Germany: LK Märkisch-Oderland (Brandenburg)

• 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 12:28:41 CEST

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

overview(country="Germany", subregion="LK Märkisch-Oderland", weeks=5);

overview(country="Germany", subregion="LK Märkisch-Oderland");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Märkisch-Oderland")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Märkisch-Oderland")
print(f'Population of country="Germany", subregion="LK Märkisch-Oderland": {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 Märkisch-Oderland": 197965 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	81739	8	451	0
2023-03-03	81731	11	451	0
2023-03-02	81720	10	451	0
2023-03-01	81710	9	451	0
2023-02-28	81701	23	451	0
2023-02-27	81678	33	451	1
2023-02-24	81645	14	450	0
2023-02-23	81631	18	450	0
2023-02-22	81613	65	450	0
2023-02-21	81548	23	450	0
2023-02-20	81525	30	450	0
2023-02-17	81495	9	450	0
2023-02-16	81486	33	450	0
2023-02-15	81453	29	450	0
2023-02-14	81424	39	450	1
2023-02-13	81385	46	449	1
2023-02-10	81339	17	448	0
2023-02-09	81322	25	448	0
2023-02-08	81297	36	448	0
2023-02-07	81261	36	448	0
2023-02-06	81225	29	448	0
2023-02-03	81196	19	448	0
2023-02-02	81177	21	448	0
2023-02-01	81156	43	448	0
2023-01-31	81113	32	448	1
2023-01-30	81081	44	447	2
2023-01-27	81037	14	445	0
2023-01-26	81023	29	445	0
2023-01-25	80994	32	445	0
2023-01-24	80962	24	445	0
2023-01-23	80938	21	445	0
2023-01-20	80917	30	445	0
2023-01-19	80887	9	445	0
2023-01-18	80878	32	445	0
2023-01-17	80846	27	445	0
2023-01-16	80819	13	445	3
2023-01-15	80806	26	442	0
2023-01-13	80780	20	442	0
2023-01-12	80760	37	442	1
2023-01-11	80723	46	441	0
2023-01-10	80677	45	441	0
2023-01-09	80632	49	441	0
2023-01-06	80583	29	441	1
2023-01-05	80554	57	440	1
2023-01-04	80497	42	439	0
2023-01-03	80455	91	439	1
2023-01-02	80364	155	438	2
2022-12-30	80209	2	436	0
2022-12-29	80207	45	436	0
2022-12-28	80162	92	436	1
2022-12-27	80070	42	435	1
2022-12-26	80028	8	434	0
2022-12-25	80020	10	434	0
2022-12-24	80010	62	434	0
2022-12-23	79948	105	434	0
2022-12-22	79843	89	434	1
2022-12-21	79754	79	433	1
2022-12-20	79675	151	432	1
2022-12-19	79524	74	431	1
2022-12-18	79450	18	430	0
2022-12-17	79432	46	430	1
2022-12-16	79386	69	429	0
2022-12-15	79317	129	429	0
2022-12-14	79188	138	429	0
2022-12-13	79050	164	429	0
2022-12-12	78886	74	429	1
2022-12-11	78812	10	428	0
2022-12-10	78802	104	428	0
2022-12-09	78698	99	428	0
2022-12-08	78599	95	428	1
2022-12-07	78504	130	427	1
2022-12-06	78374	220	426	2
2022-12-05	78154	47	424	0
2022-12-04	78107	5	424	0
2022-12-03	78102	70	424	0
2022-12-02	78032	92	424	0
2022-12-01	77940	61	424	0
2022-11-30	77879	156	424	1
2022-11-29	77723	140	423	0
2022-11-28	77583	85	423	2
2022-11-27	77498	2	421	0
2022-11-26	77496	39	421	0
2022-11-25	77457	86	421	0
2022-11-24	77371	85	421	1
2022-11-23	77286	81	420	0
2022-11-22	77205	133	420	0
2022-11-21	77072	61	420	0
2022-11-20	77011	18	420	0
2022-11-19	76993	17	420	0
2022-11-18	76976	78	420	0
2022-11-17	76898	88	420	0
2022-11-16	76810	64	420	0
2022-11-15	76746	91	420	0
2022-11-14	76655	62	420	1
2022-11-13	76593	3	419	0
2022-11-12	76590	35	419	0
2022-11-11	76555	93	419	0
2022-11-10	76462	86	419	0
2022-11-09	76376	65	419	0
2022-11-08	76311	147	419	0
2022-11-07	76164	75	419	0
2022-11-06	76089	11	419	0
2022-11-05	76078	32	419	0
2022-11-04	76046	81	419	0
2022-11-03	75965	64	419	0
2022-11-02	75901	156	419	0
2022-11-01	75745	89	419	1
2022-10-31	75656	63	418	0
2022-10-30	75593	9	418	0
2022-10-29	75584	59	418	0
2022-10-28	75525	83	418	0
2022-10-27	75442	122	418	0
2022-10-26	75320	123	418	0
2022-10-25	75197	316	418	1
2022-10-24	74881	55	417	0
2022-10-23	74826	12	417	0
2022-10-22	74814	127	417	0
2022-10-21	74687	102	417	0
2022-10-20	74585	191	417	0
2022-10-19	74394	184	417	0
2022-10-18	74210	400	417	0
2022-10-17	73810	68	417	1
2022-10-16	73742	18	416	0
2022-10-15	73724	81	416	0
2022-10-14	73643	243	416	0
2022-10-13	73400	214	416	0
2022-10-12	73186	191	416	1
2022-10-11	72995	274	415	0
2022-10-10	72721	183	415	2
2022-10-09	72538	28	413	0
2022-10-08	72510	97	413	0
2022-10-07	72413	262	413	1
2022-10-06	72151	302	412	0
2022-10-05	71849	337	412	1
2022-10-04	71512	158	411	0
2022-10-03	71354	24	411	0
2022-10-02	71330	16	411	0
2022-10-01	71314	61	411	0
2022-09-30	71253	168	411	1
2022-09-29	71085	212	410	0
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2022-09-27	70649	328	408	0
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2022-09-21	69971	159	407	0
2022-09-20	69812	229	407	0
2022-09-19	69583	58	407	2
2022-09-18	69525	14	405	0
2022-09-17	69511	86	405	0
2022-09-16	69425	57	405	0
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2021-11-22	10122	90	298	0
2021-11-21	10032	24	298	0
2021-11-20	10008	122	298	3
2021-11-19	9886	154	295	0
2021-11-18	9732	163	295	0
2021-11-17	9569	106	295	0
2021-11-16	9463	209	295	1
2021-11-15	9254	56	294	0
2021-11-14	9198	10	294	0
2021-11-13	9188	103	294	0
2021-11-12	9085	98	294	0
2021-11-11	8987	101	294	0
2021-11-10	8886	110	294	0
2021-11-09	8776	146	294	1
2021-11-08	8630	59	293	1
2021-11-07	8571	9	292	0
2021-11-06	8562	55	292	1
2021-11-05	8507	98	291	0
2021-11-04	8409	58	291	0
2021-11-03	8351	82	291	1
2021-11-02	8269	101	290	1
2021-11-01	8168	53	289	1
2021-10-31	8115	5	288	1
2021-10-30	8110	40	287	2
2021-10-29	8070	63	285	1
2021-10-28	8007	34	284	0
2021-10-27	7973	67	284	1
2021-10-26	7906	43	283	1
2021-10-25	7863	62	282	1
2021-10-24	7801	3	281	0
2021-10-23	7798	19	281	0
2021-10-22	7779	18	281	1
2021-10-21	7761	28	280	1
2021-10-20	7733	17	279	1
2021-10-19	7716	52	278	2
2021-10-18	7664	31	276	0
2021-10-16	7633	18	276	0
2021-10-15	7615	22	276	0
2021-10-14	7593	26	276	0
2021-10-13	7567	28	276	0
2021-10-12	7539	23	276	0
2021-10-11	7516	9	276	0
2021-10-10	7507	6	276	0
2021-10-09	7501	2	276	0
2021-10-08	7499	33	276	0
2021-10-07	7466	22	276	0
2021-10-06	7444	22	276	0
2021-10-05	7422	24	276	1
2021-10-04	7398	4	275	0
2021-10-02	7394	7	275	0
2021-10-01	7387	11	275	0
2021-09-30	7376	13	275	0
2021-09-29	7363	4	275	0
2021-09-28	7359	17	275	0
2021-09-27	7342	9	275	0
2021-09-26	7333	3	275	0
2021-09-25	7330	5	275	0
2021-09-24	7325	10	275	0
2021-09-23	7315	1	275	0
2021-09-22	7314	14	275	0
2021-09-21	7300	23	275	0
2021-09-20	7277	15	275	1
2021-09-19	7262	2	274	0
2021-09-18	7260	13	274	0
2021-09-17	7247	8	274	0
2021-09-16	7239	3	274	0
2021-09-15	7236	7	274	0
2021-09-14	7229	12	274	0
2021-09-13	7217	11	274	0
2021-09-12	7206	2	274	0
2021-09-11	7204	4	274	0
2021-09-10	7200	4	274	0
2021-09-09	7196	12	274	0
2021-09-08	7184	10	274	1
2021-09-07	7174	14	273	0
2021-09-06	7160	8	273	0
2021-09-05	7152	4	273	0
2021-09-04	7148	8	273	0
2021-09-03	7140	5	273	0
2021-09-02	7135	9	273	0
2021-09-01	7126	4	273	0
2021-08-31	7122	4	273	0
2021-08-30	7118	4	273	0
2021-08-29	7114	1	273	0
2021-08-28	7113	1	273	0
2021-08-27	7112	3	273	0
2021-08-26	7109	3	273	0
2021-08-25	7106	4	273	0
2021-08-24	7102	8	273	0
2021-08-23	7094	1	273	0
2021-08-21	7093	8	273	0
2021-08-20	7085	9	273	0
2021-08-19	7076	5	273	0
2021-08-18	7071	12	273	0
2021-08-17	7059	3	273	0
2021-08-16	7056	2	273	0
2021-08-15	7054	2	273	0
2021-08-14	7052	3	273	0
2021-08-13	7049	8	273	0
2021-08-12	7041	4	273	0
2021-08-10	7037	7	273	0
2021-08-09	7030	4	273	0
2021-08-07	7026	9	273	0
2021-08-06	7017	4	273	0
2021-08-05	7013	4	273	0
2021-08-04	7009	1	273	0
2021-08-03	7008	7	273	0
2021-08-02	7001	2	273	0
2021-08-01	6999	2	273	0
2021-07-31	6997	2	273	0
2021-07-30	6995	4	273	0
2021-07-29	6991	3	273	0
2021-07-28	6988	3	273	0
2021-07-26	6985	3	273	0
2021-07-25	6982	1	273	0
2021-07-24	6981	2	273	0
2021-07-23	6979	6	273	0
2021-07-22	6973	1	273	0
2021-07-21	6972	1	273	0
2021-07-19	6971	2	273	0
2021-07-17	6969	2	273	0
2021-07-16	6967	2	273	0
2021-07-15	6965	2	273	0
2021-07-14	6963	3	273	0
2021-07-13	6960	1	273	0
2021-07-11	6959	1	273	0
2021-07-10	6958	1	273	0
2021-07-08	6957	2	273	0
2021-07-07	6955	1	273	0
2021-07-02	6954	2	273	0
2021-06-25	6952	2	273	0
2021-06-23	6950	1	273	0
2021-06-22	6949	1	273	0
2021-06-18	6948	2	273	0
2021-06-15	6946	2	273	0
2021-06-12	6944	1	273	0
2021-06-10	6943	1	273	0
2021-06-09	6942	1	273	0
2021-06-08	6941	2	273	0
2021-06-05	6939	2	273	0
2021-06-04	6937	3	273	0
2021-06-03	6934	1	273	0
2021-06-02	6933	9	273	0
2021-06-01	6924	2	273	0
2021-05-31	6922	1	273	0
2021-05-30	6921	1	273	0
2021-05-28	6920	1	273	0
2021-05-27	6919	14	273	1
2021-05-26	6905	7	272	0
2021-05-25	6898	7	272	0
2021-05-24	6891	2	272	0
2021-05-23	6889	2	272	0
2021-05-22	6887	7	272	0
2021-05-21	6880	2	272	0
2021-05-20	6878	13	272	0
2021-05-19	6865	17	272	0
2021-05-18	6848	19	272	0
2021-05-17	6829	6	272	0
2021-05-16	6823	2	272	0
2021-05-15	6821	6	272	0
2021-05-14	6815	5	272	0
2021-05-13	6810	28	272	1
2021-05-12	6782	24	271	0
2021-05-11	6758	27	271	2
2021-05-10	6731	11	269	1
2021-05-09	6720	7	268	0
2021-05-08	6713	10	268	1
2021-05-07	6703	28	267	0
2021-05-06	6675	18	267	0
2021-05-05	6657	25	267	0
2021-05-04	6632	25	267	0
2021-05-03	6607	5	267	0
2021-05-02	6602	22	267	1
2021-05-01	6580	5	266	0
2021-04-30	6575	20	266	0
2021-04-29	6555	27	266	1
2021-04-28	6528	31	265	0
2021-04-27	6497	42	265	0
2021-04-26	6455	7	265	1
2021-04-25	6448	21	264	0
2021-04-24	6427	27	264	0
2021-04-23	6400	33	264	1
2021-04-22	6367	31	263	2
2021-04-21	6336	80	261	1
2021-04-20	6256	42	260	0
2021-04-19	6214	16	260	0
2021-04-18	6198	36	260	1
2021-04-17	6162	33	259	2
2021-04-16	6129	27	257	1
2021-04-15	6102	76	256	2
2021-04-14	6026	66	254	1
2021-04-13	5960	34	253	1
2021-04-12	5926	17	252	0
2021-04-11	5909	29	252	0
2021-04-10	5880	23	252	0
2021-04-09	5857	65	252	1
2021-04-08	5792	53	251	0
2021-04-07	5739	28	251	2
2021-04-06	5711	5	249	1
2021-04-05	5706	7	248	0
2021-04-04	5699	25	248	1
2021-04-03	5674	16	247	0
2021-04-02	5658	33	247	0
2021-04-01	5625	48	247	0
2021-03-31	5577	64	247	3
2021-03-30	5513	32	244	1
2021-03-29	5481	34	243	0
2021-03-28	5447	29	243	0
2021-03-27	5418	29	243	0
2021-03-26	5389	49	243	1
2021-03-25	5340	47	242	3
2021-03-24	5293	47	239	0
2021-03-23	5246	30	239	1
2021-03-22	5216	23	238	1
2021-03-21	5193	22	237	1
2021-03-20	5171	26	236	1
2021-03-19	5145	31	235	0
2021-03-18	5114	44	235	1
2021-03-17	5070	33	234	3
2021-03-16	5037	45	231	2
2021-03-15	4992	11	229	0
2021-03-14	4981	9	229	0
2021-03-13	4972	28	229	1
2021-03-12	4944	26	228	0
2021-03-11	4918	31	228	1
2021-03-10	4887	34	227	0
2021-03-09	4853	12	227	1
2021-03-08	4841	1	226	0
2021-03-07	4840	6	226	0
2021-03-06	4834	12	226	0
2021-03-05	4822	13	226	0
2021-03-04	4809	22	226	0
2021-03-03	4787	14	226	0
2021-03-02	4773	16	226	0
2021-03-01	4757	5	226	0
2021-02-28	4752	3	226	0
2021-02-27	4749	14	226	0
2021-02-26	4735	15	226	0
2021-02-25	4720	16	226	2
2021-02-24	4704	15	224	0
2021-02-23	4689	7	224	0
2021-02-22	4682	2	224	0
2021-02-21	4680	8	224	0
2021-02-20	4672	11	224	0
2021-02-19	4661	7	224	0
2021-02-18	4654	14	224	0
2021-02-17	4640	19	224	0
2021-02-16	4621	16	224	1
2021-02-15	4605	3	223	0
2021-02-14	4602	11	223	1
2021-02-13	4591	4	222	1
2021-02-12	4587	21	221	0
2021-02-11	4566	24	221	2
2021-02-10	4542	26	219	2
2021-02-09	4516	22	217	2
2021-02-08	4494	7	215	0
2021-02-07	4487	10	215	1
2021-02-06	4477	21	214	3
2021-02-05	4456	27	211	0
2021-02-04	4429	18	211	2
2021-02-03	4411	23	209	0
2021-02-02	4388	15	209	0
2021-02-01	4373	9	209	0
2021-01-31	4364	10	209	0
2021-01-30	4354	20	209	0
2021-01-29	4334	23	209	2
2021-01-28	4311	30	207	4
2021-01-27	4281	33	203	1
2021-01-26	4248	35	202	3
2021-01-25	4213	11	199	1
2021-01-24	4202	6	198	1
2021-01-23	4196	18	197	0
2021-01-22	4178	24	197	1
2021-01-21	4154	27	196	1
2021-01-20	4127	36	195	1
2021-01-19	4091	40	194	1
2021-01-18	4051	8	193	0
2021-01-17	4043	22	193	0
2021-01-16	4021	14	193	0
2021-01-15	4007	46	193	2
2021-01-14	3961	40	191	0
2021-01-13	3921	50	191	2
2021-01-12	3871	45	189	4
2021-01-11	3826	13	185	0
2021-01-10	3813	14	185	0
2021-01-09	3799	34	185	2
2021-01-08	3765	56	183	1
2021-01-07	3709	95	182	3
2021-01-06	3614	102	179	3
2021-01-05	3512	72	176	4
2021-01-04	3440	24	172	1
2021-01-03	3416	13	171	1
2021-01-02	3403	7	170	1
2021-01-01	3396	45	169	2
2020-12-31	3351	97	167	4
2020-12-30	3254	82	163	2
2020-12-29	3172	63	161	8
2020-12-28	3109	53	153	1
2020-12-27	3056	12	152	1
2020-12-26	3044	20	151	1
2020-12-25	3024	43	150	2
2020-12-24	2981	32	148	0
2020-12-23	2949	99	148	8
2020-12-22	2850	117	140	4
2020-12-21	2733	58	136	4
2020-12-20	2675	72	132	2
2020-12-19	2603	79	130	7
2020-12-18	2524	96	123	3
2020-12-17	2428	81	120	7
2020-12-16	2347	75	113	3
2020-12-15	2272	71	110	5
2020-12-14	2201	46	105	2
2020-12-13	2155	25	103	2
2020-12-12	2130	56	101	4
2020-12-11	2074	132	97	11
2020-12-10	1942	46	86	7
2020-12-09	1896	55	79	6
2020-12-08	1841	77	73	3
2020-12-07	1764	62	70	5
2020-12-06	1702	7	65	1
2020-12-05	1695	32	64	1
2020-12-04	1663	59	63	6
2020-12-03	1604	72	57	2
2020-12-02	1532	47	55	1
2020-12-01	1485	44	54	2
2020-11-30	1441	31	52	4
2020-11-29	1410	3	48	0
2020-11-28	1407	42	48	1
2020-11-27	1365	50	47	0
2020-11-26	1315	36	47	1
2020-11-25	1279	39	46	2
2020-11-24	1240	29	44	1
2020-11-23	1211	36	43	3
2020-11-22	1175	12	40	1
2020-11-21	1163	56	39	1
2020-11-20	1107	38	38	1
2020-11-19	1069	28	37	3
2020-11-18	1041	58	34	3
2020-11-17	983	41	31	2
2020-11-16	942	12	29	1
2020-11-15	930	12	28	0
2020-11-14	918	35	28	5
2020-11-13	883	54	23	4
2020-11-12	829	34	19	1
2020-11-11	795	28	18	2
2020-11-10	767	26	16	0
2020-11-09	741	16	16	0
2020-11-08	725	2	16	0
2020-11-07	723	14	16	0
2020-11-06	709	29	16	1
2020-11-05	680	23	15	1
2020-11-04	657	10	14	1
2020-11-03	647	24	13	1
2020-11-02	623	15	12	0
2020-11-01	608	14	12	0
2020-10-31	594	27	12	2
2020-10-30	567	35	10	0
2020-10-29	532	25	10	1
2020-10-28	507	19	9	0
2020-10-27	488	11	9	0
2020-10-26	477	16	9	0
2020-10-25	461	2	9	0
2020-10-24	459	2	9	0
2020-10-23	457	13	9	0
2020-10-22	444	16	9	0
2020-10-21	428	14	9	0
2020-10-20	414	12	9	0
2020-10-19	402	6	9	0
2020-10-18	396	4	9	0
2020-10-17	392	9	9	0
2020-10-16	383	12	9	0
2020-10-15	371	6	9	0
2020-10-14	365	8	9	1
2020-10-13	357	5	8	1
2020-10-12	352	8	7	0
2020-10-10	344	1	7	1
2020-10-09	343	9	6	0
2020-10-08	334	4	6	0
2020-10-07	330	5	6	0
2020-10-06	325	7	6	0
2020-10-05	318	2	6	0
2020-10-03	316	3	6	0
2020-10-02	313	5	6	0
2020-10-01	308	5	6	1
2020-09-30	303	2	5	0
2020-09-29	301	4	5	0
2020-09-26	297	1	5	0
2020-09-25	296	5	5	1
2020-09-24	291	2	4	0
2020-09-21	289	1	4	0
2020-09-19	288	1	4	0
2020-09-18	287	3	4	0
2020-09-17	284	1	4	0
2020-09-16	283	5	4	0
2020-09-15	278	1	4	0
2020-09-11	277	1	4	0
2020-09-10	276	12	4	0
2020-09-08	264	2	4	0
2020-09-07	262	1	4	0
2020-09-04	261	4	4	0
2020-09-03	257	3	4	0
2020-09-02	254	1	4	0
2020-09-01	253	1	4	0
2020-08-31	252	1	4	0
2020-08-27	251	1	4	0
2020-08-24	250	1	4	0
2020-08-22	249	2	4	0
2020-08-19	247	1	4	0
2020-08-18	246	1	4	0
2020-08-17	245	2	4	0
2020-08-12	243	1	4	0
2020-08-11	242	1	4	0
2020-08-10	241	2	4	0
2020-07-31	239	2	4	0
2020-07-30	237	1	4	0
2020-07-28	236	1	4	0
2020-07-21	235	1	4	0
2020-07-17	234	1	4	0
2020-07-15	233	1	4	0
2020-07-03	232	1	4	0
2020-07-02	231	1	4	0
2020-06-26	230	1	4	0
2020-06-24	229	2	4	0
2020-06-20	227	1	4	0
2020-06-19	226	3	4	0
2020-06-18	223	1	4	0
2020-06-12	222	1	4	0
2020-06-09	221	3	4	0
2020-05-22	218	2	4	0
2020-05-20	216	1	4	0
2020-05-19	215	1	4	0
2020-05-14	214	1	4	0
2020-05-05	213	1	4	0
2020-05-04	212	2	4	0
2020-05-03	210	1	4	0
2020-05-01	209	4	4	0
2020-04-30	205	7	4	0
2020-04-29	198	1	4	0
2020-04-28	197	4	4	0
2020-04-27	193	5	4	0
2020-04-24	188	6	4	0
2020-04-23	182	2	4	0
2020-04-22	180	2	4	0
2020-04-21	178	2	4	0
2020-04-20	176	3	4	0
2020-04-19	173	1	4	0
2020-04-18	172	1	4	0
2020-04-17	171	5	4	0
2020-04-16	166	5	4	0
2020-04-15	161	2	4	0
2020-04-14	159	2	4	0
2020-04-13	157	2	4	0
2020-04-12	155	2	4	0
2020-04-11	153	4	4	1
2020-04-10	149	5	3	0
2020-04-09	144	10	3	1
2020-04-08	134	5	2	1
2020-04-07	129	4	1	0
2020-04-06	125	2	1	0
2020-04-05	123	3	1	0
2020-04-04	120	1	1	0
2020-04-03	119	9	1	0
2020-04-02	110	4	1	0
2020-04-01	106	1	1	0
2020-03-31	105	9	1	0
2020-03-30	96	7	1	0
2020-03-29	89	3	1	0
2020-03-28	86	5	1	0
2020-03-27	81	5	1	0
2020-03-26	76	2	1	0
2020-03-25	74	9	1	1
2020-03-24	65	2	0	0
2020-03-23	63	4	0	0
2020-03-21	59	2	0	0
2020-03-20	57	7	0	0
2020-03-19	50	3	0	0
2020-03-18	47	10	0	0
2020-03-17	37	14	0	0
2020-03-16	23	2	0	0
2020-03-15	21	3	0	0
2020-03-14	18	3	0	0
2020-03-13	15	5	0	0
2020-03-12	10	5	0	0
2020-03-11	5	1	0	0
2020-03-10	4	3	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: 0:02:46.982128