Germany: LK Sächsische Schweiz-Osterzgebirge (Sachsen)

• 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 15:20:27 CEST

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

overview(country="Germany", subregion="LK Sächsische Schweiz-Osterzgebirge", weeks=5);

overview(country="Germany", subregion="LK Sächsische Schweiz-Osterzgebirge");

compare_plot(country="Germany", subregion="LK Sächsische Schweiz-Osterzgebirge", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Sächsische Schweiz-Osterzgebirge")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Sächsische Schweiz-Osterzgebirge")
print(f'Population of country="Germany", subregion="LK Sächsische Schweiz-Osterzgebirge": {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 Sächsische Schweiz-Osterzgebirge": 244009 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	125258	28	1553	0
2023-03-03	125230	5	1553	0
2023-03-02	125225	19	1553	0
2023-03-01	125206	16	1553	0
2023-02-28	125190	43	1553	0
2023-02-27	125147	36	1553	0
2023-02-24	125111	18	1553	0
2023-02-23	125093	13	1553	0
2023-02-22	125080	21	1553	0
2023-02-21	125059	26	1553	0
2023-02-20	125033	30	1553	0
2023-02-17	125003	8	1553	0
2023-02-16	124995	16	1553	0
2023-02-15	124979	24	1553	0
2023-02-14	124955	23	1553	0
2023-02-13	124932	37	1553	0
2023-02-10	124895	11	1553	0
2023-02-09	124884	24	1553	0
2023-02-08	124860	17	1553	0
2023-02-07	124843	26	1553	0
2023-02-06	124817	25	1553	0
2023-02-03	124792	15	1553	0
2023-02-02	124777	19	1553	0
2023-02-01	124758	12	1553	0
2023-01-31	124746	34	1553	0
2023-01-30	124712	24	1553	0
2023-01-27	124688	17	1553	0
2023-01-26	124671	12	1553	0
2023-01-25	124659	15	1553	0
2023-01-24	124644	22	1553	0
2023-01-23	124622	19	1553	1
2023-01-20	124603	15	1552	0
2023-01-19	124588	10	1552	0
2023-01-18	124578	22	1552	0
2023-01-17	124556	29	1552	0
2023-01-16	124527	28	1552	0
2023-01-13	124499	6	1552	0
2023-01-12	124493	14	1552	0
2023-01-11	124479	23	1552	0
2023-01-10	124456	46	1552	0
2023-01-09	124410	51	1552	0
2023-01-06	124359	13	1552	0
2023-01-05	124346	41	1552	0
2023-01-04	124305	46	1552	0
2023-01-03	124259	74	1552	0
2023-01-02	124185	116	1552	0
2022-12-28	124069	48	1552	0
2022-12-27	124021	99	1552	0
2022-12-23	123922	28	1552	0
2022-12-22	123894	75	1552	0
2022-12-21	123819	49	1552	0
2022-12-20	123770	118	1552	0
2022-12-19	123652	127	1552	0
2022-12-16	123525	63	1552	3
2022-12-15	123462	79	1549	1
2022-12-14	123383	59	1548	0
2022-12-13	123324	120	1548	0
2022-12-12	123204	116	1548	1
2022-12-09	123088	101	1547	0
2022-12-08	122987	100	1547	0
2022-12-07	122887	88	1547	0
2022-12-06	122799	164	1547	2
2022-12-05	122635	110	1545	1
2022-12-02	122525	61	1544	0
2022-12-01	122464	92	1544	0
2022-11-30	122372	96	1544	1
2022-11-29	122276	112	1543	0
2022-11-28	122164	129	1543	1
2022-11-25	122035	67	1542	1
2022-11-24	121968	91	1541	0
2022-11-23	121877	72	1541	0
2022-11-22	121805	130	1541	0
2022-11-21	121675	135	1541	1
2022-11-18	121540	67	1540	0
2022-11-17	121473	104	1540	0
2022-11-15	121369	133	1540	0
2022-11-14	121236	111	1540	1
2022-11-11	121125	66	1539	0
2022-11-10	121059	66	1539	0
2022-11-09	120993	73	1539	0
2022-11-08	120920	157	1539	0
2022-11-07	120763	142	1539	1
2022-11-04	120621	100	1538	1
2022-11-03	120521	111	1537	1
2022-11-02	120410	166	1536	0
2022-11-01	120244	205	1536	2
2022-10-28	120039	108	1534	1
2022-10-27	119931	152	1533	0
2022-10-26	119779	181	1533	1
2022-10-25	119598	256	1532	1
2022-10-24	119342	284	1531	3
2022-10-22	119058	1	1528	0
2022-10-21	119057	146	1528	1
2022-10-20	118911	177	1527	0
2022-10-19	118734	240	1527	0
2022-10-18	118494	374	1527	2
2022-10-17	118120	370	1525	1
2022-10-14	117750	210	1524	1
2022-10-13	117540	272	1523	0
2022-10-12	117268	288	1523	1
2022-10-11	116980	332	1522	0
2022-10-10	116648	468	1522	6
2022-10-07	116180	285	1516	1
2022-10-06	115895	359	1515	1
2022-10-05	115536	403	1514	2
2022-10-04	115133	357	1512	1
2022-09-30	114776	149	1511	0
2022-09-29	114627	208	1511	0
2022-09-28	114419	198	1511	2
2022-09-27	114221	260	1509	2
2022-09-26	113961	192	1507	0
2022-09-23	113769	109	1507	0
2022-09-22	113660	135	1507	0
2022-09-21	113525	119	1507	0
2022-09-20	113406	219	1507	0
2022-09-19	113187	146	1507	0
2022-09-16	113041	122	1507	0
2022-09-15	112919	77	1507	0
2022-09-14	112842	80	1507	0
2022-09-13	112762	145	1507	0
2022-09-12	112617	152	1507	0
2022-09-09	112465	78	1507	0
2022-09-08	112387	83	1507	0
2022-09-07	112304	102	1507	0
2022-09-06	112202	89	1507	0
2022-09-05	112113	121	1507	0
2022-09-04	111992	1	1507	0
2022-09-02	111991	62	1507	0
2022-09-01	111929	75	1507	0
2022-08-31	111854	83	1507	1
2022-08-30	111771	124	1506	1
2022-08-29	111647	112	1505	0
2022-08-26	111535	85	1505	1
2022-08-25	111450	86	1504	0
2022-08-24	111364	90	1504	0
2022-08-23	111274	182	1504	0
2022-08-22	111092	167	1504	1
2022-08-19	110925	88	1503	0
2022-08-18	110837	115	1503	1
2022-08-17	110722	154	1502	2
2022-08-16	110568	200	1500	0
2022-08-15	110368	169	1500	0
2022-08-12	110199	89	1500	1
2022-08-11	110110	139	1499	0
2022-08-10	109971	112	1499	1
2022-08-09	109859	179	1498	0
2022-08-08	109680	211	1498	2
2022-08-05	109469	102	1496	0
2022-08-04	109367	117	1496	1
2022-08-03	109250	144	1495	0
2022-08-02	109106	263	1495	1
2022-08-01	108843	242	1494	1
2022-07-29	108601	98	1493	1
2022-07-28	108503	292	1492	2
2022-07-27	108211	259	1490	1
2022-07-26	107952	280	1489	0
2022-07-25	107672	168	1489	1
2022-07-22	107504	185	1488	1
2022-07-21	107319	222	1487	1
2022-07-20	107097	215	1486	3
2022-07-19	106882	361	1483	1
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2022-07-15	106220	236	1481	0
2022-07-14	105984	237	1481	0
2022-07-13	105747	104	1481	0
2022-07-12	105643	290	1481	3
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2021-12-31	52260	131	1333	1
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2021-12-10	46970	494	1272	7
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2021-12-01	42245	737	1227	8
2021-11-30	41508	875	1219	10
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2021-11-26	38189	648	1182	8
2021-11-25	37541	696	1174	7
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2021-11-23	36020	1011	1160	6
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2021-11-21	34329	37	1147	0
2021-11-20	34292	539	1147	3
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2021-11-18	33017	821	1141	12
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2021-08-20	20823	7	987	0
2021-08-19	20816	13	987	0
2021-08-18	20803	6	987	0
2021-08-17	20797	19	987	0
2021-08-16	20778	13	987	0
2021-08-13	20765	11	987	0
2021-08-12	20754	7	987	0
2021-08-11	20747	7	987	0
2021-08-10	20740	7	987	0
2021-08-09	20733	8	987	0
2021-08-06	20725	2	987	0
2021-08-05	20723	8	987	0
2021-08-03	20715	4	987	0
2021-08-02	20711	7	987	0
2021-07-30	20704	3	987	0
2021-07-29	20701	2	987	0
2021-07-27	20699	2	987	0
2021-07-26	20697	5	987	0
2021-07-23	20692	2	987	0
2021-07-22	20690	2	987	0
2021-07-21	20688	4	987	0
2021-07-20	20684	7	987	0
2021-07-19	20677	1	987	0
2021-07-16	20676	2	987	0
2021-07-14	20674	1	987	0
2021-07-13	20673	3	987	0
2021-07-12	20670	1	987	0
2021-07-09	20669	3	987	0
2021-07-08	20666	2	987	0
2021-07-02	20664	1	987	0
2021-07-01	20663	1	987	0
2021-06-30	20662	1	987	0
2021-06-29	20661	1	987	0
2021-06-28	20660	3	987	0
2021-06-25	20657	2	987	0
2021-06-22	20655	3	987	0
2021-06-21	20652	1	987	0
2021-06-18	20651	1	987	0
2021-06-17	20650	1	987	0
2021-06-16	20649	1	987	0
2021-06-15	20648	5	987	0
2021-06-14	20643	1	987	0
2021-06-11	20642	5	987	0
2021-06-10	20637	2	987	0
2021-06-09	20635	5	987	0
2021-06-08	20630	19	987	0
2021-06-07	20611	6	987	0
2021-06-05	20605	8	987	0
2021-06-04	20597	7	987	0
2021-06-03	20590	11	987	0
2021-06-02	20579	11	987	0
2021-06-01	20568	20	987	0
2021-05-31	20548	13	987	1
2021-05-29	20535	16	986	1
2021-05-28	20519	32	985	0
2021-05-27	20487	37	985	0
2021-05-26	20450	41	985	2
2021-05-25	20409	21	983	0
2021-05-22	20388	37	983	0
2021-05-21	20351	38	983	1
2021-05-20	20313	35	982	0
2021-05-19	20278	69	982	2
2021-05-18	20209	87	980	0
2021-05-17	20122	32	980	0
2021-05-15	20090	55	980	0
2021-05-14	20035	25	980	1
2021-05-13	20010	29	979	1
2021-05-12	19981	88	978	2
2021-05-11	19893	115	976	1
2021-05-10	19778	21	975	0
2021-05-09	19757	17	975	1
2021-05-08	19740	68	974	1
2021-05-07	19672	84	973	1
2021-05-06	19588	108	972	0
2021-05-05	19480	127	972	4
2021-05-04	19353	117	968	2
2021-05-03	19236	41	966	0
2021-05-02	19195	21	966	1
2021-05-01	19174	92	965	0
2021-04-30	19082	87	965	0
2021-04-29	18995	81	965	4
2021-04-28	18914	103	961	2
2021-04-27	18811	191	959	1
2021-04-26	18620	31	958	1
2021-04-25	18589	17	957	1
2021-04-24	18572	97	956	1
2021-04-23	18475	96	955	2
2021-04-22	18379	95	953	1
2021-04-21	18284	100	952	2
2021-04-20	18184	136	950	2
2021-04-19	18048	30	948	0
2021-04-18	18018	22	948	0
2021-04-17	17996	78	948	0
2021-04-16	17918	69	948	0
2021-04-15	17849	99	948	1
2021-04-14	17750	104	947	4
2021-04-13	17646	209	943	4
2021-04-12	17437	33	939	1
2021-04-11	17404	25	938	0
2021-04-10	17379	91	938	3
2021-04-09	17288	96	935	1
2021-04-08	17192	124	934	2
2021-04-07	17068	126	932	2
2021-04-06	16942	40	930	1
2021-04-05	16902	1	929	0
2021-04-04	16901	4	929	0
2021-04-03	16897	18	929	3
2021-04-02	16879	57	926	0
2021-04-01	16822	102	926	0
2021-03-31	16720	103	926	2
2021-03-30	16617	127	924	2
2021-03-29	16490	25	922	2
2021-03-28	16465	13	920	1
2021-03-27	16452	85	919	1
2021-03-26	16367	52	918	4
2021-03-25	16315	71	914	1
2021-03-24	16244	73	913	1
2021-03-23	16171	122	912	3
2021-03-22	16049	42	909	5
2021-03-21	16007	1	904	0
2021-03-20	16006	87	904	2
2021-03-19	15919	56	902	1
2021-03-18	15863	67	901	3
2021-03-17	15796	63	898	0
2021-03-16	15733	87	898	5
2021-03-15	15646	30	893	0
2021-03-13	15616	41	893	0
2021-03-12	15575	31	893	1
2021-03-11	15544	36	892	2
2021-03-10	15508	52	890	4
2021-03-09	15456	66	886	3
2021-03-08	15390	25	883	4
2021-03-06	15365	38	879	0
2021-03-05	15327	33	879	1
2021-03-04	15294	43	878	2
2021-03-03	15251	40	876	0
2021-03-02	15211	66	876	1
2021-03-01	15145	13	875	1
2021-02-27	15132	21	874	2
2021-02-26	15111	25	872	1
2021-02-25	15086	57	871	3
2021-02-24	15029	44	868	2
2021-02-23	14985	54	866	3
2021-02-22	14931	18	863	2
2021-02-20	14913	27	861	0
2021-02-19	14886	41	861	1
2021-02-18	14845	29	860	2
2021-02-17	14816	62	858	1
2021-02-16	14754	45	857	1
2021-02-15	14709	37	856	1
2021-02-13	14672	55	855	1
2021-02-12	14617	28	854	2
2021-02-11	14589	60	852	2
2021-02-10	14529	57	850	4
2021-02-09	14472	79	846	3
2021-02-08	14393	13	843	0
2021-02-06	14380	50	843	3
2021-02-05	14330	51	840	1
2021-02-04	14279	44	839	0
2021-02-03	14235	64	839	2
2021-02-02	14171	103	837	4
2021-02-01	14068	25	833	1
2021-01-31	14043	23	832	5
2021-01-30	14020	61	827	2
2021-01-29	13959	63	825	4
2021-01-28	13896	51	821	4
2021-01-27	13845	96	817	9
2021-01-26	13749	149	808	6
2021-01-25	13600	16	802	2
2021-01-24	13584	20	800	3
2021-01-23	13564	65	797	5
2021-01-22	13499	101	792	7
2021-01-21	13398	110	785	7
2021-01-20	13288	120	778	5
2021-01-19	13168	161	773	11
2021-01-18	13007	40	762	7
2021-01-17	12967	23	755	0
2021-01-16	12944	108	755	3
2021-01-15	12836	111	752	4
2021-01-14	12725	90	748	8
2021-01-13	12635	166	740	11
2021-01-12	12469	247	729	14
2021-01-11	12222	40	715	0
2021-01-10	12182	194	715	11
2021-01-09	11988	174	704	11
2021-01-08	11814	349	693	11
2021-01-07	11465	363	682	16
2021-01-06	11102	262	666	11
2021-01-05	10840	92	655	5
2021-01-04	10748	106	650	10
2021-01-03	10642	198	640	16
2021-01-02	10444	187	624	8
2020-12-31	10257	120	616	2
2020-12-30	10137	205	614	15
2020-12-29	9932	131	599	7
2020-12-28	9801	148	592	6
2020-12-27	9653	147	586	6
2020-12-26	9506	1	580	0
2020-12-24	9505	166	580	11
2020-12-23	9339	233	569	26
2020-12-22	9106	212	543	10
2020-12-21	8894	233	533	13
2020-12-20	8661	201	520	14
2020-12-19	8460	227	506	15
2020-12-18	8233	265	491	12
2020-12-17	7968	208	479	17
2020-12-16	7760	193	462	7
2020-12-15	7567	184	455	13
2020-12-14	7383	282	442	5
2020-12-13	7101	285	437	10
2020-12-12	6816	279	427	32
2020-12-11	6537	146	395	6
2020-12-10	6391	225	389	20
2020-12-09	6166	203	369	22
2020-12-08	5963	133	347	9
2020-12-07	5830	123	338	13
2020-12-06	5707	182	325	18
2020-12-05	5525	237	307	30
2020-12-04	5288	263	277	14
2020-12-03	5025	224	263	10
2020-12-02	4801	156	253	16
2020-12-01	4645	120	237	17
2020-11-30	4525	114	220	5
2020-11-29	4411	197	215	8
2020-11-28	4214	220	207	20
2020-11-27	3994	216	187	26
2020-11-26	3778	157	161	6
2020-11-25	3621	88	155	4
2020-11-24	3533	4	151	0
2020-11-23	3529	75	151	6
2020-11-22	3454	50	145	4
2020-11-21	3404	220	141	16
2020-11-20	3184	182	125	7
2020-11-19	3002	213	118	13
2020-11-18	2789	155	105	17
2020-11-17	2634	40	88	2
2020-11-16	2594	113	86	9
2020-11-15	2481	124	77	9
2020-11-14	2357	95	68	2
2020-11-13	2262	118	66	6
2020-11-12	2144	76	60	1
2020-11-11	2068	20	59	0
2020-11-10	2048	73	59	2
2020-11-09	1975	70	57	2
2020-11-08	1905	52	55	1
2020-11-07	1853	51	54	3
2020-11-06	1802	89	51	4
2020-11-05	1713	99	47	0
2020-11-04	1614	171	47	1
2020-11-03	1443	60	46	5
2020-11-02	1383	70	41	4
2020-11-01	1313	29	37	2
2020-10-31	1284	56	35	1
2020-10-30	1228	26	34	0
2020-10-29	1202	55	34	3
2020-10-28	1147	118	31	0
2020-10-27	1029	29	31	0
2020-10-26	1000	37	31	0
2020-10-25	963	22	31	0
2020-10-24	941	25	31	0
2020-10-23	916	30	31	2
2020-10-22	886	28	29	4
2020-10-21	858	42	25	3
2020-10-20	816	76	22	4
2020-10-19	740	14	18	0
2020-10-18	726	42	18	7
2020-10-17	684	27	11	3
2020-10-16	657	20	8	1
2020-10-15	637	20	7	1
2020-10-14	617	20	6	2
2020-10-13	597	12	4	0
2020-10-12	585	8	4	0
2020-10-11	577	3	4	0
2020-10-10	574	12	4	0
2020-10-09	562	23	4	0
2020-10-08	539	10	4	0
2020-10-07	529	15	4	0
2020-10-06	514	14	4	0
2020-10-05	500	2	4	0
2020-10-03	498	3	4	0
2020-10-02	495	7	4	0
2020-10-01	488	2	4	0
2020-09-30	486	2	4	0
2020-09-29	484	6	4	0
2020-09-28	478	10	4	0
2020-09-27	468	1	4	0
2020-09-26	467	2	4	0
2020-09-25	465	2	4	0
2020-09-24	463	5	4	0
2020-09-23	458	4	4	0
2020-09-22	454	1	4	0
2020-09-21	453	2	4	0
2020-09-20	451	1	4	0
2020-09-19	450	1	4	0
2020-09-17	449	3	4	0
2020-09-16	446	2	4	0
2020-09-15	444	4	4	0
2020-09-14	440	3	4	0
2020-09-12	437	1	4	0
2020-09-11	436	3	4	0
2020-09-10	433	1	4	0
2020-09-09	432	1	4	0
2020-09-08	431	2	4	0
2020-09-04	429	1	4	0
2020-09-03	428	1	4	0
2020-09-02	427	2	4	0
2020-09-01	425	3	4	0
2020-08-31	422	2	4	0
2020-08-27	420	3	4	0
2020-08-26	417	4	4	0
2020-08-25	413	1	4	0
2020-08-21	412	2	4	0
2020-08-20	410	1	4	0
2020-08-19	409	1	4	0
2020-08-18	408	1	4	0
2020-08-17	407	1	4	0
2020-08-14	406	1	4	0
2020-08-13	405	5	4	0
2020-08-12	400	2	4	0
2020-08-10	398	1	4	0
2020-08-07	397	1	4	0
2020-07-28	396	1	4	0
2020-07-27	395	1	4	0
2020-07-14	394	1	4	0
2020-07-03	393	1	4	0
2020-06-12	392	2	4	0
2020-06-04	390	1	4	0
2020-05-27	389	1	4	0
2020-05-26	388	1	4	0
2020-05-25	387	1	4	0
2020-05-20	386	4	4	0
2020-05-19	382	12	4	0
2020-05-18	370	2	4	0
2020-05-17	368	1	4	0
2020-05-16	367	4	4	0
2020-05-15	363	2	4	0
2020-05-14	361	4	4	0
2020-05-13	357	3	4	1
2020-05-12	354	2	3	0
2020-05-11	352	2	3	0
2020-05-08	350	4	3	0
2020-05-07	346	4	3	0
2020-05-05	342	3	3	0
2020-05-02	339	1	3	0
2020-04-28	338	3	3	0
2020-04-24	335	2	3	0
2020-04-23	333	4	3	0
2020-04-22	329	4	3	0
2020-04-21	325	1	3	0
2020-04-20	324	4	3	0
2020-04-19	320	1	3	0
2020-04-18	319	2	3	0
2020-04-16	317	8	3	0
2020-04-15	309	2	3	0
2020-04-14	307	4	3	0
2020-04-13	303	3	3	0
2020-04-12	300	4	3	0
2020-04-11	296	3	3	0
2020-04-10	293	4	3	0
2020-04-09	289	4	3	1
2020-04-08	285	10	2	0
2020-04-07	275	11	2	0
2020-04-06	264	7	2	0
2020-04-05	257	16	2	0
2020-04-04	241	14	2	0
2020-04-03	227	11	2	0
2020-04-02	216	11	2	0
2020-04-01	205	12	2	0
2020-03-31	193	15	2	0
2020-03-30	178	26	2	2
2020-03-29	152	7	0	0
2020-03-28	145	11	0	0
2020-03-27	134	16	0	0
2020-03-26	118	10	0	0
2020-03-25	108	16	0	0
2020-03-24	92	12	0	0
2020-03-23	80	17	0	0
2020-03-22	63	10	0	0
2020-03-21	53	7	0	0
2020-03-20	46	10	0	0
2020-03-19	36	9	0	0
2020-03-18	27	12	0	0
2020-03-17	15	3	0	0
2020-03-14	12	1	0	0
2020-03-13	11	4	0	0
2020-03-12	7	3	0	0
2020-03-11	4	2	0	0
2020-03-10	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: 0:02:45.304113