Germany: SK Remscheid (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 14:32:51 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Remscheid")
print(f'Population of country="Germany", subregion="SK Remscheid": {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 Remscheid": 111770 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	53071	12	310	0
2023-03-03	53059	9	310	0
2023-03-02	53050	5	310	0
2023-03-01	53045	51	310	0
2023-02-28	52994	47	310	0
2023-02-27	52947	80	310	0
2023-02-24	52867	50	310	0
2023-02-23	52817	64	310	0
2023-02-22	52753	32	310	0
2023-02-21	52721	44	310	0
2023-02-20	52677	65	310	0
2023-02-17	52612	28	310	0
2023-02-16	52584	28	310	0
2023-02-15	52556	37	310	0
2023-02-14	52519	55	310	0
2023-02-13	52464	53	310	0
2023-02-10	52411	38	310	0
2023-02-09	52373	33	310	0
2023-02-08	52340	48	310	0
2023-02-07	52292	38	310	1
2023-02-06	52254	64	309	0
2023-02-03	52190	33	309	0
2023-02-02	52157	41	309	0
2023-02-01	52116	43	309	0
2023-01-31	52073	50	309	0
2023-01-30	52023	58	309	0
2023-01-27	51965	15	309	0
2023-01-26	51950	43	309	0
2023-01-25	51907	49	309	0
2023-01-24	51858	47	309	0
2023-01-23	51811	55	309	0
2023-01-20	51756	17	309	0
2023-01-19	51739	33	309	0
2023-01-18	51706	25	309	0
2023-01-17	51681	47	309	0
2023-01-16	51634	47	309	0
2023-01-13	51587	27	309	0
2023-01-12	51560	31	309	0
2023-01-11	51529	41	309	0
2023-01-10	51488	43	309	0
2023-01-09	51445	70	309	0
2023-01-06	51375	45	309	0
2023-01-05	51330	56	309	0
2023-01-04	51274	75	309	0
2023-01-03	51199	60	309	1
2023-01-02	51139	116	308	0
2022-12-30	51023	65	308	1
2022-12-29	50958	114	307	0
2022-12-28	50844	100	307	1
2022-12-27	50744	162	306	1
2022-12-23	50582	118	305	0
2022-12-22	50464	86	305	0
2022-12-21	50378	123	305	0
2022-12-20	50255	100	305	0
2022-12-19	50155	182	305	1
2022-12-16	49973	62	304	0
2022-12-15	49911	97	304	0
2022-12-14	49814	117	304	0
2022-12-13	49697	89	304	0
2022-12-12	49608	131	304	0
2022-12-09	49477	65	304	0
2022-12-08	49412	75	304	0
2022-12-07	49337	68	304	0
2022-12-06	49269	79	304	0
2022-12-05	49190	143	304	0
2022-12-02	49047	63	304	0
2022-12-01	48984	74	304	1
2022-11-30	48910	93	303	1
2022-11-29	48817	95	302	0
2022-11-28	48722	147	302	2
2022-11-25	48575	44	300	0
2022-11-24	48531	60	300	0
2022-11-23	48471	63	300	0
2022-11-22	48408	70	300	1
2022-11-21	48338	92	299	0
2022-11-18	48246	43	299	0
2022-11-17	48203	45	299	1
2022-11-16	48158	55	298	0
2022-11-15	48103	60	298	0
2022-11-14	48043	113	298	0
2022-11-11	47930	65	298	0
2022-11-10	47865	63	298	0
2022-11-09	47802	79	298	2
2022-11-08	47723	79	296	0
2022-11-07	47644	154	296	0
2022-11-04	47490	78	296	0
2022-11-03	47412	86	296	0
2022-11-02	47326	116	296	0
2022-10-31	47210	170	296	0
2022-10-28	47040	80	296	0
2022-10-27	46960	108	296	1
2022-10-26	46852	113	295	0
2022-10-25	46739	144	295	0
2022-10-24	46595	216	295	0
2022-10-21	46379	119	295	1
2022-10-20	46260	129	294	0
2022-10-19	46131	149	294	2
2022-10-18	45982	195	292	0
2022-10-17	45787	297	292	1
2022-10-14	45490	165	291	1
2022-10-13	45325	75	290	0
2022-10-12	45250	174	290	1
2022-10-11	45076	90	289	0
2022-10-10	44986	290	289	0
2022-10-07	44696	92	289	0
2022-10-06	44604	179	289	0
2022-10-05	44425	119	289	0
2022-10-04	44306	244	289	0
2022-09-30	44062	72	289	0
2022-09-29	43990	74	289	0
2022-09-28	43916	64	289	0
2022-09-27	43852	102	289	0
2022-09-26	43750	136	289	0
2022-09-23	43614	51	289	0
2022-09-22	43563	58	289	0
2022-09-21	43505	46	289	0
2022-09-20	43459	80	289	0
2022-09-19	43379	83	289	1
2022-09-16	43296	35	288	1
2022-09-15	43261	60	287	0
2022-09-14	43201	52	287	0
2022-09-13	43149	53	287	1
2022-09-12	43096	89	286	0
2022-09-09	43007	29	286	1
2022-09-08	42978	69	285	0
2022-09-07	42909	55	285	0
2022-09-06	42854	53	285	0
2022-09-05	42801	131	285	0
2022-09-02	42670	50	285	0
2022-09-01	42620	52	285	0
2022-08-31	42568	52	285	0
2022-08-30	42516	75	285	0
2022-08-29	42441	106	285	0
2022-08-26	42335	67	285	1
2022-08-25	42268	42	284	0
2022-08-24	42226	63	284	0
2022-08-23	42163	126	284	0
2022-08-22	42037	150	284	1
2022-08-19	41887	90	283	0
2022-08-18	41797	81	283	0
2022-08-17	41716	100	283	0
2022-08-16	41616	172	283	0
2022-08-15	41444	139	283	0
2022-08-12	41305	83	283	0
2022-08-11	41222	101	283	1
2022-08-10	41121	102	282	0
2022-08-09	41019	112	282	0
2022-08-08	40907	207	282	0
2022-08-05	40700	80	282	0
2022-08-04	40620	106	282	0
2022-08-03	40514	108	282	0
2022-08-02	40406	111	282	0
2022-08-01	40295	182	282	0
2022-07-29	40113	98	282	0
2022-07-28	40015	66	282	0
2022-07-27	39949	102	282	0
2022-07-26	39847	125	282	0
2022-07-25	39722	178	282	0
2022-07-22	39544	104	282	0
2022-07-21	39440	126	282	0
2022-07-20	39314	72	282	0
2022-07-19	39242	109	282	0
2022-07-18	39133	251	282	0
2022-07-15	38882	115	282	0
2022-07-14	38767	101	282	0
2022-07-13	38666	126	282	0
2022-07-12	38540	179	282	0
2022-07-11	38361	208	282	0
2022-07-08	38153	111	282	0
2022-07-07	38042	108	282	0
2022-07-06	37934	175	282	0
2022-07-05	37759	108	282	0
2022-07-04	37651	268	282	1
2022-07-01	37383	134	281	0
2022-06-30	37249	158	281	0
2022-06-29	37091	125	281	0
2022-06-28	36966	152	281	1
2022-06-27	36814	329	280	0
2022-06-24	36485	138	280	0
2022-06-23	36347	186	280	0
2022-06-22	36161	245	280	0
2022-06-21	35916	156	280	1
2022-06-20	35760	281	279	0
2022-06-17	35479	226	279	0
2022-06-15	35253	151	279	0
2022-06-14	35102	124	279	0
2022-06-13	34978	192	279	0
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2022-05-27	34019	72	278	0
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2022-04-22	31757	124	274	0
2022-04-21	31633	135	274	0
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2022-04-19	31309	435	274	3
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2022-04-13	30723	167	271	0
2022-04-12	30556	193	271	0
2022-04-11	30363	234	271	0
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2022-04-07	30004	121	271	0
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2022-03-29	28716	243	269	1
2022-03-28	28473	392	268	2
2022-03-25	28081	258	266	1
2022-03-24	27823	275	265	1
2022-03-23	27548	182	264	2
2022-03-22	27366	231	262	1
2022-03-21	27135	418	261	1
2022-03-18	26717	262	260	2
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2021-12-31	9841	40	220	0
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2021-12-24	9607	26	217	2
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2021-08-02	6315	1	183	0
2021-08-01	6314	2	183	0
2021-07-31	6312	4	183	0
2021-07-30	6308	2	183	0
2021-07-29	6306	3	183	0
2021-07-28	6303	1	183	0
2021-07-27	6302	10	183	0
2021-07-25	6292	1	183	0
2021-07-24	6291	1	183	0
2021-07-23	6290	2	183	0
2021-07-21	6288	2	183	0
2021-07-20	6286	1	183	0
2021-07-18	6285	1	183	0
2021-07-16	6284	2	183	0
2021-07-13	6282	4	183	0
2021-07-11	6278	2	183	0
2021-07-10	6276	1	183	0
2021-07-09	6275	1	183	0
2021-07-08	6274	1	183	0
2021-07-06	6273	1	183	0
2021-06-28	6272	1	183	0
2021-06-26	6271	1	183	0
2021-06-25	6270	1	183	0
2021-06-23	6269	3	183	0
2021-06-22	6266	1	183	0
2021-06-20	6265	1	183	0
2021-06-19	6264	1	183	0
2021-06-18	6263	1	183	0
2021-06-16	6262	3	183	0
2021-06-15	6259	4	183	0
2021-06-12	6255	3	183	0
2021-06-11	6252	4	183	0
2021-06-10	6248	2	183	0
2021-06-09	6246	2	183	0
2021-06-08	6244	7	183	0
2021-06-06	6237	5	183	0
2021-06-05	6232	5	183	1
2021-06-04	6227	2	182	0
2021-06-03	6225	3	182	0
2021-06-02	6222	2	182	0
2021-06-01	6220	10	182	0
2021-05-30	6210	8	182	0
2021-05-29	6202	11	182	0
2021-05-28	6191	9	182	0
2021-05-27	6182	12	182	0
2021-05-26	6170	21	182	0
2021-05-25	6149	1	182	0
2021-05-24	6148	5	182	0
2021-05-23	6143	5	182	0
2021-05-22	6138	17	182	0
2021-05-21	6121	14	182	0
2021-05-20	6107	20	182	0
2021-05-19	6087	27	182	0
2021-05-18	6060	24	182	0
2021-05-17	6036	10	182	0
2021-05-16	6026	17	182	3
2021-05-15	6009	28	179	0
2021-05-14	5981	11	179	0
2021-05-13	5970	14	179	0
2021-05-12	5956	20	179	1
2021-05-11	5936	28	178	1
2021-05-10	5908	4	177	0
2021-05-09	5904	16	177	0
2021-05-08	5888	17	177	0
2021-05-07	5871	25	177	2
2021-05-06	5846	24	175	0
2021-05-05	5822	37	175	2
2021-05-04	5785	27	173	0
2021-05-03	5758	6	173	0
2021-05-02	5752	32	173	0
2021-05-01	5720	35	173	2
2021-04-30	5685	52	171	0
2021-04-29	5633	45	171	0
2021-04-28	5588	78	171	0
2021-04-27	5510	42	171	2
2021-04-26	5468	12	169	0
2021-04-25	5456	15	169	0
2021-04-24	5441	41	169	0
2021-04-23	5400	63	169	2
2021-04-22	5337	76	167	1
2021-04-21	5261	59	166	0
2021-04-20	5202	47	166	3
2021-04-19	5155	5	163	1
2021-04-18	5150	23	162	1
2021-04-17	5127	43	161	0
2021-04-16	5084	60	161	1
2021-04-15	5024	51	160	0
2021-04-14	4973	95	160	1
2021-04-13	4878	71	159	0
2021-04-12	4807	11	159	0
2021-04-11	4796	49	159	0
2021-04-10	4747	55	159	2
2021-04-09	4692	42	157	1
2021-04-08	4650	42	156	1
2021-04-07	4608	52	155	3
2021-04-06	4556	24	152	0
2021-04-05	4532	20	152	0
2021-04-04	4512	7	152	1
2021-04-03	4505	25	151	0
2021-04-02	4480	45	151	0
2021-04-01	4435	22	151	0
2021-03-31	4413	41	151	1
2021-03-30	4372	40	150	1
2021-03-29	4332	18	149	0
2021-03-28	4314	27	149	0
2021-03-27	4287	28	149	0
2021-03-26	4259	33	149	0
2021-03-25	4226	49	149	0
2021-03-24	4177	45	149	1
2021-03-23	4132	34	148	3
2021-03-22	4098	14	145	0
2021-03-21	4084	28	145	0
2021-03-20	4056	26	145	0
2021-03-19	4030	40	145	2
2021-03-18	3990	29	143	0
2021-03-17	3961	18	143	0
2021-03-16	3943	37	143	0
2021-03-15	3906	1	143	0
2021-03-14	3905	10	143	0
2021-03-13	3895	12	143	0
2021-03-12	3883	29	143	1
2021-03-11	3854	20	142	0
2021-03-10	3834	23	142	1
2021-03-09	3811	25	141	0
2021-03-08	3786	2	141	0
2021-03-07	3784	4	141	0
2021-03-06	3780	24	141	0
2021-03-05	3756	31	141	1
2021-03-04	3725	26	140	0
2021-03-03	3699	23	140	0
2021-03-02	3676	25	140	0
2021-03-01	3651	3	140	0
2021-02-28	3648	5	140	0
2021-02-27	3643	14	140	0
2021-02-26	3629	22	140	0
2021-02-25	3607	12	140	0
2021-02-24	3595	20	140	0
2021-02-23	3575	25	140	0
2021-02-22	3550	1	140	0
2021-02-21	3549	2	140	0
2021-02-20	3547	11	140	0
2021-02-19	3536	14	140	0
2021-02-18	3522	17	140	0
2021-02-17	3505	12	140	0
2021-02-16	3493	16	140	0
2021-02-15	3477	2	140	0
2021-02-14	3475	3	140	0
2021-02-13	3472	6	140	1
2021-02-12	3466	8	139	1
2021-02-11	3458	5	138	1
2021-02-10	3453	10	137	0
2021-02-09	3443	21	137	0
2021-02-08	3422	3	137	0
2021-02-07	3419	9	137	1
2021-02-06	3410	8	136	0
2021-02-05	3402	5	136	0
2021-02-04	3397	11	136	0
2021-02-03	3386	14	136	0
2021-02-02	3372	12	136	0
2021-01-31	3360	1	136	0
2021-01-30	3359	5	136	1
2021-01-29	3354	15	135	2
2021-01-28	3339	14	133	2
2021-01-27	3325	19	131	0
2021-01-26	3306	19	131	0
2021-01-25	3287	3	131	0
2021-01-24	3284	8	131	2
2021-01-23	3276	14	129	0
2021-01-22	3262	21	129	0
2021-01-21	3241	14	129	0
2021-01-20	3227	27	129	1
2021-01-19	3200	11	128	0
2021-01-18	3189	15	128	0
2021-01-16	3174	19	128	0
2021-01-15	3155	22	128	0
2021-01-14	3133	17	128	2
2021-01-13	3116	29	126	0
2021-01-12	3087	24	126	1
2021-01-11	3063	10	125	0
2021-01-09	3053	12	125	0
2021-01-08	3041	13	125	1
2021-01-07	3028	28	124	1
2021-01-06	3000	35	123	2
2021-01-05	2965	38	121	2
2021-01-04	2927	4	119	0
2021-01-03	2923	17	119	1
2021-01-02	2906	4	118	0
2020-12-31	2902	9	118	0
2020-12-30	2893	18	118	0
2020-12-29	2875	38	118	3
2020-12-28	2837	21	115	0
2020-12-26	2816	3	115	0
2020-12-25	2813	14	115	1
2020-12-24	2799	20	114	2
2020-12-23	2779	45	112	1
2020-12-22	2734	24	111	0
2020-12-21	2710	14	111	0
2020-12-20	2696	10	111	1
2020-12-19	2686	22	110	2
2020-12-18	2664	31	108	0
2020-12-17	2633	46	108	3
2020-12-16	2587	50	105	0
2020-12-15	2537	58	105	3
2020-12-14	2479	8	102	0
2020-12-13	2471	9	102	0
2020-12-12	2462	33	102	2
2020-12-11	2429	34	100	9
2020-12-10	2395	49	91	1
2020-12-09	2346	17	90	0
2020-12-08	2329	93	90	10
2020-12-07	2236	15	80	1
2020-12-06	2221	8	79	0
2020-12-05	2213	30	79	0
2020-12-04	2183	58	79	7
2020-12-03	2125	25	72	2
2020-12-02	2100	29	70	2
2020-12-01	2071	21	68	2
2020-11-30	2050	8	66	2
2020-11-29	2042	21	64	0
2020-11-28	2021	24	64	1
2020-11-27	1997	21	63	2
2020-11-26	1976	31	61	1
2020-11-25	1945	34	60	2
2020-11-24	1911	39	58	1
2020-11-23	1872	7	57	2
2020-11-22	1865	12	55	0
2020-11-21	1853	15	55	1
2020-11-20	1838	43	54	1
2020-11-19	1795	48	53	2
2020-11-18	1747	43	51	2
2020-11-17	1704	29	49	1
2020-11-16	1675	15	48	1
2020-11-15	1660	16	47	0
2020-11-14	1644	21	47	0
2020-11-13	1623	43	47	6
2020-11-12	1580	55	41	3
2020-11-11	1525	53	38	2
2020-11-10	1472	22	36	0
2020-11-09	1450	28	36	3
2020-11-08	1422	20	33	2
2020-11-07	1402	36	31	0
2020-11-06	1366	36	31	0
2020-11-05	1330	41	31	0
2020-11-04	1289	45	31	0
2020-11-03	1244	35	31	1
2020-11-02	1209	25	30	0
2020-11-01	1184	39	30	3
2020-10-31	1145	19	27	1
2020-10-30	1126	46	26	1
2020-10-29	1080	65	25	0
2020-10-28	1015	52	25	0
2020-10-27	963	31	25	1
2020-10-26	932	16	24	0
2020-10-25	916	44	24	2
2020-10-24	872	17	22	0
2020-10-23	855	57	22	2
2020-10-22	798	25	20	0
2020-10-21	773	29	20	0
2020-10-20	744	23	20	0
2020-10-19	721	11	20	0
2020-10-18	710	15	20	0
2020-10-17	695	10	20	0
2020-10-16	685	19	20	0
2020-10-15	666	6	20	0
2020-10-14	660	19	20	0
2020-10-13	641	9	20	0
2020-10-12	632	7	20	1
2020-10-11	625	2	19	0
2020-10-10	623	4	19	0
2020-10-09	619	12	19	0
2020-10-08	607	8	19	0
2020-10-07	599	10	19	0
2020-10-06	589	10	19	0
2020-10-05	579	2	19	0
2020-10-04	577	3	19	0
2020-10-03	574	12	19	0
2020-10-02	562	13	19	0
2020-10-01	549	18	19	0
2020-09-30	531	9	19	0
2020-09-29	522	12	19	0
2020-09-27	510	2	19	0
2020-09-26	508	9	19	0
2020-09-25	499	10	19	0
2020-09-24	489	23	19	0
2020-09-23	466	11	19	0
2020-09-22	455	18	19	0
2020-09-21	437	7	19	0
2020-09-20	430	2	19	0
2020-09-19	428	11	19	0
2020-09-18	417	10	19	0
2020-09-17	407	4	19	0
2020-09-16	403	9	19	0
2020-09-15	394	3	19	0
2020-09-14	391	4	19	0
2020-09-13	387	1	19	0
2020-09-12	386	1	19	0
2020-09-11	385	11	19	0
2020-09-10	374	7	19	0
2020-09-09	367	1	19	0
2020-09-08	366	2	19	0
2020-09-06	364	1	19	0
2020-09-05	363	1	19	0
2020-09-04	362	1	19	0
2020-09-03	361	2	19	0
2020-09-02	359	1	19	0
2020-09-01	358	3	19	0
2020-08-30	355	1	19	0
2020-08-28	354	6	19	0
2020-08-27	348	3	19	0
2020-08-26	345	4	19	0
2020-08-25	341	3	19	0
2020-08-24	338	2	19	0
2020-08-23	336	4	19	0
2020-08-22	332	4	19	0
2020-08-21	328	4	19	0
2020-08-20	324	4	19	0
2020-08-18	320	4	19	0
2020-08-17	316	2	19	0
2020-08-16	314	1	19	0
2020-08-14	313	1	19	0
2020-08-13	312	1	19	0
2020-08-12	311	6	19	0
2020-08-11	305	10	19	0
2020-08-09	295	2	19	0
2020-08-08	293	1	19	0
2020-08-07	292	4	19	0
2020-08-05	288	3	19	0
2020-08-04	285	7	19	0
2020-08-03	278	5	19	0
2020-08-02	273	3	19	0
2020-07-31	270	2	19	0
2020-07-30	268	1	19	0
2020-07-29	267	2	19	0
2020-07-28	265	2	19	0
2020-07-24	263	3	19	0
2020-07-21	260	1	19	0
2020-07-18	259	6	19	0
2020-07-17	253	1	19	0
2020-07-16	252	2	19	0
2020-07-14	250	2	19	0
2020-07-11	248	1	19	0
2020-07-10	247	1	19	0
2020-07-08	246	2	19	0
2020-06-23	244	2	19	0
2020-06-17	242	1	19	0
2020-05-30	241	1	19	0
2020-05-29	240	1	19	0
2020-05-27	239	1	19	0
2020-05-26	238	1	19	0
2020-05-25	237	1	19	0
2020-05-22	236	2	19	0
2020-05-16	234	1	19	0
2020-05-14	233	5	19	0
2020-05-13	228	2	19	0
2020-05-12	226	2	19	1
2020-05-11	224	1	18	0
2020-05-08	223	2	18	0
2020-05-07	221	2	18	0
2020-05-06	219	3	18	0
2020-05-05	216	2	18	1
2020-05-01	214	1	17	1
2020-04-28	213	3	16	0
2020-04-24	210	1	16	0
2020-04-23	209	4	16	0
2020-04-22	205	2	16	0
2020-04-21	203	3	16	0
2020-04-20	200	3	16	1
2020-04-19	197	1	15	0
2020-04-18	196	2	15	0
2020-04-17	194	6	15	0
2020-04-16	188	8	15	0
2020-04-15	180	12	15	1
2020-04-14	168	4	14	0
2020-04-13	164	1	14	0
2020-04-12	163	1	14	0
2020-04-11	162	3	14	1
2020-04-10	159	15	13	3
2020-04-09	144	29	10	5
2020-04-08	115	4	5	0
2020-04-07	111	9	5	0
2020-04-06	102	7	5	0
2020-04-05	95	7	5	2
2020-04-03	88	3	3	0
2020-04-02	85	8	3	0
2020-04-01	77	11	3	1
2020-03-31	66	8	2	0
2020-03-30	58	2	2	1
2020-03-28	56	5	1	0
2020-03-27	51	9	1	1
2020-03-26	42	4	0	0
2020-03-25	38	5	0	0
2020-03-24	33	1	0	0
2020-03-23	32	1	0	0
2020-03-22	31	10	0	0
2020-03-20	21	1	0	0
2020-03-19	20	7	0	0
2020-03-18	13	2	0	0
2020-03-17	11	2	0	0
2020-03-16	9	1	0	0
2020-03-14	8	1	0	0
2020-03-12	7	2	0	0
2020-03-11	5	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: 0:03:09.281257