Germany: LK Lörrach (Baden-Württemberg)

• 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 10:01:33 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Lörrach")
print(f'Population of country="Germany", subregion="LK Lörrach": {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 Lörrach": 229445 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	94618	17	480	0
2023-03-03	94601	11	480	0
2023-03-02	94590	26	480	0
2023-03-01	94564	44	480	0
2023-02-28	94520	48	480	0
2023-02-27	94472	66	480	1
2023-02-24	94406	18	479	0
2023-02-23	94388	32	479	0
2023-02-22	94356	35	479	0
2023-02-21	94321	45	479	0
2023-02-20	94276	42	479	0
2023-02-17	94234	26	479	1
2023-02-16	94208	27	478	0
2023-02-15	94181	34	478	0
2023-02-14	94147	31	478	0
2023-02-13	94116	38	478	0
2023-02-10	94078	18	478	0
2023-02-09	94060	33	478	0
2023-02-08	94027	25	478	0
2023-02-07	94002	17	478	0
2023-02-06	93985	31	478	0
2023-02-03	93954	21	478	0
2023-02-02	93933	13	478	0
2023-02-01	93920	30	478	0
2023-01-31	93890	34	478	0
2023-01-30	93856	31	478	1
2023-01-27	93825	18	477	0
2023-01-26	93807	21	477	0
2023-01-25	93786	20	477	0
2023-01-24	93766	28	477	0
2023-01-23	93738	18	477	0
2023-01-20	93720	14	477	0
2023-01-19	93706	11	477	0
2023-01-18	93695	32	477	0
2023-01-17	93663	51	477	0
2023-01-16	93612	35	477	0
2023-01-13	93577	25	477	0
2023-01-12	93552	28	477	0
2023-01-11	93524	41	477	1
2023-01-10	93483	124	476	2
2023-01-09	93359	153	474	1
2022-12-30	93206	15	473	0
2022-12-29	93191	71	473	0
2022-12-28	93120	108	473	1
2022-12-27	93012	113	472	0
2022-12-23	92899	55	472	2
2022-12-22	92844	153	470	0
2022-12-21	92691	55	470	0
2022-12-20	92636	84	470	1
2022-12-19	92552	116	469	0
2022-12-16	92436	53	469	0
2022-12-15	92383	88	469	0
2022-12-14	92295	78	469	0
2022-12-13	92217	104	469	1
2022-12-12	92113	117	468	2
2022-12-09	91996	58	466	0
2022-12-08	91938	61	466	0
2022-12-07	91877	85	466	0
2022-12-06	91792	105	466	1
2022-12-05	91687	122	465	0
2022-12-02	91565	80	465	2
2022-12-01	91485	88	463	0
2022-11-30	91397	65	463	0
2022-11-29	91332	91	463	0
2022-11-28	91241	87	463	0
2022-11-25	91154	62	463	0
2022-11-24	91092	62	463	0
2022-11-23	91030	87	463	1
2022-11-22	90943	169	462	0
2022-11-21	90774	32	462	0
2022-11-18	90742	75	462	0
2022-11-17	90667	106	462	0
2022-11-16	90561	95	462	0
2022-11-15	90466	61	462	0
2022-11-14	90405	121	462	0
2022-11-11	90284	67	462	3
2022-11-10	90217	113	459	1
2022-11-09	90104	51	458	0
2022-11-08	90053	153	458	0
2022-11-07	89900	170	458	0
2022-11-04	89730	75	458	0
2022-11-03	89655	88	458	1
2022-11-02	89567	111	457	0
2022-10-31	89456	113	457	1
2022-10-28	89343	75	456	0
2022-10-27	89268	99	456	1
2022-10-26	89169	205	455	0
2022-10-25	88964	179	455	0
2022-10-24	88785	240	455	0
2022-10-21	88545	246	455	3
2022-10-20	88299	195	452	1
2022-10-19	88104	219	451	2
2022-10-18	87885	217	449	0
2022-10-17	87668	314	449	0
2022-10-14	87354	254	449	2
2022-10-13	87100	244	447	1
2022-10-12	86856	282	446	0
2022-10-11	86574	301	446	1
2022-10-10	86273	392	445	0
2022-10-07	85881	396	445	1
2022-10-06	85485	137	444	0
2022-10-05	85348	327	444	0
2022-10-04	85021	340	444	0
2022-09-30	84681	181	444	0
2022-09-29	84500	142	444	0
2022-09-28	84358	256	444	0
2022-09-27	84102	336	444	1
2022-09-26	83766	181	443	0
2022-09-22	83585	85	443	3
2022-09-21	83500	57	440	0
2022-09-20	83443	58	440	0
2022-09-19	83385	82	440	0
2022-09-16	83303	39	440	0
2022-09-15	83264	83	440	0
2022-09-14	83181	102	440	1
2022-09-13	83079	94	439	0
2022-09-12	82985	106	439	1
2022-09-10	82879	1	438	0
2022-09-09	82878	32	438	0
2022-09-08	82846	58	438	1
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2022-08-31	82439	79	437	0
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2022-08-26	82214	49	437	0
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2022-08-11	81295	93	435	1
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2022-08-03	80589	241	433	1
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2022-07-28	79869	181	431	1
2022-07-27	79688	163	430	0
2022-07-26	79525	357	430	0
2022-07-25	79168	430	430	2
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2022-07-21	78480	245	428	1
2022-07-20	78235	348	427	0
2022-07-19	77887	342	427	0
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2022-07-14	76901	320	427	1
2022-07-13	76581	350	426	0
2022-07-12	76231	380	426	0
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2021-08-20	10323	16	304	0
2021-08-19	10307	18	304	0
2021-08-18	10289	29	304	1
2021-08-17	10260	14	303	0
2021-08-16	10246	3	303	0
2021-08-15	10243	4	303	0
2021-08-14	10239	24	303	0
2021-08-13	10215	7	303	0
2021-08-12	10208	21	303	0
2021-08-11	10187	20	303	0
2021-08-10	10167	12	303	0
2021-08-08	10155	4	303	0
2021-08-07	10151	17	303	0
2021-08-06	10134	17	303	0
2021-08-05	10117	14	303	0
2021-08-04	10103	13	303	0
2021-08-03	10090	7	303	0
2021-08-01	10083	3	303	0
2021-07-31	10080	9	303	0
2021-07-30	10071	8	303	0
2021-07-29	10063	8	303	0
2021-07-28	10055	27	303	0
2021-07-27	10028	4	303	0
2021-07-26	10024	2	303	0
2021-07-25	10022	5	303	0
2021-07-24	10017	12	303	0
2021-07-23	10005	5	303	0
2021-07-22	10000	9	303	0
2021-07-21	9991	7	303	0
2021-07-20	9984	8	303	0
2021-07-19	9976	1	303	0
2021-07-18	9975	2	303	0
2021-07-17	9973	6	303	0
2021-07-16	9967	7	303	0
2021-07-15	9960	5	303	0
2021-07-14	9955	14	303	0
2021-07-13	9941	2	303	0
2021-07-12	9939	4	303	0
2021-07-11	9935	1	303	0
2021-07-09	9934	1	303	0
2021-07-07	9933	1	303	0
2021-07-05	9932	1	303	0
2021-07-01	9931	1	303	0
2021-06-30	9930	2	303	0
2021-06-27	9928	1	303	0
2021-06-24	9927	4	303	0
2021-06-23	9923	7	303	0
2021-06-22	9916	2	303	0
2021-06-21	9914	1	303	0
2021-06-20	9913	1	303	0
2021-06-19	9912	3	303	0
2021-06-18	9909	5	303	0
2021-06-17	9904	9	303	0
2021-06-16	9895	4	303	1
2021-06-15	9891	2	302	0
2021-06-14	9889	1	302	0
2021-06-13	9888	3	302	1
2021-06-12	9885	2	301	0
2021-06-11	9883	4	301	0
2021-06-10	9879	7	301	0
2021-06-09	9872	10	301	0
2021-06-08	9862	7	301	0
2021-06-06	9855	6	301	0
2021-06-04	9849	3	301	0
2021-06-03	9846	8	301	1
2021-06-02	9838	24	300	0
2021-06-01	9814	6	300	0
2021-05-31	9808	6	300	0
2021-05-30	9802	10	300	0
2021-05-29	9792	23	300	1
2021-05-28	9769	17	299	1
2021-05-27	9752	27	298	1
2021-05-26	9725	7	297	0
2021-05-25	9718	4	297	1
2021-05-24	9714	4	296	1
2021-05-23	9710	12	295	0
2021-05-22	9698	15	295	0
2021-05-21	9683	14	295	0
2021-05-20	9669	17	295	1
2021-05-19	9652	40	294	0
2021-05-18	9612	22	294	0
2021-05-17	9590	12	294	0
2021-05-16	9578	14	294	0
2021-05-15	9564	15	294	0
2021-05-14	9549	25	294	0
2021-05-13	9524	74	294	0
2021-05-12	9450	59	294	0
2021-05-11	9391	15	294	0
2021-05-10	9376	9	294	0
2021-05-09	9367	25	294	0
2021-05-08	9342	33	294	0
2021-05-07	9309	28	294	0
2021-05-06	9281	43	294	0
2021-05-05	9238	37	294	1
2021-05-04	9201	14	293	0
2021-05-03	9187	19	293	0
2021-05-02	9168	2	293	0
2021-05-01	9166	29	293	0
2021-04-30	9137	31	293	1
2021-04-29	9106	42	292	0
2021-04-28	9064	63	292	0
2021-04-27	9001	27	292	1
2021-04-26	8974	7	291	0
2021-04-25	8967	27	291	0
2021-04-24	8940	44	291	0
2021-04-23	8896	40	291	0
2021-04-22	8856	34	291	0
2021-04-21	8822	70	291	0
2021-04-20	8752	29	291	1
2021-04-19	8723	13	290	0
2021-04-18	8710	13	290	0
2021-04-17	8697	30	290	1
2021-04-16	8667	38	289	1
2021-04-15	8629	42	288	0
2021-04-14	8587	53	288	0
2021-04-13	8534	24	288	0
2021-04-12	8510	5	288	0
2021-04-11	8505	22	288	2
2021-04-10	8483	56	286	0
2021-04-09	8427	67	286	0
2021-04-08	8360	64	286	2
2021-04-07	8296	28	284	3
2021-04-06	8268	3	281	0
2021-04-05	8265	4	281	1
2021-04-04	8261	17	280	0
2021-04-03	8244	13	280	1
2021-04-02	8231	47	279	0
2021-04-01	8184	37	279	0
2021-03-31	8147	33	279	0
2021-03-30	8114	14	279	0
2021-03-29	8100	15	279	1
2021-03-28	8085	18	278	0
2021-03-27	8067	30	278	2
2021-03-26	8037	38	276	1
2021-03-25	7999	40	275	2
2021-03-24	7959	56	273	0
2021-03-23	7903	17	273	0
2021-03-22	7886	8	273	0
2021-03-21	7878	20	273	0
2021-03-20	7858	50	273	0
2021-03-19	7808	29	273	0
2021-03-18	7779	45	273	3
2021-03-17	7734	37	270	0
2021-03-16	7697	27	270	0
2021-03-15	7670	11	270	1
2021-03-14	7659	18	269	1
2021-03-13	7641	26	268	0
2021-03-12	7615	30	268	0
2021-03-11	7585	36	268	1
2021-03-10	7549	27	267	0
2021-03-09	7522	27	267	1
2021-03-08	7495	6	266	0
2021-03-07	7489	9	266	0
2021-03-06	7480	33	266	3
2021-03-05	7447	17	263	1
2021-03-04	7430	26	262	0
2021-03-03	7404	42	262	0
2021-03-02	7362	3	262	0
2021-03-01	7359	4	262	0
2021-02-28	7355	15	262	0
2021-02-27	7340	26	262	0
2021-02-26	7314	10	262	0
2021-02-25	7304	20	262	0
2021-02-24	7284	30	262	1
2021-02-23	7254	9	261	0
2021-02-22	7245	5	261	3
2021-02-21	7240	12	258	1
2021-02-20	7228	16	257	0
2021-02-19	7212	17	257	1
2021-02-18	7195	21	256	0
2021-02-17	7174	12	256	0
2021-02-16	7162	7	256	0
2021-02-15	7155	3	256	1
2021-02-14	7152	9	255	0
2021-02-13	7143	23	255	2
2021-02-12	7120	19	253	0
2021-02-11	7101	22	253	0
2021-02-10	7079	29	253	0
2021-02-09	7050	18	253	1
2021-02-08	7032	7	252	0
2021-02-07	7025	12	252	0
2021-02-06	7013	25	252	1
2021-02-05	6988	24	251	1
2021-02-04	6964	27	250	0
2021-02-03	6937	36	250	0
2021-02-02	6901	20	250	0
2021-02-01	6881	24	250	3
2021-01-31	6857	21	247	2
2021-01-30	6836	23	245	1
2021-01-29	6813	13	244	0
2021-01-28	6800	38	244	1
2021-01-27	6762	52	243	1
2021-01-26	6710	20	242	2
2021-01-25	6690	14	240	0
2021-01-24	6676	16	240	0
2021-01-23	6660	30	240	1
2021-01-22	6630	35	239	1
2021-01-21	6595	36	238	0
2021-01-20	6559	63	238	2
2021-01-19	6496	18	236	1
2021-01-18	6478	10	235	0
2021-01-17	6468	26	235	0
2021-01-16	6442	36	235	3
2021-01-15	6406	30	232	2
2021-01-14	6376	45	230	1
2021-01-13	6331	76	229	0
2021-01-12	6255	36	229	1
2021-01-11	6219	28	228	4
2021-01-10	6191	22	224	2
2021-01-09	6169	78	222	4
2021-01-08	6091	40	218	2
2021-01-07	6051	46	216	1
2021-01-06	6005	89	215	6
2021-01-05	5916	33	209	3
2021-01-04	5883	11	206	0
2021-01-03	5872	25	206	1
2021-01-02	5847	30	205	3
2021-01-01	5817	54	202	1
2020-12-31	5763	93	201	3
2020-12-30	5670	99	198	3
2020-12-29	5571	62	195	5
2020-12-28	5509	20	190	0
2020-12-27	5489	11	190	0
2020-12-26	5478	57	190	4
2020-12-25	5421	23	186	0
2020-12-24	5398	93	186	1
2020-12-23	5305	138	185	10
2020-12-22	5167	43	175	0
2020-12-21	5124	40	175	1
2020-12-20	5084	38	174	1
2020-12-19	5046	118	173	10
2020-12-18	4928	120	163	10
2020-12-17	4808	110	153	3
2020-12-16	4698	127	150	3
2020-12-15	4571	59	147	1
2020-12-14	4512	50	146	0
2020-12-13	4462	51	146	0
2020-12-12	4411	178	146	13
2020-12-11	4233	83	133	2
2020-12-10	4150	105	131	6
2020-12-09	4045	105	125	3
2020-12-08	3940	41	122	5
2020-12-07	3899	32	117	2
2020-12-06	3867	49	115	1
2020-12-05	3818	81	114	1
2020-12-04	3737	102	113	4
2020-12-03	3635	59	109	2
2020-12-02	3576	113	107	4
2020-12-01	3463	35	103	0
2020-11-30	3428	9	103	2
2020-11-29	3419	48	101	0
2020-11-28	3371	104	101	2
2020-11-27	3267	69	99	0
2020-11-26	3198	109	99	0
2020-11-25	3089	110	99	5
2020-11-24	2979	26	94	1
2020-11-23	2953	9	93	1
2020-11-22	2944	43	92	1
2020-11-21	2901	95	91	4
2020-11-20	2806	84	87	4
2020-11-19	2722	108	83	4
2020-11-18	2614	105	79	1
2020-11-17	2509	42	78	2
2020-11-16	2467	13	76	2
2020-11-15	2454	78	74	1
2020-11-14	2376	109	73	1
2020-11-13	2267	73	72	0
2020-11-12	2194	126	72	2
2020-11-11	2068	77	70	0
2020-11-10	1991	35	70	1
2020-11-09	1956	50	69	0
2020-11-08	1906	58	69	0
2020-11-07	1848	80	69	0
2020-11-06	1768	71	69	1
2020-11-05	1697	41	68	0
2020-11-04	1656	71	68	1
2020-11-03	1585	62	67	0
2020-11-02	1523	44	67	0
2020-11-01	1479	45	67	0
2020-10-31	1434	38	67	0
2020-10-30	1396	54	67	0
2020-10-29	1342	34	67	0
2020-10-28	1308	51	67	1
2020-10-27	1257	28	66	0
2020-10-26	1229	24	66	0
2020-10-25	1205	39	66	0
2020-10-24	1166	27	66	0
2020-10-23	1139	28	66	0
2020-10-22	1111	34	66	0
2020-10-21	1077	26	66	0
2020-10-20	1051	17	66	0
2020-10-19	1034	9	66	0
2020-10-18	1025	12	66	0
2020-10-17	1013	10	66	0
2020-10-16	1003	12	66	0
2020-10-15	991	17	66	0
2020-10-14	974	12	66	0
2020-10-13	962	7	66	0
2020-10-12	955	6	66	0
2020-10-11	949	9	66	0
2020-10-10	940	4	66	0
2020-10-09	936	2	66	0
2020-10-08	934	10	66	0
2020-10-07	924	3	66	0
2020-10-05	921	2	66	0
2020-10-04	919	1	66	0
2020-10-03	918	2	66	0
2020-10-02	916	2	66	0
2020-09-30	914	5	66	0
2020-09-29	909	4	66	0
2020-09-28	905	1	66	0
2020-09-27	904	1	66	0
2020-09-26	903	11	66	1
2020-09-25	892	7	65	1
2020-09-24	885	10	64	1
2020-09-23	875	9	63	0
2020-09-22	866	5	63	0
2020-09-20	861	2	63	0
2020-09-19	859	1	63	0
2020-09-18	858	6	63	0
2020-09-17	852	12	63	0
2020-09-16	840	5	63	0
2020-09-15	835	5	63	0
2020-09-14	830	5	63	0
2020-09-13	825	1	63	0
2020-09-12	824	1	63	0
2020-09-11	823	4	63	0
2020-09-10	819	2	63	0
2020-09-08	817	5	63	0
2020-09-07	812	6	63	0
2020-09-06	806	1	63	0
2020-09-05	805	2	63	0
2020-09-04	803	5	63	0
2020-09-03	798	4	63	0
2020-09-02	794	7	63	0
2020-09-01	787	5	63	0
2020-08-31	782	3	63	0
2020-08-30	779	1	63	0
2020-08-29	778	2	63	0
2020-08-28	776	4	63	0
2020-08-27	772	5	63	0
2020-08-26	767	7	63	0
2020-08-25	760	11	63	0
2020-08-24	749	2	63	0
2020-08-23	747	3	63	0
2020-08-21	744	6	63	0
2020-08-20	738	2	63	0
2020-08-19	736	5	63	0
2020-08-18	731	2	63	0
2020-08-17	729	4	63	0
2020-08-16	725	1	63	0
2020-08-15	724	5	63	0
2020-08-14	719	2	63	0
2020-08-13	717	3	63	0
2020-08-12	714	7	63	0
2020-08-11	707	4	63	0
2020-08-09	703	1	63	0
2020-08-08	702	1	63	0
2020-08-07	701	4	63	0
2020-08-06	697	2	63	0
2020-08-05	695	5	63	0
2020-08-03	690	1	63	0
2020-08-01	689	3	63	0
2020-07-31	686	2	63	0
2020-07-30	684	1	63	0
2020-07-29	683	1	63	0
2020-07-27	682	1	63	0
2020-07-22	681	1	63	0
2020-07-17	680	1	63	0
2020-07-16	679	3	63	0
2020-07-15	676	1	63	0
2020-07-13	675	2	63	0
2020-07-12	673	1	63	0
2020-07-09	672	1	63	0
2020-07-08	671	2	63	0
2020-07-02	669	2	63	0
2020-06-15	667	1	63	0
2020-06-10	666	1	63	0
2020-06-07	665	1	63	0
2020-05-19	664	1	63	0
2020-05-16	663	1	63	0
2020-05-13	662	1	63	0
2020-05-10	661	1	63	0
2020-05-08	660	3	63	0
2020-05-07	657	1	63	0
2020-05-06	656	2	63	0
2020-05-05	654	1	63	0
2020-05-02	653	1	63	0
2020-05-01	652	2	63	0
2020-04-30	650	6	63	0
2020-04-29	644	8	63	1
2020-04-28	636	5	62	0
2020-04-27	631	2	62	0
2020-04-26	629	11	62	1
2020-04-25	618	15	61	2
2020-04-24	603	11	59	3
2020-04-23	592	10	56	2
2020-04-22	582	18	54	1
2020-04-21	564	12	53	2
2020-04-20	552	4	51	2
2020-04-19	548	13	49	4
2020-04-18	535	6	45	2
2020-04-17	529	17	43	2
2020-04-16	512	13	41	2
2020-04-15	499	4	39	0
2020-04-14	495	6	39	0
2020-04-13	489	3	39	1
2020-04-12	486	4	38	1
2020-04-11	482	16	37	3
2020-04-10	466	2	34	0
2020-04-09	464	30	34	4
2020-04-08	434	17	30	0
2020-04-07	417	8	30	0
2020-04-06	409	10	30	1
2020-04-05	399	7	29	1
2020-04-04	392	5	28	0
2020-04-03	387	35	28	2
2020-04-02	352	33	26	1
2020-04-01	319	22	25	3
2020-03-31	297	44	22	2
2020-03-30	253	26	20	5
2020-03-29	227	8	15	0
2020-03-28	219	34	15	5
2020-03-27	185	6	10	0
2020-03-26	179	17	10	1
2020-03-25	162	15	9	0
2020-03-24	147	18	9	0
2020-03-23	129	17	9	1
2020-03-22	112	12	8	0
2020-03-21	100	9	8	1
2020-03-20	91	25	7	2
2020-03-19	66	13	5	0
2020-03-18	53	18	5	3
2020-03-17	35	11	2	1
2020-03-16	24	4	1	1
2020-03-15	20	1	0	0
2020-03-14	19	4	0	0
2020-03-13	15	5	0	0
2020-03-12	10	7	0	0
2020-03-11	3	1	0	0
2020-03-10	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: 0:05:54.535818