Germany: LK Ahrweiler (Rheinland-Pfalz)

• 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 14:40:09 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Ahrweiler")
print(f'Population of country="Germany", subregion="LK Ahrweiler": {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 Ahrweiler": 128146 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-01	47945	40	145	0
2023-02-28	47905	74	145	0
2023-02-27	47831	138	145	0
2023-02-24	47693	93	145	0
2023-02-23	47600	57	145	0
2023-02-22	47543	85	145	0
2023-02-21	47458	116	145	0
2023-02-17	47342	22	145	0
2023-02-16	47320	50	145	0
2023-02-15	47270	60	145	0
2023-02-14	47210	38	145	0
2023-02-13	47172	53	145	0
2023-02-10	47119	26	145	0
2023-02-09	47093	27	145	0
2023-02-08	47066	33	145	0
2023-02-07	47033	33	145	0
2023-02-06	47000	39	145	0
2023-02-03	46961	29	145	0
2023-02-02	46932	23	145	0
2023-02-01	46909	31	145	0
2023-01-31	46878	28	145	0
2023-01-30	46850	31	145	1
2023-01-27	46819	15	144	0
2023-01-26	46804	21	144	0
2023-01-25	46783	18	144	0
2023-01-24	46765	27	144	0
2023-01-23	46738	17	144	0
2023-01-20	46721	15	144	0
2023-01-19	46706	12	144	0
2023-01-18	46694	23	144	0
2023-01-17	46671	13	144	0
2023-01-16	46658	39	144	0
2023-01-13	46619	9	144	0
2023-01-12	46610	8	144	0
2023-01-11	46602	22	144	0
2023-01-10	46580	27	144	0
2023-01-09	46553	36	144	0
2023-01-06	46517	19	144	0
2023-01-05	46498	24	144	0
2023-01-04	46474	29	144	0
2023-01-03	46445	52	144	0
2023-01-02	46393	52	144	1
2022-12-30	46341	17	143	0
2022-12-29	46324	34	143	0
2022-12-28	46290	34	143	0
2022-12-27	46256	91	143	1
2022-12-23	46165	45	142	0
2022-12-22	46120	44	142	0
2022-12-21	46076	73	142	0
2022-12-20	46003	61	142	0
2022-12-19	45942	74	142	0
2022-12-17	45868	1	142	0
2022-12-16	45867	26	142	1
2022-12-15	45841	34	141	0
2022-12-14	45807	41	141	1
2022-12-13	45766	43	140	1
2022-12-12	45723	78	139	0
2022-12-09	45645	38	139	0
2022-12-08	45607	29	139	0
2022-12-07	45578	33	139	0
2022-12-06	45545	50	139	0
2022-12-05	45495	45	139	0
2022-12-02	45450	41	139	0
2022-12-01	45409	44	139	0
2022-11-30	45365	46	139	0
2022-11-29	45319	49	139	0
2022-11-28	45270	72	139	0
2022-11-25	45198	58	139	1
2022-11-24	45140	50	138	0
2022-11-23	45090	41	138	0
2022-11-22	45049	60	138	0
2022-11-21	44989	79	138	1
2022-11-18	44910	54	137	0
2022-11-17	44856	45	137	1
2022-11-16	44811	52	136	1
2022-11-15	44759	69	135	0
2022-11-14	44690	76	135	0
2022-11-11	44614	42	135	0
2022-11-10	44572	44	135	0
2022-11-09	44528	41	135	0
2022-11-08	44487	58	135	0
2022-11-07	44429	85	135	0
2022-11-04	44344	45	135	0
2022-11-03	44299	69	135	0
2022-11-02	44230	95	135	0
2022-10-31	44135	105	135	0
2022-10-28	44030	58	135	0
2022-10-27	43972	62	135	1
2022-10-26	43910	92	134	0
2022-10-25	43818	173	134	1
2022-10-24	43645	100	133	1
2022-10-21	43545	95	132	0
2022-10-20	43450	118	132	0
2022-10-19	43332	165	132	1
2022-10-18	43167	171	131	0
2022-10-17	42996	284	131	0
2022-10-14	42712	133	131	1
2022-10-13	42579	172	130	0
2022-10-12	42407	171	130	0
2022-10-11	42236	157	130	0
2022-10-10	42079	286	130	0
2022-10-07	41793	135	130	1
2022-10-06	41658	186	129	0
2022-10-05	41472	167	129	0
2022-10-04	41305	291	129	2
2022-09-30	41014	76	127	0
2022-09-29	40938	122	127	1
2022-09-28	40816	131	126	0
2022-09-27	40685	145	126	0
2022-09-26	40540	191	126	0
2022-09-23	40349	66	126	0
2022-09-22	40283	74	126	0
2022-09-21	40209	85	126	0
2022-09-20	40124	112	126	0
2022-09-19	40012	132	126	0
2022-09-16	39880	64	126	0
2022-09-15	39816	56	126	1
2022-09-14	39760	69	125	0
2022-09-13	39691	62	125	0
2022-09-12	39629	128	125	0
2022-09-09	39501	53	125	0
2022-09-08	39448	48	125	0
2022-09-07	39400	62	125	0
2022-09-06	39338	86	125	0
2022-09-05	39252	81	125	0
2022-09-02	39171	33	125	0
2022-09-01	39138	35	125	0
2022-08-31	39103	58	125	0
2022-08-30	39045	55	125	0
2022-08-29	38990	80	125	2
2022-08-26	38910	26	123	0
2022-08-25	38884	34	123	1
2022-08-24	38850	42	122	1
2022-08-23	38808	52	121	0
2022-08-22	38756	68	121	0
2022-08-19	38688	37	121	0
2022-08-18	38651	43	121	0
2022-08-17	38608	62	121	0
2022-08-16	38546	72	121	0
2022-08-15	38474	106	121	0
2022-08-12	38368	45	121	0
2022-08-11	38323	59	121	0
2022-08-10	38264	43	121	1
2022-08-09	38221	67	120	0
2022-08-08	38154	96	120	2
2022-08-05	38058	41	118	0
2022-08-04	38017	55	118	2
2022-08-03	37962	68	116	0
2022-08-02	37894	77	116	1
2022-08-01	37817	121	115	1
2022-07-29	37696	70	114	0
2022-07-28	37626	75	114	0
2022-07-27	37551	98	114	0
2022-07-26	37453	83	114	0
2022-07-25	37370	175	114	1
2022-07-22	37195	93	113	1
2022-07-21	37102	112	112	2
2022-07-20	36990	116	110	0
2022-07-19	36874	138	110	1
2022-07-18	36736	208	109	0
2022-07-15	36528	139	109	0
2022-07-14	36389	147	109	0
2022-07-13	36242	170	109	0
2022-07-12	36072	149	109	1
2022-07-11	35923	227	108	1
2022-07-08	35696	94	107	0
2022-07-07	35602	121	107	1
2022-07-06	35481	165	106	0
2022-07-05	35316	142	106	0
2022-07-04	35174	252	106	0
2022-07-01	34922	119	106	0
2022-06-30	34803	158	106	0
2022-06-29	34645	185	106	0
2022-06-28	34460	221	106	0
2022-06-27	34239	234	106	1
2022-06-24	34005	182	105	0
2022-06-23	33823	146	105	0
2022-06-22	33677	182	105	0
2022-06-21	33495	174	105	0
2022-06-20	33321	234	105	0
2022-06-17	33087	174	105	0
2022-06-15	32913	138	105	0
2022-06-14	32775	151	105	0
2022-06-13	32624	219	105	0
2022-06-10	32405	114	105	0
2022-06-09	32291	134	105	0
2022-06-08	32157	117	105	0
2022-06-07	32040	146	105	0
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2022-05-31	31731	57	105	0
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2022-05-27	31613	62	105	0
2022-05-25	31551	58	105	0
2022-05-24	31493	64	105	0
2022-05-23	31429	85	105	1
2022-05-20	31344	52	104	0
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2021-08-31	4889	25	55	0
2021-08-30	4864	30	55	0
2021-08-29	4834	21	55	0
2021-08-28	4813	27	55	0
2021-08-27	4786	38	55	0
2021-08-26	4748	4	55	0
2021-08-25	4744	14	55	0
2021-08-24	4730	15	55	0
2021-08-23	4715	5	55	0
2021-08-22	4710	20	55	0
2021-08-21	4690	8	55	0
2021-08-20	4682	17	55	0
2021-08-19	4665	5	55	0
2021-08-18	4660	17	55	0
2021-08-17	4643	10	55	1
2021-08-16	4633	2	54	0
2021-08-15	4631	2	54	0
2021-08-14	4629	2	54	0
2021-08-13	4627	6	54	0
2021-08-12	4621	8	54	0
2021-08-11	4613	3	54	0
2021-08-09	4610	1	54	0
2021-08-07	4609	1	54	0
2021-08-06	4608	2	54	0
2021-08-05	4606	4	54	0
2021-08-04	4602	8	54	0
2021-08-03	4594	1	54	0
2021-08-02	4593	7	54	0
2021-08-01	4586	4	54	0
2021-07-31	4582	9	54	0
2021-07-30	4573	1	54	0
2021-07-29	4572	12	54	0
2021-07-28	4560	29	54	0
2021-07-27	4531	9	54	0
2021-07-26	4522	1	54	0
2021-07-25	4521	3	54	0
2021-07-24	4518	7	54	1
2021-07-23	4511	2	53	0
2021-07-22	4509	7	53	0
2021-07-21	4502	5	53	1
2021-07-20	4497	2	52	0
2021-07-18	4495	1	52	0
2021-07-16	4494	2	52	0
2021-07-15	4492	1	52	0
2021-07-14	4491	1	52	0
2021-07-10	4490	2	52	0
2021-07-08	4488	1	52	0
2021-07-07	4487	1	52	0
2021-06-30	4486	8	52	0
2021-06-29	4478	2	52	0
2021-06-24	4476	1	52	0
2021-06-23	4475	1	52	0
2021-06-20	4474	2	52	0
2021-06-19	4472	2	52	0
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2021-06-16	4467	3	52	0
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2021-06-13	4462	1	52	0
2021-06-11	4461	2	52	0
2021-06-10	4459	1	52	0
2021-06-09	4458	1	52	0
2021-06-08	4457	4	52	0
2021-06-07	4453	1	52	0
2021-06-06	4452	1	52	0
2021-06-05	4451	4	52	1
2021-06-04	4447	1	51	0
2021-06-03	4446	8	51	0
2021-06-02	4438	4	51	0
2021-06-01	4434	4	51	0
2021-05-31	4430	1	51	0
2021-05-29	4429	5	51	0
2021-05-28	4424	21	51	0
2021-05-27	4403	7	51	0
2021-05-26	4396	10	51	0
2021-05-25	4386	1	51	0
2021-05-24	4385	11	51	0
2021-05-23	4374	6	51	0
2021-05-22	4368	10	51	0
2021-05-21	4358	23	51	0
2021-05-20	4335	8	51	0
2021-05-19	4327	14	51	0
2021-05-18	4313	7	51	0
2021-05-17	4306	4	51	0
2021-05-16	4302	12	51	0
2021-05-15	4290	10	51	0
2021-05-14	4280	26	51	0
2021-05-13	4254	9	51	0
2021-05-12	4245	16	51	0
2021-05-11	4229	7	51	0
2021-05-10	4222	13	51	1
2021-05-09	4209	26	50	0
2021-05-08	4183	8	50	0
2021-05-07	4175	20	50	0
2021-05-06	4155	21	50	0
2021-05-05	4134	14	50	0
2021-05-04	4120	10	50	0
2021-05-03	4110	12	50	0
2021-05-02	4098	30	50	0
2021-05-01	4068	7	50	0
2021-04-30	4061	24	50	0
2021-04-29	4037	31	50	0
2021-04-28	4006	32	50	0
2021-04-27	3974	14	50	0
2021-04-26	3960	15	50	0
2021-04-25	3945	20	50	0
2021-04-24	3925	30	50	0
2021-04-23	3895	27	50	2
2021-04-22	3868	24	48	0
2021-04-21	3844	22	48	0
2021-04-20	3822	13	48	0
2021-04-19	3809	20	48	0
2021-04-18	3789	17	48	0
2021-04-17	3772	28	48	0
2021-04-16	3744	26	48	0
2021-04-15	3718	32	48	0
2021-04-14	3686	31	48	0
2021-04-13	3655	17	48	0
2021-04-12	3638	10	48	0
2021-04-11	3628	20	48	0
2021-04-10	3608	24	48	0
2021-04-09	3584	25	48	0
2021-04-08	3559	27	48	0
2021-04-07	3532	13	48	0
2021-04-06	3519	12	48	0
2021-04-05	3507	5	48	0
2021-04-04	3502	24	48	0
2021-04-03	3478	29	48	0
2021-04-02	3449	13	48	0
2021-04-01	3436	25	48	0
2021-03-31	3411	8	48	0
2021-03-30	3403	4	48	0
2021-03-29	3399	5	48	0
2021-03-28	3394	18	48	0
2021-03-27	3376	11	48	0
2021-03-26	3365	18	48	0
2021-03-25	3347	17	48	0
2021-03-24	3330	28	48	0
2021-03-23	3302	8	48	0
2021-03-22	3294	14	48	0
2021-03-21	3280	8	48	0
2021-03-20	3272	14	48	1
2021-03-19	3258	16	47	0
2021-03-18	3242	5	47	0
2021-03-17	3237	22	47	0
2021-03-16	3215	14	47	0
2021-03-15	3201	33	47	0
2021-03-14	3168	23	47	0
2021-03-13	3145	21	47	0
2021-03-12	3124	17	47	0
2021-03-11	3107	16	47	0
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2021-03-09	3076	7	47	0
2021-03-08	3069	12	47	0
2021-03-07	3057	9	47	0
2021-03-06	3048	8	47	0
2021-03-05	3040	20	47	0
2021-03-04	3020	11	47	0
2021-03-03	3009	16	47	0
2021-03-02	2993	24	47	0
2021-03-01	2969	15	47	1
2021-02-28	2954	7	46	1
2021-02-27	2947	7	45	0
2021-02-26	2940	19	45	0
2021-02-25	2921	14	45	0
2021-02-24	2907	19	45	0
2021-02-23	2888	8	45	0
2021-02-22	2880	14	45	0
2021-02-21	2866	20	45	0
2021-02-20	2846	11	45	0
2021-02-19	2835	23	45	0
2021-02-18	2812	14	45	0
2021-02-17	2798	9	45	1
2021-02-16	2789	9	44	0
2021-02-15	2780	14	44	0
2021-02-14	2766	24	44	0
2021-02-13	2742	7	44	0
2021-02-12	2735	14	44	0
2021-02-11	2721	19	44	0
2021-02-10	2702	12	44	0
2021-02-09	2690	7	44	0
2021-02-08	2683	9	44	0
2021-02-07	2674	9	44	0
2021-02-06	2665	11	44	0
2021-02-05	2654	14	44	1
2021-02-04	2640	27	43	1
2021-02-03	2613	5	42	0
2021-02-02	2608	8	42	0
2021-02-01	2600	15	42	0
2021-01-31	2585	20	42	0
2021-01-30	2565	12	42	0
2021-01-29	2553	20	42	0
2021-01-28	2533	19	42	2
2021-01-27	2514	17	40	0
2021-01-26	2497	4	40	0
2021-01-25	2493	13	40	0
2021-01-24	2480	27	40	0
2021-01-23	2453	8	40	0
2021-01-22	2445	26	40	2
2021-01-21	2419	12	38	0
2021-01-20	2407	20	38	0
2021-01-19	2387	6	38	0
2021-01-18	2381	3	38	0
2021-01-17	2378	20	38	0
2021-01-16	2358	26	38	0
2021-01-15	2332	20	38	0
2021-01-14	2312	19	38	1
2021-01-13	2293	17	37	0
2021-01-12	2276	22	37	0
2021-01-11	2254	13	37	0
2021-01-10	2241	20	37	1
2021-01-09	2221	30	36	0
2021-01-08	2191	28	36	1
2021-01-07	2163	21	35	0
2021-01-06	2142	37	35	0
2021-01-05	2105	13	35	0
2021-01-04	2092	2	35	0
2021-01-03	2090	27	35	0
2021-01-02	2063	14	35	1
2021-01-01	2049	24	34	0
2020-12-31	2025	5	34	0
2020-12-30	2020	48	34	4
2020-12-29	1972	11	30	1
2020-12-28	1961	19	29	0
2020-12-27	1942	29	29	0
2020-12-26	1913	6	29	0
2020-12-25	1907	23	29	1
2020-12-24	1884	11	28	0
2020-12-23	1873	25	28	0
2020-12-22	1848	19	28	0
2020-12-21	1829	20	28	1
2020-12-20	1809	16	27	0
2020-12-19	1793	27	27	0
2020-12-17	1766	36	27	0
2020-12-16	1730	44	27	1
2020-12-15	1686	24	26	0
2020-12-14	1662	23	26	0
2020-12-13	1639	19	26	1
2020-12-12	1620	16	25	0
2020-12-11	1604	21	25	0
2020-12-10	1583	26	25	1
2020-12-08	1557	11	24	0
2020-12-07	1546	45	24	0
2020-12-06	1501	2	24	0
2020-12-05	1499	18	24	0
2020-12-04	1481	21	24	2
2020-12-03	1460	21	22	0
2020-12-02	1439	27	22	0
2020-12-01	1412	10	22	0
2020-11-30	1402	22	22	0
2020-11-29	1380	16	22	0
2020-11-28	1364	21	22	0
2020-11-27	1343	18	22	0
2020-11-26	1325	29	22	0
2020-11-25	1296	26	22	0
2020-11-24	1270	14	22	0
2020-11-23	1256	31	22	0
2020-11-22	1225	1	22	0
2020-11-21	1224	23	22	1
2020-11-20	1201	28	21	1
2020-11-19	1173	31	20	0
2020-11-18	1142	46	20	1
2020-11-17	1096	18	19	1
2020-11-16	1078	31	18	0
2020-11-15	1047	45	18	1
2020-11-14	1002	2	17	0
2020-11-13	1000	32	17	0
2020-11-12	968	28	17	0
2020-11-11	940	31	17	0
2020-11-10	909	15	17	1
2020-11-09	894	15	16	0
2020-11-08	879	28	16	0
2020-11-07	851	42	16	0
2020-11-06	809	58	16	4
2020-11-05	751	28	12	3
2020-11-04	723	20	9	0
2020-11-03	703	13	9	0
2020-11-02	690	30	9	2
2020-11-01	660	23	7	0
2020-10-31	637	14	7	0
2020-10-30	623	23	7	0
2020-10-29	600	36	7	1
2020-10-28	564	25	6	0
2020-10-27	539	20	6	0
2020-10-26	519	9	6	0
2020-10-25	510	15	6	0
2020-10-24	495	22	6	0
2020-10-23	473	20	6	2
2020-10-22	453	12	4	0
2020-10-21	441	6	4	1
2020-10-20	435	5	3	0
2020-10-18	430	8	3	0
2020-10-17	422	6	3	0
2020-10-16	416	4	3	0
2020-10-15	412	4	3	0
2020-10-14	408	5	3	0
2020-10-13	403	1	3	0
2020-10-12	402	1	3	0
2020-10-11	401	5	3	0
2020-10-10	396	2	3	0
2020-10-09	394	8	3	0
2020-10-08	386	6	3	0
2020-10-07	380	1	3	0
2020-10-06	379	1	3	0
2020-10-05	378	6	3	0
2020-10-04	372	3	3	0
2020-10-03	369	3	3	0
2020-10-02	366	4	3	0
2020-10-01	362	4	3	0
2020-09-30	358	2	3	0
2020-09-29	356	1	3	0
2020-09-27	355	2	3	0
2020-09-25	353	2	3	0
2020-09-23	351	3	3	0
2020-09-22	348	1	3	0
2020-09-20	347	3	3	0
2020-09-19	344	3	3	0
2020-09-18	341	1	3	0
2020-09-17	340	2	3	0
2020-09-15	338	1	3	0
2020-09-14	337	1	3	0
2020-09-12	336	2	3	0
2020-09-10	334	3	3	0
2020-09-07	331	1	3	0
2020-09-06	330	10	3	0
2020-09-04	320	1	3	0
2020-09-03	319	10	3	0
2020-09-02	309	2	3	0
2020-09-01	307	7	3	0
2020-08-31	300	5	3	0
2020-08-30	295	4	3	0
2020-08-29	291	1	3	0
2020-08-28	290	2	3	0
2020-08-27	288	3	3	0
2020-08-26	285	4	3	0
2020-08-25	281	1	3	0
2020-08-24	280	4	3	0
2020-08-23	276	6	3	0
2020-08-22	270	2	3	0
2020-08-21	268	1	3	0
2020-08-20	267	4	3	1
2020-08-19	263	1	2	0
2020-08-17	262	4	2	0
2020-08-16	258	9	2	0
2020-08-15	249	2	2	0
2020-08-14	247	1	2	0
2020-08-12	246	1	2	0
2020-08-11	245	1	2	0
2020-08-10	244	1	2	0
2020-08-09	243	3	2	0
2020-08-08	240	3	2	0
2020-08-07	237	2	2	0
2020-08-06	235	2	2	0
2020-08-05	233	1	2	0
2020-08-04	232	2	2	0
2020-08-03	230	3	2	0
2020-08-01	227	1	2	0
2020-07-28	226	1	2	0
2020-07-26	225	1	2	0
2020-07-25	224	1	2	0
2020-07-22	223	1	2	0
2020-07-19	222	2	2	1
2020-07-15	220	4	1	0
2020-07-13	216	1	1	0
2020-07-12	215	6	1	0
2020-07-04	209	1	1	0
2020-07-02	208	1	1	0
2020-07-01	207	4	1	0
2020-06-30	203	5	1	0
2020-06-26	198	1	1	0
2020-06-12	197	1	1	0
2020-06-08	196	1	1	0
2020-06-06	195	1	1	0
2020-06-05	194	3	1	0
2020-06-02	191	1	1	0
2020-05-29	190	2	1	0
2020-05-26	188	1	1	0
2020-05-25	187	1	1	0
2020-05-24	186	1	1	0
2020-05-23	185	1	1	0
2020-05-22	184	2	1	0
2020-05-21	182	3	1	0
2020-05-20	179	1	1	0
2020-05-19	178	1	1	0
2020-05-18	177	2	1	0
2020-05-17	175	13	1	0
2020-05-15	162	2	1	0
2020-05-14	160	2	1	0
2020-05-13	158	1	1	0
2020-05-12	157	1	1	0
2020-05-11	156	4	1	0
2020-05-10	152	6	1	0
2020-05-09	146	4	1	0
2020-05-08	142	2	1	0
2020-05-05	140	1	1	0
2020-05-04	139	1	1	0
2020-05-02	138	10	1	0
2020-05-01	128	2	1	0
2020-04-30	126	2	1	0
2020-04-29	124	3	1	0
2020-04-28	121	3	1	0
2020-04-23	118	2	1	0
2020-04-21	116	1	1	0
2020-04-17	115	1	1	0
2020-04-16	114	1	1	0
2020-04-14	113	1	1	0
2020-04-11	112	1	1	0
2020-04-10	111	5	1	0
2020-04-09	106	1	1	0
2020-04-08	105	3	1	0
2020-04-07	102	1	1	0
2020-04-06	101	7	1	0
2020-04-05	94	3	1	0
2020-04-04	91	5	1	0
2020-04-03	86	3	1	0
2020-04-02	83	5	1	0
2020-04-01	78	3	1	0
2020-03-31	75	5	1	0
2020-03-30	70	3	1	0
2020-03-29	67	2	1	0
2020-03-28	65	3	1	0
2020-03-27	62	4	1	0
2020-03-26	58	2	1	0
2020-03-25	56	5	1	1
2020-03-24	51	2	0	0
2020-03-23	49	4	0	0
2020-03-22	45	1	0	0
2020-03-21	44	3	0	0
2020-03-20	41	6	0	0
2020-03-19	35	7	0	0
2020-03-18	28	8	0	0
2020-03-17	20	6	0	0
2020-03-16	14	4	0	0
2020-03-14	10	1	0	0
2020-03-13	9	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: 0:03:03.098828