Germany: LK Olpe (Nordrhein-Westfalen)

• 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 14:17:35 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Olpe")
print(f'Population of country="Germany", subregion="LK Olpe": {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 Olpe": 133120 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	48074	20	231	0
2023-03-03	48054	10	231	0
2023-03-02	48044	15	231	0
2023-03-01	48029	22	231	0
2023-02-28	48007	91	231	0
2023-02-24	47916	37	231	0
2023-02-23	47879	47	231	0
2023-02-22	47832	50	231	0
2023-02-21	47782	32	231	0
2023-02-20	47750	36	231	0
2023-02-17	47714	21	231	0
2023-02-16	47693	10	231	0
2023-02-15	47683	29	231	0
2023-02-14	47654	27	231	0
2023-02-13	47627	16	231	0
2023-02-10	47611	9	231	0
2023-02-09	47602	13	231	0
2023-02-08	47589	7	231	0
2023-02-07	47582	9	231	0
2023-02-06	47573	17	231	0
2023-02-03	47556	17	231	0
2023-02-02	47539	9	231	0
2023-02-01	47530	26	231	0
2023-01-31	47504	16	231	0
2023-01-30	47488	13	231	0
2023-01-27	47475	12	231	0
2023-01-26	47463	14	231	0
2023-01-25	47449	21	231	0
2023-01-24	47428	19	231	0
2023-01-23	47409	18	231	0
2023-01-20	47391	9	231	0
2023-01-19	47382	14	231	0
2023-01-18	47368	22	231	0
2023-01-17	47346	11	231	0
2023-01-16	47335	19	231	0
2023-01-13	47316	12	231	0
2023-01-12	47304	21	231	0
2023-01-11	47283	24	231	1
2023-01-10	47259	24	230	2
2023-01-09	47235	24	228	0
2023-01-06	47211	6	228	0
2023-01-05	47205	19	228	0
2023-01-04	47186	33	228	0
2023-01-03	47153	43	228	0
2023-01-02	47110	50	228	1
2022-12-30	47060	14	227	0
2022-12-29	47046	40	227	1
2022-12-28	47006	38	226	0
2022-12-27	46968	84	226	0
2022-12-23	46884	26	226	0
2022-12-22	46858	37	226	0
2022-12-21	46821	53	226	0
2022-12-20	46768	32	226	0
2022-12-19	46736	58	226	1
2022-12-16	46678	24	225	0
2022-12-15	46654	41	225	0
2022-12-14	46613	33	225	0
2022-12-13	46580	93	225	0
2022-12-09	46487	26	225	0
2022-12-08	46461	38	225	0
2022-12-07	46423	26	225	0
2022-12-06	46397	33	225	0
2022-12-05	46364	47	225	0
2022-12-02	46317	14	225	0
2022-12-01	46303	32	225	0
2022-11-30	46271	39	225	0
2022-11-29	46232	98	225	0
2022-11-28	46134	75	225	0
2022-11-25	46059	21	225	0
2022-11-24	46038	39	225	0
2022-11-23	45999	53	225	0
2022-11-22	45946	42	225	0
2022-11-21	45904	40	225	1
2022-11-18	45864	14	224	0
2022-11-17	45850	53	224	0
2022-11-16	45797	45	224	0
2022-11-15	45752	45	224	0
2022-11-14	45707	72	224	1
2022-11-11	45635	22	223	1
2022-11-10	45613	50	222	0
2022-11-09	45563	79	222	0
2022-11-08	45484	62	222	0
2022-11-07	45422	81	222	1
2022-11-04	45341	33	221	0
2022-11-03	45308	70	221	1
2022-11-02	45238	77	220	1
2022-10-31	45161	107	219	0
2022-10-28	45054	40	219	0
2022-10-27	45014	53	219	0
2022-10-26	44961	96	219	0
2022-10-25	44865	88	219	1
2022-10-24	44777	145	218	1
2022-10-21	44632	63	217	0
2022-10-20	44569	72	217	0
2022-10-19	44497	140	217	0
2022-10-18	44357	122	217	1
2022-10-17	44235	177	216	1
2022-10-14	44058	60	215	0
2022-10-13	43998	105	215	1
2022-10-12	43893	90	214	0
2022-10-11	43803	114	214	0
2022-10-10	43689	122	214	0
2022-10-07	43567	69	214	1
2022-10-06	43498	117	213	0
2022-10-05	43381	77	213	0
2022-10-04	43304	105	213	0
2022-09-30	43199	40	213	0
2022-09-29	43159	47	213	0
2022-09-28	43112	81	213	0
2022-09-27	43031	64	213	0
2022-09-26	42967	69	213	0
2022-09-23	42898	11	213	0
2022-09-22	42887	49	213	0
2022-09-21	42838	53	213	0
2022-09-20	42785	32	213	0
2022-09-19	42753	55	213	1
2022-09-16	42698	10	212	0
2022-09-15	42688	20	212	0
2022-09-14	42668	51	212	0
2022-09-13	42617	32	212	0
2022-09-12	42585	52	212	0
2022-09-09	42533	23	212	0
2022-09-08	42510	21	212	0
2022-09-07	42489	26	212	0
2022-09-06	42463	37	212	0
2022-09-05	42426	47	212	0
2022-09-02	42379	15	212	0
2022-09-01	42364	34	212	0
2022-08-31	42330	31	212	0
2022-08-30	42299	37	212	0
2022-08-29	42262	58	212	0
2022-08-26	42204	32	212	0
2022-08-25	42172	51	212	0
2022-08-24	42121	33	212	0
2022-08-23	42088	70	212	0
2022-08-22	42018	98	212	0
2022-08-19	41920	23	212	0
2022-08-18	41897	69	212	0
2022-08-17	41828	57	212	0
2022-08-16	41771	66	212	1
2022-08-15	41705	67	211	0
2022-08-12	41638	20	211	0
2022-08-11	41618	53	211	0
2022-08-10	41565	51	211	0
2022-08-09	41514	27	211	0
2022-08-08	41487	77	211	1
2022-08-05	41410	37	210	0
2022-08-04	41373	48	210	0
2022-08-03	41325	61	210	0
2022-08-02	41264	64	210	0
2022-08-01	41200	99	210	0
2022-07-29	41101	37	210	1
2022-07-28	41064	80	209	0
2022-07-27	40984	115	209	0
2022-07-26	40869	91	209	0
2022-07-25	40778	135	209	1
2022-07-22	40643	74	208	0
2022-07-21	40569	94	208	2
2022-07-20	40475	183	206	0
2022-07-18	40292	118	206	0
2022-07-15	40174	91	206	0
2022-07-14	40083	117	206	1
2022-07-13	39966	124	205	0
2022-07-12	39842	108	205	1
2022-07-11	39734	171	204	0
2022-07-08	39563	73	204	0
2022-07-07	39490	90	204	0
2022-07-06	39400	110	204	0
2022-07-05	39290	135	204	0
2022-07-04	39155	167	204	0
2022-07-01	38988	57	204	0
2022-06-30	38931	158	204	0
2022-06-29	38773	151	204	0
2022-06-28	38622	118	204	0
2022-06-27	38504	209	204	0
2022-06-24	38295	108	204	0
2022-06-23	38187	180	204	0
2022-06-22	38007	127	204	0
2022-06-21	37880	135	204	0
2022-06-20	37745	143	204	1
2022-06-17	37602	95	203	0
2022-06-15	37507	102	203	0
2022-06-14	37405	140	203	0
2022-06-13	37265	155	203	1
2022-06-10	37110	54	202	0
2022-06-09	37056	95	202	0
2022-06-08	36961	83	202	0
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2022-05-23	36475	77	202	0
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2022-05-19	36371	62	202	0
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2022-04-21	33664	274	202	0
2022-04-20	33390	354	202	0
2022-04-19	33036	259	202	0
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2022-04-13	32350	292	201	0
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2022-04-11	31719	150	201	0
2022-04-09	31569	226	201	0
2022-04-08	31343	243	201	0
2022-04-07	31100	216	201	0
2022-04-06	30884	308	201	0
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2022-03-28	28538	186	201	0
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2022-03-25	28127	271	201	0
2022-03-24	27856	284	201	0
2022-03-23	27572	505	201	0
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2021-07-06	5845	3	164	0
2021-07-01	5842	1	164	0
2021-06-28	5841	1	164	0
2021-06-24	5840	2	164	0
2021-06-21	5838	1	164	1
2021-06-17	5837	3	163	0
2021-06-16	5834	3	163	0
2021-06-15	5831	10	163	0
2021-06-14	5821	1	163	0
2021-06-13	5820	1	163	0
2021-06-11	5819	1	163	0
2021-06-10	5818	3	163	0
2021-06-09	5815	4	163	0
2021-06-08	5811	10	163	0
2021-06-07	5801	3	163	0
2021-06-05	5798	2	163	0
2021-06-03	5796	2	163	0
2021-06-02	5794	15	163	0
2021-06-01	5779	2	163	0
2021-05-29	5777	2	163	0
2021-05-28	5775	10	163	0
2021-05-27	5765	18	163	0
2021-05-26	5747	33	163	0
2021-05-25	5714	1	163	0
2021-05-23	5713	5	163	0
2021-05-22	5708	14	163	1
2021-05-21	5694	7	162	0
2021-05-20	5687	21	162	0
2021-05-19	5666	34	162	0
2021-05-18	5632	25	162	1
2021-05-17	5607	6	161	0
2021-05-16	5601	10	161	1
2021-05-15	5591	13	160	0
2021-05-14	5578	4	160	0
2021-05-13	5574	19	160	1
2021-05-12	5555	44	159	0
2021-05-11	5511	43	159	0
2021-05-10	5468	8	159	0
2021-05-09	5460	13	159	0
2021-05-08	5447	29	159	1
2021-05-07	5418	27	158	0
2021-05-06	5391	62	158	1
2021-05-05	5329	58	157	0
2021-05-04	5271	52	157	0
2021-05-03	5219	14	157	1
2021-05-02	5205	30	156	0
2021-05-01	5175	31	156	0
2021-04-30	5144	32	156	1
2021-04-29	5112	54	155	1
2021-04-28	5058	39	154	1
2021-04-27	5019	48	153	1
2021-04-26	4971	7	152	0
2021-04-25	4964	19	152	0
2021-04-24	4945	26	152	2
2021-04-23	4919	43	150	3
2021-04-22	4876	55	147	1
2021-04-21	4821	60	146	0
2021-04-20	4761	34	146	2
2021-04-19	4727	7	144	1
2021-04-18	4720	25	143	0
2021-04-17	4695	23	143	0
2021-04-16	4672	24	143	0
2021-04-15	4648	84	143	0
2021-04-14	4564	31	143	0
2021-04-13	4533	33	143	1
2021-04-12	4500	9	142	1
2021-04-11	4491	9	141	0
2021-04-10	4482	16	141	0
2021-04-09	4466	36	141	0
2021-04-08	4430	31	141	0
2021-04-07	4399	37	141	1
2021-04-06	4362	22	140	0
2021-04-04	4340	1	140	0
2021-04-03	4339	12	140	0
2021-04-02	4327	12	140	0
2021-04-01	4315	28	140	0
2021-03-31	4287	15	140	0
2021-03-30	4272	18	140	0
2021-03-29	4254	6	140	0
2021-03-28	4248	13	140	0
2021-03-27	4235	24	140	0
2021-03-26	4211	28	140	1
2021-03-25	4183	27	139	0
2021-03-24	4156	40	139	0
2021-03-23	4116	21	139	0
2021-03-22	4095	7	139	0
2021-03-21	4088	25	139	0
2021-03-20	4063	9	139	0
2021-03-19	4054	12	139	0
2021-03-18	4042	12	139	0
2021-03-17	4030	20	139	0
2021-03-16	4010	20	139	0
2021-03-15	3990	1	139	0
2021-03-14	3989	7	139	0
2021-03-13	3982	28	139	0
2021-03-12	3954	7	139	0
2021-03-11	3947	26	139	0
2021-03-10	3921	27	139	1
2021-03-09	3894	5	138	0
2021-03-08	3889	5	138	0
2021-03-07	3884	2	138	0
2021-03-06	3882	20	138	0
2021-03-05	3862	17	138	0
2021-03-04	3845	18	138	0
2021-03-03	3827	24	138	0
2021-03-02	3803	23	138	1
2021-03-01	3780	3	137	0
2021-02-28	3777	6	137	0
2021-02-27	3771	13	137	0
2021-02-26	3758	15	137	0
2021-02-25	3743	13	137	0
2021-02-24	3730	45	137	0
2021-02-23	3685	18	137	0
2021-02-22	3667	7	137	1
2021-02-21	3660	5	136	0
2021-02-20	3655	18	136	0
2021-02-19	3637	9	136	0
2021-02-18	3628	22	136	1
2021-02-17	3606	29	135	0
2021-02-16	3577	13	135	0
2021-02-15	3564	4	135	0
2021-02-14	3560	2	135	0
2021-02-13	3558	17	135	0
2021-02-12	3541	11	135	0
2021-02-11	3530	24	135	0
2021-02-10	3506	26	135	0
2021-02-09	3480	12	135	1
2021-02-08	3468	4	134	0
2021-02-07	3464	3	134	0
2021-02-06	3461	25	134	1
2021-02-05	3436	22	133	1
2021-02-04	3414	15	132	0
2021-02-03	3399	11	132	0
2021-02-02	3388	15	132	1
2021-02-01	3373	12	131	2
2021-01-31	3361	9	129	0
2021-01-30	3352	14	129	0
2021-01-29	3338	16	129	1
2021-01-28	3322	16	128	0
2021-01-27	3306	19	128	2
2021-01-26	3287	21	126	2
2021-01-25	3266	11	124	1
2021-01-24	3255	11	123	0
2021-01-23	3244	13	123	0
2021-01-22	3231	10	123	1
2021-01-21	3221	31	122	1
2021-01-20	3190	37	121	1
2021-01-19	3153	24	120	1
2021-01-18	3129	16	119	2
2021-01-17	3113	13	117	0
2021-01-16	3100	13	117	0
2021-01-15	3087	23	117	1
2021-01-14	3064	24	116	0
2021-01-13	3040	28	116	3
2021-01-12	3012	34	113	1
2021-01-11	2978	8	112	0
2021-01-10	2970	6	112	0
2021-01-09	2964	28	112	0
2021-01-08	2936	18	112	0
2021-01-07	2918	43	112	0
2021-01-06	2875	58	112	0
2021-01-05	2817	16	112	0
2021-01-04	2801	8	112	0
2021-01-03	2793	9	112	1
2021-01-02	2784	6	111	1
2021-01-01	2778	32	110	0
2020-12-31	2746	33	110	1
2020-12-30	2713	41	109	1
2020-12-29	2672	31	108	1
2020-12-28	2641	9	107	1
2020-12-27	2632	14	106	0
2020-12-26	2618	13	106	1
2020-12-25	2605	37	105	0
2020-12-24	2568	44	105	4
2020-12-23	2524	39	101	3
2020-12-22	2485	19	98	0
2020-12-21	2466	15	98	0
2020-12-20	2451	32	98	0
2020-12-19	2419	19	98	1
2020-12-18	2400	41	97	4
2020-12-17	2359	76	93	6
2020-12-16	2283	64	87	3
2020-12-15	2219	46	84	1
2020-12-14	2173	19	83	2
2020-12-13	2154	29	81	0
2020-12-12	2125	20	81	2
2020-12-11	2105	33	79	1
2020-12-10	2072	33	78	1
2020-12-09	2039	30	77	2
2020-12-08	2009	21	75	2
2020-12-07	1988	2	73	0
2020-12-06	1986	14	73	1
2020-12-05	1972	9	72	0
2020-12-04	1963	19	72	4
2020-12-03	1944	11	68	0
2020-12-02	1933	18	68	0
2020-12-01	1915	13	68	0
2020-11-30	1902	6	68	0
2020-11-29	1896	7	68	0
2020-11-28	1889	16	68	0
2020-11-27	1873	15	68	0
2020-11-26	1858	15	68	1
2020-11-25	1843	26	67	0
2020-11-24	1817	16	67	0
2020-11-23	1801	6	67	0
2020-11-22	1795	5	67	0
2020-11-21	1790	27	67	0
2020-11-20	1763	33	67	0
2020-11-19	1730	31	67	0
2020-11-18	1699	23	67	0
2020-11-17	1676	17	67	0
2020-11-16	1659	19	67	0
2020-11-15	1640	31	67	0
2020-11-14	1609	37	67	3
2020-11-13	1572	20	64	0
2020-11-12	1552	28	64	0
2020-11-11	1524	23	64	2
2020-11-10	1501	17	62	1
2020-11-09	1484	9	61	0
2020-11-08	1475	15	61	0
2020-11-07	1460	22	61	0
2020-11-06	1438	24	61	0
2020-11-05	1414	36	61	0
2020-11-04	1378	38	61	0
2020-11-03	1340	15	61	0
2020-11-02	1325	14	61	1
2020-11-01	1311	25	60	0
2020-10-31	1286	56	60	0
2020-10-30	1230	32	60	0
2020-10-29	1198	26	60	1
2020-10-28	1172	40	59	1
2020-10-27	1132	18	58	0
2020-10-26	1114	21	58	0
2020-10-25	1093	25	58	0
2020-10-24	1068	16	58	0
2020-10-23	1052	39	58	0
2020-10-22	1013	13	58	0
2020-10-21	1000	24	58	0
2020-10-20	976	20	58	0
2020-10-19	956	22	58	0
2020-10-17	934	4	58	0
2020-10-16	930	19	58	0
2020-10-15	911	7	58	0
2020-10-14	904	10	58	0
2020-10-13	894	20	58	1
2020-10-12	874	12	57	0
2020-10-10	862	18	57	0
2020-10-09	844	7	57	0
2020-10-08	837	7	57	0
2020-10-07	830	9	57	0
2020-10-06	821	3	57	0
2020-10-05	818	1	57	0
2020-10-03	817	8	57	0
2020-10-02	809	2	57	0
2020-10-01	807	1	57	0
2020-09-30	806	5	57	0
2020-09-28	801	2	57	0
2020-09-26	799	2	57	0
2020-09-25	797	5	57	0
2020-09-24	792	1	57	0
2020-09-23	791	1	57	0
2020-09-21	790	3	57	0
2020-09-19	787	2	57	0
2020-09-18	785	2	57	0
2020-09-17	783	2	57	0
2020-09-16	781	1	57	0
2020-09-15	780	2	57	0
2020-09-14	778	5	57	0
2020-09-12	773	5	57	0
2020-09-10	768	2	57	0
2020-09-09	766	3	57	1
2020-09-08	763	2	56	0
2020-09-07	761	2	56	0
2020-09-05	759	3	56	0
2020-09-04	756	2	56	0
2020-09-03	754	1	56	0
2020-09-02	753	1	56	0
2020-08-31	752	1	56	0
2020-08-28	751	2	56	0
2020-08-27	749	2	56	0
2020-08-26	747	4	56	0
2020-08-24	743	3	56	0
2020-08-21	740	6	56	0
2020-08-20	734	2	56	0
2020-08-19	732	8	56	0
2020-08-18	724	2	56	0
2020-08-17	722	4	56	0
2020-08-15	718	2	56	0
2020-08-14	716	4	56	0
2020-08-13	712	12	56	0
2020-08-12	700	7	56	0
2020-08-10	693	1	56	0
2020-08-08	692	1	56	0
2020-08-07	691	1	56	0
2020-08-06	690	2	56	0
2020-08-05	688	1	56	0
2020-08-04	687	1	56	0
2020-08-03	686	1	56	0
2020-08-01	685	4	56	0
2020-07-30	681	2	56	0
2020-07-29	679	1	56	0
2020-07-28	678	2	56	0
2020-07-25	676	2	56	0
2020-07-23	674	7	56	0
2020-07-17	667	2	56	0
2020-07-12	665	3	56	0
2020-07-11	662	3	56	0
2020-07-10	659	2	56	0
2020-07-04	657	2	56	0
2020-07-01	655	2	56	0
2020-06-29	653	2	56	0
2020-06-20	651	3	56	0
2020-06-16	648	9	56	0
2020-06-13	639	1	56	0
2020-06-12	638	1	56	0
2020-06-06	637	1	56	0
2020-06-03	636	4	56	0
2020-06-02	632	2	56	1
2020-05-31	630	2	55	0
2020-05-28	628	2	55	0
2020-05-27	626	1	55	0
2020-05-26	625	3	55	0
2020-05-25	622	3	55	0
2020-05-22	619	2	55	0
2020-05-19	617	1	55	0
2020-05-16	616	1	55	0
2020-05-15	615	2	55	0
2020-05-14	613	2	55	1
2020-05-13	611	1	54	0
2020-05-12	610	4	54	0
2020-05-11	606	4	54	0
2020-05-10	602	3	54	1
2020-05-09	599	5	53	0
2020-05-08	594	4	53	0
2020-05-07	590	3	53	0
2020-05-06	587	8	53	1
2020-05-05	579	3	52	0
2020-05-04	576	2	52	1
2020-05-03	574	3	51	0
2020-05-01	571	8	51	2
2020-04-30	563	6	49	1
2020-04-29	557	7	48	0
2020-04-28	550	2	48	0
2020-04-27	548	8	48	4
2020-04-26	540	5	44	1
2020-04-25	535	11	43	1
2020-04-24	524	5	42	0
2020-04-23	519	15	42	1
2020-04-22	504	7	41	0
2020-04-21	497	11	41	0
2020-04-20	486	6	41	2
2020-04-19	480	16	39	6
2020-04-18	464	12	33	0
2020-04-17	452	5	33	0
2020-04-16	447	29	33	4
2020-04-15	418	10	29	2
2020-04-14	408	21	27	2
2020-04-13	387	15	25	3
2020-04-12	372	21	22	3
2020-04-11	351	25	19	0
2020-04-10	326	26	19	1
2020-04-09	300	31	18	1
2020-04-08	269	31	17	1
2020-04-07	238	16	16	2
2020-04-06	222	7	14	4
2020-04-05	215	8	10	2
2020-04-04	207	18	8	1
2020-04-03	189	11	7	1
2020-04-02	178	26	6	1
2020-04-01	152	15	5	2
2020-03-31	137	8	3	0
2020-03-30	129	5	3	0
2020-03-29	124	20	3	1
2020-03-28	104	15	2	1
2020-03-27	89	23	1	0
2020-03-26	66	30	1	0
2020-03-25	36	17	1	0
2020-03-23	19	2	1	0
2020-03-19	17	8	1	1
2020-03-18	9	8	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: 0:02:58.294375