Germany: SK Kaiserslautern (Rheinland-Pfalz)

• 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 14:56:19 CEST

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

overview(country="Germany", subregion="SK Kaiserslautern", weeks=5);

overview(country="Germany", subregion="SK Kaiserslautern");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Kaiserslautern")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Kaiserslautern")
print(f'Population of country="Germany", subregion="SK Kaiserslautern": {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="SK Kaiserslautern": 99292 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	46073	26	285	0
2023-03-03	46047	11	285	0
2023-03-02	46036	10	285	0
2023-03-01	46026	34	285	0
2023-02-28	45992	29	285	0
2023-02-27	45963	85	285	0
2023-02-24	45878	33	285	0
2023-02-23	45845	40	285	0
2023-02-22	45805	36	285	0
2023-02-21	45769	45	285	0
2023-02-20	45724	54	285	0
2023-02-17	45670	24	285	0
2023-02-16	45646	29	285	0
2023-02-15	45617	30	285	0
2023-02-14	45587	47	285	0
2023-02-13	45540	36	285	0
2023-02-10	45504	30	285	0
2023-02-09	45474	18	285	0
2023-02-08	45456	25	285	0
2023-02-07	45431	22	285	0
2023-02-06	45409	27	285	0
2023-02-03	45382	16	285	0
2023-02-02	45366	19	285	0
2023-02-01	45347	33	285	1
2023-01-31	45314	21	284	0
2023-01-30	45293	32	284	1
2023-01-27	45261	14	283	0
2023-01-26	45247	24	283	1
2023-01-25	45223	23	282	0
2023-01-24	45200	21	282	0
2023-01-23	45179	30	282	0
2023-01-20	45149	13	282	0
2023-01-19	45136	23	282	0
2023-01-18	45113	22	282	0
2023-01-17	45091	12	282	0
2023-01-16	45079	26	282	0
2023-01-13	45053	19	282	0
2023-01-12	45034	13	282	0
2023-01-11	45021	11	282	0
2023-01-10	45010	25	282	1
2023-01-09	44985	53	281	2
2023-01-06	44932	8	279	1
2023-01-05	44924	50	278	0
2023-01-04	44874	24	278	0
2023-01-03	44850	65	278	1
2023-01-02	44785	275	277	2
2022-12-23	44510	48	275	0
2022-12-22	44462	54	275	1
2022-12-21	44408	72	274	0
2022-12-20	44336	36	274	0
2022-12-19	44300	70	274	0
2022-12-16	44230	44	274	0
2022-12-15	44186	38	274	0
2022-12-14	44148	49	274	0
2022-12-13	44099	41	274	0
2022-12-12	44058	48	274	0
2022-12-09	44010	22	274	1
2022-12-08	43988	29	273	0
2022-12-07	43959	30	273	0
2022-12-06	43929	38	273	0
2022-12-05	43891	53	273	1
2022-12-02	43838	27	272	0
2022-12-01	43811	17	272	0
2022-11-30	43794	38	272	1
2022-11-29	43756	51	271	0
2022-11-28	43705	42	271	0
2022-11-25	43663	16	271	0
2022-11-24	43647	25	271	0
2022-11-23	43622	22	271	1
2022-11-22	43600	78	270	1
2022-11-21	43522	68	269	1
2022-11-18	43454	28	268	0
2022-11-17	43426	59	268	0
2022-11-16	43367	50	268	0
2022-11-15	43317	82	268	1
2022-11-14	43235	77	267	0
2022-11-11	43158	2	267	0
2022-11-10	43156	36	267	0
2022-11-09	43120	35	267	0
2022-11-08	43085	73	267	0
2022-11-07	43012	78	267	0
2022-11-04	42934	35	267	2
2022-11-03	42899	68	265	0
2022-11-02	42831	101	265	0
2022-10-31	42730	62	265	0
2022-10-28	42668	33	265	0
2022-10-27	42635	84	265	0
2022-10-26	42551	69	265	0
2022-10-25	42482	95	265	0
2022-10-24	42387	213	265	2
2022-10-21	42174	83	263	0
2022-10-20	42091	94	263	1
2022-10-19	41997	181	262	0
2022-10-18	41816	149	262	0
2022-10-17	41667	256	262	2
2022-10-14	41411	147	260	0
2022-10-13	41264	137	260	2
2022-10-12	41127	238	258	1
2022-10-11	40889	137	257	0
2022-10-10	40752	297	257	0
2022-10-07	40455	199	257	1
2022-10-06	40256	160	256	2
2022-10-05	40096	189	254	0
2022-10-04	39907	229	254	2
2022-09-30	39678	91	252	0
2022-09-29	39587	133	252	1
2022-09-28	39454	150	251	2
2022-09-27	39304	132	249	0
2022-09-26	39172	180	249	1
2022-09-23	38992	64	248	0
2022-09-22	38928	87	248	1
2022-09-21	38841	128	247	0
2022-09-20	38713	104	247	0
2022-09-19	38609	134	247	0
2022-09-16	38475	46	247	0
2022-09-15	38429	89	247	0
2022-09-14	38340	65	247	0
2022-09-13	38275	88	247	0
2022-09-12	38187	111	247	1
2022-09-09	38076	19	246	0
2022-09-08	38057	68	246	1
2022-09-07	37989	38	245	0
2022-09-06	37951	56	245	0
2022-09-05	37895	69	245	0
2022-09-02	37826	28	245	0
2022-09-01	37798	31	245	0
2022-08-31	37767	35	245	1
2022-08-30	37732	58	244	0
2022-08-29	37674	81	244	0
2022-08-26	37593	21	244	1
2022-08-25	37572	44	243	0
2022-08-24	37528	43	243	0
2022-08-23	37485	91	243	0
2022-08-22	37394	82	243	1
2022-08-19	37312	39	242	0
2022-08-18	37273	63	242	0
2022-08-17	37210	96	242	0
2022-08-16	37114	45	242	0
2022-08-15	37069	111	242	0
2022-08-12	36958	55	242	1
2022-08-11	36903	95	241	1
2022-08-10	36808	75	240	0
2022-08-09	36733	116	240	1
2022-08-08	36617	108	239	0
2022-08-05	36509	68	239	0
2022-08-04	36441	73	239	0
2022-08-03	36368	115	239	0
2022-08-02	36253	69	239	1
2022-08-01	36184	193	238	0
2022-07-29	35991	140	238	0
2022-07-28	35851	163	238	0
2022-07-27	35688	155	238	0
2022-07-26	35533	171	238	0
2022-07-25	35362	322	238	1
2022-07-22	35040	150	237	1
2022-07-21	34890	159	236	0
2022-07-20	34731	205	236	0
2022-07-19	34526	142	236	1
2022-07-18	34384	273	235	1
2022-07-15	34111	120	234	0
2022-07-14	33991	113	234	0
2022-07-13	33878	175	234	0
2022-07-12	33703	121	234	0
2022-07-11	33582	246	234	0
2022-07-08	33336	89	234	0
2022-07-07	33247	114	234	0
2022-07-06	33133	130	234	0
2022-07-05	33003	136	234	0
2022-07-04	32867	129	234	1
2022-07-01	32738	75	233	0
2022-06-30	32663	98	233	0
2022-06-29	32565	116	233	0
2022-06-28	32449	125	233	0
2022-06-27	32324	141	233	1
2022-06-24	32183	87	232	0
2022-06-23	32096	123	232	0
2022-06-22	31973	117	232	0
2022-06-21	31856	68	232	0
2022-06-20	31788	138	232	2
2022-06-17	31650	72	230	0
2022-06-15	31578	80	230	0
2022-06-14	31498	79	230	0
2022-06-13	31419	109	230	0
2022-06-10	31310	68	230	0
2022-06-09	31242	111	230	0
2022-06-08	31131	67	230	0
2022-06-07	31064	92	230	0
2022-06-03	30972	57	230	0
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2022-05-31	30794	53	230	1
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2022-05-27	30642	60	228	0
2022-05-25	30582	41	228	0
2022-05-24	30541	60	228	0
2022-05-23	30481	71	228	0
2022-05-20	30410	53	228	0
2022-05-19	30357	45	228	0
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2022-05-16	30190	139	228	1
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2022-05-09	29685	155	227	1
2022-05-06	29530	89	226	1
2022-05-05	29441	138	225	0
2022-05-04	29303	135	225	0
2022-05-03	29168	123	225	4
2022-05-02	29045	178	221	1
2022-04-29	28867	73	220	0
2022-04-28	28794	144	220	0
2022-04-27	28650	206	220	0
2022-04-26	28444	320	220	1
2022-04-25	28124	238	219	0
2022-04-22	27886	161	219	1
2022-04-21	27725	269	218	1
2022-04-20	27456	361	217	1
2022-04-19	27095	195	216	0
2022-04-14	26900	242	216	2
2022-04-13	26658	291	214	2
2022-04-12	26367	364	212	0
2022-04-11	26003	271	212	2
2022-04-08	25732	147	210	0
2022-04-07	25585	216	210	1
2022-04-06	25369	442	209	2
2022-04-05	24927	389	207	1
2022-04-04	24538	378	206	5
2022-04-01	24160	249	201	0
2022-03-31	23911	424	201	1
2022-03-30	23487	524	200	1
2022-03-29	22963	426	199	1
2022-03-28	22537	440	198	1
2022-03-25	22097	345	197	1
2022-03-24	21752	561	196	0
2022-03-23	21191	533	196	2
2022-03-22	20658	388	194	0
2022-03-21	20270	388	194	1
2022-03-18	19882	435	193	0
2022-03-17	19447	388	193	4
2022-03-16	19059	246	189	0
2022-03-15	18813	477	189	2
2022-03-14	18336	207	187	2
2022-03-11	18129	360	185	0
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2022-02-22	15109	200	180	1
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2021-12-27	6954	37	161	1
2021-12-24	6917	25	160	0
2021-12-23	6892	50	160	0
2021-12-22	6842	56	160	1
2021-12-21	6786	64	159	1
2021-12-20	6722	97	158	2
2021-12-17	6625	35	156	0
2021-12-16	6590	50	156	2
2021-12-15	6540	90	154	1
2021-12-14	6450	99	153	6
2021-12-13	6351	49	147	1
2021-12-10	6302	84	146	1
2021-12-09	6218	71	145	1
2021-12-08	6147	103	144	2
2021-12-07	6044	52	142	2
2021-12-06	5992	109	140	1
2021-12-03	5883	86	139	2
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2021-11-30	5623	106	135	2
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2021-11-26	5390	67	129	0
2021-11-25	5323	41	129	0
2021-11-24	5282	58	129	0
2021-11-23	5224	71	129	0
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2021-09-14	4192	30	119	1
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2021-05-20	3510	13	115	0
2021-05-19	3497	29	115	0
2021-05-18	3468	19	115	0
2021-05-17	3449	8	115	0
2021-05-15	3441	20	115	0
2021-05-14	3421	24	115	0
2021-05-12	3397	16	115	0
2021-05-11	3381	20	115	0
2021-05-10	3361	16	115	1
2021-05-08	3345	33	114	0
2021-05-07	3312	34	114	1
2021-05-06	3278	29	113	1
2021-05-05	3249	22	112	0
2021-05-04	3227	20	112	1
2021-05-03	3207	18	111	1
2021-05-01	3189	27	110	0
2021-04-30	3162	19	110	0
2021-04-29	3143	23	110	0
2021-04-28	3120	27	110	0
2021-04-27	3093	20	110	0
2021-04-26	3073	35	110	0
2021-04-24	3038	27	110	1
2021-04-23	3011	39	109	0
2021-04-22	2972	22	109	0
2021-04-21	2950	37	109	0
2021-04-20	2913	36	109	1
2021-04-19	2877	23	108	0
2021-04-17	2854	20	108	0
2021-04-16	2834	21	108	0
2021-04-15	2813	18	108	0
2021-04-14	2795	32	108	0
2021-04-13	2763	31	108	0
2021-04-12	2732	24	108	0
2021-04-10	2708	26	108	0
2021-04-09	2682	23	108	0
2021-04-08	2659	21	108	1
2021-04-07	2638	18	107	0
2021-04-06	2620	14	107	1
2021-04-05	2606	8	106	0
2021-04-03	2598	17	106	0
2021-04-01	2581	14	106	0
2021-03-31	2567	14	106	0
2021-03-30	2553	5	106	0
2021-03-29	2548	8	106	2
2021-03-27	2540	9	104	1
2021-03-26	2531	10	103	0
2021-03-25	2521	5	103	0
2021-03-24	2516	10	103	0
2021-03-23	2506	2	103	0
2021-03-22	2504	6	103	2
2021-03-20	2498	4	101	0
2021-03-19	2494	11	101	0
2021-03-18	2483	3	101	0
2021-03-17	2480	6	101	0
2021-03-16	2474	3	101	0
2021-03-15	2471	2	101	0
2021-03-13	2469	7	101	0
2021-03-12	2462	14	101	0
2021-03-11	2448	2	101	0
2021-03-10	2446	13	101	1
2021-03-09	2433	4	100	0
2021-03-08	2429	1	100	0
2021-03-06	2428	8	100	0
2021-03-05	2420	6	100	0
2021-03-04	2414	5	100	0
2021-03-03	2409	9	100	0
2021-03-02	2400	4	100	0
2021-03-01	2396	5	100	0
2021-02-27	2391	2	100	0
2021-02-26	2389	2	100	0
2021-02-24	2387	3	100	0
2021-02-23	2384	2	100	0
2021-02-22	2382	3	100	0
2021-02-20	2379	7	100	0
2021-02-19	2372	6	100	0
2021-02-18	2366	1	100	1
2021-02-17	2365	4	99	0
2021-02-16	2361	1	99	0
2021-02-15	2360	5	99	0
2021-02-12	2355	5	99	0
2021-02-11	2350	1	99	0
2021-02-10	2349	6	99	0
2021-02-09	2343	2	99	0
2021-02-08	2341	12	99	0
2021-02-06	2329	2	99	0
2021-02-05	2327	3	99	0
2021-02-04	2324	10	99	0
2021-02-03	2314	11	99	0
2021-02-02	2303	1	99	0
2021-02-01	2302	13	99	0
2021-01-30	2289	4	99	0
2021-01-29	2285	13	99	0
2021-01-28	2272	12	99	0
2021-01-27	2260	22	99	1
2021-01-26	2238	23	98	1
2021-01-25	2215	23	97	0
2021-01-23	2192	4	97	0
2021-01-22	2188	13	97	1
2021-01-21	2175	18	96	0
2021-01-20	2157	31	96	1
2021-01-19	2126	8	95	1
2021-01-18	2118	22	94	2
2021-01-16	2096	21	92	2
2021-01-15	2075	22	90	2
2021-01-14	2053	31	88	0
2021-01-13	2022	25	88	1
2021-01-12	1997	17	87	4
2021-01-11	1980	28	83	1
2021-01-09	1952	22	82	0
2021-01-08	1930	26	82	1
2021-01-07	1904	77	81	10
2021-01-06	1827	16	71	1
2021-01-05	1811	24	70	1
2021-01-04	1787	29	69	3
2020-12-31	1758	19	66	1
2020-12-30	1739	30	65	6
2020-12-29	1709	63	59	6
2020-12-28	1646	14	53	4
2020-12-24	1632	33	49	1
2020-12-23	1599	54	48	2
2020-12-22	1545	30	46	3
2020-12-21	1515	35	43	1
2020-12-19	1480	13	42	1
2020-12-18	1467	25	41	0
2020-12-17	1442	25	41	0
2020-12-16	1417	22	41	0
2020-12-15	1395	19	41	2
2020-12-14	1376	27	39	1
2020-12-12	1349	26	38	0
2020-12-11	1323	18	38	1
2020-12-10	1305	30	37	4
2020-12-09	1275	24	33	3
2020-12-08	1251	9	30	1
2020-12-07	1242	31	29	0
2020-12-05	1211	17	29	0
2020-12-04	1194	11	29	0
2020-12-03	1183	12	29	0
2020-12-02	1171	13	29	0
2020-12-01	1158	14	29	0
2020-11-30	1144	25	29	0
2020-11-28	1119	10	29	0
2020-11-27	1109	18	29	0
2020-11-26	1091	27	29	3
2020-11-25	1064	20	26	5
2020-11-24	1044	9	21	1
2020-11-23	1035	26	20	0
2020-11-21	1009	16	20	0
2020-11-20	993	14	20	0
2020-11-19	979	22	20	0
2020-11-18	957	25	20	0
2020-11-17	932	16	20	1
2020-11-16	916	23	19	1
2020-11-15	893	8	18	0
2020-11-14	885	8	18	1
2020-11-13	877	37	17	1
2020-11-12	840	28	16	2
2020-11-11	812	23	14	0
2020-11-10	789	29	14	0
2020-11-09	760	10	14	0
2020-11-08	750	35	14	0
2020-11-07	715	10	14	0
2020-11-06	705	43	14	1
2020-11-05	662	18	13	1
2020-11-04	644	24	12	0
2020-11-03	620	22	12	0
2020-11-02	598	6	12	0
2020-11-01	592	31	12	0
2020-10-31	561	15	12	0
2020-10-30	546	30	12	0
2020-10-29	516	30	12	1
2020-10-28	486	26	11	1
2020-10-27	460	12	10	2
2020-10-26	448	1	8	0
2020-10-25	447	10	8	0
2020-10-24	437	12	8	0
2020-10-23	425	30	8	0
2020-10-22	395	11	8	0
2020-10-21	384	15	8	1
2020-10-20	369	4	7	0
2020-10-19	365	6	7	0
2020-10-16	359	7	7	1
2020-10-15	352	9	6	0
2020-10-14	343	6	6	0
2020-10-13	337	2	6	0
2020-10-12	335	2	6	0
2020-10-09	333	4	6	0
2020-10-08	329	3	6	0
2020-10-07	326	5	6	0
2020-10-06	321	1	6	0
2020-10-05	320	1	6	0
2020-10-04	319	4	6	0
2020-10-03	315	2	6	0
2020-10-02	313	5	6	0
2020-10-01	308	2	6	0
2020-09-30	306	3	6	0
2020-09-29	303	1	6	0
2020-09-28	302	4	6	0
2020-09-25	298	3	6	0
2020-09-24	295	1	6	0
2020-09-23	294	4	6	0
2020-09-21	290	1	6	0
2020-09-18	289	1	6	0
2020-09-17	288	1	6	0
2020-09-16	287	3	6	0
2020-09-15	284	3	6	0
2020-09-14	281	5	6	0
2020-09-11	276	2	6	0
2020-09-10	274	1	6	0
2020-09-08	273	3	6	0
2020-09-07	270	3	6	0
2020-09-04	267	2	6	0
2020-09-03	265	2	6	0
2020-09-02	263	1	6	0
2020-09-01	262	3	6	0
2020-08-28	259	4	6	0
2020-08-27	255	1	6	0
2020-08-26	254	3	6	0
2020-08-25	251	2	6	0
2020-08-24	249	8	6	0
2020-08-21	241	5	6	0
2020-08-20	236	2	6	0
2020-08-19	234	5	6	0
2020-08-18	229	1	6	0
2020-08-17	228	1	6	0
2020-08-13	227	1	6	0
2020-08-12	226	1	6	0
2020-08-11	225	2	6	0
2020-07-30	223	1	6	0
2020-07-27	222	1	6	0
2020-07-24	221	1	6	0
2020-07-21	220	2	6	0
2020-07-20	218	3	6	0
2020-07-14	215	10	6	0
2020-07-13	205	5	6	0
2020-07-10	200	5	6	0
2020-07-09	195	1	6	0
2020-07-07	194	2	6	0
2020-07-03	192	1	6	0
2020-06-26	191	1	6	0
2020-06-25	190	2	6	0
2020-06-22	188	1	6	0
2020-06-12	187	1	6	0
2020-06-09	186	1	6	0
2020-06-08	185	1	6	0
2020-06-06	184	1	6	0
2020-06-05	183	8	6	0
2020-06-04	175	5	6	0
2020-06-01	170	1	6	0
2020-05-30	169	2	6	0
2020-05-25	167	2	6	0
2020-05-23	165	2	6	0
2020-05-22	163	2	6	0
2020-05-21	161	1	6	0
2020-05-20	160	4	6	0
2020-05-19	156	2	6	0
2020-05-18	154	7	6	0
2020-05-16	147	4	6	0
2020-05-15	143	1	6	0
2020-05-13	142	2	6	0
2020-05-12	140	1	6	0
2020-05-09	139	2	6	0
2020-05-08	137	3	6	0
2020-05-06	134	2	6	0
2020-05-05	132	1	6	0
2020-05-04	131	1	6	0
2020-05-01	130	7	6	0
2020-04-30	123	6	6	0
2020-04-28	117	1	6	0
2020-04-27	116	5	6	0
2020-04-23	111	1	6	0
2020-04-21	110	3	6	0
2020-04-20	107	1	6	1
2020-04-19	106	1	5	0
2020-04-18	105	3	5	0
2020-04-17	102	5	5	0
2020-04-16	97	1	5	0
2020-04-15	96	5	5	2
2020-04-14	91	2	3	1
2020-04-11	89	2	2	0
2020-04-10	87	1	2	0
2020-04-09	86	2	2	0
2020-04-08	84	8	2	0
2020-04-07	76	1	2	0
2020-04-06	75	1	2	0
2020-04-04	74	3	2	0
2020-04-03	71	4	2	1
2020-04-02	67	4	1	0
2020-04-01	63	3	1	0
2020-03-31	60	5	1	0
2020-03-29	55	1	1	0
2020-03-28	54	1	1	0
2020-03-27	53	3	1	0
2020-03-26	50	4	1	1
2020-03-25	46	8	0	0
2020-03-24	38	7	0	0
2020-03-23	31	4	0	0
2020-03-22	27	7	0	0
2020-03-21	20	6	0	0
2020-03-20	14	1	0	0
2020-03-18	13	2	0	0
2020-03-16	11	3	0	0
2020-03-15	8	2	0	0
2020-03-13	6	1	0	0
2020-03-11	5	1	0	0
2020-03-06	4	1	0	0
2020-03-03	3	1	0	0
2020-02-29	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: 0:03:10.024978