Germany: LK Gifhorn (Niedersachsen)

• 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 13:07:19 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Gifhorn")
print(f'Population of country="Germany", subregion="LK Gifhorn": {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 Gifhorn": 177919 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	82942	10	534	0
2023-03-03	82932	5	534	0
2023-03-02	82927	3	534	0
2023-03-01	82924	29	534	0
2023-02-28	82895	37	534	0
2023-02-27	82858	37	534	0
2023-02-24	82821	26	534	0
2023-02-23	82795	25	534	0
2023-02-22	82770	41	534	0
2023-02-21	82729	38	534	0
2023-02-20	82691	53	534	0
2023-02-17	82638	26	534	0
2023-02-16	82612	52	534	0
2023-02-15	82560	40	534	0
2023-02-14	82520	49	534	1
2023-02-13	82471	45	533	1
2023-02-10	82426	16	532	1
2023-02-09	82410	28	531	0
2023-02-08	82382	26	531	0
2023-02-07	82356	27	531	0
2023-02-06	82329	37	531	1
2023-02-03	82292	16	530	0
2023-02-02	82276	37	530	0
2023-02-01	82239	34	530	0
2023-01-31	82205	69	530	1
2023-01-30	82136	45	529	0
2023-01-27	82091	30	529	0
2023-01-26	82061	45	529	1
2023-01-25	82016	44	528	0
2023-01-24	81972	50	528	1
2023-01-23	81922	49	527	0
2023-01-20	81873	16	527	0
2023-01-19	81857	33	527	0
2023-01-18	81824	51	527	1
2023-01-17	81773	46	526	0
2023-01-16	81727	60	526	1
2023-01-13	81667	45	525	1
2023-01-12	81622	32	524	2
2023-01-11	81590	55	522	0
2023-01-10	81535	59	522	3
2023-01-09	81476	71	519	0
2023-01-06	81405	46	519	1
2023-01-05	81359	57	518	1
2023-01-04	81302	194	517	2
2023-01-03	81108	115	515	1
2023-01-02	80993	174	514	4
2022-12-29	80819	94	510	0
2022-12-28	80725	100	510	2
2022-12-27	80625	152	508	2
2022-12-23	80473	124	506	1
2022-12-22	80349	159	505	5
2022-12-21	80190	239	500	4
2022-12-20	79951	168	496	2
2022-12-19	79783	124	494	2
2022-12-16	79659	153	492	6
2022-12-15	79506	132	486	0
2022-12-14	79374	153	486	2
2022-12-13	79221	172	484	3
2022-12-12	79049	220	481	5
2022-12-09	78829	185	476	2
2022-12-08	78644	1	474	0
2022-12-07	78643	111	474	2
2022-12-06	78532	135	472	1
2022-12-05	78397	154	471	2
2022-12-02	78243	94	469	0
2022-12-01	78149	114	469	1
2022-11-30	78035	163	468	1
2022-11-29	77872	135	467	1
2022-11-28	77737	215	466	7
2022-11-25	77522	97	459	0
2022-11-24	77425	104	459	1
2022-11-23	77321	93	458	0
2022-11-22	77228	127	458	0
2022-11-21	77101	142	458	1
2022-11-18	76959	43	457	1
2022-11-17	76916	83	456	0
2022-11-16	76833	99	456	0
2022-11-15	76734	126	456	1
2022-11-14	76608	159	455	0
2022-11-12	76449	1	455	0
2022-11-11	76448	75	455	1
2022-11-10	76373	108	454	1
2022-11-09	76265	111	453	1
2022-11-08	76154	132	452	1
2022-11-07	76022	149	451	0
2022-11-04	75873	105	451	0
2022-11-03	75768	188	451	3
2022-11-02	75580	242	448	4
2022-11-01	75338	245	444	2
2022-10-31	75093	1	442	0
2022-10-28	75092	100	442	0
2022-10-27	74992	152	442	0
2022-10-26	74840	167	442	0
2022-10-25	74673	244	442	2
2022-10-24	74429	265	440	1
2022-10-23	74164	1	439	0
2022-10-22	74163	1	439	0
2022-10-21	74162	157	439	1
2022-10-20	74005	198	438	0
2022-10-19	73807	264	438	0
2022-10-18	73543	308	438	2
2022-10-17	73235	341	436	3
2022-10-14	72894	175	433	1
2022-10-13	72719	252	432	2
2022-10-12	72467	270	430	3
2022-10-11	72197	324	427	0
2022-10-10	71873	353	427	2
2022-10-09	71520	2	425	0
2022-10-08	71518	1	425	0
2022-10-07	71517	243	425	5
2022-10-06	71274	358	420	0
2022-10-05	70916	341	420	2
2022-10-04	70575	357	418	1
2022-10-02	70218	1	417	0
2022-09-30	70217	140	417	1
2022-09-29	70077	184	416	0
2022-09-28	69893	182	416	2
2022-09-27	69711	224	414	0
2022-09-26	69487	191	414	3
2022-09-25	69296	1	411	0
2022-09-23	69295	127	411	1
2022-09-22	69168	142	410	0
2022-09-21	69026	133	410	1
2022-09-20	68893	144	409	1
2022-09-19	68749	163	408	0
2022-09-18	68586	1	408	0
2022-09-16	68585	94	408	1
2022-09-15	68491	121	407	0
2022-09-14	68370	87	407	1
2022-09-13	68283	156	406	0
2022-09-12	68127	129	406	0
2022-09-09	67998	62	406	0
2022-09-08	67936	104	406	0
2022-09-07	67832	96	406	1
2022-09-06	67736	135	405	0
2022-09-05	67601	111	405	1
2022-09-03	67490	1	404	0
2022-09-02	67489	86	404	1
2022-09-01	67403	69	403	0
2022-08-31	67334	107	403	0
2022-08-30	67227	112	403	0
2022-08-29	67115	148	403	0
2022-08-26	66967	69	403	0
2022-08-25	66898	66	403	0
2022-08-24	66832	135	403	1
2022-08-23	66697	112	402	0
2022-08-22	66585	150	402	2
2022-08-21	66435	1	400	0
2022-08-20	66434	1	400	0
2022-08-19	66433	83	400	0
2022-08-18	66350	102	400	1
2022-08-17	66248	152	399	2
2022-08-16	66096	168	397	0
2022-08-15	65928	190	397	1
2022-08-12	65738	104	396	0
2022-08-11	65634	100	396	0
2022-08-10	65534	143	396	0
2022-08-09	65391	166	396	3
2022-08-08	65225	185	393	1
2022-08-05	65040	109	392	3
2022-08-04	64931	92	389	0
2022-08-03	64839	135	389	1
2022-08-02	64704	165	388	1
2022-08-01	64539	181	387	2
2022-07-31	64358	1	385	0
2022-07-29	64357	122	385	0
2022-07-28	64235	160	385	2
2022-07-27	64075	238	383	2
2022-07-26	63837	228	381	2
2022-07-25	63609	276	379	1
2022-07-22	63333	184	378	1
2022-07-21	63149	278	377	0
2022-07-20	62871	213	377	1
2022-07-19	62658	352	376	1
2022-07-18	62306	305	375	1
2022-07-17	62001	1	374	0
2022-07-16	62000	1	374	0
2022-07-15	61999	296	374	0
2022-07-14	61703	260	374	1
2022-07-13	61443	319	373	0
2022-07-12	61124	400	373	0
2022-07-11	60724	394	373	0
2022-07-08	60330	315	373	0
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2021-10-01	7106	10	196	0
2021-09-30	7096	13	196	0
2021-09-29	7083	15	196	1
2021-09-28	7068	18	195	0
2021-09-27	7050	7	195	0
2021-09-26	7043	1	195	0
2021-09-25	7042	22	195	0
2021-09-24	7020	10	195	0
2021-09-23	7010	13	195	0
2021-09-22	6997	20	195	0
2021-09-21	6977	31	195	0
2021-09-20	6946	6	195	0
2021-09-19	6940	2	195	0
2021-09-18	6938	30	195	0
2021-09-17	6908	19	195	0
2021-09-16	6889	22	195	0
2021-09-15	6867	32	195	0
2021-09-14	6835	23	195	0
2021-09-13	6812	17	195	0
2021-09-12	6795	5	195	0
2021-09-11	6790	36	195	0
2021-09-10	6754	22	195	0
2021-09-09	6732	22	195	0
2021-09-08	6710	47	195	0
2021-09-07	6663	27	195	1
2021-09-06	6636	3	194	0
2021-09-05	6633	8	194	0
2021-09-04	6625	26	194	0
2021-09-03	6599	36	194	1
2021-09-02	6563	35	193	0
2021-09-01	6528	28	193	0
2021-08-31	6500	30	193	0
2021-08-30	6470	7	193	1
2021-08-29	6463	7	192	0
2021-08-28	6456	21	192	0
2021-08-27	6435	14	192	0
2021-08-26	6421	18	192	1
2021-08-25	6403	29	191	0
2021-08-24	6374	26	191	0
2021-08-23	6348	3	191	0
2021-08-21	6345	18	191	0
2021-08-20	6327	7	191	0
2021-08-19	6320	7	191	0
2021-08-18	6313	15	191	0
2021-08-17	6298	14	191	0
2021-08-16	6284	1	191	0
2021-08-14	6283	9	191	0
2021-08-13	6274	9	191	0
2021-08-12	6265	10	191	0
2021-08-11	6255	8	191	0
2021-08-10	6247	10	191	0
2021-08-09	6237	1	191	0
2021-08-08	6236	3	191	0
2021-08-07	6233	5	191	0
2021-08-06	6228	7	191	0
2021-08-05	6221	7	191	0
2021-08-04	6214	7	191	0
2021-08-03	6207	2	191	0
2021-08-01	6205	2	191	0
2021-07-31	6203	4	191	0
2021-07-30	6199	8	191	0
2021-07-29	6191	5	191	0
2021-07-28	6186	2	191	0
2021-07-27	6184	8	191	0
2021-07-26	6176	4	191	0
2021-07-24	6172	4	191	0
2021-07-23	6168	5	191	0
2021-07-22	6163	6	191	0
2021-07-21	6157	2	191	0
2021-07-20	6155	8	191	0
2021-07-19	6147	2	191	0
2021-07-18	6145	2	191	0
2021-07-17	6143	5	191	0
2021-07-16	6138	9	191	0
2021-07-15	6129	7	191	0
2021-07-14	6122	2	191	0
2021-07-13	6120	5	191	0
2021-07-12	6115	1	191	0
2021-07-11	6114	1	191	0
2021-07-10	6113	3	191	0
2021-07-09	6110	2	191	0
2021-07-07	6108	1	191	0
2021-06-29	6107	1	191	0
2021-06-26	6106	1	191	0
2021-06-25	6105	1	191	0
2021-06-24	6104	4	191	0
2021-06-19	6100	3	191	0
2021-06-16	6097	1	191	0
2021-06-13	6096	1	191	0
2021-06-11	6095	1	191	0
2021-06-10	6094	2	191	0
2021-06-09	6092	8	191	0
2021-06-08	6084	4	191	0
2021-06-07	6080	2	191	0
2021-06-06	6078	5	191	0
2021-06-05	6073	1	191	0
2021-06-04	6072	9	191	0
2021-06-03	6063	10	191	0
2021-06-02	6053	11	191	0
2021-06-01	6042	5	191	0
2021-05-31	6037	2	191	0
2021-05-30	6035	1	191	0
2021-05-29	6034	7	191	0
2021-05-28	6027	16	191	0
2021-05-27	6011	18	191	0
2021-05-26	5993	12	191	0
2021-05-25	5981	1	191	0
2021-05-23	5980	1	191	0
2021-05-22	5979	18	191	0
2021-05-21	5961	22	191	0
2021-05-20	5939	22	191	0
2021-05-19	5917	31	191	0
2021-05-18	5886	41	191	0
2021-05-17	5845	3	191	0
2021-05-15	5842	17	191	0
2021-05-14	5825	6	191	0
2021-05-13	5819	57	191	0
2021-05-12	5762	44	191	1
2021-05-11	5718	25	190	0
2021-05-10	5693	9	190	0
2021-05-09	5684	6	190	0
2021-05-08	5678	22	190	0
2021-05-07	5656	42	190	0
2021-05-06	5614	30	190	0
2021-05-05	5584	35	190	0
2021-05-04	5549	60	190	1
2021-05-03	5489	5	189	0
2021-05-01	5484	28	189	0
2021-04-30	5456	18	189	0
2021-04-29	5438	21	189	0
2021-04-28	5417	33	189	0
2021-04-27	5384	38	189	0
2021-04-26	5346	2	189	0
2021-04-25	5344	1	189	0
2021-04-24	5343	36	189	0
2021-04-23	5307	26	189	1
2021-04-22	5281	36	188	2
2021-04-21	5245	19	186	0
2021-04-20	5226	46	186	0
2021-04-19	5180	4	186	0
2021-04-18	5176	2	186	0
2021-04-17	5174	37	186	1
2021-04-16	5137	36	185	0
2021-04-15	5101	36	185	0
2021-04-14	5065	36	185	0
2021-04-13	5029	71	185	0
2021-04-12	4958	8	185	0
2021-04-11	4950	1	185	0
2021-04-10	4949	64	185	2
2021-04-09	4885	52	183	1
2021-04-08	4833	64	182	0
2021-04-07	4769	83	182	2
2021-04-06	4686	11	180	0
2021-04-05	4675	2	180	0
2021-04-04	4673	11	180	0
2021-04-03	4662	10	180	1
2021-04-02	4652	62	179	0
2021-04-01	4590	46	179	2
2021-03-31	4544	69	177	0
2021-03-30	4475	58	177	0
2021-03-29	4417	4	177	0
2021-03-28	4413	16	177	0
2021-03-27	4397	36	177	0
2021-03-26	4361	102	177	1
2021-03-25	4259	62	176	1
2021-03-24	4197	52	175	1
2021-03-23	4145	53	174	1
2021-03-22	4092	9	173	0
2021-03-20	4083	36	173	0
2021-03-19	4047	37	173	0
2021-03-18	4010	28	173	0
2021-03-17	3982	35	173	0
2021-03-16	3947	39	173	0
2021-03-15	3908	10	173	0
2021-03-13	3898	29	173	0
2021-03-12	3869	14	173	0
2021-03-11	3855	11	173	0
2021-03-10	3844	21	173	0
2021-03-09	3823	12	173	0
2021-03-08	3811	4	173	0
2021-03-06	3807	18	173	0
2021-03-05	3789	10	173	0
2021-03-04	3779	15	173	0
2021-03-03	3764	15	173	0
2021-03-02	3749	7	173	0
2021-03-01	3742	4	173	1
2021-02-27	3738	23	172	0
2021-02-26	3715	10	172	0
2021-02-25	3705	27	172	0
2021-02-24	3678	15	172	0
2021-02-23	3663	9	172	1
2021-02-21	3654	1	171	0
2021-02-20	3653	12	171	2
2021-02-19	3641	19	169	1
2021-02-18	3622	14	168	0
2021-02-17	3608	17	168	0
2021-02-16	3591	7	168	0
2021-02-15	3584	2	168	0
2021-02-14	3582	2	168	0
2021-02-13	3580	11	168	0
2021-02-12	3569	25	168	0
2021-02-11	3544	13	168	0
2021-02-10	3531	11	168	0
2021-02-09	3520	13	168	2
2021-02-08	3507	1	166	0
2021-02-07	3506	1	166	0
2021-02-06	3505	14	166	1
2021-02-05	3491	24	165	2
2021-02-04	3467	28	163	0
2021-02-03	3439	11	163	0
2021-02-02	3428	9	163	0
2021-02-01	3419	3	163	0
2021-01-31	3416	7	163	0
2021-01-30	3409	28	163	1
2021-01-29	3381	59	162	6
2021-01-28	3322	27	156	5
2021-01-27	3295	21	151	0
2021-01-26	3274	52	151	5
2021-01-24	3222	6	146	2
2021-01-23	3216	45	144	0
2021-01-22	3171	35	144	4
2021-01-21	3136	37	140	1
2021-01-20	3099	36	139	1
2021-01-19	3063	23	138	0
2021-01-18	3040	23	138	5
2021-01-17	3017	4	133	0
2021-01-16	3013	56	133	3
2021-01-15	2957	76	130	8
2021-01-14	2881	60	122	2
2021-01-13	2821	42	120	1
2021-01-12	2779	62	119	4
2021-01-11	2717	17	115	2
2021-01-10	2700	7	113	0
2021-01-09	2693	79	113	3
2021-01-08	2614	86	110	5
2021-01-07	2528	119	105	8
2021-01-06	2409	101	97	11
2021-01-05	2308	1	86	0
2021-01-04	2307	70	86	7
2021-01-03	2237	5	79	2
2021-01-02	2232	25	77	9
2021-01-01	2207	2	68	1
2020-12-31	2205	1	67	1
2020-12-30	2204	140	66	11
2020-12-29	2064	68	55	1
2020-12-28	1996	22	54	0
2020-12-27	1974	6	54	4
2020-12-26	1968	8	50	3
2020-12-25	1960	23	47	1
2020-12-24	1937	89	46	1
2020-12-23	1848	77	45	3
2020-12-22	1771	61	42	4
2020-12-21	1710	3	38	0
2020-12-20	1707	15	38	2
2020-12-19	1692	82	36	4
2020-12-18	1610	49	32	3
2020-12-17	1561	82	29	4
2020-12-16	1479	50	25	7
2020-12-15	1429	52	18	0
2020-12-14	1377	46	18	2
2020-12-13	1331	13	16	0
2020-12-12	1318	53	16	0
2020-12-11	1265	9	16	1
2020-12-10	1256	35	15	2
2020-12-09	1221	26	13	0
2020-12-08	1195	14	13	0
2020-12-07	1181	10	13	0
2020-12-06	1171	19	13	0
2020-12-05	1152	32	13	0
2020-12-04	1120	33	13	1
2020-12-03	1087	15	12	1
2020-12-02	1072	31	11	1
2020-12-01	1041	14	10	0
2020-11-30	1027	5	10	0
2020-11-29	1022	19	10	0
2020-11-28	1003	11	10	0
2020-11-27	992	13	10	0
2020-11-26	979	19	10	0
2020-11-25	960	20	10	0
2020-11-24	940	13	10	0
2020-11-23	927	2	10	0
2020-11-22	925	2	10	0
2020-11-21	923	39	10	0
2020-11-20	884	51	10	0
2020-11-19	833	21	10	1
2020-11-18	812	17	9	1
2020-11-17	795	25	8	0
2020-11-16	770	8	8	0
2020-11-14	762	16	8	0
2020-11-13	746	24	8	0
2020-11-12	722	37	8	1
2020-11-11	685	35	7	0
2020-11-10	650	24	7	0
2020-11-09	626	13	7	0
2020-11-08	613	10	7	0
2020-11-07	603	65	7	0
2020-11-05	538	21	7	0
2020-11-04	517	16	7	0
2020-11-03	501	18	7	0
2020-11-02	483	21	7	0
2020-11-01	462	5	7	0
2020-10-31	457	6	7	0
2020-10-30	451	9	7	0
2020-10-29	442	14	7	0
2020-10-28	428	13	7	0
2020-10-27	415	24	7	0
2020-10-26	391	6	7	0
2020-10-25	385	3	7	0
2020-10-24	382	5	7	0
2020-10-23	377	13	7	0
2020-10-22	364	33	7	0
2020-10-20	331	5	7	0
2020-10-19	326	2	7	0
2020-10-18	324	3	7	0
2020-10-17	321	2	7	0
2020-10-16	319	11	7	0
2020-10-15	308	12	7	0
2020-10-14	296	14	7	0
2020-10-13	282	13	7	0
2020-10-09	269	10	7	0
2020-10-06	259	3	7	2
2020-09-30	256	3	5	0
2020-09-29	253	3	5	0
2020-09-28	250	1	5	0
2020-09-26	249	1	5	0
2020-09-24	248	4	5	0
2020-09-23	244	2	5	0
2020-09-18	242	4	5	0
2020-09-16	238	1	5	0
2020-09-15	237	1	5	0
2020-09-14	236	1	5	0
2020-09-12	235	1	5	0
2020-09-09	234	3	5	0
2020-09-08	231	5	5	0
2020-09-07	226	3	5	0
2020-09-04	223	2	5	0
2020-09-03	221	3	5	0
2020-09-02	218	3	5	0
2020-09-01	215	9	5	0
2020-08-31	206	2	5	0
2020-08-30	204	1	5	0
2020-08-29	203	2	5	0
2020-08-28	201	1	5	0
2020-08-27	200	1	5	0
2020-08-26	199	5	5	1
2020-08-25	194	6	4	0
2020-08-21	188	1	4	0
2020-08-20	187	1	4	0
2020-08-19	186	3	4	0
2020-08-18	183	4	4	0
2020-08-14	179	1	4	0
2020-08-13	178	1	4	0
2020-08-12	177	1	4	0
2020-08-10	176	2	4	0
2020-08-09	174	2	4	0
2020-07-28	172	1	4	0
2020-07-24	171	1	4	0
2020-07-23	170	1	4	0
2020-07-03	169	4	4	0
2020-07-01	165	1	4	0
2020-06-30	164	3	4	0
2020-06-27	161	1	4	0
2020-06-25	160	1	4	0
2020-06-19	159	2	4	0
2020-06-17	157	1	4	0
2020-06-16	156	1	4	0
2020-06-15	155	3	4	0
2020-06-14	152	1	4	0
2020-06-11	151	1	4	0
2020-06-09	150	1	4	0
2020-06-05	149	2	4	0
2020-06-03	147	10	4	0
2020-06-01	137	9	4	0
2020-05-26	128	2	4	0
2020-05-24	126	1	4	0
2020-05-12	125	1	4	0
2020-04-29	124	1	4	0
2020-04-27	123	1	4	0
2020-04-24	122	1	4	0
2020-04-21	121	1	4	0
2020-04-20	120	1	4	1
2020-04-17	119	1	3	0
2020-04-16	118	5	3	0
2020-04-15	113	4	3	0
2020-04-14	109	2	3	0
2020-04-12	107	3	3	0
2020-04-09	104	1	3	0
2020-04-08	103	1	3	1
2020-04-07	102	5	2	0
2020-04-06	97	3	2	0
2020-04-05	94	1	2	0
2020-04-04	93	2	2	0
2020-04-03	91	5	2	0
2020-04-02	86	2	2	1
2020-04-01	84	6	1	0
2020-03-31	78	9	1	0
2020-03-30	69	8	1	0
2020-03-28	61	10	1	0
2020-03-27	51	3	1	0
2020-03-26	48	5	1	0
2020-03-25	43	4	1	0
2020-03-24	39	1	1	0
2020-03-23	38	3	1	0
2020-03-22	35	1	1	0
2020-03-21	34	2	1	0
2020-03-20	32	5	1	0
2020-03-19	27	4	1	1
2020-03-18	23	1	0	0
2020-03-17	22	6	0	0
2020-03-16	16	9	0	0
2020-03-13	7	2	0	0
2020-03-12	5	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: 0:03:02.359723