Germany: LK Kitzingen (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 10:55:42 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kitzingen")
print(f'Population of country="Germany", subregion="LK Kitzingen": {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 Kitzingen": 91980 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	46652	14	189	0
2023-03-03	46638	18	189	0
2023-03-02	46620	10	189	0
2023-03-01	46610	14	189	0
2023-02-28	46596	21	189	0
2023-02-27	46575	46	189	0
2023-02-24	46529	20	189	0
2023-02-23	46509	25	189	0
2023-02-22	46484	18	189	0
2023-02-21	46466	13	189	0
2023-02-20	46453	26	189	0
2023-02-17	46427	21	189	0
2023-02-16	46406	8	189	0
2023-02-15	46398	39	189	0
2023-02-14	46359	17	189	0
2023-02-13	46342	36	189	0
2023-02-10	46306	17	189	0
2023-02-09	46289	11	189	0
2023-02-08	46278	18	189	1
2023-02-07	46260	19	188	0
2023-02-06	46241	16	188	0
2023-02-03	46225	13	188	0
2023-02-02	46212	10	188	0
2023-02-01	46202	14	188	0
2023-01-31	46188	20	188	0
2023-01-30	46168	20	188	0
2023-01-27	46148	10	188	0
2023-01-26	46138	10	188	0
2023-01-25	46128	13	188	0
2023-01-24	46115	18	188	0
2023-01-23	46097	8	188	0
2023-01-20	46089	10	188	0
2023-01-19	46079	11	188	0
2023-01-18	46068	3	188	0
2023-01-17	46065	11	188	0
2023-01-16	46054	14	188	0
2023-01-13	46040	7	188	0
2023-01-12	46033	10	188	0
2023-01-11	46023	10	188	0
2023-01-10	46013	13	188	0
2023-01-09	46000	37	188	1
2023-01-05	45963	18	187	0
2023-01-04	45945	23	187	0
2023-01-03	45922	13	187	0
2023-01-02	45909	33	187	1
2022-12-30	45876	10	186	0
2022-12-29	45866	20	186	1
2022-12-28	45846	27	185	0
2022-12-27	45819	59	185	1
2022-12-23	45760	5	184	0
2022-12-22	45755	50	184	0
2022-12-20	45705	32	184	0
2022-12-19	45673	29	184	1
2022-12-16	45644	25	183	0
2022-12-15	45619	18	183	0
2022-12-14	45601	25	183	0
2022-12-13	45576	20	183	1
2022-12-12	45556	48	182	0
2022-12-09	45508	22	182	0
2022-12-08	45486	19	182	0
2022-12-07	45467	12	182	0
2022-12-06	45455	27	182	0
2022-12-05	45428	36	182	2
2022-12-02	45392	26	180	0
2022-12-01	45366	20	180	0
2022-11-30	45346	20	180	1
2022-11-29	45326	30	179	0
2022-11-28	45296	43	179	0
2022-11-25	45253	16	179	0
2022-11-24	45237	22	179	0
2022-11-23	45215	10	179	0
2022-11-22	45205	18	179	0
2022-11-21	45187	52	179	0
2022-11-18	45135	18	179	0
2022-11-17	45117	23	179	1
2022-11-16	45094	25	178	0
2022-11-15	45069	34	178	0
2022-11-14	45035	67	178	1
2022-11-11	44968	22	177	0
2022-11-10	44946	21	177	0
2022-11-09	44925	35	177	0
2022-11-08	44890	35	177	0
2022-11-07	44855	55	177	0
2022-11-04	44800	30	177	0
2022-11-03	44770	57	177	0
2022-11-02	44713	52	177	0
2022-10-31	44661	90	177	1
2022-10-30	44571	1	176	0
2022-10-28	44570	54	176	0
2022-10-27	44516	47	176	0
2022-10-26	44469	70	176	0
2022-10-25	44399	79	176	0
2022-10-24	44320	152	176	0
2022-10-21	44168	73	176	1
2022-10-20	44095	95	175	1
2022-10-19	44000	124	174	0
2022-10-18	43876	167	174	0
2022-10-17	43709	244	174	2
2022-10-14	43465	108	172	0
2022-10-13	43357	142	172	1
2022-10-12	43215	130	171	0
2022-10-11	43085	165	171	0
2022-10-10	42920	275	171	0
2022-10-08	42645	1	171	0
2022-10-07	42644	150	171	0
2022-10-06	42494	149	171	1
2022-10-05	42345	168	170	0
2022-10-04	42177	218	170	3
2022-09-30	41959	78	167	0
2022-09-29	41881	105	167	2
2022-09-28	41776	79	165	0
2022-09-27	41697	112	165	0
2022-09-26	41585	155	165	0
2022-09-23	41430	22	165	0
2022-09-22	41408	40	165	0
2022-09-21	41368	40	165	0
2022-09-20	41328	75	165	0
2022-09-19	41253	72	165	1
2022-09-16	41181	28	164	0
2022-09-15	41153	23	164	0
2022-09-14	41130	51	164	0
2022-09-13	41079	57	164	0
2022-09-12	41022	52	164	0
2022-09-09	40970	20	164	0
2022-09-08	40950	27	164	0
2022-09-07	40923	34	164	0
2022-09-06	40889	26	164	0
2022-09-05	40863	43	164	0
2022-09-02	40820	27	164	0
2022-09-01	40793	10	164	0
2022-08-31	40783	14	164	0
2022-08-30	40769	52	164	0
2022-08-29	40717	50	164	0
2022-08-26	40667	48	164	1
2022-08-25	40619	23	163	0
2022-08-24	40596	77	163	0
2022-08-23	40519	9	163	0
2022-08-22	40510	66	163	1
2022-08-19	40444	19	162	1
2022-08-18	40425	35	161	0
2022-08-17	40390	65	161	0
2022-08-16	40325	41	161	1
2022-08-15	40284	97	160	0
2022-08-12	40187	50	160	0
2022-08-11	40137	57	160	0
2022-08-10	40080	49	160	1
2022-08-09	40031	86	159	0
2022-08-08	39945	145	159	2
2022-08-07	39800	1	157	0
2022-08-05	39799	66	157	0
2022-08-04	39733	76	157	1
2022-08-03	39657	105	156	1
2022-08-02	39552	124	155	0
2022-08-01	39428	203	155	1
2022-07-31	39225	1	154	0
2022-07-29	39224	216	154	0
2022-07-28	39008	79	154	1
2022-07-27	38929	278	153	0
2022-07-26	38651	178	153	1
2022-07-25	38473	281	152	2
2022-07-22	38192	170	150	2
2022-07-21	38022	198	148	0
2022-07-20	37824	171	148	0
2022-07-19	37653	289	148	0
2022-07-18	37364	329	148	0
2022-07-16	37035	1	148	0
2022-07-15	37034	155	148	0
2022-07-14	36879	134	148	0
2022-07-13	36745	182	148	0
2022-07-12	36563	203	148	0
2022-07-11	36360	298	148	0
2022-07-08	36062	137	148	0
2022-07-07	35925	115	148	0
2022-07-06	35810	154	148	0
2022-07-05	35656	130	148	0
2022-07-04	35526	241	148	1
2022-07-01	35285	51	147	0
2022-06-30	35234	138	147	1
2022-06-29	35096	155	146	1
2022-06-28	34941	154	145	0
2022-06-27	34787	206	145	0
2022-06-25	34581	1	145	0
2022-06-24	34580	96	145	0
2022-06-23	34484	100	145	0
2022-06-22	34384	153	145	0
2022-06-21	34231	170	145	0
2022-06-20	34061	139	145	0
2022-06-17	33922	78	145	0
2022-06-15	33844	68	145	0
2022-06-14	33776	133	145	0
2022-06-13	33643	158	145	0
2022-06-10	33485	13	145	0
2022-06-09	33472	69	145	0
2022-06-08	33403	72	145	0
2022-06-07	33331	81	145	0
2022-06-03	33250	38	145	0
2022-06-02	33212	24	145	0
2022-06-01	33188	34	145	0
2022-05-31	33154	47	145	1
2022-05-30	33107	50	144	0
2022-05-27	33057	23	144	0
2022-05-25	33034	33	144	0
2022-05-24	33001	71	144	1
2022-05-23	32930	9	143	0
2022-05-22	32921	16	143	0
2022-05-21	32905	26	143	0
2022-05-20	32879	31	143	0
2022-05-19	32848	60	143	0
2022-05-18	32788	53	143	0
2022-05-17	32735	44	143	0
2022-05-16	32691	47	143	0
2022-05-15	32644	19	143	0
2022-05-14	32625	37	143	0
2022-05-13	32588	48	143	0
2022-05-12	32540	69	143	0
2022-05-11	32471	56	143	0
2022-05-10	32415	102	143	1
2022-05-09	32313	101	142	0
2022-05-07	32212	73	142	1
2022-05-06	32139	58	141	0
2022-05-05	32081	78	141	0
2022-05-04	32003	128	141	0
2022-05-03	31875	117	141	0
2022-05-02	31758	84	141	0
2022-04-30	31674	59	141	0
2022-04-29	31615	116	141	0
2022-04-28	31499	81	141	0
2022-04-27	31418	83	141	0
2022-04-26	31335	229	141	0
2022-04-25	31106	50	141	0
2022-04-24	31056	50	141	1
2022-04-23	31006	104	140	0
2022-04-22	30902	138	140	0
2022-04-21	30764	247	140	0
2022-04-20	30517	280	140	0
2022-04-19	30237	59	140	0
2022-04-18	30178	42	140	1
2022-04-17	30136	84	139	0
2022-04-16	30052	121	139	0
2022-04-15	29931	65	139	1
2022-04-14	29866	227	138	0
2022-04-13	29639	227	138	0
2022-04-12	29412	266	138	0
2022-04-11	29146	49	138	0
2022-04-10	29097	73	138	0
2022-04-09	29024	194	138	0
2022-04-08	28830	185	138	0
2022-04-07	28645	267	138	1
2022-04-06	28378	397	137	0
2022-04-05	27981	342	137	0
2022-04-04	27639	90	137	0
2022-04-03	27549	73	137	0
2022-04-02	27476	245	137	0
2022-04-01	27231	248	137	0
2022-03-31	26983	376	137	0
2022-03-30	26607	500	137	0
2022-03-29	26107	468	137	0
2022-03-28	25639	123	137	0
2022-03-27	25516	125	137	0
2022-03-26	25391	427	137	0
2022-03-25	24964	420	137	2
2022-03-24	24544	490	135	0
2022-03-23	24054	453	135	1
2022-03-22	23601	489	134	1
2022-03-21	23112	268	133	0
2022-03-20	22844	94	133	0
2022-03-19	22750	311	133	2
2022-03-18	22439	469	131	1
2022-03-17	21970	562	130	0
2022-03-16	21408	505	130	1
2022-03-15	20903	422	129	1
2022-03-14	20481	311	128	0
2022-03-13	20170	142	128	0
2022-03-12	20028	378	128	0
2022-03-11	19650	331	128	1
2022-03-10	19319	396	127	0
2022-03-09	18923	436	127	0
2022-03-08	18487	383	127	0
2022-03-07	18104	115	127	2
2022-03-06	17989	113	125	0
2022-03-05	17876	246	125	1
2022-03-04	17630	235	124	0
2022-03-03	17395	282	124	0
2022-03-02	17113	312	124	0
2022-03-01	16801	329	124	2
2022-02-28	16472	117	122	2
2022-02-27	16355	46	120	0
2022-02-26	16309	423	120	0
2022-02-25	15886	341	120	2
2022-02-24	15545	264	118	1
2022-02-23	15281	319	117	3
2022-02-22	14962	348	114	0
2022-02-21	14614	108	114	0
2022-02-20	14506	126	114	1
2022-02-19	14380	260	113	0
2022-02-18	14120	283	113	0
2022-02-17	13837	405	113	0
2022-02-16	13432	320	113	0
2022-02-15	13112	377	113	0
2022-02-14	12735	104	113	0
2022-02-13	12631	170	113	0
2022-02-12	12461	263	113	1
2022-02-11	12198	249	112	0
2022-02-10	11949	383	112	1
2022-02-09	11566	195	111	0
2022-02-08	11371	350	111	0
2022-02-07	11021	66	111	0
2022-02-06	10955	104	111	0
2022-02-05	10851	222	111	0
2022-02-04	10629	246	111	0
2022-02-03	10383	277	111	0
2022-02-02	10106	279	111	1
2022-02-01	9827	298	110	0
2022-01-31	9529	63	110	1
2022-01-30	9466	129	109	0
2022-01-29	9337	218	109	0
2022-01-28	9119	252	109	0
2022-01-27	8867	261	109	0
2022-01-26	8606	231	109	1
2022-01-25	8375	212	108	0
2022-01-24	8163	83	108	0
2022-01-23	8080	55	108	0
2022-01-22	8025	159	108	0
2022-01-21	7866	119	108	0
2022-01-20	7747	148	108	0
2022-01-19	7599	142	108	0
2022-01-18	7457	157	108	0
2022-01-17	7300	36	108	0
2022-01-16	7264	24	108	0
2022-01-15	7240	75	108	1
2022-01-14	7165	83	107	0
2022-01-13	7082	63	107	0
2022-01-12	7019	95	107	0
2022-01-11	6924	69	107	0
2022-01-10	6855	30	107	0
2022-01-09	6825	15	107	0
2022-01-08	6810	36	107	0
2022-01-07	6774	17	107	0
2022-01-06	6757	42	107	0
2022-01-05	6715	78	107	0
2022-01-04	6637	49	107	0
2022-01-03	6588	17	107	0
2022-01-02	6571	15	107	0
2022-01-01	6556	5	107	0
2021-12-31	6551	11	107	0
2021-12-30	6540	15	107	0
2021-12-29	6525	31	107	0
2021-12-28	6494	29	107	0
2021-12-27	6465	4	107	0
2021-12-26	6461	3	107	0
2021-12-25	6458	9	107	0
2021-12-24	6449	15	107	0
2021-12-23	6434	20	107	0
2021-12-22	6414	21	107	0
2021-12-21	6393	44	107	0
2021-12-20	6349	4	107	0
2021-12-19	6345	16	107	0
2021-12-18	6329	27	107	1
2021-12-17	6302	26	106	0
2021-12-16	6276	43	106	0
2021-12-15	6233	36	106	0
2021-12-14	6197	56	106	0
2021-12-13	6141	9	106	0
2021-12-12	6132	18	106	0
2021-12-11	6114	69	106	0
2021-12-10	6045	49	106	0
2021-12-09	5996	56	106	0
2021-12-08	5940	74	106	0
2021-12-07	5866	69	106	0
2021-12-06	5797	20	106	0
2021-12-05	5777	28	106	1
2021-12-04	5749	39	105	0
2021-12-03	5710	53	105	2
2021-12-02	5657	50	103	1
2021-12-01	5607	69	102	3
2021-11-30	5538	86	99	0
2021-11-29	5452	22	99	1
2021-11-28	5430	18	98	0
2021-11-27	5412	101	98	1
2021-11-26	5311	60	97	0
2021-11-25	5251	97	97	1
2021-11-24	5154	78	96	1
2021-11-23	5076	75	95	1
2021-11-22	5001	33	94	0
2021-11-21	4968	24	94	1
2021-11-20	4944	51	93	0
2021-11-19	4893	59	93	0
2021-11-18	4834	71	93	0
2021-11-17	4763	83	93	0
2021-11-16	4680	50	93	1
2021-11-15	4630	26	92	0
2021-11-14	4604	11	92	0
2021-11-13	4593	48	92	1
2021-11-12	4545	52	91	1
2021-11-11	4493	56	90	0
2021-11-10	4437	64	90	1
2021-11-09	4373	34	89	0
2021-11-08	4339	15	89	0
2021-11-07	4324	35	89	0
2021-11-06	4289	15	89	0
2021-11-05	4274	29	89	0
2021-11-04	4245	54	89	0
2021-11-03	4191	43	89	0
2021-11-02	4148	8	89	0
2021-11-01	4140	12	89	1
2021-10-31	4128	13	88	0
2021-10-30	4115	18	88	0
2021-10-29	4097	27	88	0
2021-10-28	4070	23	88	0
2021-10-27	4047	29	88	1
2021-10-26	4018	43	87	0
2021-10-25	3975	1	87	0
2021-10-24	3974	8	87	0
2021-10-23	3966	14	87	0
2021-10-22	3952	30	87	0
2021-10-21	3922	29	87	0
2021-10-20	3893	51	87	0
2021-10-19	3842	22	87	0
2021-10-17	3820	3	87	0
2021-10-16	3817	16	87	0
2021-10-15	3801	8	87	0
2021-10-14	3793	20	87	0
2021-10-13	3773	16	87	0
2021-10-12	3757	17	87	0
2021-10-10	3740	3	87	0
2021-10-09	3737	11	87	0
2021-10-08	3726	26	87	0
2021-10-07	3700	13	87	0
2021-10-06	3687	11	87	0
2021-10-05	3676	8	87	0
2021-10-04	3668	1	87	0
2021-10-03	3667	2	87	0
2021-10-02	3665	1	87	0
2021-10-01	3664	6	87	0
2021-09-30	3658	13	87	0
2021-09-29	3645	15	87	0
2021-09-28	3630	15	87	0
2021-09-27	3615	1	87	0
2021-09-26	3614	7	87	0
2021-09-25	3607	6	87	0
2021-09-24	3601	4	87	0
2021-09-23	3597	4	87	0
2021-09-22	3593	5	87	0
2021-09-21	3588	3	87	0
2021-09-20	3585	3	87	0
2021-09-19	3582	1	87	0
2021-09-18	3581	3	87	0
2021-09-17	3578	11	87	0
2021-09-16	3567	13	87	0
2021-09-15	3554	13	87	0
2021-09-14	3541	7	87	0
2021-09-12	3534	1	87	0
2021-09-11	3533	6	87	0
2021-09-10	3527	8	87	0
2021-09-09	3519	7	87	0
2021-09-08	3512	10	87	0
2021-09-07	3502	15	87	0
2021-09-06	3487	1	87	0
2021-09-05	3486	6	87	0
2021-09-04	3480	12	87	0
2021-09-03	3468	8	87	0
2021-09-02	3460	14	87	0
2021-09-01	3446	7	87	0
2021-08-31	3439	10	87	0
2021-08-29	3429	1	87	0
2021-08-28	3428	5	87	0
2021-08-27	3423	3	87	0
2021-08-26	3420	5	87	0
2021-08-25	3415	4	87	0
2021-08-24	3411	7	87	0
2021-08-23	3404	4	87	0
2021-08-22	3400	1	87	0
2021-08-21	3399	5	87	0
2021-08-20	3394	3	87	0
2021-08-19	3391	4	87	0
2021-08-18	3387	2	87	0
2021-08-17	3385	2	87	0
2021-08-16	3383	2	87	0
2021-08-15	3381	1	87	0
2021-08-14	3380	4	87	0
2021-08-13	3376	3	87	0
2021-08-12	3373	4	87	0
2021-08-11	3369	1	87	0
2021-08-10	3368	5	87	0
2021-08-07	3363	5	87	0
2021-08-06	3358	2	87	0
2021-08-05	3356	2	87	0
2021-08-04	3354	2	87	0
2021-08-03	3352	5	87	0
2021-07-31	3347	4	87	0
2021-07-30	3343	1	87	0
2021-07-29	3342	4	87	0
2021-07-28	3338	5	87	0
2021-07-27	3333	6	87	0
2021-07-25	3327	3	87	0
2021-07-24	3324	5	87	0
2021-07-23	3319	2	87	0
2021-07-22	3317	5	87	0
2021-07-20	3312	3	87	0
2021-07-16	3309	1	87	0
2021-07-15	3308	1	87	0
2021-07-14	3307	1	87	0
2021-07-13	3306	2	87	0
2021-07-11	3304	1	87	0
2021-07-09	3303	1	87	0
2021-07-08	3302	1	87	0
2021-07-07	3301	1	87	0
2021-07-06	3300	1	87	0
2021-07-03	3299	1	87	0
2021-07-01	3298	1	87	0
2021-06-30	3297	1	87	0
2021-06-29	3296	2	87	0
2021-06-26	3294	1	87	0
2021-06-24	3293	1	87	0
2021-06-23	3292	1	87	0
2021-06-22	3291	3	87	0
2021-06-18	3288	1	87	0
2021-06-17	3287	2	87	0
2021-06-16	3285	2	87	0
2021-06-15	3283	1	87	0
2021-06-12	3282	1	87	0
2021-06-10	3281	3	87	0
2021-06-09	3278	13	87	0
2021-06-08	3265	8	87	0
2021-06-06	3257	4	87	0
2021-06-05	3253	3	87	0
2021-06-04	3250	3	87	0
2021-06-03	3247	11	87	0
2021-06-02	3236	8	87	0
2021-06-01	3228	15	87	0
2021-05-31	3213	1	87	0
2021-05-30	3212	8	87	0
2021-05-29	3204	3	87	0
2021-05-28	3201	11	87	0
2021-05-27	3190	16	87	0
2021-05-26	3174	20	87	0
2021-05-25	3154	1	87	0
2021-05-24	3153	2	87	0
2021-05-22	3151	15	87	0
2021-05-21	3136	7	87	0
2021-05-20	3129	18	87	0
2021-05-19	3111	9	87	0
2021-05-18	3102	15	87	0
2021-05-17	3087	1	87	0
2021-05-16	3086	1	87	0
2021-05-15	3085	14	87	0
2021-05-14	3071	1	87	0
2021-05-13	3070	4	87	0
2021-05-12	3066	13	87	0
2021-05-11	3053	13	87	1
2021-05-10	3040	7	86	0
2021-05-09	3033	8	86	0
2021-05-08	3025	12	86	0
2021-05-07	3013	18	86	0
2021-05-06	2995	15	86	0
2021-05-05	2980	12	86	0
2021-05-04	2968	10	86	0
2021-05-02	2958	1	86	0
2021-05-01	2957	7	86	0
2021-04-30	2950	11	86	0
2021-04-29	2939	9	86	1
2021-04-28	2930	28	85	0
2021-04-27	2902	18	85	0
2021-04-26	2884	2	85	0
2021-04-25	2882	6	85	0
2021-04-24	2876	17	85	0
2021-04-23	2859	23	85	0
2021-04-22	2836	10	85	0
2021-04-21	2826	34	85	0
2021-04-20	2792	15	85	0
2021-04-19	2777	10	85	0
2021-04-18	2767	5	85	1
2021-04-17	2762	21	84	0
2021-04-16	2741	11	84	1
2021-04-15	2730	16	83	0
2021-04-14	2714	8	83	0
2021-04-13	2706	37	83	0
2021-04-12	2669	11	83	0
2021-04-11	2658	6	83	0
2021-04-10	2652	21	83	0
2021-04-09	2631	22	83	0
2021-04-08	2609	37	83	0
2021-04-07	2572	30	83	1
2021-04-06	2542	4	82	0
2021-04-05	2538	4	82	0
2021-04-04	2534	4	82	0
2021-04-03	2530	18	82	0
2021-04-02	2512	18	82	0
2021-04-01	2494	22	82	1
2021-03-31	2472	44	81	0
2021-03-30	2428	37	81	0
2021-03-29	2391	3	81	0
2021-03-28	2388	4	81	0
2021-03-27	2384	9	81	0
2021-03-26	2375	19	81	0
2021-03-25	2356	19	81	0
2021-03-24	2337	22	81	0
2021-03-23	2315	12	81	0
2021-03-21	2303	9	81	1
2021-03-20	2294	4	80	0
2021-03-19	2290	3	80	0
2021-03-18	2287	2	80	0
2021-03-17	2285	8	80	0
2021-03-16	2277	14	80	0
2021-03-15	2263	4	80	0
2021-03-14	2259	2	80	0
2021-03-13	2257	4	80	0
2021-03-12	2253	1	80	0
2021-03-11	2252	1	80	0
2021-03-10	2251	5	80	0
2021-03-09	2246	1	80	0
2021-03-05	2245	2	80	0
2021-03-04	2243	6	80	0
2021-03-03	2237	8	80	0
2021-03-02	2229	8	80	0
2021-02-28	2221	2	80	0
2021-02-27	2219	9	80	0
2021-02-26	2210	16	80	1
2021-02-25	2194	8	79	0
2021-02-24	2186	12	79	0
2021-02-23	2174	5	79	0
2021-02-22	2169	2	79	0
2021-02-21	2167	12	79	0
2021-02-20	2155	4	79	0
2021-02-19	2151	6	79	0
2021-02-18	2145	8	79	0
2021-02-17	2137	12	79	1
2021-02-16	2125	11	78	0
2021-02-15	2114	4	78	0
2021-02-14	2110	2	78	0
2021-02-13	2108	8	78	0
2021-02-12	2100	13	78	0
2021-02-11	2087	10	78	1
2021-02-10	2077	18	77	0
2021-02-09	2059	12	77	0
2021-02-08	2047	11	77	0
2021-02-07	2036	6	77	1
2021-02-06	2030	20	76	1
2021-02-05	2010	11	75	0
2021-02-04	1999	20	75	0
2021-02-03	1979	37	75	8
2021-02-02	1942	14	67	1
2021-02-01	1928	7	66	0
2021-01-31	1921	3	66	1
2021-01-30	1918	18	65	2
2021-01-29	1900	12	63	4
2021-01-28	1888	20	59	0
2021-01-27	1868	11	59	0
2021-01-26	1857	21	59	1
2021-01-25	1836	7	58	0
2021-01-24	1829	5	58	1
2021-01-23	1824	10	57	0
2021-01-22	1814	17	57	0
2021-01-21	1797	22	57	1
2021-01-20	1775	24	56	0
2021-01-19	1751	27	56	0
2021-01-18	1724	7	56	2
2021-01-17	1717	10	54	1
2021-01-16	1707	34	53	1
2021-01-15	1673	7	52	1
2021-01-14	1666	42	51	2
2021-01-13	1624	15	49	1
2021-01-12	1609	19	48	0
2021-01-11	1590	5	48	1
2021-01-10	1585	3	47	0
2021-01-09	1582	11	47	1
2021-01-08	1571	13	46	0
2021-01-07	1558	16	46	0
2021-01-06	1542	14	46	1
2021-01-05	1528	13	45	1
2021-01-04	1515	8	44	2
2021-01-03	1507	1	42	0
2021-01-02	1506	28	42	3
2021-01-01	1478	10	39	1
2020-12-31	1468	8	38	0
2020-12-30	1460	22	38	2
2020-12-29	1438	18	36	1
2020-12-28	1420	10	35	1
2020-12-27	1410	2	34	0
2020-12-26	1408	10	34	0
2020-12-25	1398	6	34	0
2020-12-24	1392	17	34	0
2020-12-23	1375	12	34	0
2020-12-22	1363	39	34	5
2020-12-21	1324	7	29	1
2020-12-20	1317	12	28	0
2020-12-19	1305	15	28	0
2020-12-18	1290	16	28	1
2020-12-17	1274	51	27	6
2020-12-16	1223	26	21	0
2020-12-15	1197	33	21	1
2020-12-14	1164	5	20	0
2020-12-13	1159	14	20	1
2020-12-12	1145	25	19	1
2020-12-11	1120	30	18	0
2020-12-10	1090	25	18	1
2020-12-09	1065	15	17	1
2020-12-08	1050	16	16	0
2020-12-07	1034	14	16	0
2020-12-06	1020	5	16	0
2020-12-05	1015	5	16	0
2020-12-04	1010	19	16	2
2020-12-03	991	8	14	1
2020-12-02	983	15	13	0
2020-12-01	968	5	13	0
2020-11-30	963	5	13	0
2020-11-29	958	9	13	0
2020-11-28	949	7	13	0
2020-11-27	942	28	13	3
2020-11-26	914	20	10	0
2020-11-25	894	17	10	0
2020-11-24	877	9	10	0
2020-11-23	868	4	10	0
2020-11-22	864	5	10	0
2020-11-21	859	11	10	0
2020-11-20	848	20	10	0
2020-11-19	828	28	10	1
2020-11-18	800	25	9	1
2020-11-17	775	7	8	1
2020-11-16	768	2	7	0
2020-11-15	766	5	7	0
2020-11-14	761	14	7	0
2020-11-13	747	5	7	0
2020-11-12	742	21	7	0
2020-11-11	721	17	7	0
2020-11-10	704	9	7	0
2020-11-09	695	12	7	0
2020-11-08	683	7	7	0
2020-11-07	676	12	7	0
2020-11-06	664	21	7	0
2020-11-05	643	23	7	0
2020-11-04	620	9	7	0
2020-11-03	611	15	7	1
2020-11-02	596	20	6	0
2020-11-01	576	11	6	0
2020-10-31	565	7	6	0
2020-10-30	558	29	6	1
2020-10-29	529	25	5	0
2020-10-28	504	17	5	0
2020-10-27	487	22	5	0
2020-10-26	465	10	5	0
2020-10-25	455	2	5	0
2020-10-24	453	34	5	0
2020-10-23	419	23	5	1
2020-10-22	396	12	4	0
2020-10-21	384	11	4	0
2020-10-20	373	14	4	0
2020-10-19	359	5	4	0
2020-10-18	354	3	4	0
2020-10-17	351	14	4	0
2020-10-16	337	12	4	0
2020-10-15	325	4	4	0
2020-10-14	321	5	4	0
2020-10-13	316	3	4	0
2020-10-12	313	1	4	0
2020-10-10	312	1	4	0
2020-10-09	311	2	4	0
2020-10-08	309	1	4	0
2020-10-07	308	2	4	0
2020-10-05	306	1	4	0
2020-10-04	305	1	4	0
2020-10-02	304	3	4	0
2020-10-01	301	2	4	0
2020-09-30	299	1	4	0
2020-09-29	298	1	4	0
2020-09-27	297	4	4	0
2020-09-25	293	4	4	0
2020-09-24	289	1	4	0
2020-09-23	288	3	4	0
2020-09-19	285	3	4	0
2020-09-18	282	4	4	0
2020-09-17	278	10	4	0
2020-09-16	268	1	4	0
2020-09-15	267	3	4	0
2020-09-14	264	1	4	0
2020-09-13	263	1	4	0
2020-09-12	262	3	4	0
2020-09-11	259	3	4	0
2020-09-10	256	2	4	0
2020-09-09	254	8	4	0
2020-09-06	246	2	4	0
2020-09-04	244	2	4	0
2020-09-03	242	1	4	0
2020-09-01	241	9	4	0
2020-08-31	232	3	4	0
2020-08-29	229	3	4	0
2020-08-28	226	3	4	0
2020-08-27	223	1	4	0
2020-08-25	222	5	4	0
2020-08-24	217	2	4	0
2020-08-21	215	2	4	0
2020-08-20	213	1	4	0
2020-08-18	212	1	4	0
2020-08-17	211	4	4	1
2020-08-15	207	2	3	0
2020-08-14	205	1	3	0
2020-08-13	204	2	3	0
2020-08-11	202	1	3	0
2020-08-02	201	1	3	0
2020-07-23	200	2	3	0
2020-07-14	198	2	3	0
2020-07-07	196	1	3	0
2020-07-04	195	1	3	0
2020-07-03	194	1	3	0
2020-06-29	193	1	3	0
2020-05-30	192	1	3	0
2020-05-27	191	1	3	0
2020-05-21	190	1	3	0
2020-05-13	189	1	3	0
2020-05-12	188	2	3	0
2020-05-07	186	1	3	0
2020-05-06	185	1	3	0
2020-05-05	184	2	3	0
2020-05-03	182	5	3	0
2020-05-02	177	1	3	0
2020-05-01	176	3	3	0
2020-04-30	173	4	3	0
2020-04-29	169	1	3	0
2020-04-28	168	7	3	0
2020-04-27	161	16	3	0
2020-04-26	145	3	3	0
2020-04-25	142	2	3	0
2020-04-24	140	3	3	0
2020-04-23	137	8	3	0
2020-04-22	129	4	3	0
2020-04-21	125	14	3	0
2020-04-20	111	11	3	0
2020-04-19	100	5	3	1
2020-04-17	95	4	2	0
2020-04-16	91	2	2	0
2020-04-15	89	3	2	0
2020-04-12	86	2	2	0
2020-04-11	84	1	2	0
2020-04-10	83	3	2	0
2020-04-09	80	4	2	0
2020-04-08	76	5	2	0
2020-04-07	71	8	2	0
2020-04-06	63	2	2	0
2020-04-05	61	3	2	1
2020-04-04	58	4	1	0
2020-04-03	54	8	1	0
2020-04-02	46	3	1	1
2020-04-01	43	4	0	0
2020-03-31	39	9	0	0
2020-03-30	30	2	0	0
2020-03-29	28	1	0	0
2020-03-27	27	1	0	0
2020-03-26	26	6	0	0
2020-03-25	20	1	0	0
2020-03-24	19	3	0	0
2020-03-22	16	1	0	0
2020-03-21	15	1	0	0
2020-03-20	14	1	0	0
2020-03-19	13	1	0	0
2020-03-18	12	5	0	0
2020-03-16	7	2	0	0
2020-03-13	5	2	0	0
2020-03-12	3	2	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: 0:02:58.620815