Germany: LK Minden-Lübbecke (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 14:02:08 CEST

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

overview(country="Germany", subregion="LK Minden-Lübbecke", weeks=5);

overview(country="Germany", subregion="LK Minden-Lübbecke");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Minden-Lübbecke")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Minden-Lübbecke")
print(f'Population of country="Germany", subregion="LK Minden-Lübbecke": {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 Minden-Lübbecke": 311214 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	175826	31	502	0
2023-03-03	175795	12	502	0
2023-03-02	175783	31	502	0
2023-03-01	175752	86	502	0
2023-02-28	175666	75	502	0
2023-02-27	175591	170	502	0
2023-02-24	175421	107	502	0
2023-02-23	175314	122	502	0
2023-02-22	175192	115	502	0
2023-02-21	175077	135	502	0
2023-02-20	174942	192	502	0
2023-02-17	174750	83	502	0
2023-02-16	174667	72	502	0
2023-02-15	174595	118	502	0
2023-02-14	174477	180	502	0
2023-02-13	174297	162	502	0
2023-02-10	174135	74	502	0
2023-02-09	174061	52	502	0
2023-02-08	174009	79	502	0
2023-02-07	173930	107	502	0
2023-02-06	173823	100	502	1
2023-02-03	173723	58	501	0
2023-02-02	173665	62	501	0
2023-02-01	173603	82	501	0
2023-01-31	173521	73	501	0
2023-01-30	173448	162	501	0
2023-01-27	173286	65	501	0
2023-01-26	173221	93	501	0
2023-01-25	173128	78	501	0
2023-01-24	173050	78	501	0
2023-01-23	172972	120	501	1
2023-01-20	172852	57	500	0
2023-01-19	172795	48	500	0
2023-01-18	172747	36	500	0
2023-01-17	172711	69	500	0
2023-01-16	172642	87	500	0
2023-01-13	172555	57	500	0
2023-01-12	172498	67	500	0
2023-01-11	172431	65	500	0
2023-01-10	172366	106	500	0
2023-01-09	172260	194	500	0
2023-01-06	172066	85	500	0
2023-01-05	171981	119	500	0
2023-01-04	171862	150	500	1
2023-01-03	171712	223	499	0
2023-01-02	171489	355	499	1
2022-12-30	171134	216	498	0
2022-12-29	170918	213	498	0
2022-12-28	170705	281	498	0
2022-12-27	170424	645	498	0
2022-12-23	169779	254	498	0
2022-12-22	169525	336	498	0
2022-12-21	169189	430	498	0
2022-12-20	168759	324	498	0
2022-12-19	168435	579	498	1
2022-12-16	167856	282	497	0
2022-12-15	167574	276	497	0
2022-12-14	167298	335	497	0
2022-12-13	166963	407	497	0
2022-12-12	166556	622	497	0
2022-12-09	165934	285	497	0
2022-12-08	165649	285	497	0
2022-12-07	165364	245	497	0
2022-12-06	165119	292	497	1
2022-12-05	164827	445	496	1
2022-12-03	164382	1	495	0
2022-12-02	164381	205	495	0
2022-12-01	164176	205	495	0
2022-11-30	163971	266	495	0
2022-11-29	163705	297	495	0
2022-11-28	163408	527	495	0
2022-11-25	162881	104	495	0
2022-11-24	162777	225	495	0
2022-11-23	162552	181	495	0
2022-11-22	162371	215	495	0
2022-11-21	162156	351	495	1
2022-11-18	161805	181	494	0
2022-11-17	161624	125	494	0
2022-11-16	161499	171	494	0
2022-11-15	161328	237	494	0
2022-11-14	161091	349	494	1
2022-11-11	160742	144	493	0
2022-11-10	160598	209	493	0
2022-11-09	160389	179	493	0
2022-11-08	160210	271	493	0
2022-11-07	159939	424	493	0
2022-11-04	159515	247	493	0
2022-11-03	159268	315	493	0
2022-11-02	158953	571	493	0
2022-10-31	158382	500	493	0
2022-10-28	157882	244	493	0
2022-10-27	157638	318	493	2
2022-10-26	157320	371	491	0
2022-10-25	156949	508	491	0
2022-10-24	156441	729	491	0
2022-10-21	155712	383	491	0
2022-10-20	155329	379	491	0
2022-10-19	154950	556	491	0
2022-10-18	154394	538	491	2
2022-10-17	153856	1149	489	1
2022-10-14	152707	334	488	0
2022-10-13	152373	418	488	2
2022-10-12	151955	627	486	1
2022-10-11	151328	517	485	1
2022-10-10	150811	1004	484	3
2022-10-07	149807	512	481	0
2022-10-06	149295	580	481	1
2022-10-05	148715	600	480	0
2022-10-04	148115	1086	480	1
2022-09-30	147029	338	479	0
2022-09-29	146691	308	479	0
2022-09-28	146383	314	479	0
2022-09-27	146069	288	479	0
2022-09-26	145781	450	479	0
2022-09-23	145331	159	479	0
2022-09-22	145172	225	479	0
2022-09-21	144947	223	479	1
2022-09-20	144724	233	478	1
2022-09-19	144491	385	477	0
2022-09-16	144106	184	477	0
2022-09-15	143922	265	477	1
2022-09-14	143657	160	476	0
2022-09-13	143497	268	476	0
2022-09-12	143229	433	476	1
2022-09-10	142796	1	475	0
2022-09-09	142795	170	475	0
2022-09-08	142625	247	475	0
2022-09-07	142378	210	475	0
2022-09-06	142168	199	475	0
2022-09-05	141969	347	475	1
2022-09-02	141622	141	474	0
2022-09-01	141481	183	474	0
2022-08-31	141298	217	474	0
2022-08-30	141081	233	474	1
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2022-08-26	140395	233	473	0
2022-08-25	140162	187	473	0
2022-08-24	139975	257	473	0
2022-08-23	139718	293	473	0
2022-08-22	139425	614	473	0
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2022-08-18	138533	275	473	1
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2022-08-16	137822	341	472	0
2022-08-15	137481	794	472	1
2022-08-12	136687	295	471	1
2022-08-11	136392	313	470	0
2022-08-10	136079	436	470	0
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2022-08-01	133304	853	469	0
2022-07-29	132451	300	469	0
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2022-07-27	131752	400	469	0
2022-07-26	131352	450	469	0
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2022-07-13	126797	445	468	0
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2021-07-21	15070	11	264	0
2021-07-20	15059	10	264	0
2021-07-19	15049	15	264	0
2021-07-18	15034	1	264	0
2021-07-17	15033	13	264	1
2021-07-16	15020	13	263	0
2021-07-15	15007	10	263	0
2021-07-14	14997	7	263	0
2021-07-13	14990	11	263	0
2021-07-12	14979	3	263	0
2021-07-11	14976	2	263	0
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2021-07-09	14967	1	263	0
2021-07-08	14966	5	263	0
2021-07-07	14961	4	263	0
2021-07-06	14957	6	263	0
2021-07-05	14951	5	263	0
2021-07-03	14946	4	263	0
2021-07-02	14942	2	263	0
2021-07-01	14940	1	263	0
2021-06-30	14939	1	263	0
2021-06-29	14938	3	263	0
2021-06-28	14935	1	263	0
2021-06-26	14934	1	263	0
2021-06-24	14933	1	263	0
2021-06-21	14932	1	263	0
2021-06-19	14931	2	263	0
2021-06-15	14929	1	263	0
2021-06-14	14928	1	263	0
2021-06-13	14927	3	263	0
2021-06-12	14924	5	263	0
2021-06-11	14919	7	263	0
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2021-06-09	14903	4	263	0
2021-06-08	14899	4	263	0
2021-06-07	14895	2	263	0
2021-06-06	14893	4	263	0
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2021-05-28	14832	13	263	0
2021-05-27	14819	18	263	0
2021-05-26	14801	6	263	0
2021-05-25	14795	20	263	0
2021-05-24	14775	11	263	0
2021-05-23	14764	12	263	0
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2021-05-15	14604	19	262	1
2021-05-14	14585	51	261	0
2021-05-13	14534	42	261	0
2021-05-12	14492	52	261	0
2021-05-11	14440	51	261	0
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2021-05-09	14343	26	261	0
2021-05-08	14317	47	261	1
2021-05-07	14270	59	260	1
2021-05-06	14211	32	259	0
2021-05-05	14179	52	259	1
2021-05-04	14127	61	258	0
2021-05-03	14066	39	258	0
2021-05-02	14027	40	258	0
2021-05-01	13987	65	258	0
2021-04-30	13922	60	258	0
2021-04-29	13862	63	258	1
2021-04-28	13799	106	257	1
2021-04-27	13693	64	256	0
2021-04-26	13629	35	256	0
2021-04-25	13594	59	256	0
2021-04-24	13535	64	256	0
2021-04-23	13471	75	256	1
2021-04-22	13396	86	255	1
2021-04-21	13310	65	254	0
2021-04-20	13245	95	254	0
2021-04-19	13150	62	254	1
2021-04-18	13088	45	253	0
2021-04-17	13043	76	253	1
2021-04-16	12967	87	252	1
2021-04-15	12880	74	251	0
2021-04-14	12806	96	251	1
2021-04-13	12710	45	250	0
2021-04-12	12665	82	250	1
2021-04-11	12583	38	249	0
2021-04-10	12545	93	249	1
2021-04-09	12452	41	248	0
2021-04-08	12411	75	248	0
2021-04-07	12336	57	248	0
2021-04-06	12279	42	248	1
2021-04-05	12237	37	247	0
2021-04-04	12200	36	247	1
2021-04-03	12164	55	246	0
2021-04-02	12109	83	246	1
2021-04-01	12026	40	245	0
2021-03-31	11986	95	245	0
2021-03-30	11891	58	245	0
2021-03-29	11833	61	245	0
2021-03-28	11772	49	245	0
2021-03-27	11723	90	245	0
2021-03-26	11633	133	245	2
2021-03-25	11500	81	243	0
2021-03-24	11419	80	243	1
2021-03-23	11339	84	242	0
2021-03-22	11255	83	242	1
2021-03-21	11172	67	241	0
2021-03-20	11105	63	241	1
2021-03-19	11042	82	240	0
2021-03-18	10960	72	240	0
2021-03-17	10888	123	240	1
2021-03-16	10765	29	239	0
2021-03-15	10736	56	239	0
2021-03-14	10680	33	239	1
2021-03-13	10647	44	238	0
2021-03-12	10603	78	238	0
2021-03-11	10525	38	238	0
2021-03-10	10487	78	238	0
2021-03-09	10409	10	238	0
2021-03-08	10399	29	238	0
2021-03-07	10370	28	238	0
2021-03-06	10342	31	238	1
2021-03-05	10311	37	237	0
2021-03-04	10274	37	237	0
2021-03-03	10237	33	237	0
2021-03-02	10204	37	237	0
2021-03-01	10167	11	237	1
2021-02-28	10156	11	236	0
2021-02-27	10145	38	236	0
2021-02-26	10107	30	236	0
2021-02-25	10077	37	236	0
2021-02-24	10040	29	236	0
2021-02-23	10011	24	236	0
2021-02-22	9987	8	236	0
2021-02-21	9979	25	236	0
2021-02-20	9954	32	236	0
2021-02-19	9922	21	236	0
2021-02-18	9901	61	236	2
2021-02-17	9840	29	234	0
2021-02-16	9811	19	234	0
2021-02-15	9792	13	234	1
2021-02-14	9779	12	233	0
2021-02-13	9767	16	233	0
2021-02-12	9751	19	233	0
2021-02-11	9732	29	233	1
2021-02-10	9703	27	232	1
2021-02-09	9676	15	231	0
2021-02-08	9661	6	231	1
2021-02-07	9655	16	230	0
2021-02-06	9639	30	230	2
2021-02-05	9609	30	228	1
2021-02-04	9579	57	227	7
2021-02-03	9522	23	220	2
2021-02-02	9499	34	218	0
2021-02-01	9465	22	218	0
2021-01-31	9443	41	218	0
2021-01-30	9402	36	218	0
2021-01-29	9366	69	218	5
2021-01-28	9297	45	213	0
2021-01-27	9252	54	213	2
2021-01-26	9198	40	211	0
2021-01-25	9158	31	211	0
2021-01-24	9127	36	211	0
2021-01-23	9091	85	211	5
2021-01-22	9006	66	206	0
2021-01-21	8940	93	206	3
2021-01-20	8847	66	203	2
2021-01-19	8781	55	201	1
2021-01-18	8726	45	200	3
2021-01-17	8681	41	197	0
2021-01-16	8640	64	197	1
2021-01-15	8576	114	196	1
2021-01-14	8462	125	195	4
2021-01-13	8337	69	191	3
2021-01-12	8268	74	188	2
2021-01-11	8194	58	186	1
2021-01-10	8136	61	185	0
2021-01-09	8075	111	185	8
2021-01-08	7964	94	177	1
2021-01-07	7870	142	176	14
2021-01-06	7728	110	162	7
2021-01-05	7618	100	155	2
2021-01-04	7518	74	153	2
2021-01-03	7444	21	151	1
2021-01-02	7423	29	150	1
2021-01-01	7394	44	149	1
2020-12-31	7350	139	148	6
2020-12-30	7211	129	142	9
2020-12-29	7082	81	133	3
2020-12-28	7001	69	130	2
2020-12-27	6932	90	128	1
2020-12-26	6842	46	127	1
2020-12-25	6796	70	126	1
2020-12-24	6726	102	125	5
2020-12-23	6624	163	120	4
2020-12-22	6461	102	116	1
2020-12-21	6359	72	115	3
2020-12-20	6287	109	112	7
2020-12-19	6178	148	105	3
2020-12-18	6030	128	102	2
2020-12-17	5902	124	100	3
2020-12-16	5778	146	97	8
2020-12-15	5632	116	89	4
2020-12-14	5516	83	85	1
2020-12-13	5433	49	84	1
2020-12-12	5384	106	83	1
2020-12-11	5278	135	82	5
2020-12-10	5143	114	77	0
2020-12-09	5029	139	77	1
2020-12-08	4890	128	76	2
2020-12-07	4762	28	74	0
2020-12-06	4734	61	74	1
2020-12-05	4673	134	73	5
2020-12-04	4539	69	68	2
2020-12-03	4470	98	66	2
2020-12-02	4372	128	64	4
2020-12-01	4244	96	60	7
2020-11-30	4148	23	53	2
2020-11-29	4125	26	51	0
2020-11-28	4099	121	51	2
2020-11-27	3978	70	49	0
2020-11-26	3908	111	49	2
2020-11-25	3797	78	47	1
2020-11-24	3719	84	46	1
2020-11-23	3635	50	45	5
2020-11-22	3585	34	40	0
2020-11-21	3551	115	40	0
2020-11-20	3436	88	40	1
2020-11-19	3348	105	39	3
2020-11-18	3243	107	36	3
2020-11-17	3136	95	33	1
2020-11-16	3041	36	32	1
2020-11-15	3005	56	31	0
2020-11-14	2949	85	31	0
2020-11-13	2864	83	31	0
2020-11-12	2781	137	31	3
2020-11-11	2644	75	28	2
2020-11-10	2569	98	26	2
2020-11-09	2471	66	24	0
2020-11-08	2405	92	24	0
2020-11-07	2313	84	24	1
2020-11-06	2229	122	23	1
2020-11-05	2107	136	22	0
2020-11-04	1971	87	22	0
2020-11-03	1884	65	22	0
2020-11-02	1819	39	22	0
2020-11-01	1780	61	22	1
2020-10-31	1719	83	21	1
2020-10-30	1636	72	20	1
2020-10-29	1564	91	19	0
2020-10-28	1473	74	19	0
2020-10-27	1399	52	19	0
2020-10-26	1347	32	19	0
2020-10-25	1315	37	19	1
2020-10-24	1278	49	18	0
2020-10-23	1229	49	18	0
2020-10-22	1180	30	18	0
2020-10-21	1150	32	18	0
2020-10-20	1118	11	18	1
2020-10-19	1107	10	17	0
2020-10-18	1097	7	17	0
2020-10-17	1090	12	17	0
2020-10-16	1078	15	17	0
2020-10-15	1063	20	17	0
2020-10-14	1043	10	17	0
2020-10-13	1033	10	17	0
2020-10-12	1023	5	17	0
2020-10-11	1018	11	17	0
2020-10-10	1007	11	17	0
2020-10-09	996	8	17	0
2020-10-08	988	12	17	0
2020-10-07	976	7	17	0
2020-10-06	969	3	17	1
2020-10-05	966	8	16	0
2020-10-04	958	3	16	0
2020-10-03	955	12	16	0
2020-10-02	943	13	16	0
2020-10-01	930	2	16	0
2020-09-30	928	3	16	0
2020-09-29	925	4	16	0
2020-09-28	921	11	16	0
2020-09-27	910	5	16	0
2020-09-26	905	1	16	0
2020-09-25	904	5	16	0
2020-09-24	899	14	16	0
2020-09-23	885	12	16	0
2020-09-22	873	16	16	1
2020-09-21	857	2	15	0
2020-09-20	855	9	15	0
2020-09-19	846	5	15	0
2020-09-18	841	16	15	0
2020-09-17	825	25	15	0
2020-09-16	800	11	15	1
2020-09-15	789	8	14	0
2020-09-14	781	4	14	0
2020-09-13	777	5	14	0
2020-09-12	772	11	14	0
2020-09-11	761	2	14	0
2020-09-10	759	1	14	0
2020-09-09	758	8	14	0
2020-09-08	750	1	14	0
2020-09-07	749	1	14	0
2020-09-06	748	1	14	0
2020-09-04	747	4	14	0
2020-09-03	743	8	14	0
2020-09-02	735	11	14	0
2020-08-28	724	3	14	0
2020-08-27	721	2	14	0
2020-08-26	719	2	14	0
2020-08-25	717	8	14	0
2020-08-24	709	1	14	0
2020-08-23	708	3	14	0
2020-08-22	705	4	14	0
2020-08-21	701	8	14	0
2020-08-20	693	7	14	0
2020-08-19	686	11	14	0
2020-08-18	675	4	14	0
2020-08-17	671	6	14	0
2020-08-16	665	3	14	0
2020-08-15	662	8	14	0
2020-08-14	654	5	14	0
2020-08-13	649	13	14	0
2020-08-12	636	6	14	0
2020-08-11	630	4	14	0
2020-08-10	626	3	14	0
2020-08-09	623	7	14	0
2020-08-08	616	6	14	0
2020-08-07	610	6	14	0
2020-08-06	604	7	14	0
2020-08-05	597	7	14	0
2020-08-04	590	16	14	0
2020-08-03	574	2	14	0
2020-08-01	572	6	14	0
2020-07-31	566	1	14	0
2020-07-30	565	2	14	0
2020-07-29	563	4	14	0
2020-07-28	559	9	14	0
2020-07-27	550	1	14	0
2020-07-25	549	4	14	0
2020-07-24	545	8	14	0
2020-07-23	537	11	14	0
2020-07-22	526	6	14	0
2020-07-21	520	7	14	0
2020-07-20	513	1	14	0
2020-07-18	512	2	14	0
2020-07-17	510	2	14	0
2020-07-16	508	4	14	0
2020-07-15	504	1	14	0
2020-07-14	503	1	14	0
2020-07-08	502	1	14	0
2020-07-06	501	1	14	0
2020-07-01	500	1	14	0
2020-06-30	499	2	14	0
2020-06-27	497	3	14	0
2020-06-25	494	1	14	0
2020-06-24	493	1	14	0
2020-06-23	492	1	14	0
2020-06-20	491	2	14	0
2020-06-04	489	3	14	0
2020-05-28	486	2	14	0
2020-05-27	484	1	14	0
2020-05-26	483	1	14	0
2020-05-23	482	6	14	0
2020-05-22	476	1	14	0
2020-05-20	475	4	14	0
2020-05-19	471	1	14	0
2020-05-16	470	2	14	0
2020-05-15	468	2	14	0
2020-05-14	466	10	14	2
2020-05-12	456	2	12	0
2020-05-07	454	4	12	0
2020-05-06	450	23	12	3
2020-05-05	427	2	9	0
2020-05-04	425	1	9	0
2020-05-03	424	1	9	0
2020-05-01	423	1	9	0
2020-04-30	422	2	9	0
2020-04-29	420	7	9	0
2020-04-28	413	3	9	0
2020-04-27	410	1	9	0
2020-04-26	409	1	9	0
2020-04-25	408	2	9	0
2020-04-23	406	4	9	0
2020-04-22	402	4	9	0
2020-04-21	398	6	9	0
2020-04-19	392	1	9	0
2020-04-18	391	6	9	0
2020-04-17	385	2	9	1
2020-04-16	383	4	8	0
2020-04-15	379	6	8	0
2020-04-14	373	2	8	0
2020-04-13	371	4	8	0
2020-04-11	367	14	8	0
2020-04-10	353	1	8	0
2020-04-09	352	12	8	1
2020-04-08	340	9	7	0
2020-04-07	331	14	7	1
2020-04-06	317	10	6	0
2020-04-05	307	1	6	1
2020-04-04	306	14	5	1
2020-04-03	292	8	4	1
2020-04-02	284	11	3	0
2020-04-01	273	27	3	2
2020-03-31	246	36	1	1
2020-03-30	210	6	0	0
2020-03-29	204	8	0	0
2020-03-28	196	7	0	0
2020-03-27	189	11	0	0
2020-03-26	178	3	0	0
2020-03-25	175	11	0	0
2020-03-24	164	11	0	0
2020-03-23	153	12	0	0
2020-03-22	141	5	0	0
2020-03-21	136	8	0	0
2020-03-20	128	7	0	0
2020-03-19	121	15	0	0
2020-03-18	106	19	0	0
2020-03-17	87	16	0	0
2020-03-16	71	19	0	0
2020-03-15	52	19	0	0
2020-03-14	33	1	0	0
2020-03-13	32	18	0	0
2020-03-12	14	4	0	0
2020-03-11	10	1	0	0
2020-03-10	9	4	0	0
2020-03-08	5	1	0	0
2020-03-07	4	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: 0:03:08.218965