Germany: LK Hochsauerlandkreis (Nordrhein-Westfalen)

• 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 14:09:43 CEST

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

overview(country="Germany", subregion="LK Hochsauerlandkreis", weeks=5);

overview(country="Germany", subregion="LK Hochsauerlandkreis");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Hochsauerlandkreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Hochsauerlandkreis")
print(f'Population of country="Germany", subregion="LK Hochsauerlandkreis": {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 Hochsauerlandkreis": 258615 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	114696	31	295	0
2023-03-03	114665	41	295	0
2023-03-02	114624	14	295	0
2023-03-01	114610	65	295	0
2023-02-28	114545	126	295	0
2023-02-27	114419	120	295	0
2023-02-26	114299	3	295	0
2023-02-24	114296	94	295	0
2023-02-23	114202	68	295	0
2023-02-22	114134	78	295	0
2023-02-21	114056	118	295	0
2023-02-20	113938	91	295	0
2023-02-17	113847	39	295	0
2023-02-16	113808	66	295	0
2023-02-15	113742	44	295	0
2023-02-14	113698	64	295	0
2023-02-13	113634	61	295	0
2023-02-10	113573	25	295	0
2023-02-09	113548	41	295	0
2023-02-08	113507	37	295	0
2023-02-07	113470	80	295	0
2023-02-06	113390	45	295	0
2023-02-03	113345	39	295	0
2023-02-02	113306	25	295	0
2023-02-01	113281	39	295	0
2023-01-31	113242	103	295	0
2023-01-30	113139	50	295	0
2023-01-27	113089	39	295	0
2023-01-26	113050	69	295	0
2023-01-25	112981	38	295	0
2023-01-24	112943	81	295	0
2023-01-23	112862	35	295	0
2023-01-20	112827	52	295	0
2023-01-19	112775	36	295	0
2023-01-18	112739	37	295	0
2023-01-17	112702	64	295	0
2023-01-16	112638	57	295	0
2023-01-14	112581	6	295	0
2023-01-13	112575	61	295	0
2023-01-12	112514	45	295	0
2023-01-11	112469	56	295	0
2023-01-10	112413	66	295	0
2023-01-09	112347	75	295	0
2023-01-07	112272	4	295	0
2023-01-06	112268	47	295	0
2023-01-05	112221	52	295	0
2023-01-04	112169	92	295	0
2023-01-03	112077	176	295	1
2023-01-02	111901	184	294	1
2022-12-31	111717	4	293	0
2022-12-30	111713	100	293	0
2022-12-29	111613	64	293	0
2022-12-28	111549	88	293	0
2022-12-27	111461	103	293	0
2022-12-23	111358	105	293	0
2022-12-22	111253	155	293	0
2022-12-21	111098	134	293	0
2022-12-20	110964	226	293	2
2022-12-19	110738	149	291	0
2022-12-16	110589	82	291	0
2022-12-15	110507	101	291	0
2022-12-14	110406	94	291	0
2022-12-13	110312	198	291	0
2022-12-12	110114	156	291	1
2022-12-09	109958	68	290	0
2022-12-08	109890	98	290	0
2022-12-07	109792	91	290	0
2022-12-06	109701	127	290	1
2022-12-05	109574	98	289	0
2022-12-02	109476	85	289	0
2022-12-01	109391	69	289	0
2022-11-30	109322	93	289	0
2022-11-29	109229	158	289	0
2022-11-28	109071	113	289	0
2022-11-25	108958	54	289	0
2022-11-24	108904	107	289	0
2022-11-23	108797	114	289	0
2022-11-22	108683	107	289	0
2022-11-21	108576	113	289	0
2022-11-18	108463	52	289	0
2022-11-17	108411	69	289	0
2022-11-16	108342	106	289	0
2022-11-15	108236	132	289	0
2022-11-14	108104	117	289	0
2022-11-11	107987	76	289	0
2022-11-10	107911	92	289	0
2022-11-09	107819	162	289	0
2022-11-08	107657	191	289	0
2022-11-07	107466	174	289	1
2022-11-04	107292	137	288	0
2022-11-03	107155	356	288	0
2022-11-02	106799	254	288	0
2022-10-28	106545	212	288	0
2022-10-27	106333	281	288	0
2022-10-26	106052	301	288	0
2022-10-25	105751	243	288	0
2022-10-24	105508	371	288	1
2022-10-21	105137	309	287	0
2022-10-20	104828	244	287	0
2022-10-19	104584	289	287	1
2022-10-18	104295	328	286	0
2022-10-17	103967	303	286	0
2022-10-14	103664	215	286	0
2022-10-13	103449	240	286	0
2022-10-12	103209	333	286	0
2022-10-11	102876	388	286	0
2022-10-10	102488	275	286	1
2022-10-07	102213	295	285	2
2022-10-06	101918	421	283	0
2022-10-05	101497	361	283	0
2022-10-04	101136	264	283	0
2022-09-30	100872	170	283	0
2022-09-29	100702	185	283	0
2022-09-28	100517	259	283	0
2022-09-27	100258	204	283	0
2022-09-26	100054	144	283	0
2022-09-23	99910	131	283	0
2022-09-22	99779	103	283	0
2022-09-21	99676	152	283	0
2022-09-20	99524	183	283	0
2022-09-19	99341	123	283	0
2022-09-16	99218	72	283	0
2022-09-15	99146	101	283	0
2022-09-14	99045	131	283	0
2022-09-13	98914	124	283	0
2022-09-12	98790	80	283	0
2022-09-09	98710	72	283	0
2022-09-08	98638	63	283	0
2022-09-07	98575	113	283	0
2022-09-06	98462	144	283	1
2022-09-05	98318	114	282	0
2022-09-02	98204	147	282	0
2022-09-01	98057	92	282	0
2022-08-31	97965	82	282	0
2022-08-30	97883	213	282	0
2022-08-29	97670	183	282	0
2022-08-26	97487	80	282	0
2022-08-25	97407	133	282	0
2022-08-24	97274	180	282	0
2022-08-23	97094	155	282	0
2022-08-22	96939	133	282	0
2022-08-19	96806	132	282	0
2022-08-18	96674	154	282	0
2022-08-17	96520	151	282	0
2022-08-16	96369	171	282	0
2022-08-15	96198	173	282	0
2022-08-12	96025	121	282	0
2022-08-11	95904	160	282	0
2022-08-10	95744	190	282	0
2022-08-09	95554	220	282	1
2022-08-08	95334	158	281	0
2022-08-05	95176	133	281	0
2022-08-04	95043	169	281	0
2022-08-03	94874	200	281	0
2022-08-02	94674	239	281	1
2022-08-01	94435	277	280	1
2022-07-29	94158	172	279	0
2022-07-28	93986	179	279	0
2022-07-27	93807	228	279	0
2022-07-26	93579	355	279	0
2022-07-25	93224	382	279	0
2022-07-22	92842	182	279	0
2022-07-21	92660	319	279	0
2022-07-20	92341	340	279	0
2022-07-19	92001	402	279	1
2022-07-18	91599	376	278	0
2022-07-15	91223	257	278	0
2022-07-14	90966	314	278	0
2022-07-13	90652	474	278	0
2022-07-12	90178	432	278	1
2022-07-11	89746	479	277	0
2022-07-08	89267	335	277	0
2022-07-07	88932	344	277	0
2022-07-06	88588	363	277	0
2022-07-05	88225	617	277	0
2022-07-04	87608	437	277	0
2022-07-01	87171	370	277	0
2022-06-30	86801	396	277	0
2022-06-29	86405	564	277	1
2022-06-28	85841	589	276	0
2022-06-27	85252	600	276	2
2022-06-24	84652	573	274	0
2022-06-23	84079	593	274	0
2022-06-22	83486	767	274	0
2022-06-21	82719	650	274	0
2022-06-20	82069	689	274	0
2022-06-17	81380	417	274	0
2022-06-15	80963	431	274	0
2022-06-14	80532	500	274	0
2022-06-13	80032	242	274	2
2022-06-12	79790	244	272	0
2022-06-10	79546	329	272	1
2022-06-09	79217	304	271	0
2022-06-08	78913	338	271	0
2022-06-07	78575	332	271	0
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2022-06-01	77875	177	271	0
2022-05-31	77698	210	271	0
2022-05-30	77488	198	271	0
2022-05-28	77290	12	271	0
2022-05-27	77278	153	271	0
2022-05-25	77125	110	271	0
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2022-05-23	76783	254	271	0
2022-05-20	76529	166	271	0
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2022-05-18	76197	241	271	0
2022-05-17	75956	313	271	0
2022-05-16	75643	336	271	0
2022-05-13	75307	195	271	0
2022-05-12	75112	240	271	0
2022-05-11	74872	275	271	1
2022-05-10	74597	373	270	0
2022-05-09	74224	428	270	0
2022-05-06	73796	231	270	0
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2022-05-03	72958	534	270	0
2022-05-02	72424	434	270	0
2022-04-29	71990	256	270	0
2022-04-28	71734	410	270	2
2022-04-27	71324	362	268	0
2022-04-26	70962	581	268	0
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2022-04-20	68483	612	268	0
2022-04-19	67871	931	268	0
2022-04-14	66940	478	268	0
2022-04-13	66462	438	268	0
2022-04-12	66024	712	268	1
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2022-01-20	17280	229	241	0
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2021-11-30	13359	92	223	0
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2021-11-27	13183	60	223	0
2021-11-26	13123	79	223	3
2021-11-25	13044	101	220	0
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2021-09-12	10995	15	207	1
2021-09-11	10980	18	206	0
2021-09-10	10962	18	206	0
2021-09-09	10944	41	206	0
2021-09-08	10903	35	206	0
2021-09-07	10868	36	206	0
2021-09-06	10832	25	206	0
2021-09-05	10807	21	206	0
2021-09-04	10786	26	206	0
2021-09-03	10760	45	206	0
2021-09-02	10715	50	206	0
2021-09-01	10665	30	206	1
2021-08-31	10635	37	205	0
2021-08-30	10598	36	205	0
2021-08-29	10562	34	205	1
2021-08-28	10528	41	204	0
2021-08-27	10487	24	204	0
2021-08-26	10463	36	204	0
2021-08-25	10427	23	204	0
2021-08-24	10404	29	204	0
2021-08-23	10375	22	204	0
2021-08-22	10353	25	204	0
2021-08-21	10328	46	204	0
2021-08-20	10282	39	204	0
2021-08-19	10243	37	204	0
2021-08-18	10206	20	204	0
2021-08-17	10186	25	204	0
2021-08-16	10161	7	204	0
2021-08-15	10154	1	204	0
2021-08-14	10153	17	204	0
2021-08-13	10136	14	204	0
2021-08-12	10122	16	204	1
2021-08-11	10106	25	203	0
2021-08-10	10081	13	203	0
2021-08-09	10068	1	203	0
2021-08-08	10067	1	203	0
2021-08-07	10066	21	203	0
2021-08-06	10045	15	203	0
2021-08-05	10030	12	203	0
2021-08-04	10018	15	203	0
2021-08-03	10003	18	203	0
2021-08-02	9985	6	203	0
2021-08-01	9979	5	203	0
2021-07-31	9974	15	203	0
2021-07-30	9959	11	203	0
2021-07-29	9948	17	203	1
2021-07-28	9931	14	202	1
2021-07-27	9917	23	201	0
2021-07-26	9894	1	201	0
2021-07-24	9893	6	201	0
2021-07-23	9887	4	201	0
2021-07-22	9883	5	201	0
2021-07-21	9878	7	201	0
2021-07-20	9871	6	201	0
2021-07-19	9865	2	201	0
2021-07-18	9863	2	201	0
2021-07-17	9861	2	201	0
2021-07-16	9859	4	201	0
2021-07-15	9855	2	201	0
2021-07-14	9853	3	201	0
2021-07-13	9850	1	201	0
2021-07-11	9849	3	201	0
2021-07-10	9846	2	201	0
2021-07-09	9844	2	201	1
2021-07-08	9842	3	200	0
2021-07-07	9839	3	200	0
2021-07-06	9836	6	200	0
2021-07-05	9830	2	200	0
2021-07-04	9828	1	200	0
2021-07-03	9827	6	200	0
2021-07-02	9821	5	200	0
2021-07-01	9816	8	200	0
2021-06-30	9808	11	200	0
2021-06-29	9797	7	200	0
2021-06-28	9790	2	200	0
2021-06-26	9788	9	200	0
2021-06-25	9779	5	200	0
2021-06-24	9774	3	200	0
2021-06-23	9771	8	200	0
2021-06-22	9763	7	200	0
2021-06-19	9756	3	200	0
2021-06-18	9753	5	200	0
2021-06-17	9748	4	200	0
2021-06-16	9744	2	200	0
2021-06-15	9742	2	200	0
2021-06-14	9740	7	200	0
2021-06-13	9733	1	200	0
2021-06-12	9732	2	200	0
2021-06-11	9730	5	200	0
2021-06-10	9725	10	200	0
2021-06-09	9715	12	200	0
2021-06-08	9703	16	200	0
2021-06-07	9687	2	200	0
2021-06-06	9685	3	200	0
2021-06-05	9682	9	200	0
2021-06-04	9673	8	200	0
2021-06-03	9665	14	200	0
2021-06-02	9651	14	200	0
2021-06-01	9637	29	200	0
2021-05-31	9608	3	200	0
2021-05-30	9605	4	200	0
2021-05-29	9601	15	200	0
2021-05-28	9586	15	200	0
2021-05-27	9571	43	200	0
2021-05-26	9528	23	200	0
2021-05-25	9505	1	200	0
2021-05-24	9504	3	200	0
2021-05-23	9501	6	200	0
2021-05-22	9495	20	200	0
2021-05-21	9475	11	200	0
2021-05-20	9464	26	200	0
2021-05-19	9438	41	200	0
2021-05-18	9397	39	200	1
2021-05-17	9358	13	199	0
2021-05-16	9345	4	199	0
2021-05-15	9341	33	199	0
2021-05-14	9308	16	199	0
2021-05-13	9292	29	199	0
2021-05-12	9263	53	199	0
2021-05-11	9210	56	199	2
2021-05-10	9154	10	197	0
2021-05-09	9144	10	197	0
2021-05-08	9134	49	197	0
2021-05-07	9085	46	197	1
2021-05-06	9039	67	196	1
2021-05-05	8972	67	195	1
2021-05-04	8905	72	194	1
2021-05-03	8833	46	193	0
2021-05-02	8787	29	193	0
2021-05-01	8758	43	193	0
2021-04-30	8715	53	193	0
2021-04-29	8662	90	193	0
2021-04-28	8572	96	193	0
2021-04-27	8476	77	193	2
2021-04-26	8399	44	191	0
2021-04-25	8355	46	191	0
2021-04-24	8309	68	191	1
2021-04-23	8241	70	190	1
2021-04-22	8171	75	189	4
2021-04-21	8096	86	185	2
2021-04-20	8010	64	183	1
2021-04-19	7946	17	182	0
2021-04-18	7929	31	182	0
2021-04-17	7898	34	182	0
2021-04-16	7864	71	182	2
2021-04-15	7793	62	180	1
2021-04-14	7731	64	179	0
2021-04-13	7667	65	179	1
2021-04-12	7602	8	178	0
2021-04-11	7594	28	178	0
2021-04-10	7566	40	178	0
2021-04-09	7526	65	178	0
2021-04-08	7461	88	178	1
2021-04-07	7373	68	177	0
2021-04-06	7305	12	177	0
2021-04-05	7293	2	177	0
2021-04-04	7291	7	177	0
2021-04-03	7284	27	177	0
2021-04-02	7257	82	177	1
2021-04-01	7175	68	176	1
2021-03-31	7107	64	175	1
2021-03-30	7043	40	174	0
2021-03-29	7003	29	174	0
2021-03-28	6974	34	174	1
2021-03-27	6940	53	173	0
2021-03-26	6887	43	173	1
2021-03-25	6844	61	172	0
2021-03-24	6783	60	172	2
2021-03-23	6723	43	170	1
2021-03-22	6680	8	169	0
2021-03-21	6672	24	169	0
2021-03-20	6648	32	169	0
2021-03-19	6616	34	169	1
2021-03-18	6582	54	168	1
2021-03-17	6528	39	167	1
2021-03-16	6489	42	166	1
2021-03-15	6447	8	165	0
2021-03-14	6439	9	165	0
2021-03-13	6430	35	165	0
2021-03-12	6395	26	165	0
2021-03-11	6369	36	165	0
2021-03-10	6333	41	165	0
2021-03-09	6292	36	165	1
2021-03-08	6256	7	164	0
2021-03-07	6249	16	164	0
2021-03-06	6233	26	164	3
2021-03-05	6207	33	161	0
2021-03-04	6174	38	161	0
2021-03-03	6136	35	161	2
2021-03-02	6101	27	159	1
2021-03-01	6074	12	158	1
2021-02-28	6062	36	157	0
2021-02-27	6026	45	157	2
2021-02-26	5981	39	155	0
2021-02-25	5942	35	155	5
2021-02-24	5907	51	150	4
2021-02-23	5856	27	146	1
2021-02-22	5829	1	145	0
2021-02-21	5828	24	145	1
2021-02-20	5804	46	144	2
2021-02-19	5758	30	142	0
2021-02-18	5728	46	142	2
2021-02-17	5682	34	140	1
2021-02-16	5648	28	139	4
2021-02-15	5620	10	135	0
2021-02-14	5610	27	135	1
2021-02-13	5583	19	134	1
2021-02-12	5564	25	133	0
2021-02-11	5539	46	133	0
2021-02-10	5493	36	133	1
2021-02-09	5457	28	132	1
2021-02-08	5429	9	131	0
2021-02-07	5420	28	131	1
2021-02-06	5392	41	130	0
2021-02-05	5351	49	130	0
2021-02-04	5302	41	130	1
2021-02-03	5261	29	129	1
2021-02-02	5232	25	128	2
2021-02-01	5207	14	126	0
2021-01-31	5193	37	126	4
2021-01-30	5156	39	122	0
2021-01-29	5117	33	122	2
2021-01-28	5084	35	120	0
2021-01-27	5049	34	120	4
2021-01-26	5015	20	116	1
2021-01-25	4995	19	115	0
2021-01-24	4976	17	115	0
2021-01-23	4959	47	115	0
2021-01-22	4912	44	115	4
2021-01-21	4868	48	111	2
2021-01-20	4820	34	109	3
2021-01-19	4786	34	106	2
2021-01-18	4752	25	104	0
2021-01-17	4727	25	104	0
2021-01-16	4702	45	104	4
2021-01-15	4657	46	100	3
2021-01-14	4611	42	97	0
2021-01-13	4569	47	97	5
2021-01-12	4522	24	92	0
2021-01-11	4498	22	92	1
2021-01-10	4476	33	91	1
2021-01-09	4443	32	90	1
2021-01-08	4411	33	89	0
2021-01-07	4378	75	89	0
2021-01-06	4303	66	89	2
2021-01-05	4237	23	87	0
2021-01-04	4214	20	87	2
2021-01-03	4194	9	85	0
2021-01-02	4185	28	85	1
2021-01-01	4157	14	84	0
2020-12-31	4143	40	84	0
2020-12-30	4103	30	84	1
2020-12-29	4073	29	83	0
2020-12-28	4044	13	83	0
2020-12-27	4031	16	83	1
2020-12-26	4015	30	82	1
2020-12-25	3985	30	81	1
2020-12-24	3955	33	80	0
2020-12-23	3922	59	80	0
2020-12-22	3863	67	80	1
2020-12-21	3796	32	79	0
2020-12-20	3764	15	79	0
2020-12-19	3749	36	79	0
2020-12-18	3713	64	79	3
2020-12-17	3649	60	76	3
2020-12-16	3589	62	73	2
2020-12-15	3527	28	71	0
2020-12-14	3499	27	71	1
2020-12-13	3472	21	70	1
2020-12-12	3451	45	69	2
2020-12-11	3406	49	67	4
2020-12-10	3357	32	63	0
2020-12-09	3325	34	63	0
2020-12-08	3291	31	63	1
2020-12-07	3260	18	62	0
2020-12-06	3242	42	62	3
2020-12-05	3200	18	59	0
2020-12-04	3182	45	59	1
2020-12-03	3137	43	58	0
2020-12-02	3094	27	58	0
2020-12-01	3067	29	58	0
2020-11-30	3038	29	58	2
2020-11-29	3009	14	56	0
2020-11-28	2995	25	56	0
2020-11-27	2970	26	56	2
2020-11-26	2944	59	54	1
2020-11-25	2885	30	53	0
2020-11-24	2855	34	53	1
2020-11-23	2821	32	52	2
2020-11-22	2789	19	50	1
2020-11-21	2770	21	49	0
2020-11-20	2749	37	49	1
2020-11-19	2712	68	48	2
2020-11-18	2644	52	46	0
2020-11-17	2592	48	46	3
2020-11-16	2544	63	43	3
2020-11-15	2481	60	40	0
2020-11-14	2421	103	40	2
2020-11-13	2318	20	38	0
2020-11-12	2298	74	38	0
2020-11-11	2224	80	38	1
2020-11-10	2144	94	37	4
2020-11-09	2050	79	33	2
2020-11-08	1971	39	31	0
2020-11-07	1932	32	31	0
2020-11-06	1900	54	31	3
2020-11-05	1846	71	28	0
2020-11-04	1775	63	28	1
2020-11-03	1712	110	27	1
2020-11-02	1602	24	26	0
2020-11-01	1578	52	26	0
2020-10-31	1526	69	26	1
2020-10-30	1457	33	25	0
2020-10-29	1424	70	25	1
2020-10-28	1354	28	24	0
2020-10-27	1326	50	24	0
2020-10-26	1276	54	24	0
2020-10-25	1222	59	24	1
2020-10-24	1163	34	23	0
2020-10-23	1129	21	23	0
2020-10-22	1108	34	23	0
2020-10-21	1074	43	23	0
2020-10-20	1031	9	23	1
2020-10-19	1022	18	22	1
2020-10-18	1004	6	21	0
2020-10-17	998	10	21	0
2020-10-16	988	20	21	0
2020-10-15	968	7	21	0
2020-10-14	961	10	21	1
2020-10-13	951	7	20	0
2020-10-12	944	5	20	0
2020-10-11	939	4	20	0
2020-10-10	935	5	20	0
2020-10-09	930	6	20	0
2020-10-08	924	3	20	0
2020-10-07	921	7	20	0
2020-10-06	914	8	20	0
2020-10-05	906	2	20	0
2020-10-04	904	2	20	0
2020-10-03	902	4	20	0
2020-10-02	898	8	20	0
2020-09-30	890	1	20	0
2020-09-29	889	3	20	0
2020-09-28	886	3	20	0
2020-09-26	883	2	20	0
2020-09-24	881	3	20	0
2020-09-23	878	2	20	0
2020-09-22	876	2	20	0
2020-09-21	874	7	20	0
2020-09-18	867	7	20	0
2020-09-17	860	6	20	0
2020-09-16	854	1	20	0
2020-09-15	853	3	20	0
2020-09-14	850	1	20	0
2020-09-13	849	4	20	1
2020-09-10	845	1	19	0
2020-09-09	844	1	19	0
2020-09-08	843	5	19	0
2020-09-06	838	2	19	0
2020-09-05	836	2	19	0
2020-09-04	834	4	19	0
2020-09-03	830	3	19	0
2020-09-02	827	1	19	0
2020-09-01	826	1	19	0
2020-08-31	825	4	19	0
2020-08-30	821	2	19	0
2020-08-29	819	4	19	0
2020-08-26	815	4	19	0
2020-08-25	811	1	19	0
2020-08-24	810	1	19	0
2020-08-23	809	2	19	0
2020-08-22	807	2	19	0
2020-08-21	805	4	19	0
2020-08-20	801	6	19	0
2020-08-19	795	6	19	0
2020-08-18	789	1	19	0
2020-08-17	788	5	19	0
2020-08-16	783	3	19	0
2020-08-15	780	3	19	0
2020-08-14	777	9	19	0
2020-08-13	768	1	19	0
2020-08-12	767	9	19	0
2020-08-11	758	5	19	0
2020-08-10	753	6	19	0
2020-08-09	747	9	19	0
2020-08-07	738	2	19	0
2020-08-06	736	3	19	0
2020-08-05	733	3	19	0
2020-08-04	730	8	19	0
2020-08-03	722	1	19	0
2020-08-02	721	6	19	0
2020-08-01	715	1	19	0
2020-07-31	714	4	19	0
2020-07-30	710	6	19	0
2020-07-29	704	3	19	0
2020-07-28	701	1	19	0
2020-07-27	700	1	19	0
2020-07-24	699	1	19	0
2020-07-22	698	2	19	0
2020-07-19	696	4	19	0
2020-07-17	692	1	19	0
2020-07-16	691	8	19	0
2020-07-15	683	8	19	0
2020-07-14	675	5	19	0
2020-07-13	670	8	19	0
2020-07-12	662	7	19	0
2020-07-10	655	10	19	0
2020-07-09	645	12	19	0
2020-07-08	633	4	19	0
2020-07-07	629	2	19	1
2020-07-06	627	1	18	0
2020-07-05	626	1	18	0
2020-07-01	625	1	18	0
2020-06-28	624	1	18	0
2020-06-27	623	1	18	0
2020-06-24	622	2	18	0
2020-06-23	620	1	18	0
2020-06-22	619	1	18	0
2020-06-21	618	2	18	0
2020-06-18	616	2	18	0
2020-06-13	614	3	18	0
2020-06-10	611	1	18	0
2020-06-08	610	1	18	0
2020-05-30	609	1	18	0
2020-05-28	608	1	18	0
2020-05-18	607	3	18	0
2020-05-17	604	1	18	0
2020-05-16	603	1	18	0
2020-05-15	602	2	18	0
2020-05-14	600	1	18	0
2020-05-13	599	2	18	0
2020-05-12	597	1	18	0
2020-05-11	596	2	18	0
2020-05-10	594	1	18	0
2020-05-09	593	1	18	0
2020-05-08	592	2	18	0
2020-05-07	590	1	18	0
2020-05-06	589	4	18	0
2020-05-03	585	1	18	0
2020-04-30	584	3	18	0
2020-04-29	581	10	18	0
2020-04-28	571	6	18	0
2020-04-27	565	1	18	0
2020-04-24	564	3	18	0
2020-04-23	561	1	18	0
2020-04-22	560	4	18	0
2020-04-21	556	3	18	0
2020-04-19	553	1	18	0
2020-04-18	552	7	18	0
2020-04-17	545	4	18	0
2020-04-16	541	12	18	0
2020-04-15	529	4	18	0
2020-04-14	525	9	18	1
2020-04-13	516	1	17	0
2020-04-12	515	9	17	2
2020-04-11	506	8	15	0
2020-04-10	498	22	15	1
2020-04-09	476	36	14	3
2020-04-08	440	16	11	0
2020-04-07	424	19	11	2
2020-04-06	405	6	9	2
2020-04-05	399	11	7	0
2020-04-04	388	21	7	0
2020-04-03	367	19	7	1
2020-04-02	348	31	6	1
2020-04-01	317	27	5	0
2020-03-31	290	34	5	2
2020-03-30	256	10	3	0
2020-03-29	246	14	3	0
2020-03-28	232	16	3	1
2020-03-27	216	17	2	1
2020-03-26	199	24	1	1
2020-03-25	175	21	0	0
2020-03-24	154	13	0	0
2020-03-23	141	16	0	0
2020-03-22	125	15	0	0
2020-03-21	110	5	0	0
2020-03-20	105	11	0	0
2020-03-19	94	32	0	0
2020-03-18	62	6	0	0
2020-03-17	56	18	0	0
2020-03-16	38	6	0	0
2020-03-15	32	5	0	0
2020-03-14	27	8	0	0
2020-03-13	19	4	0	0
2020-03-12	15	9	0	0
2020-03-11	6	5	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: 0:03:49.954643