Germany: LK Main-Tauber-Kreis (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 10:01:02 CEST

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

overview(country="Germany", subregion="LK Main-Tauber-Kreis", weeks=5);

overview(country="Germany", subregion="LK Main-Tauber-Kreis");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Main-Tauber-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Main-Tauber-Kreis")
print(f'Population of country="Germany", subregion="LK Main-Tauber-Kreis": {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 Main-Tauber-Kreis": 132956 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	61785	16	256	0
2023-03-03	61769	6	256	0
2023-03-02	61763	13	256	0
2023-03-01	61750	26	256	0
2023-02-28	61724	37	256	0
2023-02-27	61687	50	256	1
2023-02-24	61637	17	255	0
2023-02-23	61620	39	255	0
2023-02-22	61581	12	255	0
2023-02-21	61569	34	255	1
2023-02-20	61535	40	254	1
2023-02-18	61495	1	253	0
2023-02-17	61494	19	253	0
2023-02-16	61475	34	253	0
2023-02-15	61441	23	253	0
2023-02-14	61418	43	253	0
2023-02-13	61375	36	253	0
2023-02-10	61339	19	253	0
2023-02-09	61320	24	253	1
2023-02-08	61296	28	252	0
2023-02-07	61268	34	252	0
2023-02-06	61234	41	252	0
2023-02-03	61193	27	252	0
2023-02-02	61166	15	252	2
2023-02-01	61151	26	250	0
2023-01-31	61125	25	250	0
2023-01-30	61100	32	250	0
2023-01-27	61068	9	250	0
2023-01-26	61059	23	250	0
2023-01-25	61036	20	250	1
2023-01-24	61016	13	249	1
2023-01-23	61003	19	248	1
2023-01-20	60984	5	247	0
2023-01-19	60979	11	247	0
2023-01-18	60968	11	247	0
2023-01-17	60957	15	247	1
2023-01-16	60942	10	246	0
2023-01-13	60932	9	246	0
2023-01-12	60923	7	246	0
2023-01-11	60916	13	246	1
2023-01-10	60903	35	245	1
2023-01-09	60868	16	244	0
2023-01-06	60852	2	244	1
2023-01-05	60850	13	243	0
2023-01-04	60837	14	243	0
2023-01-03	60823	23	243	0
2023-01-02	60800	31	243	0
2022-12-30	60769	20	243	0
2022-12-29	60749	26	243	0
2022-12-28	60723	35	243	0
2022-12-27	60688	35	243	0
2022-12-26	60653	2	243	0
2022-12-25	60651	1	243	1
2022-12-23	60650	36	242	0
2022-12-22	60614	37	242	0
2022-12-21	60577	31	242	0
2022-12-20	60546	39	242	2
2022-12-19	60507	46	240	1
2022-12-16	60461	34	239	1
2022-12-15	60427	27	238	1
2022-12-14	60400	21	237	0
2022-12-13	60379	27	237	1
2022-12-12	60352	24	236	0
2022-12-09	60328	21	236	0
2022-12-08	60307	26	236	0
2022-12-07	60281	35	236	2
2022-12-06	60246	19	234	0
2022-12-05	60227	43	234	2
2022-12-02	60184	20	232	0
2022-12-01	60164	21	232	0
2022-11-30	60143	45	232	0
2022-11-29	60098	19	232	0
2022-11-28	60079	34	232	1
2022-11-27	60045	1	231	0
2022-11-25	60044	12	231	0
2022-11-24	60032	17	231	0
2022-11-23	60015	30	231	1
2022-11-22	59985	54	230	0
2022-11-21	59931	7	230	0
2022-11-18	59924	16	230	0
2022-11-17	59908	21	230	0
2022-11-16	59887	40	230	0
2022-11-15	59847	43	230	1
2022-11-14	59804	43	229	0
2022-11-11	59761	16	229	0
2022-11-10	59745	51	229	0
2022-11-09	59694	43	229	0
2022-11-08	59651	68	229	1
2022-11-07	59583	59	228	0
2022-11-04	59524	44	228	1
2022-11-03	59480	35	227	1
2022-11-02	59445	105	226	0
2022-10-31	59340	81	226	1
2022-10-28	59259	42	225	0
2022-10-27	59217	108	225	1
2022-10-26	59109	100	224	0
2022-10-25	59009	123	224	0
2022-10-24	58886	210	224	0
2022-10-23	58676	5	224	0
2022-10-22	58671	7	224	0
2022-10-21	58664	98	224	1
2022-10-20	58566	92	223	0
2022-10-19	58474	150	223	1
2022-10-18	58324	182	222	0
2022-10-17	58142	272	222	1
2022-10-16	57870	6	221	0
2022-10-15	57864	8	221	0
2022-10-14	57856	98	221	1
2022-10-13	57758	221	220	1
2022-10-12	57537	337	219	1
2022-10-11	57200	136	218	0
2022-10-10	57064	365	218	0
2022-10-09	56699	18	218	0
2022-10-08	56681	19	218	0
2022-10-07	56662	174	218	0
2022-10-06	56488	365	218	0
2022-10-05	56123	185	218	1
2022-10-04	55938	419	217	2
2022-10-03	55519	8	215	0
2022-10-02	55511	12	215	0
2022-10-01	55499	37	215	0
2022-09-30	55462	159	215	0
2022-09-29	55303	169	215	0
2022-09-28	55134	280	215	0
2022-09-27	54854	191	215	0
2022-09-26	54663	112	215	1
2022-09-23	54551	66	214	0
2022-09-22	54485	113	214	0
2022-09-21	54372	103	214	0
2022-09-20	54269	93	214	0
2022-09-19	54176	102	214	0
2022-09-16	54074	59	214	0
2022-09-15	54015	80	214	0
2022-09-14	53935	79	214	1
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2022-09-12	53747	116	213	0
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2022-08-26	53080	29	213	0
2022-08-25	53051	48	213	0
2022-08-24	53003	73	213	0
2022-08-23	52930	72	213	0
2022-08-22	52858	103	213	0
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2022-08-15	52530	85	213	1
2022-08-12	52445	39	212	0
2022-08-11	52406	66	212	0
2022-08-10	52340	73	212	0
2022-08-09	52267	93	212	0
2022-08-08	52174	146	212	1
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2022-07-27	51188	220	209	0
2022-07-26	50968	188	209	1
2022-07-25	50780	308	208	1
2022-07-23	50472	1	207	0
2022-07-22	50471	124	207	1
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2022-07-20	50136	229	206	0
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2021-10-09	6040	10	94	0
2021-10-08	6030	8	94	0
2021-10-07	6022	14	94	1
2021-10-06	6008	23	93	0
2021-10-05	5985	7	93	0
2021-10-03	5978	14	93	0
2021-10-02	5964	11	93	0
2021-10-01	5953	13	93	0
2021-09-30	5940	17	93	0
2021-09-29	5923	22	93	0
2021-09-28	5901	6	93	0
2021-09-27	5895	4	93	0
2021-09-26	5891	8	93	0
2021-09-25	5883	13	93	0
2021-09-24	5870	18	93	0
2021-09-23	5852	11	93	0
2021-09-22	5841	26	93	0
2021-09-21	5815	8	93	1
2021-09-20	5807	2	92	0
2021-09-19	5805	7	92	0
2021-09-18	5798	18	92	0
2021-09-17	5780	10	92	0
2021-09-16	5770	14	92	0
2021-09-15	5756	30	92	0
2021-09-14	5726	18	92	1
2021-09-12	5708	4	91	0
2021-09-11	5704	30	91	0
2021-09-10	5674	8	91	0
2021-09-09	5666	18	91	0
2021-09-08	5648	39	91	0
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2021-09-01	5535	22	91	0
2021-08-31	5513	11	91	0
2021-08-30	5502	2	91	0
2021-08-29	5500	16	91	1
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2021-08-26	5467	23	90	0
2021-08-25	5444	37	90	0
2021-08-24	5407	21	90	0
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2021-08-22	5385	11	90	0
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2021-08-17	5332	10	90	0
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2021-08-13	5304	11	90	0
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2021-08-06	5252	6	90	0
2021-08-05	5246	3	90	0
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2021-06-05	5084	9	90	0
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2021-06-01	5063	16	90	0
2021-05-31	5047	1	90	1
2021-05-30	5046	8	89	0
2021-05-29	5038	3	89	0
2021-05-28	5035	6	89	0
2021-05-27	5029	33	89	0
2021-05-26	4996	4	89	0
2021-05-25	4992	10	89	0
2021-05-23	4982	16	89	0
2021-05-22	4966	11	89	0
2021-05-21	4955	9	89	0
2021-05-20	4946	8	89	0
2021-05-19	4938	31	89	0
2021-05-18	4907	7	89	0
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2021-05-16	4899	14	89	0
2021-05-15	4885	4	89	0
2021-05-14	4881	8	89	0
2021-05-13	4873	15	89	0
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2021-05-11	4843	11	89	0
2021-05-09	4832	1	89	0
2021-05-08	4831	7	89	0
2021-05-07	4824	10	89	0
2021-05-06	4814	12	89	1
2021-05-05	4802	24	88	0
2021-05-04	4778	11	88	0
2021-05-02	4767	5	88	0
2021-05-01	4762	20	88	0
2021-04-30	4742	14	88	0
2021-04-29	4728	32	88	0
2021-04-28	4696	26	88	0
2021-04-27	4670	13	88	0
2021-04-26	4657	22	88	0
2021-04-25	4635	3	88	0
2021-04-24	4632	21	88	0
2021-04-23	4611	8	88	0
2021-04-22	4603	28	88	0
2021-04-21	4575	57	88	0
2021-04-20	4518	14	88	0
2021-04-19	4504	8	88	0
2021-04-18	4496	4	88	0
2021-04-17	4492	21	88	0
2021-04-16	4471	33	88	0
2021-04-15	4438	46	88	1
2021-04-14	4392	51	87	0
2021-04-13	4341	26	87	1
2021-04-12	4315	10	86	0
2021-04-11	4305	6	86	0
2021-04-10	4299	67	86	1
2021-04-09	4232	24	85	0
2021-04-08	4208	69	85	1
2021-04-07	4139	22	84	0
2021-04-06	4117	12	84	0
2021-04-05	4105	2	84	0
2021-04-03	4103	7	84	0
2021-04-02	4096	69	84	1
2021-04-01	4027	24	83	0
2021-03-31	4003	44	83	0
2021-03-30	3959	55	83	0
2021-03-29	3904	13	83	0
2021-03-28	3891	11	83	1
2021-03-27	3880	23	82	0
2021-03-26	3857	41	82	0
2021-03-25	3816	37	82	1
2021-03-24	3779	73	81	0
2021-03-23	3706	27	81	0
2021-03-22	3679	8	81	0
2021-03-21	3671	20	81	0
2021-03-20	3651	68	81	2
2021-03-19	3583	24	79	0
2021-03-18	3559	46	79	0
2021-03-17	3513	28	79	1
2021-03-16	3485	51	78	0
2021-03-15	3434	1	78	0
2021-03-14	3433	9	78	0
2021-03-13	3424	30	78	0
2021-03-12	3394	32	78	0
2021-03-11	3362	16	78	1
2021-03-10	3346	15	77	0
2021-03-09	3331	8	77	2
2021-03-08	3323	2	75	0
2021-03-07	3321	21	75	0
2021-03-06	3300	4	75	0
2021-03-05	3296	21	75	0
2021-03-04	3275	9	75	0
2021-03-03	3266	27	75	1
2021-03-02	3239	9	74	0
2021-03-01	3230	4	74	0
2021-02-28	3226	14	74	0
2021-02-27	3212	4	74	0
2021-02-26	3208	14	74	0
2021-02-25	3194	13	74	1
2021-02-24	3181	17	73	1
2021-02-23	3164	5	72	0
2021-02-22	3159	1	72	0
2021-02-21	3158	12	72	0
2021-02-20	3146	11	72	0
2021-02-19	3135	4	72	0
2021-02-18	3131	21	72	0
2021-02-17	3110	8	72	1
2021-02-16	3102	3	71	0
2021-02-15	3099	3	71	0
2021-02-14	3096	5	71	0
2021-02-13	3091	6	71	0
2021-02-12	3085	8	71	0
2021-02-11	3077	17	71	0
2021-02-10	3060	13	71	0
2021-02-09	3047	9	71	0
2021-02-08	3038	1	71	0
2021-02-06	3037	19	71	0
2021-02-05	3018	26	71	4
2021-02-04	2992	10	67	1
2021-02-03	2982	16	66	2
2021-02-02	2966	14	64	0
2021-02-01	2952	1	64	0
2021-01-31	2951	7	64	0
2021-01-30	2944	20	64	1
2021-01-29	2924	13	63	0
2021-01-28	2911	4	63	1
2021-01-27	2907	28	62	4
2021-01-26	2879	15	58	0
2021-01-25	2864	2	58	0
2021-01-24	2862	13	58	0
2021-01-23	2849	22	58	3
2021-01-22	2827	10	55	0
2021-01-21	2817	32	55	0
2021-01-20	2785	30	55	1
2021-01-19	2755	60	54	1
2021-01-18	2695	4	53	0
2021-01-17	2691	12	53	1
2021-01-16	2679	18	52	1
2021-01-15	2661	27	51	1
2021-01-14	2634	49	50	2
2021-01-13	2585	34	48	0
2021-01-12	2551	20	48	0
2021-01-11	2531	12	48	0
2021-01-10	2519	12	48	0
2021-01-09	2507	32	48	3
2021-01-08	2475	33	45	1
2021-01-07	2442	9	44	2
2021-01-06	2433	29	42	0
2021-01-05	2404	66	42	6
2021-01-03	2338	6	36	0
2021-01-02	2332	28	36	0
2021-01-01	2304	44	36	4
2020-12-31	2260	36	32	0
2020-12-30	2224	46	32	0
2020-12-29	2178	36	32	4
2020-12-28	2142	9	28	0
2020-12-27	2133	1	28	1
2020-12-26	2132	22	27	0
2020-12-25	2110	26	27	0
2020-12-24	2084	36	27	0
2020-12-23	2048	43	27	0
2020-12-22	2005	56	27	2
2020-12-21	1949	3	25	0
2020-12-20	1946	9	25	0
2020-12-19	1937	35	25	0
2020-12-18	1902	22	25	1
2020-12-17	1880	60	24	0
2020-12-16	1820	53	24	1
2020-12-15	1767	43	23	1
2020-12-14	1724	8	22	0
2020-12-13	1716	16	22	1
2020-12-12	1700	37	21	0
2020-12-11	1663	8	21	0
2020-12-10	1655	38	21	0
2020-12-09	1617	25	21	0
2020-12-08	1592	15	21	1
2020-12-07	1577	15	20	0
2020-12-06	1562	16	20	0
2020-12-05	1546	13	20	0
2020-12-04	1533	25	20	0
2020-12-03	1508	19	20	0
2020-12-02	1489	30	20	1
2020-12-01	1459	45	19	0
2020-11-30	1414	16	19	0
2020-11-29	1398	5	19	1
2020-11-28	1393	29	18	0
2020-11-27	1364	43	18	2
2020-11-26	1321	15	16	0
2020-11-25	1306	50	16	0
2020-11-24	1256	18	16	0
2020-11-23	1238	21	16	0
2020-11-21	1217	16	16	0
2020-11-20	1201	30	16	0
2020-11-19	1171	22	16	0
2020-11-18	1149	38	16	0
2020-11-17	1111	14	16	0
2020-11-16	1097	1	16	0
2020-11-15	1096	2	16	1
2020-11-14	1094	16	15	0
2020-11-13	1078	23	15	0
2020-11-12	1055	23	15	0
2020-11-11	1032	23	15	0
2020-11-10	1009	27	15	1
2020-11-09	982	2	14	0
2020-11-08	980	8	14	0
2020-11-07	972	20	14	0
2020-11-06	952	15	14	0
2020-11-05	937	15	14	0
2020-11-04	922	12	14	0
2020-11-03	910	14	14	0
2020-11-02	896	5	14	0
2020-11-01	891	12	14	0
2020-10-31	879	8	14	1
2020-10-30	871	18	13	0
2020-10-29	853	16	13	0
2020-10-28	837	22	13	0
2020-10-27	815	9	13	1
2020-10-26	806	2	12	0
2020-10-25	804	24	12	0
2020-10-24	780	3	12	0
2020-10-23	777	19	12	0
2020-10-22	758	10	12	0
2020-10-21	748	51	12	0
2020-10-20	697	8	12	0
2020-10-19	689	5	12	0
2020-10-18	684	14	12	0
2020-10-17	670	2	12	0
2020-10-16	668	14	12	0
2020-10-15	654	12	12	0
2020-10-14	642	18	12	0
2020-10-13	624	2	12	0
2020-10-12	622	3	12	0
2020-10-11	619	4	12	0
2020-10-10	615	2	12	0
2020-10-09	613	13	12	0
2020-10-08	600	8	12	0
2020-10-07	592	5	12	0
2020-10-06	587	5	12	0
2020-10-05	582	7	12	0
2020-10-04	575	7	12	0
2020-10-03	568	1	12	0
2020-10-02	567	8	12	0
2020-09-30	559	2	12	0
2020-09-29	557	1	12	0
2020-09-28	556	1	12	0
2020-09-27	555	4	12	0
2020-09-26	551	1	12	0
2020-09-25	550	2	12	0
2020-09-24	548	2	12	0
2020-09-23	546	1	12	0
2020-09-22	545	5	12	0
2020-09-18	540	6	12	0
2020-09-17	534	6	12	0
2020-09-15	528	1	12	0
2020-09-14	527	1	12	0
2020-09-13	526	1	12	0
2020-09-12	525	1	12	0
2020-09-11	524	2	12	0
2020-09-10	522	1	12	0
2020-09-09	521	3	12	0
2020-09-05	518	3	12	0
2020-09-04	515	7	12	0
2020-09-02	508	1	12	0
2020-09-01	507	1	12	0
2020-08-31	506	1	12	0
2020-08-28	505	1	12	0
2020-08-27	504	1	12	0
2020-08-26	503	1	12	0
2020-08-24	502	2	12	0
2020-08-22	500	2	12	0
2020-08-20	498	2	12	0
2020-08-19	496	4	12	0
2020-08-18	492	2	12	0
2020-08-16	490	3	12	0
2020-08-14	487	1	12	0
2020-08-13	486	3	12	0
2020-08-12	483	4	12	0
2020-08-11	479	5	12	0
2020-08-08	474	4	12	0
2020-08-07	470	1	12	0
2020-08-05	469	1	12	0
2020-07-30	468	2	12	0
2020-07-29	466	1	12	0
2020-07-27	465	4	12	0
2020-07-26	461	3	12	0
2020-07-25	458	2	12	0
2020-07-23	456	5	12	0
2020-07-22	451	7	12	0
2020-07-21	444	1	12	0
2020-07-19	443	5	12	0
2020-07-18	438	4	12	0
2020-07-17	434	4	12	0
2020-07-16	430	11	12	0
2020-07-15	419	5	12	1
2020-07-14	414	14	11	0
2020-07-08	400	1	11	0
2020-07-06	399	1	11	0
2020-06-11	398	1	11	0
2020-05-30	397	1	11	0
2020-05-22	396	2	11	0
2020-05-21	394	1	11	0
2020-05-17	393	1	11	0
2020-05-16	392	1	11	0
2020-05-15	391	1	11	0
2020-05-13	390	1	11	0
2020-05-09	389	1	11	0
2020-05-08	388	2	11	0
2020-05-07	386	3	11	0
2020-05-06	383	5	11	0
2020-05-05	378	2	11	0
2020-05-03	376	2	11	0
2020-05-02	374	4	11	0
2020-05-01	370	10	11	1
2020-04-30	360	1	10	0
2020-04-29	359	2	10	0
2020-04-28	357	3	10	0
2020-04-25	354	6	10	2
2020-04-24	348	4	8	0
2020-04-23	344	1	8	0
2020-04-22	343	3	8	0
2020-04-21	340	13	8	1
2020-04-20	327	2	7	0
2020-04-19	325	1	7	0
2020-04-18	324	3	7	0
2020-04-17	321	3	7	0
2020-04-16	318	11	7	0
2020-04-15	307	1	7	0
2020-04-14	306	9	7	0
2020-04-11	297	13	7	0
2020-04-10	284	17	7	0
2020-04-09	267	4	7	0
2020-04-08	263	3	7	0
2020-04-07	260	8	7	0
2020-04-06	252	3	7	1
2020-04-05	249	11	6	0
2020-04-04	238	39	6	1
2020-04-03	199	16	5	0
2020-04-02	183	7	5	2
2020-04-01	176	20	3	2
2020-03-31	156	21	1	0
2020-03-30	135	16	1	0
2020-03-29	119	1	1	0
2020-03-28	118	19	1	0
2020-03-27	99	22	1	0
2020-03-26	77	7	1	1
2020-03-25	70	6	0	0
2020-03-24	64	3	0	0
2020-03-23	61	2	0	0
2020-03-22	59	1	0	0
2020-03-21	58	13	0	0
2020-03-20	45	4	0	0
2020-03-19	41	4	0	0
2020-03-18	37	1	0	0
2020-03-17	36	2	0	0
2020-03-16	34	1	0	0
2020-03-14	33	1	0	0
2020-03-13	32	1	0	0
2020-03-12	31	3	0	0
2020-03-11	28	4	0	0
2020-03-10	24	1	0	0
2020-03-09	23	1	0	0
2020-03-06	22	16	0	0
2020-03-05	6	5	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: 0:02:03.058333