Germany: LK Aichach-Friedberg (Bayern)

• 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 10:25:50 CEST

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

overview(country="Germany", subregion="LK Aichach-Friedberg", weeks=5);

overview(country="Germany", subregion="LK Aichach-Friedberg");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Aichach-Friedberg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Aichach-Friedberg")
print(f'Population of country="Germany", subregion="LK Aichach-Friedberg": {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 Aichach-Friedberg": 135538 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	68181	12	183	0
2023-03-03	68169	4	183	0
2023-03-02	68165	7	183	0
2023-03-01	68158	26	183	0
2023-02-28	68132	23	183	0
2023-02-27	68109	35	183	0
2023-02-24	68074	15	183	1
2023-02-23	68059	22	182	0
2023-02-22	68037	36	182	0
2023-02-21	68001	19	182	0
2023-02-20	67982	22	182	1
2023-02-17	67960	20	181	0
2023-02-16	67940	15	181	0
2023-02-15	67925	33	181	0
2023-02-14	67892	16	181	0
2023-02-13	67876	54	181	0
2023-02-10	67822	16	181	0
2023-02-09	67806	18	181	0
2023-02-08	67788	24	181	0
2023-02-07	67764	33	181	0
2023-02-06	67731	37	181	0
2023-02-03	67694	16	181	0
2023-02-02	67678	23	181	0
2023-02-01	67655	20	181	0
2023-01-31	67635	30	181	0
2023-01-30	67605	32	181	0
2023-01-27	67573	14	181	0
2023-01-26	67559	10	181	0
2023-01-25	67549	24	181	0
2023-01-24	67525	20	181	0
2023-01-23	67505	19	181	0
2023-01-20	67486	12	181	0
2023-01-19	67474	16	181	0
2023-01-18	67458	15	181	0
2023-01-17	67443	10	181	0
2023-01-16	67433	11	181	0
2023-01-13	67422	7	181	0
2023-01-12	67415	19	181	0
2023-01-11	67396	6	181	0
2023-01-10	67390	18	181	0
2023-01-09	67372	50	181	0
2023-01-05	67322	17	181	0
2023-01-04	67305	32	181	0
2023-01-03	67273	36	181	0
2023-01-02	67237	36	181	0
2022-12-30	67201	19	181	0
2022-12-29	67182	23	181	0
2022-12-28	67159	36	181	0
2022-12-27	67123	55	181	0
2022-12-23	67068	23	181	0
2022-12-22	67045	26	181	0
2022-12-21	67019	34	181	0
2022-12-20	66985	17	181	0
2022-12-19	66968	52	181	1
2022-12-16	66916	25	180	0
2022-12-15	66891	25	180	0
2022-12-14	66866	45	180	0
2022-12-13	66821	33	180	0
2022-12-12	66788	48	180	0
2022-12-11	66740	1	180	0
2022-12-10	66739	1	180	0
2022-12-09	66738	9	180	0
2022-12-08	66729	26	180	0
2022-12-07	66703	28	180	0
2022-12-06	66675	36	180	0
2022-12-05	66639	35	180	0
2022-12-02	66604	35	180	0
2022-12-01	66569	14	180	0
2022-11-30	66555	25	180	0
2022-11-29	66530	29	180	0
2022-11-28	66501	40	180	0
2022-11-25	66461	28	180	0
2022-11-24	66433	27	180	0
2022-11-23	66406	26	180	1
2022-11-22	66380	42	179	0
2022-11-21	66338	73	179	0
2022-11-18	66265	28	179	0
2022-11-17	66237	25	179	0
2022-11-16	66212	50	179	0
2022-11-15	66162	52	179	0
2022-11-14	66110	47	179	0
2022-11-11	66063	15	179	0
2022-11-10	66048	26	179	0
2022-11-09	66022	42	179	0
2022-11-08	65980	70	179	0
2022-11-07	65910	106	179	1
2022-11-04	65804	46	178	1
2022-11-03	65758	75	177	0
2022-11-02	65683	83	177	0
2022-10-31	65600	125	177	0
2022-10-28	65475	58	177	0
2022-10-27	65417	75	177	1
2022-10-26	65342	112	176	1
2022-10-25	65230	122	175	0
2022-10-24	65108	198	175	0
2022-10-21	64910	130	175	0
2022-10-20	64780	112	175	0
2022-10-19	64668	186	175	1
2022-10-18	64482	197	174	2
2022-10-17	64285	334	172	0
2022-10-16	63951	3	172	0
2022-10-15	63948	2	172	0
2022-10-14	63946	184	172	0
2022-10-13	63762	209	172	0
2022-10-12	63553	230	172	0
2022-10-11	63323	298	172	0
2022-10-10	63025	523	172	0
2022-10-09	62502	14	172	0
2022-10-08	62488	2	172	0
2022-10-07	62486	240	172	0
2022-10-06	62246	281	172	1
2022-10-05	61965	340	171	0
2022-10-04	61625	501	171	0
2022-10-03	61124	4	171	0
2022-10-02	61120	1	171	0
2022-09-30	61119	142	171	0
2022-09-29	60977	183	171	0
2022-09-28	60794	221	171	0
2022-09-27	60573	165	171	0
2022-09-26	60408	209	171	0
2022-09-24	60199	10	171	0
2022-09-23	60189	75	171	0
2022-09-22	60114	94	171	0
2022-09-21	60020	82	171	0
2022-09-20	59938	77	171	0
2022-09-19	59861	120	171	0
2022-09-18	59741	1	171	0
2022-09-16	59740	48	171	0
2022-09-15	59692	58	171	0
2022-09-14	59634	42	171	0
2022-09-13	59592	80	171	0
2022-09-12	59512	75	171	0
2022-09-09	59437	50	171	0
2022-09-08	59387	58	171	0
2022-09-07	59329	51	171	0
2022-09-06	59278	64	171	0
2022-09-05	59214	89	171	0
2022-09-03	59125	1	171	0
2022-09-02	59124	42	171	0
2022-09-01	59082	40	171	0
2022-08-31	59042	45	171	0
2022-08-30	58997	62	171	0
2022-08-29	58935	92	171	0
2022-08-26	58843	42	171	0
2022-08-25	58801	50	171	0
2022-08-24	58751	90	171	0
2022-08-23	58661	77	171	0
2022-08-22	58584	144	171	0
2022-08-19	58440	67	171	0
2022-08-18	58373	57	171	1
2022-08-17	58316	101	170	0
2022-08-16	58215	154	170	0
2022-08-12	58061	43	170	0
2022-08-11	58018	56	170	0
2022-08-10	57962	83	170	0
2022-08-09	57879	107	170	0
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2022-08-07	57607	1	170	0
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2022-08-04	57538	76	170	0
2022-08-03	57462	81	170	0
2022-08-02	57381	137	170	0
2022-08-01	57244	212	170	0
2022-07-31	57032	1	170	0
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2022-07-24	55873	1	169	0
2022-07-23	55872	1	169	0
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2022-07-20	55474	307	169	2
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2021-09-09	5632	24	101	0
2021-09-08	5608	16	101	0
2021-09-07	5592	16	101	0
2021-09-06	5576	5	101	0
2021-09-05	5571	7	101	0
2021-09-04	5564	10	101	0
2021-09-03	5554	18	101	0
2021-09-02	5536	25	101	0
2021-09-01	5511	48	101	0
2021-08-31	5463	11	101	0
2021-08-30	5452	15	101	0
2021-08-29	5437	9	101	0
2021-08-28	5428	16	101	0
2021-08-27	5412	9	101	0
2021-08-26	5403	18	101	0
2021-08-25	5385	16	101	0
2021-08-24	5369	20	101	0
2021-08-23	5349	15	101	0
2021-08-21	5334	6	101	0
2021-08-20	5328	3	101	0
2021-08-19	5325	6	101	0
2021-08-18	5319	5	101	0
2021-08-17	5314	9	101	0
2021-08-16	5305	2	101	0
2021-08-15	5303	5	101	0
2021-08-14	5298	5	101	0
2021-08-12	5293	8	101	0
2021-08-11	5285	11	101	0
2021-08-10	5274	5	101	0
2021-08-09	5269	2	101	0
2021-08-07	5267	5	101	0
2021-08-06	5262	1	101	0
2021-08-05	5261	3	101	0
2021-08-03	5258	1	101	0
2021-08-02	5257	2	101	0
2021-08-01	5255	1	101	0
2021-07-31	5254	5	101	0
2021-07-30	5249	1	101	0
2021-07-28	5248	3	101	0
2021-07-27	5245	2	101	0
2021-07-25	5243	2	101	0
2021-07-24	5241	1	101	0
2021-07-23	5240	5	101	0
2021-07-22	5235	5	101	0
2021-07-21	5230	7	101	0
2021-07-20	5223	7	101	0
2021-07-19	5216	2	101	0
2021-07-18	5214	3	101	0
2021-07-17	5211	2	101	0
2021-07-16	5209	7	101	0
2021-07-15	5202	15	101	0
2021-07-14	5187	2	101	0
2021-07-13	5185	1	101	0
2021-07-12	5184	1	101	0
2021-07-10	5183	1	101	0
2021-07-08	5182	1	101	0
2021-07-07	5181	2	101	0
2021-07-06	5179	1	101	0
2021-06-29	5178	1	101	0
2021-06-26	5177	1	101	0
2021-06-23	5176	1	101	0
2021-06-21	5175	2	101	0
2021-06-19	5173	2	101	0
2021-06-17	5171	1	101	0
2021-06-16	5170	2	101	0
2021-06-15	5168	6	101	0
2021-06-13	5162	1	101	0
2021-06-12	5161	1	101	0
2021-06-11	5160	5	101	0
2021-06-10	5155	3	101	0
2021-06-09	5152	5	101	0
2021-06-08	5147	7	101	0
2021-06-07	5140	5	101	0
2021-06-06	5135	1	101	0
2021-06-05	5134	1	101	0
2021-06-04	5133	2	101	0
2021-06-03	5131	2	101	0
2021-06-02	5129	1	101	0
2021-06-01	5128	14	101	0
2021-05-31	5114	5	101	0
2021-05-30	5109	3	101	0
2021-05-28	5106	2	101	0
2021-05-27	5104	12	101	0
2021-05-26	5092	3	101	1
2021-05-25	5089	3	100	0
2021-05-24	5086	1	100	0
2021-05-23	5085	1	100	0
2021-05-22	5084	2	100	0
2021-05-21	5082	6	100	0
2021-05-20	5076	8	100	1
2021-05-19	5068	9	99	0
2021-05-18	5059	11	99	0
2021-05-17	5048	9	99	0
2021-05-16	5039	9	99	0
2021-05-15	5030	5	99	0
2021-05-14	5025	7	99	0
2021-05-13	5018	9	99	0
2021-05-12	5009	12	99	0
2021-05-11	4997	31	99	0
2021-05-10	4966	8	99	0
2021-05-09	4958	10	99	0
2021-05-08	4948	6	99	0
2021-05-07	4942	17	99	0
2021-05-06	4925	17	99	1
2021-05-05	4908	43	98	0
2021-05-04	4865	32	98	0
2021-05-03	4833	10	98	0
2021-05-02	4823	11	98	0
2021-05-01	4812	20	98	1
2021-04-30	4792	29	97	0
2021-04-29	4763	25	97	0
2021-04-28	4738	44	97	0
2021-04-27	4694	31	97	1
2021-04-26	4663	15	96	0
2021-04-25	4648	13	96	1
2021-04-24	4635	31	95	0
2021-04-23	4604	37	95	0
2021-04-22	4567	46	95	0
2021-04-21	4521	55	95	0
2021-04-20	4466	92	95	0
2021-04-19	4374	31	95	1
2021-04-18	4343	23	94	0
2021-04-17	4320	23	94	1
2021-04-16	4297	41	93	0
2021-04-15	4256	42	93	0
2021-04-14	4214	48	93	0
2021-04-13	4166	41	93	0
2021-04-12	4125	17	93	0
2021-04-11	4108	12	93	0
2021-04-10	4096	10	93	0
2021-04-09	4086	36	93	0
2021-04-08	4050	33	93	0
2021-04-07	4017	40	93	0
2021-04-06	3977	6	93	0
2021-04-05	3971	12	93	0
2021-04-04	3959	16	93	0
2021-04-03	3943	6	93	0
2021-04-02	3937	21	93	0
2021-04-01	3916	24	93	0
2021-03-31	3892	33	93	0
2021-03-30	3859	41	93	0
2021-03-29	3818	7	93	0
2021-03-28	3811	4	93	0
2021-03-27	3807	18	93	1
2021-03-26	3789	26	92	0
2021-03-25	3763	19	92	0
2021-03-24	3744	26	92	0
2021-03-23	3718	43	92	1
2021-03-22	3675	2	91	0
2021-03-21	3673	6	91	0
2021-03-20	3667	13	91	0
2021-03-19	3654	22	91	0
2021-03-18	3632	22	91	0
2021-03-17	3610	39	91	0
2021-03-16	3571	17	91	0
2021-03-15	3554	3	91	0
2021-03-14	3551	4	91	0
2021-03-13	3547	7	91	0
2021-03-12	3540	6	91	0
2021-03-11	3534	10	91	0
2021-03-10	3524	13	91	0
2021-03-09	3511	5	91	0
2021-03-08	3506	8	91	0
2021-03-07	3498	8	91	1
2021-03-06	3490	3	90	0
2021-03-05	3487	5	90	0
2021-03-04	3482	4	90	0
2021-03-03	3478	4	90	0
2021-03-02	3474	11	90	0
2021-03-01	3463	2	90	0
2021-02-27	3461	6	90	0
2021-02-26	3455	7	90	0
2021-02-25	3448	7	90	1
2021-02-24	3441	5	89	0
2021-02-23	3436	4	89	0
2021-02-22	3432	4	89	0
2021-02-21	3428	2	89	1
2021-02-20	3426	6	88	0
2021-02-19	3420	6	88	2
2021-02-18	3414	3	86	1
2021-02-17	3411	14	85	0
2021-02-16	3397	4	85	0
2021-02-15	3393	3	85	0
2021-02-13	3390	1	85	0
2021-02-12	3389	5	85	0
2021-02-11	3384	7	85	0
2021-02-10	3377	7	85	0
2021-02-09	3370	7	85	0
2021-02-08	3363	4	85	0
2021-02-07	3359	1	85	0
2021-02-06	3358	6	85	0
2021-02-05	3352	9	85	0
2021-02-04	3343	18	85	0
2021-02-03	3325	12	85	0
2021-02-02	3313	3	85	0
2021-02-01	3310	2	85	0
2021-01-31	3308	2	85	0
2021-01-30	3306	5	85	0
2021-01-29	3301	18	85	0
2021-01-28	3283	20	85	1
2021-01-27	3263	13	84	0
2021-01-26	3250	19	84	1
2021-01-25	3231	10	83	0
2021-01-24	3221	5	83	0
2021-01-23	3216	12	83	1
2021-01-22	3204	20	82	0
2021-01-21	3184	13	82	0
2021-01-20	3171	23	82	0
2021-01-19	3148	21	82	2
2021-01-18	3127	9	80	2
2021-01-17	3118	9	78	0
2021-01-16	3109	8	78	0
2021-01-15	3101	17	78	0
2021-01-14	3084	9	78	0
2021-01-13	3075	9	78	0
2021-01-12	3066	28	78	3
2021-01-11	3038	7	75	0
2021-01-10	3031	9	75	0
2021-01-09	3022	28	75	2
2021-01-08	2994	27	73	0
2021-01-07	2967	27	73	1
2021-01-06	2940	28	72	0
2021-01-05	2912	47	72	0
2021-01-04	2865	7	72	0
2021-01-03	2858	11	72	0
2021-01-02	2847	6	72	0
2021-01-01	2841	8	72	0
2020-12-31	2833	25	72	0
2020-12-30	2808	30	72	2
2020-12-29	2778	16	70	0
2020-12-28	2762	16	70	0
2020-12-27	2746	1	70	0
2020-12-26	2745	17	70	2
2020-12-25	2728	34	68	1
2020-12-24	2694	3	67	0
2020-12-23	2691	49	67	1
2020-12-22	2642	25	66	1
2020-12-21	2617	15	65	0
2020-12-20	2602	11	65	0
2020-12-19	2591	37	65	0
2020-12-18	2554	50	65	0
2020-12-17	2504	70	65	0
2020-12-16	2434	29	65	2
2020-12-15	2405	26	63	2
2020-12-14	2379	26	61	0
2020-12-13	2353	9	61	0
2020-12-12	2344	33	61	2
2020-12-11	2311	1	59	1
2020-12-10	2310	37	58	0
2020-12-09	2273	29	58	0
2020-12-08	2244	24	58	2
2020-12-07	2220	18	56	1
2020-12-06	2202	16	55	1
2020-12-05	2186	14	54	0
2020-12-04	2172	34	54	0
2020-12-03	2138	44	54	0
2020-12-02	2094	46	54	0
2020-12-01	2048	31	54	3
2020-11-30	2017	12	51	0
2020-11-29	2005	21	51	0
2020-11-28	1984	47	51	1
2020-11-27	1937	46	50	1
2020-11-26	1891	46	49	0
2020-11-25	1845	66	49	3
2020-11-24	1779	38	46	1
2020-11-23	1741	27	45	0
2020-11-22	1714	8	45	0
2020-11-21	1706	29	45	3
2020-11-20	1677	41	42	1
2020-11-19	1636	57	41	6
2020-11-18	1579	68	35	1
2020-11-17	1511	33	34	0
2020-11-16	1478	22	34	1
2020-11-15	1456	16	33	0
2020-11-14	1440	35	33	0
2020-11-13	1405	40	33	1
2020-11-12	1365	43	32	6
2020-11-11	1322	41	26	0
2020-11-10	1281	27	26	1
2020-11-09	1254	26	25	0
2020-11-08	1228	28	25	1
2020-11-07	1200	15	24	0
2020-11-06	1185	40	24	0
2020-11-05	1145	63	24	1
2020-11-04	1082	48	23	0
2020-11-03	1034	24	23	0
2020-11-02	1010	35	23	0
2020-11-01	975	17	23	1
2020-10-31	958	82	22	1
2020-10-30	876	28	21	0
2020-10-29	848	28	21	1
2020-10-28	820	46	20	0
2020-10-27	774	22	20	0
2020-10-26	752	31	20	0
2020-10-25	721	9	20	0
2020-10-24	712	20	20	0
2020-10-23	692	19	20	0
2020-10-22	673	18	20	0
2020-10-21	655	31	20	0
2020-10-20	624	7	20	0
2020-10-19	617	7	20	0
2020-10-18	610	3	20	0
2020-10-17	607	8	20	0
2020-10-16	599	11	20	0
2020-10-15	588	17	20	0
2020-10-14	571	10	20	0
2020-10-13	561	6	20	0
2020-10-12	555	9	20	0
2020-10-11	546	7	20	0
2020-10-09	539	8	20	0
2020-10-08	531	4	20	0
2020-10-07	527	11	20	0
2020-10-06	516	5	20	0
2020-10-05	511	6	20	0
2020-10-01	505	3	20	0
2020-09-28	502	3	20	0
2020-09-25	499	2	20	0
2020-09-24	497	7	20	0
2020-09-23	490	5	20	0
2020-09-22	485	4	20	0
2020-09-21	481	6	20	0
2020-09-17	475	3	20	0
2020-09-16	472	3	20	0
2020-09-15	469	2	20	0
2020-09-14	467	3	20	0
2020-09-10	464	4	20	0
2020-09-09	460	2	20	0
2020-09-08	458	4	20	0
2020-09-07	454	5	20	0
2020-09-04	449	2	20	0
2020-09-03	447	2	20	0
2020-09-02	445	1	20	0
2020-09-01	444	1	20	0
2020-08-31	443	3	20	0
2020-08-28	440	1	20	0
2020-08-27	439	1	20	0
2020-08-26	438	8	20	0
2020-08-24	430	6	20	0
2020-08-20	424	3	20	0
2020-08-19	421	5	20	0
2020-08-18	416	4	20	0
2020-08-17	412	6	20	0
2020-08-14	406	2	20	0
2020-08-12	404	1	20	0
2020-08-10	403	1	20	0
2020-08-03	402	1	20	0
2020-07-28	401	1	20	0
2020-07-27	400	1	20	0
2020-07-24	399	2	20	0
2020-07-23	397	1	20	0
2020-07-22	396	2	20	0
2020-07-20	394	1	20	0
2020-07-16	393	1	20	0
2020-07-10	392	3	20	0
2020-07-09	389	1	20	0
2020-06-30	388	1	20	0
2020-06-24	387	1	20	0
2020-06-11	386	19	20	0
2020-06-10	367	41	20	0
2020-06-09	326	15	20	0
2020-06-04	311	19	20	0
2020-05-28	292	1	20	0
2020-05-27	291	1	20	0
2020-05-13	290	1	20	0
2020-05-12	289	1	20	0
2020-05-09	288	2	20	0
2020-05-08	286	1	20	0
2020-05-07	285	1	20	0
2020-05-06	284	1	20	0
2020-04-30	283	2	20	0
2020-04-29	281	1	20	0
2020-04-28	280	1	20	0
2020-04-27	279	1	20	0
2020-04-25	278	3	20	0
2020-04-24	275	3	20	0
2020-04-22	272	5	20	0
2020-04-21	267	2	20	0
2020-04-19	265	2	20	0
2020-04-18	263	1	20	0
2020-04-17	262	8	20	0
2020-04-16	254	5	20	0
2020-04-15	249	2	20	0
2020-04-14	247	7	20	0
2020-04-13	240	10	20	1
2020-04-11	230	1	19	0
2020-04-10	229	10	19	1
2020-04-09	219	5	18	0
2020-04-08	214	14	18	2
2020-04-07	200	19	16	6
2020-04-06	181	8	10	1
2020-04-05	173	1	9	0
2020-04-04	172	9	9	0
2020-04-03	163	10	9	1
2020-04-02	153	14	8	0
2020-04-01	139	6	8	0
2020-03-31	133	14	8	4
2020-03-30	119	6	4	1
2020-03-29	113	6	3	0
2020-03-28	107	12	3	0
2020-03-27	95	6	3	1
2020-03-26	89	17	2	1
2020-03-25	72	21	1	1
2020-03-24	51	9	0	0
2020-03-23	42	11	0	0
2020-03-22	31	2	0	0
2020-03-21	29	6	0	0
2020-03-20	23	5	0	0
2020-03-19	18	2	0	0
2020-03-18	16	5	0	0
2020-03-17	11	3	0	0
2020-03-16	8	2	0	0
2020-03-13	6	2	0	0
2020-03-12	4	3	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: 0:03:14.346333