Germany: LK Warendorf (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 14:17:53 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Warendorf")
print(f'Population of country="Germany", subregion="LK Warendorf": {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 Warendorf": 278176 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	136892	49	398	0
2023-03-03	136843	31	398	1
2023-03-02	136812	44	397	0
2023-03-01	136768	145	397	0
2023-02-28	136623	135	397	0
2023-02-27	136488	266	397	0
2023-02-24	136222	118	397	0
2023-02-23	136104	155	397	0
2023-02-22	135949	125	397	0
2023-02-21	135824	331	397	0
2023-02-17	135493	59	397	0
2023-02-16	135434	4	397	0
2023-02-15	135430	106	397	0
2023-02-14	135324	96	397	0
2023-02-13	135228	111	397	1
2023-02-10	135117	47	396	0
2023-02-09	135070	55	396	0
2023-02-08	135015	83	396	0
2023-02-07	134932	68	396	0
2023-02-06	134864	98	396	0
2023-02-03	134766	57	396	0
2023-02-02	134709	57	396	0
2023-02-01	134652	70	396	0
2023-01-31	134582	74	396	2
2023-01-30	134508	107	394	0
2023-01-27	134401	43	394	0
2023-01-26	134358	57	394	0
2023-01-25	134301	61	394	0
2023-01-24	134240	76	394	0
2023-01-23	134164	65	394	0
2023-01-20	134099	35	394	0
2023-01-19	134064	39	394	0
2023-01-18	134025	50	394	0
2023-01-17	133975	67	394	0
2023-01-16	133908	77	394	1
2023-01-13	133831	47	393	0
2023-01-12	133784	36	393	1
2023-01-11	133748	53	392	0
2023-01-10	133695	70	392	0
2023-01-09	133625	125	392	0
2023-01-06	133500	40	392	1
2023-01-05	133460	115	391	0
2023-01-04	133345	88	391	0
2023-01-03	133257	143	391	0
2023-01-02	133114	195	391	5
2022-12-30	132919	70	386	0
2022-12-29	132849	181	386	0
2022-12-28	132668	164	386	0
2022-12-27	132504	258	386	1
2022-12-23	132246	127	385	0
2022-12-22	132119	183	385	0
2022-12-21	131936	208	385	0
2022-12-20	131728	229	385	0
2022-12-19	131499	307	385	0
2022-12-16	131192	107	385	0
2022-12-15	131085	157	385	0
2022-12-14	130928	168	385	1
2022-12-13	130760	194	384	0
2022-12-12	130566	289	384	0
2022-12-09	130277	97	384	0
2022-12-08	130180	148	384	0
2022-12-07	130032	148	384	0
2022-12-06	129884	206	384	0
2022-12-05	129678	219	384	1
2022-12-02	129459	109	383	0
2022-12-01	129350	119	383	0
2022-11-30	129231	168	383	0
2022-11-29	129063	167	383	0
2022-11-28	128896	188	383	0
2022-11-25	128708	80	383	0
2022-11-24	128628	129	383	0
2022-11-23	128499	209	383	0
2022-11-22	128290	100	383	0
2022-11-21	128190	207	383	1
2022-11-18	127983	89	382	0
2022-11-17	127894	156	382	0
2022-11-16	127738	141	382	0
2022-11-15	127597	167	382	0
2022-11-14	127430	261	382	0
2022-11-11	127169	114	382	0
2022-11-10	127055	183	382	0
2022-11-09	126872	154	382	0
2022-11-08	126718	239	382	0
2022-11-07	126479	381	382	0
2022-11-04	126098	163	382	0
2022-11-03	125935	352	382	0
2022-11-02	125583	381	382	1
2022-10-31	125202	392	381	0
2022-10-28	124810	297	381	0
2022-10-27	124513	333	381	0
2022-10-26	124180	323	381	0
2022-10-25	123857	530	381	0
2022-10-24	123327	471	381	2
2022-10-21	122856	382	379	0
2022-10-20	122474	394	379	1
2022-10-19	122080	468	378	0
2022-10-18	121612	483	378	3
2022-10-17	121129	805	375	2
2022-10-14	120324	220	373	0
2022-10-13	120104	484	373	1
2022-10-12	119620	567	372	0
2022-10-11	119053	428	372	1
2022-10-10	118625	748	371	0
2022-10-07	117877	353	371	2
2022-10-06	117524	550	369	0
2022-10-05	116974	559	369	1
2022-10-04	116415	686	368	1
2022-09-30	115729	195	367	0
2022-09-29	115534	244	367	0
2022-09-28	115290	337	367	1
2022-09-27	114953	267	366	1
2022-09-26	114686	314	365	1
2022-09-23	114372	141	364	0
2022-09-22	114231	140	364	2
2022-09-21	114091	153	362	1
2022-09-20	113938	226	361	0
2022-09-19	113712	244	361	1
2022-09-16	113468	50	360	0
2022-09-15	113418	153	360	0
2022-09-14	113265	127	360	0
2022-09-13	113138	197	360	0
2022-09-12	112941	185	360	0
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2022-09-08	112619	146	360	1
2022-09-07	112473	156	359	0
2022-09-06	112317	183	359	1
2022-09-05	112134	255	358	0
2022-09-02	111879	86	358	0
2022-09-01	111793	148	358	0
2022-08-31	111645	150	358	0
2022-08-30	111495	258	358	0
2022-08-29	111237	230	358	0
2022-08-26	111007	91	358	0
2022-08-25	110916	168	358	0
2022-08-24	110748	204	358	0
2022-08-23	110544	250	358	0
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2022-08-05	107776	169	358	0
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2022-07-26	105729	266	357	0
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2022-07-21	104722	301	357	0
2022-07-20	104421	284	357	0
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2022-07-18	103738	545	357	0
2022-07-15	103193	276	357	1
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2021-07-31	11804	7	251	0
2021-07-30	11797	3	251	0
2021-07-29	11794	9	251	0
2021-07-28	11785	14	251	1
2021-07-27	11771	1	250	0
2021-07-26	11770	3	250	0
2021-07-23	11767	7	250	0
2021-07-22	11760	10	250	0
2021-07-20	11750	2	250	0
2021-07-19	11748	1	250	0
2021-07-17	11747	4	250	0
2021-07-16	11743	2	250	0
2021-07-15	11741	3	250	0
2021-07-14	11738	7	250	0
2021-07-13	11731	7	250	0
2021-07-12	11724	4	250	0
2021-07-10	11720	1	250	0
2021-07-09	11719	2	250	0
2021-07-08	11717	1	250	0
2021-07-07	11716	1	250	0
2021-07-06	11715	1	250	0
2021-07-05	11714	2	250	0
2021-07-03	11712	3	250	0
2021-07-02	11709	1	250	0
2021-07-01	11708	1	250	0
2021-06-30	11707	2	250	0
2021-06-29	11705	1	250	0
2021-06-28	11704	2	250	0
2021-06-26	11702	1	250	0
2021-06-24	11701	3	250	0
2021-06-23	11698	5	250	0
2021-06-22	11693	2	250	0
2021-06-21	11691	4	250	0
2021-06-19	11687	1	250	0
2021-06-18	11686	1	250	0
2021-06-17	11685	2	250	0
2021-06-16	11683	6	250	0
2021-06-15	11677	4	250	0
2021-06-13	11673	2	250	0
2021-06-12	11671	1	250	0
2021-06-10	11670	6	250	0
2021-06-09	11664	9	250	1
2021-06-08	11655	15	249	0
2021-06-07	11640	6	249	0
2021-06-06	11634	8	249	0
2021-06-05	11626	10	249	0
2021-06-04	11616	5	249	0
2021-06-03	11611	11	249	0
2021-06-02	11600	16	249	0
2021-06-01	11584	23	249	0
2021-05-31	11561	2	249	0
2021-05-30	11559	7	249	0
2021-05-29	11552	17	249	0
2021-05-28	11535	6	249	0
2021-05-27	11529	27	249	0
2021-05-26	11502	20	249	0
2021-05-25	11482	7	249	0
2021-05-23	11475	9	249	0
2021-05-22	11466	17	249	0
2021-05-21	11449	26	249	1
2021-05-20	11423	22	248	0
2021-05-19	11401	25	248	0
2021-05-18	11376	22	248	1
2021-05-17	11354	15	247	0
2021-05-16	11339	6	247	0
2021-05-15	11333	25	247	0
2021-05-14	11308	19	247	0
2021-05-13	11289	12	247	0
2021-05-12	11277	51	247	0
2021-05-11	11226	54	247	2
2021-05-10	11172	4	245	0
2021-05-09	11168	13	245	0
2021-05-08	11155	36	245	2
2021-05-07	11119	38	243	0
2021-05-06	11081	35	243	2
2021-05-05	11046	59	241	0
2021-05-04	10987	73	241	0
2021-05-03	10914	8	241	2
2021-05-02	10906	21	239	1
2021-05-01	10885	65	238	0
2021-04-30	10820	58	238	0
2021-04-29	10762	84	238	0
2021-04-28	10678	60	238	2
2021-04-27	10618	68	236	1
2021-04-26	10550	2	235	0
2021-04-25	10548	34	235	0
2021-04-24	10514	75	235	1
2021-04-23	10439	73	234	0
2021-04-22	10366	105	234	2
2021-04-21	10261	131	232	1
2021-04-20	10130	78	231	2
2021-04-19	10052	19	229	0
2021-04-18	10033	16	229	1
2021-04-17	10017	94	228	1
2021-04-16	9923	63	227	1
2021-04-15	9860	75	226	2
2021-04-14	9785	116	224	0
2021-04-13	9669	64	224	1
2021-04-12	9605	24	223	4
2021-04-11	9581	15	219	0
2021-04-10	9566	57	219	2
2021-04-09	9509	42	217	0
2021-04-08	9467	90	217	0
2021-04-07	9377	53	217	0
2021-04-06	9324	20	217	0
2021-04-05	9304	20	217	0
2021-04-03	9284	17	217	1
2021-04-02	9267	48	216	1
2021-04-01	9219	37	215	1
2021-03-31	9182	47	214	1
2021-03-30	9135	44	213	0
2021-03-29	9091	2	213	1
2021-03-28	9089	17	212	0
2021-03-27	9072	39	212	0
2021-03-26	9033	20	212	0
2021-03-25	9013	39	212	0
2021-03-24	8974	53	212	0
2021-03-23	8921	45	212	1
2021-03-22	8876	5	211	1
2021-03-21	8871	12	210	1
2021-03-20	8859	45	209	0
2021-03-19	8814	28	209	0
2021-03-18	8786	28	209	0
2021-03-17	8758	64	209	0
2021-03-16	8694	45	209	0
2021-03-15	8649	4	209	0
2021-03-14	8645	3	209	0
2021-03-13	8642	43	209	1
2021-03-12	8599	26	208	0
2021-03-11	8573	31	208	0
2021-03-10	8542	45	208	0
2021-03-09	8497	32	208	0
2021-03-08	8465	6	208	0
2021-03-07	8459	10	208	0
2021-03-06	8449	21	208	0
2021-03-05	8428	9	208	0
2021-03-04	8419	25	208	1
2021-03-03	8394	32	207	1
2021-03-02	8362	14	206	0
2021-03-01	8348	2	206	0
2021-02-28	8346	3	206	0
2021-02-27	8343	25	206	0
2021-02-26	8318	14	206	1
2021-02-25	8304	31	205	0
2021-02-24	8273	14	205	0
2021-02-23	8259	27	205	0
2021-02-22	8232	3	205	0
2021-02-21	8229	5	205	0
2021-02-20	8224	22	205	0
2021-02-19	8202	16	205	0
2021-02-18	8186	30	205	1
2021-02-17	8156	32	204	0
2021-02-16	8124	32	204	2
2021-02-15	8092	8	202	0
2021-02-14	8084	26	202	2
2021-02-13	8058	36	200	0
2021-02-12	8022	40	200	0
2021-02-11	7982	27	200	0
2021-02-10	7955	12	200	0
2021-02-09	7943	5	200	0
2021-02-08	7938	23	200	0
2021-02-06	7915	32	200	0
2021-02-05	7883	23	200	2
2021-02-04	7860	46	198	0
2021-02-03	7814	44	198	1
2021-02-02	7770	32	197	3
2021-02-01	7738	16	194	3
2021-01-31	7722	33	191	4
2021-01-30	7689	47	187	1
2021-01-29	7642	26	186	3
2021-01-28	7616	46	183	4
2021-01-27	7570	74	179	5
2021-01-26	7496	51	174	2
2021-01-25	7445	18	172	3
2021-01-24	7427	14	169	1
2021-01-23	7413	31	168	1
2021-01-22	7382	60	167	1
2021-01-21	7322	41	166	0
2021-01-20	7281	112	166	1
2021-01-19	7169	41	165	0
2021-01-18	7128	7	165	0
2021-01-17	7121	12	165	0
2021-01-16	7109	76	165	1
2021-01-15	7033	69	164	1
2021-01-14	6964	119	163	11
2021-01-13	6845	154	152	3
2021-01-12	6691	52	149	1
2021-01-11	6639	6	148	0
2021-01-10	6633	33	148	0
2021-01-09	6600	70	148	1
2021-01-08	6530	58	147	2
2021-01-07	6472	62	145	0
2021-01-06	6410	160	145	5
2021-01-05	6250	105	140	5
2021-01-04	6145	43	135	5
2021-01-03	6102	57	130	1
2021-01-02	6045	45	129	1
2021-01-01	6000	22	128	3
2020-12-31	5978	80	125	0
2020-12-30	5898	116	125	4
2020-12-29	5782	95	121	3
2020-12-28	5687	46	118	5
2020-12-27	5641	59	113	3
2020-12-26	5582	46	110	0
2020-12-25	5536	63	110	4
2020-12-24	5473	82	106	2
2020-12-23	5391	79	104	4
2020-12-22	5312	67	100	1
2020-12-21	5245	29	99	3
2020-12-20	5216	53	96	0
2020-12-19	5163	69	96	0
2020-12-18	5094	91	96	1
2020-12-17	5003	124	95	3
2020-12-16	4879	98	92	5
2020-12-15	4781	71	87	0
2020-12-14	4710	46	87	2
2020-12-13	4664	57	85	1
2020-12-12	4607	81	84	3
2020-12-11	4526	101	81	2
2020-12-10	4425	103	79	11
2020-12-09	4322	85	68	3
2020-12-08	4237	27	65	0
2020-12-07	4210	22	65	0
2020-12-06	4188	31	65	0
2020-12-05	4157	58	65	1
2020-12-04	4099	78	64	4
2020-12-03	4021	51	60	1
2020-12-02	3970	55	59	3
2020-12-01	3915	30	56	0
2020-11-30	3885	24	56	0
2020-11-29	3861	44	56	0
2020-11-28	3817	83	56	0
2020-11-27	3734	68	56	1
2020-11-26	3666	49	55	3
2020-11-25	3617	86	52	1
2020-11-24	3531	33	51	0
2020-11-23	3498	9	51	0
2020-11-22	3489	61	51	0
2020-11-21	3428	88	51	3
2020-11-20	3340	88	48	1
2020-11-19	3252	67	47	1
2020-11-18	3185	92	46	5
2020-11-17	3093	59	41	2
2020-11-16	3034	30	39	1
2020-11-15	3004	38	38	0
2020-11-14	2966	86	38	1
2020-11-13	2880	74	37	1
2020-11-12	2806	116	36	2
2020-11-11	2690	61	34	2
2020-11-10	2629	44	32	1
2020-11-09	2585	35	31	0
2020-11-08	2550	76	31	1
2020-11-07	2474	75	30	0
2020-11-06	2399	109	30	0
2020-11-05	2290	11	30	0
2020-11-04	2279	127	30	1
2020-11-03	2152	43	29	0
2020-11-02	2109	17	29	0
2020-11-01	2092	68	29	0
2020-10-31	2024	94	29	0
2020-10-30	1930	105	29	3
2020-10-29	1825	60	26	0
2020-10-28	1765	87	26	2
2020-10-27	1678	26	24	0
2020-10-26	1652	24	24	0
2020-10-25	1628	52	24	0
2020-10-24	1576	21	24	1
2020-10-23	1555	51	23	2
2020-10-22	1504	54	21	0
2020-10-21	1450	30	21	0
2020-10-20	1420	38	21	0
2020-10-19	1382	22	21	0
2020-10-18	1360	26	21	0
2020-10-17	1334	29	21	0
2020-10-16	1305	23	21	0
2020-10-15	1282	46	21	0
2020-10-14	1236	28	21	0
2020-10-13	1208	4	21	0
2020-10-12	1204	10	21	0
2020-10-11	1194	28	21	0
2020-10-10	1166	7	21	0
2020-10-09	1159	15	21	0
2020-10-08	1144	31	21	0
2020-10-07	1113	9	21	0
2020-10-05	1104	4	21	0
2020-10-04	1100	11	21	0
2020-10-03	1089	14	21	0
2020-10-02	1075	5	21	0
2020-10-01	1070	14	21	0
2020-09-30	1056	8	21	0
2020-09-29	1048	11	21	0
2020-09-28	1037	3	21	0
2020-09-27	1034	10	21	0
2020-09-26	1024	5	21	0
2020-09-25	1019	9	21	0
2020-09-24	1010	8	21	0
2020-09-23	1002	2	21	0
2020-09-22	1000	3	21	0
2020-09-21	997	1	21	0
2020-09-19	996	5	21	0
2020-09-18	991	2	21	0
2020-09-17	989	3	21	0
2020-09-16	986	4	21	0
2020-09-15	982	2	21	0
2020-09-14	980	1	21	0
2020-09-13	979	4	21	0
2020-09-12	975	3	21	0
2020-09-11	972	2	21	0
2020-09-10	970	7	21	0
2020-09-09	963	3	21	0
2020-09-08	960	3	21	0
2020-09-07	957	1	21	0
2020-09-06	956	4	21	0
2020-09-05	952	2	21	0
2020-09-03	950	3	21	0
2020-09-01	947	2	21	0
2020-08-30	945	4	21	0
2020-08-26	941	1	21	0
2020-08-25	940	5	21	0
2020-08-24	935	1	21	0
2020-08-23	934	1	21	0
2020-08-22	933	2	21	0
2020-08-21	931	3	21	0
2020-08-20	928	3	21	0
2020-08-17	925	2	21	0
2020-08-16	923	4	21	0
2020-08-15	919	5	21	0
2020-08-14	914	2	21	0
2020-08-13	912	6	21	0
2020-08-12	906	1	21	0
2020-08-11	905	3	21	0
2020-08-10	902	5	21	0
2020-08-09	897	2	21	0
2020-08-08	895	7	21	0
2020-08-07	888	1	21	0
2020-08-06	887	3	21	0
2020-08-05	884	6	21	0
2020-08-04	878	3	21	0
2020-08-03	875	4	21	1
2020-08-02	871	1	20	0
2020-08-01	870	4	20	0
2020-07-31	866	1	20	0
2020-07-29	865	2	20	0
2020-07-28	863	3	20	0
2020-07-27	860	2	20	0
2020-07-25	858	3	20	0
2020-07-24	855	1	20	0
2020-07-23	854	2	20	0
2020-07-22	852	3	20	0
2020-07-21	849	1	20	0
2020-07-18	848	1	20	0
2020-07-17	847	4	20	0
2020-07-16	843	3	20	0
2020-07-14	840	1	20	0
2020-07-13	839	2	20	0
2020-07-09	837	1	20	0
2020-07-08	836	3	20	0
2020-07-07	833	3	20	0
2020-07-06	830	3	20	0
2020-07-04	827	4	20	0
2020-07-03	823	7	20	0
2020-07-02	816	9	20	0
2020-07-01	807	2	20	0
2020-06-30	805	3	20	0
2020-06-29	802	1	20	0
2020-06-28	801	5	20	0
2020-06-27	796	4	20	0
2020-06-26	792	20	20	0
2020-06-24	772	7	20	0
2020-06-23	765	6	20	0
2020-06-22	759	22	20	0
2020-06-21	737	5	20	0
2020-06-20	732	24	20	0
2020-06-19	708	116	20	0
2020-06-18	592	8	20	0
2020-06-17	584	54	20	0
2020-06-16	530	6	20	0
2020-06-14	524	4	20	0
2020-06-13	520	5	20	0
2020-06-12	515	2	20	0
2020-06-10	513	12	20	0
2020-06-09	501	2	20	0
2020-06-07	499	1	20	0
2020-06-06	498	1	20	0
2020-06-03	497	1	20	0
2020-06-02	496	3	20	0
2020-06-01	493	1	20	0
2020-05-31	492	1	20	0
2020-05-30	491	1	20	0
2020-05-29	490	3	20	0
2020-05-27	487	2	20	0
2020-05-21	485	1	20	0
2020-05-19	484	1	20	0
2020-05-17	483	1	20	0
2020-05-15	482	1	20	0
2020-05-14	481	1	20	0
2020-05-13	480	4	20	1
2020-05-08	476	2	19	0
2020-05-07	474	1	19	0
2020-05-05	473	2	19	0
2020-05-03	471	4	19	1
2020-05-02	467	2	18	0
2020-05-01	465	2	18	0
2020-04-30	463	3	18	0
2020-04-29	460	4	18	1
2020-04-28	456	5	17	0
2020-04-27	451	2	17	0
2020-04-26	449	1	17	0
2020-04-25	448	1	17	0
2020-04-24	447	2	17	0
2020-04-23	445	4	17	0
2020-04-22	441	9	17	0
2020-04-21	432	2	17	0
2020-04-20	430	1	17	1
2020-04-19	429	2	16	1
2020-04-18	427	1	15	0
2020-04-17	426	4	15	0
2020-04-16	422	8	15	0
2020-04-14	414	10	15	0
2020-04-13	404	4	15	0
2020-04-12	400	22	15	5
2020-04-11	378	2	10	1
2020-04-10	376	8	9	0
2020-04-09	368	2	9	0
2020-04-08	366	13	9	1
2020-04-07	353	4	8	0
2020-04-06	349	3	8	0
2020-04-05	346	1	8	0
2020-04-04	345	1	8	0
2020-04-03	344	1	8	0
2020-04-02	343	6	8	0
2020-04-01	337	21	8	1
2020-03-31	316	12	7	3
2020-03-30	304	12	4	1
2020-03-29	292	4	3	0
2020-03-28	288	12	3	0
2020-03-27	276	20	3	0
2020-03-26	256	5	3	1
2020-03-25	251	26	2	1
2020-03-24	225	6	1	0
2020-03-23	219	24	1	1
2020-03-22	195	3	0	0
2020-03-21	192	30	0	0
2020-03-20	162	32	0	0
2020-03-19	130	21	0	0
2020-03-18	109	20	0	0
2020-03-17	89	27	0	0
2020-03-16	62	7	0	0
2020-03-15	55	15	0	0
2020-03-14	40	15	0	0
2020-03-13	25	15	0	0
2020-03-12	10	3	0	0
2020-03-11	7	2	0	0
2020-03-10	5	4	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: 0:03:12.243949