Germany: LK Darmstadt-Dieburg (Hessen)

• 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 12:28:43 CEST

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

overview(country="Germany", subregion="LK Darmstadt-Dieburg", weeks=5);

overview(country="Germany", subregion="LK Darmstadt-Dieburg");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Darmstadt-Dieburg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Darmstadt-Dieburg")
print(f'Population of country="Germany", subregion="LK Darmstadt-Dieburg": {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 Darmstadt-Dieburg": 296900 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	131429	52	569	1
2023-03-03	131377	27	568	0
2023-03-02	131350	31	568	0
2023-03-01	131319	60	568	0
2023-02-28	131259	101	568	0
2023-02-27	131158	193	568	1
2023-02-24	130965	55	567	0
2023-02-23	130910	107	567	0
2023-02-22	130803	113	567	1
2023-02-21	130690	53	566	0
2023-02-20	130637	150	566	1
2023-02-17	130487	78	565	0
2023-02-16	130409	64	565	0
2023-02-15	130345	88	565	0
2023-02-14	130257	81	565	0
2023-02-13	130176	157	565	1
2023-02-10	130019	53	564	0
2023-02-09	129966	36	564	0
2023-02-08	129930	83	564	0
2023-02-07	129847	79	564	1
2023-02-06	129768	106	563	0
2023-02-03	129662	55	563	1
2023-02-02	129607	53	562	0
2023-02-01	129554	69	562	0
2023-01-31	129485	56	562	0
2023-01-30	129429	82	562	0
2023-01-27	129347	22	562	0
2023-01-26	129325	58	562	0
2023-01-25	129267	37	562	0
2023-01-24	129230	85	562	2
2023-01-23	129145	74	560	0
2023-01-20	129071	46	560	1
2023-01-19	129025	29	559	0
2023-01-18	128996	51	559	1
2023-01-17	128945	66	558	1
2023-01-16	128879	67	557	0
2023-01-13	128812	44	557	0
2023-01-12	128768	55	557	0
2023-01-11	128713	58	557	0
2023-01-10	128655	108	557	0
2023-01-09	128547	100	557	1
2023-01-06	128447	61	556	0
2023-01-05	128386	74	556	1
2023-01-04	128312	99	555	2
2023-01-03	128213	134	553	0
2023-01-02	128079	169	553	1
2022-12-30	127910	66	552	0
2022-12-29	127844	112	552	1
2022-12-28	127732	164	551	1
2022-12-27	127568	281	550	0
2022-12-23	127287	163	550	0
2022-12-22	127124	127	550	1
2022-12-21	126997	96	549	0
2022-12-20	126901	215	549	0
2022-12-19	126686	119	549	0
2022-12-16	126567	102	549	0
2022-12-15	126465	100	549	0
2022-12-14	126365	164	549	1
2022-12-13	126201	148	548	2
2022-12-12	126053	217	546	0
2022-12-09	125836	63	546	2
2022-12-08	125773	99	544	1
2022-12-07	125674	82	543	1
2022-12-06	125592	146	542	0
2022-12-05	125446	148	542	2
2022-12-02	125298	51	540	0
2022-12-01	125247	102	540	0
2022-11-30	125145	82	540	0
2022-11-29	125063	79	540	0
2022-11-28	124984	126	540	1
2022-11-25	124858	117	539	0
2022-11-24	124741	86	539	0
2022-11-23	124655	141	539	0
2022-11-22	124514	118	539	0
2022-11-21	124396	223	539	1
2022-11-18	124173	66	538	0
2022-11-17	124107	88	538	1
2022-11-16	124019	146	537	0
2022-11-15	123873	143	537	1
2022-11-14	123730	212	536	0
2022-11-11	123518	77	536	0
2022-11-10	123441	164	536	0
2022-11-09	123277	116	536	1
2022-11-08	123161	109	535	0
2022-11-07	123052	316	535	1
2022-11-04	122736	103	534	0
2022-11-03	122633	119	534	0
2022-11-02	122514	158	534	0
2022-11-01	122356	273	534	1
2022-10-31	122083	396	533	2
2022-10-28	121687	197	531	0
2022-10-27	121490	179	531	0
2022-10-26	121311	405	531	3
2022-10-25	120906	319	528	0
2022-10-24	120587	581	528	1
2022-10-21	120006	180	527	0
2022-10-20	119826	339	527	3
2022-10-19	119487	634	524	2
2022-10-18	118853	355	522	2
2022-10-17	118498	835	520	2
2022-10-14	117663	282	518	1
2022-10-13	117381	610	517	3
2022-10-12	116771	786	514	2
2022-10-11	115985	889	512	1
2022-10-10	115096	561	511	3
2022-10-07	114535	403	508	0
2022-10-06	114132	625	508	5
2022-10-05	113507	617	503	1
2022-10-04	112890	665	502	3
2022-09-30	112225	292	499	0
2022-09-29	111933	383	499	0
2022-09-28	111550	511	499	4
2022-09-27	111039	234	495	0
2022-09-26	110805	545	495	1
2022-09-23	110260	246	494	0
2022-09-22	110014	262	494	0
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2022-09-07	107654	190	490	0
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2022-09-02	107034	71	490	1
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2021-09-11	12274	41	322	0
2021-09-10	12233	27	322	0
2021-09-09	12206	50	322	0
2021-09-08	12156	54	322	0
2021-09-07	12102	54	322	0
2021-09-06	12048	17	322	0
2021-09-05	12031	10	322	1
2021-09-04	12021	44	321	0
2021-09-03	11977	46	321	0
2021-09-02	11931	56	321	1
2021-09-01	11875	65	320	0
2021-08-31	11810	65	320	0
2021-08-30	11745	14	320	0
2021-08-29	11731	14	320	0
2021-08-28	11717	40	320	0
2021-08-27	11677	27	320	0
2021-08-26	11650	51	320	0
2021-08-25	11599	52	320	0
2021-08-24	11547	37	320	0
2021-08-23	11510	15	320	0
2021-08-22	11495	4	320	0
2021-08-21	11491	25	320	0
2021-08-20	11466	28	320	0
2021-08-19	11438	32	320	0
2021-08-18	11406	40	320	0
2021-08-17	11366	11	320	0
2021-08-16	11355	19	320	0
2021-08-15	11336	8	320	0
2021-08-14	11328	12	320	0
2021-08-13	11316	11	320	0
2021-08-12	11305	11	320	0
2021-08-11	11294	18	320	1
2021-08-10	11276	9	319	0
2021-08-09	11267	4	319	0
2021-08-08	11263	3	319	0
2021-08-07	11260	8	319	0
2021-08-06	11252	7	319	0
2021-08-05	11245	6	319	0
2021-08-04	11239	8	319	0
2021-08-03	11231	4	319	0
2021-08-02	11227	4	319	0
2021-07-31	11223	4	319	0
2021-07-30	11219	8	319	0
2021-07-29	11211	10	319	2
2021-07-28	11201	13	317	0
2021-07-27	11188	8	317	0
2021-07-26	11180	10	317	0
2021-07-24	11170	10	317	0
2021-07-23	11160	13	317	0
2021-07-22	11147	12	317	0
2021-07-21	11135	10	317	0
2021-07-20	11125	15	317	0
2021-07-19	11110	8	317	0
2021-07-18	11102	1	317	0
2021-07-17	11101	13	317	0
2021-07-16	11088	9	317	0
2021-07-15	11079	8	317	0
2021-07-14	11071	9	317	1
2021-07-13	11062	7	316	0
2021-07-12	11055	1	316	0
2021-07-10	11054	3	316	0
2021-07-08	11051	1	316	0
2021-07-07	11050	3	316	0
2021-07-06	11047	7	316	0
2021-07-03	11040	2	316	0
2021-07-02	11038	3	316	0
2021-07-01	11035	9	316	0
2021-06-30	11026	2	316	0
2021-06-29	11024	4	316	0
2021-06-28	11020	1	316	0
2021-06-26	11019	1	316	0
2021-06-24	11018	5	316	0
2021-06-23	11013	2	316	0
2021-06-22	11011	9	316	0
2021-06-21	11002	3	316	0
2021-06-19	10999	1	316	0
2021-06-18	10998	3	316	0
2021-06-17	10995	1	316	0
2021-06-16	10994	7	316	1
2021-06-15	10987	2	315	0
2021-06-12	10985	4	315	0
2021-06-11	10981	2	315	0
2021-06-10	10979	10	315	0
2021-06-09	10969	8	315	0
2021-06-08	10961	15	315	0
2021-06-07	10946	7	315	0
2021-06-06	10939	3	315	0
2021-06-05	10936	13	315	0
2021-06-04	10923	5	315	0
2021-06-03	10918	10	315	0
2021-06-02	10908	26	315	0
2021-06-01	10882	26	315	0
2021-05-31	10856	1	315	0
2021-05-30	10855	1	315	0
2021-05-29	10854	7	315	0
2021-05-28	10847	21	315	0
2021-05-27	10826	24	315	0
2021-05-26	10802	27	315	0
2021-05-25	10775	20	315	0
2021-05-23	10755	7	315	1
2021-05-22	10748	12	314	1
2021-05-21	10736	11	313	0
2021-05-20	10725	22	313	0
2021-05-19	10703	44	313	0
2021-05-18	10659	17	313	0
2021-05-17	10642	17	313	0
2021-05-16	10625	11	313	0
2021-05-15	10614	28	313	0
2021-05-14	10586	5	313	0
2021-05-13	10581	19	313	0
2021-05-12	10562	41	313	0
2021-05-11	10521	27	313	0
2021-05-10	10494	27	313	0
2021-05-09	10467	7	313	0
2021-05-08	10460	32	313	0
2021-05-07	10428	37	313	0
2021-05-06	10391	45	313	0
2021-05-05	10346	53	313	0
2021-05-04	10293	52	313	1
2021-05-03	10241	29	312	0
2021-05-02	10212	14	312	0
2021-05-01	10198	49	312	0
2021-04-30	10149	58	312	1
2021-04-29	10091	72	311	0
2021-04-28	10019	59	311	0
2021-04-27	9960	43	311	0
2021-04-26	9917	36	311	0
2021-04-25	9881	16	311	1
2021-04-24	9865	45	310	0
2021-04-23	9820	60	310	0
2021-04-22	9760	61	310	0
2021-04-21	9699	95	310	1
2021-04-20	9604	84	309	0
2021-04-19	9520	19	309	1
2021-04-18	9501	2	308	0
2021-04-17	9499	31	308	0
2021-04-16	9468	83	308	1
2021-04-15	9385	56	307	1
2021-04-14	9329	85	306	1
2021-04-13	9244	65	305	0
2021-04-12	9179	10	305	0
2021-04-11	9169	12	305	0
2021-04-10	9157	59	305	0
2021-04-09	9098	57	305	0
2021-04-08	9041	65	305	0
2021-04-07	8976	54	305	0
2021-04-06	8922	18	305	0
2021-04-05	8904	2	305	0
2021-04-04	8902	32	305	0
2021-04-03	8870	14	305	0
2021-04-02	8856	53	305	0
2021-04-01	8803	67	305	0
2021-03-31	8736	84	305	2
2021-03-30	8652	57	303	1
2021-03-29	8595	30	302	0
2021-03-28	8565	16	302	0
2021-03-27	8549	53	302	2
2021-03-26	8496	55	300	1
2021-03-25	8441	66	299	0
2021-03-24	8375	68	299	0
2021-03-23	8307	58	299	0
2021-03-22	8249	27	299	0
2021-03-21	8222	15	299	1
2021-03-20	8207	63	298	0
2021-03-19	8144	61	298	0
2021-03-18	8083	51	298	2
2021-03-17	8032	54	296	0
2021-03-16	7978	50	296	1
2021-03-15	7928	18	295	1
2021-03-14	7910	3	294	0
2021-03-13	7907	24	294	1
2021-03-12	7883	30	293	0
2021-03-11	7853	35	293	0
2021-03-10	7818	39	293	0
2021-03-09	7779	26	293	2
2021-03-08	7753	11	291	0
2021-03-07	7742	5	291	0
2021-03-06	7737	20	291	0
2021-03-05	7717	19	291	0
2021-03-04	7698	34	291	1
2021-03-03	7664	33	290	2
2021-03-02	7631	20	288	0
2021-03-01	7611	18	288	0
2021-02-28	7593	1	288	0
2021-02-27	7592	35	288	0
2021-02-26	7557	36	288	1
2021-02-25	7521	31	287	0
2021-02-24	7490	43	287	3
2021-02-23	7447	33	284	0
2021-02-22	7414	33	284	0
2021-02-21	7381	3	284	0
2021-02-20	7378	29	284	1
2021-02-19	7349	25	283	0
2021-02-18	7324	36	283	0
2021-02-17	7288	35	283	0
2021-02-16	7253	56	283	3
2021-02-15	7197	30	280	1
2021-02-14	7167	21	279	0
2021-02-12	7146	23	279	0
2021-02-11	7123	20	279	2
2021-02-10	7103	45	277	0
2021-02-09	7058	23	277	0
2021-02-08	7035	7	277	0
2021-02-07	7028	9	277	1
2021-02-06	7019	26	276	0
2021-02-05	6993	21	276	0
2021-02-04	6972	32	276	0
2021-02-03	6940	37	276	0
2021-02-02	6903	30	276	1
2021-02-01	6873	21	275	0
2021-01-31	6852	3	275	1
2021-01-30	6849	21	274	0
2021-01-29	6828	44	274	2
2021-01-28	6784	66	272	2
2021-01-27	6718	75	270	2
2021-01-26	6643	42	268	3
2021-01-25	6601	12	265	1
2021-01-24	6589	6	264	1
2021-01-23	6583	27	263	0
2021-01-22	6556	42	263	1
2021-01-21	6514	70	262	0
2021-01-20	6444	83	262	9
2021-01-19	6361	88	253	3
2021-01-18	6273	17	250	4
2021-01-17	6256	10	246	3
2021-01-16	6246	52	243	2
2021-01-15	6194	54	241	3
2021-01-14	6140	42	238	0
2021-01-13	6098	74	238	6
2021-01-12	6024	26	232	1
2021-01-11	5998	35	231	1
2021-01-10	5963	6	230	3
2021-01-09	5957	55	227	1
2021-01-08	5902	67	226	1
2021-01-07	5835	59	225	4
2021-01-06	5776	75	221	1
2021-01-05	5701	84	220	2
2021-01-04	5617	17	218	4
2021-01-03	5600	14	214	0
2021-01-02	5586	14	214	2
2021-01-01	5572	23	212	2
2020-12-31	5549	87	210	4
2020-12-30	5462	115	206	4
2020-12-29	5347	124	202	6
2020-12-28	5223	12	196	2
2020-12-27	5211	10	194	1
2020-12-26	5201	10	193	1
2020-12-25	5191	52	192	6
2020-12-24	5139	61	186	2
2020-12-23	5078	122	184	4
2020-12-22	4956	48	180	1
2020-12-21	4908	34	179	1
2020-12-20	4874	33	178	1
2020-12-19	4841	110	177	10
2020-12-18	4731	99	167	6
2020-12-17	4632	110	161	4
2020-12-16	4522	116	157	2
2020-12-15	4406	84	155	6
2020-12-14	4322	44	149	1
2020-12-13	4278	38	148	5
2020-12-12	4240	106	143	9
2020-12-11	4134	92	134	6
2020-12-10	4042	83	128	5
2020-12-09	3959	70	123	3
2020-12-08	3889	46	120	3
2020-12-07	3843	31	117	2
2020-12-06	3812	18	115	2
2020-12-05	3794	83	113	15
2020-12-04	3711	89	98	4
2020-12-03	3622	56	94	3
2020-12-02	3566	80	91	6
2020-12-01	3486	44	85	2
2020-11-30	3442	38	83	4
2020-11-29	3404	17	79	1
2020-11-28	3387	62	78	0
2020-11-27	3325	83	78	1
2020-11-26	3242	74	77	6
2020-11-25	3168	95	71	3
2020-11-24	3073	41	68	2
2020-11-23	3032	20	66	0
2020-11-22	3012	45	66	0
2020-11-21	2967	63	66	1
2020-11-20	2904	55	65	2
2020-11-19	2849	63	63	2
2020-11-18	2786	96	61	3
2020-11-17	2690	52	58	1
2020-11-16	2638	25	57	2
2020-11-15	2613	66	55	1
2020-11-14	2547	54	54	0
2020-11-13	2493	77	54	1
2020-11-12	2416	84	53	1
2020-11-11	2332	68	52	0
2020-11-10	2264	54	52	2
2020-11-09	2210	57	50	5
2020-11-08	2153	22	45	1
2020-11-07	2131	101	44	0
2020-11-06	2030	102	44	1
2020-11-05	1928	99	43	1
2020-11-04	1829	55	42	6
2020-11-03	1774	42	36	0
2020-11-02	1732	29	36	1
2020-11-01	1703	58	35	1
2020-10-31	1645	83	34	4
2020-10-30	1562	98	30	3
2020-10-29	1464	82	27	1
2020-10-28	1382	70	26	0
2020-10-27	1312	60	26	0
2020-10-26	1252	38	26	1
2020-10-25	1214	34	25	0
2020-10-24	1180	56	25	1
2020-10-23	1124	62	24	0
2020-10-22	1062	44	24	0
2020-10-21	1018	47	24	1
2020-10-20	971	30	23	0
2020-10-19	941	45	23	0
2020-10-18	896	18	23	0
2020-10-17	878	16	23	1
2020-10-16	862	23	22	0
2020-10-15	839	13	22	0
2020-10-14	826	27	22	0
2020-10-13	799	13	22	0
2020-10-12	786	5	22	0
2020-10-11	781	4	22	0
2020-10-10	777	13	22	0
2020-10-09	764	8	22	0
2020-10-08	756	10	22	0
2020-10-07	746	9	22	0
2020-10-06	737	12	22	0
2020-10-05	725	2	22	0
2020-10-04	723	6	22	0
2020-10-03	717	2	22	0
2020-10-02	715	7	22	0
2020-10-01	708	11	22	0
2020-09-30	697	4	22	0
2020-09-29	693	7	22	0
2020-09-27	686	2	22	0
2020-09-26	684	4	22	0
2020-09-25	680	6	22	0
2020-09-24	674	11	22	0
2020-09-23	663	2	22	0
2020-09-22	661	6	22	0
2020-09-21	655	2	22	0
2020-09-19	653	5	22	0
2020-09-18	648	6	22	0
2020-09-17	642	7	22	0
2020-09-16	635	4	22	0
2020-09-15	631	2	22	0
2020-09-14	629	1	22	0
2020-09-13	628	3	22	1
2020-09-12	625	2	21	0
2020-09-11	623	6	21	0
2020-09-10	617	2	21	0
2020-09-09	615	1	21	0
2020-09-08	614	4	21	0
2020-09-07	610	2	21	0
2020-09-06	608	2	21	0
2020-09-05	606	9	21	0
2020-09-04	597	4	21	0
2020-09-03	593	5	21	0
2020-09-02	588	9	21	0
2020-09-01	579	5	21	0
2020-08-31	574	3	21	0
2020-08-30	571	3	21	0
2020-08-29	568	4	21	0
2020-08-28	564	12	21	0
2020-08-27	552	7	21	0
2020-08-26	545	7	21	0
2020-08-25	538	14	21	0
2020-08-23	524	2	21	0
2020-08-22	522	8	21	0
2020-08-21	514	3	21	0
2020-08-20	511	11	21	0
2020-08-19	500	4	21	0
2020-08-18	496	3	21	0
2020-08-17	493	10	21	0
2020-08-16	483	2	21	0
2020-08-15	481	3	21	0
2020-08-14	478	7	21	0
2020-08-13	471	7	21	0
2020-08-12	464	4	21	0
2020-08-11	460	3	21	0
2020-08-08	457	3	21	0
2020-08-07	454	6	21	0
2020-08-06	448	5	21	0
2020-08-05	443	3	21	0
2020-08-04	440	1	21	0
2020-08-03	439	1	21	0
2020-07-30	438	3	21	1
2020-07-29	435	5	20	0
2020-07-28	430	4	20	0
2020-07-25	426	3	20	0
2020-07-24	423	2	20	0
2020-07-23	421	6	20	0
2020-07-22	415	1	20	0
2020-07-21	414	1	20	0
2020-07-14	413	2	20	0
2020-07-10	411	1	20	0
2020-07-08	410	1	20	0
2020-07-06	409	2	20	0
2020-07-02	407	1	20	0
2020-06-29	406	1	20	0
2020-06-25	405	3	20	0
2020-06-22	402	1	20	0
2020-06-20	401	1	20	0
2020-06-15	400	1	20	0
2020-06-11	399	1	20	0
2020-06-05	398	3	20	0
2020-06-02	395	4	20	0
2020-05-30	391	2	20	0
2020-05-29	389	2	20	0
2020-05-28	387	2	20	0
2020-05-27	385	1	20	0
2020-05-25	384	5	20	0
2020-05-22	379	2	20	0
2020-05-21	377	2	20	0
2020-05-20	375	4	20	0
2020-05-19	371	8	20	0
2020-05-18	363	1	20	0
2020-05-16	362	4	20	0
2020-05-15	358	2	20	0
2020-05-14	356	3	20	0
2020-05-13	353	4	20	0
2020-05-12	349	3	20	1
2020-05-11	346	1	19	0
2020-05-10	345	1	19	0
2020-05-09	344	3	19	0
2020-05-08	341	2	19	0
2020-05-05	339	2	19	0
2020-05-04	337	1	19	0
2020-05-02	336	1	19	0
2020-05-01	335	1	19	1
2020-04-30	334	4	18	1
2020-04-29	330	1	17	0
2020-04-28	329	1	17	0
2020-04-27	328	10	17	0
2020-04-26	318	2	17	0
2020-04-24	316	1	17	0
2020-04-23	315	3	17	0
2020-04-22	312	4	17	1
2020-04-21	308	4	16	0
2020-04-20	304	2	16	1
2020-04-18	302	7	15	0
2020-04-17	295	4	15	0
2020-04-16	291	9	15	0
2020-04-15	282	8	15	0
2020-04-14	274	9	15	1
2020-04-13	265	1	14	0
2020-04-12	264	4	14	0
2020-04-11	260	2	14	0
2020-04-10	258	4	14	1
2020-04-09	254	12	13	2
2020-04-08	242	8	11	0
2020-04-07	234	9	11	1
2020-04-06	225	7	10	1
2020-04-05	218	6	9	0
2020-04-04	212	5	9	0
2020-04-03	207	7	9	1
2020-04-02	200	7	8	0
2020-04-01	193	11	8	1
2020-03-31	182	18	7	0
2020-03-30	164	16	7	1
2020-03-29	148	5	6	2
2020-03-28	143	5	4	0
2020-03-27	138	17	4	0
2020-03-26	121	18	4	2
2020-03-25	103	19	2	0
2020-03-24	84	10	2	1
2020-03-23	74	3	1	0
2020-03-22	71	2	1	0
2020-03-21	69	9	1	1
2020-03-20	60	24	0	0
2020-03-19	36	17	0	0
2020-03-18	19	3	0	0
2020-03-17	16	10	0	0
2020-03-16	6	3	0	0
2020-03-13	3	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: 0:02:37.960618