Germany: SK Aschaffenburg (Bayern)

• 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 11:36:43 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Aschaffenburg")
print(f'Population of country="Germany", subregion="SK Aschaffenburg": {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 Aschaffenburg": 71381 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	35098	13	218	0
2023-03-03	35085	10	218	0
2023-03-02	35075	15	218	0
2023-03-01	35060	25	218	0
2023-02-28	35035	33	218	0
2023-02-27	35002	21	218	0
2023-02-24	34981	20	218	0
2023-02-23	34961	9	218	0
2023-02-22	34952	11	218	0
2023-02-21	34941	13	218	0
2023-02-20	34928	22	218	1
2023-02-17	34906	18	217	0
2023-02-16	34888	21	217	0
2023-02-15	34867	22	217	0
2023-02-14	34845	25	217	0
2023-02-13	34820	22	217	0
2023-02-10	34798	12	217	0
2023-02-09	34786	14	217	1
2023-02-08	34772	21	216	0
2023-02-07	34751	19	216	1
2023-02-06	34732	40	215	0
2023-02-03	34692	16	215	0
2023-02-02	34676	19	215	0
2023-02-01	34657	28	215	0
2023-01-31	34629	13	215	1
2023-01-30	34616	21	214	0
2023-01-27	34595	13	214	0
2023-01-26	34582	11	214	0
2023-01-25	34571	15	214	0
2023-01-24	34556	10	214	0
2023-01-23	34546	7	214	0
2023-01-20	34539	7	214	0
2023-01-19	34532	7	214	1
2023-01-18	34525	11	213	0
2023-01-17	34514	8	213	0
2023-01-16	34506	11	213	0
2023-01-13	34495	9	213	0
2023-01-12	34486	12	213	0
2023-01-11	34474	15	213	0
2023-01-10	34459	9	213	0
2023-01-09	34450	38	213	0
2023-01-05	34412	16	213	0
2023-01-04	34396	32	213	0
2023-01-03	34364	28	213	0
2023-01-02	34336	26	213	1
2022-12-30	34310	19	212	0
2022-12-29	34291	44	212	1
2022-12-28	34247	26	211	3
2022-12-27	34221	57	208	0
2022-12-23	34164	33	208	1
2022-12-22	34131	29	207	0
2022-12-21	34102	41	207	1
2022-12-20	34061	26	206	0
2022-12-19	34035	36	206	1
2022-12-18	33999	1	205	0
2022-12-16	33998	18	205	0
2022-12-15	33980	26	205	0
2022-12-14	33954	41	205	1
2022-12-13	33913	15	204	0
2022-12-12	33898	52	204	0
2022-12-09	33846	18	204	0
2022-12-08	33828	23	204	1
2022-12-07	33805	38	203	0
2022-12-06	33767	22	203	0
2022-12-05	33745	39	203	1
2022-12-02	33706	11	202	0
2022-12-01	33695	19	202	0
2022-11-30	33676	32	202	0
2022-11-29	33644	22	202	0
2022-11-28	33622	27	202	0
2022-11-25	33595	9	202	0
2022-11-24	33586	34	202	1
2022-11-23	33552	18	201	0
2022-11-22	33534	12	201	0
2022-11-21	33522	20	201	0
2022-11-18	33502	7	201	0
2022-11-17	33495	25	201	0
2022-11-16	33470	15	201	0
2022-11-15	33455	22	201	0
2022-11-14	33433	34	201	1
2022-11-11	33399	35	200	0
2022-11-10	33364	37	200	0
2022-11-09	33327	57	200	0
2022-11-08	33270	30	200	0
2022-11-07	33240	55	200	0
2022-11-05	33185	1	200	0
2022-11-04	33184	32	200	0
2022-11-03	33152	27	200	0
2022-11-02	33125	72	200	0
2022-10-31	33053	61	200	0
2022-10-29	32992	1	200	0
2022-10-28	32991	52	200	0
2022-10-27	32939	46	200	1
2022-10-26	32893	90	199	0
2022-10-25	32803	78	199	0
2022-10-24	32725	112	199	0
2022-10-21	32613	45	199	0
2022-10-20	32568	95	199	1
2022-10-19	32473	112	198	0
2022-10-18	32361	54	198	1
2022-10-17	32307	140	197	0
2022-10-15	32167	1	197	0
2022-10-14	32166	71	197	0
2022-10-13	32095	87	197	0
2022-10-12	32008	184	197	0
2022-10-11	31824	110	197	0
2022-10-10	31714	223	197	0
2022-10-07	31491	96	197	0
2022-10-06	31395	222	197	0
2022-10-05	31173	63	197	2
2022-10-04	31110	218	195	1
2022-10-02	30892	1	194	0
2022-10-01	30891	4	194	0
2022-09-30	30887	73	194	0
2022-09-29	30814	85	194	0
2022-09-28	30729	142	194	1
2022-09-27	30587	69	193	0
2022-09-26	30518	82	193	0
2022-09-23	30436	50	193	0
2022-09-22	30386	57	193	1
2022-09-21	30329	87	192	0
2022-09-20	30242	45	192	0
2022-09-19	30197	71	192	0
2022-09-16	30126	13	192	0
2022-09-15	30113	39	192	0
2022-09-14	30074	70	192	0
2022-09-13	30004	47	192	0
2022-09-12	29957	64	192	0
2022-09-10	29893	1	192	0
2022-09-09	29892	21	192	0
2022-09-08	29871	35	192	1
2022-09-07	29836	47	191	0
2022-09-06	29789	12	191	1
2022-09-05	29777	34	190	0
2022-09-04	29743	1	190	0
2022-09-02	29742	13	190	0
2022-09-01	29729	23	190	0
2022-08-31	29706	44	190	0
2022-08-30	29662	29	190	0
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2022-08-26	29579	14	190	0
2022-08-25	29565	36	190	0
2022-08-24	29529	39	190	0
2022-08-23	29490	43	190	0
2022-08-22	29447	58	190	0
2022-08-19	29389	31	190	0
2022-08-18	29358	83	190	0
2022-08-17	29275	32	190	0
2022-08-16	29243	83	190	0
2022-08-15	29160	1	190	0
2022-08-14	29159	1	190	0
2022-08-12	29158	26	190	0
2022-08-11	29132	36	190	0
2022-08-10	29096	73	190	0
2022-08-09	29023	57	190	1
2022-08-08	28966	109	189	0
2022-08-07	28857	2	189	0
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2022-08-04	28798	38	189	0
2022-08-03	28760	134	189	0
2022-08-02	28626	78	189	0
2022-08-01	28548	108	189	0
2022-07-30	28440	2	189	0
2022-07-29	28438	63	189	0
2022-07-28	28375	94	189	0
2022-07-27	28281	145	189	0
2022-07-26	28136	84	189	0
2022-07-25	28052	193	189	0
2022-07-23	27859	3	189	0
2022-07-22	27856	62	189	1
2022-07-21	27794	99	188	0
2022-07-20	27695	160	188	0
2022-07-19	27535	98	188	0
2022-07-18	27437	220	188	0
2022-07-16	27217	3	188	0
2022-07-15	27214	108	188	0
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2022-07-13	26949	175	188	1
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2021-09-23	4004	11	129	0
2021-09-22	3993	18	129	0
2021-09-21	3975	13	129	0
2021-09-20	3962	5	129	0
2021-09-19	3957	6	129	0
2021-09-18	3951	11	129	0
2021-09-17	3940	10	129	0
2021-09-16	3930	14	129	0
2021-09-15	3916	34	129	0
2021-09-14	3882	12	129	0
2021-09-13	3870	5	129	1
2021-09-12	3865	9	128	1
2021-09-11	3856	16	127	0
2021-09-10	3840	20	127	0
2021-09-09	3820	16	127	0
2021-09-08	3804	17	127	0
2021-09-07	3787	17	127	0
2021-09-06	3770	4	127	0
2021-09-04	3766	13	127	0
2021-09-03	3753	3	127	0
2021-09-02	3750	10	127	0
2021-09-01	3740	20	127	0
2021-08-31	3720	4	127	0
2021-08-30	3716	11	127	0
2021-08-29	3705	4	127	0
2021-08-28	3701	10	127	0
2021-08-27	3691	1	127	0
2021-08-26	3690	5	127	0
2021-08-25	3685	11	127	0
2021-08-24	3674	7	127	0
2021-08-23	3667	2	127	0
2021-08-22	3665	5	127	0
2021-08-21	3660	7	127	0
2021-08-20	3653	9	127	0
2021-08-19	3644	4	127	0
2021-08-18	3640	10	127	0
2021-08-17	3630	5	127	0
2021-08-16	3625	5	127	0
2021-08-14	3620	6	127	0
2021-08-13	3614	4	127	0
2021-08-12	3610	5	127	0
2021-08-11	3605	5	127	0
2021-08-10	3600	4	127	0
2021-08-09	3596	1	127	0
2021-08-07	3595	15	127	0
2021-08-06	3580	6	127	0
2021-08-05	3574	5	127	0
2021-08-04	3569	7	127	1
2021-08-03	3562	2	126	0
2021-08-02	3560	3	126	0
2021-08-01	3557	2	126	0
2021-07-31	3555	5	126	0
2021-07-30	3550	2	126	0
2021-07-29	3548	9	126	0
2021-07-28	3539	5	126	0
2021-07-27	3534	6	126	0
2021-07-25	3528	1	126	0
2021-07-24	3527	2	126	0
2021-07-22	3525	2	126	0
2021-07-21	3523	2	126	0
2021-07-20	3521	1	126	0
2021-07-18	3520	1	126	0
2021-07-17	3519	2	126	0
2021-07-16	3517	2	126	0
2021-07-15	3515	1	126	0
2021-07-14	3514	2	126	0
2021-07-13	3512	1	126	0
2021-07-08	3511	4	126	0
2021-07-07	3507	1	126	0
2021-07-06	3506	1	126	0
2021-07-04	3505	3	126	0
2021-07-03	3502	1	126	0
2021-07-02	3501	1	126	0
2021-07-01	3500	3	126	0
2021-06-30	3497	2	126	0
2021-06-29	3495	1	126	0
2021-06-28	3494	1	126	0
2021-06-25	3493	1	126	0
2021-06-24	3492	1	126	0
2021-06-23	3491	1	126	0
2021-06-22	3490	4	126	0
2021-06-19	3486	4	126	0
2021-06-18	3482	1	126	0
2021-06-15	3481	2	126	0
2021-06-14	3479	2	126	0
2021-06-13	3477	4	126	0
2021-06-12	3473	2	126	0
2021-06-11	3471	3	126	0
2021-06-09	3468	3	126	0
2021-06-08	3465	2	126	0
2021-06-03	3463	8	126	0
2021-06-02	3455	14	126	0
2021-06-01	3441	3	126	0
2021-05-30	3438	9	126	0
2021-05-29	3429	3	126	0
2021-05-28	3426	3	126	0
2021-05-27	3423	5	126	0
2021-05-26	3418	3	126	0
2021-05-25	3415	6	126	0
2021-05-23	3409	3	126	0
2021-05-22	3406	5	126	0
2021-05-21	3401	2	126	0
2021-05-20	3399	8	126	0
2021-05-19	3391	9	126	0
2021-05-18	3382	7	126	0
2021-05-17	3375	4	126	0
2021-05-16	3371	1	126	0
2021-05-15	3370	11	126	1
2021-05-14	3359	7	125	0
2021-05-13	3352	6	125	0
2021-05-12	3346	19	125	2
2021-05-11	3327	13	123	0
2021-05-10	3314	6	123	1
2021-05-08	3308	12	122	0
2021-05-07	3296	12	122	0
2021-05-06	3284	11	122	0
2021-05-05	3273	16	122	0
2021-05-04	3257	26	122	1
2021-05-03	3231	8	121	1
2021-05-02	3223	1	120	0
2021-05-01	3222	9	120	0
2021-04-30	3213	23	120	1
2021-04-29	3190	45	119	1
2021-04-28	3145	23	118	0
2021-04-27	3122	37	118	0
2021-04-26	3085	13	118	0
2021-04-25	3072	1	118	0
2021-04-24	3071	17	118	0
2021-04-23	3054	23	118	0
2021-04-22	3031	21	118	0
2021-04-21	3010	23	118	1
2021-04-20	2987	38	117	0
2021-04-19	2949	27	117	1
2021-04-18	2922	8	116	0
2021-04-17	2914	15	116	0
2021-04-16	2899	12	116	0
2021-04-15	2887	22	116	0
2021-04-14	2865	22	116	0
2021-04-13	2843	31	116	0
2021-04-12	2812	19	116	0
2021-04-11	2793	6	116	0
2021-04-10	2787	17	116	0
2021-04-09	2770	19	116	0
2021-04-08	2751	23	116	2
2021-04-07	2728	22	114	1
2021-04-06	2706	8	113	0
2021-04-05	2698	2	113	0
2021-04-04	2696	3	113	0
2021-04-03	2693	13	113	1
2021-04-02	2680	1	112	0
2021-04-01	2679	7	112	0
2021-03-31	2672	20	112	0
2021-03-30	2652	19	112	1
2021-03-29	2633	9	111	0
2021-03-28	2624	1	111	0
2021-03-27	2623	12	111	0
2021-03-26	2611	9	111	0
2021-03-25	2602	10	111	0
2021-03-24	2592	9	111	1
2021-03-23	2583	5	110	0
2021-03-22	2578	5	110	0
2021-03-21	2573	1	110	0
2021-03-20	2572	4	110	0
2021-03-19	2568	13	110	0
2021-03-18	2555	14	110	1
2021-03-17	2541	15	109	0
2021-03-16	2526	10	109	0
2021-03-15	2516	8	109	0
2021-03-14	2508	1	109	0
2021-03-13	2507	10	109	0
2021-03-12	2497	9	109	2
2021-03-11	2488	13	107	0
2021-03-10	2475	20	107	0
2021-03-09	2455	23	107	0
2021-03-08	2432	5	107	0
2021-03-07	2427	2	107	0
2021-03-06	2425	12	107	0
2021-03-05	2413	12	107	0
2021-03-04	2401	13	107	0
2021-03-03	2388	6	107	0
2021-03-02	2382	21	107	1
2021-03-01	2361	9	106	0
2021-02-28	2352	1	106	0
2021-02-27	2351	9	106	0
2021-02-26	2342	11	106	0
2021-02-25	2331	19	106	0
2021-02-24	2312	6	106	0
2021-02-23	2306	16	106	0
2021-02-22	2290	3	106	0
2021-02-21	2287	2	106	0
2021-02-20	2285	6	106	0
2021-02-19	2279	6	106	0
2021-02-18	2273	8	106	0
2021-02-17	2265	4	106	0
2021-02-16	2261	9	106	0
2021-02-15	2252	2	106	0
2021-02-14	2250	2	106	1
2021-02-13	2248	7	105	1
2021-02-12	2241	7	104	1
2021-02-11	2234	11	103	1
2021-02-10	2223	6	102	0
2021-02-09	2217	3	102	0
2021-02-08	2214	8	102	0
2021-02-07	2206	1	102	0
2021-02-06	2205	8	102	0
2021-02-05	2197	15	102	0
2021-02-04	2182	22	102	2
2021-02-03	2160	13	100	0
2021-02-02	2147	13	100	1
2021-02-01	2134	7	99	1
2021-01-31	2127	1	98	0
2021-01-30	2126	16	98	0
2021-01-29	2110	16	98	1
2021-01-28	2094	22	97	0
2021-01-27	2072	14	97	1
2021-01-26	2058	46	96	6
2021-01-25	2012	5	90	0
2021-01-23	2007	19	90	0
2021-01-22	1988	18	90	2
2021-01-21	1970	23	88	0
2021-01-20	1947	18	88	1
2021-01-19	1929	47	87	5
2021-01-18	1882	4	82	0
2021-01-17	1878	10	82	0
2021-01-16	1868	4	82	1
2021-01-15	1864	21	81	0
2021-01-14	1843	22	81	0
2021-01-13	1821	18	81	0
2021-01-12	1803	17	81	1
2021-01-11	1786	10	80	1
2021-01-10	1776	1	79	0
2021-01-09	1775	29	79	1
2021-01-08	1746	37	78	4
2021-01-07	1709	11	74	0
2021-01-06	1698	15	74	0
2021-01-05	1683	24	74	1
2021-01-04	1659	8	73	1
2021-01-03	1651	9	72	1
2021-01-02	1642	9	71	3
2021-01-01	1633	8	68	1
2020-12-31	1625	16	67	4
2020-12-30	1609	49	63	5
2020-12-29	1560	32	58	2
2020-12-28	1528	7	56	0
2020-12-27	1521	3	56	0
2020-12-26	1518	28	56	1
2020-12-25	1490	14	55	1
2020-12-24	1476	48	54	7
2020-12-23	1428	29	47	4
2020-12-22	1399	36	43	1
2020-12-21	1363	16	42	2
2020-12-20	1347	14	40	0
2020-12-19	1333	27	40	1
2020-12-18	1306	29	39	1
2020-12-17	1277	49	38	3
2020-12-16	1228	77	35	5
2020-12-15	1151	28	30	0
2020-12-14	1123	13	30	2
2020-12-13	1110	7	28	0
2020-12-12	1103	10	28	1
2020-12-11	1093	38	27	6
2020-12-10	1055	46	21	7
2020-12-09	1009	23	14	1
2020-12-08	986	23	13	3
2020-12-07	963	4	10	0
2020-12-06	959	2	10	0
2020-12-05	957	21	10	0
2020-12-04	936	20	10	0
2020-12-03	916	24	10	0
2020-12-02	892	33	10	1
2020-12-01	859	30	9	0
2020-11-30	829	9	9	0
2020-11-28	820	10	9	0
2020-11-27	810	32	9	1
2020-11-26	778	11	8	1
2020-11-25	767	15	7	0
2020-11-24	752	18	7	0
2020-11-23	734	8	7	0
2020-11-22	726	3	7	0
2020-11-21	723	12	7	1
2020-11-20	711	15	6	0
2020-11-19	696	30	6	0
2020-11-18	666	13	6	0
2020-11-17	653	21	6	0
2020-11-16	632	3	6	0
2020-11-15	629	3	6	0
2020-11-14	626	12	6	0
2020-11-13	614	32	6	0
2020-11-12	582	20	6	0
2020-11-11	562	17	6	0
2020-11-10	545	14	6	0
2020-11-09	531	12	6	0
2020-11-08	519	2	6	0
2020-11-07	517	9	6	0
2020-11-06	508	29	6	0
2020-11-05	479	15	6	0
2020-11-04	464	19	6	1
2020-11-03	445	18	5	1
2020-11-02	427	11	4	0
2020-11-01	416	3	4	0
2020-10-31	413	20	4	0
2020-10-30	393	13	4	0
2020-10-29	380	29	4	0
2020-10-28	351	10	4	0
2020-10-27	341	18	4	0
2020-10-26	323	11	4	0
2020-10-24	312	13	4	0
2020-10-23	299	13	4	0
2020-10-22	286	13	4	1
2020-10-21	273	10	3	0
2020-10-20	263	8	3	0
2020-10-19	255	2	3	0
2020-10-17	253	7	3	0
2020-10-16	246	5	3	0
2020-10-15	241	2	3	0
2020-10-14	239	2	3	0
2020-10-13	237	2	3	0
2020-10-12	235	1	3	0
2020-10-10	234	3	3	0
2020-10-09	231	2	3	0
2020-10-08	229	3	3	0
2020-10-07	226	2	3	0
2020-10-06	224	6	3	0
2020-10-04	218	1	3	0
2020-10-02	217	1	3	0
2020-10-01	216	3	3	0
2020-09-30	213	2	3	0
2020-09-29	211	3	3	0
2020-09-28	208	1	3	0
2020-09-26	207	4	3	0
2020-09-25	203	1	3	0
2020-09-23	202	3	3	0
2020-09-22	199	2	3	0
2020-09-21	197	2	3	0
2020-09-20	195	1	3	0
2020-09-18	194	2	3	0
2020-09-17	192	1	3	0
2020-09-16	191	1	3	0
2020-09-14	190	1	3	0
2020-09-12	189	2	3	0
2020-09-11	187	3	3	0
2020-09-10	184	1	3	0
2020-09-09	183	2	3	0
2020-09-07	181	1	3	0
2020-09-03	180	2	3	0
2020-09-01	178	3	3	0
2020-08-29	175	2	3	0
2020-08-28	173	1	3	0
2020-08-27	172	1	3	0
2020-08-25	171	1	3	0
2020-08-24	170	2	3	0
2020-08-19	168	1	3	0
2020-08-18	167	2	3	0
2020-08-16	165	1	3	0
2020-08-15	164	1	3	0
2020-08-13	163	1	3	0
2020-08-11	162	2	3	0
2020-08-10	160	1	3	0
2020-08-06	159	2	3	0
2020-07-30	157	1	3	0
2020-07-28	156	1	3	0
2020-07-23	155	2	3	0
2020-07-17	153	1	3	0
2020-07-14	152	1	3	0
2020-07-13	151	1	3	0
2020-07-08	150	2	3	0
2020-07-07	148	2	3	0
2020-07-06	146	2	3	0
2020-07-03	144	3	3	0
2020-06-03	141	1	3	0
2020-05-20	140	1	3	0
2020-05-19	139	1	3	0
2020-05-11	138	1	3	0
2020-05-07	137	2	3	0
2020-05-01	135	1	3	1
2020-04-30	134	1	2	0
2020-04-29	133	1	2	0
2020-04-28	132	1	2	0
2020-04-26	131	1	2	0
2020-04-25	130	3	2	0
2020-04-24	127	3	2	0
2020-04-23	124	3	2	0
2020-04-22	121	3	2	0
2020-04-20	118	1	2	0
2020-04-19	117	1	2	0
2020-04-17	116	4	2	0
2020-04-16	112	2	2	0
2020-04-15	110	1	2	0
2020-04-14	109	3	2	0
2020-04-13	106	1	2	0
2020-04-12	105	1	2	0
2020-04-11	104	2	2	0
2020-04-10	102	5	2	1
2020-04-09	97	2	1	0
2020-04-08	95	2	1	0
2020-04-07	93	2	1	0
2020-04-06	91	7	1	0
2020-04-05	84	1	1	0
2020-04-04	83	6	1	0
2020-04-03	77	7	1	0
2020-04-02	70	4	1	0
2020-04-01	66	1	1	1
2020-03-31	65	9	0	0
2020-03-30	56	8	0	0
2020-03-29	48	1	0	0
2020-03-28	47	1	0	0
2020-03-27	46	5	0	0
2020-03-26	41	7	0	0
2020-03-25	34	3	0	0
2020-03-24	31	2	0	0
2020-03-22	29	2	0	0
2020-03-21	27	2	0	0
2020-03-20	25	2	0	0
2020-03-19	23	3	0	0
2020-03-18	20	1	0	0
2020-03-16	19	1	0	0
2020-03-15	18	1	0	0
2020-03-14	17	1	0	0
2020-03-13	16	12	0	0
2020-03-11	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: 0:02:45.717759