Germany: LK Ilm-Kreis (Thüringen)

• 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 16:01:44 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Ilm-Kreis")
print(f'Population of country="Germany", subregion="LK Ilm-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 Ilm-Kreis": 105367 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	48563	2	460	0
2023-03-05	48561	1	460	0
2023-03-03	48560	6	460	0
2023-03-02	48554	5	460	0
2023-03-01	48549	10	460	0
2023-02-28	48539	29	460	0
2023-02-27	48510	26	460	0
2023-02-24	48484	11	460	0
2023-02-23	48473	4	460	0
2023-02-22	48469	10	460	0
2023-02-21	48459	23	460	0
2023-02-20	48436	5	460	0
2023-02-19	48431	3	460	0
2023-02-18	48428	6	460	0
2023-02-17	48422	8	460	0
2023-02-16	48414	11	460	0
2023-02-15	48403	10	460	0
2023-02-14	48393	12	460	0
2023-02-13	48381	17	460	1
2023-02-10	48364	7	459	1
2023-02-09	48357	10	458	0
2023-02-08	48347	3	458	0
2023-02-07	48344	9	458	1
2023-02-06	48335	5	457	0
2023-02-05	48330	6	457	0
2023-02-04	48324	3	457	0
2023-02-03	48321	6	457	0
2023-02-02	48315	2	457	0
2023-02-01	48313	8	457	1
2023-01-31	48305	6	456	0
2023-01-30	48299	4	456	0
2023-01-29	48295	2	456	0
2023-01-28	48293	1	456	0
2023-01-27	48292	2	456	0
2023-01-26	48290	7	456	0
2023-01-25	48283	4	456	1
2023-01-24	48279	6	455	0
2023-01-23	48273	2	455	0
2023-01-22	48271	7	455	0
2023-01-20	48264	3	455	0
2023-01-18	48261	12	455	0
2023-01-17	48249	15	455	0
2023-01-16	48234	2	455	0
2023-01-15	48232	2	455	0
2023-01-14	48230	2	455	0
2023-01-13	48228	2	455	0
2023-01-12	48226	7	455	0
2023-01-11	48219	27	455	0
2023-01-10	48192	22	455	2
2023-01-08	48170	5	453	0
2023-01-07	48165	5	453	0
2023-01-06	48160	7	453	0
2023-01-05	48153	12	453	0
2023-01-04	48141	19	453	0
2023-01-03	48122	17	453	0
2023-01-02	48105	15	453	0
2022-12-31	48090	17	453	1
2022-12-30	48073	32	452	0
2022-12-29	48041	12	452	0
2022-12-28	48029	25	452	0
2022-12-27	48004	6	452	1
2022-12-25	47998	11	451	0
2022-12-24	47987	40	451	0
2022-12-23	47947	12	451	0
2022-12-22	47935	19	451	0
2022-12-21	47916	33	451	2
2022-12-20	47883	30	449	1
2022-12-19	47853	1	448	0
2022-12-18	47852	3	448	1
2022-12-17	47849	31	447	0
2022-12-16	47818	17	447	0
2022-12-15	47801	35	447	1
2022-12-14	47766	35	446	0
2022-12-13	47731	37	446	0
2022-12-11	47694	28	446	0
2022-12-09	47666	21	446	0
2022-12-08	47645	42	446	0
2022-12-07	47603	27	446	0
2022-12-06	47576	35	446	0
2022-12-05	47541	9	446	0
2022-12-04	47532	21	446	0
2022-12-02	47511	22	446	0
2022-12-01	47489	35	446	0
2022-11-30	47454	17	446	0
2022-11-29	47437	31	446	0
2022-11-28	47406	5	446	0
2022-11-27	47401	5	446	0
2022-11-26	47396	13	446	0
2022-11-25	47383	33	446	0
2022-11-24	47350	24	446	0
2022-11-23	47326	37	446	0
2022-11-22	47289	30	446	0
2022-11-21	47259	3	446	0
2022-11-20	47256	11	446	0
2022-11-19	47245	20	446	0
2022-11-18	47225	16	446	0
2022-11-17	47209	32	446	0
2022-11-16	47177	36	446	0
2022-11-15	47141	41	446	0
2022-11-14	47100	8	446	0
2022-11-13	47092	35	446	0
2022-11-11	47057	39	446	0
2022-11-10	47018	37	446	0
2022-11-09	46981	43	446	0
2022-11-08	46938	34	446	0
2022-11-07	46904	12	446	0
2022-11-06	46892	25	446	0
2022-11-05	46867	24	446	0
2022-11-04	46843	41	446	0
2022-11-03	46802	36	446	0
2022-11-02	46766	85	446	0
2022-11-01	46681	16	446	0
2022-10-31	46665	12	446	0
2022-10-30	46653	4	446	0
2022-10-29	46649	51	446	0
2022-10-28	46598	58	446	0
2022-10-27	46540	51	446	0
2022-10-26	46489	93	446	1
2022-10-25	46396	115	445	0
2022-10-24	46281	15	445	0
2022-10-23	46266	64	445	0
2022-10-22	46202	40	445	0
2022-10-21	46162	82	445	0
2022-10-20	46080	89	445	0
2022-10-19	45991	177	445	1
2022-10-18	45814	143	444	0
2022-10-17	45671	48	444	0
2022-10-16	45623	89	444	0
2022-10-15	45534	73	444	0
2022-10-14	45461	85	444	0
2022-10-13	45376	125	444	1
2022-10-12	45251	400	443	0
2022-10-11	44851	108	443	0
2022-10-10	44743	55	443	1
2022-10-09	44688	8	442	0
2022-10-08	44680	66	442	0
2022-10-07	44614	85	442	0
2022-10-06	44529	284	442	0
2022-10-05	44245	149	442	1
2022-10-04	44096	34	441	0
2022-10-03	44062	15	441	0
2022-10-02	44047	25	441	0
2022-10-01	44022	49	441	0
2022-09-30	43973	56	441	1
2022-09-29	43917	132	440	0
2022-09-28	43785	86	440	1
2022-09-27	43699	132	439	0
2022-09-26	43567	36	439	0
2022-09-25	43531	21	439	0
2022-09-24	43510	29	439	0
2022-09-23	43481	60	439	0
2022-09-22	43421	84	439	1
2022-09-21	43337	24	438	0
2022-09-20	43313	35	438	0
2022-09-19	43278	18	438	0
2022-09-18	43260	12	438	0
2022-09-17	43248	19	438	0
2022-09-16	43229	79	438	1
2022-09-15	43150	88	437	0
2022-09-14	43062	96	437	0
2022-09-13	42966	112	437	0
2022-09-12	42854	32	437	0
2022-09-10	42822	31	437	0
2022-09-09	42791	90	437	0
2022-09-08	42701	53	437	0
2022-09-07	42648	53	437	0
2022-09-06	42595	92	437	1
2022-09-05	42503	45	436	1
2022-09-03	42458	30	435	0
2022-09-02	42428	38	435	0
2022-09-01	42390	31	435	0
2022-08-31	42359	92	435	0
2022-08-29	42267	31	435	0
2022-08-28	42236	31	435	0
2022-08-26	42205	36	435	0
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2022-08-24	42093	37	435	0
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2022-08-22	42015	27	435	0
2022-08-21	41988	10	435	0
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2022-08-16	41795	48	435	0
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2021-11-05	8282	109	245	2
2021-11-04	8173	106	243	2
2021-11-03	8067	81	241	3
2021-11-02	7986	79	238	0
2021-11-01	7907	63	238	1
2021-10-31	7844	50	237	2
2021-10-30	7794	56	235	1
2021-10-29	7738	62	234	1
2021-10-28	7676	78	233	1
2021-10-27	7598	74	232	1
2021-10-26	7524	49	231	3
2021-10-25	7475	45	228	0
2021-10-24	7430	22	228	0
2021-10-23	7408	47	228	1
2021-10-22	7361	67	227	0
2021-10-21	7294	65	227	3
2021-10-20	7229	46	224	0
2021-10-19	7183	57	224	0
2021-10-18	7126	28	224	3
2021-10-17	7098	31	221	0
2021-10-16	7067	27	221	0
2021-10-15	7040	50	221	0
2021-10-14	6990	20	221	0
2021-10-13	6970	23	221	1
2021-10-12	6947	15	220	0
2021-10-11	6932	14	220	0
2021-10-10	6918	6	220	0
2021-10-09	6912	22	220	0
2021-10-08	6890	12	220	0
2021-10-07	6878	14	220	0
2021-10-06	6864	3	220	0
2021-10-05	6861	5	220	0
2021-10-04	6856	5	220	0
2021-10-03	6851	9	220	0
2021-10-02	6842	9	220	0
2021-10-01	6833	10	220	0
2021-09-30	6823	12	220	0
2021-09-29	6811	2	220	0
2021-09-28	6809	16	220	1
2021-09-27	6793	6	219	0
2021-09-26	6787	4	219	0
2021-09-25	6783	12	219	0
2021-09-24	6771	10	219	0
2021-09-23	6761	4	219	0
2021-09-22	6757	5	219	0
2021-09-21	6752	2	219	0
2021-09-20	6750	2	219	0
2021-09-19	6748	7	219	0
2021-09-18	6741	11	219	0
2021-09-17	6730	12	219	0
2021-09-16	6718	15	219	1
2021-09-15	6703	6	218	0
2021-09-14	6697	18	218	0
2021-09-13	6679	3	218	0
2021-09-12	6676	1	218	0
2021-09-11	6675	10	218	0
2021-09-10	6665	7	218	0
2021-09-09	6658	4	218	0
2021-09-08	6654	17	218	0
2021-09-07	6637	6	218	0
2021-09-06	6631	12	218	0
2021-09-05	6619	1	218	0
2021-09-04	6618	13	218	0
2021-09-03	6605	8	218	0
2021-09-02	6597	3	218	0
2021-09-01	6594	7	218	0
2021-08-31	6587	3	218	0
2021-08-30	6584	2	218	0
2021-08-29	6582	1	218	0
2021-08-28	6581	5	218	0
2021-08-27	6576	1	218	0
2021-08-26	6575	4	218	0
2021-08-25	6571	4	218	0
2021-08-24	6567	3	218	0
2021-08-21	6564	2	218	0
2021-08-20	6562	5	218	0
2021-08-19	6557	3	218	0
2021-08-18	6554	3	218	0
2021-08-17	6551	6	218	0
2021-08-14	6545	3	218	0
2021-08-12	6542	3	218	0
2021-08-11	6539	3	218	0
2021-08-10	6536	7	218	0
2021-08-07	6529	2	218	0
2021-08-06	6527	1	218	0
2021-08-04	6526	2	218	0
2021-08-02	6524	3	218	0
2021-07-31	6521	1	218	0
2021-07-29	6520	1	218	0
2021-07-20	6519	1	218	0
2021-06-19	6518	1	218	0
2021-06-16	6517	2	218	0
2021-06-15	6515	1	218	0
2021-06-12	6514	2	218	0
2021-06-11	6512	1	218	0
2021-06-10	6511	4	218	0
2021-06-09	6507	2	218	0
2021-06-08	6505	2	218	0
2021-06-06	6503	4	218	0
2021-06-05	6499	8	218	0
2021-06-04	6491	1	218	0
2021-06-03	6490	5	218	0
2021-06-02	6485	6	218	0
2021-06-01	6479	7	218	0
2021-05-31	6472	7	218	0
2021-05-30	6465	5	218	0
2021-05-29	6460	8	218	0
2021-05-28	6452	8	218	0
2021-05-27	6444	10	218	0
2021-05-26	6434	15	218	0
2021-05-25	6419	12	218	0
2021-05-24	6407	10	218	0
2021-05-23	6397	4	218	0
2021-05-22	6393	15	218	0
2021-05-21	6378	20	218	0
2021-05-20	6358	15	218	0
2021-05-19	6343	32	218	0
2021-05-18	6311	11	218	1
2021-05-17	6300	20	217	0
2021-05-16	6280	23	217	1
2021-05-15	6257	10	216	1
2021-05-14	6247	20	215	0
2021-05-13	6227	27	215	0
2021-05-12	6200	20	215	0
2021-05-11	6180	32	215	0
2021-05-10	6148	13	215	0
2021-05-09	6135	37	215	2
2021-05-08	6098	26	213	0
2021-05-07	6072	27	213	2
2021-05-06	6045	34	211	0
2021-05-05	6011	49	211	1
2021-05-04	5962	23	210	0
2021-05-03	5939	32	210	1
2021-05-02	5907	23	209	1
2021-05-01	5884	21	208	0
2021-04-30	5863	51	208	0
2021-04-29	5812	32	208	0
2021-04-28	5780	81	208	0
2021-04-27	5699	41	208	2
2021-04-26	5658	26	206	1
2021-04-25	5632	47	205	1
2021-04-24	5585	37	204	1
2021-04-23	5548	55	203	0
2021-04-22	5493	54	203	0
2021-04-21	5439	53	203	1
2021-04-20	5386	35	202	1
2021-04-19	5351	28	201	0
2021-04-18	5323	28	201	0
2021-04-17	5295	61	201	2
2021-04-16	5234	55	199	1
2021-04-15	5179	67	198	2
2021-04-14	5112	51	196	2
2021-04-13	5061	60	194	1
2021-04-12	5001	29	193	1
2021-04-11	4972	43	192	0
2021-04-10	4929	63	192	2
2021-04-09	4866	57	190	0
2021-04-08	4809	63	190	0
2021-04-07	4746	53	190	1
2021-04-06	4693	38	189	2
2021-04-05	4655	23	187	1
2021-04-04	4632	23	186	0
2021-04-03	4609	36	186	4
2021-04-02	4573	53	182	0
2021-04-01	4520	71	182	2
2021-03-31	4449	90	180	1
2021-03-30	4359	22	179	0
2021-03-29	4337	51	179	7
2021-03-28	4286	35	172	0
2021-03-27	4251	32	172	0
2021-03-26	4219	47	172	2
2021-03-25	4172	55	170	0
2021-03-24	4117	51	170	0
2021-03-23	4066	65	170	1
2021-03-22	4001	24	169	0
2021-03-21	3977	22	169	1
2021-03-20	3955	17	168	0
2021-03-19	3938	35	168	0
2021-03-18	3903	24	168	1
2021-03-17	3879	36	167	1
2021-03-16	3843	39	166	1
2021-03-15	3804	16	165	0
2021-03-14	3788	35	165	2
2021-03-13	3753	26	163	0
2021-03-12	3727	44	163	1
2021-03-11	3683	21	162	1
2021-03-10	3662	45	161	0
2021-03-09	3617	20	161	0
2021-03-08	3597	6	161	0
2021-03-07	3591	28	161	4
2021-03-06	3563	14	157	0
2021-03-05	3549	31	157	0
2021-03-04	3518	20	157	1
2021-03-03	3498	40	156	2
2021-03-02	3458	21	154	0
2021-03-01	3437	3	154	0
2021-02-28	3434	11	154	0
2021-02-27	3423	9	154	0
2021-02-26	3414	14	154	0
2021-02-25	3400	7	154	0
2021-02-24	3393	17	154	1
2021-02-23	3376	19	153	1
2021-02-22	3357	7	152	1
2021-02-21	3350	12	151	0
2021-02-20	3338	13	151	2
2021-02-19	3325	4	149	1
2021-02-18	3321	18	148	1
2021-02-17	3303	25	147	3
2021-02-16	3278	20	144	7
2021-02-15	3258	12	137	2
2021-02-14	3246	13	135	0
2021-02-13	3233	12	135	0
2021-02-12	3221	22	135	0
2021-02-11	3199	11	135	1
2021-02-10	3188	11	134	1
2021-02-09	3177	9	133	1
2021-02-08	3168	7	132	0
2021-02-07	3161	8	132	0
2021-02-06	3153	13	132	1
2021-02-05	3140	19	131	1
2021-02-04	3121	25	130	2
2021-02-03	3096	29	128	1
2021-02-02	3067	32	127	2
2021-02-01	3035	23	125	2
2021-01-31	3012	11	123	1
2021-01-30	3001	26	122	1
2021-01-29	2975	15	121	0
2021-01-28	2960	19	121	1
2021-01-27	2941	44	120	1
2021-01-26	2897	21	119	0
2021-01-25	2876	14	119	1
2021-01-24	2862	16	118	3
2021-01-23	2846	21	115	0
2021-01-22	2825	29	115	1
2021-01-21	2796	21	114	0
2021-01-20	2775	27	114	1
2021-01-19	2748	25	113	2
2021-01-18	2723	10	111	0
2021-01-17	2713	16	111	1
2021-01-16	2697	41	110	0
2021-01-15	2656	36	110	1
2021-01-14	2620	46	109	3
2021-01-13	2574	50	106	1
2021-01-12	2524	44	105	0
2021-01-11	2480	13	105	1
2021-01-10	2467	13	104	1
2021-01-09	2454	46	103	2
2021-01-08	2408	44	101	5
2021-01-07	2364	58	96	2
2021-01-06	2306	60	94	1
2021-01-05	2246	58	93	2
2021-01-04	2188	13	91	2
2021-01-03	2175	13	89	1
2021-01-02	2162	44	88	3
2021-01-01	2118	57	85	7
2020-12-31	2061	65	78	7
2020-12-30	1996	69	71	3
2020-12-29	1927	52	68	3
2020-12-28	1875	28	65	1
2020-12-27	1847	12	64	0
2020-12-26	1835	27	64	0
2020-12-25	1808	46	64	2
2020-12-24	1762	33	62	1
2020-12-23	1729	71	61	2
2020-12-22	1658	58	59	3
2020-12-21	1600	27	56	0
2020-12-20	1573	65	56	9
2020-12-19	1508	39	47	1
2020-12-18	1469	41	46	1
2020-12-17	1428	36	45	3
2020-12-16	1392	49	42	3
2020-12-15	1343	54	39	2
2020-12-14	1289	34	37	2
2020-12-13	1255	41	35	0
2020-12-12	1214	32	35	0
2020-12-11	1182	72	35	4
2020-12-10	1110	37	31	1
2020-12-09	1073	31	30	4
2020-12-08	1042	32	26	1
2020-12-07	1010	14	25	2
2020-12-06	996	13	23	1
2020-12-05	983	27	22	0
2020-12-04	956	31	22	3
2020-12-03	925	21	19	1
2020-12-02	904	25	18	3
2020-12-01	879	17	15	1
2020-11-30	862	8	14	0
2020-11-29	854	21	14	1
2020-11-28	833	16	13	0
2020-11-27	817	9	13	0
2020-11-26	808	28	13	0
2020-11-25	780	20	13	1
2020-11-24	760	35	12	2
2020-11-23	725	14	10	0
2020-11-22	711	14	10	0
2020-11-21	697	52	10	0
2020-11-20	645	22	10	0
2020-11-19	623	17	10	1
2020-11-18	606	50	9	0
2020-11-17	556	32	9	0
2020-11-16	524	14	9	1
2020-11-15	510	32	8	0
2020-11-14	478	16	8	0
2020-11-13	462	25	8	0
2020-11-12	437	29	8	0
2020-11-11	408	19	8	0
2020-11-10	389	12	8	0
2020-11-09	377	9	8	0
2020-11-08	368	4	8	0
2020-11-07	364	9	8	0
2020-11-06	355	9	8	0
2020-11-05	346	5	8	0
2020-11-04	341	10	8	0
2020-11-03	331	10	8	0
2020-11-02	321	6	8	1
2020-11-01	315	5	7	0
2020-10-31	310	1	7	0
2020-10-30	309	9	7	0
2020-10-29	300	12	7	0
2020-10-28	288	6	7	0
2020-10-27	282	4	7	0
2020-10-26	278	3	7	0
2020-10-25	275	1	7	0
2020-10-24	274	3	7	0
2020-10-23	271	12	7	0
2020-10-22	259	4	7	0
2020-10-21	255	1	7	0
2020-10-20	254	4	7	0
2020-10-18	250	4	7	0
2020-10-17	246	2	7	0
2020-10-16	244	6	7	0
2020-10-15	238	5	7	0
2020-10-14	233	3	7	0
2020-10-13	230	1	7	0
2020-10-12	229	1	7	0
2020-10-11	228	2	7	0
2020-10-10	226	4	7	0
2020-10-08	222	4	7	0
2020-09-30	218	2	7	0
2020-09-28	216	1	7	0
2020-09-25	215	1	7	0
2020-09-24	214	1	7	0
2020-09-23	213	1	7	0
2020-09-22	212	2	7	0
2020-09-21	210	1	7	0
2020-09-19	209	2	7	0
2020-09-18	207	10	7	0
2020-09-17	197	1	7	0
2020-09-16	196	9	7	0
2020-09-15	187	7	7	0
2020-09-14	180	7	7	0
2020-09-11	173	2	7	0
2020-09-09	171	2	7	0
2020-09-08	169	1	7	0
2020-09-06	168	1	7	1
2020-09-05	167	2	6	0
2020-09-04	165	3	6	0
2020-09-03	162	3	6	0
2020-09-02	159	1	6	0
2020-08-21	158	1	6	0
2020-08-19	157	1	6	0
2020-08-18	156	2	6	0
2020-08-12	154	1	6	0
2020-08-10	153	1	6	0
2020-08-07	152	2	6	0
2020-08-05	150	1	6	0
2020-08-03	149	3	6	0
2020-07-29	146	2	6	0
2020-07-20	144	1	6	0
2020-07-17	143	1	6	0
2020-07-16	142	2	6	0
2020-07-15	140	3	6	0
2020-07-08	137	1	6	0
2020-05-28	136	1	6	0
2020-05-27	135	2	6	0
2020-05-26	133	3	6	1
2020-05-20	130	1	5	0
2020-05-09	129	2	5	0
2020-05-06	127	2	5	0
2020-05-05	125	2	5	0
2020-05-02	123	1	5	0
2020-05-01	122	1	5	0
2020-04-24	121	1	5	0
2020-04-22	120	1	5	0
2020-04-21	119	6	5	0
2020-04-20	113	1	5	0
2020-04-18	112	2	5	0
2020-04-17	110	3	5	0
2020-04-16	107	3	5	0
2020-04-15	104	1	5	0
2020-04-13	103	1	5	0
2020-04-09	102	2	5	1
2020-04-08	100	2	4	1
2020-04-07	98	1	3	0
2020-04-06	97	4	3	1
2020-04-04	93	13	2	0
2020-04-03	80	6	2	0
2020-04-02	74	9	2	0
2020-03-31	65	7	2	1
2020-03-30	58	3	1	0
2020-03-28	55	4	1	0
2020-03-27	51	12	1	0
2020-03-26	39	9	1	0
2020-03-25	30	9	1	0
2020-03-24	21	8	1	0
2020-03-23	13	2	1	0
2020-03-22	11	1	1	1
2020-03-21	10	2	0	0
2020-03-20	8	4	0	0
2020-03-19	4	1	0	0
2020-03-18	3	1	0	0
2020-03-17	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: 0:02:55.468398