Germany: LK Rhein-Hunsrück-Kreis (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 14:56:38 CEST

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

overview(country="Germany", subregion="LK Rhein-Hunsrück-Kreis", weeks=5);

overview(country="Germany", subregion="LK Rhein-Hunsrück-Kreis");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Rhein-Hunsrück-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rhein-Hunsrück-Kreis")
print(f'Population of country="Germany", subregion="LK Rhein-Hunsrück-Kreis": {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 Rhein-Hunsrück-Kreis": 103767 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	48694	11	174	0
2023-03-03	48683	5	174	0
2023-03-02	48678	13	174	0
2023-03-01	48665	37	174	0
2023-02-28	48628	48	174	0
2023-02-27	48580	94	174	0
2023-02-24	48486	65	174	0
2023-02-23	48421	63	174	0
2023-02-22	48358	84	174	0
2023-02-21	48274	67	174	0
2023-02-17	48207	28	174	0
2023-02-16	48179	34	174	0
2023-02-15	48145	33	174	0
2023-02-14	48112	35	174	1
2023-02-13	48077	48	173	0
2023-02-10	48029	29	173	0
2023-02-09	48000	33	173	0
2023-02-08	47967	29	173	0
2023-02-07	47938	34	173	0
2023-02-06	47904	37	173	0
2023-02-03	47867	18	173	0
2023-02-02	47849	12	173	0
2023-02-01	47837	21	173	0
2023-01-31	47816	19	173	0
2023-01-30	47797	30	173	0
2023-01-27	47767	11	173	0
2023-01-26	47756	13	173	0
2023-01-25	47743	10	173	0
2023-01-24	47733	18	173	0
2023-01-23	47715	28	173	0
2023-01-20	47687	8	173	0
2023-01-19	47679	16	173	0
2023-01-18	47663	15	173	0
2023-01-17	47648	14	173	0
2023-01-16	47634	29	173	0
2023-01-12	47605	15	173	0
2023-01-11	47590	10	173	0
2023-01-10	47580	20	173	1
2023-01-09	47560	25	172	0
2023-01-06	47535	22	172	2
2023-01-05	47513	20	170	1
2023-01-04	47493	24	169	0
2023-01-03	47469	37	169	0
2023-01-02	47432	43	169	1
2022-12-30	47389	23	168	0
2022-12-29	47366	37	168	1
2022-12-28	47329	45	167	0
2022-12-27	47284	91	167	1
2022-12-23	47193	28	166	0
2022-12-22	47165	37	166	0
2022-12-21	47128	37	166	0
2022-12-20	47091	38	166	0
2022-12-19	47053	76	166	0
2022-12-16	46977	26	166	0
2022-12-15	46951	25	166	0
2022-12-14	46926	52	166	1
2022-12-13	46874	47	165	0
2022-12-12	46827	57	165	0
2022-12-09	46770	25	165	0
2022-12-08	46745	33	165	0
2022-12-07	46712	35	165	1
2022-12-06	46677	37	164	0
2022-12-05	46640	41	164	1
2022-12-02	46599	15	163	0
2022-12-01	46584	23	163	0
2022-11-30	46561	26	163	0
2022-11-29	46535	29	163	0
2022-11-28	46506	57	163	1
2022-11-25	46449	31	162	0
2022-11-24	46418	32	162	0
2022-11-23	46386	23	162	1
2022-11-22	46363	41	161	0
2022-11-21	46322	70	161	2
2022-11-18	46252	30	159	2
2022-11-17	46222	27	157	0
2022-11-16	46195	44	157	0
2022-11-15	46151	57	157	0
2022-11-14	46094	86	157	0
2022-11-11	46008	45	157	0
2022-11-10	45963	49	157	0
2022-11-09	45914	55	157	0
2022-11-08	45859	62	157	0
2022-11-07	45797	100	157	2
2022-11-04	45697	35	155	0
2022-11-03	45662	68	155	0
2022-11-02	45594	88	155	0
2022-10-31	45506	96	155	0
2022-10-28	45410	66	155	0
2022-10-27	45344	74	155	0
2022-10-26	45270	99	155	2
2022-10-25	45171	154	153	2
2022-10-24	45017	205	151	1
2022-10-21	44812	88	150	0
2022-10-20	44724	149	150	0
2022-10-19	44575	167	150	0
2022-10-18	44408	274	150	1
2022-10-17	44134	347	149	0
2022-10-14	43787	149	149	0
2022-10-13	43638	187	149	1
2022-10-12	43451	306	148	1
2022-10-11	43145	310	147	0
2022-10-10	42835	339	147	0
2022-10-07	42496	204	147	0
2022-10-06	42292	257	147	1
2022-10-05	42035	421	146	0
2022-10-04	41614	454	146	0
2022-09-30	41160	128	146	0
2022-09-29	41032	173	146	0
2022-09-28	40859	200	146	0
2022-09-27	40659	249	146	1
2022-09-26	40410	297	145	0
2022-09-23	40113	98	145	0
2022-09-22	40015	113	145	0
2022-09-21	39902	122	145	1
2022-09-20	39780	149	144	0
2022-09-19	39631	217	144	0
2022-09-16	39414	64	144	0
2022-09-15	39350	57	144	0
2022-09-14	39293	63	144	0
2022-09-13	39230	109	144	0
2022-09-12	39121	101	144	0
2022-09-09	39020	78	144	0
2022-09-08	38942	70	144	0
2022-09-07	38872	71	144	0
2022-09-06	38801	76	144	1
2022-09-05	38725	106	143	0
2022-09-02	38619	40	143	0
2022-09-01	38579	56	143	0
2022-08-31	38523	51	143	0
2022-08-30	38472	71	143	0
2022-08-29	38401	82	143	0
2022-08-26	38319	30	143	0
2022-08-25	38289	46	143	0
2022-08-24	38243	48	143	0
2022-08-23	38195	67	143	0
2022-08-22	38128	81	143	0
2022-08-19	38047	49	143	0
2022-08-18	37998	52	143	0
2022-08-17	37946	59	143	0
2022-08-16	37887	81	143	0
2022-08-15	37806	131	143	0
2022-08-12	37675	45	143	0
2022-08-11	37630	101	143	0
2022-08-10	37529	86	143	0
2022-08-09	37443	97	143	1
2022-08-08	37346	156	142	0
2022-08-05	37190	62	142	0
2022-08-04	37128	49	142	0
2022-08-03	37079	78	142	0
2022-08-02	37001	116	142	0
2022-08-01	36885	176	142	0
2022-07-29	36709	85	142	0
2022-07-28	36624	114	142	0
2022-07-27	36510	106	142	0
2022-07-26	36404	200	142	1
2022-07-25	36204	229	141	0
2022-07-22	35975	116	141	0
2022-07-21	35859	146	141	0
2022-07-20	35713	138	141	0
2022-07-19	35575	197	141	0
2022-07-18	35378	245	141	0
2022-07-15	35133	129	141	0
2022-07-14	35004	165	141	0
2022-07-13	34839	161	141	0
2022-07-12	34678	196	141	0
2022-07-11	34482	242	141	0
2022-07-08	34240	91	141	0
2022-07-07	34149	115	141	0
2022-07-06	34034	125	141	0
2022-07-05	33909	184	141	2
2022-07-04	33725	214	139	1
2022-07-01	33511	95	138	0
2022-06-30	33416	114	138	0
2022-06-29	33302	151	138	0
2022-06-28	33151	152	138	0
2022-06-27	32999	261	138	0
2022-06-24	32738	91	138	0
2022-06-23	32647	110	138	0
2022-06-22	32537	158	138	0
2022-06-21	32379	172	138	0
2022-06-20	32207	336	138	1
2022-06-17	31871	141	137	0
2022-06-15	31730	159	137	0
2022-06-14	31571	132	137	0
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2022-06-01	30530	69	137	0
2022-05-31	30461	81	137	0
2022-05-30	30380	121	137	0
2022-05-27	30259	56	137	0
2022-05-25	30203	23	137	0
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2022-04-19	23398	301	133	0
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2022-01-20	8051	170	118	0
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2022-01-18	7746	149	118	1
2022-01-17	7597	45	117	0
2022-01-16	7552	38	117	0
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2022-01-13	7370	81	117	0
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2022-01-03	6873	33	117	0
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2021-12-31	6822	18	117	0
2021-12-30	6804	25	117	0
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2021-12-28	6753	15	117	0
2021-12-27	6738	8	117	0
2021-12-26	6730	7	117	0
2021-12-25	6723	1	117	0
2021-12-24	6722	14	117	0
2021-12-23	6708	24	117	0
2021-12-22	6684	37	117	0
2021-12-21	6647	32	117	0
2021-12-20	6615	20	117	0
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2021-12-17	6565	32	117	0
2021-12-16	6533	35	117	0
2021-12-15	6498	45	117	0
2021-12-14	6453	69	117	1
2021-12-13	6384	18	116	0
2021-12-12	6366	20	116	0
2021-12-11	6346	48	116	0
2021-12-10	6298	39	116	0
2021-12-09	6259	61	116	2
2021-12-08	6198	67	114	0
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2021-12-06	6053	26	114	0
2021-12-05	6027	4	114	0
2021-12-04	6023	23	114	2
2021-12-03	6000	74	112	1
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2021-08-31	3952	7	103	0
2021-08-30	3945	3	103	0
2021-08-29	3942	1	103	0
2021-08-28	3941	9	103	0
2021-08-27	3932	3	103	0
2021-08-26	3929	14	103	0
2021-08-25	3915	3	103	0
2021-08-24	3912	22	103	0
2021-08-23	3890	2	103	0
2021-08-22	3888	5	103	0
2021-08-21	3883	2	103	0
2021-08-20	3881	14	103	0
2021-08-19	3867	5	103	0
2021-08-18	3862	7	103	0
2021-08-17	3855	9	103	0
2021-08-16	3846	2	103	0
2021-08-14	3844	3	103	0
2021-08-13	3841	2	103	0
2021-08-12	3839	4	103	0
2021-08-11	3835	3	103	1
2021-08-10	3832	5	102	0
2021-08-08	3827	1	102	0
2021-08-07	3826	3	102	0
2021-08-06	3823	2	102	0
2021-08-05	3821	1	102	0
2021-08-04	3820	2	102	0
2021-08-03	3818	6	102	0
2021-08-02	3812	1	102	0
2021-08-01	3811	4	102	0
2021-07-31	3807	1	102	0
2021-07-30	3806	3	102	0
2021-07-29	3803	1	102	0
2021-07-28	3802	5	102	0
2021-07-27	3797	2	102	0
2021-07-26	3795	1	102	1
2021-07-25	3794	2	101	0
2021-07-24	3792	2	101	0
2021-07-23	3790	3	101	0
2021-07-22	3787	3	101	0
2021-07-21	3784	2	101	0
2021-07-20	3782	13	101	0
2021-07-19	3769	2	101	0
2021-07-17	3767	1	101	0
2021-07-16	3766	2	101	0
2021-07-15	3764	2	101	0
2021-07-14	3762	3	101	0
2021-07-13	3759	7	101	0
2021-07-11	3752	1	101	0
2021-07-10	3751	1	101	0
2021-07-07	3750	3	101	0
2021-06-28	3747	1	101	0
2021-06-27	3746	1	101	0
2021-06-24	3745	1	101	0
2021-06-23	3744	1	101	0
2021-06-20	3743	2	101	0
2021-06-19	3741	2	101	0
2021-06-18	3739	2	101	0
2021-06-17	3737	3	101	0
2021-06-16	3734	1	101	0
2021-06-15	3733	4	101	0
2021-06-14	3729	1	101	0
2021-06-13	3728	1	101	0
2021-06-12	3727	2	101	0
2021-06-11	3725	3	101	0
2021-06-10	3722	5	101	0
2021-06-08	3717	4	101	0
2021-06-07	3713	1	101	0
2021-06-05	3712	2	101	0
2021-06-04	3710	6	101	0
2021-06-02	3704	3	101	0
2021-06-01	3701	4	101	0
2021-05-31	3697	1	101	0
2021-05-30	3696	2	101	0
2021-05-29	3694	2	101	0
2021-05-28	3692	2	101	0
2021-05-27	3690	7	101	0
2021-05-26	3683	12	101	0
2021-05-24	3671	4	101	0
2021-05-23	3667	2	101	0
2021-05-22	3665	6	101	0
2021-05-21	3659	2	101	0
2021-05-20	3657	5	101	0
2021-05-19	3652	7	101	0
2021-05-18	3645	15	101	0
2021-05-17	3630	2	101	0
2021-05-16	3628	8	101	1
2021-05-15	3620	1	100	0
2021-05-14	3619	8	100	0
2021-05-13	3611	9	100	0
2021-05-12	3602	19	100	0
2021-05-11	3583	28	100	0
2021-05-10	3555	1	100	0
2021-05-08	3554	11	100	0
2021-05-07	3543	11	100	0
2021-05-06	3532	17	100	0
2021-05-05	3515	16	100	0
2021-05-04	3499	27	100	0
2021-05-03	3472	4	100	0
2021-05-02	3468	7	100	0
2021-05-01	3461	16	100	0
2021-04-30	3445	19	100	0
2021-04-29	3426	20	100	0
2021-04-28	3406	18	100	0
2021-04-27	3388	34	100	0
2021-04-26	3354	5	100	1
2021-04-25	3349	17	99	0
2021-04-24	3332	8	99	0
2021-04-23	3324	27	99	0
2021-04-22	3297	21	99	0
2021-04-21	3276	27	99	2
2021-04-20	3249	31	97	0
2021-04-19	3218	3	97	0
2021-04-18	3215	23	97	0
2021-04-17	3192	8	97	1
2021-04-16	3184	24	96	1
2021-04-15	3160	34	95	2
2021-04-14	3126	24	93	0
2021-04-13	3102	26	93	2
2021-04-12	3076	3	91	0
2021-04-11	3073	8	91	0
2021-04-10	3065	15	91	0
2021-04-09	3050	18	91	1
2021-04-08	3032	33	90	1
2021-04-07	2999	30	89	1
2021-04-06	2969	3	88	0
2021-04-05	2966	3	88	0
2021-04-04	2963	2	88	0
2021-04-03	2961	30	88	3
2021-04-02	2931	2	85	0
2021-04-01	2929	19	85	0
2021-03-31	2910	27	85	0
2021-03-30	2883	32	85	1
2021-03-29	2851	9	84	0
2021-03-28	2842	15	84	1
2021-03-27	2827	12	83	0
2021-03-26	2815	12	83	1
2021-03-25	2803	13	82	0
2021-03-24	2790	27	82	0
2021-03-23	2763	21	82	1
2021-03-22	2742	1	81	0
2021-03-21	2741	4	81	0
2021-03-20	2737	7	81	0
2021-03-19	2730	16	81	0
2021-03-18	2714	16	81	0
2021-03-17	2698	16	81	0
2021-03-16	2682	10	81	0
2021-03-15	2672	2	81	0
2021-03-14	2670	7	81	0
2021-03-13	2663	5	81	0
2021-03-12	2658	12	81	0
2021-03-11	2646	9	81	0
2021-03-10	2637	12	81	0
2021-03-09	2625	13	81	0
2021-03-08	2612	1	81	0
2021-03-07	2611	1	81	0
2021-03-06	2610	2	81	0
2021-03-05	2608	6	81	0
2021-03-04	2602	6	81	0
2021-03-03	2596	10	81	0
2021-03-02	2586	14	81	0
2021-03-01	2572	3	81	0
2021-02-28	2569	1	81	0
2021-02-27	2568	17	81	0
2021-02-26	2551	16	81	0
2021-02-25	2535	14	81	0
2021-02-24	2521	20	81	0
2021-02-23	2501	26	81	0
2021-02-22	2475	3	81	0
2021-02-21	2472	17	81	0
2021-02-20	2455	8	81	0
2021-02-19	2447	16	81	1
2021-02-18	2431	15	80	0
2021-02-17	2416	18	80	1
2021-02-16	2398	16	79	1
2021-02-15	2382	1	78	0
2021-02-14	2381	8	78	0
2021-02-13	2373	9	78	1
2021-02-12	2364	23	77	0
2021-02-11	2341	16	77	3
2021-02-10	2325	19	74	1
2021-02-09	2306	20	73	1
2021-02-08	2286	5	72	2
2021-02-07	2281	4	70	0
2021-02-06	2277	19	70	1
2021-02-05	2258	5	69	0
2021-02-04	2253	37	69	2
2021-02-03	2216	19	67	1
2021-02-02	2197	22	66	1
2021-02-01	2175	4	65	1
2021-01-31	2171	4	64	0
2021-01-30	2167	20	64	2
2021-01-29	2147	36	62	1
2021-01-28	2111	19	61	0
2021-01-27	2092	13	61	0
2021-01-26	2079	35	61	2
2021-01-25	2044	18	59	1
2021-01-24	2026	2	58	0
2021-01-23	2024	1	58	0
2021-01-22	2023	25	58	2
2021-01-21	1998	30	56	1
2021-01-20	1968	25	55	0
2021-01-19	1943	21	55	0
2021-01-18	1922	2	55	1
2021-01-17	1920	27	54	1
2021-01-16	1893	15	53	1
2021-01-15	1878	31	52	2
2021-01-14	1847	51	50	5
2021-01-13	1796	20	45	1
2021-01-12	1776	21	44	0
2021-01-11	1755	9	44	0
2021-01-10	1746	8	44	1
2021-01-09	1738	22	43	0
2021-01-08	1716	37	43	2
2021-01-07	1679	35	41	2
2021-01-06	1644	29	39	1
2021-01-05	1615	27	38	1
2021-01-04	1588	16	37	1
2021-01-03	1572	20	36	0
2021-01-02	1552	15	36	0
2021-01-01	1537	15	36	1
2020-12-31	1522	25	35	1
2020-12-30	1497	11	34	0
2020-12-29	1486	26	34	4
2020-12-28	1460	14	30	1
2020-12-25	1446	30	29	1
2020-12-24	1416	39	28	1
2020-12-23	1377	15	27	0
2020-12-22	1362	20	27	2
2020-12-21	1342	36	25	4
2020-12-20	1306	31	21	1
2020-12-19	1275	15	20	0
2020-12-18	1260	25	20	2
2020-12-17	1235	37	18	1
2020-12-16	1198	9	17	0
2020-12-15	1189	20	17	0
2020-12-14	1169	38	17	2
2020-12-11	1131	25	15	0
2020-12-10	1106	31	15	1
2020-12-09	1075	31	14	2
2020-12-08	1044	24	12	0
2020-12-07	1020	11	12	0
2020-12-06	1009	6	12	0
2020-12-05	1003	14	12	0
2020-12-04	989	29	12	0
2020-12-03	960	19	12	0
2020-12-02	941	16	12	0
2020-12-01	925	23	12	0
2020-11-30	902	3	12	0
2020-11-29	899	17	12	0
2020-11-28	882	18	12	0
2020-11-27	864	12	12	0
2020-11-26	852	31	12	1
2020-11-25	821	19	11	0
2020-11-24	802	15	11	0
2020-11-23	787	2	11	0
2020-11-22	785	12	11	0
2020-11-21	773	7	11	1
2020-11-20	766	21	10	0
2020-11-19	745	20	10	0
2020-11-18	725	17	10	0
2020-11-17	708	24	10	0
2020-11-16	684	2	10	0
2020-11-15	682	9	10	1
2020-11-13	673	22	9	0
2020-11-12	651	21	9	0
2020-11-11	630	16	9	0
2020-11-10	614	10	9	0
2020-11-09	604	22	9	1
2020-11-08	582	19	8	0
2020-11-07	563	11	8	0
2020-11-06	552	46	8	0
2020-11-05	506	7	8	0
2020-11-04	499	15	8	0
2020-11-03	484	24	8	0
2020-11-02	460	49	8	2
2020-10-30	411	25	6	0
2020-10-29	386	12	6	1
2020-10-28	374	17	5	0
2020-10-27	357	12	5	0
2020-10-26	345	5	5	0
2020-10-25	340	12	5	0
2020-10-24	328	15	5	0
2020-10-23	313	16	5	0
2020-10-22	297	12	5	0
2020-10-21	285	9	5	0
2020-10-20	276	7	5	0
2020-10-19	269	5	5	0
2020-10-18	264	2	5	0
2020-10-17	262	8	5	0
2020-10-16	254	1	5	0
2020-10-15	253	8	5	0
2020-10-14	245	8	5	0
2020-10-11	237	2	5	0
2020-10-09	235	4	5	0
2020-10-08	231	2	5	0
2020-10-07	229	1	5	0
2020-10-06	228	2	5	0
2020-10-01	226	1	5	0
2020-09-29	225	1	5	0
2020-09-26	224	2	5	0
2020-09-24	222	1	5	0
2020-09-23	221	1	5	0
2020-09-22	220	1	5	0
2020-09-17	219	5	5	0
2020-09-16	214	1	5	0
2020-09-15	213	2	5	0
2020-09-14	211	2	5	0
2020-09-10	209	1	5	0
2020-09-09	208	1	5	0
2020-09-07	207	1	5	0
2020-09-05	206	3	5	0
2020-09-02	203	1	5	0
2020-08-29	202	2	5	0
2020-08-26	200	1	5	0
2020-08-25	199	6	5	0
2020-08-23	193	3	5	0
2020-08-21	190	1	5	0
2020-08-20	189	4	5	0
2020-08-19	185	1	5	0
2020-08-17	184	3	5	0
2020-08-16	181	1	5	0
2020-08-14	180	2	5	0
2020-08-12	178	2	5	0
2020-08-11	176	1	5	0
2020-08-10	175	1	5	0
2020-08-08	174	3	5	0
2020-08-05	171	2	5	0
2020-08-04	169	1	5	0
2020-07-15	168	1	5	0
2020-07-09	167	1	5	0
2020-06-03	166	4	5	0
2020-05-29	162	1	5	0
2020-05-05	161	1	5	0
2020-04-29	160	1	5	0
2020-04-23	159	1	5	1
2020-04-22	158	3	4	1
2020-04-20	155	1	3	0
2020-04-19	154	2	3	0
2020-04-17	152	3	3	0
2020-04-16	149	1	3	0
2020-04-15	148	6	3	1
2020-04-14	142	4	2	0
2020-04-13	138	1	2	0
2020-04-12	137	1	2	1
2020-04-11	136	1	1	0
2020-04-10	135	2	1	0
2020-04-09	133	3	1	1
2020-04-08	130	1	0	0
2020-04-07	129	3	0	0
2020-04-06	126	1	0	0
2020-04-04	125	5	0	0
2020-04-03	120	5	0	0
2020-04-02	115	4	0	0
2020-04-01	111	4	0	0
2020-03-31	107	2	0	0
2020-03-30	105	3	0	0
2020-03-29	102	2	0	0
2020-03-28	100	11	0	0
2020-03-27	89	10	0	0
2020-03-26	79	6	0	0
2020-03-25	73	7	0	0
2020-03-24	66	9	0	0
2020-03-23	57	6	0	0
2020-03-22	51	1	0	0
2020-03-21	50	2	0	0
2020-03-20	48	9	0	0
2020-03-19	39	2	0	0
2020-03-18	37	5	0	0
2020-03-17	32	7	0	0
2020-03-16	25	3	0	0
2020-03-15	22	7	0	0
2020-03-14	15	8	0	0
2020-03-13	7	1	0	0
2020-03-12	6	3	0	0
2020-03-11	3	1	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}")