Germany: LK Düren (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 13:45:32 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Düren")
print(f'Population of country="Germany", subregion="LK Düren": {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 Düren": 266771 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	134297	41	500	0
2023-03-03	134256	53	500	0
2023-03-02	134203	65	500	0
2023-03-01	134138	151	500	0
2023-02-28	133987	206	500	0
2023-02-27	133781	351	500	0
2023-02-24	133430	241	500	0
2023-02-23	133189	214	500	0
2023-02-22	132975	146	500	0
2023-02-21	132829	205	500	1
2023-02-17	132624	135	499	0
2023-02-16	132489	21	499	0
2023-02-15	132468	107	499	0
2023-02-14	132361	145	499	2
2023-02-13	132216	132	497	0
2023-02-10	132084	86	497	0
2023-02-09	131998	69	497	0
2023-02-08	131929	79	497	1
2023-02-07	131850	129	496	0
2023-02-06	131721	115	496	1
2023-02-03	131606	81	495	0
2023-02-02	131525	91	495	0
2023-02-01	131434	139	495	0
2023-01-31	131295	203	495	0
2023-01-30	131092	166	495	0
2023-01-27	130926	99	495	0
2023-01-26	130827	113	495	0
2023-01-25	130714	129	495	0
2023-01-24	130585	153	495	0
2023-01-23	130432	118	495	1
2023-01-20	130314	85	494	0
2023-01-19	130229	76	494	0
2023-01-18	130153	78	494	0
2023-01-17	130075	92	494	0
2023-01-16	129983	135	494	1
2023-01-13	129848	49	493	0
2023-01-12	129799	63	493	0
2023-01-11	129736	80	493	0
2023-01-10	129656	132	493	0
2023-01-09	129524	143	493	0
2023-01-06	129381	82	493	0
2023-01-05	129299	106	493	0
2023-01-04	129193	145	493	0
2023-01-03	129048	178	493	1
2023-01-02	128870	255	492	0
2022-12-30	128615	170	492	0
2022-12-29	128445	259	492	3
2022-12-28	128186	187	489	0
2022-12-27	127999	351	489	0
2022-12-23	127648	215	489	1
2022-12-22	127433	249	488	1
2022-12-21	127184	258	487	0
2022-12-20	126926	266	487	1
2022-12-19	126660	308	486	1
2022-12-16	126352	194	485	0
2022-12-15	126158	314	485	0
2022-12-14	125844	149	485	0
2022-12-13	125695	252	485	2
2022-12-12	125443	246	483	1
2022-12-09	125197	121	482	0
2022-12-08	125076	146	482	0
2022-12-07	124930	144	482	0
2022-12-06	124786	206	482	0
2022-12-05	124580	183	482	0
2022-12-02	124397	120	482	1
2022-12-01	124277	127	481	0
2022-11-30	124150	143	481	1
2022-11-29	124007	205	480	0
2022-11-28	123802	211	480	0
2022-11-25	123591	108	480	0
2022-11-24	123483	155	480	0
2022-11-23	123328	168	480	0
2022-11-22	123160	190	480	0
2022-11-21	122970	191	480	2
2022-11-18	122779	112	478	0
2022-11-17	122667	138	478	0
2022-11-16	122529	128	478	1
2022-11-15	122401	200	477	1
2022-11-14	122201	202	476	0
2022-11-11	121999	120	476	0
2022-11-10	121879	146	476	0
2022-11-09	121733	146	476	0
2022-11-08	121587	198	476	1
2022-11-07	121389	324	475	0
2022-11-04	121065	193	475	1
2022-11-03	120872	265	474	0
2022-11-02	120607	342	474	0
2022-10-31	120265	319	474	0
2022-10-28	119946	210	474	0
2022-10-27	119736	231	474	1
2022-10-26	119505	291	473	2
2022-10-25	119214	409	471	2
2022-10-24	118805	467	469	1
2022-10-21	118338	278	468	0
2022-10-20	118060	310	468	1
2022-10-19	117750	417	467	0
2022-10-18	117333	438	467	1
2022-10-17	116895	666	466	1
2022-10-14	116229	293	465	0
2022-10-13	115936	327	465	0
2022-10-12	115609	426	465	0
2022-10-11	115183	353	465	1
2022-10-10	114830	603	464	0
2022-10-07	114227	299	464	3
2022-10-06	113928	445	461	1
2022-10-05	113483	401	460	2
2022-10-04	113082	529	458	1
2022-09-30	112553	203	457	0
2022-09-29	112350	199	457	1
2022-09-28	112151	215	456	0
2022-09-27	111936	258	456	0
2022-09-26	111678	292	456	2
2022-09-23	111386	148	454	0
2022-09-22	111238	135	454	1
2022-09-21	111103	119	453	0
2022-09-20	110984	205	453	0
2022-09-19	110779	158	453	0
2022-09-16	110621	101	453	1
2022-09-15	110520	117	452	1
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2022-09-13	110263	165	451	0
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2022-09-08	109815	121	450	0
2022-09-07	109694	148	450	0
2022-09-06	109546	194	450	0
2022-09-05	109352	263	450	0
2022-09-02	109089	139	450	0
2022-09-01	108950	156	450	0
2022-08-31	108794	179	450	0
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2022-08-26	108021	171	450	0
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2022-08-22	107085	413	450	2
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2022-08-16	105907	391	448	1
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2022-08-09	103923	363	445	0
2022-08-08	103560	528	445	1
2022-08-05	103032	227	444	1
2022-08-04	102805	194	443	0
2022-08-03	102611	272	443	0
2022-08-02	102339	288	443	0
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2022-07-21	99834	281	443	1
2022-07-20	99553	386	442	3
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2022-07-06	95622	492	433	2
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2021-07-19	13739	3	289	0
2021-07-17	13736	16	289	0
2021-07-16	13720	2	289	0
2021-07-14	13718	8	289	0
2021-07-13	13710	10	289	0
2021-07-12	13700	2	289	0
2021-07-10	13698	10	289	0
2021-07-09	13688	3	289	0
2021-07-08	13685	4	289	0
2021-07-07	13681	2	289	0
2021-07-06	13679	4	289	0
2021-07-05	13675	1	289	0
2021-07-03	13674	3	289	0
2021-07-02	13671	4	289	0
2021-07-01	13667	3	289	0
2021-06-30	13664	6	289	0
2021-06-29	13658	8	289	0
2021-06-26	13650	2	289	0
2021-06-25	13648	1	289	0
2021-06-23	13647	4	289	0
2021-06-22	13643	2	289	0
2021-06-21	13641	1	289	0
2021-06-19	13640	2	289	0
2021-06-17	13638	3	289	0
2021-06-16	13635	4	289	0
2021-06-15	13631	1	289	0
2021-06-14	13630	3	289	0
2021-06-12	13627	3	289	0
2021-06-11	13624	8	289	0
2021-06-10	13616	8	289	0
2021-06-09	13608	4	289	0
2021-06-08	13604	5	289	0
2021-06-07	13599	3	289	0
2021-06-05	13596	15	289	0
2021-06-03	13581	13	289	0
2021-06-02	13568	5	289	0
2021-06-01	13563	11	289	0
2021-05-31	13552	7	289	0
2021-05-29	13545	17	289	0
2021-05-28	13528	13	289	1
2021-05-27	13515	12	288	0
2021-05-26	13503	15	288	0
2021-05-25	13488	1	288	0
2021-05-24	13487	2	288	0
2021-05-23	13485	4	288	0
2021-05-22	13481	28	288	0
2021-05-21	13453	13	288	0
2021-05-20	13440	29	288	0
2021-05-19	13411	31	288	0
2021-05-18	13380	24	288	0
2021-05-17	13356	3	288	0
2021-05-16	13353	36	288	1
2021-05-15	13317	31	287	2
2021-05-14	13286	13	285	0
2021-05-13	13273	46	285	1
2021-05-12	13227	33	284	0
2021-05-11	13194	56	284	1
2021-05-10	13138	4	283	0
2021-05-09	13134	16	283	0
2021-05-08	13118	43	283	1
2021-05-07	13075	65	282	2
2021-05-06	13010	69	280	1
2021-05-05	12941	55	279	0
2021-05-04	12886	55	279	0
2021-05-03	12831	21	279	1
2021-05-02	12810	31	278	0
2021-05-01	12779	45	278	0
2021-04-30	12734	72	278	1
2021-04-29	12662	93	277	0
2021-04-28	12569	106	277	1
2021-04-27	12463	90	276	2
2021-04-26	12373	18	274	0
2021-04-25	12355	69	274	1
2021-04-24	12286	77	273	0
2021-04-23	12209	80	273	1
2021-04-22	12129	95	272	1
2021-04-21	12034	73	271	2
2021-04-20	11961	82	269	2
2021-04-19	11879	23	267	1
2021-04-18	11856	30	266	1
2021-04-17	11826	68	265	0
2021-04-16	11758	65	265	1
2021-04-15	11693	72	264	0
2021-04-14	11621	86	264	0
2021-04-13	11535	51	264	0
2021-04-12	11484	13	264	0
2021-04-11	11471	50	264	0
2021-04-10	11421	73	264	0
2021-04-09	11348	84	264	1
2021-04-08	11264	44	263	0
2021-04-07	11220	63	263	0
2021-04-06	11157	13	263	1
2021-04-05	11144	20	262	0
2021-04-04	11124	44	262	0
2021-04-03	11080	22	262	0
2021-04-02	11058	122	262	2
2021-04-01	10936	90	260	1
2021-03-31	10846	62	259	3
2021-03-30	10784	72	256	2
2021-03-29	10712	36	254	1
2021-03-28	10676	22	253	0
2021-03-27	10654	97	253	0
2021-03-26	10557	57	253	4
2021-03-25	10500	66	249	1
2021-03-24	10434	92	248	1
2021-03-23	10342	84	247	1
2021-03-22	10258	40	246	2
2021-03-21	10218	25	244	0
2021-03-20	10193	58	244	2
2021-03-19	10135	65	242	1
2021-03-18	10070	65	241	2
2021-03-17	10005	64	239	0
2021-03-16	9941	97	239	0
2021-03-15	9844	16	239	0
2021-03-14	9828	18	239	0
2021-03-13	9810	44	239	0
2021-03-12	9766	41	239	0
2021-03-11	9725	79	239	0
2021-03-10	9646	67	239	1
2021-03-09	9579	70	238	0
2021-03-08	9509	14	238	1
2021-03-07	9495	20	237	0
2021-03-06	9475	71	237	1
2021-03-05	9404	53	236	0
2021-03-04	9351	51	236	0
2021-03-03	9300	50	236	0
2021-03-02	9250	82	236	1
2021-03-01	9168	12	235	0
2021-02-28	9156	32	235	1
2021-02-27	9124	53	234	1
2021-02-26	9071	45	233	0
2021-02-25	9026	40	233	1
2021-02-24	8986	55	232	0
2021-02-23	8931	41	232	0
2021-02-22	8890	3	232	0
2021-02-21	8887	35	232	0
2021-02-20	8852	53	232	1
2021-02-19	8799	37	231	0
2021-02-18	8762	40	231	0
2021-02-17	8722	36	231	1
2021-02-16	8686	20	230	0
2021-02-15	8666	1	230	0
2021-02-14	8665	12	230	0
2021-02-13	8653	18	230	0
2021-02-12	8635	30	230	1
2021-02-11	8605	28	229	1
2021-02-10	8577	24	228	0
2021-02-09	8553	19	228	0
2021-02-08	8534	4	228	0
2021-02-07	8530	5	228	0
2021-02-06	8525	26	228	0
2021-02-05	8499	37	228	0
2021-02-04	8462	46	228	0
2021-02-03	8416	46	228	1
2021-02-02	8370	16	227	1
2021-02-01	8354	3	226	1
2021-01-31	8351	25	225	0
2021-01-30	8326	43	225	1
2021-01-29	8283	54	224	1
2021-01-28	8229	41	223	2
2021-01-27	8188	66	221	0
2021-01-26	8122	26	221	0
2021-01-25	8096	26	221	1
2021-01-24	8070	3	220	0
2021-01-23	8067	44	220	0
2021-01-22	8023	61	220	3
2021-01-21	7962	37	217	0
2021-01-20	7925	71	217	0
2021-01-19	7854	43	217	3
2021-01-18	7811	5	214	0
2021-01-17	7806	24	214	0
2021-01-16	7782	44	214	0
2021-01-15	7738	54	214	0
2021-01-14	7684	65	214	7
2021-01-13	7619	63	207	3
2021-01-12	7556	35	204	1
2021-01-11	7521	3	203	0
2021-01-10	7518	26	203	1
2021-01-09	7492	41	202	0
2021-01-08	7451	58	202	0
2021-01-07	7393	63	202	0
2021-01-06	7330	95	202	4
2021-01-05	7235	27	198	1
2021-01-04	7208	3	197	0
2021-01-03	7205	24	197	0
2021-01-02	7181	34	197	0
2021-01-01	7147	26	197	0
2020-12-31	7121	48	197	3
2020-12-30	7073	68	194	3
2020-12-29	7005	67	191	2
2020-12-28	6938	7	189	0
2020-12-27	6931	13	189	0
2020-12-26	6918	11	189	1
2020-12-25	6907	24	188	0
2020-12-24	6883	119	188	4
2020-12-23	6764	105	184	2
2020-12-22	6659	98	182	3
2020-12-21	6561	43	179	4
2020-12-20	6518	82	175	6
2020-12-19	6436	121	169	8
2020-12-18	6315	102	161	6
2020-12-17	6213	118	155	2
2020-12-16	6095	138	153	5
2020-12-15	5957	55	148	1
2020-12-14	5902	22	147	0
2020-12-13	5880	95	147	3
2020-12-12	5785	73	144	1
2020-12-11	5712	119	143	10
2020-12-10	5593	102	133	1
2020-12-09	5491	109	132	3
2020-12-08	5382	95	129	3
2020-12-07	5287	33	126	3
2020-12-06	5254	58	123	6
2020-12-05	5196	67	117	2
2020-12-04	5129	91	115	2
2020-12-03	5038	94	113	3
2020-12-02	4944	91	110	2
2020-12-01	4853	22	108	4
2020-11-30	4831	49	104	0
2020-11-29	4782	37	104	1
2020-11-28	4745	74	103	1
2020-11-27	4671	67	102	0
2020-11-26	4604	87	102	3
2020-11-25	4517	72	99	0
2020-11-24	4445	46	99	0
2020-11-23	4399	87	99	2
2020-11-22	4312	75	97	2
2020-11-21	4237	77	95	2
2020-11-20	4160	89	93	0
2020-11-19	4071	166	93	2
2020-11-18	3905	77	91	1
2020-11-17	3828	54	90	2
2020-11-16	3774	102	88	6
2020-11-15	3672	63	82	2
2020-11-14	3609	174	80	8
2020-11-13	3435	106	72	1
2020-11-12	3329	108	71	2
2020-11-11	3221	90	69	1
2020-11-10	3131	85	68	0
2020-11-09	3046	147	68	0
2020-11-08	2899	96	68	0
2020-11-07	2803	82	68	2
2020-11-06	2721	100	66	4
2020-11-05	2621	81	62	1
2020-11-04	2540	102	61	1
2020-11-03	2438	68	60	1
2020-11-02	2370	53	59	2
2020-11-01	2317	51	57	0
2020-10-31	2266	49	57	0
2020-10-30	2217	96	57	2
2020-10-29	2121	79	55	0
2020-10-28	2042	79	55	0
2020-10-27	1963	51	55	1
2020-10-26	1912	44	54	1
2020-10-25	1868	89	53	2
2020-10-24	1779	84	51	0
2020-10-23	1695	105	51	0
2020-10-22	1590	104	51	1
2020-10-21	1486	49	50	0
2020-10-20	1437	71	50	0
2020-10-19	1366	50	50	0
2020-10-18	1316	18	50	0
2020-10-17	1298	36	50	1
2020-10-16	1262	50	49	4
2020-10-15	1212	38	45	0
2020-10-14	1174	18	45	1
2020-10-13	1156	15	44	2
2020-10-12	1141	5	42	0
2020-10-11	1136	18	42	0
2020-10-10	1118	9	42	0
2020-10-09	1109	19	42	0
2020-10-08	1090	13	42	0
2020-10-07	1077	12	42	0
2020-10-06	1065	14	42	0
2020-10-05	1051	5	42	0
2020-10-04	1046	7	42	0
2020-10-03	1039	10	42	0
2020-10-02	1029	10	42	0
2020-10-01	1019	4	42	0
2020-09-30	1015	7	42	0
2020-09-29	1008	3	42	0
2020-09-28	1005	8	42	0
2020-09-27	997	1	42	0
2020-09-26	996	6	42	0
2020-09-25	990	6	42	0
2020-09-24	984	5	42	1
2020-09-23	979	5	41	0
2020-09-22	974	4	41	0
2020-09-21	970	8	41	0
2020-09-20	962	2	41	0
2020-09-19	960	7	41	0
2020-09-18	953	7	41	0
2020-09-17	946	13	41	0
2020-09-16	933	6	41	0
2020-09-15	927	15	41	0
2020-09-14	912	2	41	0
2020-09-13	910	1	41	0
2020-09-12	909	2	41	0
2020-09-11	907	2	41	0
2020-09-10	905	2	41	0
2020-09-08	903	2	41	0
2020-09-07	901	3	41	0
2020-09-06	898	2	41	0
2020-09-04	896	2	41	0
2020-09-03	894	3	41	0
2020-09-02	891	2	41	0
2020-09-01	889	4	41	0
2020-08-31	885	7	41	1
2020-08-30	878	1	40	0
2020-08-29	877	3	40	0
2020-08-28	874	8	40	0
2020-08-27	866	6	40	0
2020-08-26	860	9	40	0
2020-08-25	851	11	40	0
2020-08-24	840	4	40	0
2020-08-23	836	3	40	0
2020-08-22	833	4	40	0
2020-08-21	829	5	40	0
2020-08-20	824	2	40	0
2020-08-19	822	3	40	0
2020-08-18	819	3	40	0
2020-08-17	816	2	40	0
2020-08-15	814	4	40	0
2020-08-14	810	11	40	0
2020-08-13	799	7	40	0
2020-08-12	792	10	40	0
2020-08-11	782	6	40	0
2020-08-10	776	1	40	0
2020-08-09	775	5	40	0
2020-08-08	770	21	40	0
2020-08-06	749	5	40	0
2020-08-05	744	12	40	0
2020-08-04	732	6	40	0
2020-08-03	726	12	40	0
2020-08-02	714	18	40	0
2020-08-01	696	5	40	0
2020-07-31	691	4	40	0
2020-07-30	687	11	40	0
2020-07-29	676	5	40	1
2020-07-28	671	4	39	0
2020-07-24	667	15	39	0
2020-07-23	652	6	39	0
2020-07-22	646	3	39	0
2020-07-21	643	7	39	0
2020-07-20	636	2	39	0
2020-07-19	634	2	39	0
2020-07-18	632	2	39	0
2020-07-17	630	2	39	0
2020-07-16	628	1	39	0
2020-07-15	627	2	39	0
2020-07-14	625	4	39	0
2020-07-11	621	1	39	0
2020-07-10	620	1	39	0
2020-07-08	619	1	39	0
2020-07-05	618	1	39	0
2020-07-03	617	1	39	0
2020-06-26	616	2	39	0
2020-06-25	614	7	39	0
2020-06-24	607	1	39	0
2020-06-17	606	1	39	0
2020-06-13	605	1	39	0
2020-06-10	604	1	39	0
2020-06-09	603	1	39	0
2020-06-06	602	1	39	0
2020-06-04	601	1	39	0
2020-06-02	600	1	39	0
2020-05-31	599	4	39	0
2020-05-30	595	2	39	0
2020-05-29	593	1	39	0
2020-05-26	592	1	39	0
2020-05-23	591	1	39	0
2020-05-19	590	1	39	0
2020-05-18	589	1	39	0
2020-05-17	588	4	39	0
2020-05-15	584	8	39	0
2020-05-14	576	2	39	0
2020-05-13	574	1	39	0
2020-05-12	573	2	39	0
2020-05-08	571	1	39	0
2020-05-07	570	4	39	2
2020-05-06	566	1	37	0
2020-05-04	565	1	37	1
2020-05-03	564	3	36	0
2020-05-02	561	1	36	0
2020-05-01	560	4	36	1
2020-04-30	556	4	35	0
2020-04-29	552	4	35	0
2020-04-28	548	1	35	0
2020-04-27	547	1	35	0
2020-04-26	546	3	35	0
2020-04-25	543	3	35	0
2020-04-24	540	4	35	1
2020-04-23	536	6	34	0
2020-04-22	530	4	34	1
2020-04-21	526	8	33	1
2020-04-20	518	1	32	0
2020-04-19	517	5	32	0
2020-04-18	512	10	32	0
2020-04-17	502	8	32	1
2020-04-16	494	19	31	0
2020-04-15	475	12	31	2
2020-04-14	463	3	29	0
2020-04-13	460	4	29	0
2020-04-12	456	10	29	0
2020-04-11	446	11	29	2
2020-04-10	435	24	27	0
2020-04-09	411	22	27	0
2020-04-08	389	22	27	0
2020-04-07	367	18	27	1
2020-04-06	349	1	26	1
2020-04-05	348	6	25	0
2020-04-04	342	14	25	2
2020-04-03	328	17	23	0
2020-04-02	311	44	23	6
2020-04-01	267	8	17	3
2020-03-31	259	16	14	1
2020-03-30	243	4	13	1
2020-03-29	239	9	12	1
2020-03-28	230	20	11	3
2020-03-27	210	17	8	1
2020-03-26	193	18	7	2
2020-03-25	175	13	5	1
2020-03-24	162	11	4	0
2020-03-23	151	7	4	0
2020-03-22	144	17	4	2
2020-03-21	127	30	2	2
2020-03-20	97	21	0	0
2020-03-19	76	24	0	0
2020-03-18	52	9	0	0
2020-03-17	43	12	0	0
2020-03-16	31	5	0	0
2020-03-15	26	3	0	0
2020-03-14	23	6	0	0
2020-03-13	17	3	0	0
2020-03-12	14	5	0	0
2020-03-11	9	2	0	0
2020-03-10	7	2	0	0
2020-03-08	5	1	0	0
2020-03-04	4	2	0	0
2020-03-02	2	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}")

Notebook execution took: 0:03:46.418052