Germany: SK Worms (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 15:11:30 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Worms")
print(f'Population of country="Germany", subregion="SK Worms": {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 Worms": 83850 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	38519	2	182	0
2023-03-02	38517	3	182	0
2023-03-01	38514	21	182	0
2023-02-28	38493	28	182	0
2023-02-27	38465	31	182	0
2023-02-24	38434	11	182	0
2023-02-23	38423	28	182	0
2023-02-22	38395	20	182	0
2023-02-21	38375	13	182	0
2023-02-20	38362	31	182	0
2023-02-17	38331	10	182	0
2023-02-16	38321	31	182	1
2023-02-15	38290	15	181	0
2023-02-14	38275	42	181	0
2023-02-13	38233	23	181	0
2023-02-10	38210	12	181	0
2023-02-09	38198	17	181	0
2023-02-08	38181	23	181	0
2023-02-07	38158	21	181	0
2023-02-06	38137	29	181	0
2023-02-03	38108	16	181	0
2023-02-02	38092	3	181	1
2023-02-01	38089	15	180	0
2023-01-31	38074	16	180	0
2023-01-30	38058	13	180	0
2023-01-27	38045	9	180	0
2023-01-26	38036	6	180	0
2023-01-25	38030	13	180	0
2023-01-24	38017	9	180	0
2023-01-23	38008	13	180	0
2023-01-20	37995	5	180	0
2023-01-19	37990	12	180	0
2023-01-18	37978	12	180	0
2023-01-17	37966	15	180	0
2023-01-16	37951	16	180	0
2023-01-13	37935	4	180	0
2023-01-12	37931	14	180	0
2023-01-11	37917	4	180	0
2023-01-10	37913	21	180	1
2023-01-09	37892	27	179	0
2023-01-06	37865	12	179	0
2023-01-05	37853	8	179	0
2023-01-04	37845	20	179	0
2023-01-03	37825	23	179	1
2023-01-02	37802	38	178	0
2022-12-30	37764	23	178	1
2022-12-29	37741	35	177	0
2022-12-28	37706	45	177	0
2022-12-27	37661	55	177	0
2022-12-23	37606	22	177	0
2022-12-22	37584	30	177	0
2022-12-21	37554	35	177	0
2022-12-20	37519	44	177	0
2022-12-19	37475	32	177	0
2022-12-16	37443	19	177	0
2022-12-15	37424	36	177	0
2022-12-14	37388	37	177	0
2022-12-13	37351	40	177	0
2022-12-12	37311	32	177	0
2022-12-09	37279	15	177	0
2022-12-08	37264	40	177	0
2022-12-07	37224	20	177	0
2022-12-06	37204	26	177	1
2022-12-05	37178	26	176	0
2022-12-02	37152	20	176	0
2022-12-01	37132	14	176	0
2022-11-30	37118	11	176	0
2022-11-29	37107	27	176	0
2022-11-28	37080	25	176	0
2022-11-25	37055	8	176	0
2022-11-24	37047	21	176	0
2022-11-23	37026	26	176	0
2022-11-22	37000	25	176	0
2022-11-21	36975	18	176	0
2022-11-18	36957	21	176	1
2022-11-17	36936	10	175	0
2022-11-16	36926	34	175	0
2022-11-15	36892	14	175	0
2022-11-14	36878	37	175	0
2022-11-11	36841	8	175	0
2022-11-10	36833	26	175	0
2022-11-09	36807	28	175	0
2022-11-08	36779	44	175	0
2022-11-07	36735	51	175	0
2022-11-04	36684	25	175	0
2022-11-03	36659	45	175	0
2022-11-02	36614	66	175	0
2022-10-31	36548	42	175	0
2022-10-28	36506	31	175	0
2022-10-27	36475	53	175	0
2022-10-26	36422	73	175	1
2022-10-25	36349	83	174	0
2022-10-24	36266	89	174	0
2022-10-21	36177	48	174	0
2022-10-20	36129	218	174	0
2022-10-19	35911	206	174	0
2022-10-18	35705	205	174	0
2022-10-17	35500	295	174	0
2022-10-14	35205	179	174	0
2022-10-13	35026	59	174	1
2022-10-12	34967	94	173	0
2022-10-11	34873	69	173	0
2022-10-10	34804	109	173	0
2022-10-07	34695	73	173	0
2022-10-06	34622	129	173	0
2022-10-05	34493	80	173	1
2022-10-04	34413	79	172	0
2022-09-30	34334	53	172	0
2022-09-29	34281	111	172	0
2022-09-28	34170	180	172	0
2022-09-27	33990	163	172	2
2022-09-26	33827	29	170	0
2022-09-23	33798	53	170	0
2022-09-22	33745	92	170	0
2022-09-21	33653	123	170	1
2022-09-20	33530	75	169	0
2022-09-19	33455	65	169	3
2022-09-16	33390	93	166	0
2022-09-15	33297	66	166	0
2022-09-14	33231	137	166	0
2022-09-13	33094	208	166	0
2022-09-12	32886	200	166	0
2022-09-09	32686	117	166	0
2022-09-08	32569	78	166	0
2022-09-07	32491	149	166	0
2022-09-06	32342	82	166	0
2022-09-05	32260	46	166	0
2022-09-02	32214	20	166	0
2022-09-01	32194	34	166	0
2022-08-31	32160	40	166	0
2022-08-30	32120	56	166	0
2022-08-29	32064	57	166	0
2022-08-26	32007	29	166	0
2022-08-25	31978	23	166	0
2022-08-24	31955	43	166	0
2022-08-23	31912	59	166	0
2022-08-22	31853	55	166	0
2022-08-19	31798	46	166	0
2022-08-18	31752	51	166	0
2022-08-17	31701	68	166	0
2022-08-16	31633	48	166	0
2022-08-15	31585	107	166	0
2022-08-12	31478	26	166	0
2022-08-11	31452	48	166	0
2022-08-10	31404	62	166	0
2022-08-09	31342	87	166	3
2022-08-08	31255	92	163	0
2022-08-05	31163	31	163	0
2022-08-04	31132	89	163	0
2022-08-03	31043	112	163	0
2022-08-02	30931	88	163	0
2022-08-01	30843	29	163	0
2022-07-29	30814	100	163	0
2022-07-28	30714	124	163	0
2022-07-27	30590	151	163	0
2022-07-26	30439	173	163	0
2022-07-25	30266	132	163	0
2022-07-22	30134	125	163	0
2022-07-21	30009	217	163	0
2022-07-20	29792	92	163	2
2022-07-19	29700	237	161	2
2022-07-18	29463	146	159	1
2022-07-15	29317	125	158	2
2022-07-14	29192	126	156	2
2022-07-13	29066	109	154	2
2022-07-12	28957	109	152	0
2022-07-11	28848	114	152	0
2022-07-08	28734	126	152	0
2022-07-07	28608	140	152	0
2022-07-06	28468	160	152	1
2022-07-05	28308	85	151	0
2022-07-04	28223	128	151	1
2022-07-01	28095	134	150	0
2022-06-30	27961	68	150	0
2022-06-29	27893	99	150	0
2022-06-28	27794	136	150	0
2022-06-27	27658	117	150	1
2022-06-24	27541	52	149	0
2022-06-23	27489	111	149	0
2022-06-22	27378	109	149	0
2022-06-21	27269	84	149	0
2022-06-20	27185	57	149	0
2022-06-17	27128	61	149	0
2022-06-15	27067	77	149	0
2022-06-14	26990	64	149	1
2022-06-13	26926	54	148	0
2022-06-10	26872	84	148	0
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2022-05-31	26521	38	148	0
2022-05-30	26483	38	148	0
2022-05-27	26445	33	148	0
2022-05-25	26412	17	148	0
2022-05-24	26395	56	148	0
2022-05-23	26339	23	148	0
2022-05-20	26316	34	148	0
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2022-05-11	25796	81	148	1
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2022-04-29	25234	44	147	1
2022-04-28	25190	95	146	1
2022-04-27	25095	118	145	0
2022-04-26	24977	157	145	2
2022-04-25	24820	115	143	0
2022-04-23	24705	41	143	0
2022-04-22	24664	215	143	1
2022-04-21	24449	190	142	0
2022-04-20	24259	263	142	1
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2022-04-12	23416	85	141	0
2022-04-11	23331	137	141	1
2022-04-09	23194	85	140	0
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2022-03-28	20752	336	135	0
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2021-07-29	4280	1	96	0
2021-07-28	4279	1	96	0
2021-07-27	4278	1	96	0
2021-07-26	4277	1	96	0
2021-07-22	4276	1	96	0
2021-07-21	4275	1	96	0
2021-07-19	4274	5	96	0
2021-07-15	4269	5	96	0
2021-07-14	4264	2	96	0
2021-07-13	4262	3	96	0
2021-07-12	4259	2	96	0
2021-07-09	4257	1	96	0
2021-07-06	4256	1	96	0
2021-07-03	4255	1	96	0
2021-07-02	4254	1	96	0
2021-07-01	4253	2	96	0
2021-06-30	4251	1	96	0
2021-06-29	4250	3	96	0
2021-06-23	4247	2	96	0
2021-06-22	4245	1	96	0
2021-06-18	4244	2	96	0
2021-06-17	4242	2	96	0
2021-06-15	4240	2	96	0
2021-06-14	4238	4	96	0
2021-06-11	4234	5	96	0
2021-06-09	4229	6	96	0
2021-06-08	4223	2	96	1
2021-06-07	4221	4	95	0
2021-06-05	4217	1	95	0
2021-06-03	4216	3	95	0
2021-06-02	4213	6	95	0
2021-06-01	4207	3	95	0
2021-05-31	4204	3	95	0
2021-05-30	4201	3	95	0
2021-05-29	4198	5	95	0
2021-05-28	4193	7	95	0
2021-05-27	4186	10	95	0
2021-05-26	4176	14	95	0
2021-05-25	4162	20	95	0
2021-05-23	4142	3	95	0
2021-05-22	4139	8	95	0
2021-05-21	4131	25	95	0
2021-05-20	4106	24	95	0
2021-05-19	4082	21	95	0
2021-05-18	4061	17	95	0
2021-05-17	4044	6	95	0
2021-05-16	4038	2	95	0
2021-05-15	4036	11	95	1
2021-05-14	4025	13	94	0
2021-05-13	4012	20	94	0
2021-05-12	3992	16	94	1
2021-05-11	3976	27	93	0
2021-05-10	3949	21	93	0
2021-05-09	3928	9	93	0
2021-05-07	3919	18	93	0
2021-05-06	3901	19	93	0
2021-05-05	3882	28	93	2
2021-05-04	3854	19	91	0
2021-05-03	3835	5	91	0
2021-05-02	3830	25	91	0
2021-05-01	3805	13	91	0
2021-04-30	3792	14	91	0
2021-04-29	3778	25	91	0
2021-04-28	3753	39	91	0
2021-04-27	3714	27	91	1
2021-04-26	3687	29	90	0
2021-04-25	3658	12	90	0
2021-04-24	3646	9	90	0
2021-04-23	3637	43	90	1
2021-04-22	3594	32	89	0
2021-04-21	3562	46	89	0
2021-04-20	3516	25	89	0
2021-04-19	3491	25	89	0
2021-04-18	3466	24	89	0
2021-04-17	3442	11	89	0
2021-04-16	3431	34	89	0
2021-04-15	3397	32	89	0
2021-04-14	3365	45	89	0
2021-04-13	3320	17	89	0
2021-04-12	3303	21	89	0
2021-04-11	3282	23	89	0
2021-04-10	3259	45	89	1
2021-04-09	3214	31	88	0
2021-04-08	3183	35	88	2
2021-04-07	3148	29	86	1
2021-04-06	3119	5	85	0
2021-04-05	3114	11	85	1
2021-04-04	3103	35	84	0
2021-04-03	3068	9	84	0
2021-04-02	3059	7	84	0
2021-04-01	3052	46	84	0
2021-03-31	3006	31	84	0
2021-03-30	2975	26	84	0
2021-03-29	2949	17	84	1
2021-03-28	2932	6	83	0
2021-03-27	2926	40	83	0
2021-03-26	2886	29	83	0
2021-03-25	2857	47	83	0
2021-03-24	2810	28	83	1
2021-03-23	2782	15	82	0
2021-03-22	2767	10	82	0
2021-03-21	2757	6	82	0
2021-03-20	2751	14	82	0
2021-03-19	2737	22	82	0
2021-03-18	2715	13	82	0
2021-03-17	2702	15	82	0
2021-03-16	2687	15	82	0
2021-03-15	2672	4	82	0
2021-03-14	2668	2	82	0
2021-03-13	2666	4	82	0
2021-03-12	2662	19	82	0
2021-03-11	2643	8	82	0
2021-03-10	2635	1	82	0
2021-03-09	2634	8	82	0
2021-03-07	2626	3	82	0
2021-03-06	2623	7	82	0
2021-03-05	2616	10	82	0
2021-03-04	2606	8	82	0
2021-03-03	2598	6	82	0
2021-03-02	2592	13	82	0
2021-03-01	2579	1	82	0
2021-02-27	2578	3	82	0
2021-02-26	2575	12	82	0
2021-02-25	2563	9	82	0
2021-02-24	2554	8	82	0
2021-02-23	2546	7	82	0
2021-02-22	2539	4	82	0
2021-02-21	2535	6	82	0
2021-02-20	2529	4	82	0
2021-02-19	2525	16	82	0
2021-02-18	2509	12	82	0
2021-02-17	2497	10	82	0
2021-02-16	2487	12	82	0
2021-02-15	2475	1	82	0
2021-02-14	2474	4	82	0
2021-02-13	2470	1	82	0
2021-02-12	2469	8	82	0
2021-02-11	2461	12	82	0
2021-02-10	2449	9	82	0
2021-02-09	2440	8	82	0
2021-02-08	2432	6	82	0
2021-02-07	2426	1	82	0
2021-02-06	2425	5	82	0
2021-02-05	2420	12	82	0
2021-02-04	2408	20	82	0
2021-02-03	2388	16	82	0
2021-02-02	2372	28	82	0
2021-02-01	2344	8	82	0
2021-01-31	2336	4	82	0
2021-01-30	2332	6	82	0
2021-01-29	2326	21	82	0
2021-01-28	2305	14	82	1
2021-01-27	2291	16	81	0
2021-01-26	2275	20	81	0
2021-01-25	2255	8	81	0
2021-01-24	2247	5	81	0
2021-01-23	2242	20	81	0
2021-01-22	2222	28	81	1
2021-01-21	2194	20	80	0
2021-01-20	2174	23	80	2
2021-01-19	2151	29	78	1
2021-01-18	2122	8	77	0
2021-01-17	2114	9	77	0
2021-01-16	2105	13	77	0
2021-01-15	2092	23	77	3
2021-01-14	2069	38	74	2
2021-01-13	2031	45	72	9
2021-01-12	1986	24	63	1
2021-01-11	1962	13	62	2
2021-01-10	1949	36	60	1
2021-01-09	1913	22	59	3
2021-01-08	1891	62	56	1
2021-01-07	1829	64	55	3
2021-01-06	1765	60	52	3
2021-01-05	1705	13	49	2
2021-01-04	1692	24	47	1
2021-01-03	1668	12	46	2
2021-01-02	1656	23	44	3
2021-01-01	1633	11	41	3
2020-12-31	1622	30	38	5
2020-12-30	1592	26	33	2
2020-12-29	1566	21	31	3
2020-12-28	1545	18	28	3
2020-12-27	1527	18	25	0
2020-12-26	1509	14	25	0
2020-12-25	1495	28	25	1
2020-12-24	1467	3	24	1
2020-12-23	1464	42	23	5
2020-12-22	1422	24	18	0
2020-12-21	1398	22	18	0
2020-12-20	1376	27	18	1
2020-12-19	1349	24	17	1
2020-12-18	1325	15	16	0
2020-12-17	1310	15	16	2
2020-12-16	1295	18	14	0
2020-12-15	1277	13	14	0
2020-12-14	1264	28	14	1
2020-12-13	1236	7	13	0
2020-12-12	1229	28	13	0
2020-12-11	1201	15	13	0
2020-12-10	1186	30	13	0
2020-12-09	1156	28	13	0
2020-12-08	1128	16	13	1
2020-12-07	1112	18	12	0
2020-12-06	1094	22	12	0
2020-12-05	1072	6	12	0
2020-12-04	1066	25	12	0
2020-12-03	1041	30	12	0
2020-12-02	1011	18	12	0
2020-12-01	993	13	12	1
2020-11-30	980	4	11	0
2020-11-29	976	7	11	0
2020-11-28	969	25	11	0
2020-11-27	944	21	11	0
2020-11-26	923	27	11	0
2020-11-25	896	29	11	0
2020-11-24	867	9	11	0
2020-11-23	858	15	11	0
2020-11-22	843	15	11	0
2020-11-21	828	46	11	0
2020-11-20	782	25	11	1
2020-11-19	757	31	10	1
2020-11-18	726	29	9	0
2020-11-17	697	13	9	0
2020-11-16	684	16	9	0
2020-11-15	668	8	9	0
2020-11-14	660	9	9	0
2020-11-13	651	20	9	0
2020-11-12	631	12	9	0
2020-11-11	619	19	9	0
2020-11-10	600	13	9	0
2020-11-09	587	10	9	0
2020-11-08	577	6	9	0
2020-11-07	571	14	9	0
2020-11-06	557	18	9	0
2020-11-05	539	14	9	0
2020-11-04	525	12	9	0
2020-11-03	513	10	9	0
2020-11-02	503	12	9	0
2020-11-01	491	9	9	0
2020-10-31	482	13	9	0
2020-10-30	469	2	9	0
2020-10-29	467	13	9	0
2020-10-28	454	9	9	1
2020-10-27	445	17	8	0
2020-10-26	428	7	8	0
2020-10-24	421	17	8	0
2020-10-23	404	7	8	0
2020-10-22	397	4	8	0
2020-10-21	393	10	8	0
2020-10-20	383	1	8	0
2020-10-19	382	5	8	0
2020-10-18	377	1	8	0
2020-10-17	376	1	8	0
2020-10-16	375	3	8	0
2020-10-15	372	9	8	0
2020-10-14	363	3	8	0
2020-10-13	360	2	8	0
2020-10-11	358	2	8	0
2020-10-10	356	1	8	0
2020-10-09	355	2	8	0
2020-10-08	353	1	8	0
2020-10-07	352	1	8	0
2020-10-04	351	1	8	0
2020-10-03	350	9	8	0
2020-10-01	341	3	8	0
2020-09-30	338	2	8	0
2020-09-29	336	3	8	0
2020-09-28	333	1	8	0
2020-09-26	332	2	8	0
2020-09-25	330	2	8	0
2020-09-24	328	4	8	0
2020-09-23	324	1	8	0
2020-09-19	323	4	8	0
2020-09-18	319	3	8	0
2020-09-17	316	4	8	0
2020-09-16	312	4	8	0
2020-09-15	308	8	8	0
2020-09-14	300	4	8	0
2020-09-13	296	2	8	0
2020-09-12	294	6	8	0
2020-09-11	288	5	8	0
2020-09-10	283	3	8	0
2020-09-05	280	3	8	0
2020-09-04	277	3	8	0
2020-09-03	274	2	8	0
2020-08-31	272	1	8	0
2020-08-30	271	1	8	0
2020-08-28	270	4	8	0
2020-08-25	266	2	8	0
2020-08-23	264	2	8	0
2020-08-22	262	2	8	0
2020-08-21	260	4	8	0
2020-08-20	256	1	8	0
2020-08-19	255	9	8	0
2020-08-18	246	3	8	0
2020-08-17	243	4	8	0
2020-08-16	239	1	8	0
2020-08-14	238	3	8	0
2020-08-12	235	1	8	0
2020-08-11	234	2	8	0
2020-08-10	232	1	8	0
2020-08-08	231	1	8	0
2020-08-07	230	1	8	0
2020-08-01	229	2	8	0
2020-07-28	227	1	8	0
2020-07-20	226	1	8	0
2020-07-11	225	2	8	0
2020-07-09	223	1	8	1
2020-06-22	222	1	7	0
2020-06-16	221	1	7	0
2020-06-14	220	1	7	0
2020-06-10	219	1	7	0
2020-05-29	218	3	7	0
2020-05-27	215	5	7	0
2020-05-26	210	1	7	0
2020-05-23	209	1	7	0
2020-05-22	208	2	7	0
2020-05-20	206	4	7	0
2020-05-19	202	1	7	0
2020-05-18	201	1	7	0
2020-05-17	200	1	7	0
2020-05-15	199	1	7	0
2020-05-13	198	1	7	0
2020-05-12	197	1	7	0
2020-05-11	196	2	7	0
2020-05-09	194	4	7	0
2020-05-07	190	3	7	0
2020-05-06	187	1	7	0
2020-05-05	186	1	7	0
2020-05-01	185	5	7	0
2020-04-30	180	2	7	0
2020-04-29	178	3	7	0
2020-04-28	175	1	7	0
2020-04-27	174	1	7	0
2020-04-26	173	4	7	0
2020-04-24	169	5	7	0
2020-04-23	164	1	7	0
2020-04-22	163	2	7	0
2020-04-21	161	6	7	0
2020-04-19	155	1	7	0
2020-04-18	154	3	7	0
2020-04-17	151	8	7	0
2020-04-16	143	1	7	0
2020-04-15	142	3	7	0
2020-04-14	139	2	7	0
2020-04-13	137	1	7	0
2020-04-12	136	2	7	0
2020-04-11	134	3	7	0
2020-04-10	131	7	7	0
2020-04-08	124	6	7	0
2020-04-07	118	7	7	1
2020-04-05	111	2	6	0
2020-04-04	109	10	6	0
2020-04-03	99	15	6	2
2020-04-02	84	3	4	0
2020-04-01	81	4	4	0
2020-03-31	77	6	4	3
2020-03-30	71	5	1	1
2020-03-28	66	7	0	0
2020-03-27	59	4	0	0
2020-03-26	55	4	0	0
2020-03-25	51	3	0	0
2020-03-24	48	3	0	0
2020-03-23	45	7	0	0
2020-03-22	38	6	0	0
2020-03-21	32	3	0	0
2020-03-20	29	6	0	0
2020-03-19	23	7	0	0
2020-03-18	16	4	0	0
2020-03-17	12	11	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: 0:03:39.385651