Germany: LK Leer (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 13:23:06 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Leer")
print(f'Population of country="Germany", subregion="LK Leer": {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 Leer": 172421 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-05	72313	2	215	0
2023-03-04	72311	9	215	0
2023-03-03	72302	12	215	0
2023-03-02	72290	9	215	0
2023-03-01	72281	27	215	0
2023-02-28	72254	34	215	0
2023-02-27	72220	29	215	0
2023-02-26	72191	1	215	0
2023-02-25	72190	6	215	0
2023-02-24	72184	38	215	0
2023-02-23	72146	22	215	0
2023-02-22	72124	42	215	1
2023-02-21	72082	41	214	0
2023-02-20	72041	20	214	0
2023-02-19	72021	1	214	0
2023-02-18	72020	6	214	0
2023-02-17	72014	31	214	0
2023-02-16	71983	21	214	1
2023-02-15	71962	28	213	0
2023-02-14	71934	21	213	0
2023-02-13	71913	27	213	0
2023-02-12	71886	1	213	0
2023-02-11	71885	6	213	0
2023-02-10	71879	30	213	1
2023-02-09	71849	21	212	1
2023-02-08	71828	29	211	0
2023-02-07	71799	27	211	0
2023-02-06	71772	16	211	0
2023-02-04	71756	21	211	1
2023-02-03	71735	21	210	0
2023-02-02	71714	17	210	0
2023-02-01	71697	46	210	0
2023-01-31	71651	44	210	0
2023-01-30	71607	38	210	1
2023-01-28	71569	13	209	0
2023-01-27	71556	47	209	0
2023-01-26	71509	24	209	0
2023-01-25	71485	37	209	0
2023-01-24	71448	24	209	0
2023-01-23	71424	24	209	0
2023-01-22	71400	3	209	0
2023-01-21	71397	10	209	0
2023-01-20	71387	14	209	0
2023-01-19	71373	19	209	0
2023-01-18	71354	20	209	1
2023-01-17	71334	29	208	0
2023-01-16	71305	20	208	1
2023-01-15	71285	1	207	0
2023-01-14	71284	11	207	0
2023-01-13	71273	19	207	0
2023-01-12	71254	28	207	0
2023-01-11	71226	31	207	0
2023-01-10	71195	53	207	0
2023-01-09	71142	31	207	0
2023-01-08	71111	4	207	0
2023-01-07	71107	16	207	0
2023-01-06	71091	37	207	0
2023-01-05	71054	57	207	0
2023-01-04	70997	77	207	1
2023-01-03	70920	63	206	2
2023-01-02	70857	51	204	1
2023-01-01	70806	3	203	0
2022-12-31	70803	16	203	0
2022-12-30	70787	70	203	0
2022-12-29	70717	57	203	0
2022-12-28	70660	91	203	2
2022-12-27	70569	107	201	2
2022-12-26	70462	6	199	0
2022-12-25	70456	5	199	1
2022-12-24	70451	19	198	0
2022-12-23	70432	95	198	0
2022-12-22	70337	100	198	1
2022-12-21	70237	115	197	1
2022-12-20	70122	139	196	1
2022-12-19	69983	92	195	2
2022-12-18	69891	11	193	1
2022-12-17	69880	48	192	1
2022-12-16	69832	107	191	0
2022-12-15	69725	90	191	2
2022-12-14	69635	132	189	2
2022-12-13	69503	113	187	0
2022-12-12	69390	64	187	0
2022-12-11	69326	12	187	0
2022-12-10	69314	41	187	1
2022-12-09	69273	84	186	0
2022-12-08	69189	91	186	0
2022-12-07	69098	116	186	3
2022-12-06	68982	120	183	0
2022-12-05	68862	78	183	0
2022-12-03	68784	42	183	0
2022-12-02	68742	65	183	0
2022-12-01	68677	67	183	1
2022-11-30	68610	115	182	0
2022-11-29	68495	100	182	0
2022-11-28	68395	74	182	1
2022-11-27	68321	24	181	0
2022-11-26	68297	9	181	0
2022-11-25	68288	55	181	0
2022-11-24	68233	58	181	0
2022-11-23	68175	72	181	0
2022-11-22	68103	116	181	1
2022-11-21	67987	64	180	3
2022-11-20	67923	6	177	0
2022-11-19	67917	26	177	0
2022-11-18	67891	62	177	2
2022-11-17	67829	47	175	1
2022-11-16	67782	46	174	0
2022-11-15	67736	105	174	0
2022-11-14	67631	45	174	0
2022-11-13	67586	18	174	1
2022-11-12	67568	28	173	0
2022-11-11	67540	57	173	0
2022-11-10	67483	31	173	0
2022-11-09	67452	138	173	1
2022-11-08	67314	95	172	0
2022-11-07	67219	77	172	2
2022-11-06	67142	26	170	0
2022-11-05	67116	10	170	1
2022-11-04	67106	66	169	0
2022-11-03	67040	78	169	0
2022-11-02	66962	153	169	0
2022-11-01	66809	107	169	1
2022-10-31	66702	51	168	0
2022-10-30	66651	2	168	0
2022-10-29	66649	13	168	0
2022-10-28	66636	110	168	1
2022-10-27	66526	140	167	0
2022-10-26	66386	143	167	0
2022-10-25	66243	207	167	0
2022-10-24	66036	107	167	0
2022-10-23	65929	10	167	2
2022-10-22	65919	71	165	0
2022-10-21	65848	110	165	0
2022-10-20	65738	210	165	0
2022-10-19	65528	173	165	1
2022-10-18	65355	226	164	0
2022-10-17	65129	152	164	1
2022-10-16	64977	7	163	0
2022-10-15	64970	17	163	0
2022-10-14	64953	141	163	1
2022-10-13	64812	146	162	0
2022-10-12	64666	159	162	1
2022-10-11	64507	213	161	0
2022-10-10	64294	191	161	0
2022-10-09	64103	4	161	0
2022-10-08	64099	19	161	0
2022-10-07	64080	179	161	0
2022-10-06	63901	325	161	0
2022-10-05	63576	207	161	0
2022-10-04	63369	148	161	0
2022-10-03	63221	9	161	0
2022-10-02	63212	5	161	0
2022-10-01	63207	70	161	1
2022-09-30	63137	115	160	0
2022-09-29	63022	131	160	1
2022-09-28	62891	139	159	1
2022-09-27	62752	149	158	0
2022-09-26	62603	143	158	1
2022-09-25	62460	6	157	0
2022-09-24	62454	57	157	0
2022-09-23	62397	115	157	0
2022-09-22	62282	92	157	0
2022-09-21	62190	117	157	1
2022-09-20	62073	89	156	0
2022-09-19	61984	103	156	0
2022-09-18	61881	2	156	0
2022-09-17	61879	43	156	0
2022-09-16	61836	49	156	0
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2022-09-05	61089	74	156	1
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2022-08-31	60905	63	154	0
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2021-11-19	5943	47	73	0
2021-11-18	5896	69	73	1
2021-11-17	5827	90	72	0
2021-11-16	5737	47	72	0
2021-11-15	5690	5	72	1
2021-11-14	5685	16	71	0
2021-11-13	5669	26	71	0
2021-11-12	5643	64	71	2
2021-11-11	5579	68	69	0
2021-11-10	5511	50	69	0
2021-11-09	5461	50	69	0
2021-11-08	5411	2	69	0
2021-11-07	5409	14	69	0
2021-11-06	5395	38	69	0
2021-11-05	5357	26	69	0
2021-11-04	5331	55	69	0
2021-11-03	5276	50	69	0
2021-11-02	5226	66	69	0
2021-11-01	5160	4	69	0
2021-10-31	5156	29	69	0
2021-10-30	5127	21	69	0
2021-10-29	5106	28	69	1
2021-10-28	5078	38	68	0
2021-10-27	5040	53	68	1
2021-10-26	4987	25	67	1
2021-10-25	4962	6	66	1
2021-10-24	4956	10	65	0
2021-10-23	4946	9	65	0
2021-10-22	4937	15	65	1
2021-10-21	4922	20	64	0
2021-10-20	4902	19	64	0
2021-10-19	4883	9	64	0
2021-10-18	4874	2	64	0
2021-10-17	4872	2	64	0
2021-10-16	4870	2	64	0
2021-10-15	4868	11	64	0
2021-10-14	4857	2	64	0
2021-10-13	4855	6	64	0
2021-10-12	4849	7	64	0
2021-10-11	4842	4	64	0
2021-10-10	4838	3	64	0
2021-10-09	4835	5	64	0
2021-10-08	4830	6	64	0
2021-10-07	4824	14	64	0
2021-10-06	4810	10	64	0
2021-10-05	4800	8	64	0
2021-10-04	4792	4	64	0
2021-10-02	4788	5	64	0
2021-10-01	4783	3	64	0
2021-09-30	4780	8	64	0
2021-09-29	4772	3	64	0
2021-09-28	4769	10	64	0
2021-09-27	4759	1	64	0
2021-09-25	4758	5	64	0
2021-09-23	4753	9	64	0
2021-09-22	4744	5	64	0
2021-09-21	4739	6	64	0
2021-09-20	4733	2	64	0
2021-09-18	4731	11	64	0
2021-09-17	4720	10	64	0
2021-09-16	4710	11	64	0
2021-09-15	4699	11	64	0
2021-09-14	4688	8	64	0
2021-09-13	4680	5	64	0
2021-09-12	4675	1	64	0
2021-09-11	4674	2	64	0
2021-09-10	4672	24	64	0
2021-09-09	4648	5	64	0
2021-09-08	4643	9	64	0
2021-09-07	4634	8	64	0
2021-09-06	4626	1	64	0
2021-09-05	4625	6	64	0
2021-09-04	4619	1	64	0
2021-09-03	4618	12	64	0
2021-09-02	4606	10	64	0
2021-09-01	4596	25	64	0
2021-08-31	4571	16	64	0
2021-08-30	4555	9	64	0
2021-08-29	4546	10	64	0
2021-08-28	4536	4	64	0
2021-08-27	4532	5	64	0
2021-08-26	4527	4	64	0
2021-08-25	4523	3	64	0
2021-08-24	4520	3	64	0
2021-08-23	4517	2	64	0
2021-08-22	4515	3	64	0
2021-08-21	4512	4	64	0
2021-08-20	4508	5	64	0
2021-08-19	4503	6	64	1
2021-08-18	4497	9	63	0
2021-08-17	4488	4	63	0
2021-08-16	4484	4	63	0
2021-08-14	4480	2	63	1
2021-08-13	4478	7	62	0
2021-08-11	4471	1	62	0
2021-08-09	4470	2	62	0
2021-08-07	4468	1	62	0
2021-08-06	4467	2	62	0
2021-08-05	4465	1	62	0
2021-08-04	4464	2	62	0
2021-08-03	4462	1	62	0
2021-08-02	4461	1	62	0
2021-07-31	4460	1	62	0
2021-07-30	4459	1	62	0
2021-07-29	4458	1	62	0
2021-07-28	4457	1	62	0
2021-07-27	4456	4	62	0
2021-07-24	4452	1	62	0
2021-07-23	4451	1	62	0
2021-07-22	4450	1	62	0
2021-07-21	4449	3	62	0
2021-07-20	4446	2	62	0
2021-07-19	4444	2	62	0
2021-07-13	4442	1	62	0
2021-06-19	4441	1	62	0
2021-06-17	4440	1	62	0
2021-06-16	4439	2	62	0
2021-06-11	4437	2	62	0
2021-06-10	4435	1	62	0
2021-06-09	4434	3	62	0
2021-06-08	4431	1	62	0
2021-06-05	4430	2	62	0
2021-06-04	4428	2	62	0
2021-06-03	4426	2	62	0
2021-06-02	4424	3	62	0
2021-06-01	4421	5	62	0
2021-05-30	4416	12	62	1
2021-05-29	4404	1	61	0
2021-05-28	4403	4	61	0
2021-05-27	4399	8	61	0
2021-05-26	4391	10	61	1
2021-05-25	4381	3	60	0
2021-05-22	4378	5	60	0
2021-05-21	4373	15	60	0
2021-05-20	4358	5	60	0
2021-05-19	4353	22	60	0
2021-05-18	4331	30	60	0
2021-05-17	4301	1	60	0
2021-05-15	4300	9	60	0
2021-05-14	4291	8	60	0
2021-05-13	4283	19	60	0
2021-05-12	4264	22	60	0
2021-05-11	4242	18	60	0
2021-05-10	4224	2	60	0
2021-05-09	4222	1	60	0
2021-05-08	4221	11	60	0
2021-05-07	4210	14	60	0
2021-05-06	4196	14	60	0
2021-05-05	4182	34	60	0
2021-05-04	4148	11	60	0
2021-05-03	4137	2	60	0
2021-05-02	4135	5	60	0
2021-05-01	4130	20	60	0
2021-04-30	4110	18	60	0
2021-04-29	4092	28	60	0
2021-04-28	4064	26	60	0
2021-04-27	4038	31	60	0
2021-04-26	4007	3	60	0
2021-04-25	4004	24	60	1
2021-04-24	3980	19	59	1
2021-04-23	3961	25	58	1
2021-04-22	3936	68	57	2
2021-04-21	3868	23	55	1
2021-04-20	3845	35	54	0
2021-04-19	3810	1	54	1
2021-04-18	3809	2	53	0
2021-04-17	3807	27	53	1
2021-04-16	3780	32	52	0
2021-04-15	3748	62	52	1
2021-04-14	3686	57	51	0
2021-04-13	3629	56	51	0
2021-04-12	3573	5	51	1
2021-04-11	3568	4	50	0
2021-04-10	3564	49	50	0
2021-04-09	3515	32	50	0
2021-04-08	3483	81	50	0
2021-04-07	3402	23	50	0
2021-04-06	3379	14	50	0
2021-04-05	3365	13	50	1
2021-04-04	3352	39	49	0
2021-04-03	3313	4	49	1
2021-04-02	3309	37	48	0
2021-04-01	3272	67	48	0
2021-03-31	3205	64	48	0
2021-03-30	3141	29	48	0
2021-03-29	3112	22	48	0
2021-03-28	3090	7	48	0
2021-03-27	3083	41	48	0
2021-03-26	3042	55	48	1
2021-03-25	2987	101	47	0
2021-03-24	2886	34	47	0
2021-03-23	2852	70	47	0
2021-03-22	2782	5	47	0
2021-03-21	2777	6	47	0
2021-03-20	2771	52	47	1
2021-03-19	2719	32	46	0
2021-03-18	2687	29	46	0
2021-03-17	2658	36	46	1
2021-03-16	2622	32	45	0
2021-03-15	2590	6	45	0
2021-03-14	2584	21	45	1
2021-03-13	2563	29	44	1
2021-03-12	2534	25	43	0
2021-03-11	2509	45	43	1
2021-03-10	2464	36	42	0
2021-03-09	2428	53	42	1
2021-03-06	2375	36	41	0
2021-03-05	2339	31	41	0
2021-03-04	2308	30	41	0
2021-03-03	2278	50	41	0
2021-03-02	2228	18	41	0
2021-03-01	2210	4	41	1
2021-02-28	2206	2	40	2
2021-02-27	2204	30	38	1
2021-02-26	2174	37	37	0
2021-02-25	2137	48	37	2
2021-02-24	2089	29	35	0
2021-02-23	2060	60	35	0
2021-02-22	2000	3	35	1
2021-02-21	1997	19	34	0
2021-02-20	1978	17	34	0
2021-02-19	1961	14	34	0
2021-02-18	1947	31	34	1
2021-02-17	1916	30	33	1
2021-02-16	1886	33	32	1
2021-02-15	1853	1	31	0
2021-02-14	1852	21	31	2
2021-02-13	1831	8	29	0
2021-02-12	1823	17	29	0
2021-02-11	1806	15	29	1
2021-02-10	1791	23	28	0
2021-02-09	1768	33	28	1
2021-02-08	1735	2	27	0
2021-02-06	1733	16	27	0
2021-02-05	1717	14	27	0
2021-02-04	1703	26	27	1
2021-02-03	1677	7	26	0
2021-02-02	1670	25	26	0
2021-02-01	1645	5	26	0
2021-01-31	1640	12	26	0
2021-01-30	1628	14	26	0
2021-01-29	1614	7	26	0
2021-01-28	1607	20	26	1
2021-01-27	1587	17	25	0
2021-01-26	1570	17	25	1
2021-01-25	1553	2	24	0
2021-01-24	1551	1	24	0
2021-01-23	1550	9	24	0
2021-01-22	1541	14	24	0
2021-01-21	1527	27	24	0
2021-01-20	1500	19	24	0
2021-01-19	1481	18	24	2
2021-01-18	1463	1	22	0
2021-01-17	1462	1	22	0
2021-01-16	1461	17	22	0
2021-01-15	1444	10	22	0
2021-01-14	1434	16	22	0
2021-01-13	1418	29	22	0
2021-01-12	1389	12	22	0
2021-01-11	1377	28	22	0
2021-01-10	1349	16	22	0
2021-01-09	1333	17	22	0
2021-01-08	1316	26	22	2
2021-01-07	1290	28	20	0
2021-01-06	1262	25	20	0
2021-01-05	1237	38	20	2
2021-01-04	1199	4	18	0
2021-01-03	1195	3	18	2
2021-01-02	1192	1	16	0
2021-01-01	1191	1	16	0
2020-12-31	1190	9	16	0
2020-12-30	1181	9	16	0
2020-12-29	1172	25	16	0
2020-12-28	1147	6	16	0
2020-12-27	1141	1	16	0
2020-12-26	1140	3	16	0
2020-12-25	1137	13	16	0
2020-12-24	1124	8	16	0
2020-12-23	1116	6	16	0
2020-12-22	1110	8	16	0
2020-12-20	1102	7	16	0
2020-12-19	1095	18	16	0
2020-12-18	1077	22	16	0
2020-12-17	1055	19	16	1
2020-12-16	1036	14	15	0
2020-12-15	1022	9	15	0
2020-12-14	1013	7	15	0
2020-12-13	1006	16	15	0
2020-12-12	990	6	15	0
2020-12-11	984	14	15	0
2020-12-10	970	13	15	0
2020-12-09	957	10	15	0
2020-12-08	947	8	15	1
2020-12-07	939	2	14	1
2020-12-06	937	5	13	0
2020-12-05	932	9	13	0
2020-12-04	923	2	13	0
2020-12-03	921	15	13	0
2020-12-02	906	14	13	0
2020-12-01	892	9	13	0
2020-11-30	883	3	13	0
2020-11-29	880	1	13	0
2020-11-28	879	13	13	0
2020-11-27	866	6	13	0
2020-11-26	860	16	13	0
2020-11-25	844	8	13	0
2020-11-24	836	29	13	1
2020-11-23	807	2	12	0
2020-11-22	805	6	12	0
2020-11-21	799	9	12	0
2020-11-20	790	11	12	0
2020-11-19	779	30	12	0
2020-11-18	749	11	12	0
2020-11-17	738	14	12	0
2020-11-16	724	3	12	0
2020-11-15	721	22	12	0
2020-11-14	699	8	12	0
2020-11-13	691	17	12	0
2020-11-12	674	22	12	0
2020-11-11	652	24	12	0
2020-11-10	628	28	12	0
2020-11-09	600	18	12	1
2020-11-08	582	4	11	0
2020-11-07	578	14	11	0
2020-11-06	564	23	11	1
2020-11-05	541	9	10	0
2020-11-04	532	22	10	0
2020-11-03	510	12	10	0
2020-11-02	498	5	10	1
2020-11-01	493	2	9	0
2020-10-31	491	17	9	0
2020-10-30	474	11	9	0
2020-10-29	463	17	9	1
2020-10-28	446	9	8	0
2020-10-27	437	14	8	0
2020-10-26	423	4	8	0
2020-10-25	419	6	8	0
2020-10-24	413	17	8	0
2020-10-23	396	7	8	0
2020-10-22	389	8	8	0
2020-10-21	381	11	8	0
2020-10-20	370	6	8	0
2020-10-19	364	5	8	0
2020-10-18	359	7	8	0
2020-10-17	352	7	8	0
2020-10-16	345	3	8	0
2020-10-15	342	6	8	0
2020-10-14	336	13	8	0
2020-10-13	323	14	8	1
2020-10-12	309	1	7	0
2020-10-11	308	13	7	0
2020-10-10	295	11	7	0
2020-10-09	284	7	7	0
2020-10-08	277	10	7	0
2020-10-07	267	12	7	1
2020-10-06	255	1	6	0
2020-10-04	254	4	6	0
2020-10-03	250	5	6	0
2020-10-02	245	3	6	0
2020-10-01	242	1	6	0
2020-09-30	241	1	6	0
2020-09-28	240	2	6	0
2020-09-26	238	2	6	0
2020-09-25	236	3	6	0
2020-09-24	233	3	6	0
2020-09-23	230	1	6	0
2020-09-20	229	7	6	0
2020-09-19	222	3	6	0
2020-09-18	219	2	6	0
2020-09-17	217	9	6	0
2020-09-16	208	1	6	0
2020-09-15	207	3	6	0
2020-09-13	204	8	6	0
2020-09-12	196	4	6	0
2020-09-11	192	1	6	0
2020-09-10	191	4	6	0
2020-09-09	187	1	6	0
2020-09-08	186	2	6	0
2020-09-04	184	2	6	0
2020-09-03	182	3	6	0
2020-09-02	179	1	6	0
2020-09-01	178	2	6	0
2020-08-28	176	4	6	0
2020-08-25	172	1	6	0
2020-08-21	171	1	6	0
2020-08-20	170	3	6	0
2020-08-19	167	3	6	0
2020-08-18	164	3	6	0
2020-08-17	161	4	6	0
2020-08-13	157	3	6	0
2020-08-12	154	2	6	0
2020-08-06	152	1	6	0
2020-07-13	151	2	6	0
2020-07-08	149	1	6	0
2020-07-02	148	1	6	0
2020-06-17	147	1	6	0
2020-06-10	146	3	6	0
2020-06-06	143	1	6	0
2020-06-04	142	1	6	0
2020-06-03	141	1	6	0
2020-05-30	140	2	6	0
2020-05-29	138	3	6	0
2020-05-28	135	4	6	0
2020-05-27	131	6	6	0
2020-05-26	125	5	6	1
2020-05-25	120	4	5	0
2020-05-24	116	4	5	0
2020-05-23	112	4	5	0
2020-05-22	108	5	5	1
2020-05-20	103	2	4	0
2020-05-18	101	1	4	0
2020-05-08	100	1	4	0
2020-05-06	99	1	4	0
2020-05-05	98	1	4	0
2020-04-30	97	1	4	0
2020-04-29	96	1	4	0
2020-04-28	95	2	4	0
2020-04-26	93	1	4	0
2020-04-25	92	1	4	0
2020-04-24	91	1	4	1
2020-04-22	90	1	3	0
2020-04-21	89	3	3	0
2020-04-19	86	1	3	0
2020-04-18	85	3	3	0
2020-04-17	82	2	3	0
2020-04-16	80	3	3	0
2020-04-15	77	5	3	0
2020-04-14	72	1	3	0
2020-04-13	71	2	3	0
2020-04-12	69	2	3	0
2020-04-11	67	1	3	0
2020-04-09	66	3	3	0
2020-04-08	63	1	3	0
2020-04-06	62	3	3	1
2020-04-05	59	5	2	0
2020-04-04	54	1	2	0
2020-04-03	53	5	2	0
2020-04-02	48	4	2	0
2020-04-01	44	3	2	0
2020-03-31	41	3	2	0
2020-03-30	38	4	2	0
2020-03-29	34	1	2	0
2020-03-28	33	5	2	0
2020-03-27	28	3	2	0
2020-03-26	25	3	2	0
2020-03-25	22	5	2	0
2020-03-24	17	3	2	0
2020-03-22	14	1	2	0
2020-03-21	13	1	2	0
2020-03-19	12	2	2	0
2020-03-18	10	7	2	1
2020-03-15	3	2	1	1

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: 0:03:45.932841