Germany: SK Herne (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 14:25:40 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Herne")
print(f'Population of country="Germany", subregion="SK Herne": {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 Herne": 156621 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	70968	15	485	0
2023-03-03	70953	17	485	0
2023-03-02	70936	16	485	0
2023-03-01	70920	46	485	0
2023-02-28	70874	47	485	0
2023-02-27	70827	50	485	0
2023-02-24	70777	27	485	0
2023-02-23	70750	53	485	0
2023-02-22	70697	57	485	0
2023-02-21	70640	67	485	0
2023-02-20	70573	61	485	0
2023-02-17	70512	32	485	0
2023-02-16	70480	46	485	1
2023-02-15	70434	50	484	0
2023-02-14	70384	72	484	0
2023-02-13	70312	37	484	0
2023-02-10	70275	39	484	0
2023-02-09	70236	29	484	0
2023-02-08	70207	40	484	0
2023-02-07	70167	41	484	0
2023-02-06	70126	56	484	0
2023-02-03	70070	28	484	1
2023-02-02	70042	34	483	0
2023-02-01	70008	47	483	0
2023-01-31	69961	46	483	1
2023-01-30	69915	40	482	0
2023-01-27	69875	24	482	0
2023-01-26	69851	30	482	1
2023-01-25	69821	37	481	0
2023-01-24	69784	36	481	0
2023-01-23	69748	26	481	0
2023-01-20	69722	14	481	0
2023-01-19	69708	22	481	0
2023-01-18	69686	21	481	0
2023-01-17	69665	29	481	0
2023-01-16	69636	49	481	1
2023-01-13	69587	34	480	0
2023-01-12	69553	23	480	0
2023-01-11	69530	39	480	0
2023-01-10	69491	41	480	0
2023-01-09	69450	66	480	0
2023-01-06	69384	36	480	0
2023-01-05	69348	46	480	0
2023-01-04	69302	61	480	0
2023-01-03	69241	95	480	1
2023-01-02	69146	110	479	0
2022-12-30	69036	83	479	1
2022-12-29	68953	94	478	1
2022-12-28	68859	152	477	2
2022-12-27	68707	158	475	5
2022-12-25	68549	1	470	0
2022-12-23	68548	84	470	0
2022-12-22	68464	111	470	2
2022-12-21	68353	90	468	1
2022-12-20	68263	136	467	1
2022-12-19	68127	169	466	2
2022-12-16	67958	86	464	2
2022-12-15	67872	98	462	0
2022-12-14	67774	92	462	3
2022-12-13	67682	140	459	0
2022-12-12	67542	143	459	2
2022-12-09	67399	88	457	3
2022-12-08	67311	75	454	1
2022-12-07	67236	106	453	0
2022-12-06	67130	100	453	1
2022-12-05	67030	111	452	2
2022-12-04	66919	1	450	0
2022-12-03	66918	1	450	0
2022-12-02	66917	74	450	1
2022-12-01	66843	94	449	1
2022-11-30	66749	101	448	2
2022-11-29	66648	120	446	1
2022-11-28	66528	125	445	2
2022-11-27	66403	1	443	0
2022-11-26	66402	3	443	0
2022-11-25	66399	79	443	0
2022-11-24	66320	98	443	0
2022-11-23	66222	68	443	0
2022-11-22	66154	111	443	3
2022-11-21	66043	112	440	3
2022-11-18	65931	61	437	1
2022-11-17	65870	85	436	0
2022-11-16	65785	66	436	1
2022-11-15	65719	91	435	0
2022-11-14	65628	125	435	3
2022-11-13	65503	3	432	0
2022-11-12	65500	1	432	0
2022-11-11	65499	67	432	0
2022-11-10	65432	53	432	0
2022-11-09	65379	102	432	0
2022-11-08	65277	116	432	1
2022-11-07	65161	140	431	2
2022-11-04	65021	86	429	0
2022-11-03	64935	135	429	0
2022-11-02	64800	210	429	0
2022-11-01	64590	2	429	0
2022-10-31	64588	224	429	0
2022-10-29	64364	1	429	0
2022-10-28	64363	84	429	1
2022-10-27	64279	147	428	0
2022-10-26	64132	136	428	0
2022-10-25	63996	208	428	1
2022-10-24	63788	177	427	0
2022-10-22	63611	1	427	0
2022-10-21	63610	109	427	0
2022-10-20	63501	124	427	0
2022-10-19	63377	173	427	0
2022-10-18	63204	297	427	0
2022-10-17	62907	263	427	4
2022-10-16	62644	1	423	0
2022-10-14	62643	152	423	1
2022-10-13	62491	146	422	1
2022-10-12	62345	301	421	2
2022-10-11	62044	126	419	2
2022-10-10	61918	165	417	1
2022-10-09	61753	1	416	0
2022-10-08	61752	1	416	0
2022-10-07	61751	123	416	1
2022-10-06	61628	200	415	0
2022-10-05	61428	238	415	1
2022-10-04	61190	194	414	1
2022-10-02	60996	1	413	0
2022-09-30	60995	105	413	0
2022-09-29	60890	110	413	0
2022-09-28	60780	126	413	0
2022-09-27	60654	165	413	1
2022-09-26	60489	124	412	1
2022-09-25	60365	4	411	1
2022-09-24	60361	1	410	0
2022-09-23	60360	70	410	0
2022-09-22	60290	67	410	0
2022-09-21	60223	85	410	0
2022-09-20	60138	112	410	2
2022-09-19	60026	100	408	2
2022-09-16	59926	42	406	0
2022-09-15	59884	61	406	0
2022-09-14	59823	65	406	0
2022-09-13	59758	105	406	0
2022-09-12	59653	83	406	0
2022-09-09	59570	69	406	0
2022-09-08	59501	67	406	0
2022-09-07	59434	91	406	1
2022-09-06	59343	122	405	1
2022-09-05	59221	97	404	1
2022-09-04	59124	1	403	0
2022-09-02	59123	78	403	0
2022-09-01	59045	74	403	0
2022-08-31	58971	104	403	0
2022-08-30	58867	147	403	1
2022-08-29	58720	174	402	0
2022-08-28	58546	1	402	0
2022-08-27	58545	4	402	0
2022-08-26	58541	107	402	0
2022-08-25	58434	134	402	0
2022-08-24	58300	191	402	1
2022-08-23	58109	218	401	0
2022-08-22	57891	222	401	1
2022-08-20	57669	1	400	0
2022-08-19	57668	198	400	1
2022-08-18	57470	219	399	1
2022-08-17	57251	284	398	0
2022-08-16	56967	287	398	2
2022-08-15	56680	251	396	0
2022-08-14	56429	1	396	0
2022-08-12	56428	133	396	0
2022-08-11	56295	157	396	1
2022-08-10	56138	162	395	0
2022-08-09	55976	166	395	1
2022-08-08	55810	162	394	0
2022-08-07	55648	1	394	0
2022-08-05	55647	110	394	0
2022-08-04	55537	103	394	1
2022-08-03	55434	139	393	0
2022-08-02	55295	211	393	1
2022-08-01	55084	217	392	2
2022-07-30	54867	1	390	0
2022-07-29	54866	126	390	0
2022-07-28	54740	112	390	0
2022-07-27	54628	161	390	0
2022-07-26	54467	197	390	0
2022-07-25	54270	254	390	2
2022-07-22	54016	179	388	2
2022-07-21	53837	161	386	0
2022-07-20	53676	227	386	0
2022-07-19	53449	279	386	0
2022-07-18	53170	298	386	0
2022-07-15	52872	211	386	1
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2022-07-06	51277	321	382	2
2022-07-05	50956	171	380	1
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2022-07-01	50509	221	378	0
2022-06-30	50288	212	378	0
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2021-09-07	10422	35	276	0
2021-09-06	10387	34	276	0
2021-09-05	10353	1	276	0
2021-09-04	10352	16	276	0
2021-09-03	10336	29	276	0
2021-09-02	10307	54	276	1
2021-09-01	10253	29	275	1
2021-08-31	10224	35	274	0
2021-08-30	10189	48	274	0
2021-08-28	10141	18	274	0
2021-08-27	10123	25	274	1
2021-08-26	10098	37	273	1
2021-08-25	10061	46	272	0
2021-08-24	10015	34	272	0
2021-08-23	9981	33	272	1
2021-08-21	9948	38	271	1
2021-08-20	9910	24	270	0
2021-08-19	9886	43	270	0
2021-08-18	9843	29	270	0
2021-08-17	9814	25	270	0
2021-08-16	9789	20	270	0
2021-08-14	9769	19	270	0
2021-08-13	9750	16	270	0
2021-08-12	9734	21	270	0
2021-08-11	9713	17	270	0
2021-08-10	9696	24	270	0
2021-08-09	9672	17	270	0
2021-08-07	9655	12	270	0
2021-08-06	9643	8	270	0
2021-08-05	9635	15	270	0
2021-08-04	9620	14	270	0
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2021-08-02	9600	10	270	0
2021-07-31	9590	7	270	0
2021-07-30	9583	7	270	0
2021-07-29	9576	10	270	0
2021-07-28	9566	4	270	0
2021-07-27	9562	8	270	0
2021-07-26	9554	11	270	0
2021-07-23	9543	4	270	0
2021-07-22	9539	2	270	0
2021-07-21	9537	4	270	0
2021-07-20	9533	4	270	0
2021-07-19	9529	3	270	0
2021-07-17	9526	1	270	0
2021-07-15	9525	3	270	0
2021-07-14	9522	3	270	0
2021-07-11	9519	2	270	0
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2021-07-09	9515	1	270	0
2021-07-07	9514	1	270	0
2021-07-06	9513	2	270	0
2021-07-03	9511	1	270	0
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2021-06-11	9481	2	270	0
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2021-06-09	9477	1	270	0
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2021-06-05	9454	1	270	0
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2021-06-03	9448	5	269	0
2021-06-02	9443	9	269	0
2021-06-01	9434	7	269	0
2021-05-31	9427	11	269	0
2021-05-29	9416	9	269	0
2021-05-28	9407	13	269	0
2021-05-27	9394	6	269	0
2021-05-26	9388	13	269	1
2021-05-25	9375	7	268	0
2021-05-24	9368	13	268	0
2021-05-22	9355	5	268	0
2021-05-21	9350	28	268	0
2021-05-20	9322	20	268	0
2021-05-19	9302	27	268	0
2021-05-18	9275	11	268	0
2021-05-17	9264	18	268	2
2021-05-15	9246	22	266	0
2021-05-14	9224	11	266	0
2021-05-13	9213	10	266	0
2021-05-12	9203	32	266	1
2021-05-11	9171	15	265	0
2021-05-10	9156	36	265	1
2021-05-08	9120	33	264	0
2021-05-07	9087	33	264	0
2021-05-06	9054	26	264	0
2021-05-05	9028	60	264	1
2021-05-04	8968	48	263	0
2021-05-03	8920	37	263	1
2021-05-01	8883	59	262	0
2021-04-30	8824	44	262	1
2021-04-29	8780	47	261	1
2021-04-28	8733	73	260	1
2021-04-27	8660	87	259	1
2021-04-26	8573	60	258	1
2021-04-24	8513	61	257	1
2021-04-23	8452	79	256	1
2021-04-22	8373	99	255	0
2021-04-21	8274	48	255	0
2021-04-20	8226	115	255	1
2021-04-19	8111	54	254	0
2021-04-17	8057	64	254	0
2021-04-16	7993	94	254	2
2021-04-15	7899	38	252	0
2021-04-14	7861	59	252	0
2021-04-13	7802	37	252	0
2021-04-12	7765	34	252	0
2021-04-10	7731	74	252	1
2021-04-09	7657	56	251	1
2021-04-08	7601	54	250	1
2021-04-07	7547	74	249	1
2021-04-06	7473	31	248	0
2021-04-05	7442	35	248	1
2021-04-04	7407	12	247	0
2021-04-03	7395	23	247	0
2021-04-02	7372	36	247	0
2021-04-01	7336	60	247	1
2021-03-31	7276	54	246	2
2021-03-30	7222	36	244	0
2021-03-29	7186	43	244	1
2021-03-28	7143	2	243	0
2021-03-27	7141	31	243	3
2021-03-26	7110	55	240	1
2021-03-25	7055	54	239	0
2021-03-24	7001	35	239	0
2021-03-23	6966	47	239	1
2021-03-22	6919	21	238	1
2021-03-20	6898	26	237	0
2021-03-19	6872	20	237	1
2021-03-18	6852	43	236	1
2021-03-17	6809	49	235	0
2021-03-16	6760	34	235	0
2021-03-15	6726	25	235	2
2021-03-14	6701	7	233	0
2021-03-13	6694	43	233	0
2021-03-12	6651	50	233	1
2021-03-11	6601	47	232	0
2021-03-10	6554	50	232	0
2021-03-09	6504	32	232	1
2021-03-08	6472	42	231	4
2021-03-06	6430	21	227	0
2021-03-05	6409	30	227	0
2021-03-04	6379	32	227	2
2021-03-03	6347	31	225	0
2021-03-02	6316	22	225	1
2021-03-01	6294	25	224	1
2021-02-28	6269	1	223	0
2021-02-27	6268	25	223	0
2021-02-26	6243	26	223	1
2021-02-25	6217	22	222	0
2021-02-24	6195	31	222	1
2021-02-23	6164	14	221	2
2021-02-22	6150	12	219	2
2021-02-21	6138	1	217	1
2021-02-20	6137	17	216	1
2021-02-19	6120	26	215	2
2021-02-18	6094	33	213	1
2021-02-17	6061	11	212	1
2021-02-16	6050	29	211	3
2021-02-15	6021	20	208	2
2021-02-13	6001	15	206	3
2021-02-12	5986	16	203	1
2021-02-11	5970	22	202	1
2021-02-10	5948	23	201	1
2021-02-09	5925	30	200	5
2021-02-08	5895	17	195	2
2021-02-06	5878	13	193	1
2021-02-05	5865	20	192	0
2021-02-04	5845	30	192	5
2021-02-03	5815	32	187	1
2021-02-02	5783	27	186	3
2021-02-01	5756	14	183	1
2021-01-31	5742	1	182	0
2021-01-30	5741	23	182	0
2021-01-29	5718	28	182	3
2021-01-28	5690	30	179	1
2021-01-27	5660	49	178	3
2021-01-26	5611	37	175	1
2021-01-25	5574	7	174	0
2021-01-24	5567	8	174	1
2021-01-23	5559	37	173	0
2021-01-22	5522	33	173	2
2021-01-21	5489	39	171	2
2021-01-20	5450	49	169	2
2021-01-19	5401	43	167	3
2021-01-18	5358	19	164	6
2021-01-17	5339	6	158	0
2021-01-16	5333	30	158	0
2021-01-15	5303	40	158	4
2021-01-14	5263	27	154	0
2021-01-13	5236	50	154	3
2021-01-12	5186	26	151	1
2021-01-11	5160	30	150	1
2021-01-10	5130	8	149	1
2021-01-09	5122	37	148	1
2021-01-08	5085	57	147	5
2021-01-07	5028	52	142	3
2021-01-06	4976	53	139	3
2021-01-05	4923	62	136	3
2021-01-04	4861	29	133	3
2021-01-03	4832	31	130	1
2021-01-02	4801	4	129	0
2021-01-01	4797	12	129	1
2020-12-31	4785	81	128	6
2020-12-30	4704	50	122	1
2020-12-29	4654	103	121	6
2020-12-28	4551	24	115	2
2020-12-27	4527	7	113	1
2020-12-26	4520	7	112	0
2020-12-25	4513	8	112	2
2020-12-24	4505	48	110	0
2020-12-23	4457	90	110	3
2020-12-22	4367	109	107	17
2020-12-21	4258	49	90	6
2020-12-20	4209	61	84	4
2020-12-19	4148	50	80	3
2020-12-18	4098	58	77	2
2020-12-17	4040	53	75	4
2020-12-16	3987	72	71	1
2020-12-15	3915	54	70	2
2020-12-14	3861	44	68	0
2020-12-13	3817	39	68	1
2020-12-12	3778	28	67	1
2020-12-11	3750	49	66	2
2020-12-10	3701	67	64	1
2020-12-09	3634	50	63	1
2020-12-08	3584	53	62	7
2020-12-07	3531	43	55	1
2020-12-06	3488	18	54	0
2020-12-05	3470	58	54	3
2020-12-04	3412	35	51	1
2020-12-03	3377	61	50	4
2020-12-02	3316	48	46	0
2020-12-01	3268	23	46	0
2020-11-30	3245	17	46	0
2020-11-29	3228	15	46	0
2020-11-28	3213	24	46	1
2020-11-27	3189	52	45	2
2020-11-26	3137	68	43	1
2020-11-25	3069	66	42	0
2020-11-24	3003	39	42	2
2020-11-23	2964	37	40	3
2020-11-22	2927	18	37	2
2020-11-21	2909	37	35	1
2020-11-20	2872	58	34	2
2020-11-19	2814	63	32	1
2020-11-18	2751	85	31	1
2020-11-17	2666	68	30	0
2020-11-16	2598	87	30	0
2020-11-15	2511	25	30	0
2020-11-14	2486	71	30	2
2020-11-13	2415	82	28	0
2020-11-12	2333	113	28	1
2020-11-11	2220	63	27	2
2020-11-10	2157	50	25	1
2020-11-09	2107	37	24	0
2020-11-08	2070	67	24	0
2020-11-07	2003	102	24	1
2020-11-06	1901	100	23	0
2020-11-05	1801	56	23	0
2020-11-04	1745	30	23	0
2020-11-03	1715	48	23	2
2020-11-02	1667	77	21	1
2020-11-01	1590	55	20	1
2020-10-31	1535	43	19	0
2020-10-30	1492	72	19	0
2020-10-29	1420	103	19	0
2020-10-28	1317	68	19	1
2020-10-27	1249	44	18	1
2020-10-26	1205	64	17	0
2020-10-24	1141	36	17	0
2020-10-23	1105	24	17	1
2020-10-22	1081	77	16	1
2020-10-21	1004	50	15	1
2020-10-20	954	38	14	0
2020-10-19	916	16	14	2
2020-10-18	900	18	12	0
2020-10-17	882	20	12	0
2020-10-16	862	62	12	0
2020-10-15	800	34	12	0
2020-10-14	766	20	12	1
2020-10-13	746	11	11	1
2020-10-12	735	24	10	0
2020-10-10	711	32	10	0
2020-10-09	679	24	10	1
2020-10-08	655	34	9	0
2020-10-07	621	25	9	1
2020-10-06	596	17	8	0
2020-10-05	579	4	8	0
2020-10-02	575	8	8	0
2020-10-01	567	7	8	0
2020-09-30	560	6	8	0
2020-09-29	554	10	8	1
2020-09-28	544	4	7	0
2020-09-25	540	8	7	0
2020-09-24	532	5	7	0
2020-09-23	527	6	7	0
2020-09-22	521	6	7	0
2020-09-21	515	12	7	0
2020-09-18	503	2	7	0
2020-09-17	501	8	7	0
2020-09-16	493	6	7	0
2020-09-15	487	4	7	0
2020-09-14	483	1	7	0
2020-09-12	482	4	7	0
2020-09-11	478	5	7	0
2020-09-10	473	3	7	0
2020-09-09	470	2	7	0
2020-09-08	468	2	7	0
2020-09-07	466	5	7	0
2020-09-05	461	3	7	0
2020-09-04	458	3	7	0
2020-09-03	455	1	7	0
2020-09-02	454	4	7	0
2020-09-01	450	1	7	0
2020-08-31	449	4	7	1
2020-08-28	445	2	6	0
2020-08-27	443	3	6	0
2020-08-26	440	1	6	0
2020-08-25	439	2	6	0
2020-08-24	437	7	6	0
2020-08-21	430	3	6	1
2020-08-20	427	6	5	0
2020-08-19	421	4	5	0
2020-08-18	417	4	5	0
2020-08-17	413	8	5	0
2020-08-15	405	14	5	0
2020-08-14	391	4	5	0
2020-08-13	387	17	5	0
2020-08-12	370	7	5	0
2020-08-11	363	2	5	0
2020-08-10	361	5	5	0
2020-08-08	356	15	5	0
2020-08-07	341	2	5	0
2020-08-06	339	5	5	0
2020-08-05	334	5	5	0
2020-08-04	329	5	5	0
2020-08-03	324	7	5	0
2020-07-31	317	7	5	1
2020-07-30	310	8	4	0
2020-07-29	302	21	4	0
2020-07-28	281	1	4	0
2020-07-27	280	2	4	1
2020-07-25	278	1	3	0
2020-07-24	277	1	3	0
2020-07-21	276	1	3	0
2020-07-17	275	1	3	0
2020-07-16	274	2	3	0
2020-07-15	272	1	3	0
2020-07-14	271	1	3	0
2020-07-10	270	1	3	0
2020-07-09	269	1	3	0
2020-07-08	268	8	3	0
2020-07-07	260	8	3	0
2020-07-06	252	2	3	0
2020-07-03	250	4	3	0
2020-07-02	246	1	3	0
2020-07-01	245	1	3	0
2020-06-30	244	5	3	0
2020-06-29	239	3	3	0
2020-06-28	236	3	3	0
2020-06-26	233	4	3	0
2020-06-25	229	4	3	0
2020-06-24	225	4	3	1
2020-06-23	221	1	2	0
2020-06-22	220	4	2	0
2020-06-19	216	8	2	0
2020-06-18	208	1	2	0
2020-06-17	207	7	2	0
2020-06-12	200	2	2	0
2020-06-08	198	1	2	0
2020-06-06	197	1	2	0
2020-06-05	196	1	2	0
2020-06-04	195	3	2	0
2020-06-03	192	1	2	0
2020-05-31	191	2	2	0
2020-05-28	189	3	2	0
2020-05-26	186	1	2	0
2020-05-25	185	2	2	0
2020-05-18	183	2	2	0
2020-05-13	181	2	2	0
2020-05-12	179	4	2	0
2020-05-11	175	1	2	0
2020-05-10	174	1	2	0
2020-05-08	173	1	2	0
2020-05-07	172	3	2	0
2020-05-06	169	4	2	0
2020-05-04	165	1	2	0
2020-04-30	164	3	2	0
2020-04-29	161	11	2	0
2020-04-27	150	3	2	0
2020-04-26	147	1	2	0
2020-04-24	146	7	2	0
2020-04-23	139	5	2	0
2020-04-22	134	4	2	0
2020-04-21	130	4	2	0
2020-04-20	126	3	2	0
2020-04-18	123	2	2	1
2020-04-17	121	5	1	0
2020-04-16	116	10	1	0
2020-04-15	106	4	1	0
2020-04-14	102	2	1	0
2020-04-13	100	2	1	0
2020-04-12	98	5	1	0
2020-04-10	93	3	1	0
2020-04-09	90	9	1	0
2020-04-08	81	4	1	0
2020-04-07	77	6	1	0
2020-04-06	71	5	1	0
2020-04-05	66	1	1	0
2020-04-03	65	2	1	0
2020-04-02	63	2	1	0
2020-04-01	61	5	1	0
2020-03-31	56	2	1	0
2020-03-30	54	3	1	0
2020-03-29	51	4	1	1
2020-03-28	47	3	0	0
2020-03-27	44	6	0	0
2020-03-26	38	6	0	0
2020-03-25	32	11	0	0
2020-03-24	21	1	0	0
2020-03-23	20	4	0	0
2020-03-21	16	4	0	0
2020-03-20	12	2	0	0
2020-03-18	10	4	0	0
2020-03-16	6	2	0	0
2020-03-12	4	2	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: 0:02:46.557595