Germany: LK Märkischer Kreis (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 13:53:42 CEST

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

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

overview(country="Germany", subregion="LK Märkischer Kreis");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Märkischer Kreis")
print(f'Population of country="Germany", subregion="LK Märkischer Kreis": {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 Märkischer Kreis": 406793 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	201579	39	818	0
2023-03-03	201540	22	818	0
2023-03-02	201518	49	818	0
2023-03-01	201469	117	818	0
2023-02-28	201352	388	818	0
2023-02-27	200964	1	818	0
2023-02-23	200963	112	818	0
2023-02-22	200851	105	818	0
2023-02-21	200746	124	818	0
2023-02-20	200622	126	818	0
2023-02-17	200496	66	818	0
2023-02-16	200430	54	818	0
2023-02-15	200376	127	818	0
2023-02-14	200249	126	818	0
2023-02-13	200123	118	818	0
2023-02-10	200005	71	818	0
2023-02-09	199934	83	818	0
2023-02-08	199851	69	818	1
2023-02-07	199782	109	817	0
2023-02-06	199673	114	817	0
2023-02-03	199559	51	817	1
2023-02-02	199508	77	816	0
2023-02-01	199431	103	816	0
2023-01-31	199328	132	816	0
2023-01-30	199196	156	816	1
2023-01-27	199040	63	815	0
2023-01-26	198977	77	815	0
2023-01-25	198900	96	815	0
2023-01-24	198804	124	815	0
2023-01-23	198680	147	815	0
2023-01-20	198533	37	815	0
2023-01-19	198496	95	815	1
2023-01-18	198401	61	814	0
2023-01-17	198340	117	814	0
2023-01-16	198223	139	814	0
2023-01-13	198084	51	814	1
2023-01-12	198033	59	813	0
2023-01-11	197974	113	813	0
2023-01-10	197861	142	813	1
2023-01-09	197719	331	812	4
2023-01-06	197388	62	808	1
2023-01-05	197326	177	807	1
2023-01-04	197149	157	806	0
2023-01-03	196992	287	806	0
2023-01-02	196705	405	806	3
2022-12-30	196300	138	803	0
2022-12-29	196162	322	803	2
2022-12-28	195840	338	801	3
2022-12-27	195502	579	798	2
2022-12-23	194923	180	796	0
2022-12-22	194743	387	796	1
2022-12-21	194356	332	795	0
2022-12-20	194024	449	795	4
2022-12-19	193575	663	791	7
2022-12-16	192912	189	784	2
2022-12-15	192723	276	782	3
2022-12-14	192447	436	779	3
2022-12-13	192011	347	776	0
2022-12-12	191664	711	776	3
2022-12-09	190953	151	773	0
2022-12-08	190802	288	773	0
2022-12-07	190514	242	773	4
2022-12-06	190272	303	769	2
2022-12-05	189969	469	767	0
2022-12-02	189500	212	767	2
2022-12-01	189288	239	765	0
2022-11-30	189049	291	765	1
2022-11-29	188758	332	764	1
2022-11-28	188426	533	763	3
2022-11-25	187893	141	760	0
2022-11-24	187752	133	760	0
2022-11-23	187619	205	760	0
2022-11-22	187414	247	760	1
2022-11-21	187167	409	759	1
2022-11-18	186758	258	758	0
2022-11-17	186500	218	758	0
2022-11-16	186282	277	758	0
2022-11-15	186005	140	758	1
2022-11-14	185865	357	757	0
2022-11-11	185508	121	757	2
2022-11-10	185387	181	755	0
2022-11-09	185206	221	755	1
2022-11-08	184985	322	754	2
2022-11-07	184663	536	752	2
2022-11-04	184127	196	750	0
2022-11-03	183931	383	750	0
2022-11-02	183548	475	750	1
2022-10-31	183073	688	749	4
2022-10-28	182385	226	745	0
2022-10-27	182159	402	745	0
2022-10-26	181757	349	745	0
2022-10-25	181408	644	745	0
2022-10-24	180764	914	745	5
2022-10-21	179850	298	740	1
2022-10-20	179552	478	739	0
2022-10-19	179074	579	739	2
2022-10-18	178495	746	737	4
2022-10-17	177749	1237	733	9
2022-10-14	176512	407	724	2
2022-10-13	176105	562	722	1
2022-10-12	175543	621	721	1
2022-10-11	174922	725	720	2
2022-10-10	174197	1186	718	4
2022-10-07	173011	457	714	2
2022-10-06	172554	643	712	0
2022-10-05	171911	699	712	0
2022-10-04	171212	1176	712	5
2022-09-30	170036	241	707	0
2022-09-29	169795	517	707	2
2022-09-28	169278	348	705	4
2022-09-27	168930	416	701	0
2022-09-26	168514	604	701	1
2022-09-23	167910	194	700	0
2022-09-22	167716	250	700	0
2022-09-21	167466	206	700	2
2022-09-20	167260	238	698	0
2022-09-19	167022	352	698	0
2022-09-16	166670	134	698	0
2022-09-15	166536	206	698	0
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2022-09-13	166094	218	698	1
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2022-09-06	165063	205	695	0
2022-09-05	164858	428	695	2
2022-09-02	164430	186	693	2
2022-09-01	164244	239	691	0
2022-08-31	164005	223	691	0
2022-08-30	163782	343	691	1
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2022-08-25	162636	262	689	1
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2022-08-12	159272	195	685	3
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2022-08-10	158716	345	682	2
2022-08-09	158371	338	680	1
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2022-08-05	157396	204	679	1
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2022-07-29	155392	212	678	2
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2022-07-27	154841	376	675	1
2022-07-26	154465	448	674	0
2022-07-25	154017	958	674	4
2022-07-22	153059	392	670	0
2022-07-21	152667	405	670	1
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2021-09-02	23071	114	421	0
2021-09-01	22957	135	421	0
2021-08-31	22822	157	421	0
2021-08-30	22665	26	421	0
2021-08-29	22639	15	421	0
2021-08-28	22624	103	421	0
2021-08-27	22521	82	421	0
2021-08-26	22439	106	421	0
2021-08-25	22333	112	421	2
2021-08-24	22221	154	419	0
2021-08-23	22067	24	419	1
2021-08-22	22043	20	418	0
2021-08-21	22023	83	418	0
2021-08-20	21940	80	418	0
2021-08-19	21860	143	418	0
2021-08-18	21717	77	418	0
2021-08-17	21640	96	418	0
2021-08-16	21544	14	418	0
2021-08-15	21530	20	418	0
2021-08-14	21510	47	418	0
2021-08-13	21463	58	418	2
2021-08-12	21405	41	416	0
2021-08-11	21364	34	416	0
2021-08-10	21330	69	416	0
2021-08-09	21261	7	416	0
2021-08-08	21254	11	416	0
2021-08-07	21243	28	416	1
2021-08-06	21215	27	415	0
2021-08-05	21188	13	415	0
2021-08-04	21175	27	415	0
2021-08-03	21148	15	415	0
2021-08-02	21133	11	415	0
2021-08-01	21122	4	415	0
2021-07-31	21118	16	415	0
2021-07-30	21102	18	415	0
2021-07-29	21084	14	415	0
2021-07-28	21070	15	415	0
2021-07-27	21055	21	415	0
2021-07-26	21034	4	415	0
2021-07-25	21030	1	415	0
2021-07-24	21029	12	415	0
2021-07-23	21017	1	415	0
2021-07-22	21016	8	415	0
2021-07-21	21008	4	415	0
2021-07-20	21004	12	415	0
2021-07-17	20992	8	415	0
2021-07-16	20984	8	415	0
2021-07-15	20976	5	415	0
2021-07-14	20971	2	415	0
2021-07-13	20969	12	415	0
2021-07-11	20957	2	415	0
2021-07-10	20955	6	415	0
2021-07-09	20949	2	415	1
2021-07-08	20947	1	414	0
2021-07-07	20946	5	414	0
2021-07-06	20941	4	414	0
2021-07-04	20937	1	414	0
2021-07-03	20936	3	414	0
2021-07-02	20933	4	414	0
2021-06-30	20929	3	414	0
2021-06-29	20926	11	414	0
2021-06-28	20915	3	414	0
2021-06-27	20912	2	414	0
2021-06-26	20910	8	414	0
2021-06-25	20902	8	414	0
2021-06-24	20894	9	414	0
2021-06-23	20885	4	414	0
2021-06-22	20881	18	414	0
2021-06-20	20863	1	414	0
2021-06-19	20862	13	414	0
2021-06-18	20849	3	414	0
2021-06-17	20846	2	414	0
2021-06-16	20844	15	414	1
2021-06-15	20829	9	413	0
2021-06-14	20820	4	413	0
2021-06-13	20816	3	413	0
2021-06-12	20813	13	413	0
2021-06-11	20800	13	413	0
2021-06-10	20787	19	413	0
2021-06-09	20768	15	413	0
2021-06-08	20753	27	413	0
2021-06-07	20726	5	413	0
2021-06-06	20721	28	413	0
2021-06-05	20693	11	413	0
2021-06-04	20682	18	413	1
2021-06-03	20664	18	412	0
2021-06-02	20646	31	412	0
2021-06-01	20615	57	412	0
2021-05-31	20558	11	412	1
2021-05-30	20547	6	411	0
2021-05-29	20541	34	411	0
2021-05-28	20507	37	411	0
2021-05-27	20470	47	411	0
2021-05-26	20423	60	411	1
2021-05-25	20363	13	410	0
2021-05-24	20350	5	410	0
2021-05-23	20345	13	410	0
2021-05-22	20332	46	410	0
2021-05-21	20286	49	410	1
2021-05-20	20237	53	409	1
2021-05-19	20184	91	408	1
2021-05-18	20093	81	407	0
2021-05-17	20012	30	407	0
2021-05-16	19982	23	407	0
2021-05-15	19959	73	407	3
2021-05-14	19886	27	404	0
2021-05-13	19859	59	404	0
2021-05-12	19800	87	404	2
2021-05-11	19713	108	402	2
2021-05-10	19605	22	400	0
2021-05-09	19583	20	400	0
2021-05-08	19563	92	400	1
2021-05-07	19471	69	399	1
2021-05-06	19402	72	398	0
2021-05-05	19330	139	398	2
2021-05-04	19191	126	396	0
2021-05-03	19065	28	396	0
2021-05-02	19037	18	396	1
2021-05-01	19019	130	395	2
2021-04-30	18889	106	393	1
2021-04-29	18783	150	392	1
2021-04-28	18633	127	391	1
2021-04-27	18506	194	390	3
2021-04-26	18312	22	387	1
2021-04-25	18290	49	386	0
2021-04-24	18241	158	386	1
2021-04-23	18083	143	385	1
2021-04-22	17940	136	384	5
2021-04-21	17804	199	379	2
2021-04-20	17605	269	377	4
2021-04-19	17336	21	373	3
2021-04-18	17315	34	370	4
2021-04-17	17281	130	366	2
2021-04-16	17151	110	364	1
2021-04-15	17041	134	363	1
2021-04-14	16907	181	362	2
2021-04-13	16726	203	360	3
2021-04-12	16523	110	357	1
2021-04-11	16413	11	356	0
2021-04-10	16402	97	356	3
2021-04-09	16305	140	353	2
2021-04-08	16165	183	351	0
2021-04-07	15982	229	351	4
2021-04-06	15753	56	347	1
2021-04-05	15697	91	346	2
2021-04-04	15606	1	344	0
2021-04-03	15605	72	344	0
2021-04-02	15533	129	344	1
2021-04-01	15404	151	343	2
2021-03-31	15253	226	341	3
2021-03-30	15027	205	338	3
2021-03-29	14822	56	335	3
2021-03-28	14766	19	332	0
2021-03-27	14747	148	332	0
2021-03-26	14599	148	332	2
2021-03-25	14451	160	330	1
2021-03-24	14291	202	329	1
2021-03-23	14089	210	328	1
2021-03-22	13879	62	327	0
2021-03-21	13817	24	327	2
2021-03-20	13793	129	325	0
2021-03-19	13664	151	325	3
2021-03-18	13513	112	322	5
2021-03-17	13401	219	317	3
2021-03-16	13182	179	314	2
2021-03-15	13003	12	312	1
2021-03-14	12991	9	311	0
2021-03-13	12982	159	311	1
2021-03-12	12823	84	310	1
2021-03-11	12739	81	309	1
2021-03-10	12658	133	308	0
2021-03-09	12525	140	308	3
2021-03-08	12385	14	305	0
2021-03-07	12371	26	305	0
2021-03-06	12345	95	305	1
2021-03-05	12250	74	304	0
2021-03-04	12176	95	304	4
2021-03-03	12081	101	300	2
2021-03-02	11980	107	298	4
2021-03-01	11873	15	294	0
2021-02-28	11858	29	294	1
2021-02-27	11829	88	293	1
2021-02-26	11741	73	292	1
2021-02-25	11668	75	291	2
2021-02-24	11593	126	289	4
2021-02-23	11467	116	285	5
2021-02-22	11351	18	280	3
2021-02-21	11333	22	277	1
2021-02-20	11311	81	276	5
2021-02-19	11230	57	271	1
2021-02-18	11173	64	270	5
2021-02-17	11109	61	265	4
2021-02-16	11048	81	261	4
2021-02-15	10967	19	257	2
2021-02-14	10948	13	255	3
2021-02-13	10935	64	252	2
2021-02-12	10871	57	250	1
2021-02-11	10814	50	249	2
2021-02-10	10764	65	247	2
2021-02-09	10699	42	245	3
2021-02-08	10657	18	242	2
2021-02-07	10639	9	240	0
2021-02-06	10630	55	240	1
2021-02-05	10575	66	239	0
2021-02-04	10509	37	239	2
2021-02-03	10472	91	237	3
2021-02-02	10381	81	234	4
2021-02-01	10300	21	230	1
2021-01-31	10279	22	229	1
2021-01-30	10257	77	228	1
2021-01-29	10180	71	227	1
2021-01-28	10109	77	226	1
2021-01-27	10032	74	225	2
2021-01-26	9958	85	223	1
2021-01-25	9873	16	222	0
2021-01-24	9857	12	222	1
2021-01-23	9845	79	221	0
2021-01-22	9766	96	221	4
2021-01-21	9670	90	217	0
2021-01-20	9580	152	217	2
2021-01-19	9428	128	215	1
2021-01-18	9300	21	214	0
2021-01-17	9279	20	214	2
2021-01-16	9259	96	212	2
2021-01-15	9163	103	210	2
2021-01-14	9060	82	208	1
2021-01-13	8978	102	207	6
2021-01-12	8876	123	201	1
2021-01-11	8753	71	200	2
2021-01-10	8682	1	198	0
2021-01-09	8681	47	198	1
2021-01-08	8634	107	197	2
2021-01-07	8527	126	195	2
2021-01-06	8401	172	193	7
2021-01-05	8229	104	186	2
2021-01-04	8125	39	184	6
2021-01-03	8086	36	178	1
2021-01-02	8050	99	177	8
2020-12-31	7951	53	169	2
2020-12-30	7898	97	167	3
2020-12-29	7801	96	164	6
2020-12-28	7705	40	158	2
2020-12-27	7665	22	156	2
2020-12-26	7643	102	154	2
2020-12-24	7541	29	152	0
2020-12-23	7512	112	152	3
2020-12-22	7400	233	149	6
2020-12-21	7167	48	143	1
2020-12-20	7119	24	142	1
2020-12-19	7095	188	141	10
2020-12-18	6907	121	131	4
2020-12-17	6786	112	127	3
2020-12-16	6674	177	124	5
2020-12-15	6497	133	119	7
2020-12-14	6364	40	112	2
2020-12-13	6324	21	110	1
2020-12-12	6303	140	109	1
2020-12-11	6163	121	108	3
2020-12-10	6042	81	105	1
2020-12-09	5961	106	104	0
2020-12-08	5855	162	104	10
2020-12-07	5693	57	94	0
2020-12-06	5636	13	94	2
2020-12-05	5623	108	92	4
2020-12-04	5515	96	88	2
2020-12-03	5419	64	86	0
2020-12-02	5355	119	86	3
2020-12-01	5236	96	83	4
2020-11-30	5140	24	79	2
2020-11-29	5116	34	77	0
2020-11-28	5082	112	77	0
2020-11-27	4970	105	77	3
2020-11-26	4865	98	74	1
2020-11-25	4767	152	73	7
2020-11-24	4615	89	66	1
2020-11-23	4526	49	65	2
2020-11-22	4477	39	63	2
2020-11-21	4438	82	61	1
2020-11-20	4356	111	60	4
2020-11-19	4245	200	56	1
2020-11-18	4045	88	55	1
2020-11-17	3957	70	54	1
2020-11-16	3887	44	53	2
2020-11-15	3843	25	51	0
2020-11-14	3818	90	51	0
2020-11-13	3728	88	51	0
2020-11-12	3640	118	51	0
2020-11-11	3522	174	51	1
2020-11-10	3348	108	50	1
2020-11-09	3240	38	49	3
2020-11-08	3202	61	46	0
2020-11-07	3141	66	46	0
2020-11-06	3075	175	46	0
2020-11-05	2900	251	46	0
2020-11-04	2649	58	46	0
2020-11-03	2591	96	46	0
2020-11-02	2495	27	46	1
2020-11-01	2468	108	45	2
2020-10-31	2360	53	43	2
2020-10-30	2307	123	41	0
2020-10-29	2184	133	41	1
2020-10-28	2051	126	40	0
2020-10-27	1925	65	40	2
2020-10-26	1860	58	38	1
2020-10-25	1802	73	37	0
2020-10-24	1729	63	37	1
2020-10-23	1666	48	36	1
2020-10-22	1618	63	35	0
2020-10-21	1555	60	35	0
2020-10-20	1495	40	35	1
2020-10-19	1455	30	34	0
2020-10-18	1425	21	34	1
2020-10-17	1404	7	33	0
2020-10-16	1397	25	33	0
2020-10-15	1372	33	33	0
2020-10-14	1339	33	33	0
2020-10-13	1306	24	33	1
2020-10-12	1282	9	32	0
2020-10-11	1273	17	32	0
2020-10-10	1256	1	32	0
2020-10-09	1255	25	32	0
2020-10-08	1230	25	32	0
2020-10-07	1205	16	32	0
2020-10-06	1189	29	32	0
2020-10-05	1160	4	32	0
2020-10-04	1156	8	32	0
2020-10-03	1148	11	32	0
2020-10-02	1137	18	32	0
2020-10-01	1119	17	32	0
2020-09-30	1102	10	32	0
2020-09-29	1092	16	32	0
2020-09-28	1076	3	32	0
2020-09-27	1073	14	32	0
2020-09-26	1059	3	32	0
2020-09-25	1056	4	32	0
2020-09-24	1052	6	32	0
2020-09-23	1046	7	32	0
2020-09-22	1039	5	32	0
2020-09-21	1034	1	32	0
2020-09-19	1033	7	32	0
2020-09-18	1026	6	32	0
2020-09-17	1020	2	32	0
2020-09-16	1018	3	32	0
2020-09-15	1015	7	32	0
2020-09-14	1008	1	32	0
2020-09-13	1007	16	32	0
2020-09-12	991	3	32	0
2020-09-11	988	2	32	0
2020-09-10	986	6	32	0
2020-09-09	980	7	32	0
2020-09-08	973	1	32	0
2020-09-07	972	4	32	0
2020-09-06	968	2	32	0
2020-09-05	966	7	32	0
2020-09-04	959	10	32	0
2020-09-03	949	7	32	0
2020-09-02	942	4	32	0
2020-09-01	938	7	32	0
2020-08-31	931	3	32	0
2020-08-30	928	2	32	0
2020-08-29	926	9	32	0
2020-08-28	917	2	32	0
2020-08-27	915	6	32	0
2020-08-26	909	7	32	0
2020-08-25	902	7	32	0
2020-08-24	895	6	32	0
2020-08-23	889	9	32	0
2020-08-22	880	11	32	0
2020-08-21	869	9	32	0
2020-08-20	860	11	32	0
2020-08-19	849	7	32	0
2020-08-18	842	6	32	0
2020-08-17	836	15	32	0
2020-08-16	821	21	32	0
2020-08-15	800	8	32	0
2020-08-14	792	7	32	0
2020-08-13	785	13	32	0
2020-08-12	772	16	32	0
2020-08-11	756	4	32	0
2020-08-10	752	4	32	0
2020-08-09	748	3	32	0
2020-08-08	745	7	32	0
2020-08-07	738	2	32	0
2020-08-06	736	6	32	0
2020-08-05	730	7	32	0
2020-08-04	723	6	32	0
2020-08-03	717	6	32	0
2020-08-02	711	5	32	0
2020-08-01	706	6	32	0
2020-07-31	700	2	32	0
2020-07-30	698	6	32	0
2020-07-29	692	3	32	0
2020-07-28	689	5	32	0
2020-07-27	684	4	32	0
2020-07-25	680	3	32	0
2020-07-23	677	1	32	1
2020-07-22	676	10	31	0
2020-07-21	666	1	31	0
2020-07-20	665	4	31	0
2020-07-19	661	1	31	0
2020-07-17	660	6	31	0
2020-07-15	654	9	31	0
2020-07-14	645	4	31	0
2020-07-11	641	1	31	0
2020-07-10	640	4	31	0
2020-07-09	636	5	31	0
2020-07-08	631	1	31	0
2020-07-07	630	1	31	0
2020-07-03	629	1	31	0
2020-07-02	628	2	31	0
2020-07-01	626	2	31	0
2020-06-30	624	3	31	0
2020-06-29	621	2	31	0
2020-06-28	619	1	31	0
2020-06-25	618	2	31	0
2020-06-23	616	4	31	0
2020-06-21	612	1	31	0
2020-06-20	611	1	31	0
2020-06-19	610	2	31	0
2020-06-17	608	1	31	0
2020-06-16	607	1	31	0
2020-06-11	606	1	31	0
2020-06-10	605	1	31	0
2020-06-09	604	2	31	0
2020-06-02	602	2	31	0
2020-05-30	600	1	31	0
2020-05-28	599	1	31	0
2020-05-26	598	1	31	0
2020-05-24	597	1	31	0
2020-05-23	596	2	31	0
2020-05-21	594	1	31	0
2020-05-20	593	1	31	0
2020-05-19	592	1	31	0
2020-05-15	591	2	31	0
2020-05-14	589	4	31	0
2020-05-13	585	1	31	0
2020-05-11	584	2	31	0
2020-05-09	582	6	31	0
2020-05-08	576	3	31	1
2020-05-07	573	2	30	0
2020-05-06	571	6	30	0
2020-05-05	565	1	30	0
2020-05-04	564	2	30	0
2020-05-03	562	1	30	0
2020-05-02	561	1	30	0
2020-05-01	560	3	30	0
2020-04-30	557	3	30	1
2020-04-29	554	6	29	0
2020-04-28	548	12	29	1
2020-04-27	536	7	28	0
2020-04-26	529	12	28	0
2020-04-25	517	3	28	0
2020-04-24	514	20	28	0
2020-04-23	494	6	28	0
2020-04-22	488	9	28	1
2020-04-21	479	13	27	2
2020-04-20	466	2	25	0
2020-04-19	464	8	25	0
2020-04-18	456	25	25	0
2020-04-17	431	16	25	1
2020-04-16	415	33	24	2
2020-04-15	382	24	22	2
2020-04-14	358	3	20	1
2020-04-13	355	1	19	0
2020-04-12	354	12	19	0
2020-04-11	342	26	19	0
2020-04-10	316	31	19	1
2020-04-09	285	45	18	2
2020-04-08	240	3	16	0
2020-04-07	237	12	16	0
2020-04-06	225	21	16	3
2020-04-05	204	16	13	0
2020-04-04	188	1	13	0
2020-04-03	187	20	13	1
2020-04-02	167	9	12	1
2020-04-01	158	16	11	4
2020-03-31	142	17	7	2
2020-03-30	125	10	5	0
2020-03-29	115	14	5	0
2020-03-28	101	12	5	0
2020-03-27	89	8	5	2
2020-03-26	81	10	3	1
2020-03-25	71	19	2	0
2020-03-24	52	4	2	0
2020-03-23	48	2	2	0
2020-03-22	46	7	2	1
2020-03-20	39	3	1	0
2020-03-19	36	4	1	1
2020-03-18	32	8	0	0
2020-03-17	24	4	0	0
2020-03-16	20	6	0	0
2020-03-13	14	1	0	0
2020-03-12	13	2	0	0
2020-03-11	11	4	0	0
2020-03-10	7	1	0	0
2020-03-06	6	1	0	0
2020-03-05	5	1	0	0
2020-03-04	4	2	0	0
2020-02-28	2	1	0	0

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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: 0:04:02.240488