Germany: LK Bodenseekreis (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 09:44:03 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bodenseekreis")
print(f'Population of country="Germany", subregion="LK Bodenseekreis": {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 Bodenseekreis": 218885 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	92413	20	397	0
2023-03-02	92393	41	397	0
2023-02-28	92352	50	397	0
2023-02-27	92302	39	397	0
2023-02-24	92263	49	397	0
2023-02-23	92214	35	397	0
2023-02-22	92179	37	397	0
2023-02-21	92142	47	397	0
2023-02-20	92095	45	397	0
2023-02-17	92050	29	397	0
2023-02-16	92021	34	397	0
2023-02-15	91987	44	397	0
2023-02-14	91943	61	397	0
2023-02-13	91882	24	397	0
2023-02-10	91858	25	397	1
2023-02-09	91833	30	396	0
2023-02-08	91803	29	396	0
2023-02-07	91774	24	396	1
2023-02-06	91750	32	395	0
2023-02-03	91718	10	395	0
2023-02-02	91708	24	395	0
2023-02-01	91684	28	395	0
2023-01-31	91656	27	395	0
2023-01-30	91629	16	395	0
2023-01-27	91613	13	395	0
2023-01-26	91600	22	395	1
2023-01-25	91578	21	394	0
2023-01-24	91557	19	394	0
2023-01-23	91538	19	394	2
2023-01-20	91519	11	392	0
2023-01-19	91508	6	392	0
2023-01-18	91502	10	392	0
2023-01-17	91492	15	392	0
2023-01-16	91477	24	392	1
2023-01-13	91453	14	391	1
2023-01-12	91439	23	390	0
2023-01-11	91416	9	390	0
2023-01-10	91407	23	390	0
2023-01-09	91384	39	390	0
2023-01-05	91345	15	390	0
2023-01-04	91330	24	390	0
2023-01-03	91306	35	390	0
2023-01-02	91271	27	390	3
2022-12-30	91244	20	387	0
2022-12-29	91224	35	387	0
2022-12-28	91189	46	387	0
2022-12-27	91143	59	387	0
2022-12-23	91084	38	387	0
2022-12-22	91046	45	387	0
2022-12-21	91001	57	387	0
2022-12-20	90944	54	387	0
2022-12-19	90890	53	387	0
2022-12-16	90837	22	387	0
2022-12-15	90815	43	387	0
2022-12-14	90772	62	387	0
2022-12-13	90710	45	387	0
2022-12-12	90665	56	387	0
2022-12-09	90609	35	387	0
2022-12-08	90574	36	387	0
2022-12-07	90538	52	387	0
2022-12-06	90486	55	387	0
2022-12-05	90431	39	387	0
2022-12-02	90392	34	387	0
2022-12-01	90358	31	387	0
2022-11-30	90327	40	387	0
2022-11-29	90287	72	387	1
2022-11-28	90215	49	386	0
2022-11-25	90166	27	386	0
2022-11-24	90139	31	386	0
2022-11-23	90108	46	386	0
2022-11-22	90062	76	386	0
2022-11-21	89986	59	386	1
2022-11-18	89927	36	385	0
2022-11-17	89891	54	385	0
2022-11-16	89837	42	385	0
2022-11-15	89795	68	385	1
2022-11-14	89727	63	384	0
2022-11-11	89664	42	384	0
2022-11-10	89622	44	384	0
2022-11-09	89578	83	384	0
2022-11-08	89495	110	384	0
2022-11-07	89385	79	384	0
2022-11-04	89306	111	384	1
2022-11-03	89195	95	383	0
2022-11-02	89100	73	383	2
2022-10-31	89027	113	381	0
2022-10-28	88914	88	381	1
2022-10-27	88826	96	380	0
2022-10-26	88730	168	380	0
2022-10-25	88562	117	380	1
2022-10-24	88445	165	379	0
2022-10-21	88280	200	379	0
2022-10-20	88080	331	379	2
2022-10-19	87749	149	377	0
2022-10-18	87600	113	377	0
2022-10-17	87487	218	377	3
2022-10-14	87269	397	374	2
2022-10-13	86872	404	372	2
2022-10-12	86468	232	370	0
2022-10-11	86236	361	370	1
2022-10-10	85875	502	369	2
2022-10-07	85373	63	367	0
2022-10-06	85310	289	367	0
2022-10-05	85021	143	367	1
2022-10-04	84878	169	366	1
2022-09-30	84709	193	365	0
2022-09-29	84516	154	365	2
2022-09-28	84362	295	363	1
2022-09-27	84067	205	362	1
2022-09-26	83862	111	361	1
2022-09-23	83751	90	360	0
2022-09-22	83661	137	360	1
2022-09-21	83524	120	359	0
2022-09-20	83404	74	359	0
2022-09-19	83330	88	359	0
2022-09-16	83242	72	359	0
2022-09-15	83170	41	359	0
2022-09-14	83129	81	359	0
2022-09-13	83048	62	359	0
2022-09-12	82986	90	359	0
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2022-09-01	82615	32	359	1
2022-08-31	82583	67	358	0
2022-08-30	82516	49	358	0
2022-08-29	82467	93	358	0
2022-08-26	82374	38	358	0
2022-08-25	82336	44	358	0
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2022-08-03	80805	137	355	2
2022-08-02	80668	129	353	0
2022-08-01	80539	182	353	1
2022-07-29	80357	144	352	1
2022-07-28	80213	224	351	1
2022-07-27	79989	98	350	3
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2022-07-25	79504	540	347	1
2022-07-22	78964	222	346	0
2022-07-21	78742	114	346	0
2022-07-20	78628	154	346	1
2022-07-19	78474	365	345	2
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2021-09-07	8428	37	166	1
2021-09-06	8391	8	165	1
2021-09-05	8383	5	164	0
2021-09-04	8378	41	164	0
2021-09-03	8337	21	164	0
2021-09-02	8316	22	164	0
2021-09-01	8294	50	164	1
2021-08-31	8244	40	163	0
2021-08-30	8204	8	163	0
2021-08-29	8196	1	163	0
2021-08-28	8195	20	163	1
2021-08-27	8175	26	162	0
2021-08-26	8149	22	162	0
2021-08-25	8127	39	162	1
2021-08-24	8088	37	161	0
2021-08-23	8051	12	161	1
2021-08-22	8039	1	160	0
2021-08-21	8038	22	160	0
2021-08-20	8016	18	160	0
2021-08-19	7998	18	160	0
2021-08-18	7980	14	160	0
2021-08-17	7966	11	160	0
2021-08-16	7955	4	160	0
2021-08-15	7951	2	160	0
2021-08-14	7949	11	160	0
2021-08-13	7938	10	160	0
2021-08-12	7928	12	160	0
2021-08-11	7916	14	160	1
2021-08-10	7902	16	159	0
2021-08-09	7886	3	159	0
2021-08-08	7883	2	159	0
2021-08-07	7881	12	159	0
2021-08-06	7869	6	159	0
2021-08-05	7863	5	159	0
2021-08-04	7858	3	159	0
2021-08-03	7855	6	159	0
2021-08-02	7849	1	159	0
2021-07-31	7848	1	159	0
2021-07-30	7847	5	159	0
2021-07-29	7842	2	159	0
2021-07-28	7840	7	159	0
2021-07-27	7833	3	159	0
2021-07-26	7830	2	159	0
2021-07-24	7828	4	159	0
2021-07-23	7824	1	159	0
2021-07-22	7823	4	159	0
2021-07-21	7819	4	159	0
2021-07-20	7815	3	159	0
2021-07-19	7812	2	159	0
2021-07-18	7810	2	159	0
2021-07-16	7808	2	159	0
2021-07-15	7806	1	159	0
2021-07-14	7805	3	159	0
2021-07-12	7802	1	159	0
2021-07-11	7801	1	159	0
2021-07-10	7800	2	159	0
2021-07-09	7798	3	159	0
2021-07-08	7795	4	159	0
2021-07-07	7791	3	159	0
2021-07-06	7788	3	159	0
2021-07-05	7785	5	159	0
2021-07-04	7780	1	159	0
2021-07-03	7779	5	159	0
2021-07-02	7774	3	159	0
2021-07-01	7771	1	159	0
2021-06-30	7770	2	159	0
2021-06-29	7768	1	159	0
2021-06-25	7767	4	159	0
2021-06-24	7763	2	159	0
2021-06-23	7761	1	159	0
2021-06-22	7760	9	159	0
2021-06-21	7751	1	159	0
2021-06-20	7750	1	159	0
2021-06-19	7749	4	159	0
2021-06-18	7745	4	159	0
2021-06-17	7741	1	159	0
2021-06-16	7740	9	159	1
2021-06-15	7731	3	158	0
2021-06-14	7728	1	158	0
2021-06-13	7727	2	158	0
2021-06-12	7725	8	158	0
2021-06-11	7717	4	158	0
2021-06-10	7713	1	158	0
2021-06-09	7712	13	158	0
2021-06-08	7699	9	158	0
2021-06-07	7690	7	158	0
2021-06-06	7683	4	158	0
2021-06-05	7679	3	158	0
2021-06-04	7676	3	158	1
2021-06-03	7673	8	157	0
2021-06-02	7665	3	157	0
2021-06-01	7662	10	157	0
2021-05-31	7652	3	157	0
2021-05-29	7649	4	157	0
2021-05-28	7645	13	157	0
2021-05-27	7632	23	157	0
2021-05-26	7609	7	157	0
2021-05-25	7602	2	157	0
2021-05-24	7600	7	157	0
2021-05-22	7593	14	157	0
2021-05-21	7579	21	157	0
2021-05-20	7558	21	157	0
2021-05-19	7537	31	157	1
2021-05-18	7506	23	156	0
2021-05-17	7483	10	156	0
2021-05-16	7473	3	156	0
2021-05-15	7470	25	156	0
2021-05-14	7445	4	156	0
2021-05-13	7441	41	156	0
2021-05-12	7400	48	156	0
2021-05-11	7352	49	156	0
2021-05-10	7303	20	156	1
2021-05-09	7283	4	155	0
2021-05-08	7279	39	155	0
2021-05-07	7240	64	155	0
2021-05-06	7176	47	155	0
2021-05-05	7129	66	155	0
2021-05-04	7063	57	155	0
2021-05-03	7006	13	155	0
2021-05-02	6993	10	155	0
2021-05-01	6983	51	155	0
2021-04-30	6932	74	155	0
2021-04-29	6858	43	155	1
2021-04-28	6815	78	154	0
2021-04-27	6737	91	154	0
2021-04-26	6646	27	154	2
2021-04-25	6619	31	152	0
2021-04-24	6588	43	152	1
2021-04-23	6545	75	151	1
2021-04-22	6470	40	150	0
2021-04-21	6430	60	150	2
2021-04-20	6370	91	148	1
2021-04-19	6279	37	147	0
2021-04-18	6242	8	147	0
2021-04-17	6234	42	147	0
2021-04-16	6192	55	147	1
2021-04-15	6137	40	146	0
2021-04-14	6097	24	146	0
2021-04-13	6073	44	146	1
2021-04-12	6029	25	145	0
2021-04-11	6004	4	145	0
2021-04-10	6000	40	145	2
2021-04-09	5960	49	143	0
2021-04-08	5911	51	143	0
2021-04-07	5860	65	143	1
2021-04-06	5795	10	142	0
2021-04-05	5785	23	142	0
2021-04-04	5762	5	142	0
2021-04-03	5757	31	142	0
2021-04-02	5726	39	142	1
2021-04-01	5687	35	141	0
2021-03-31	5652	54	141	0
2021-03-30	5598	26	141	0
2021-03-29	5572	15	141	0
2021-03-28	5557	19	141	0
2021-03-27	5538	31	141	0
2021-03-26	5507	56	141	1
2021-03-25	5451	41	140	1
2021-03-24	5410	57	139	0
2021-03-23	5353	20	139	0
2021-03-22	5333	20	139	0
2021-03-21	5313	13	139	0
2021-03-20	5300	16	139	0
2021-03-19	5284	41	139	0
2021-03-18	5243	17	139	1
2021-03-17	5226	20	138	0
2021-03-16	5206	42	138	0
2021-03-15	5164	10	138	0
2021-03-14	5154	2	138	0
2021-03-13	5152	17	138	0
2021-03-12	5135	17	138	0
2021-03-11	5118	19	138	0
2021-03-10	5099	32	138	0
2021-03-09	5067	30	138	0
2021-03-08	5037	6	138	0
2021-03-07	5031	3	138	0
2021-03-06	5028	16	138	0
2021-03-05	5012	14	138	0
2021-03-04	4998	30	138	0
2021-03-03	4968	38	138	0
2021-03-02	4930	52	138	0
2021-03-01	4878	6	138	0
2021-02-28	4872	14	138	0
2021-02-27	4858	18	138	0
2021-02-26	4840	22	138	0
2021-02-25	4818	28	138	0
2021-02-24	4790	26	138	0
2021-02-23	4764	23	138	0
2021-02-22	4741	5	138	0
2021-02-21	4736	4	138	0
2021-02-20	4732	16	138	0
2021-02-19	4716	19	138	0
2021-02-18	4697	13	138	0
2021-02-17	4684	8	138	0
2021-02-16	4676	16	138	0
2021-02-15	4660	2	138	0
2021-02-14	4658	6	138	0
2021-02-13	4652	9	138	0
2021-02-12	4643	16	138	0
2021-02-11	4627	13	138	0
2021-02-10	4614	22	138	0
2021-02-09	4592	13	138	0
2021-02-08	4579	12	138	1
2021-02-07	4567	5	137	0
2021-02-06	4562	28	137	0
2021-02-05	4534	18	137	1
2021-02-04	4516	38	136	0
2021-02-03	4478	29	136	1
2021-02-02	4449	37	135	0
2021-02-01	4412	9	135	0
2021-01-31	4403	7	135	0
2021-01-30	4396	22	135	1
2021-01-29	4374	28	134	2
2021-01-28	4346	49	132	2
2021-01-27	4297	28	130	0
2021-01-26	4269	37	130	1
2021-01-25	4232	16	129	2
2021-01-24	4216	7	127	1
2021-01-23	4209	24	126	2
2021-01-22	4185	30	124	0
2021-01-21	4155	33	124	1
2021-01-20	4122	59	123	1
2021-01-19	4063	46	122	0
2021-01-18	4017	9	122	0
2021-01-17	4008	29	122	0
2021-01-16	3979	42	122	0
2021-01-15	3937	59	122	1
2021-01-14	3878	79	121	6
2021-01-13	3799	84	115	6
2021-01-12	3715	84	109	5
2021-01-11	3631	23	104	4
2021-01-10	3608	41	100	2
2021-01-09	3567	40	98	5
2021-01-08	3527	104	93	6
2021-01-07	3423	48	87	2
2021-01-06	3375	23	85	0
2021-01-05	3352	138	85	6
2021-01-04	3214	43	79	1
2021-01-03	3171	12	78	1
2021-01-02	3159	14	77	2
2021-01-01	3145	27	75	2
2020-12-31	3118	61	73	7
2020-12-30	3057	82	66	12
2020-12-29	2975	41	54	3
2020-12-28	2934	28	51	0
2020-12-27	2906	31	51	1
2020-12-26	2875	31	50	0
2020-12-25	2844	16	50	0
2020-12-24	2828	105	50	3
2020-12-23	2723	86	47	3
2020-12-22	2637	29	44	1
2020-12-21	2608	12	43	1
2020-12-20	2596	28	42	1
2020-12-19	2568	50	41	2
2020-12-18	2518	100	39	3
2020-12-17	2418	98	36	7
2020-12-16	2320	87	29	3
2020-12-15	2233	29	26	0
2020-12-14	2204	7	26	1
2020-12-13	2197	18	25	1
2020-12-12	2179	31	24	1
2020-12-11	2148	64	23	1
2020-12-10	2084	66	22	4
2020-12-09	2018	82	18	3
2020-12-08	1936	13	15	0
2020-12-07	1923	5	15	0
2020-12-06	1918	7	15	1
2020-12-05	1911	26	14	0
2020-12-04	1885	26	14	0
2020-12-03	1859	45	14	0
2020-12-02	1814	51	14	0
2020-11-30	1763	1	14	0
2020-11-29	1762	25	14	0
2020-11-28	1737	15	14	0
2020-11-27	1722	56	14	0
2020-11-26	1666	58	14	0
2020-11-25	1608	69	14	2
2020-11-24	1539	13	12	0
2020-11-23	1526	31	12	0
2020-11-22	1495	38	12	0
2020-11-21	1457	18	12	1
2020-11-20	1439	25	11	0
2020-11-19	1414	36	11	0
2020-11-18	1378	54	11	0
2020-11-17	1324	23	11	0
2020-11-15	1301	39	11	0
2020-11-14	1262	16	11	0
2020-11-13	1246	40	11	0
2020-11-12	1206	56	11	1
2020-11-11	1150	41	10	0
2020-11-10	1109	28	10	0
2020-11-09	1081	12	10	0
2020-11-08	1069	41	10	0
2020-11-07	1028	20	10	0
2020-11-06	1008	51	10	1
2020-11-05	957	35	9	0
2020-11-04	922	20	9	0
2020-11-03	902	14	9	0
2020-11-02	888	40	9	0
2020-11-01	848	15	9	0
2020-10-31	833	16	9	0
2020-10-30	817	32	9	0
2020-10-29	785	29	9	1
2020-10-28	756	23	8	0
2020-10-27	733	17	8	0
2020-10-26	716	3	8	0
2020-10-25	713	16	8	0
2020-10-24	697	14	8	0
2020-10-23	683	10	8	0
2020-10-22	673	14	8	0
2020-10-21	659	11	8	0
2020-10-20	648	4	8	0
2020-10-19	644	2	8	0
2020-10-18	642	8	8	0
2020-10-17	634	10	8	0
2020-10-16	624	11	8	0
2020-10-15	613	3	8	0
2020-10-14	610	15	8	0
2020-10-13	595	8	8	0
2020-10-12	587	2	8	0
2020-10-11	585	9	8	0
2020-10-10	576	2	8	0
2020-10-09	574	3	8	0
2020-10-08	571	3	8	0
2020-10-07	568	4	8	0
2020-10-06	564	1	8	0
2020-10-04	563	3	8	0
2020-10-03	560	2	8	0
2020-10-02	558	3	8	0
2020-10-01	555	8	8	0
2020-09-30	547	3	8	0
2020-09-29	544	3	8	0
2020-09-27	541	10	8	0
2020-09-25	531	5	8	0
2020-09-24	526	4	8	0
2020-09-23	522	5	8	0
2020-09-21	517	1	8	0
2020-09-20	516	8	8	0
2020-09-19	508	4	8	0
2020-09-18	504	6	8	0
2020-09-17	498	13	8	0
2020-09-16	485	6	8	0
2020-09-15	479	10	8	0
2020-09-14	469	1	8	0
2020-09-13	468	4	8	0
2020-09-12	464	8	8	0
2020-09-11	456	5	8	0
2020-09-10	451	7	8	0
2020-09-09	444	2	8	0
2020-09-08	442	4	8	0
2020-09-07	438	1	8	0
2020-09-06	437	3	8	0
2020-09-05	434	6	8	0
2020-09-04	428	5	8	0
2020-09-03	423	2	8	0
2020-09-02	421	7	8	0
2020-09-01	414	3	8	0
2020-08-31	411	2	8	0
2020-08-29	409	6	8	0
2020-08-28	403	1	8	0
2020-08-27	402	6	8	0
2020-08-26	396	6	8	0
2020-08-25	390	10	8	0
2020-08-23	380	3	8	0
2020-08-22	377	2	8	0
2020-08-21	375	7	8	0
2020-08-20	368	3	8	0
2020-08-19	365	8	8	0
2020-08-18	357	1	8	0
2020-08-17	356	8	8	0
2020-08-14	348	3	8	0
2020-08-13	345	3	8	0
2020-08-12	342	1	8	0
2020-08-10	341	1	8	0
2020-08-05	340	1	8	0
2020-08-04	339	1	8	0
2020-08-03	338	1	8	0
2020-07-30	337	1	8	0
2020-07-29	336	2	8	0
2020-07-27	334	1	8	0
2020-07-26	333	2	8	0
2020-07-24	331	1	8	0
2020-07-23	330	7	8	0
2020-07-22	323	3	8	0
2020-07-21	320	2	8	0
2020-07-20	318	1	8	0
2020-07-19	317	1	8	0
2020-07-18	316	3	8	0
2020-07-17	313	10	8	0
2020-07-16	303	1	8	0
2020-07-15	302	1	8	0
2020-07-13	301	3	8	0
2020-07-07	298	1	8	0
2020-06-30	297	1	8	0
2020-06-26	296	1	8	0
2020-06-23	295	1	8	0
2020-06-12	294	1	8	0
2020-06-07	293	1	8	0
2020-06-05	292	1	8	0
2020-05-27	291	1	8	0
2020-05-16	290	1	8	0
2020-05-13	289	1	8	0
2020-05-09	288	1	8	0
2020-05-07	287	4	8	0
2020-05-04	283	1	8	0
2020-04-29	282	1	8	0
2020-04-28	281	1	8	0
2020-04-27	280	1	8	0
2020-04-25	279	1	8	0
2020-04-23	278	2	8	0
2020-04-18	276	1	8	0
2020-04-17	275	4	8	0
2020-04-16	271	3	8	0
2020-04-15	268	3	8	0
2020-04-11	265	4	8	0
2020-04-10	261	3	8	1
2020-04-09	258	6	7	0
2020-04-08	252	8	7	0
2020-04-07	244	9	7	0
2020-04-06	235	3	7	0
2020-04-05	232	3	7	0
2020-04-04	229	5	7	1
2020-04-03	224	5	6	0
2020-04-02	219	11	6	1
2020-04-01	208	13	5	0
2020-03-31	195	4	5	0
2020-03-30	191	1	5	0
2020-03-29	190	1	5	0
2020-03-28	189	6	5	1
2020-03-27	183	17	4	0
2020-03-26	166	8	4	0
2020-03-25	158	33	4	2
2020-03-24	125	31	2	1
2020-03-23	94	7	1	0
2020-03-21	87	11	1	0
2020-03-20	76	2	1	0
2020-03-19	74	7	1	1
2020-03-18	67	23	0	0
2020-03-17	44	9	0	0
2020-03-16	35	3	0	0
2020-03-15	32	7	0	0
2020-03-14	25	9	0	0
2020-03-13	16	5	0	0
2020-03-12	11	4	0	0
2020-03-11	7	2	0	0
2020-03-10	5	1	0	0
2020-03-06	4	1	0	0
2020-03-05	3	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: 0:04:41.920954