Germany: SK Wolfsburg (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 13:45:06 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Wolfsburg")
print(f'Population of country="Germany", subregion="SK Wolfsburg": {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 Wolfsburg": 123949 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	59306	10	247	0
2023-03-03	59296	12	247	0
2023-03-02	59284	3	247	0
2023-03-01	59281	27	247	0
2023-02-28	59254	20	247	0
2023-02-27	59234	32	247	0
2023-02-24	59202	20	247	0
2023-02-23	59182	16	247	0
2023-02-22	59166	32	247	0
2023-02-21	59134	41	247	0
2023-02-20	59093	50	247	1
2023-02-17	59043	12	246	0
2023-02-16	59031	11	246	0
2023-02-15	59020	20	246	0
2023-02-14	59000	24	246	0
2023-02-13	58976	43	246	0
2023-02-10	58933	22	246	0
2023-02-09	58911	20	246	0
2023-02-08	58891	21	246	0
2023-02-07	58870	18	246	0
2023-02-06	58852	32	246	0
2023-02-03	58820	7	246	0
2023-02-02	58813	41	246	0
2023-02-01	58772	30	246	0
2023-01-31	58742	21	246	0
2023-01-30	58721	52	246	0
2023-01-27	58669	22	246	0
2023-01-26	58647	29	246	0
2023-01-25	58618	34	246	0
2023-01-24	58584	41	246	0
2023-01-23	58543	38	246	0
2023-01-20	58505	53	246	0
2023-01-19	58452	5	246	0
2023-01-18	58447	42	246	0
2023-01-17	58405	30	246	1
2023-01-16	58375	59	245	2
2023-01-13	58316	14	243	0
2023-01-12	58302	22	243	0
2023-01-11	58280	42	243	0
2023-01-10	58238	41	243	0
2023-01-09	58197	81	243	1
2023-01-06	58116	19	242	0
2023-01-05	58097	58	242	0
2023-01-04	58039	62	242	1
2023-01-03	57977	57	241	0
2023-01-02	57920	81	241	1
2022-12-30	57839	80	240	1
2022-12-29	57759	49	239	1
2022-12-28	57710	83	238	1
2022-12-27	57627	140	237	1
2022-12-23	57487	107	236	0
2022-12-22	57380	70	236	0
2022-12-21	57310	87	236	0
2022-12-20	57223	101	236	0
2022-12-19	57122	186	236	1
2022-12-16	56936	58	235	2
2022-12-15	56878	109	233	1
2022-12-14	56769	107	232	0
2022-12-13	56662	134	232	0
2022-12-12	56528	128	232	1
2022-12-09	56400	55	231	0
2022-12-08	56345	87	231	0
2022-12-07	56258	109	231	0
2022-12-06	56149	131	231	0
2022-12-05	56018	132	231	1
2022-12-02	55886	116	230	0
2022-12-01	55770	68	230	0
2022-11-30	55702	137	230	0
2022-11-29	55565	102	230	0
2022-11-28	55463	168	230	1
2022-11-25	55295	64	229	0
2022-11-24	55231	71	229	0
2022-11-23	55160	89	229	0
2022-11-22	55071	105	229	0
2022-11-21	54966	115	229	0
2022-11-18	54851	98	229	0
2022-11-17	54753	29	229	0
2022-11-16	54724	61	229	1
2022-11-15	54663	72	228	0
2022-11-14	54591	141	228	0
2022-11-11	54450	67	228	0
2022-11-10	54383	63	228	0
2022-11-09	54320	71	228	1
2022-11-08	54249	86	227	0
2022-11-07	54163	146	227	0
2022-11-04	54017	81	227	0
2022-11-03	53936	119	227	0
2022-11-02	53817	101	227	1
2022-11-01	53716	208	226	2
2022-10-28	53508	84	224	0
2022-10-27	53424	97	224	1
2022-10-26	53327	118	223	1
2022-10-25	53209	120	222	0
2022-10-24	53089	205	222	2
2022-10-21	52884	133	220	0
2022-10-20	52751	175	220	1
2022-10-19	52576	126	219	0
2022-10-18	52450	179	219	0
2022-10-17	52271	265	219	2
2022-10-14	52006	95	217	0
2022-10-13	51911	188	217	0
2022-10-12	51723	157	217	0
2022-10-11	51566	225	217	0
2022-10-10	51341	265	217	0
2022-10-07	51076	163	217	0
2022-10-06	50913	258	217	0
2022-10-05	50655	136	217	0
2022-10-04	50519	255	217	0
2022-09-30	50264	75	217	0
2022-09-29	50189	125	217	0
2022-09-28	50064	84	217	0
2022-09-27	49980	118	217	0
2022-09-26	49862	162	217	0
2022-09-23	49700	72	217	0
2022-09-22	49628	77	217	0
2022-09-21	49551	64	217	0
2022-09-20	49487	76	217	1
2022-09-19	49411	113	216	0
2022-09-16	49298	67	216	0
2022-09-15	49231	61	216	0
2022-09-14	49170	39	216	0
2022-09-13	49131	92	216	0
2022-09-12	49039	175	216	0
2022-09-09	48864	43	216	0
2022-09-08	48821	63	216	0
2022-09-07	48758	71	216	0
2022-09-06	48687	69	216	0
2022-09-05	48618	139	216	1
2022-09-02	48479	37	215	0
2022-09-01	48442	49	215	0
2022-08-31	48393	37	215	0
2022-08-30	48356	84	215	0
2022-08-29	48272	148	215	0
2022-08-26	48124	46	215	0
2022-08-25	48078	84	215	2
2022-08-24	47994	99	213	0
2022-08-23	47895	61	213	0
2022-08-22	47834	136	213	1
2022-08-19	47698	52	212	0
2022-08-18	47646	95	212	0
2022-08-17	47551	92	212	1
2022-08-16	47459	174	211	0
2022-08-15	47285	162	211	0
2022-08-12	47123	84	211	0
2022-08-11	47039	116	211	0
2022-08-10	46923	84	211	0
2022-08-09	46839	135	211	0
2022-08-08	46704	164	211	1
2022-08-05	46540	67	210	0
2022-08-04	46473	62	210	0
2022-08-03	46411	74	210	0
2022-08-02	46337	142	210	0
2022-08-01	46195	82	210	1
2022-07-31	46113	67	209	0
2022-07-29	46046	51	209	0
2022-07-28	45995	106	209	0
2022-07-27	45889	115	209	0
2022-07-26	45774	223	209	0
2022-07-25	45551	217	209	2
2022-07-22	45334	52	207	0
2022-07-21	45282	176	207	1
2022-07-20	45106	258	206	2
2022-07-19	44848	267	204	1
2022-07-18	44581	236	203	0
2022-07-15	44345	202	203	0
2022-07-14	44143	230	203	0
2022-07-13	43913	284	203	1
2022-07-12	43629	205	202	0
2022-07-11	43424	336	202	0
2022-07-08	43088	180	202	0
2022-07-07	42908	314	202	0
2022-07-06	42594	120	202	1
2022-07-05	42474	134	201	0
2022-07-04	42340	271	201	0
2022-07-01	42069	129	201	0
2022-06-30	41940	200	201	0
2022-06-29	41740	164	201	0
2022-06-28	41576	268	201	0
2022-06-27	41308	263	201	1
2022-06-24	41045	107	200	0
2022-06-23	40938	246	200	1
2022-06-22	40692	121	199	0
2022-06-21	40571	267	199	1
2022-06-20	40304	251	198	0
2022-06-17	40053	46	198	0
2022-06-16	40007	195	198	0
2022-06-15	39812	112	198	0
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2022-06-02	38748	67	197	0
2022-06-01	38681	68	197	0
2022-05-31	38613	58	197	0
2022-05-30	38555	93	197	0
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2022-05-12	37727	71	196	1
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2022-05-05	37054	110	191	0
2022-05-04	36944	181	191	0
2022-05-03	36763	162	191	0
2022-05-02	36601	164	191	1
2022-04-29	36437	180	190	0
2022-04-28	36257	268	190	0
2022-04-27	35989	251	190	0
2022-04-26	35738	445	190	0
2022-04-25	35293	360	190	2
2022-04-22	34933	305	188	0
2022-04-21	34628	336	188	1
2022-04-20	34292	214	187	0
2022-04-19	34078	123	187	1
2022-04-14	33955	221	186	1
2022-04-13	33734	235	185	1
2022-04-12	33499	442	184	1
2022-04-11	33057	195	183	0
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2022-04-02	31768	122	178	1
2022-04-01	31646	320	177	1
2022-03-31	31326	629	176	1
2022-03-30	30697	672	175	1
2022-03-29	30025	713	174	3
2022-03-28	29312	454	171	3
2022-03-26	28858	114	168	0
2022-03-25	28744	458	168	1
2022-03-24	28286	588	167	2
2022-03-23	27698	657	165	1
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2022-03-21	26392	705	163	2
2022-03-19	25687	98	161	0
2022-03-18	25589	407	161	1
2022-03-17	25182	516	160	1
2022-03-16	24666	571	159	3
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2022-02-23	18144	429	139	2
2022-02-22	17715	531	137	0
2022-02-21	17184	484	137	1
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2021-08-07	4244	8	87	0
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2021-08-05	4225	12	87	0
2021-08-04	4213	10	87	0
2021-08-03	4203	15	87	0
2021-08-02	4188	7	87	0
2021-07-31	4181	3	87	0
2021-07-30	4178	5	87	0
2021-07-29	4173	9	87	0
2021-07-28	4164	8	87	0
2021-07-27	4156	25	87	0
2021-07-26	4131	7	87	0
2021-07-25	4124	5	87	0
2021-07-24	4119	6	87	0
2021-07-23	4113	11	87	0
2021-07-22	4102	9	87	0
2021-07-21	4093	2	87	0
2021-07-20	4091	11	87	0
2021-07-19	4080	2	87	0
2021-07-18	4078	2	87	0
2021-07-17	4076	3	87	0
2021-07-16	4073	2	87	0
2021-07-15	4071	4	87	0
2021-07-14	4067	8	87	0
2021-07-12	4059	4	87	0
2021-07-11	4055	3	87	0
2021-07-10	4052	3	87	0
2021-07-09	4049	5	87	0
2021-07-08	4044	4	87	0
2021-07-07	4040	3	87	0
2021-07-06	4037	5	87	0
2021-07-02	4032	3	87	0
2021-07-01	4029	1	87	0
2021-06-30	4028	1	87	0
2021-06-29	4027	2	87	0
2021-06-28	4025	5	87	0
2021-06-27	4020	1	87	0
2021-06-25	4019	5	87	0
2021-06-23	4014	1	87	0
2021-06-22	4013	1	87	0
2021-06-21	4012	2	87	0
2021-06-19	4010	1	87	0
2021-06-12	4009	1	87	0
2021-06-09	4008	1	87	0
2021-06-08	4007	3	87	0
2021-06-07	4004	2	87	0
2021-06-04	4002	2	87	0
2021-06-03	4000	1	87	0
2021-06-02	3999	12	87	0
2021-06-01	3987	14	87	0
2021-05-31	3973	9	87	0
2021-05-28	3964	8	87	0
2021-05-27	3956	15	87	0
2021-05-26	3941	10	87	0
2021-05-25	3931	4	87	0
2021-05-23	3927	1	87	0
2021-05-22	3926	13	87	0
2021-05-21	3913	7	87	0
2021-05-20	3906	21	87	0
2021-05-19	3885	31	87	0
2021-05-18	3854	23	87	0
2021-05-17	3831	4	87	0
2021-05-16	3827	5	87	0
2021-05-14	3822	18	87	0
2021-05-13	3804	8	87	0
2021-05-12	3796	36	87	0
2021-05-11	3760	37	87	0
2021-05-10	3723	19	87	0
2021-05-09	3704	5	87	1
2021-05-08	3699	18	86	0
2021-05-07	3681	33	86	1
2021-05-06	3648	23	85	0
2021-05-05	3625	42	85	0
2021-05-04	3583	64	85	1
2021-05-03	3519	9	84	0
2021-05-02	3510	15	84	2
2021-04-30	3495	39	82	0
2021-04-29	3456	29	82	0
2021-04-28	3427	32	82	0
2021-04-27	3395	35	82	0
2021-04-26	3360	16	82	0
2021-04-25	3344	16	82	0
2021-04-24	3328	15	82	0
2021-04-23	3313	28	82	0
2021-04-22	3285	47	82	0
2021-04-21	3238	67	82	0
2021-04-20	3171	59	82	0
2021-04-19	3112	29	82	0
2021-04-18	3083	23	82	0
2021-04-16	3060	38	82	2
2021-04-15	3022	51	80	0
2021-04-14	2971	56	80	0
2021-04-13	2915	22	80	1
2021-04-12	2893	22	79	0
2021-04-11	2871	20	79	0
2021-04-10	2851	8	79	0
2021-04-09	2843	50	79	0
2021-04-08	2793	70	79	0
2021-04-07	2723	55	79	0
2021-04-06	2668	25	79	0
2021-04-05	2643	8	79	0
2021-04-04	2635	9	79	0
2021-04-02	2626	65	79	2
2021-04-01	2561	23	77	0
2021-03-31	2538	72	77	1
2021-03-30	2466	41	76	1
2021-03-29	2425	1	75	0
2021-03-28	2424	4	75	0
2021-03-27	2420	22	75	0
2021-03-26	2398	18	75	2
2021-03-25	2380	35	73	1
2021-03-24	2345	20	72	0
2021-03-23	2325	45	72	0
2021-03-22	2280	4	72	0
2021-03-21	2276	4	72	0
2021-03-20	2272	2	72	0
2021-03-19	2270	16	72	0
2021-03-18	2254	18	72	0
2021-03-17	2236	30	72	0
2021-03-16	2206	25	72	0
2021-03-15	2181	5	72	0
2021-03-14	2176	1	72	0
2021-03-13	2175	4	72	0
2021-03-12	2171	15	72	0
2021-03-11	2156	14	72	0
2021-03-10	2142	7	72	0
2021-03-09	2135	12	72	0
2021-03-08	2123	7	72	0
2021-03-07	2116	1	72	0
2021-03-06	2115	6	72	0
2021-03-05	2109	15	72	0
2021-03-04	2094	17	72	1
2021-03-03	2077	13	71	0
2021-03-02	2064	3	71	0
2021-03-01	2061	12	71	1
2021-02-27	2049	4	70	0
2021-02-26	2045	8	70	0
2021-02-25	2037	20	70	1
2021-02-24	2017	4	69	0
2021-02-23	2013	3	69	0
2021-02-22	2010	6	69	0
2021-02-21	2004	1	69	0
2021-02-20	2003	3	69	0
2021-02-19	2000	2	69	0
2021-02-18	1998	4	69	0
2021-02-17	1994	4	69	0
2021-02-16	1990	11	69	0
2021-02-15	1979	4	69	0
2021-02-13	1975	1	69	0
2021-02-12	1974	8	69	1
2021-02-11	1966	8	68	0
2021-02-10	1958	28	68	1
2021-02-09	1930	7	67	0
2021-02-08	1923	6	67	0
2021-02-07	1917	1	67	0
2021-02-06	1916	5	67	0
2021-02-05	1911	10	67	0
2021-02-04	1901	10	67	0
2021-02-03	1891	15	67	0
2021-02-02	1876	14	67	0
2021-02-01	1862	7	67	0
2021-01-31	1855	1	67	0
2021-01-30	1854	23	67	0
2021-01-29	1831	8	67	0
2021-01-28	1823	14	67	0
2021-01-27	1809	16	67	0
2021-01-26	1793	6	67	1
2021-01-25	1787	14	66	0
2021-01-24	1773	2	66	0
2021-01-23	1771	6	66	0
2021-01-22	1765	15	66	0
2021-01-21	1750	18	66	0
2021-01-20	1732	5	66	0
2021-01-19	1727	25	66	1
2021-01-18	1702	19	65	1
2021-01-17	1683	3	64	0
2021-01-16	1680	3	64	0
2021-01-15	1677	20	64	1
2021-01-14	1657	14	63	0
2021-01-13	1643	19	63	0
2021-01-12	1624	31	63	0
2021-01-11	1593	11	63	0
2021-01-10	1582	3	63	0
2021-01-09	1579	2	63	0
2021-01-08	1577	37	63	0
2021-01-07	1540	16	63	0
2021-01-06	1524	19	63	0
2021-01-05	1505	29	63	0
2021-01-04	1476	9	63	0
2021-01-03	1467	1	63	0
2021-01-02	1466	11	63	0
2021-01-01	1455	2	63	0
2020-12-31	1453	6	63	0
2020-12-30	1447	30	63	0
2020-12-29	1417	21	63	0
2020-12-28	1396	13	63	0
2020-12-27	1383	3	63	0
2020-12-26	1380	4	63	0
2020-12-25	1376	5	63	0
2020-12-23	1371	15	63	0
2020-12-22	1356	27	63	1
2020-12-21	1329	12	62	0
2020-12-20	1317	2	62	0
2020-12-19	1315	14	62	2
2020-12-18	1301	22	60	0
2020-12-17	1279	24	60	0
2020-12-16	1255	27	60	0
2020-12-15	1228	30	60	0
2020-12-14	1198	2	60	0
2020-12-13	1196	1	60	0
2020-12-12	1195	14	60	0
2020-12-11	1181	44	60	0
2020-12-10	1137	18	60	0
2020-12-09	1119	19	60	0
2020-12-08	1100	12	60	0
2020-12-07	1088	3	60	0
2020-12-05	1085	13	60	0
2020-12-04	1072	5	60	0
2020-12-03	1067	21	60	0
2020-12-02	1046	12	60	0
2020-12-01	1034	8	60	0
2020-11-30	1026	12	60	1
2020-11-29	1014	3	59	0
2020-11-28	1011	18	59	0
2020-11-27	993	29	59	0
2020-11-26	964	35	59	1
2020-11-25	929	17	58	1
2020-11-24	912	19	57	1
2020-11-23	893	7	56	1
2020-11-22	886	1	55	0
2020-11-21	885	19	55	0
2020-11-20	866	35	55	0
2020-11-19	831	24	55	0
2020-11-18	807	18	55	0
2020-11-17	789	30	55	0
2020-11-15	759	1	55	0
2020-11-14	758	18	55	0
2020-11-13	740	13	55	0
2020-11-12	727	10	55	1
2020-11-11	717	17	54	2
2020-11-10	700	23	52	0
2020-11-09	677	3	52	0
2020-11-08	674	1	52	0
2020-11-07	673	7	52	0
2020-11-06	666	11	52	0
2020-11-05	655	12	52	0
2020-11-04	643	15	52	0
2020-11-03	628	19	52	0
2020-11-02	609	6	52	0
2020-11-01	603	1	52	0
2020-10-31	602	9	52	0
2020-10-30	593	9	52	0
2020-10-29	584	15	52	0
2020-10-28	569	9	52	0
2020-10-27	560	8	52	0
2020-10-26	552	12	52	0
2020-10-24	540	13	52	0
2020-10-23	527	5	52	0
2020-10-22	522	18	52	0
2020-10-21	504	8	52	0
2020-10-20	496	4	52	0
2020-10-19	492	1	52	0
2020-10-18	491	3	52	0
2020-10-17	488	2	52	0
2020-10-16	486	3	52	0
2020-10-15	483	6	52	0
2020-10-14	477	5	52	0
2020-10-13	472	8	52	0
2020-10-11	464	3	52	0
2020-10-10	461	4	52	0
2020-10-08	457	1	52	0
2020-10-06	456	1	52	0
2020-10-05	455	1	52	0
2020-10-04	454	3	52	0
2020-09-29	451	1	52	0
2020-09-28	450	1	52	0
2020-09-22	449	4	52	0
2020-09-19	445	2	52	0
2020-09-18	443	2	52	0
2020-09-16	441	1	52	0
2020-09-15	440	1	52	0
2020-09-13	439	1	52	0
2020-09-10	438	2	52	0
2020-09-09	436	1	52	0
2020-09-06	435	1	52	0
2020-09-04	434	3	52	0
2020-09-03	431	2	52	0
2020-09-02	429	1	52	0
2020-09-01	428	3	52	0
2020-08-29	425	1	52	0
2020-08-26	424	4	52	0
2020-08-25	420	6	52	0
2020-08-24	414	1	52	0
2020-08-21	413	3	52	0
2020-08-20	410	1	52	0
2020-08-19	409	11	52	0
2020-08-18	398	2	52	0
2020-08-17	396	2	52	0
2020-08-16	394	1	52	0
2020-08-14	393	1	52	0
2020-08-13	392	2	52	0
2020-08-12	390	5	52	0
2020-08-11	385	1	52	0
2020-08-07	384	1	52	0
2020-08-05	383	1	52	0
2020-07-30	382	1	52	0
2020-07-29	381	4	52	0
2020-07-28	377	1	52	0
2020-07-26	376	1	52	0
2020-07-23	375	1	52	0
2020-07-12	374	1	52	0
2020-07-01	373	2	52	0
2020-06-26	371	2	52	0
2020-06-23	369	1	52	0
2020-06-20	368	1	52	0
2020-06-19	367	4	52	0
2020-06-18	363	12	52	0
2020-06-17	351	1	52	0
2020-06-16	350	5	52	0
2020-06-15	345	4	52	1
2020-06-13	341	1	51	0
2020-06-12	340	5	51	0
2020-06-11	335	4	51	0
2020-06-10	331	3	51	0
2020-06-09	328	5	51	0
2020-06-08	323	4	51	0
2020-06-06	319	5	51	0
2020-06-05	314	2	51	0
2020-06-04	312	4	51	0
2020-06-03	308	1	51	0
2020-05-29	307	5	51	0
2020-05-27	302	5	51	0
2020-05-26	297	3	51	0
2020-05-22	294	2	51	0
2020-05-14	292	1	51	0
2020-05-13	291	2	51	0
2020-05-11	289	2	51	0
2020-05-08	287	2	51	0
2020-05-05	285	2	51	0
2020-05-02	283	1	51	0
2020-04-30	282	1	51	1
2020-04-28	281	1	50	0
2020-04-25	280	1	50	0
2020-04-23	279	2	50	0
2020-04-22	277	3	50	0
2020-04-21	274	4	50	1
2020-04-19	270	1	49	1
2020-04-18	269	4	48	0
2020-04-17	265	10	48	1
2020-04-16	255	4	47	0
2020-04-15	251	3	47	0
2020-04-12	248	1	47	0
2020-04-11	247	1	47	0
2020-04-10	246	7	47	0
2020-04-09	239	9	47	0
2020-04-08	230	6	47	2
2020-04-07	224	2	45	1
2020-04-06	222	2	44	0
2020-04-04	220	3	44	0
2020-04-03	217	2	44	1
2020-04-02	215	25	43	4
2020-04-01	190	8	39	0
2020-03-31	182	19	39	1
2020-03-29	163	19	38	1
2020-03-28	144	28	37	4
2020-03-27	116	63	33	23
2020-03-26	53	6	10	1
2020-03-25	47	13	9	2
2020-03-24	34	5	7	0
2020-03-23	29	2	7	1
2020-03-22	27	8	6	0
2020-03-21	19	4	6	1
2020-03-20	15	5	5	2
2020-03-19	10	2	3	0
2020-03-18	8	4	3	3
2020-03-17	4	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: 0:04:13.125502