Germany: LK Siegen-Wittgenstein (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 14:09:41 CEST

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

overview(country="Germany", subregion="LK Siegen-Wittgenstein", weeks=5);

overview(country="Germany", subregion="LK Siegen-Wittgenstein");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Siegen-Wittgenstein")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Siegen-Wittgenstein")
print(f'Population of country="Germany", subregion="LK Siegen-Wittgenstein": {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 Siegen-Wittgenstein": 274342 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	132061	25	317	0
2023-03-03	132036	18	317	0
2023-03-02	132018	50	317	0
2023-03-01	131968	94	317	0
2023-02-28	131874	94	317	0
2023-02-27	131780	80	317	1
2023-02-24	131700	67	316	0
2023-02-23	131633	87	316	1
2023-02-22	131546	80	315	0
2023-02-21	131466	82	315	0
2023-02-20	131384	72	315	0
2023-02-17	131312	56	315	0
2023-02-16	131256	64	315	0
2023-02-15	131192	81	315	0
2023-02-14	131111	76	315	0
2023-02-13	131035	55	315	0
2023-02-10	130980	29	315	0
2023-02-09	130951	50	315	0
2023-02-08	130901	64	315	0
2023-02-07	130837	61	315	0
2023-02-06	130776	47	315	0
2023-02-03	130729	33	315	0
2023-02-02	130696	31	315	0
2023-02-01	130665	55	315	0
2023-01-31	130610	70	315	1
2023-01-30	130540	66	314	1
2023-01-27	130474	52	313	0
2023-01-26	130422	47	313	0
2023-01-25	130375	68	313	0
2023-01-24	130307	44	313	0
2023-01-23	130263	55	313	0
2023-01-20	130208	32	313	0
2023-01-19	130176	23	313	1
2023-01-18	130153	53	312	2
2023-01-17	130100	55	310	0
2023-01-16	130045	65	310	1
2023-01-13	129980	38	309	0
2023-01-12	129942	65	309	0
2023-01-11	129877	95	309	0
2023-01-10	129782	93	309	0
2023-01-09	129689	211	309	0
2023-01-06	129478	69	309	0
2023-01-05	129409	67	309	0
2023-01-04	129342	192	309	1
2023-01-03	129150	168	308	0
2023-01-02	128982	195	308	0
2022-12-30	128787	116	308	0
2022-12-29	128671	163	308	0
2022-12-28	128508	259	308	0
2022-12-27	128249	250	308	0
2022-12-23	127999	202	308	1
2022-12-22	127797	178	307	0
2022-12-21	127619	207	307	0
2022-12-20	127412	133	307	0
2022-12-19	127279	303	307	1
2022-12-16	126976	198	306	0
2022-12-15	126778	149	306	0
2022-12-14	126629	199	306	0
2022-12-13	126430	145	306	0
2022-12-12	126285	208	306	0
2022-12-09	126077	117	306	0
2022-12-08	125960	135	306	0
2022-12-07	125825	134	306	0
2022-12-06	125691	145	306	0
2022-12-05	125546	191	306	0
2022-12-02	125355	87	306	0
2022-12-01	125268	103	306	0
2022-11-30	125165	113	306	1
2022-11-29	125052	142	305	0
2022-11-28	124910	154	305	1
2022-11-25	124756	136	304	0
2022-11-24	124620	115	304	0
2022-11-23	124505	161	304	0
2022-11-22	124344	112	304	1
2022-11-21	124232	184	303	0
2022-11-18	124048	86	303	0
2022-11-17	123962	136	303	0
2022-11-16	123826	150	303	0
2022-11-15	123676	154	303	0
2022-11-14	123522	192	303	2
2022-11-11	123330	141	301	0
2022-11-10	123189	143	301	0
2022-11-09	123046	230	301	1
2022-11-08	122816	195	300	1
2022-11-07	122621	368	299	0
2022-11-04	122253	274	299	2
2022-11-03	121979	249	297	0
2022-11-02	121730	319	297	0
2022-10-31	121411	489	297	0
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2022-10-20	118619	344	294	2
2022-10-19	118275	610	292	3
2022-10-18	117665	448	289	1
2022-10-17	117217	735	288	1
2022-10-14	116482	337	287	1
2022-10-13	116145	400	286	0
2022-10-12	115745	521	286	0
2022-10-11	115224	522	286	1
2022-10-10	114702	578	285	1
2022-10-07	114124	435	284	0
2022-10-06	113689	419	284	0
2022-10-05	113270	580	284	0
2022-10-04	112690	570	284	1
2022-09-30	112120	264	283	0
2022-09-29	111856	259	283	0
2022-09-28	111597	344	283	1
2022-09-27	111253	258	282	0
2022-09-26	110995	339	282	0
2022-09-23	110656	173	282	0
2022-09-22	110483	189	282	0
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2021-09-10	13585	33	184	1
2021-09-09	13552	62	183	0
2021-09-08	13490	92	183	0
2021-09-07	13398	97	183	0
2021-09-06	13301	30	183	0
2021-09-05	13271	6	183	0
2021-09-04	13265	58	183	0
2021-09-03	13207	61	183	0
2021-09-02	13146	77	183	1
2021-09-01	13069	133	182	2
2021-08-31	12936	62	180	0
2021-08-30	12874	39	180	0
2021-08-29	12835	10	180	0
2021-08-28	12825	52	180	1
2021-08-27	12773	41	179	0
2021-08-26	12732	70	179	0
2021-08-25	12662	108	179	0
2021-08-24	12554	88	179	0
2021-08-23	12466	40	179	0
2021-08-22	12426	23	179	0
2021-08-21	12403	35	179	0
2021-08-20	12368	48	179	0
2021-08-19	12320	89	179	0
2021-08-18	12231	35	179	0
2021-08-17	12196	59	179	0
2021-08-16	12137	37	179	0
2021-08-15	12100	1	179	0
2021-08-14	12099	44	179	0
2021-08-13	12055	30	179	0
2021-08-12	12025	35	179	0
2021-08-11	11990	30	179	0
2021-08-10	11960	26	179	0
2021-08-09	11934	8	179	0
2021-08-08	11926	3	179	0
2021-08-07	11923	14	179	0
2021-08-06	11909	6	179	0
2021-08-05	11903	18	179	0
2021-08-04	11885	8	179	0
2021-08-03	11877	13	179	0
2021-08-02	11864	8	179	0
2021-08-01	11856	1	179	0
2021-07-31	11855	7	179	0
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2021-07-29	11839	15	179	0
2021-07-28	11824	7	179	0
2021-07-27	11817	9	179	0
2021-07-26	11808	2	179	0
2021-07-25	11806	3	179	0
2021-07-24	11803	5	179	0
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2021-07-21	11792	3	179	0
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2021-07-19	11782	3	179	0
2021-07-17	11779	10	179	0
2021-07-16	11769	3	179	0
2021-07-15	11766	8	179	0
2021-07-14	11758	4	179	0
2021-07-13	11754	3	179	0
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2021-07-09	11747	5	179	0
2021-07-08	11742	6	179	0
2021-07-07	11736	3	179	0
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2021-07-01	11721	2	179	0
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2021-06-29	11714	6	179	0
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2021-06-24	11700	6	179	0
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2021-06-21	11684	2	179	0
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2021-06-19	11680	7	179	0
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2021-06-11	11632	12	179	0
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2021-06-09	11611	11	179	0
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2021-06-03	11553	7	179	0
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2021-05-30	11510	1	177	0
2021-05-29	11509	21	177	0
2021-05-28	11488	24	177	0
2021-05-27	11464	26	177	0
2021-05-26	11438	25	177	0
2021-05-25	11413	6	177	0
2021-05-24	11407	2	177	0
2021-05-23	11405	3	177	0
2021-05-22	11402	28	177	0
2021-05-21	11374	27	177	0
2021-05-20	11347	36	177	0
2021-05-19	11311	43	177	0
2021-05-18	11268	15	177	0
2021-05-17	11253	10	177	0
2021-05-16	11243	5	177	0
2021-05-15	11238	36	177	0
2021-05-14	11202	19	177	0
2021-05-13	11183	14	177	0
2021-05-12	11169	49	177	0
2021-05-11	11120	40	177	0
2021-05-10	11080	20	177	1
2021-05-09	11060	5	176	0
2021-05-08	11055	24	176	0
2021-05-07	11031	32	176	0
2021-05-06	10999	45	176	0
2021-05-05	10954	64	176	0
2021-05-04	10890	57	176	0
2021-05-03	10833	11	176	0
2021-05-02	10822	32	176	0
2021-05-01	10790	37	176	0
2021-04-30	10753	74	176	0
2021-04-29	10679	65	176	3
2021-04-28	10614	79	173	1
2021-04-27	10535	101	172	0
2021-04-26	10434	19	172	0
2021-04-25	10415	36	172	0
2021-04-24	10379	22	172	0
2021-04-23	10357	69	172	0
2021-04-22	10288	42	172	0
2021-04-21	10246	92	172	0
2021-04-20	10154	97	172	0
2021-04-19	10057	31	172	0
2021-04-18	10026	21	172	0
2021-04-17	10005	42	172	0
2021-04-16	9963	84	172	2
2021-04-15	9879	92	170	0
2021-04-14	9787	108	170	2
2021-04-13	9679	120	168	3
2021-04-12	9559	17	165	2
2021-04-11	9542	24	163	0
2021-04-10	9518	78	163	1
2021-04-09	9440	136	162	0
2021-04-08	9304	74	162	0
2021-04-07	9230	182	162	1
2021-04-06	9048	23	161	1
2021-04-05	9025	70	160	0
2021-04-04	8955	8	160	0
2021-04-03	8947	71	160	0
2021-04-02	8876	51	160	1
2021-04-01	8825	112	159	2
2021-03-31	8713	125	157	1
2021-03-30	8588	95	156	1
2021-03-29	8493	54	155	2
2021-03-28	8439	26	153	0
2021-03-27	8413	67	153	1
2021-03-26	8346	126	152	2
2021-03-25	8220	100	150	1
2021-03-24	8120	143	149	2
2021-03-23	7977	98	147	3
2021-03-22	7879	15	144	0
2021-03-21	7864	47	144	1
2021-03-20	7817	61	143	2
2021-03-19	7756	94	141	0
2021-03-18	7662	86	141	1
2021-03-17	7576	108	140	1
2021-03-16	7468	52	139	1
2021-03-15	7416	22	138	0
2021-03-14	7394	36	138	0
2021-03-13	7358	33	138	0
2021-03-12	7325	54	138	2
2021-03-11	7271	48	136	0
2021-03-10	7223	69	136	1
2021-03-09	7154	70	135	3
2021-03-08	7084	22	132	1
2021-03-07	7062	8	131	1
2021-03-06	7054	33	130	1
2021-03-05	7021	46	129	1
2021-03-04	6975	36	128	1
2021-03-03	6939	53	127	2
2021-03-02	6886	64	125	1
2021-03-01	6822	19	124	3
2021-02-28	6803	26	121	0
2021-02-27	6777	14	121	0
2021-02-26	6763	37	121	1
2021-02-25	6726	38	120	0
2021-02-24	6688	25	120	0
2021-02-23	6663	56	120	0
2021-02-22	6607	9	120	0
2021-02-21	6598	4	120	0
2021-02-20	6594	35	120	0
2021-02-19	6559	30	120	0
2021-02-18	6529	31	120	0
2021-02-17	6498	19	120	0
2021-02-16	6479	35	120	0
2021-02-15	6444	5	120	0
2021-02-14	6439	1	120	0
2021-02-13	6438	15	120	1
2021-02-12	6423	47	119	0
2021-02-11	6376	9	119	0
2021-02-10	6367	27	119	0
2021-02-09	6340	38	119	1
2021-02-08	6302	9	118	0
2021-02-07	6293	1	118	0
2021-02-06	6292	33	118	0
2021-02-05	6259	35	118	2
2021-02-04	6224	30	116	1
2021-02-03	6194	38	115	0
2021-02-02	6156	50	115	1
2021-02-01	6106	10	114	0
2021-01-31	6096	19	114	0
2021-01-30	6077	10	114	0
2021-01-29	6067	35	114	0
2021-01-28	6032	34	114	0
2021-01-27	5998	44	114	3
2021-01-26	5954	55	111	3
2021-01-25	5899	17	108	1
2021-01-24	5882	16	107	0
2021-01-23	5866	14	107	0
2021-01-22	5852	59	107	0
2021-01-21	5793	42	107	1
2021-01-20	5751	46	106	1
2021-01-19	5705	52	105	2
2021-01-18	5653	52	103	5
2021-01-17	5601	10	98	0
2021-01-16	5591	41	98	2
2021-01-15	5550	43	96	0
2021-01-14	5507	103	96	11
2021-01-13	5404	59	85	2
2021-01-12	5345	76	83	1
2021-01-11	5269	18	82	0
2021-01-10	5251	9	82	1
2021-01-09	5242	51	81	2
2021-01-08	5191	70	79	0
2021-01-07	5121	72	79	2
2021-01-06	5049	61	77	1
2021-01-05	4988	85	76	6
2021-01-04	4903	56	70	1
2021-01-03	4847	1	69	0
2021-01-02	4846	12	69	0
2021-01-01	4834	40	69	0
2020-12-31	4794	30	69	0
2020-12-30	4764	85	69	2
2020-12-29	4679	87	67	1
2020-12-28	4592	10	66	1
2020-12-27	4582	5	65	0
2020-12-26	4577	4	65	0
2020-12-25	4573	41	65	0
2020-12-24	4532	48	65	2
2020-12-23	4484	80	63	2
2020-12-22	4404	88	61	0
2020-12-21	4316	33	61	0
2020-12-20	4283	19	61	0
2020-12-19	4264	45	61	0
2020-12-18	4219	62	61	3
2020-12-17	4157	73	58	4
2020-12-16	4084	85	54	0
2020-12-15	3999	100	54	0
2020-12-14	3899	35	54	2
2020-12-13	3864	16	52	0
2020-12-12	3848	34	52	0
2020-12-11	3814	75	52	5
2020-12-10	3739	69	47	1
2020-12-09	3670	72	46	1
2020-12-08	3598	86	45	0
2020-12-07	3512	34	45	3
2020-12-06	3478	14	42	0
2020-12-05	3464	60	42	2
2020-12-04	3404	71	40	1
2020-12-03	3333	52	39	2
2020-12-02	3281	89	37	3
2020-12-01	3192	50	34	0
2020-11-30	3142	43	34	6
2020-11-29	3099	40	28	1
2020-11-28	3059	55	27	0
2020-11-27	3004	125	27	3
2020-11-26	2879	90	24	1
2020-11-25	2789	101	23	2
2020-11-24	2688	16	21	0
2020-11-23	2672	67	21	4
2020-11-22	2605	26	17	0
2020-11-21	2579	103	17	0
2020-11-20	2476	76	17	1
2020-11-19	2400	95	16	1
2020-11-18	2305	101	15	0
2020-11-17	2204	45	15	1
2020-11-16	2159	39	14	0
2020-11-15	2120	39	14	0
2020-11-14	2081	70	14	0
2020-11-13	2011	61	14	2
2020-11-12	1950	79	12	1
2020-11-11	1871	77	11	1
2020-11-10	1794	25	10	0
2020-11-09	1769	26	10	0
2020-11-08	1743	61	10	0
2020-11-07	1682	32	10	0
2020-11-06	1650	46	10	1
2020-11-05	1604	59	9	0
2020-11-04	1545	51	9	0
2020-11-03	1494	36	9	0
2020-11-02	1458	26	9	0
2020-11-01	1432	27	9	0
2020-10-31	1405	47	9	0
2020-10-30	1358	21	9	0
2020-10-29	1337	69	9	0
2020-10-28	1268	46	9	0
2020-10-27	1222	31	9	0
2020-10-26	1191	20	9	0
2020-10-25	1171	20	9	0
2020-10-24	1151	54	9	0
2020-10-23	1097	16	9	0
2020-10-22	1081	59	9	1
2020-10-21	1022	28	8	0
2020-10-20	994	26	8	0
2020-10-19	968	10	8	0
2020-10-18	958	38	8	0
2020-10-17	920	5	8	0
2020-10-16	915	13	8	0
2020-10-15	902	14	8	0
2020-10-14	888	29	8	0
2020-10-13	859	6	8	0
2020-10-12	853	5	8	0
2020-10-11	848	1	8	0
2020-10-10	847	17	8	0
2020-10-09	830	23	8	0
2020-10-08	807	10	8	0
2020-10-07	797	27	8	0
2020-10-06	770	7	8	0
2020-10-05	763	8	8	0
2020-10-04	755	7	8	0
2020-10-03	748	3	8	0
2020-10-02	745	5	8	0
2020-10-01	740	1	8	0
2020-09-30	739	15	8	0
2020-09-29	724	7	8	0
2020-09-27	717	3	8	0
2020-09-26	714	10	8	0
2020-09-25	704	8	8	0
2020-09-24	696	21	8	0
2020-09-23	675	15	8	0
2020-09-22	660	9	8	0
2020-09-21	651	16	8	0
2020-09-20	635	2	8	0
2020-09-19	633	21	8	0
2020-09-18	612	4	8	0
2020-09-17	608	17	8	0
2020-09-16	591	8	8	0
2020-09-15	583	10	8	0
2020-09-14	573	6	8	0
2020-09-13	567	5	8	0
2020-09-12	562	1	8	0
2020-09-11	561	6	8	0
2020-09-10	555	4	8	0
2020-09-09	551	2	8	0
2020-09-07	549	1	8	0
2020-09-06	548	2	8	0
2020-09-05	546	2	8	0
2020-09-04	544	5	8	0
2020-09-03	539	5	8	0
2020-09-02	534	2	8	0
2020-09-01	532	3	8	0
2020-08-31	529	3	8	0
2020-08-30	526	1	8	0
2020-08-29	525	1	8	0
2020-08-27	524	2	8	0
2020-08-26	522	1	8	0
2020-08-25	521	6	8	0
2020-08-24	515	2	8	0
2020-08-23	513	3	8	0
2020-08-22	510	1	8	0
2020-08-21	509	6	8	0
2020-08-20	503	3	8	0
2020-08-19	500	3	8	0
2020-08-18	497	8	8	0
2020-08-17	489	2	8	0
2020-08-16	487	5	8	0
2020-08-15	482	12	8	0
2020-08-14	470	6	8	0
2020-08-13	464	10	8	0
2020-08-12	454	9	8	0
2020-08-11	445	9	8	0
2020-08-10	436	4	8	0
2020-08-09	432	5	8	0
2020-08-08	427	1	8	0
2020-08-07	426	7	8	0
2020-08-06	419	5	8	0
2020-08-05	414	20	8	0
2020-08-04	394	1	8	0
2020-08-03	393	1	8	0
2020-08-02	392	3	8	0
2020-08-01	389	1	8	0
2020-07-31	388	2	8	0
2020-07-30	386	8	8	0
2020-07-29	378	5	8	0
2020-07-28	373	2	8	0
2020-07-27	371	3	8	0
2020-07-25	368	12	8	0
2020-07-24	356	12	8	0
2020-07-23	344	3	8	0
2020-07-22	341	2	8	0
2020-07-21	339	8	8	0
2020-07-20	331	2	8	0
2020-07-19	329	1	8	0
2020-07-18	328	2	8	0
2020-07-16	326	1	8	0
2020-07-15	325	5	8	0
2020-07-14	320	1	8	0
2020-07-13	319	1	8	0
2020-07-11	318	1	8	0
2020-07-10	317	1	8	0
2020-07-04	316	1	8	0
2020-06-18	315	1	8	0
2020-06-03	314	1	8	0
2020-05-30	313	2	8	0
2020-05-23	311	3	8	0
2020-05-22	308	1	8	0
2020-05-14	307	2	8	0
2020-05-13	305	1	8	0
2020-05-11	304	1	8	0
2020-05-09	303	4	8	0
2020-05-08	299	3	8	0
2020-05-07	296	5	8	0
2020-05-06	291	1	8	0
2020-05-02	290	2	8	0
2020-04-30	288	7	8	0
2020-04-29	281	4	8	0
2020-04-28	277	1	8	0
2020-04-26	276	2	8	0
2020-04-24	274	5	8	0
2020-04-23	269	2	8	0
2020-04-22	267	6	8	0
2020-04-21	261	6	8	0
2020-04-20	255	2	8	0
2020-04-18	253	4	8	0
2020-04-17	249	5	8	0
2020-04-16	244	13	8	0
2020-04-15	231	5	8	0
2020-04-14	226	12	8	1
2020-04-12	214	2	7	0
2020-04-11	212	1	7	0
2020-04-10	211	10	7	0
2020-04-09	201	12	7	0
2020-04-08	189	8	7	1
2020-04-07	181	5	6	0
2020-04-06	176	6	6	0
2020-04-05	170	4	6	0
2020-04-04	166	5	6	0
2020-04-03	161	20	6	0
2020-04-02	141	11	6	0
2020-04-01	130	17	6	2
2020-03-31	113	7	4	2
2020-03-30	106	3	2	0
2020-03-29	103	2	2	0
2020-03-28	101	2	2	0
2020-03-27	99	15	2	1
2020-03-26	84	12	1	1
2020-03-25	72	13	0	0
2020-03-24	59	8	0	0
2020-03-23	51	4	0	0
2020-03-22	47	7	0	0
2020-03-21	40	2	0	0
2020-03-20	38	7	0	0
2020-03-19	31	2	0	0
2020-03-18	29	3	0	0
2020-03-17	26	3	0	0
2020-03-16	23	5	0	0
2020-03-15	18	3	0	0
2020-03-14	15	1	0	0
2020-03-13	14	12	0	0
2020-03-12	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: 0:03:05.022008