Germany: SK Pirmasens (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 15:11:36 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Pirmasens")
print(f'Population of country="Germany", subregion="SK Pirmasens": {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 Pirmasens": 40054 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	16004	5	120	0
2023-03-03	15999	11	120	0
2023-03-02	15988	11	120	0
2023-03-01	15977	14	120	0
2023-02-28	15963	18	120	0
2023-02-27	15945	26	120	0
2023-02-24	15919	3	120	0
2023-02-23	15916	9	120	0
2023-02-22	15907	11	120	0
2023-02-21	15896	13	120	0
2023-02-20	15883	12	120	0
2023-02-17	15871	11	120	0
2023-02-16	15860	11	120	1
2023-02-15	15849	2	119	0
2023-02-14	15847	8	119	0
2023-02-13	15839	8	119	0
2023-02-10	15831	2	119	0
2023-02-09	15829	5	119	0
2023-02-08	15824	9	119	0
2023-02-07	15815	5	119	0
2023-02-06	15810	11	119	0
2023-02-03	15799	3	119	0
2023-02-02	15796	5	119	0
2023-02-01	15791	19	119	1
2023-01-31	15772	15	118	0
2023-01-30	15757	12	118	1
2023-01-27	15745	3	117	0
2023-01-26	15742	4	117	0
2023-01-25	15738	10	117	0
2023-01-24	15728	13	117	0
2023-01-23	15715	14	117	0
2023-01-20	15701	10	117	0
2023-01-19	15691	6	117	0
2023-01-18	15685	6	117	0
2023-01-17	15679	7	117	0
2023-01-16	15672	12	117	0
2023-01-12	15660	16	117	1
2023-01-11	15644	26	116	1
2023-01-10	15618	4	115	0
2023-01-09	15614	11	115	0
2023-01-06	15603	5	115	0
2023-01-05	15598	9	115	0
2023-01-04	15589	25	115	0
2023-01-03	15564	28	115	1
2023-01-02	15536	37	114	0
2022-12-30	15499	6	114	0
2022-12-29	15493	6	114	0
2022-12-28	15487	5	114	0
2022-12-27	15482	15	114	0
2022-12-23	15467	18	114	0
2022-12-22	15449	7	114	0
2022-12-21	15442	17	114	0
2022-12-20	15425	20	114	0
2022-12-19	15405	39	114	0
2022-12-16	15366	8	114	0
2022-12-15	15358	11	114	0
2022-12-14	15347	17	114	0
2022-12-13	15330	13	114	0
2022-12-12	15317	14	114	0
2022-12-09	15303	21	114	0
2022-12-08	15282	5	114	1
2022-12-07	15277	8	113	0
2022-12-06	15269	7	113	0
2022-12-05	15262	10	113	0
2022-12-02	15252	2	113	0
2022-12-01	15250	1	113	0
2022-11-30	15249	9	113	0
2022-11-29	15240	10	113	0
2022-11-28	15230	26	113	0
2022-11-25	15204	3	113	0
2022-11-24	15201	5	113	0
2022-11-23	15196	5	113	0
2022-11-22	15191	8	113	0
2022-11-21	15183	21	113	0
2022-11-18	15162	7	113	0
2022-11-17	15155	17	113	1
2022-11-16	15138	13	112	0
2022-11-15	15125	9	112	0
2022-11-14	15116	20	112	0
2022-11-11	15096	11	112	0
2022-11-10	15085	6	112	0
2022-11-09	15079	36	112	0
2022-11-08	15043	14	112	0
2022-11-07	15029	39	112	0
2022-11-04	14990	8	112	0
2022-11-03	14982	24	112	0
2022-11-02	14958	33	112	0
2022-10-31	14925	41	112	0
2022-10-28	14884	17	112	0
2022-10-27	14867	19	112	0
2022-10-26	14848	61	112	0
2022-10-25	14787	14	112	0
2022-10-24	14773	121	112	1
2022-10-21	14652	32	111	0
2022-10-20	14620	76	111	1
2022-10-19	14544	76	110	1
2022-10-18	14468	119	109	0
2022-10-17	14349	141	109	0
2022-10-14	14208	52	109	0
2022-10-13	14156	85	109	0
2022-10-12	14071	139	109	1
2022-10-11	13932	93	108	0
2022-10-10	13839	171	108	0
2022-10-07	13668	80	108	0
2022-10-06	13588	107	108	0
2022-10-05	13481	70	108	0
2022-10-04	13411	76	108	0
2022-09-30	13335	14	108	0
2022-09-29	13321	81	108	1
2022-09-28	13240	68	107	0
2022-09-27	13172	89	107	0
2022-09-26	13083	34	107	0
2022-09-23	13049	8	107	0
2022-09-22	13041	33	107	1
2022-09-21	13008	18	106	0
2022-09-20	12990	30	106	0
2022-09-19	12960	28	106	1
2022-09-16	12932	3	105	0
2022-09-15	12929	27	105	0
2022-09-14	12902	33	105	0
2022-09-13	12869	27	105	0
2022-09-12	12842	27	105	0
2022-09-09	12815	1	105	0
2022-09-08	12814	23	105	0
2022-09-07	12791	8	105	0
2022-09-06	12783	3	105	0
2022-09-05	12780	24	105	0
2022-09-02	12756	11	105	0
2022-09-01	12745	18	105	0
2022-08-31	12727	22	105	0
2022-08-30	12705	31	105	0
2022-08-29	12674	25	105	0
2022-08-26	12649	11	105	0
2022-08-25	12638	12	105	0
2022-08-24	12626	32	105	0
2022-08-23	12594	15	105	0
2022-08-22	12579	29	105	0
2022-08-19	12550	11	105	0
2022-08-18	12539	22	105	0
2022-08-17	12517	28	105	0
2022-08-16	12489	23	105	1
2022-08-15	12466	62	104	1
2022-08-12	12404	23	103	0
2022-08-11	12381	12	103	0
2022-08-10	12369	46	103	0
2022-08-09	12323	23	103	0
2022-08-08	12300	53	103	0
2022-08-05	12247	11	103	0
2022-08-04	12236	28	103	0
2022-08-03	12208	39	103	0
2022-08-02	12169	34	103	0
2022-08-01	12135	60	103	1
2022-07-29	12075	20	102	0
2022-07-28	12055	79	102	1
2022-07-27	11976	50	101	0
2022-07-26	11926	42	101	0
2022-07-25	11884	62	101	0
2022-07-22	11822	56	101	0
2022-07-21	11766	83	101	0
2022-07-20	11683	42	101	1
2022-07-19	11641	38	100	0
2022-07-18	11603	52	100	0
2022-07-15	11551	25	100	1
2022-07-14	11526	57	99	1
2022-07-13	11469	83	98	0
2022-07-12	11386	69	98	0
2022-07-11	11317	60	98	0
2022-07-08	11257	18	98	0
2022-07-07	11239	35	98	0
2022-07-06	11204	77	98	0
2022-07-05	11127	33	98	0
2022-07-04	11094	60	98	0
2022-07-01	11034	35	98	0
2022-06-30	10999	56	98	0
2022-06-29	10943	29	98	0
2022-06-28	10914	53	98	0
2022-06-27	10861	43	98	0
2022-06-24	10818	21	98	0
2022-06-23	10797	34	98	0
2022-06-22	10763	37	98	0
2022-06-21	10726	28	98	0
2022-06-20	10698	47	98	0
2022-06-17	10651	9	98	0
2022-06-15	10642	30	98	0
2022-06-14	10612	26	98	0
2022-06-13	10586	35	98	2
2022-06-10	10551	49	96	0
2022-06-09	10502	21	96	0
2022-06-08	10481	13	96	0
2022-06-07	10468	10	96	0
2022-06-03	10458	6	96	0
2022-06-02	10452	14	96	0
2022-06-01	10438	20	96	0
2022-05-31	10418	18	96	0
2022-05-30	10400	17	96	0
2022-05-27	10383	4	96	0
2022-05-25	10379	5	96	0
2022-05-24	10374	18	96	0
2022-05-23	10356	17	96	0
2022-05-20	10339	35	96	0
2022-05-19	10304	20	96	0
2022-05-18	10284	17	96	0
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2022-05-16	10212	32	96	0
2022-05-13	10180	38	96	0
2022-05-12	10142	34	96	1
2022-05-11	10108	53	95	0
2022-05-10	10055	63	95	0
2022-05-09	9992	108	95	0
2022-05-06	9884	33	95	0
2022-05-05	9851	25	95	0
2022-05-04	9826	44	95	0
2022-05-03	9782	44	95	0
2022-05-02	9738	62	95	0
2022-04-29	9676	44	95	0
2022-04-28	9632	46	95	0
2022-04-27	9586	51	95	0
2022-04-26	9535	61	95	0
2022-04-25	9474	151	95	0
2022-04-22	9323	27	95	0
2022-04-21	9296	75	95	0
2022-04-20	9221	61	95	0
2022-04-19	9160	46	95	0
2022-04-14	9114	86	95	1
2022-04-13	9028	119	94	1
2022-04-12	8909	56	93	0
2022-04-11	8853	75	93	1
2022-04-09	8778	23	92	0
2022-04-08	8755	85	92	0
2022-04-07	8670	132	92	0
2022-04-06	8538	236	92	0
2022-04-05	8302	197	92	0
2022-04-04	8105	170	92	0
2022-04-02	7935	32	92	0
2022-04-01	7903	81	92	0
2022-03-31	7822	147	92	2
2022-03-30	7675	162	90	1
2022-03-29	7513	172	89	0
2022-03-28	7341	122	89	0
2022-03-26	7219	31	89	0
2022-03-25	7188	58	89	0
2022-03-24	7130	119	89	0
2022-03-23	7011	62	89	0
2022-03-22	6949	66	89	1
2022-03-21	6883	70	88	0
2022-03-19	6813	33	88	0
2022-03-18	6780	67	88	0
2022-03-17	6713	114	88	3
2022-03-16	6599	92	85	0
2022-03-15	6507	93	85	2
2022-03-14	6414	79	83	0
2022-03-12	6335	32	83	0
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2022-03-05	5840	55	81	1
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2022-03-01	5452	68	79	0
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2022-02-21	4870	100	77	0
2022-02-19	4770	39	77	1
2022-02-18	4731	73	76	1
2022-02-17	4658	74	75	0
2022-02-16	4584	125	75	1
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2022-02-13	4282	3	74	0
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2022-01-27	3264	75	72	0
2022-01-26	3189	76	72	0
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2022-01-20	2902	87	72	0
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2022-01-17	2762	18	72	0
2022-01-15	2744	8	72	0
2022-01-14	2736	3	72	0
2022-01-13	2733	28	72	0
2022-01-12	2705	19	72	0
2022-01-11	2686	24	72	0
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2022-01-08	2651	13	72	0
2022-01-07	2638	10	72	0
2022-01-06	2628	22	72	0
2022-01-05	2606	15	72	0
2022-01-04	2591	33	72	0
2022-01-03	2558	12	72	0
2021-12-30	2546	9	72	0
2021-12-29	2537	15	72	0
2021-12-28	2522	22	72	0
2021-12-27	2500	10	72	0
2021-12-23	2490	13	72	0
2021-12-22	2477	10	72	0
2021-12-21	2467	22	72	0
2021-12-20	2445	15	72	0
2021-12-18	2430	4	72	0
2021-12-17	2426	11	72	0
2021-12-16	2415	21	72	0
2021-12-15	2394	29	72	0
2021-12-14	2365	42	72	1
2021-12-13	2323	24	71	0
2021-12-11	2299	1	71	0
2021-12-10	2298	25	71	0
2021-12-09	2273	35	71	0
2021-12-08	2238	28	71	1
2021-12-07	2210	37	70	0
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2021-12-04	2143	6	70	0
2021-12-03	2137	21	70	0
2021-12-02	2116	41	70	2
2021-12-01	2075	51	68	0
2021-11-30	2024	5	68	1
2021-11-29	2019	20	67	1
2021-11-27	1999	5	66	0
2021-11-26	1994	36	66	0
2021-11-25	1958	24	66	0
2021-11-24	1934	37	66	0
2021-11-23	1897	26	66	0
2021-11-22	1871	17	66	0
2021-11-20	1854	6	66	0
2021-11-19	1848	8	66	0
2021-11-18	1840	8	66	0
2021-11-17	1832	15	66	1
2021-11-16	1817	18	65	0
2021-11-15	1799	14	65	1
2021-11-13	1785	3	64	0
2021-11-12	1782	3	64	0
2021-11-11	1779	13	64	0
2021-11-10	1766	6	64	0
2021-11-09	1760	15	64	0
2021-11-08	1745	6	64	1
2021-11-06	1739	8	63	0
2021-11-05	1731	11	63	1
2021-11-04	1720	12	62	0
2021-11-03	1708	22	62	1
2021-11-02	1686	13	61	2
2021-10-29	1673	2	59	1
2021-10-28	1671	3	58	0
2021-10-27	1668	5	58	0
2021-10-26	1663	8	58	0
2021-10-25	1655	6	58	1
2021-10-23	1649	6	57	0
2021-10-22	1643	4	57	0
2021-10-21	1639	6	57	0
2021-10-20	1633	5	57	0
2021-10-19	1628	12	57	1
2021-10-18	1616	1	56	0
2021-10-16	1615	2	56	0
2021-10-14	1613	3	56	0
2021-10-11	1610	4	56	1
2021-10-09	1606	8	55	0
2021-10-07	1598	3	55	0
2021-10-06	1595	3	55	0
2021-10-05	1592	4	55	0
2021-10-04	1588	1	55	0
2021-10-02	1587	6	55	0
2021-10-01	1581	1	55	0
2021-09-30	1580	2	55	0
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2021-09-28	1575	13	55	0
2021-09-27	1562	3	55	0
2021-09-25	1559	6	55	0
2021-09-24	1553	7	55	1
2021-09-23	1546	1	54	0
2021-09-22	1545	2	54	0
2021-09-21	1543	1	54	0
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2021-09-13	1507	6	54	0
2021-09-11	1501	3	54	0
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2021-09-09	1491	5	54	0
2021-09-08	1486	6	54	0
2021-09-07	1480	15	54	0
2021-09-06	1465	3	54	0
2021-09-02	1462	5	54	0
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2021-08-31	1456	10	54	0
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2021-08-26	1445	4	54	0
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2021-08-23	1440	2	54	0
2021-08-19	1438	8	54	0
2021-08-18	1430	1	54	0
2021-08-17	1429	3	54	0
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2021-08-02	1422	1	54	0
2021-07-29	1421	2	54	0
2021-07-28	1419	1	54	0
2021-07-27	1418	3	54	0
2021-07-26	1415	2	54	0
2021-07-22	1413	4	54	0
2021-07-21	1409	1	54	0
2021-07-19	1408	2	54	0
2021-07-16	1406	1	54	0
2021-07-15	1405	1	54	0
2021-07-13	1404	2	54	0
2021-07-06	1402	2	54	0
2021-06-30	1400	1	54	0
2021-06-21	1399	1	54	0
2021-06-19	1398	1	54	0
2021-06-16	1397	1	54	0
2021-06-04	1396	1	54	0
2021-06-02	1395	1	54	0
2021-06-01	1394	2	54	0
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2021-05-19	1364	4	54	0
2021-05-18	1360	12	54	0
2021-05-16	1348	1	54	0
2021-05-14	1347	4	54	0
2021-05-12	1343	10	54	0
2021-05-11	1333	6	54	1
2021-05-09	1327	1	53	0
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2021-05-07	1313	6	53	0
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2021-05-05	1301	10	53	0
2021-05-04	1291	8	53	0
2021-05-03	1283	2	53	0
2021-05-01	1281	6	53	0
2021-04-30	1275	3	53	0
2021-04-29	1272	6	53	1
2021-04-28	1266	11	52	0
2021-04-27	1255	6	52	0
2021-04-26	1249	1	52	0
2021-04-25	1248	9	52	0
2021-04-24	1239	12	52	0
2021-04-23	1227	5	52	0
2021-04-22	1222	8	52	0
2021-04-21	1214	16	52	0
2021-04-20	1198	9	52	0
2021-04-18	1189	6	52	0
2021-04-17	1183	15	52	0
2021-04-16	1168	17	52	1
2021-04-15	1151	24	51	0
2021-04-14	1127	9	51	0
2021-04-13	1118	8	51	0
2021-04-12	1110	1	51	0
2021-04-11	1109	2	51	0
2021-04-10	1107	4	51	0
2021-04-09	1103	5	51	0
2021-04-08	1098	4	51	0
2021-04-07	1094	13	51	1
2021-04-06	1081	1	50	0
2021-04-05	1080	1	50	0
2021-04-03	1079	8	50	0
2021-04-02	1071	6	50	0
2021-04-01	1065	7	50	0
2021-03-31	1058	12	50	0
2021-03-30	1046	11	50	0
2021-03-28	1035	2	50	0
2021-03-27	1033	11	50	0
2021-03-26	1022	8	50	0
2021-03-25	1014	16	50	0
2021-03-24	998	11	50	0
2021-03-23	987	12	50	0
2021-03-21	975	6	50	0
2021-03-20	969	7	50	0
2021-03-19	962	6	50	0
2021-03-18	956	4	50	0
2021-03-17	952	9	50	0
2021-03-16	943	5	50	0
2021-03-15	938	7	50	0
2021-03-14	931	4	50	0
2021-03-13	927	5	50	0
2021-03-12	922	13	50	0
2021-03-11	909	15	50	0
2021-03-10	894	16	50	0
2021-03-09	878	8	50	0
2021-03-08	870	1	50	0
2021-03-07	869	5	50	0
2021-03-06	864	4	50	0
2021-03-05	860	2	50	0
2021-03-04	858	4	50	0
2021-03-03	854	7	50	0
2021-03-02	847	5	50	0
2021-03-01	842	1	50	0
2021-02-28	841	1	50	0
2021-02-27	840	4	50	1
2021-02-26	836	5	49	0
2021-02-25	831	2	49	0
2021-02-24	829	5	49	0
2021-02-23	824	4	49	0
2021-02-22	820	1	49	0
2021-02-20	819	3	49	0
2021-02-18	816	1	49	0
2021-02-17	815	2	49	0
2021-02-16	813	2	49	0
2021-02-15	811	6	49	0
2021-02-14	805	2	49	0
2021-02-13	803	2	49	0
2021-02-12	801	3	49	0
2021-02-11	798	2	49	0
2021-02-10	796	4	49	0
2021-02-06	792	3	49	0
2021-02-05	789	3	49	0
2021-02-04	786	7	49	0
2021-02-03	779	7	49	1
2021-02-02	772	2	48	0
2021-02-01	770	5	48	0
2021-01-31	765	2	48	0
2021-01-30	763	1	48	0
2021-01-29	762	4	48	0
2021-01-28	758	4	48	0
2021-01-27	754	11	48	1
2021-01-26	743	1	47	0
2021-01-24	742	3	47	0
2021-01-23	739	3	47	0
2021-01-22	736	9	47	1
2021-01-21	727	5	46	0
2021-01-20	722	19	46	1
2021-01-19	703	5	45	0
2021-01-18	698	8	45	1
2021-01-17	690	5	44	1
2021-01-16	685	4	43	0
2021-01-15	681	7	43	0
2021-01-14	674	9	43	0
2021-01-13	665	9	43	1
2021-01-12	656	13	42	1
2021-01-10	643	8	41	0
2021-01-09	635	10	41	1
2021-01-08	625	2	40	0
2021-01-07	623	16	40	0
2021-01-06	607	14	40	0
2021-01-05	593	10	40	2
2021-01-04	583	3	38	1
2021-01-03	580	2	37	0
2021-01-02	578	20	37	2
2020-12-31	558	2	35	0
2020-12-30	556	27	35	4
2020-12-29	529	14	31	2
2020-12-28	515	16	29	0
2020-12-27	499	27	29	3
2020-12-23	472	38	26	12
2020-12-22	434	7	14	1
2020-12-21	427	5	13	1
2020-12-20	422	18	12	0
2020-12-19	404	7	12	0
2020-12-18	397	11	12	0
2020-12-17	386	13	12	3
2020-12-16	373	15	9	0
2020-12-15	358	15	9	0
2020-12-13	343	8	9	0
2020-12-12	335	5	9	0
2020-12-11	330	15	9	0
2020-12-10	315	6	9	1
2020-12-09	309	24	8	1
2020-12-08	285	2	7	0
2020-12-07	283	4	7	0
2020-12-06	279	9	7	0
2020-12-05	270	7	7	1
2020-12-04	263	6	6	0
2020-12-03	257	15	6	1
2020-12-02	242	13	5	0
2020-12-01	229	2	5	0
2020-11-30	227	4	5	0
2020-11-29	223	7	5	0
2020-11-28	216	4	5	0
2020-11-27	212	11	5	0
2020-11-26	201	6	5	0
2020-11-25	195	7	5	1
2020-11-24	188	6	4	2
2020-11-22	182	4	2	0
2020-11-21	178	4	2	0
2020-11-20	174	3	2	0
2020-11-19	171	7	2	0
2020-11-18	164	6	2	0
2020-11-17	158	2	2	0
2020-11-16	156	3	2	0
2020-11-15	153	2	2	0
2020-11-14	151	4	2	0
2020-11-13	147	6	2	0
2020-11-12	141	2	2	0
2020-11-11	139	5	2	0
2020-11-10	134	3	2	0
2020-11-07	131	3	2	0
2020-11-06	128	5	2	0
2020-11-05	123	6	2	0
2020-11-04	117	8	2	0
2020-11-03	109	4	2	0
2020-11-02	105	1	2	1
2020-11-01	104	3	1	0
2020-10-31	101	2	1	0
2020-10-30	99	8	1	0
2020-10-29	91	9	1	0
2020-10-28	82	5	1	0
2020-10-27	77	4	1	0
2020-10-26	73	1	1	0
2020-10-25	72	2	1	0
2020-10-23	70	3	1	0
2020-10-22	67	3	1	0
2020-10-21	64	1	1	0
2020-10-19	63	1	1	0
2020-10-18	62	1	1	0
2020-10-15	61	2	1	0
2020-10-14	59	1	1	0
2020-10-13	58	1	1	0
2020-10-12	57	3	1	0
2020-10-09	54	1	1	0
2020-10-07	53	2	1	0
2020-09-29	51	2	1	0
2020-09-21	49	1	1	0
2020-09-17	48	2	1	0
2020-09-14	46	2	1	0
2020-09-11	44	1	1	0
2020-09-07	43	1	1	0
2020-08-27	42	1	1	0
2020-08-25	41	1	1	1
2020-08-24	40	1	0	0
2020-08-13	39	2	0	0
2020-08-06	37	2	0	0
2020-07-20	35	1	0	0
2020-07-16	34	1	0	0
2020-07-15	33	2	0	0
2020-05-16	31	1	0	0
2020-04-15	30	3	0	0
2020-04-13	27	1	0	0
2020-04-09	26	2	0	0
2020-04-04	24	4	0	0
2020-04-02	20	1	0	0
2020-04-01	19	4	0	0
2020-03-29	15	3	0	0
2020-03-26	12	1	0	0
2020-03-25	11	4	0	0
2020-03-23	7	2	0	0
2020-03-22	5	2	0	0
2020-03-21	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: 0:03:29.623496