Germany: SK Leipzig (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 15:27:21 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Leipzig")
print(f'Population of country="Germany", subregion="SK Leipzig": {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 Leipzig": 601866 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	278893	66	893	0
2023-03-03	278827	81	893	0
2023-03-02	278746	53	893	0
2023-03-01	278693	129	893	0
2023-02-28	278564	191	893	0
2023-02-27	278373	168	893	0
2023-02-24	278205	78	893	0
2023-02-23	278127	94	893	0
2023-02-22	278033	100	893	0
2023-02-21	277933	153	893	0
2023-02-20	277780	39	893	0
2023-02-19	277741	63	893	0
2023-02-17	277678	85	893	0
2023-02-16	277593	151	893	1
2023-02-15	277442	83	892	0
2023-02-14	277359	158	892	0
2023-02-13	277201	64	892	0
2023-02-12	277137	57	892	0
2023-02-10	277080	84	892	0
2023-02-09	276996	46	892	0
2023-02-08	276950	85	892	0
2023-02-07	276865	148	892	0
2023-02-06	276717	88	892	0
2023-02-03	276629	107	892	0
2023-02-02	276522	76	892	0
2023-02-01	276446	94	892	0
2023-01-31	276352	168	892	0
2023-01-30	276184	97	892	0
2023-01-27	276087	59	892	0
2023-01-26	276028	74	892	0
2023-01-25	275954	73	892	0
2023-01-24	275881	140	892	0
2023-01-23	275741	64	892	0
2023-01-20	275677	49	892	0
2023-01-19	275628	63	892	0
2023-01-18	275565	70	892	0
2023-01-17	275495	111	892	0
2023-01-16	275384	75	892	0
2023-01-13	275309	58	892	0
2023-01-12	275251	44	892	0
2023-01-11	275207	100	892	0
2023-01-10	275107	177	892	0
2023-01-09	274930	144	892	0
2023-01-06	274786	110	892	0
2023-01-05	274676	91	892	0
2023-01-04	274585	203	892	0
2023-01-03	274382	383	892	2
2023-01-02	273999	153	890	0
2022-12-30	273846	63	890	0
2022-12-29	273783	157	890	1
2022-12-28	273626	191	889	0
2022-12-27	273435	245	889	1
2022-12-23	273190	152	888	1
2022-12-22	273038	190	887	0
2022-12-21	272848	179	887	0
2022-12-20	272669	369	887	0
2022-12-19	272300	366	887	2
2022-12-16	271934	194	885	0
2022-12-15	271740	251	885	0
2022-12-14	271489	258	885	0
2022-12-13	271231	435	885	1
2022-12-12	270796	337	884	0
2022-12-09	270459	263	884	1
2022-12-08	270196	200	883	0
2022-12-07	269996	327	883	0
2022-12-06	269669	447	883	0
2022-12-05	269222	255	883	0
2022-12-04	268967	87	883	0
2022-12-02	268880	207	883	0
2022-12-01	268673	281	883	0
2022-11-30	268392	285	883	0
2022-11-29	268107	468	883	0
2022-11-28	267639	411	883	0
2022-11-25	267228	215	883	2
2022-11-24	267013	263	881	0
2022-11-23	266750	245	881	0
2022-11-22	266505	497	881	0
2022-11-21	266008	294	881	0
2022-11-18	265714	306	881	0
2022-11-17	265408	296	881	1
2022-11-15	265112	297	880	0
2022-11-14	264815	262	880	0
2022-11-11	264553	228	880	1
2022-11-10	264325	161	879	0
2022-11-09	264164	203	879	0
2022-11-08	263961	396	879	0
2022-11-07	263565	327	879	0
2022-11-04	263238	219	879	0
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2022-10-24	259772	628	877	1
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2022-10-17	256817	878	876	3
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2022-10-12	254598	641	872	1
2022-10-11	253957	1208	871	0
2022-10-10	252749	862	871	2
2022-10-07	251887	843	869	0
2022-10-06	251044	837	869	1
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2022-10-04	249038	850	867	3
2022-09-30	248188	438	864	0
2022-09-29	247750	437	864	2
2022-09-28	247313	477	862	0
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2022-09-26	245609	392	862	0
2022-09-23	245217	179	862	1
2022-09-22	245038	269	861	0
2022-09-21	244769	362	861	1
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2022-09-06	240935	333	859	0
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2021-10-06	24618	61	544	0
2021-10-05	24557	84	544	0
2021-10-04	24473	34	544	0
2021-10-03	24439	17	544	1
2021-10-02	24422	22	543	0
2021-10-01	24400	47	543	1
2021-09-30	24353	65	542	1
2021-09-29	24288	47	541	0
2021-09-28	24241	81	541	0
2021-09-27	24160	37	541	0
2021-09-26	24123	3	541	0
2021-09-25	24120	15	541	0
2021-09-24	24105	41	541	0
2021-09-23	24064	32	541	0
2021-09-22	24032	36	541	0
2021-09-21	23996	49	541	0
2021-09-20	23947	28	541	0
2021-09-19	23919	8	541	0
2021-09-18	23911	23	541	0
2021-09-17	23888	35	541	0
2021-09-16	23853	42	541	0
2021-09-15	23811	70	541	0
2021-09-14	23741	63	541	0
2021-09-13	23678	34	541	1
2021-09-12	23644	13	540	0
2021-09-11	23631	32	540	0
2021-09-10	23599	39	540	0
2021-09-09	23560	42	540	0
2021-09-08	23518	50	540	0
2021-09-07	23468	65	540	1
2021-09-06	23403	35	539	0
2021-09-05	23368	4	539	0
2021-09-04	23364	46	539	1
2021-09-03	23318	26	538	0
2021-09-02	23292	37	538	1
2021-09-01	23255	43	537	0
2021-08-31	23212	51	537	0
2021-08-30	23161	24	537	0
2021-08-29	23137	10	537	0
2021-08-28	23127	12	537	0
2021-08-27	23115	18	537	0
2021-08-26	23097	12	537	0
2021-08-25	23085	25	537	0
2021-08-24	23060	36	537	0
2021-08-23	23024	22	537	0
2021-08-22	23002	2	537	0
2021-08-21	23000	9	537	0
2021-08-20	22991	16	537	0
2021-08-19	22975	26	537	1
2021-08-18	22949	23	536	0
2021-08-17	22926	25	536	0
2021-08-16	22901	25	536	0
2021-08-14	22876	11	536	0
2021-08-13	22865	17	536	0
2021-08-12	22848	34	536	0
2021-08-11	22814	27	536	0
2021-08-10	22787	26	536	0
2021-08-09	22761	10	536	0
2021-08-07	22751	8	536	0
2021-08-06	22743	9	536	0
2021-08-05	22734	21	536	0
2021-08-04	22713	21	536	0
2021-08-03	22692	19	536	0
2021-08-02	22673	18	536	0
2021-07-31	22655	4	536	0
2021-07-30	22651	15	536	0
2021-07-29	22636	12	536	0
2021-07-28	22624	13	536	0
2021-07-27	22611	25	536	0
2021-07-26	22586	16	536	0
2021-07-24	22570	8	536	0
2021-07-23	22562	19	536	0
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2021-07-21	22539	6	536	0
2021-07-20	22533	6	536	0
2021-07-19	22527	5	536	0
2021-07-18	22522	2	536	0
2021-07-17	22520	4	536	1
2021-07-16	22516	10	535	0
2021-07-15	22506	5	535	0
2021-07-14	22501	12	535	0
2021-07-13	22489	8	535	0
2021-07-12	22481	5	535	0
2021-07-11	22476	1	535	0
2021-07-09	22475	3	535	0
2021-07-08	22472	7	535	0
2021-07-07	22465	2	535	0
2021-07-06	22463	6	535	0
2021-07-05	22457	8	535	0
2021-07-03	22449	1	535	0
2021-07-02	22448	2	535	0
2021-07-01	22446	4	535	0
2021-06-30	22442	2	535	0
2021-06-29	22440	5	535	0
2021-06-28	22435	3	535	0
2021-06-27	22432	1	535	0
2021-06-26	22431	2	535	0
2021-06-25	22429	2	535	0
2021-06-24	22427	7	535	0
2021-06-23	22420	1	535	0
2021-06-22	22419	11	535	0
2021-06-21	22408	5	535	0
2021-06-20	22403	1	535	0
2021-06-18	22402	5	535	0
2021-06-17	22397	8	535	0
2021-06-16	22389	2	535	0
2021-06-15	22387	22	535	0
2021-06-14	22365	13	535	1
2021-06-11	22352	2	534	0
2021-06-10	22350	9	534	0
2021-06-09	22341	8	534	0
2021-06-08	22333	18	534	0
2021-06-07	22315	10	534	0
2021-06-06	22305	5	534	0
2021-06-05	22300	8	534	0
2021-06-04	22292	10	534	0
2021-06-03	22282	16	534	0
2021-06-02	22266	24	534	0
2021-06-01	22242	22	534	0
2021-05-31	22220	16	534	0
2021-05-30	22204	9	534	0
2021-05-29	22195	9	534	0
2021-05-28	22186	32	534	0
2021-05-27	22154	35	534	0
2021-05-26	22119	46	534	0
2021-05-25	22073	24	534	0
2021-05-24	22049	4	534	0
2021-05-23	22045	6	534	0
2021-05-22	22039	31	534	0
2021-05-21	22008	33	534	1
2021-05-20	21975	55	533	0
2021-05-19	21920	73	533	0
2021-05-18	21847	72	533	0
2021-05-17	21775	58	533	0
2021-05-16	21717	23	533	0
2021-05-15	21694	32	533	0
2021-05-14	21662	47	533	0
2021-05-13	21615	31	533	0
2021-05-12	21584	81	533	0
2021-05-11	21503	113	533	1
2021-05-10	21390	38	532	0
2021-05-09	21352	36	532	0
2021-05-08	21316	45	532	1
2021-05-07	21271	84	531	0
2021-05-06	21187	80	531	0
2021-05-05	21107	92	531	1
2021-05-04	21015	163	530	2
2021-05-03	20852	58	528	0
2021-05-02	20794	62	528	0
2021-05-01	20732	33	528	0
2021-04-30	20699	111	528	0
2021-04-29	20588	120	528	1
2021-04-28	20468	124	527	4
2021-04-27	20344	185	523	2
2021-04-26	20159	55	521	1
2021-04-25	20104	55	520	0
2021-04-24	20049	90	520	0
2021-04-23	19959	90	520	1
2021-04-22	19869	140	519	1
2021-04-21	19729	143	518	1
2021-04-20	19586	187	517	1
2021-04-19	19399	49	516	2
2021-04-18	19350	48	514	1
2021-04-17	19302	63	513	0
2021-04-16	19239	120	513	3
2021-04-15	19119	137	510	1
2021-04-14	18982	169	509	3
2021-04-13	18813	236	506	0
2021-04-12	18577	103	506	1
2021-04-11	18474	85	505	1
2021-04-10	18389	78	504	2
2021-04-09	18311	137	502	1
2021-04-08	18174	144	501	0
2021-04-07	18030	196	501	3
2021-04-06	17834	92	498	7
2021-04-05	17742	21	491	1
2021-04-04	17721	38	490	1
2021-04-03	17683	162	489	3
2021-04-02	17521	23	486	0
2021-04-01	17498	112	486	0
2021-03-31	17386	154	486	0
2021-03-30	17232	147	486	1
2021-03-29	17085	58	485	1
2021-03-28	17027	96	484	1
2021-03-27	16931	27	483	0
2021-03-26	16904	96	483	1
2021-03-25	16808	108	482	2
2021-03-24	16700	137	480	5
2021-03-23	16563	132	475	2
2021-03-22	16431	25	473	1
2021-03-21	16406	59	472	1
2021-03-20	16347	45	471	1
2021-03-19	16302	92	470	0
2021-03-18	16210	133	470	0
2021-03-17	16077	96	470	1
2021-03-16	15981	98	469	0
2021-03-15	15883	26	469	0
2021-03-14	15857	6	469	0
2021-03-13	15851	75	469	1
2021-03-12	15776	68	468	0
2021-03-11	15708	52	468	1
2021-03-10	15656	63	467	0
2021-03-09	15593	89	467	0
2021-03-08	15504	36	467	0
2021-03-07	15468	11	467	0
2021-03-06	15457	30	467	0
2021-03-05	15427	44	467	1
2021-03-04	15383	42	466	1
2021-03-03	15341	67	465	1
2021-03-02	15274	82	464	3
2021-03-01	15192	20	461	0
2021-02-28	15172	12	461	0
2021-02-27	15160	38	461	0
2021-02-26	15122	41	461	0
2021-02-25	15081	62	461	0
2021-02-24	15019	58	461	0
2021-02-23	14961	98	461	2
2021-02-22	14863	23	459	0
2021-02-21	14840	12	459	0
2021-02-20	14828	46	459	0
2021-02-19	14782	49	459	1
2021-02-18	14733	46	458	1
2021-02-17	14687	39	457	0
2021-02-16	14648	64	457	2
2021-02-15	14584	12	455	1
2021-02-14	14572	2	454	0
2021-02-13	14570	32	454	1
2021-02-12	14538	61	453	4
2021-02-11	14477	36	449	0
2021-02-10	14441	59	449	0
2021-02-09	14382	69	449	4
2021-02-08	14313	17	445	0
2021-02-07	14296	6	445	1
2021-02-06	14290	35	444	0
2021-02-05	14255	69	444	2
2021-02-04	14186	91	442	7
2021-02-03	14095	78	435	3
2021-02-02	14017	91	432	3
2021-02-01	13926	38	429	4
2021-01-31	13888	28	425	1
2021-01-30	13860	58	424	3
2021-01-29	13802	73	421	2
2021-01-28	13729	79	419	3
2021-01-27	13650	155	416	9
2021-01-26	13495	145	407	3
2021-01-25	13350	22	404	0
2021-01-24	13328	43	404	0
2021-01-23	13285	113	404	6
2021-01-22	13172	118	398	8
2021-01-21	13054	185	390	16
2021-01-20	12869	169	374	3
2021-01-19	12700	239	371	9
2021-01-18	12461	71	362	2
2021-01-17	12390	46	360	2
2021-01-16	12344	128	358	6
2021-01-15	12216	166	352	13
2021-01-14	12050	243	339	10
2021-01-13	11807	181	329	7
2021-01-12	11626	209	322	6
2021-01-11	11417	274	316	5
2021-01-10	11143	177	311	7
2021-01-09	10966	88	304	6
2021-01-08	10878	245	298	13
2021-01-07	10633	111	285	3
2021-01-06	10522	220	282	9
2021-01-05	10302	373	273	14
2021-01-04	9929	109	259	8
2021-01-03	9820	136	251	3
2021-01-02	9684	156	248	10
2021-01-01	9528	123	238	2
2020-12-31	9405	287	236	16
2020-12-30	9118	171	220	7
2020-12-29	8947	171	213	5
2020-12-28	8776	76	208	5
2020-12-27	8700	207	203	14
2020-12-26	8493	247	189	9
2020-12-25	8246	163	180	5
2020-12-24	8083	245	175	13
2020-12-23	7838	185	162	11
2020-12-22	7653	224	151	9
2020-12-21	7429	231	142	2
2020-12-20	7198	349	140	5
2020-12-19	6849	121	135	5
2020-12-18	6728	216	130	4
2020-12-17	6512	251	126	0
2020-12-16	6261	245	126	8
2020-12-15	6016	227	118	10
2020-12-14	5789	269	108	5
2020-12-13	5520	58	103	0
2020-12-12	5462	84	103	1
2020-12-11	5378	92	102	4
2020-12-10	5286	268	98	7
2020-12-09	5018	118	91	5
2020-12-08	4900	38	86	1
2020-12-07	4862	76	85	0
2020-12-06	4786	185	85	4
2020-12-05	4601	140	81	1
2020-12-04	4461	55	80	1
2020-12-03	4406	154	79	4
2020-12-02	4252	207	75	5
2020-12-01	4045	81	70	0
2020-11-30	3964	83	70	5
2020-11-29	3881	92	65	2
2020-11-28	3789	90	63	0
2020-11-27	3699	126	63	1
2020-11-26	3573	124	62	3
2020-11-25	3449	145	59	2
2020-11-24	3304	89	57	3
2020-11-23	3215	38	54	0
2020-11-22	3177	132	54	7
2020-11-21	3045	81	47	8
2020-11-20	2964	56	39	2
2020-11-19	2908	109	37	1
2020-11-18	2799	84	36	2
2020-11-17	2715	89	34	2
2020-11-16	2626	15	32	1
2020-11-15	2611	78	31	5
2020-11-14	2533	101	26	0
2020-11-13	2432	74	26	1
2020-11-12	2358	59	25	0
2020-11-11	2299	105	25	1
2020-11-10	2194	83	24	2
2020-11-09	2111	77	22	2
2020-11-08	2034	83	20	0
2020-11-07	1951	21	20	0
2020-11-06	1930	81	20	0
2020-11-05	1849	93	20	0
2020-11-04	1756	54	20	0
2020-11-03	1702	72	20	1
2020-11-02	1630	26	19	0
2020-11-01	1604	40	19	0
2020-10-31	1564	56	19	0
2020-10-30	1508	41	19	0
2020-10-29	1467	62	19	1
2020-10-28	1405	69	18	0
2020-10-27	1336	37	18	1
2020-10-26	1299	48	17	3
2020-10-25	1251	2	14	0
2020-10-24	1249	2	14	0
2020-10-23	1247	32	14	0
2020-10-22	1215	33	14	0
2020-10-21	1182	28	14	0
2020-10-20	1154	26	14	0
2020-10-19	1128	35	14	0
2020-10-16	1093	27	14	0
2020-10-15	1066	22	14	0
2020-10-14	1044	12	14	0
2020-10-13	1032	11	14	0
2020-10-12	1021	11	14	1
2020-10-11	1010	3	13	0
2020-10-10	1007	13	13	0
2020-10-09	994	11	13	0
2020-10-08	983	19	13	0
2020-10-07	964	8	13	0
2020-10-06	956	8	13	0
2020-10-05	948	6	13	0
2020-10-04	942	1	13	0
2020-10-03	941	8	13	0
2020-10-02	933	22	13	0
2020-10-01	911	6	13	1
2020-09-30	905	9	12	0
2020-09-29	896	3	12	0
2020-09-28	893	3	12	0
2020-09-26	890	3	12	0
2020-09-25	887	7	12	0
2020-09-24	880	9	12	0
2020-09-23	871	10	12	0
2020-09-22	861	6	12	0
2020-09-21	855	6	12	0
2020-09-20	849	1	12	0
2020-09-19	848	5	12	0
2020-09-18	843	10	12	0
2020-09-17	833	4	12	0
2020-09-16	829	6	12	0
2020-09-15	823	3	12	0
2020-09-14	820	8	12	0
2020-09-11	812	5	12	0
2020-09-10	807	9	12	0
2020-09-09	798	5	12	0
2020-09-08	793	5	12	0
2020-09-07	788	10	12	0
2020-09-04	778	7	12	0
2020-09-03	771	7	12	0
2020-09-02	764	10	12	0
2020-09-01	754	12	12	0
2020-08-31	742	9	12	0
2020-08-28	733	2	12	0
2020-08-27	731	3	12	0
2020-08-26	728	7	12	0
2020-08-25	721	7	12	0
2020-08-24	714	5	12	0
2020-08-22	709	3	12	0
2020-08-21	706	5	12	0
2020-08-20	701	4	12	0
2020-08-19	697	5	12	0
2020-08-18	692	6	12	0
2020-08-17	686	7	12	0
2020-08-14	679	2	12	0
2020-08-13	677	4	12	0
2020-08-12	673	3	12	0
2020-08-11	670	2	12	0
2020-08-10	668	3	12	0
2020-08-07	665	3	12	0
2020-08-06	662	4	12	0
2020-08-05	658	4	12	0
2020-08-03	654	5	12	0
2020-07-27	649	3	12	0
2020-07-23	646	4	12	0
2020-07-22	642	1	12	0
2020-07-20	641	9	12	0
2020-07-17	632	1	12	0
2020-07-16	631	1	12	0
2020-07-15	630	1	12	0
2020-07-09	629	3	12	0
2020-07-07	626	1	12	0
2020-07-06	625	4	12	0
2020-07-03	621	1	12	0
2020-07-02	620	1	12	0
2020-07-01	619	1	12	0
2020-06-30	618	3	12	0
2020-06-29	615	3	12	0
2020-06-23	612	2	12	0
2020-06-22	610	4	12	0
2020-06-19	606	5	12	0
2020-06-18	601	4	12	0
2020-06-17	597	2	12	0
2020-06-16	595	1	12	0
2020-06-02	594	1	12	0
2020-05-29	593	1	12	0
2020-05-26	592	1	12	0
2020-05-15	591	1	12	0
2020-05-14	590	3	12	0
2020-05-13	587	2	12	0
2020-05-12	585	1	12	0
2020-05-11	584	2	12	0
2020-05-10	582	1	12	0
2020-05-09	581	1	12	0
2020-05-08	580	4	12	0
2020-05-07	576	4	12	0
2020-05-06	572	4	12	0
2020-05-05	568	2	12	0
2020-05-02	566	2	12	0
2020-05-01	564	3	12	0
2020-04-30	561	2	12	0
2020-04-29	559	3	12	0
2020-04-28	556	8	12	0
2020-04-27	548	6	12	0
2020-04-25	542	7	12	0
2020-04-24	535	4	12	0
2020-04-23	531	3	12	0
2020-04-22	528	5	12	0
2020-04-21	523	3	12	1
2020-04-20	520	2	11	0
2020-04-19	518	5	11	0
2020-04-18	513	4	11	0
2020-04-17	509	4	11	0
2020-04-16	505	17	11	1
2020-04-15	488	4	10	0
2020-04-14	484	4	10	0
2020-04-13	480	3	10	0
2020-04-12	477	7	10	1
2020-04-11	470	7	9	0
2020-04-10	463	11	9	2
2020-04-09	452	10	7	0
2020-04-08	442	6	7	1
2020-04-07	436	11	6	0
2020-04-06	425	6	6	0
2020-04-05	419	10	6	0
2020-04-04	409	17	6	2
2020-04-03	392	30	4	0
2020-04-02	362	17	4	0
2020-04-01	345	17	4	1
2020-03-31	328	19	3	0
2020-03-30	309	21	3	2
2020-03-29	288	12	1	0
2020-03-28	276	17	1	0
2020-03-27	259	19	1	0
2020-03-26	240	22	1	0
2020-03-25	218	29	1	1
2020-03-24	189	16	0	0
2020-03-23	173	19	0	0
2020-03-22	154	14	0	0
2020-03-21	140	11	0	0
2020-03-20	129	20	0	0
2020-03-19	109	19	0	0
2020-03-18	90	17	0	0
2020-03-17	73	19	0	0
2020-03-16	54	13	0	0
2020-03-15	41	10	0	0
2020-03-14	31	12	0	0
2020-03-13	19	3	0	0
2020-03-12	16	10	0	0
2020-03-11	6	2	0	0
2020-03-10	4	2	0	0
2020-03-08	2	1	0	0

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• 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: 0:04:35.167607