Germany: SK Landshut (Bayern)

• 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 11:51:01 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Landshut")
print(f'Population of country="Germany", subregion="SK Landshut": {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 Landshut": 73150 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	35844	10	229	0
2023-03-03	35834	6	229	0
2023-03-02	35828	8	229	0
2023-03-01	35820	20	229	0
2023-02-28	35800	16	229	0
2023-02-27	35784	37	229	0
2023-02-24	35747	20	229	3
2023-02-23	35727	21	226	0
2023-02-22	35706	46	226	0
2023-02-20	35660	50	226	0
2023-02-17	35610	10	226	1
2023-02-16	35600	22	225	0
2023-02-15	35578	32	225	1
2023-02-14	35546	25	224	1
2023-02-13	35521	39	223	2
2023-02-10	35482	13	221	0
2023-02-09	35469	17	221	0
2023-02-08	35452	17	221	1
2023-02-07	35435	26	220	1
2023-02-06	35409	39	219	0
2023-02-03	35370	10	219	0
2023-02-02	35360	23	219	0
2023-02-01	35337	19	219	0
2023-01-31	35318	32	219	0
2023-01-30	35286	25	219	0
2023-01-27	35261	8	219	0
2023-01-26	35253	21	219	0
2023-01-25	35232	10	219	0
2023-01-24	35222	13	219	1
2023-01-23	35209	17	218	0
2023-01-20	35192	6	218	0
2023-01-19	35186	3	218	0
2023-01-18	35183	6	218	0
2023-01-17	35177	21	218	1
2023-01-16	35156	24	217	1
2023-01-13	35132	3	216	0
2023-01-12	35129	11	216	0
2023-01-11	35118	13	216	0
2023-01-10	35105	23	216	0
2023-01-09	35082	28	216	0
2023-01-05	35054	14	216	0
2023-01-04	35040	29	216	1
2023-01-03	35011	23	215	0
2023-01-02	34988	7	215	0
2022-12-30	34981	10	215	0
2022-12-29	34971	13	215	0
2022-12-28	34958	18	215	1
2022-12-27	34940	44	214	2
2022-12-23	34896	6	212	0
2022-12-22	34890	12	212	0
2022-12-21	34878	23	212	1
2022-12-20	34855	6	211	1
2022-12-19	34849	28	210	0
2022-12-16	34821	17	210	1
2022-12-15	34804	6	209	0
2022-12-14	34798	12	209	0
2022-12-13	34786	19	209	1
2022-12-12	34767	22	208	0
2022-12-09	34745	12	208	1
2022-12-08	34733	6	207	0
2022-12-07	34727	14	207	0
2022-12-06	34713	6	207	0
2022-12-05	34707	23	207	0
2022-12-02	34684	2	207	0
2022-12-01	34682	12	207	0
2022-11-30	34670	10	207	0
2022-11-29	34660	21	207	0
2022-11-28	34639	19	207	0
2022-11-25	34620	13	207	0
2022-11-24	34607	28	207	0
2022-11-23	34579	3	207	0
2022-11-22	34576	7	207	0
2022-11-21	34569	18	207	1
2022-11-18	34551	11	206	0
2022-11-17	34540	15	206	0
2022-11-16	34525	10	206	0
2022-11-15	34515	16	206	0
2022-11-14	34499	15	206	0
2022-11-11	34484	20	206	0
2022-11-10	34464	20	206	0
2022-11-09	34444	16	206	0
2022-11-08	34428	35	206	0
2022-11-07	34393	57	206	0
2022-11-04	34336	5	206	0
2022-11-03	34331	33	206	0
2022-11-02	34298	48	206	0
2022-10-31	34250	58	206	1
2022-10-28	34192	15	205	0
2022-10-27	34177	31	205	2
2022-10-26	34146	42	203	0
2022-10-25	34104	65	203	0
2022-10-24	34039	62	203	0
2022-10-21	33977	34	203	0
2022-10-20	33943	55	203	0
2022-10-19	33888	102	203	1
2022-10-18	33786	113	202	0
2022-10-17	33673	151	202	1
2022-10-14	33522	59	201	0
2022-10-13	33463	71	201	0
2022-10-12	33392	147	201	0
2022-10-11	33245	193	201	1
2022-10-10	33052	200	200	4
2022-10-07	32852	75	196	0
2022-10-06	32777	88	196	1
2022-10-05	32689	152	195	2
2022-10-04	32537	212	193	1
2022-09-30	32325	28	192	0
2022-09-29	32297	82	192	0
2022-09-28	32215	118	192	0
2022-09-27	32097	119	192	0
2022-09-26	31978	105	192	0
2022-09-23	31873	20	192	0
2022-09-22	31853	69	192	0
2022-09-21	31784	45	192	0
2022-09-20	31739	25	192	0
2022-09-19	31714	77	192	0
2022-09-16	31637	31	192	0
2022-09-15	31606	24	192	0
2022-09-14	31582	32	192	0
2022-09-13	31550	26	192	0
2022-09-12	31524	64	192	0
2022-09-09	31460	16	192	0
2022-09-08	31444	24	192	0
2022-09-07	31420	26	192	0
2022-09-06	31394	50	192	0
2022-09-05	31344	44	192	0
2022-09-02	31300	21	192	0
2022-09-01	31279	28	192	0
2022-08-31	31251	47	192	0
2022-08-30	31204	34	192	0
2022-08-29	31170	59	192	1
2022-08-26	31111	35	191	0
2022-08-25	31076	30	191	0
2022-08-24	31046	9	191	0
2022-08-23	31037	42	191	0
2022-08-22	30995	67	191	0
2022-08-19	30928	9	191	0
2022-08-18	30919	64	191	0
2022-08-17	30855	30	191	0
2022-08-16	30825	42	191	2
2022-08-12	30783	10	189	0
2022-08-11	30773	26	189	0
2022-08-10	30747	24	189	0
2022-08-09	30723	54	189	0
2022-08-08	30669	80	189	0
2022-08-05	30589	15	189	0
2022-08-04	30574	38	189	0
2022-08-03	30536	44	189	0
2022-08-02	30492	96	189	0
2022-08-01	30396	101	189	0
2022-07-29	30295	25	189	1
2022-07-28	30270	82	188	1
2022-07-27	30188	88	187	0
2022-07-26	30100	128	187	0
2022-07-25	29972	184	187	0
2022-07-22	29788	48	187	1
2022-07-21	29740	108	186	0
2022-07-20	29632	121	186	0
2022-07-19	29511	174	186	0
2022-07-18	29337	171	186	0
2022-07-15	29166	55	186	0
2022-07-14	29111	191	186	1
2022-07-13	28920	133	185	0
2022-07-12	28787	73	185	1
2022-07-11	28714	202	184	1
2022-07-08	28512	95	183	0
2022-07-07	28417	56	183	0
2022-07-06	28361	165	183	0
2022-07-05	28196	87	183	0
2022-07-04	28109	179	183	0
2022-07-01	27930	47	183	0
2022-06-30	27883	59	183	0
2022-06-29	27824	98	183	0
2022-06-28	27726	110	183	1
2022-06-27	27616	114	182	0
2022-06-24	27502	67	182	0
2022-06-23	27435	15	182	0
2022-06-22	27420	55	182	0
2022-06-21	27365	103	182	0
2022-06-20	27262	86	182	0
2022-06-17	27176	46	182	0
2022-06-15	27130	90	182	0
2022-06-14	27040	16	182	0
2022-06-13	27024	70	182	0
2022-06-10	26954	34	182	1
2022-06-09	26920	30	181	0
2022-06-08	26890	51	181	0
2022-06-07	26839	66	181	0
2022-06-03	26773	25	181	0
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2022-05-20	26345	74	180	0
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2021-08-27	4257	13	117	0
2021-08-26	4244	5	117	0
2021-08-25	4239	6	117	0
2021-08-24	4233	14	117	0
2021-08-23	4219	3	117	0
2021-08-22	4216	17	117	0
2021-08-20	4199	7	117	0
2021-08-19	4192	5	117	0
2021-08-18	4187	7	117	0
2021-08-17	4180	9	117	0
2021-08-16	4171	1	117	0
2021-08-15	4170	1	117	0
2021-08-14	4169	2	117	0
2021-08-13	4167	3	117	0
2021-08-12	4164	4	117	0
2021-08-11	4160	3	117	0
2021-08-10	4157	4	117	0
2021-08-09	4153	1	117	0
2021-08-06	4152	5	117	0
2021-08-05	4147	1	117	0
2021-07-31	4146	3	117	0
2021-07-30	4143	3	117	0
2021-07-29	4140	3	117	0
2021-07-28	4137	3	117	0
2021-07-27	4134	4	117	0
2021-07-26	4130	1	117	0
2021-07-24	4129	3	117	0
2021-07-23	4126	1	117	0
2021-07-22	4125	1	117	0
2021-07-21	4124	1	117	0
2021-07-20	4123	1	117	0
2021-07-17	4122	1	117	0
2021-07-16	4121	3	117	0
2021-07-15	4118	1	117	0
2021-07-14	4117	2	117	0
2021-07-13	4115	7	117	0
2021-07-06	4108	1	117	0
2021-07-03	4107	1	117	0
2021-06-30	4106	2	117	0
2021-06-29	4104	2	117	0
2021-06-28	4102	1	117	0
2021-06-26	4101	3	117	0
2021-06-25	4098	1	117	0
2021-06-23	4097	2	117	0
2021-06-22	4095	8	117	0
2021-06-21	4087	1	117	0
2021-06-20	4086	2	117	0
2021-06-19	4084	3	117	0
2021-06-18	4081	2	117	0
2021-06-17	4079	2	117	0
2021-06-16	4077	5	117	0
2021-06-14	4072	1	117	0
2021-06-13	4071	5	117	0
2021-06-10	4066	7	117	0
2021-06-09	4059	3	117	0
2021-06-08	4056	11	117	0
2021-06-05	4045	3	117	0
2021-06-03	4042	1	117	0
2021-06-02	4041	4	117	0
2021-06-01	4037	8	117	0
2021-05-29	4029	8	117	0
2021-05-28	4021	4	117	0
2021-05-26	4017	8	117	0
2021-05-25	4009	3	117	0
2021-05-23	4006	5	117	0
2021-05-22	4001	7	117	0
2021-05-21	3994	2	117	0
2021-05-20	3992	14	117	0
2021-05-19	3978	9	117	0
2021-05-18	3969	21	117	0
2021-05-16	3948	2	117	0
2021-05-15	3946	23	117	0
2021-05-14	3923	2	117	0
2021-05-13	3921	29	117	0
2021-05-12	3892	17	117	0
2021-05-11	3875	31	117	0
2021-05-10	3844	5	117	0
2021-05-09	3839	4	117	0
2021-05-08	3835	10	117	0
2021-05-07	3825	25	117	1
2021-05-06	3800	33	116	0
2021-05-05	3767	21	116	0
2021-05-04	3746	37	116	0
2021-05-03	3709	2	116	0
2021-05-02	3707	20	116	0
2021-05-01	3687	19	116	1
2021-04-30	3668	18	115	0
2021-04-29	3650	14	115	0
2021-04-28	3636	19	115	0
2021-04-27	3617	21	115	0
2021-04-26	3596	6	115	0
2021-04-25	3590	22	115	0
2021-04-24	3568	14	115	1
2021-04-23	3554	12	114	0
2021-04-22	3542	32	114	0
2021-04-21	3510	36	114	0
2021-04-20	3474	58	114	1
2021-04-19	3416	1	113	0
2021-04-18	3415	8	113	0
2021-04-17	3407	34	113	0
2021-04-16	3373	29	113	0
2021-04-15	3344	23	113	0
2021-04-14	3321	67	113	0
2021-04-13	3254	15	113	1
2021-04-12	3239	7	112	0
2021-04-11	3232	26	112	0
2021-04-10	3206	17	112	0
2021-04-09	3189	19	112	0
2021-04-08	3170	18	112	0
2021-04-07	3152	5	112	1
2021-04-06	3147	17	111	1
2021-04-05	3130	1	110	0
2021-04-04	3129	4	110	0
2021-04-03	3125	13	110	0
2021-04-02	3112	24	110	0
2021-04-01	3088	21	110	1
2021-03-31	3067	12	109	0
2021-03-30	3055	10	109	0
2021-03-29	3045	6	109	0
2021-03-28	3039	2	109	0
2021-03-27	3037	14	109	0
2021-03-26	3023	15	109	0
2021-03-25	3008	18	109	0
2021-03-24	2990	20	109	0
2021-03-23	2970	14	109	0
2021-03-22	2956	10	109	0
2021-03-21	2946	12	109	0
2021-03-20	2934	20	109	0
2021-03-19	2914	13	109	0
2021-03-18	2901	10	109	0
2021-03-17	2891	25	109	0
2021-03-16	2866	7	109	1
2021-03-15	2859	3	108	0
2021-03-14	2856	25	108	0
2021-03-13	2831	23	108	0
2021-03-12	2808	11	108	0
2021-03-11	2797	14	108	0
2021-03-10	2783	23	108	0
2021-03-09	2760	9	108	0
2021-03-08	2751	5	108	0
2021-03-07	2746	12	108	0
2021-03-06	2734	8	108	0
2021-03-05	2726	8	108	0
2021-03-04	2718	9	108	0
2021-03-03	2709	7	108	0
2021-03-02	2702	1	108	0
2021-02-28	2701	2	108	0
2021-02-27	2699	5	108	0
2021-02-26	2694	1	108	0
2021-02-25	2693	8	108	0
2021-02-24	2685	12	108	0
2021-02-23	2673	6	108	0
2021-02-22	2667	1	108	0
2021-02-21	2666	7	108	0
2021-02-20	2659	6	108	0
2021-02-19	2653	4	108	1
2021-02-18	2649	7	107	0
2021-02-17	2642	4	107	0
2021-02-16	2638	1	107	0
2021-02-15	2637	3	107	1
2021-02-14	2634	9	106	0
2021-02-13	2625	20	106	0
2021-02-12	2605	4	106	0
2021-02-11	2601	11	106	0
2021-02-10	2590	13	106	0
2021-02-09	2577	7	106	0
2021-02-08	2570	1	106	0
2021-02-07	2569	7	106	0
2021-02-06	2562	8	106	0
2021-02-05	2554	4	106	0
2021-02-04	2550	12	106	0
2021-02-03	2538	25	106	1
2021-02-02	2513	9	105	0
2021-02-01	2504	1	105	1
2021-01-31	2503	5	104	0
2021-01-30	2498	14	104	1
2021-01-29	2484	13	103	0
2021-01-28	2471	15	103	0
2021-01-27	2456	12	103	1
2021-01-26	2444	8	102	0
2021-01-25	2436	1	102	0
2021-01-24	2435	7	102	0
2021-01-23	2428	9	102	0
2021-01-22	2419	7	102	0
2021-01-21	2412	16	102	1
2021-01-20	2396	20	101	1
2021-01-19	2376	23	100	2
2021-01-18	2353	5	98	2
2021-01-17	2348	43	96	7
2021-01-16	2305	15	89	0
2021-01-15	2290	14	89	1
2021-01-14	2276	29	88	1
2021-01-13	2247	24	87	0
2021-01-12	2223	9	87	0
2021-01-11	2214	9	87	1
2021-01-10	2205	18	86	0
2021-01-09	2187	27	86	3
2021-01-08	2160	7	83	0
2021-01-07	2153	73	83	10
2021-01-06	2080	35	73	4
2021-01-05	2045	14	69	0
2021-01-04	2031	12	69	0
2021-01-03	2019	8	69	1
2021-01-02	2011	8	68	0
2021-01-01	2003	15	68	1
2020-12-31	1988	48	67	1
2020-12-30	1940	30	66	1
2020-12-29	1910	31	65	2
2020-12-28	1879	14	63	1
2020-12-27	1865	4	62	0
2020-12-26	1861	13	62	0
2020-12-25	1848	33	62	0
2020-12-24	1815	44	62	0
2020-12-23	1771	71	62	2
2020-12-22	1700	55	60	2
2020-12-21	1645	24	58	3
2020-12-20	1621	11	55	1
2020-12-19	1610	21	54	0
2020-12-18	1589	27	54	3
2020-12-17	1562	23	51	1
2020-12-16	1539	18	50	0
2020-12-15	1521	16	50	0
2020-12-14	1505	3	50	0
2020-12-13	1502	20	50	0
2020-12-12	1482	36	50	2
2020-12-11	1446	39	48	0
2020-12-10	1407	36	48	1
2020-12-09	1371	11	47	0
2020-12-08	1360	68	47	5
2020-12-07	1292	36	42	3
2020-12-06	1256	22	39	1
2020-12-05	1234	22	38	1
2020-12-04	1212	42	37	2
2020-12-03	1170	12	35	0
2020-12-02	1158	15	35	0
2020-12-01	1143	13	35	1
2020-11-30	1130	15	34	3
2020-11-29	1115	17	31	2
2020-11-28	1098	25	29	0
2020-11-27	1073	12	29	0
2020-11-26	1061	24	29	3
2020-11-25	1037	28	26	1
2020-11-24	1009	11	25	1
2020-11-23	998	13	24	0
2020-11-22	985	17	24	0
2020-11-21	968	12	24	1
2020-11-20	956	12	23	0
2020-11-19	944	24	23	0
2020-11-18	920	38	23	0
2020-11-17	882	12	23	0
2020-11-16	870	20	23	0
2020-11-15	850	17	23	2
2020-11-14	833	8	21	0
2020-11-13	825	20	21	0
2020-11-12	805	23	21	1
2020-11-11	782	24	20	1
2020-11-10	758	8	19	0
2020-11-09	750	11	19	0
2020-11-08	739	11	19	1
2020-11-07	728	11	18	0
2020-11-06	717	27	18	0
2020-11-05	690	17	18	1
2020-11-04	673	9	17	1
2020-11-03	664	21	16	0
2020-11-02	643	11	16	0
2020-11-01	632	16	16	0
2020-10-31	616	7	16	0
2020-10-30	609	7	16	0
2020-10-29	602	35	16	0
2020-10-28	567	5	16	0
2020-10-27	562	4	16	0
2020-10-26	558	13	16	0
2020-10-25	545	12	16	0
2020-10-24	533	5	16	0
2020-10-23	528	13	16	0
2020-10-22	515	10	16	0
2020-10-21	505	9	16	0
2020-10-20	496	3	16	0
2020-10-18	493	7	16	0
2020-10-17	486	2	16	0
2020-10-16	484	3	16	0
2020-10-15	481	2	16	0
2020-10-11	479	5	16	0
2020-10-09	474	1	16	0
2020-10-08	473	1	16	0
2020-10-07	472	2	16	0
2020-10-03	470	2	16	1
2020-10-02	468	4	15	0
2020-10-01	464	2	15	0
2020-09-30	462	2	15	0
2020-09-29	460	4	15	0
2020-09-28	456	6	15	0
2020-09-27	450	2	15	0
2020-09-26	448	1	15	0
2020-09-25	447	4	15	0
2020-09-24	443	2	15	0
2020-09-23	441	6	15	0
2020-09-22	435	1	15	0
2020-09-20	434	1	15	0
2020-09-19	433	3	15	0
2020-09-18	430	3	15	0
2020-09-17	427	4	15	0
2020-09-16	423	4	15	0
2020-09-15	419	4	15	0
2020-09-14	415	2	15	0
2020-09-13	413	6	15	0
2020-09-12	407	2	15	0
2020-09-11	405	4	15	0
2020-09-10	401	4	15	0
2020-09-09	397	6	15	0
2020-09-07	391	3	15	0
2020-09-06	388	2	15	0
2020-09-05	386	4	15	0
2020-09-04	382	12	15	0
2020-09-03	370	6	15	0
2020-09-02	364	10	15	0
2020-09-01	354	3	15	0
2020-08-31	351	2	15	0
2020-08-30	349	2	15	0
2020-08-29	347	5	15	0
2020-08-28	342	4	15	0
2020-08-27	338	6	15	0
2020-08-26	332	2	15	0
2020-08-25	330	2	15	0
2020-08-24	328	1	15	0
2020-08-23	327	3	15	0
2020-08-22	324	7	15	0
2020-08-21	317	3	15	0
2020-08-20	314	2	15	0
2020-08-19	312	1	15	0
2020-08-18	311	2	15	0
2020-08-17	309	1	15	0
2020-08-16	308	3	15	0
2020-08-15	305	1	15	0
2020-08-14	304	1	15	0
2020-08-13	303	1	15	0
2020-08-12	302	1	15	0
2020-08-11	301	2	15	0
2020-08-07	299	2	15	0
2020-08-06	297	1	15	0
2020-08-05	296	1	15	0
2020-07-25	295	1	15	0
2020-07-24	294	4	15	0
2020-07-23	290	1	15	0
2020-07-20	289	1	15	0
2020-07-15	288	1	15	0
2020-07-06	287	1	15	0
2020-07-05	286	1	15	0
2020-07-03	285	1	15	0
2020-06-03	284	2	15	0
2020-06-01	282	1	15	0
2020-05-28	281	1	15	0
2020-05-27	280	1	15	0
2020-05-26	279	1	15	0
2020-05-23	278	1	15	0
2020-05-15	277	1	15	0
2020-05-11	276	2	15	0
2020-05-09	274	1	15	0
2020-05-06	273	1	15	0
2020-05-05	272	1	15	0
2020-05-04	271	2	15	0
2020-05-02	269	2	15	0
2020-05-01	267	3	15	0
2020-04-29	264	1	15	0
2020-04-28	263	3	15	0
2020-04-25	260	1	15	0
2020-04-24	259	2	15	0
2020-04-22	257	3	15	1
2020-04-21	254	2	14	0
2020-04-19	252	5	14	0
2020-04-17	247	3	14	0
2020-04-16	244	2	14	0
2020-04-15	242	12	14	3
2020-04-14	230	4	11	0
2020-04-13	226	2	11	0
2020-04-11	224	10	11	1
2020-04-09	214	11	10	1
2020-04-08	203	18	9	0
2020-04-07	185	24	9	0
2020-04-06	161	2	9	0
2020-04-05	159	9	9	1
2020-04-04	150	1	8	0
2020-04-03	149	7	8	1
2020-04-02	142	10	7	2
2020-04-01	132	14	5	1
2020-03-31	118	20	4	0
2020-03-30	98	5	4	0
2020-03-29	93	16	4	0
2020-03-28	77	3	4	0
2020-03-27	74	1	4	0
2020-03-26	73	25	4	1
2020-03-25	48	6	3	1
2020-03-24	42	4	2	0
2020-03-22	38	6	2	0
2020-03-21	32	3	2	1
2020-03-20	29	4	1	0
2020-03-19	25	13	1	1
2020-03-18	12	5	0	0
2020-03-17	7	3	0	0
2020-03-15	4	1	0	0
2020-03-13	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: 0:03:16.978441