Germany: SK Frankenthal (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 15:04:19 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Frankenthal")
print(f'Population of country="Germany", subregion="SK Frankenthal": {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 Frankenthal": 48773 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	20024	2	96	0
2023-03-05	20022	1	96	0
2023-03-03	20021	6	96	0
2023-03-02	20015	1	96	0
2023-03-01	20014	2	96	0
2023-02-28	20012	3	96	0
2023-02-27	20009	3	96	0
2023-02-25	20006	8	96	0
2023-02-24	19998	2	96	0
2023-02-23	19996	9	96	0
2023-02-22	19987	7	96	0
2023-02-21	19980	9	96	0
2023-02-20	19971	3	96	0
2023-02-19	19968	3	96	0
2023-02-18	19965	6	96	0
2023-02-17	19959	12	96	0
2023-02-16	19947	7	96	0
2023-02-15	19940	2	96	0
2023-02-14	19938	8	96	0
2023-02-13	19930	2	96	0
2023-02-12	19928	2	96	0
2023-02-11	19926	1	96	0
2023-02-10	19925	6	96	0
2023-02-09	19919	8	96	0
2023-02-08	19911	5	96	0
2023-02-07	19906	14	96	0
2023-02-06	19892	3	96	0
2023-02-04	19889	4	96	0
2023-02-03	19885	12	96	0
2023-02-02	19873	4	96	0
2023-02-01	19869	3	96	0
2023-01-31	19866	3	96	0
2023-01-30	19863	4	96	0
2023-01-29	19859	3	96	0
2023-01-27	19856	1	96	0
2023-01-26	19855	2	96	0
2023-01-25	19853	4	96	0
2023-01-24	19849	8	96	0
2023-01-22	19841	2	96	0
2023-01-21	19839	4	96	0
2023-01-20	19835	5	96	0
2023-01-19	19830	3	96	0
2023-01-18	19827	7	96	0
2023-01-17	19820	6	96	0
2023-01-16	19814	6	96	0
2023-01-15	19808	1	96	0
2023-01-14	19807	1	96	0
2023-01-13	19806	4	96	0
2023-01-12	19802	5	96	0
2023-01-11	19797	7	96	0
2023-01-10	19790	6	96	0
2023-01-09	19784	13	96	0
2023-01-08	19771	2	96	0
2023-01-07	19769	3	96	0
2023-01-06	19766	13	96	0
2023-01-05	19753	15	96	0
2023-01-04	19738	6	96	0
2023-01-03	19732	3	96	0
2023-01-02	19729	12	96	0
2023-01-01	19717	1	96	0
2022-12-31	19716	14	96	0
2022-12-30	19702	7	96	0
2022-12-29	19695	16	96	0
2022-12-28	19679	37	96	0
2022-12-27	19642	2	96	0
2022-12-26	19640	1	96	0
2022-12-25	19639	1	96	0
2022-12-24	19638	13	96	0
2022-12-23	19625	12	96	0
2022-12-22	19613	15	96	0
2022-12-21	19598	11	96	0
2022-12-20	19587	12	96	0
2022-12-19	19575	33	96	0
2022-12-17	19542	11	96	0
2022-12-16	19531	16	96	0
2022-12-15	19515	18	96	0
2022-12-14	19497	21	96	0
2022-12-13	19476	22	96	0
2022-12-12	19454	5	96	0
2022-12-11	19449	8	96	0
2022-12-10	19441	12	96	0
2022-12-09	19429	19	96	0
2022-12-08	19410	17	96	1
2022-12-07	19393	11	95	0
2022-12-06	19382	26	95	0
2022-12-05	19356	3	95	0
2022-12-04	19353	9	95	0
2022-12-03	19344	6	95	0
2022-12-02	19338	11	95	0
2022-12-01	19327	12	95	0
2022-11-30	19315	10	95	0
2022-11-29	19305	11	95	0
2022-11-28	19294	12	95	0
2022-11-27	19282	2	95	0
2022-11-26	19280	6	95	0
2022-11-25	19274	11	95	0
2022-11-24	19263	15	95	0
2022-11-23	19248	13	95	0
2022-11-22	19235	21	95	0
2022-11-21	19214	7	95	0
2022-11-20	19207	8	95	0
2022-11-19	19199	11	95	0
2022-11-18	19188	7	95	0
2022-11-17	19181	13	95	0
2022-11-16	19168	10	95	0
2022-11-15	19158	14	95	0
2022-11-14	19144	17	95	0
2022-11-13	19127	2	95	0
2022-11-12	19125	3	95	0
2022-11-11	19122	18	95	0
2022-11-10	19104	10	95	0
2022-11-09	19094	20	95	0
2022-11-08	19074	20	95	0
2022-11-07	19054	24	95	0
2022-11-06	19030	4	95	0
2022-11-05	19026	18	95	0
2022-11-04	19008	14	95	0
2022-11-03	18994	13	95	0
2022-11-02	18981	14	95	0
2022-11-01	18967	24	95	0
2022-10-27	18943	28	95	0
2022-10-26	18915	32	95	0
2022-10-25	18883	24	95	0
2022-10-24	18859	36	95	0
2022-10-23	18823	7	95	0
2022-10-22	18816	19	95	0
2022-10-21	18797	42	95	0
2022-10-20	18755	30	95	0
2022-10-19	18725	42	95	0
2022-10-18	18683	72	95	0
2022-10-17	18611	69	95	0
2022-10-16	18542	15	95	0
2022-10-15	18527	38	95	0
2022-10-14	18489	41	95	0
2022-10-13	18448	40	95	0
2022-10-12	18408	56	95	0
2022-10-11	18352	82	95	0
2022-10-10	18270	69	95	0
2022-10-09	18201	9	95	0
2022-10-08	18192	26	95	0
2022-10-07	18166	54	95	0
2022-10-06	18112	44	95	0
2022-10-05	18068	88	95	0
2022-10-04	17980	51	95	0
2022-10-03	17929	5	95	0
2022-10-02	17924	16	95	0
2022-10-01	17908	45	95	0
2022-09-30	17863	32	95	0
2022-09-29	17831	61	95	0
2022-09-28	17770	33	95	0
2022-09-27	17737	76	95	0
2022-09-26	17661	48	95	0
2022-09-25	17613	7	95	0
2022-09-24	17606	15	95	0
2022-09-23	17591	25	95	0
2022-09-22	17566	39	95	0
2022-09-21	17527	24	95	0
2022-09-20	17503	28	95	0
2022-09-19	17475	49	95	0
2022-09-18	17426	3	95	0
2022-09-17	17423	14	95	0
2022-09-16	17409	42	95	0
2022-09-15	17367	27	95	0
2022-09-14	17340	27	95	0
2022-09-13	17313	23	95	0
2022-09-12	17290	36	95	0
2022-09-11	17254	2	95	0
2022-09-10	17252	4	95	0
2022-09-09	17248	28	95	0
2022-09-08	17220	20	95	0
2022-09-07	17200	13	95	0
2022-09-06	17187	29	95	0
2022-09-05	17158	44	95	0
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2022-09-03	17105	2	95	0
2022-09-02	17103	18	95	1
2022-09-01	17085	10	94	0
2022-08-31	17075	22	94	0
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2022-08-27	16986	2	94	0
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2022-08-24	16942	22	94	0
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2021-11-26	3545	60	65	0
2021-11-25	3485	37	65	0
2021-11-24	3448	29	65	0
2021-11-23	3419	63	65	1
2021-11-22	3356	19	64	0
2021-11-21	3337	6	64	0
2021-11-20	3331	34	64	0
2021-11-19	3297	37	64	0
2021-11-18	3260	33	64	0
2021-11-17	3227	42	64	0
2021-11-16	3185	40	64	0
2021-11-15	3145	10	64	0
2021-11-14	3135	3	64	0
2021-11-13	3132	20	64	0
2021-11-12	3112	20	64	0
2021-11-11	3092	18	64	2
2021-11-10	3074	33	62	0
2021-11-09	3041	19	62	0
2021-11-08	3022	13	62	0
2021-11-07	3009	5	62	0
2021-11-06	3004	22	62	0
2021-11-05	2982	21	62	1
2021-11-04	2961	25	61	0
2021-11-03	2936	30	61	1
2021-11-02	2906	11	60	0
2021-11-01	2895	3	60	0
2021-10-31	2892	2	60	0
2021-10-30	2890	3	60	0
2021-10-29	2887	18	60	0
2021-10-28	2869	10	60	0
2021-10-27	2859	15	60	0
2021-10-26	2844	19	60	0
2021-10-25	2825	2	60	0
2021-10-24	2823	3	60	0
2021-10-23	2820	3	60	0
2021-10-22	2817	12	60	0
2021-10-21	2805	13	60	0
2021-10-20	2792	6	60	0
2021-10-19	2786	6	60	1
2021-10-18	2780	8	59	0
2021-10-17	2772	1	59	0
2021-10-16	2771	4	59	0
2021-10-15	2767	11	59	0
2021-10-14	2756	9	59	0
2021-10-13	2747	11	59	0
2021-10-12	2736	9	59	0
2021-10-11	2727	6	59	0
2021-10-10	2721	3	59	0
2021-10-09	2718	4	59	0
2021-10-08	2714	24	59	0
2021-10-07	2690	10	59	0
2021-10-06	2680	8	59	0
2021-10-05	2672	16	59	0
2021-10-04	2656	9	59	0
2021-10-03	2647	5	59	0
2021-10-02	2642	7	59	0
2021-10-01	2635	7	59	0
2021-09-30	2628	8	59	0
2021-09-29	2620	14	59	0
2021-09-28	2606	13	59	0
2021-09-27	2593	5	59	0
2021-09-26	2588	12	59	0
2021-09-25	2576	5	59	0
2021-09-24	2571	17	59	0
2021-09-23	2554	4	59	0
2021-09-22	2550	19	59	0
2021-09-21	2531	6	59	0
2021-09-20	2525	9	59	0
2021-09-19	2516	4	59	0
2021-09-18	2512	2	59	0
2021-09-17	2510	6	59	0
2021-09-16	2504	12	59	0
2021-09-15	2492	10	59	0
2021-09-14	2482	17	59	0
2021-09-13	2465	4	59	0
2021-09-12	2461	4	59	0
2021-09-11	2457	1	59	0
2021-09-10	2456	13	59	0
2021-09-09	2443	7	59	0
2021-09-08	2436	13	59	1
2021-09-07	2423	13	58	0
2021-09-06	2410	5	58	0
2021-09-05	2405	1	58	0
2021-09-04	2404	1	58	0
2021-09-03	2403	14	58	0
2021-09-02	2389	19	58	0
2021-09-01	2370	13	58	0
2021-08-31	2357	20	58	0
2021-08-30	2337	12	58	0
2021-08-29	2325	1	58	0
2021-08-28	2324	2	58	0
2021-08-27	2322	27	58	1
2021-08-26	2295	6	57	1
2021-08-25	2289	13	56	0
2021-08-24	2276	5	56	0
2021-08-23	2271	2	56	0
2021-08-22	2269	7	56	0
2021-08-20	2262	2	56	0
2021-08-18	2260	9	56	0
2021-08-17	2251	6	56	0
2021-08-16	2245	6	56	0
2021-08-15	2239	1	56	0
2021-08-14	2238	1	56	0
2021-08-13	2237	10	56	0
2021-08-12	2227	5	56	0
2021-08-11	2222	7	56	0
2021-08-10	2215	11	56	0
2021-08-09	2204	3	56	0
2021-08-08	2201	1	56	0
2021-08-07	2200	1	56	0
2021-08-06	2199	11	56	0
2021-08-05	2188	10	56	0
2021-08-04	2178	3	56	0
2021-08-03	2175	6	56	0
2021-07-31	2169	1	56	0
2021-07-30	2168	3	56	0
2021-07-28	2165	4	56	0
2021-07-27	2161	2	56	0
2021-07-26	2159	1	56	0
2021-07-25	2158	1	56	0
2021-07-24	2157	1	56	0
2021-07-23	2156	1	56	0
2021-07-21	2155	2	56	0
2021-07-16	2153	2	56	0
2021-07-12	2151	1	56	0
2021-07-08	2150	1	56	0
2021-07-07	2149	1	56	0
2021-07-05	2148	1	56	0
2021-06-30	2147	1	56	0
2021-06-24	2146	1	56	0
2021-06-23	2145	2	56	0
2021-06-22	2143	1	56	0
2021-06-17	2142	1	56	0
2021-06-16	2141	2	56	0
2021-06-15	2139	1	56	0
2021-06-14	2138	1	56	0
2021-06-12	2137	2	56	0
2021-06-11	2135	2	56	0
2021-06-10	2133	1	56	0
2021-06-09	2132	6	56	0
2021-06-08	2126	5	56	0
2021-06-05	2121	1	56	0
2021-06-04	2120	1	56	0
2021-06-03	2119	1	56	0
2021-06-02	2118	1	56	0
2021-06-01	2117	2	56	0
2021-05-31	2115	4	56	0
2021-05-29	2111	2	56	0
2021-05-28	2109	2	56	0
2021-05-26	2107	1	56	0
2021-05-25	2106	6	56	0
2021-05-24	2100	2	56	0
2021-05-23	2098	5	56	0
2021-05-22	2093	1	56	0
2021-05-21	2092	3	56	0
2021-05-20	2089	7	56	0
2021-05-19	2082	9	56	0
2021-05-18	2073	7	56	0
2021-05-16	2066	4	56	0
2021-05-15	2062	8	56	0
2021-05-14	2054	1	56	0
2021-05-13	2053	4	56	0
2021-05-12	2049	10	56	0
2021-05-11	2039	10	56	0
2021-05-10	2029	6	56	0
2021-05-09	2023	3	56	0
2021-05-08	2020	2	56	0
2021-05-07	2018	6	56	0
2021-05-06	2012	4	56	0
2021-05-05	2008	6	56	0
2021-05-04	2002	5	56	0
2021-05-03	1997	3	56	0
2021-05-02	1994	3	56	0
2021-05-01	1991	5	56	0
2021-04-30	1986	9	56	0
2021-04-29	1977	14	56	0
2021-04-28	1963	12	56	0
2021-04-27	1951	9	56	0
2021-04-26	1942	5	56	0
2021-04-25	1937	6	56	0
2021-04-24	1931	7	56	0
2021-04-23	1924	21	56	0
2021-04-22	1903	11	56	0
2021-04-21	1892	24	56	0
2021-04-20	1868	10	56	0
2021-04-19	1858	15	56	0
2021-04-18	1843	16	56	0
2021-04-17	1827	7	56	0
2021-04-16	1820	4	56	0
2021-04-15	1816	19	56	0
2021-04-14	1797	8	56	0
2021-04-13	1789	10	56	0
2021-04-12	1779	5	56	0
2021-04-11	1774	7	56	0
2021-04-10	1767	2	56	0
2021-04-09	1765	12	56	0
2021-04-08	1753	12	56	0
2021-04-07	1741	9	56	0
2021-04-06	1732	1	56	0
2021-04-05	1731	1	56	0
2021-04-04	1730	5	56	0
2021-04-03	1725	3	56	0
2021-04-02	1722	4	56	0
2021-04-01	1718	9	56	0
2021-03-31	1709	9	56	0
2021-03-30	1700	4	56	0
2021-03-29	1696	4	56	0
2021-03-28	1692	6	56	0
2021-03-27	1686	3	56	0
2021-03-26	1683	6	56	0
2021-03-25	1677	8	56	0
2021-03-24	1669	13	56	0
2021-03-23	1656	9	56	0
2021-03-22	1647	3	56	0
2021-03-21	1644	5	56	0
2021-03-20	1639	7	56	0
2021-03-19	1632	7	56	0
2021-03-18	1625	13	56	1
2021-03-17	1612	13	55	0
2021-03-16	1599	16	55	0
2021-03-15	1583	5	55	0
2021-03-14	1578	15	55	0
2021-03-13	1563	6	55	0
2021-03-12	1557	11	55	0
2021-03-11	1546	17	55	0
2021-03-10	1529	25	55	0
2021-03-09	1504	5	55	0
2021-03-08	1499	4	55	0
2021-03-07	1495	1	55	1
2021-03-06	1494	9	54	0
2021-03-05	1485	5	54	0
2021-03-04	1480	7	54	1
2021-03-03	1473	4	53	0
2021-03-02	1469	4	53	0
2021-03-01	1465	1	53	0
2021-02-27	1464	4	53	0
2021-02-26	1460	6	53	0
2021-02-25	1454	5	53	0
2021-02-24	1449	5	53	0
2021-02-23	1444	6	53	0
2021-02-21	1438	2	53	0
2021-02-20	1436	7	53	0
2021-02-19	1429	4	53	0
2021-02-18	1425	8	53	0
2021-02-17	1417	2	53	0
2021-02-16	1415	10	53	0
2021-02-15	1405	2	53	0
2021-02-14	1403	1	53	0
2021-02-13	1402	7	53	0
2021-02-12	1395	5	53	0
2021-02-11	1390	4	53	1
2021-02-10	1386	4	52	0
2021-02-09	1382	8	52	0
2021-02-08	1374	5	52	0
2021-02-07	1369	6	52	0
2021-02-05	1363	4	52	0
2021-02-04	1359	8	52	0
2021-02-03	1351	5	52	0
2021-02-02	1346	4	52	0
2021-02-01	1342	1	52	0
2021-01-31	1341	4	52	1
2021-01-30	1337	11	51	0
2021-01-29	1326	18	51	0
2021-01-28	1308	6	51	0
2021-01-27	1302	10	51	1
2021-01-26	1292	17	50	0
2021-01-25	1275	7	50	0
2021-01-24	1268	6	50	1
2021-01-23	1262	8	49	0
2021-01-22	1254	9	49	0
2021-01-21	1245	12	49	1
2021-01-20	1233	18	48	0
2021-01-19	1215	8	48	0
2021-01-18	1207	4	48	1
2021-01-17	1203	4	47	1
2021-01-16	1199	8	46	0
2021-01-15	1191	3	46	0
2021-01-14	1188	9	46	0
2021-01-13	1179	11	46	0
2021-01-12	1168	11	46	0
2021-01-11	1157	5	46	1
2021-01-10	1152	8	45	0
2021-01-09	1144	10	45	0
2021-01-08	1134	3	45	1
2021-01-07	1131	9	44	0
2021-01-06	1122	12	44	0
2021-01-05	1110	18	44	2
2021-01-04	1092	7	42	2
2021-01-03	1085	6	40	1
2021-01-02	1079	9	39	1
2021-01-01	1070	8	38	0
2020-12-31	1062	10	38	0
2020-12-30	1052	12	38	1
2020-12-29	1040	21	37	1
2020-12-28	1019	21	36	1
2020-12-27	998	12	35	1
2020-12-26	986	4	34	0
2020-12-25	982	13	34	0
2020-12-24	969	5	34	0
2020-12-23	964	39	34	4
2020-12-22	925	22	30	2
2020-12-21	903	26	28	2
2020-12-20	877	17	26	1
2020-12-19	860	14	25	1
2020-12-18	846	26	24	3
2020-12-17	820	19	21	1
2020-12-16	801	32	20	1
2020-12-15	769	9	19	0
2020-12-14	760	14	19	0
2020-12-13	746	10	19	0
2020-12-12	736	22	19	0
2020-12-11	714	23	19	1
2020-12-10	691	18	18	0
2020-12-09	673	14	18	0
2020-12-08	659	9	18	1
2020-12-07	650	23	17	0
2020-12-06	627	20	17	0
2020-12-05	607	6	17	0
2020-12-04	601	16	17	1
2020-12-03	585	25	16	0
2020-12-02	560	15	16	2
2020-12-01	545	20	14	1
2020-11-30	525	48	13	3
2020-11-29	477	4	10	0
2020-11-28	473	8	10	0
2020-11-27	465	5	10	0
2020-11-26	460	13	10	0
2020-11-25	447	14	10	0
2020-11-24	433	7	10	0
2020-11-23	426	11	10	0
2020-11-22	415	4	10	0
2020-11-21	411	19	10	1
2020-11-20	392	17	9	1
2020-11-19	375	8	8	2
2020-11-18	367	8	6	0
2020-11-17	359	9	6	1
2020-11-16	350	18	5	0
2020-11-15	332	2	5	0
2020-11-14	330	6	5	1
2020-11-13	324	17	4	1
2020-11-12	307	25	3	0
2020-11-11	282	23	3	0
2020-11-10	259	11	3	0
2020-11-09	248	4	3	0
2020-11-06	244	7	3	0
2020-11-05	237	18	3	0
2020-11-04	219	13	3	0
2020-11-03	206	15	3	0
2020-11-02	191	6	3	0
2020-10-31	185	4	3	0
2020-10-30	181	10	3	0
2020-10-29	171	10	3	0
2020-10-28	161	5	3	1
2020-10-27	156	7	2	0
2020-10-26	149	7	2	0
2020-10-24	142	5	2	0
2020-10-23	137	5	2	0
2020-10-22	132	4	2	0
2020-10-21	128	7	2	0
2020-10-20	121	1	2	0
2020-10-19	120	5	2	0
2020-10-17	115	1	2	0
2020-10-16	114	5	2	0
2020-10-15	109	3	2	0
2020-10-13	106	3	2	0
2020-10-12	103	1	2	0
2020-10-10	102	3	2	0
2020-10-09	99	2	2	0
2020-10-08	97	2	2	0
2020-10-07	95	2	2	0
2020-10-05	93	2	2	0
2020-10-03	91	4	2	0
2020-09-28	87	1	2	0
2020-09-26	86	3	2	0
2020-09-25	83	2	2	0
2020-09-18	81	1	2	0
2020-09-15	80	1	2	0
2020-09-12	79	3	2	0
2020-09-11	76	2	2	0
2020-09-10	74	3	2	0
2020-09-03	71	2	2	0
2020-09-02	69	1	2	0
2020-09-01	68	1	2	0
2020-08-29	67	2	2	0
2020-08-27	65	1	2	0
2020-08-26	64	1	2	0
2020-08-24	63	1	2	0
2020-08-21	62	1	2	0
2020-08-20	61	2	2	0
2020-08-19	59	1	2	0
2020-08-16	58	2	2	0
2020-08-15	56	1	2	0
2020-08-14	55	2	2	0
2020-08-13	53	1	2	0
2020-08-10	52	3	2	0
2020-07-31	49	2	2	0
2020-07-30	47	1	2	0
2020-06-17	46	3	2	0
2020-05-28	43	1	2	0
2020-05-20	42	1	2	0
2020-05-07	41	1	2	0
2020-04-27	40	2	2	0
2020-04-25	38	1	2	0
2020-04-22	37	1	2	0
2020-04-20	36	1	2	0
2020-04-18	35	3	2	0
2020-04-16	32	1	2	0
2020-04-14	31	1	2	0
2020-04-09	30	3	2	0
2020-04-04	27	1	2	1
2020-04-03	26	1	1	0
2020-04-02	25	1	1	0
2020-04-01	24	2	1	0
2020-03-31	22	3	1	0
2020-03-29	19	3	1	0
2020-03-27	16	3	1	1
2020-03-26	13	1	0	0
2020-03-23	12	1	0	0
2020-03-20	11	2	0	0
2020-03-19	9	1	0	0
2020-03-18	8	5	0	0
2020-03-17	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: 0:03:03.581962