	0
2020-04-07	14	1	0	0
2020-04-05	13	1	0	0
2020-04-03	12	3	0	0
2020-04-02	9	1	0	0
2020-04-01	8	1	0	0
2020-03-30	7	1	0	0
2020-03-20	6	1	0	0
2020-03-14	5	1	0	0
2020-03-13	4	1	0	0
2020-03-10	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: 0:02:45.701620