Germany: LK Zollernalbkreis (Baden-Württemberg)

• 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 10:18:14 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Zollernalbkreis")
print(f'Population of country="Germany", subregion="LK Zollernalbkreis": {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 Zollernalbkreis": 190545 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	91731	23	404	0
2023-03-03	91708	12	404	0
2023-03-02	91696	18	404	0
2023-03-01	91678	51	404	0
2023-02-28	91627	68	404	0
2023-02-27	91559	99	404	0
2023-02-24	91460	90	404	2
2023-02-23	91370	30	402	0
2023-02-22	91340	35	402	0
2023-02-21	91305	35	402	0
2023-02-20	91270	68	402	0
2023-02-17	91202	20	402	0
2023-02-16	91182	32	402	0
2023-02-15	91150	24	402	0
2023-02-14	91126	50	402	0
2023-02-13	91076	62	402	0
2023-02-11	91014	1	402	0
2023-02-10	91013	37	402	0
2023-02-09	90976	31	402	0
2023-02-08	90945	43	402	1
2023-02-07	90902	34	401	0
2023-02-06	90868	45	401	0
2023-02-03	90823	14	401	0
2023-02-02	90809	32	401	0
2023-02-01	90777	36	401	0
2023-01-31	90741	18	401	0
2023-01-30	90723	54	401	0
2023-01-27	90669	16	401	0
2023-01-26	90653	20	401	0
2023-01-25	90633	23	401	0
2023-01-24	90610	25	401	0
2023-01-23	90585	36	401	1
2023-01-20	90549	7	400	0
2023-01-19	90542	20	400	0
2023-01-18	90522	21	400	0
2023-01-17	90501	26	400	0
2023-01-16	90475	45	400	0
2023-01-13	90430	29	400	2
2023-01-12	90401	38	398	0
2023-01-11	90363	34	398	0
2023-01-10	90329	33	398	0
2023-01-09	90296	61	398	0
2023-01-05	90235	24	398	0
2023-01-04	90211	50	398	0
2023-01-03	90161	55	398	0
2023-01-02	90106	72	398	1
2022-12-30	90034	33	397	0
2022-12-29	90001	52	397	1
2022-12-28	89949	89	396	1
2022-12-27	89860	111	395	0
2022-12-23	89749	33	395	0
2022-12-22	89716	41	395	0
2022-12-21	89675	80	395	0
2022-12-20	89595	49	395	0
2022-12-19	89546	89	395	0
2022-12-16	89457	43	395	0
2022-12-15	89414	48	395	0
2022-12-14	89366	74	395	0
2022-12-13	89292	66	395	0
2022-12-12	89226	110	395	0
2022-12-09	89116	51	395	0
2022-12-08	89065	60	395	0
2022-12-07	89005	75	395	0
2022-12-06	88930	83	395	0
2022-12-05	88847	151	395	0
2022-12-02	88696	41	395	0
2022-12-01	88655	43	395	0
2022-11-30	88612	58	395	0
2022-11-29	88554	58	395	0
2022-11-28	88496	80	395	0
2022-11-25	88416	35	395	0
2022-11-24	88381	49	395	0
2022-11-23	88332	44	395	0
2022-11-22	88288	95	395	0
2022-11-21	88193	95	395	1
2022-11-18	88098	32	394	0
2022-11-17	88066	54	394	0
2022-11-16	88012	79	394	0
2022-11-15	87933	70	394	0
2022-11-14	87863	141	394	0
2022-11-11	87722	68	394	0
2022-11-10	87654	106	394	0
2022-11-09	87548	80	394	0
2022-11-08	87468	83	394	0
2022-11-07	87385	167	394	0
2022-11-04	87218	86	394	0
2022-11-03	87132	88	394	0
2022-11-02	87044	110	394	0
2022-10-31	86934	231	394	1
2022-10-28	86703	60	393	1
2022-10-27	86643	128	392	0
2022-10-26	86515	260	392	0
2022-10-25	86255	112	392	0
2022-10-24	86143	399	392	1
2022-10-21	85744	165	391	0
2022-10-20	85579	235	391	0
2022-10-19	85344	245	391	2
2022-10-18	85099	399	389	1
2022-10-17	84700	518	388	2
2022-10-14	84182	248	386	0
2022-10-13	83934	236	386	0
2022-10-12	83698	424	386	0
2022-10-11	83274	347	386	1
2022-10-10	82927	537	385	0
2022-10-08	82390	13	385	0
2022-10-07	82377	277	385	0
2022-10-06	82100	320	385	2
2022-10-05	81780	438	383	0
2022-10-04	81342	398	383	1
2022-09-30	80944	121	382	0
2022-09-29	80823	179	382	0
2022-09-28	80644	195	382	1
2022-09-27	80449	241	381	1
2022-09-26	80208	308	380	0
2022-09-23	79900	75	380	0
2022-09-22	79825	139	380	1
2022-09-21	79686	108	379	0
2022-09-20	79578	120	379	0
2022-09-19	79458	159	379	0
2022-09-16	79299	66	379	0
2022-09-15	79233	86	379	1
2022-09-14	79147	53	378	0
2022-09-13	79094	57	378	0
2022-09-12	79037	122	378	0
2022-09-09	78915	47	378	2
2022-09-08	78868	51	376	0
2022-09-07	78817	67	376	0
2022-09-06	78750	35	376	0
2022-09-05	78715	74	376	1
2022-09-02	78641	34	375	0
2022-09-01	78607	63	375	0
2022-08-31	78544	60	375	1
2022-08-30	78484	77	374	0
2022-08-29	78407	118	374	0
2022-08-26	78289	43	374	0
2022-08-25	78246	69	374	0
2022-08-24	78177	81	374	0
2022-08-23	78096	118	374	0
2022-08-22	77978	111	374	1
2022-08-19	77867	62	373	0
2022-08-18	77805	76	373	1
2022-08-17	77729	94	372	0
2022-08-16	77635	135	372	0
2022-08-15	77500	122	372	0
2022-08-12	77378	62	372	1
2022-08-11	77316	85	371	0
2022-08-10	77231	120	371	2
2022-08-09	77111	191	369	0
2022-08-08	76920	141	369	0
2022-08-05	76779	189	369	1
2022-08-04	76590	105	368	0
2022-08-03	76485	110	368	1
2022-08-02	76375	190	367	0
2022-08-01	76185	246	367	0
2022-07-29	75939	138	367	1
2022-07-28	75801	216	366	1
2022-07-27	75585	224	365	1
2022-07-26	75361	302	364	1
2022-07-25	75059	408	363	3
2022-07-22	74651	245	360	0
2022-07-21	74406	292	360	2
2022-07-20	74114	329	358	0
2022-07-19	73785	455	358	1
2022-07-18	73330	479	357	1
2022-07-15	72851	276	356	0
2022-07-14	72575	324	356	1
2022-07-13	72251	431	355	0
2022-07-12	71820	440	355	2
2022-07-11	71380	542	353	1
2022-07-08	70838	179	352	0
2022-07-07	70659	328	352	0
2022-07-06	70331	295	352	0
2022-07-05	70036	314	352	0
2022-07-04	69722	347	352	0
2022-07-01	69375	186	352	0
2022-06-30	69189	197	352	0
2022-06-29	68992	252	352	0
2022-06-28	68740	273	352	0
2022-06-27	68467	272	352	0
2022-06-24	68195	140	352	0
2022-06-23	68055	197	352	1
2022-06-22	67858	183	351	0
2022-06-21	67675	268	351	0
2022-06-20	67407	199	351	0
2022-06-17	67208	132	351	0
2022-06-15	67076	144	351	0
2022-06-14	66932	128	351	0
2022-06-13	66804	128	351	1
2022-06-10	66676	59	350	0
2022-06-09	66617	164	350	0
2022-06-08	66453	102	350	0
2022-06-07	66351	140	350	0
2022-06-03	66211	49	350	0
2022-06-02	66162	87	350	0
2022-06-01	66075	55	350	0
2022-05-31	66020	93	350	0
2022-05-30	65927	147	350	0
2022-05-27	65780	51	350	0
2022-05-25	65729	58	350	0
2022-05-24	65671	100	350	1
2022-05-23	65571	116	349	0
2022-05-20	65455	93	349	0
2022-05-19	65362	80	349	0
2022-05-18	65282	186	349	0
2022-05-17	65096	125	349	0
2022-05-16	64971	222	349	0
2022-05-13	64749	137	349	1
2022-05-12	64612	102	348	0
2022-05-11	64510	145	348	0
2022-05-10	64365	232	348	0
2022-05-09	64133	253	348	0
2022-05-06	63880	82	348	0
2022-05-05	63798	123	348	0
2022-05-04	63675	178	348	0
2022-05-03	63497	331	348	0
2022-05-02	63166	8	348	0
2022-04-30	63158	91	348	2
2022-04-29	63067	82	346	0
2022-04-28	62985	148	346	1
2022-04-27	62837	222	345	0
2022-04-26	62615	238	345	2
2022-04-25	62377	249	343	1
2022-04-23	62128	173	342	0
2022-04-22	61955	96	342	0
2022-04-21	61859	336	342	0
2022-04-20	61523	374	342	0
2022-04-19	61149	85	342	0
2022-04-18	61064	197	342	0
2022-04-16	60867	122	342	0
2022-04-15	60745	152	342	0
2022-04-14	60593	270	342	0
2022-04-13	60323	365	342	0
2022-04-12	59958	330	342	3
2022-04-11	59628	272	339	1
2022-04-09	59356	249	338	1
2022-04-08	59107	157	337	0
2022-04-07	58950	341	337	0
2022-04-06	58609	396	337	0
2022-04-05	58213	300	337	1
2022-04-04	57913	298	336	0
2022-04-02	57615	279	336	0
2022-04-01	57336	238	336	0
2022-03-31	57098	417	336	1
2022-03-30	56681	474	335	0
2022-03-29	56207	335	335	3
2022-03-28	55872	660	332	2
2022-03-26	55212	238	330	0
2022-03-25	54974	332	330	3
2022-03-24	54642	443	327	1
2022-03-23	54199	626	326	0
2022-03-22	53573	529	326	1
2022-03-21	53044	355	325	1
2022-03-20	52689	311	324	2
2022-03-19	52378	568	322	0
2022-03-18	51810	610	322	1
2022-03-17	51200	685	321	3
2022-03-16	50515	580	318	0
2022-03-15	49935	884	318	0
2022-03-14	49051	226	318	0
2022-03-13	48825	411	318	1
2022-03-12	48414	691	317	1
2022-03-11	47723	562	316	0
2022-03-10	47161	803	316	0
2022-03-09	46358	888	316	2
2022-03-08	45470	979	314	0
2022-03-07	44491	318	314	0
2022-03-06	44173	369	314	1
2022-03-05	43804	795	313	1
2022-03-04	43009	526	312	2
2022-03-03	42483	610	310	0
2022-03-02	41873	647	310	1
2022-03-01	41226	597	309	0
2022-02-28	40629	205	309	0
2022-02-27	40424	194	309	1
2022-02-26	40230	412	308	2
2022-02-25	39818	356	306	1
2022-02-24	39462	618	305	0
2022-02-23	38844	754	305	0
2022-02-22	38090	636	305	0
2022-02-21	37454	321	305	1
2022-02-20	37133	318	304	0
2022-02-19	36815	701	304	0
2022-02-18	36114	426	304	1
2022-02-17	35688	690	303	0
2022-02-16	34998	688	303	2
2022-02-15	34310	683	301	2
2022-02-14	33627	384	299	0
2022-02-13	33243	521	299	2
2022-02-12	32722	510	297	0
2022-02-11	32212	544	297	1
2022-02-10	31668	906	296	0
2022-02-09	30762	751	296	0
2022-02-08	30011	748	296	2
2022-02-07	29263	216	294	0
2022-02-06	29047	393	294	1
2022-02-05	28654	751	293	0
2022-02-04	27903	527	293	2
2022-02-03	27376	642	291	0
2022-02-02	26734	815	291	1
2022-02-01	25919	589	290	1
2022-01-31	25330	205	289	1
2022-01-30	25125	325	288	1
2022-01-29	24800	366	287	1
2022-01-28	24434	707	286	1
2022-01-27	23727	284	285	0
2022-01-26	23443	462	285	2
2022-01-25	22981	392	283	0
2022-01-24	22589	87	283	0
2022-01-23	22502	183	283	0
2022-01-22	22319	271	283	0
2022-01-21	22048	200	283	0
2022-01-20	21848	268	283	0
2022-01-19	21580	265	283	0
2022-01-18	21315	238	283	0
2022-01-17	21077	66	283	0
2022-01-16	21011	83	283	0
2022-01-15	20928	110	283	0
2022-01-14	20818	128	283	0
2022-01-13	20690	141	283	0
2022-01-12	20549	236	283	0
2022-01-11	20313	191	283	0
2022-01-10	20122	55	283	0
2022-01-09	20067	149	283	0
2022-01-08	19918	102	283	1
2022-01-07	19816	68	282	0
2022-01-06	19748	52	282	0
2022-01-05	19696	130	282	0
2022-01-04	19566	187	282	1
2022-01-03	19379	31	281	0
2022-01-02	19348	9	281	0
2022-01-01	19339	55	281	0
2021-12-31	19284	83	281	0
2021-12-30	19201	120	281	0
2021-12-29	19081	140	281	0
2021-12-28	18941	142	281	1
2021-12-27	18799	40	280	1
2021-12-26	18759	11	279	0
2021-12-25	18748	47	279	0
2021-12-24	18701	44	279	0
2021-12-23	18657	78	279	2
2021-12-22	18579	85	277	1
2021-12-21	18494	148	276	0
2021-12-20	18346	56	276	0
2021-12-19	18290	86	276	0
2021-12-18	18204	85	276	0
2021-12-17	18119	88	276	0
2021-12-16	18031	149	276	0
2021-12-15	17882	161	276	0
2021-12-14	17721	196	276	4
2021-12-13	17525	49	272	1
2021-12-12	17476	116	271	0
2021-12-11	17360	109	271	1
2021-12-10	17251	153	270	1
2021-12-09	17098	219	269	4
2021-12-08	16879	309	265	0
2021-12-07	16570	273	265	1
2021-12-06	16297	50	264	3
2021-12-05	16247	60	261	0
2021-12-04	16187	213	261	1
2021-12-03	15974	183	260	0
2021-12-02	15791	320	260	1
2021-12-01	15471	286	259	0
2021-11-30	15185	206	259	1
2021-11-29	14979	39	258	0
2021-11-28	14940	121	258	1
2021-11-27	14819	184	257	1
2021-11-26	14635	183	256	3
2021-11-25	14452	241	253	2
2021-11-24	14211	235	251	0
2021-11-23	13976	222	251	3
2021-11-22	13754	30	248	0
2021-11-21	13724	115	248	0
2021-11-20	13609	121	248	0
2021-11-19	13488	160	248	1
2021-11-18	13328	179	247	3
2021-11-17	13149	224	244	1
2021-11-16	12925	131	243	0
2021-11-15	12794	23	243	0
2021-11-14	12771	111	243	1
2021-11-13	12660	128	242	4
2021-11-12	12532	145	238	0
2021-11-11	12387	138	238	2
2021-11-10	12249	124	236	1
2021-11-09	12125	98	235	1
2021-11-08	12027	48	234	0
2021-11-07	11979	51	234	0
2021-11-06	11928	98	234	0
2021-11-05	11830	72	234	0
2021-11-04	11758	130	234	0
2021-11-03	11628	80	234	0
2021-11-02	11548	35	234	0
2021-11-01	11513	7	234	0
2021-10-31	11506	22	234	0
2021-10-30	11484	71	234	0
2021-10-29	11413	43	234	0
2021-10-28	11370	61	234	0
2021-10-27	11309	70	234	1
2021-10-26	11239	55	233	2
2021-10-25	11184	21	231	0
2021-10-24	11163	25	231	1
2021-10-23	11138	40	230	0
2021-10-22	11098	20	230	1
2021-10-21	11078	30	229	0
2021-10-20	11048	39	229	0
2021-10-19	11009	45	229	0
2021-10-18	10964	18	229	0
2021-10-17	10946	4	229	0
2021-10-16	10942	50	229	0
2021-10-15	10892	13	229	1
2021-10-14	10879	37	228	0
2021-10-13	10842	37	228	0
2021-10-12	10805	43	228	0
2021-10-11	10762	9	228	0
2021-10-10	10753	20	228	0
2021-10-09	10733	14	228	0
2021-10-08	10719	17	228	0
2021-10-07	10702	25	228	0
2021-10-06	10677	42	228	1
2021-10-05	10635	26	227	0
2021-10-04	10609	3	227	1
2021-10-03	10606	10	226	0
2021-10-02	10596	21	226	0
2021-10-01	10575	15	226	0
2021-09-30	10560	28	226	0
2021-09-29	10532	32	226	0
2021-09-28	10500	43	226	0
2021-09-27	10457	11	226	0
2021-09-26	10446	13	226	0
2021-09-25	10433	23	226	0
2021-09-24	10410	15	226	0
2021-09-23	10395	19	226	0
2021-09-22	10376	18	226	0
2021-09-21	10358	29	226	0
2021-09-20	10329	3	226	0
2021-09-19	10326	2	226	0
2021-09-18	10324	22	226	0
2021-09-17	10302	19	226	0
2021-09-16	10283	20	226	0
2021-09-15	10263	63	226	0
2021-09-14	10200	68	226	0
2021-09-13	10132	8	226	0
2021-09-12	10124	6	226	1
2021-09-11	10118	47	225	0
2021-09-10	10071	45	225	1
2021-09-09	10026	26	224	0
2021-09-08	10000	63	224	0
2021-09-07	9937	62	224	0
2021-09-06	9875	9	224	0
2021-09-05	9866	12	224	1
2021-09-04	9854	48	223	0
2021-09-03	9806	32	223	1
2021-09-02	9774	36	222	0
2021-09-01	9738	80	222	0
2021-08-31	9658	36	222	0
2021-08-30	9622	7	222	0
2021-08-29	9615	5	222	1
2021-08-28	9610	30	221	0
2021-08-27	9580	19	221	0
2021-08-26	9561	36	221	0
2021-08-25	9525	40	221	0
2021-08-24	9485	34	221	0
2021-08-23	9451	2	221	0
2021-08-22	9449	5	221	0
2021-08-21	9444	12	221	0
2021-08-20	9432	5	221	0
2021-08-19	9427	13	221	0
2021-08-18	9414	18	221	0
2021-08-17	9396	13	221	0
2021-08-16	9383	8	221	0
2021-08-15	9375	4	221	0
2021-08-14	9371	5	221	0
2021-08-13	9366	10	221	0
2021-08-12	9356	6	221	0
2021-08-11	9350	7	221	0
2021-08-10	9343	11	221	0
2021-08-09	9332	3	221	1
2021-08-08	9329	1	220	0
2021-08-07	9328	3	220	0
2021-08-06	9325	1	220	0
2021-08-05	9324	4	220	0
2021-08-04	9320	1	220	0
2021-08-03	9319	4	220	0
2021-08-02	9315	1	220	0
2021-08-01	9314	1	220	0
2021-07-31	9313	4	220	0
2021-07-30	9309	4	220	0
2021-07-29	9305	1	220	0
2021-07-28	9304	1	220	0
2021-07-27	9303	3	220	0
2021-07-25	9300	3	220	0
2021-07-24	9297	2	220	0
2021-07-22	9295	1	220	0
2021-07-21	9294	2	220	0
2021-07-20	9292	3	220	0
2021-07-18	9289	1	220	0
2021-07-17	9288	3	220	0
2021-07-15	9285	2	220	0
2021-07-14	9283	3	220	0
2021-07-13	9280	2	220	0
2021-07-07	9278	1	220	0
2021-07-01	9277	3	220	0
2021-06-30	9274	1	220	0
2021-06-29	9273	3	220	0
2021-06-26	9270	2	220	0
2021-06-25	9268	2	220	0
2021-06-24	9266	5	220	0
2021-06-22	9261	2	220	0
2021-06-21	9259	2	220	0
2021-06-19	9257	6	220	0
2021-06-18	9251	1	220	0
2021-06-17	9250	5	220	0
2021-06-16	9245	2	220	0
2021-06-15	9243	6	220	0
2021-06-14	9237	1	220	0
2021-06-12	9236	5	220	0
2021-06-11	9231	5	220	0
2021-06-10	9226	4	220	0
2021-06-09	9222	8	220	1
2021-06-08	9214	16	219	0
2021-06-07	9198	2	219	0
2021-06-05	9196	9	219	0
2021-06-04	9187	5	219	0
2021-06-03	9182	10	219	0
2021-06-02	9172	31	219	0
2021-06-01	9141	17	219	1
2021-05-31	9124	9	218	0
2021-05-30	9115	14	218	0
2021-05-29	9101	17	218	0
2021-05-28	9084	29	218	0
2021-05-27	9055	32	218	0
2021-05-26	9023	37	218	0
2021-05-25	8986	14	218	0
2021-05-24	8972	8	218	0
2021-05-23	8964	17	218	0
2021-05-22	8947	50	218	0
2021-05-21	8897	42	218	0
2021-05-20	8855	33	218	0
2021-05-19	8822	72	218	0
2021-05-18	8750	86	218	0
2021-05-17	8664	19	218	0
2021-05-16	8645	14	218	0
2021-05-15	8631	70	218	1
2021-05-14	8561	15	217	0
2021-05-13	8546	83	217	0
2021-05-12	8463	117	217	2
2021-05-11	8346	81	215	1
2021-05-10	8265	3	214	0
2021-05-09	8262	42	214	0
2021-05-08	8220	71	214	0
2021-05-07	8149	72	214	0
2021-05-06	8077	83	214	2
2021-05-05	7994	98	212	0
2021-05-04	7896	112	212	1
2021-05-03	7784	12	211	0
2021-05-02	7772	30	211	0
2021-05-01	7742	75	211	1
2021-04-30	7667	49	210	1
2021-04-29	7618	78	209	0
2021-04-28	7540	108	209	3
2021-04-27	7432	116	206	0
2021-04-26	7316	13	206	2
2021-04-25	7303	45	204	0
2021-04-24	7258	70	204	3
2021-04-23	7188	73	201	1
2021-04-22	7115	79	200	0
2021-04-21	7036	127	200	0
2021-04-20	6909	72	200	1
2021-04-19	6837	7	199	0
2021-04-18	6830	21	199	1
2021-04-17	6809	58	198	0
2021-04-16	6751	44	198	0
2021-04-15	6707	53	198	0
2021-04-14	6654	77	198	0
2021-04-13	6577	39	198	0
2021-04-12	6538	17	198	1
2021-04-11	6521	20	197	0
2021-04-10	6501	31	197	2
2021-04-09	6470	35	195	0
2021-04-08	6435	84	195	0
2021-04-07	6351	47	195	1
2021-04-06	6304	3	194	1
2021-04-05	6301	7	193	0
2021-04-04	6294	9	193	0
2021-04-03	6285	23	193	1
2021-04-02	6262	62	192	1
2021-04-01	6200	33	191	0
2021-03-31	6167	59	191	1
2021-03-30	6108	19	190	0
2021-03-29	6089	19	190	1
2021-03-28	6070	36	189	0
2021-03-27	6034	50	189	0
2021-03-26	5984	40	189	0
2021-03-25	5944	43	189	0
2021-03-24	5901	40	189	0
2021-03-23	5861	48	189	0
2021-03-22	5813	4	189	0
2021-03-21	5809	14	189	0
2021-03-20	5795	43	189	2
2021-03-19	5752	12	187	0
2021-03-18	5740	32	187	0
2021-03-17	5708	25	187	0
2021-03-16	5683	24	187	1
2021-03-15	5659	6	186	1
2021-03-14	5653	3	185	0
2021-03-13	5650	11	185	0
2021-03-12	5639	6	185	0
2021-03-11	5633	21	185	1
2021-03-10	5612	18	184	1
2021-03-09	5594	15	183	0
2021-03-08	5579	3	183	0
2021-03-07	5576	6	183	0
2021-03-06	5570	19	183	0
2021-03-05	5551	10	183	0
2021-03-04	5541	18	183	0
2021-03-03	5523	11	183	1
2021-03-02	5512	10	182	0
2021-03-01	5502	15	182	0
2021-02-28	5487	11	182	0
2021-02-27	5476	19	182	1
2021-02-26	5457	11	181	0
2021-02-25	5446	20	181	2
2021-02-24	5426	32	179	0
2021-02-23	5394	10	179	0
2021-02-22	5384	13	179	1
2021-02-21	5371	4	178	2
2021-02-20	5367	13	176	1
2021-02-19	5354	12	175	0
2021-02-18	5342	16	175	1
2021-02-17	5326	11	174	0
2021-02-16	5315	15	174	0
2021-02-15	5300	11	174	0
2021-02-14	5289	16	174	0
2021-02-13	5273	32	174	3
2021-02-12	5241	9	171	2
2021-02-11	5232	16	169	0
2021-02-10	5216	17	169	1
2021-02-09	5199	16	168	1
2021-02-08	5183	7	167	1
2021-02-07	5176	25	166	1
2021-02-06	5151	7	165	0
2021-02-05	5144	14	165	0
2021-02-04	5130	14	165	2
2021-02-03	5116	28	163	0
2021-02-02	5088	24	163	1
2021-02-01	5064	8	162	1
2021-01-31	5056	15	161	2
2021-01-30	5041	19	159	1
2021-01-29	5022	20	158	1
2021-01-28	5002	25	157	0
2021-01-27	4977	44	157	0
2021-01-26	4933	19	157	0
2021-01-25	4914	4	157	0
2021-01-24	4910	12	157	0
2021-01-23	4898	33	157	0
2021-01-22	4865	27	157	0
2021-01-21	4838	30	157	1
2021-01-20	4808	54	156	0
2021-01-19	4754	12	156	0
2021-01-18	4742	10	156	0
2021-01-17	4732	12	156	0
2021-01-16	4720	29	156	0
2021-01-15	4691	37	156	2
2021-01-14	4654	29	154	0
2021-01-13	4625	55	154	0
2021-01-12	4570	51	154	3
2021-01-11	4519	38	151	2
2021-01-10	4481	14	149	0
2021-01-09	4467	55	149	1
2021-01-08	4412	63	148	4
2021-01-07	4349	68	144	0
2021-01-06	4281	33	144	2
2021-01-05	4248	22	142	0
2021-01-04	4226	90	142	0
2021-01-03	4136	1	142	0
2021-01-02	4135	5	142	0
2021-01-01	4130	38	142	1
2020-12-31	4092	77	141	4
2020-12-30	4015	70	137	2
2020-12-29	3945	26	135	5
2020-12-28	3919	67	130	6
2020-12-27	3852	7	124	0
2020-12-26	3845	10	124	0
2020-12-25	3835	62	124	2
2020-12-24	3773	73	122	1
2020-12-23	3700	65	121	2
2020-12-22	3635	49	119	2
2020-12-21	3586	60	117	0
2020-12-20	3526	38	117	0
2020-12-19	3488	71	117	0
2020-12-18	3417	89	117	1
2020-12-17	3328	66	116	1
2020-12-16	3262	57	115	1
2020-12-15	3205	34	114	2
2020-12-14	3171	61	112	0
2020-12-13	3110	42	112	1
2020-12-12	3068	56	111	0
2020-12-11	3012	61	111	2
2020-12-10	2951	44	109	3
2020-12-09	2907	39	106	0
2020-12-08	2868	50	106	2
2020-12-07	2818	18	104	0
2020-12-06	2800	46	104	1
2020-12-05	2754	62	103	2
2020-12-04	2692	41	101	0
2020-12-03	2651	36	101	1
2020-12-02	2615	48	100	0
2020-12-01	2567	26	100	0
2020-11-30	2541	26	100	1
2020-11-29	2515	8	99	2
2020-11-28	2507	40	97	0
2020-11-27	2467	20	97	0
2020-11-26	2447	26	97	0
2020-11-25	2421	43	97	1
2020-11-24	2378	23	96	0
2020-11-23	2355	4	96	0
2020-11-22	2351	35	96	2
2020-11-21	2316	26	94	0
2020-11-20	2290	23	94	1
2020-11-19	2267	21	93	1
2020-11-18	2246	48	92	0
2020-11-17	2198	16	92	0
2020-11-16	2182	7	92	0
2020-11-15	2175	25	92	0
2020-11-14	2150	34	92	1
2020-11-13	2116	48	91	0
2020-11-12	2068	38	91	0
2020-11-11	2030	54	91	0
2020-11-10	1976	14	91	0
2020-11-09	1962	4	91	0
2020-11-08	1958	22	91	1
2020-11-07	1936	28	90	0
2020-11-06	1908	45	90	1
2020-11-05	1863	50	89	1
2020-11-04	1813	43	88	0
2020-11-03	1770	13	88	0
2020-11-02	1757	32	88	1
2020-11-01	1725	26	87	0
2020-10-31	1699	22	87	0
2020-10-30	1677	28	87	0
2020-10-29	1649	38	87	1
2020-10-28	1611	14	86	0
2020-10-27	1597	18	86	0
2020-10-26	1579	9	86	0
2020-10-25	1570	8	86	0
2020-10-24	1562	17	86	0
2020-10-23	1545	10	86	0
2020-10-22	1535	18	86	0
2020-10-21	1517	14	86	0
2020-10-20	1503	9	86	0
2020-10-19	1494	1	86	0
2020-10-18	1493	8	86	0
2020-10-17	1485	14	86	0
2020-10-16	1471	12	86	0
2020-10-15	1459	9	86	0
2020-10-14	1450	6	86	0
2020-10-12	1444	1	86	0
2020-10-11	1443	1	86	0
2020-10-10	1442	2	86	0
2020-10-09	1440	4	86	0
2020-10-08	1436	5	86	0
2020-10-07	1431	3	86	0
2020-10-05	1428	2	86	0
2020-10-03	1426	5	86	0
2020-10-02	1421	2	86	0
2020-10-01	1419	2	86	0
2020-09-30	1417	4	86	0
2020-09-29	1413	2	86	0
2020-09-28	1411	1	86	0
2020-09-27	1410	1	86	0
2020-09-26	1409	1	86	0
2020-09-24	1408	3	86	0
2020-09-23	1405	1	86	0
2020-09-20	1404	4	86	1
2020-09-19	1400	3	85	0
2020-09-18	1397	3	85	0
2020-09-17	1394	2	85	0
2020-09-16	1392	5	85	0
2020-09-15	1387	3	85	0
2020-09-14	1384	1	85	0
2020-09-13	1383	4	85	0
2020-09-12	1379	5	85	0
2020-09-11	1374	4	85	0
2020-09-10	1370	2	85	0
2020-09-09	1368	3	85	0
2020-09-08	1365	2	85	0
2020-09-06	1363	4	85	0
2020-09-05	1359	1	85	0
2020-09-04	1358	3	85	0
2020-09-03	1355	4	85	0
2020-09-02	1351	4	85	0
2020-09-01	1347	6	85	0
2020-08-31	1341	3	85	0
2020-08-30	1338	14	85	0
2020-08-29	1324	4	85	0
2020-08-28	1320	4	85	0
2020-08-27	1316	4	85	0
2020-08-26	1312	9	85	0
2020-08-25	1303	7	85	0
2020-08-24	1296	4	85	0
2020-08-23	1292	2	85	0
2020-08-22	1290	3	85	0
2020-08-21	1287	4	85	0
2020-08-20	1283	5	85	0
2020-08-19	1278	7	85	0
2020-08-18	1271	2	85	0
2020-08-17	1269	3	85	0
2020-08-15	1266	2	85	0
2020-08-14	1264	3	85	0
2020-08-13	1261	9	85	1
2020-08-11	1252	2	84	0
2020-08-09	1250	2	84	0
2020-08-08	1248	1	84	0
2020-08-07	1247	1	84	0
2020-07-24	1246	2	84	0
2020-07-23	1244	7	84	0
2020-07-20	1237	1	84	0
2020-07-17	1236	1	84	0
2020-07-16	1235	2	84	0
2020-07-15	1233	1	84	0
2020-07-14	1232	1	84	0
2020-07-12	1231	2	84	0
2020-07-11	1229	4	84	0
2020-07-08	1225	1	84	0
2020-07-06	1224	1	84	0
2020-07-02	1223	1	84	0
2020-07-01	1222	2	84	0
2020-06-28	1220	1	84	0
2020-06-27	1219	3	84	0
2020-06-26	1216	1	84	0
2020-06-25	1215	1	84	0
2020-06-24	1214	6	84	0
2020-06-12	1208	1	84	0
2020-06-07	1207	1	84	0
2020-06-06	1206	1	84	0
2020-06-05	1205	3	84	0
2020-06-03	1202	4	84	0
2020-06-02	1198	1	84	0
2020-06-01	1197	1	84	0
2020-05-31	1196	2	84	0
2020-05-28	1194	1	84	0
2020-05-27	1193	1	84	0
2020-05-26	1192	1	84	0
2020-05-25	1191	1	84	0
2020-05-24	1190	5	84	0
2020-05-22	1185	1	84	0
2020-05-21	1184	4	84	0
2020-05-20	1180	3	84	1
2020-05-19	1177	1	83	1
2020-05-18	1176	2	82	0
2020-05-17	1174	1	82	0
2020-05-16	1173	3	82	0
2020-05-15	1170	2	82	0
2020-05-14	1168	3	82	0
2020-05-13	1165	1	82	0
2020-05-11	1164	2	82	0
2020-05-10	1162	4	82	0
2020-05-09	1158	9	82	0
2020-05-08	1149	9	82	0
2020-05-07	1140	7	82	1
2020-05-06	1133	14	81	0
2020-05-04	1119	5	81	0
2020-05-03	1114	4	81	0
2020-05-02	1110	23	81	1
2020-05-01	1087	17	80	1
2020-04-30	1070	20	79	0
2020-04-29	1050	21	79	2
2020-04-28	1029	1	77	0
2020-04-27	1028	5	77	1
2020-04-26	1023	22	76	2
2020-04-25	1001	17	74	0
2020-04-24	984	19	74	0
2020-04-23	965	33	74	3
2020-04-22	932	37	71	1
2020-04-21	895	5	70	1
2020-04-20	890	12	69	0
2020-04-19	878	32	69	3
2020-04-18	846	13	66	4
2020-04-17	833	21	62	2
2020-04-16	812	22	60	0
2020-04-15	790	16	60	1
2020-04-14	774	16	59	2
2020-04-13	758	17	57	2
2020-04-12	741	15	55	2
2020-04-11	726	38	53	2
2020-04-10	688	23	51	0
2020-04-09	665	25	51	1
2020-04-08	640	21	50	3
2020-04-07	619	28	47	4
2020-04-06	591	22	43	1
2020-04-05	569	17	42	1
2020-04-04	552	48	41	6
2020-04-03	504	21	35	1
2020-04-02	483	28	34	5
2020-04-01	455	18	29	5
2020-03-31	437	48	24	0
2020-03-30	389	40	24	5
2020-03-29	349	9	19	1
2020-03-28	340	61	18	7
2020-03-27	279	20	11	0
2020-03-26	259	37	11	5
2020-03-25	222	58	6	1
2020-03-24	164	9	5	0
2020-03-23	155	42	5	1
2020-03-22	113	17	4	1
2020-03-21	96	15	3	0
2020-03-20	81	5	3	1
2020-03-19	76	12	2	1
2020-03-18	64	6	1	0
2020-03-17	58	16	1	0
2020-03-16	42	6	1	0
2020-03-15	36	1	1	0
2020-03-14	35	3	1	0
2020-03-13	32	8	1	0
2020-03-11	24	1	1	0
2020-03-10	23	6	1	0
2020-03-09	17	3	1	1
2020-03-05	14	2	0	0
2020-03-04	12	9	0	0
2020-03-03	3	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: 0:02:48.567134