Germany: LK Cuxhaven (Niedersachsen)

• 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 13:07:19 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Cuxhaven")
print(f'Population of country="Germany", subregion="LK Cuxhaven": {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 Cuxhaven": 199603 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	90554	23	325	0
2023-03-03	90531	15	325	0
2023-03-02	90516	10	325	0
2023-03-01	90506	24	325	0
2023-02-28	90482	36	325	0
2023-02-27	90446	41	325	1
2023-02-24	90405	45	324	0
2023-02-23	90360	29	324	0
2023-02-22	90331	35	324	0
2023-02-21	90296	48	324	0
2023-02-20	90248	50	324	0
2023-02-17	90198	22	324	0
2023-02-16	90176	43	324	0
2023-02-15	90133	53	324	2
2023-02-14	90080	57	322	0
2023-02-13	90023	37	322	0
2023-02-10	89986	27	322	0
2023-02-09	89959	34	322	1
2023-02-08	89925	35	321	0
2023-02-07	89890	67	321	0
2023-02-06	89823	46	321	0
2023-02-03	89777	25	321	0
2023-02-02	89752	50	321	0
2023-02-01	89702	44	321	0
2023-01-31	89658	99	321	1
2023-01-30	89559	78	320	0
2023-01-27	89481	34	320	0
2023-01-26	89447	41	320	0
2023-01-25	89406	67	320	0
2023-01-24	89339	90	320	0
2023-01-23	89249	45	320	1
2023-01-20	89204	24	319	0
2023-01-19	89180	25	319	0
2023-01-18	89155	43	319	0
2023-01-17	89112	37	319	0
2023-01-16	89075	68	319	0
2023-01-13	89007	33	319	0
2023-01-12	88974	35	319	0
2023-01-11	88939	64	319	0
2023-01-10	88875	105	319	0
2023-01-09	88770	89	319	0
2023-01-07	88681	1	319	0
2023-01-06	88680	47	319	1
2023-01-05	88633	61	318	0
2023-01-04	88572	111	318	0
2023-01-03	88461	148	318	1
2023-01-02	88313	143	317	2
2022-12-30	88170	70	315	0
2022-12-29	88100	118	315	0
2022-12-28	87982	166	315	0
2022-12-27	87816	280	315	6
2022-12-26	87536	2	309	0
2022-12-25	87534	2	309	0
2022-12-24	87532	1	309	0
2022-12-23	87531	102	309	1
2022-12-22	87429	197	308	2
2022-12-21	87232	267	306	0
2022-12-20	86965	206	306	0
2022-12-19	86759	267	306	1
2022-12-18	86492	1	305	0
2022-12-17	86491	12	305	0
2022-12-16	86479	131	305	1
2022-12-15	86348	169	304	0
2022-12-14	86179	230	304	0
2022-12-13	85949	270	304	1
2022-12-12	85679	234	303	3
2022-12-09	85445	125	300	0
2022-12-08	85320	149	300	0
2022-12-07	85171	223	300	0
2022-12-06	84948	273	300	0
2022-12-05	84675	226	300	0
2022-12-03	84449	2	300	0
2022-12-02	84447	136	300	1
2022-12-01	84311	139	299	0
2022-11-30	84172	162	299	0
2022-11-29	84010	233	299	0
2022-11-28	83777	197	299	0
2022-11-25	83580	75	299	0
2022-11-24	83505	108	299	0
2022-11-23	83397	103	299	0
2022-11-22	83294	174	299	0
2022-11-21	83120	163	299	0
2022-11-18	82957	42	299	0
2022-11-17	82915	75	299	0
2022-11-16	82840	111	299	0
2022-11-15	82729	169	299	0
2022-11-14	82560	136	299	0
2022-11-11	82424	80	299	0
2022-11-10	82344	91	299	0
2022-11-09	82253	141	299	0
2022-11-08	82112	187	299	0
2022-11-07	81925	191	299	0
2022-11-04	81734	97	299	0
2022-11-03	81637	191	299	0
2022-11-02	81446	291	299	1
2022-11-01	81155	283	298	0
2022-10-29	80872	2	298	0
2022-10-28	80870	96	298	1
2022-10-27	80774	200	297	1
2022-10-26	80574	213	296	0
2022-10-25	80361	314	296	1
2022-10-24	80047	328	295	2
2022-10-23	79719	3	293	0
2022-10-22	79716	2	293	0
2022-10-21	79714	198	293	0
2022-10-20	79516	249	293	1
2022-10-19	79267	310	292	1
2022-10-18	78957	383	291	1
2022-10-17	78574	350	290	2
2022-10-15	78224	1	288	0
2022-10-14	78223	199	288	0
2022-10-13	78024	266	288	1
2022-10-12	77758	305	287	1
2022-10-11	77453	452	286	2
2022-10-10	77001	445	284	1
2022-10-07	76556	277	283	0
2022-10-06	76279	415	283	1
2022-10-05	75864	594	282	0
2022-10-04	75270	368	282	2
2022-10-03	74902	3	280	0
2022-09-30	74899	174	280	0
2022-09-29	74725	225	280	1
2022-09-28	74500	206	279	0
2022-09-27	74294	256	279	0
2022-09-26	74038	175	279	2
2022-09-25	73863	1	277	0
2022-09-23	73862	132	277	0
2022-09-22	73730	120	277	0
2022-09-21	73610	175	277	0
2022-09-20	73435	180	277	0
2022-09-19	73255	143	277	2
2022-09-16	73112	70	275	0
2022-09-15	73042	112	275	0
2022-09-14	72930	137	275	0
2022-09-13	72793	184	275	0
2022-09-12	72609	153	275	1
2022-09-09	72456	40	274	0
2022-09-08	72416	112	274	1
2022-09-07	72304	152	273	0
2022-09-06	72152	162	273	0
2022-09-05	71990	111	273	0
2022-09-02	71879	62	273	0
2022-09-01	71817	83	273	0
2022-08-31	71734	90	273	0
2022-08-30	71644	145	273	0
2022-08-29	71499	128	273	1
2022-08-26	71371	75	272	0
2022-08-25	71296	83	272	0
2022-08-24	71213	108	272	0
2022-08-23	71105	167	272	2
2022-08-22	70938	100	270	0
2022-08-19	70838	52	270	0
2022-08-18	70786	113	270	0
2022-08-17	70673	122	270	0
2022-08-16	70551	234	270	1
2022-08-15	70317	174	269	1
2022-08-13	70143	1	268	0
2022-08-12	70142	123	268	0
2022-08-11	70019	131	268	0
2022-08-10	69888	194	268	0
2022-08-09	69694	217	268	0
2022-08-08	69477	216	268	0
2022-08-06	69261	1	268	0
2022-08-05	69260	127	268	2
2022-08-04	69133	241	266	0
2022-08-03	68892	164	266	1
2022-08-02	68728	399	265	0
2022-08-01	68329	321	265	0
2022-07-30	68008	1	265	0
2022-07-29	68007	204	265	0
2022-07-28	67803	281	265	0
2022-07-27	67522	326	265	0
2022-07-26	67196	389	265	0
2022-07-25	66807	318	265	1
2022-07-22	66489	223	264	0
2022-07-21	66266	290	264	0
2022-07-20	65976	359	264	1
2022-07-19	65617	391	263	1
2022-07-18	65226	394	262	0
2022-07-15	64832	317	262	0
2022-07-14	64515	467	262	0
2022-07-13	64048	349	262	0
2022-07-12	63699	384	262	0
2022-07-11	63315	381	262	1
2022-07-10	62934	1	261	0
2022-07-08	62933	281	261	0
2022-07-07	62652	319	261	0
2022-07-06	62333	403	261	1
2022-07-05	61930	440	260	0
2022-07-04	61490	385	260	0
2022-07-01	61105	272	260	0
2022-06-30	60833	342	260	0
2022-06-29	60491	446	260	0
2022-06-28	60045	474	260	0
2022-06-27	59571	418	260	0
2022-06-24	59153	290	260	0
2022-06-23	58863	353	260	0
2022-06-22	58510	366	260	0
2022-06-21	58144	433	260	0
2022-06-20	57711	298	260	0
2022-06-17	57413	205	260	0
2022-06-16	57208	239	260	0
2022-06-15	56969	283	260	1
2022-06-14	56686	304	259	0
2022-06-13	56382	266	259	1
2022-06-10	56116	428	258	0
2022-06-09	55688	268	258	0
2022-06-08	55420	145	258	0
2022-06-07	55275	184	258	0
2022-06-03	55091	122	258	0
2022-06-02	54969	117	258	0
2022-06-01	54852	157	258	0
2022-05-31	54695	274	258	0
2022-05-30	54421	200	258	0
2022-05-29	54221	1	258	0
2022-05-27	54220	85	258	0
2022-05-25	54135	150	258	0
2022-05-24	53985	173	258	0
2022-05-23	53812	129	258	0
2022-05-20	53683	125	258	0
2022-05-19	53558	152	258	0
2022-05-18	53406	196	258	0
2022-05-17	53210	330	258	0
2022-05-16	52880	249	258	1
2022-05-13	52631	204	257	0
2022-05-12	52427	237	257	0
2022-05-11	52190	346	257	1
2022-05-10	51844	435	256	0
2022-05-09	51409	302	256	0
2022-05-06	51107	238	256	1
2022-05-05	50869	266	255	1
2022-05-04	50603	269	254	0
2022-05-03	50334	518	254	0
2022-05-02	49816	352	254	2
2022-04-29	49464	336	252	0
2022-04-28	49128	378	252	1
2022-04-27	48750	463	251	1
2022-04-26	48287	622	250	0
2022-04-25	47665	1124	250	1
2022-04-24	46541	4	249	0
2022-04-23	46537	1	249	0
2022-04-22	46536	922	249	2
2022-04-21	45614	860	247	1
2022-04-20	44754	666	246	0
2022-04-19	44088	563	246	0
2022-04-16	43525	1	246	0
2022-04-14	43524	529	246	2
2022-04-13	42995	752	244	1
2022-04-12	42243	766	243	1
2022-04-11	41477	631	242	0
2022-04-09	40846	1	242	0
2022-04-08	40845	337	242	0
2022-04-07	40508	795	242	0
2022-04-06	39713	999	242	0
2022-04-05	38714	593	242	1
2022-04-04	38121	693	241	2
2022-04-02	37428	1	239	0
2022-04-01	37427	494	239	0
2022-03-31	36933	772	239	3
2022-03-30	36161	886	236	1
2022-03-29	35275	1072	235	1
2022-03-28	34203	1110	234	1
2022-03-26	33093	1	233	0
2022-03-25	33092	831	233	0
2022-03-24	32261	1135	233	0
2022-03-23	31126	1138	233	0
2022-03-22	29988	914	233	2
2022-03-21	29074	1130	231	1
2022-03-20	27944	2	230	0
2022-03-19	27942	1	230	0
2022-03-18	27941	770	230	0
2022-03-17	27171	858	230	3
2022-03-16	26313	490	227	0
2022-03-15	25823	490	227	1
2022-03-14	25333	381	226	0
2022-03-12	24952	2	226	0
2022-03-11	24950	236	226	0
2022-03-10	24714	445	226	1
2022-03-09	24269	488	225	1
2022-03-08	23781	531	224	0
2022-03-07	23250	395	224	0
2022-03-05	22855	1	224	0
2022-03-04	22854	323	224	0
2022-03-03	22531	359	224	0
2022-03-02	22172	427	224	2
2022-03-01	21745	441	222	1
2022-02-28	21304	385	221	2
2022-02-25	20919	382	219	1
2022-02-24	20537	359	218	2
2022-02-23	20178	489	216	0
2022-02-22	19689	570	216	1
2022-02-21	19119	443	215	0
2022-02-19	18676	2	215	0
2022-02-18	18674	275	215	0
2022-02-17	18399	369	215	0
2022-02-16	18030	489	215	2
2022-02-15	17541	465	213	0
2022-02-14	17076	455	213	1
2022-02-12	16621	1	212	0
2022-02-11	16620	328	212	0
2022-02-10	16292	295	212	0
2022-02-09	15997	420	212	0
2022-02-08	15577	488	212	0
2022-02-07	15089	527	212	1
2022-02-04	14562	333	211	1
2022-02-03	14229	390	210	3
2022-02-02	13839	408	207	0
2022-02-01	13431	387	207	0
2022-01-31	13044	271	207	3
2022-01-29	12773	278	204	1
2022-01-28	12495	354	203	0
2022-01-27	12141	478	203	0
2022-01-26	11663	340	203	0
2022-01-25	11323	376	203	0
2022-01-24	10947	260	203	0
2022-01-22	10687	219	203	1
2022-01-21	10468	304	202	0
2022-01-20	10164	209	202	1
2022-01-19	9955	269	201	1
2022-01-18	9686	267	200	0
2022-01-17	9419	201	200	0
2022-01-15	9218	103	200	2
2022-01-14	9115	129	198	0
2022-01-13	8986	141	198	1
2022-01-12	8845	192	197	1
2022-01-11	8653	191	196	1
2022-01-10	8462	142	195	0
2022-01-08	8320	106	195	0
2022-01-07	8214	117	195	1
2022-01-06	8097	132	194	1
2022-01-05	7965	195	193	0
2022-01-04	7770	73	193	0
2022-01-03	7697	78	193	0
2021-12-31	7619	46	193	0
2021-12-30	7573	59	193	0
2021-12-29	7514	104	193	1
2021-12-28	7410	15	192	0
2021-12-27	7395	19	192	0
2021-12-24	7376	28	192	0
2021-12-23	7348	47	192	0
2021-12-22	7301	40	192	0
2021-12-21	7261	50	192	0
2021-12-20	7211	12	192	0
2021-12-18	7199	42	192	0
2021-12-17	7157	25	192	0
2021-12-16	7132	54	192	0
2021-12-15	7078	56	192	0
2021-12-14	7022	61	192	0
2021-12-13	6961	12	192	0
2021-12-11	6949	31	192	0
2021-12-10	6918	34	192	0
2021-12-09	6884	50	192	0
2021-12-08	6834	45	192	0
2021-12-07	6789	58	192	0
2021-12-06	6731	13	192	0
2021-12-04	6718	35	192	0
2021-12-03	6683	38	192	1
2021-12-02	6645	52	191	2
2021-12-01	6593	46	189	2
2021-11-30	6547	40	187	0
2021-11-29	6507	28	187	0
2021-11-27	6479	34	187	0
2021-11-26	6445	44	187	0
2021-11-25	6401	45	187	1
2021-11-24	6356	57	186	1
2021-11-23	6299	53	185	0
2021-11-22	6246	39	185	0
2021-11-20	6207	45	185	0
2021-11-19	6162	25	185	0
2021-11-18	6137	65	185	0
2021-11-17	6072	31	185	0
2021-11-16	6041	32	185	0
2021-11-15	6009	15	185	0
2021-11-13	5994	22	185	0
2021-11-12	5972	29	185	0
2021-11-11	5943	21	185	0
2021-11-10	5922	34	185	1
2021-11-09	5888	45	184	0
2021-11-08	5843	5	184	0
2021-11-06	5838	13	184	0
2021-11-05	5825	11	184	0
2021-11-04	5814	19	184	0
2021-11-03	5795	23	184	0
2021-11-02	5772	22	184	0
2021-11-01	5750	5	184	0
2021-10-30	5745	13	184	0
2021-10-29	5732	13	184	0
2021-10-28	5719	15	184	0
2021-10-27	5704	25	184	0
2021-10-26	5679	13	184	0
2021-10-25	5666	6	184	0
2021-10-23	5660	13	184	0
2021-10-22	5647	5	184	0
2021-10-21	5642	10	184	0
2021-10-20	5632	15	184	0
2021-10-19	5617	15	184	0
2021-10-18	5602	3	184	0
2021-10-16	5599	13	184	0
2021-10-15	5586	8	184	0
2021-10-14	5578	13	184	0
2021-10-13	5565	19	184	0
2021-10-12	5546	17	184	1
2021-10-11	5529	8	183	0
2021-10-09	5521	11	183	0
2021-10-08	5510	16	183	0
2021-10-07	5494	23	183	0
2021-10-06	5471	21	183	0
2021-10-05	5450	21	183	0
2021-10-04	5429	12	183	0
2021-10-02	5417	22	183	0
2021-10-01	5395	12	183	0
2021-09-30	5383	28	183	0
2021-09-29	5355	28	183	0
2021-09-28	5327	19	183	0
2021-09-27	5308	14	183	0
2021-09-25	5294	26	183	0
2021-09-24	5268	12	183	0
2021-09-23	5256	17	183	0
2021-09-22	5239	31	183	0
2021-09-21	5208	28	183	0
2021-09-20	5180	3	183	0
2021-09-18	5177	28	183	0
2021-09-17	5149	12	183	0
2021-09-16	5137	21	183	0
2021-09-15	5116	17	183	0
2021-09-14	5099	16	183	0
2021-09-13	5083	1	183	0
2021-09-12	5082	9	183	0
2021-09-11	5073	17	183	0
2021-09-10	5056	10	183	0
2021-09-09	5046	15	183	1
2021-09-08	5031	20	182	0
2021-09-07	5011	34	182	0
2021-09-06	4977	5	182	0
2021-09-05	4972	18	182	0
2021-09-04	4954	18	182	0
2021-09-03	4936	25	182	0
2021-09-02	4911	25	182	0
2021-09-01	4886	26	182	0
2021-08-31	4860	13	182	0
2021-08-30	4847	4	182	0
2021-08-29	4843	3	182	0
2021-08-28	4840	24	182	0
2021-08-27	4816	12	182	1
2021-08-26	4804	15	181	0
2021-08-25	4789	22	181	0
2021-08-24	4767	9	181	0
2021-08-23	4758	3	181	0
2021-08-22	4755	3	181	0
2021-08-21	4752	6	181	0
2021-08-20	4746	4	181	0
2021-08-19	4742	7	181	1
2021-08-18	4735	9	180	0
2021-08-17	4726	12	180	0
2021-08-16	4714	9	180	0
2021-08-15	4705	1	180	0
2021-08-14	4704	3	180	0
2021-08-13	4701	1	180	0
2021-08-12	4700	3	180	1
2021-08-11	4697	4	179	0
2021-08-10	4693	9	179	0
2021-08-08	4684	9	179	0
2021-08-07	4675	3	179	0
2021-08-06	4672	9	179	0
2021-08-05	4663	9	179	0
2021-08-04	4654	10	179	1
2021-08-03	4644	9	178	0
2021-08-02	4635	4	178	0
2021-08-01	4631	1	178	0
2021-07-31	4630	6	178	0
2021-07-30	4624	5	178	0
2021-07-29	4619	6	178	0
2021-07-28	4613	6	178	0
2021-07-27	4607	14	178	0
2021-07-26	4593	1	178	0
2021-07-24	4592	1	178	0
2021-07-22	4591	1	178	0
2021-07-21	4590	1	178	0
2021-07-20	4589	5	178	0
2021-07-19	4584	1	178	0
2021-07-18	4583	2	178	0
2021-07-16	4581	1	178	0
2021-07-14	4580	4	178	0
2021-07-13	4576	2	178	0
2021-06-30	4574	1	178	0
2021-06-29	4573	2	178	0
2021-06-19	4571	1	178	0
2021-06-12	4570	1	178	0
2021-06-10	4569	2	178	0
2021-06-09	4567	2	178	0
2021-06-04	4565	1	178	0
2021-06-02	4564	4	178	0
2021-06-01	4560	7	178	0
2021-05-31	4553	2	178	0
2021-05-29	4551	2	178	0
2021-05-28	4549	2	178	0
2021-05-27	4547	2	178	0
2021-05-26	4545	1	178	0
2021-05-25	4544	3	178	0
2021-05-24	4541	2	178	1
2021-05-22	4539	1	177	0
2021-05-21	4538	5	177	0
2021-05-20	4533	6	177	1
2021-05-19	4527	1	176	0
2021-05-18	4526	5	176	0
2021-05-17	4521	3	176	0
2021-05-16	4518	1	176	0
2021-05-15	4517	8	176	0
2021-05-14	4509	2	176	0
2021-05-13	4507	8	176	0
2021-05-12	4499	22	176	0
2021-05-11	4477	16	176	2
2021-05-10	4461	3	174	0
2021-05-09	4458	4	174	0
2021-05-08	4454	11	174	0
2021-05-07	4443	9	174	0
2021-05-06	4434	12	174	0
2021-05-05	4422	22	174	0
2021-05-04	4400	24	174	1
2021-05-03	4376	4	173	0
2021-05-02	4372	6	173	0
2021-05-01	4366	15	173	0
2021-04-30	4351	24	173	0
2021-04-29	4327	15	173	1
2021-04-28	4312	28	172	0
2021-04-27	4284	32	172	0
2021-04-26	4252	6	172	0
2021-04-25	4246	9	172	0
2021-04-24	4237	8	172	0
2021-04-23	4229	21	172	0
2021-04-22	4208	37	172	0
2021-04-21	4171	29	172	0
2021-04-20	4142	35	172	1
2021-04-19	4107	6	171	0
2021-04-18	4101	2	171	0
2021-04-17	4099	17	171	0
2021-04-16	4082	43	171	0
2021-04-15	4039	21	171	0
2021-04-14	4018	43	171	0
2021-04-13	3975	34	171	2
2021-04-12	3941	5	169	0
2021-04-11	3936	9	169	0
2021-04-10	3927	32	169	0
2021-04-09	3895	36	169	1
2021-04-08	3859	61	168	0
2021-04-07	3798	28	168	1
2021-04-06	3770	35	167	1
2021-04-05	3735	1	166	0
2021-04-04	3734	5	166	1
2021-04-03	3729	6	165	1
2021-04-02	3723	25	164	0
2021-04-01	3698	40	164	1
2021-03-31	3658	40	163	0
2021-03-30	3618	18	163	0
2021-03-29	3600	4	163	0
2021-03-28	3596	7	163	0
2021-03-27	3589	33	163	0
2021-03-26	3556	23	163	0
2021-03-25	3533	28	163	1
2021-03-24	3505	31	162	1
2021-03-23	3474	36	161	1
2021-03-22	3438	14	160	0
2021-03-21	3424	3	160	0
2021-03-20	3421	31	160	0
2021-03-19	3390	21	160	0
2021-03-18	3369	45	160	0
2021-03-17	3324	26	160	1
2021-03-16	3298	29	159	1
2021-03-15	3269	13	158	0
2021-03-14	3256	4	158	0
2021-03-13	3252	27	158	0
2021-03-12	3225	19	158	1
2021-03-11	3206	28	157	0
2021-03-10	3178	31	157	0
2021-03-09	3147	22	157	0
2021-03-08	3125	9	157	1
2021-03-07	3116	3	156	0
2021-03-06	3113	25	156	1
2021-03-05	3088	19	155	0
2021-03-04	3069	13	155	0
2021-03-03	3056	17	155	0
2021-03-02	3039	46	155	2
2021-03-01	2993	6	153	0
2021-02-28	2987	3	153	0
2021-02-27	2984	13	153	1
2021-02-26	2971	23	152	1
2021-02-25	2948	37	151	0
2021-02-24	2911	23	151	0
2021-02-23	2888	44	151	1
2021-02-22	2844	4	150	0
2021-02-21	2840	6	150	0
2021-02-20	2834	12	150	1
2021-02-19	2822	19	149	1
2021-02-18	2803	32	148	1
2021-02-17	2771	11	147	1
2021-02-16	2760	22	146	1
2021-02-15	2738	4	145	0
2021-02-14	2734	3	145	0
2021-02-13	2731	13	145	0
2021-02-12	2718	32	145	5
2021-02-11	2686	22	140	1
2021-02-10	2664	15	139	2
2021-02-09	2649	20	137	0
2021-02-08	2629	4	137	0
2021-02-07	2625	3	137	1
2021-02-06	2622	40	136	6
2021-02-05	2582	25	130	2
2021-02-04	2557	49	128	5
2021-02-03	2508	27	123	0
2021-02-02	2481	22	123	0
2021-02-01	2459	3	123	0
2021-01-31	2456	7	123	0
2021-01-30	2449	17	123	2
2021-01-29	2432	11	121	0
2021-01-28	2421	27	121	2
2021-01-27	2394	39	119	1
2021-01-26	2355	23	118	1
2021-01-25	2332	5	117	0
2021-01-24	2327	1	117	0
2021-01-23	2326	17	117	0
2021-01-22	2309	22	117	0
2021-01-21	2287	26	117	1
2021-01-20	2261	39	116	2
2021-01-19	2222	22	114	1
2021-01-18	2200	15	113	3
2021-01-17	2185	6	110	2
2021-01-16	2179	43	108	5
2021-01-15	2136	14	103	0
2021-01-14	2122	60	103	7
2021-01-13	2062	28	96	2
2021-01-12	2034	46	94	6
2021-01-11	1988	22	88	6
2021-01-10	1966	3	82	1
2021-01-09	1963	26	81	0
2021-01-08	1937	25	81	2
2021-01-07	1912	45	79	7
2021-01-06	1867	56	72	1
2021-01-05	1811	31	71	0
2021-01-04	1780	5	71	2
2021-01-03	1775	5	69	1
2021-01-02	1770	14	68	1
2021-01-01	1756	7	67	0
2020-12-31	1749	43	67	7
2020-12-30	1706	27	60	0
2020-12-29	1679	21	60	1
2020-12-28	1658	5	59	1
2020-12-27	1653	10	58	0
2020-12-25	1643	9	58	0
2020-12-24	1634	20	58	0
2020-12-23	1614	38	58	0
2020-12-22	1576	33	58	1
2020-12-21	1543	6	57	0
2020-12-20	1537	3	57	0
2020-12-19	1534	12	57	0
2020-12-18	1522	12	57	0
2020-12-17	1510	11	57	2
2020-12-16	1499	27	55	0
2020-12-15	1472	17	55	0
2020-12-14	1455	13	55	1
2020-12-13	1442	10	54	0
2020-12-12	1432	2	54	1
2020-12-11	1430	10	53	0
2020-12-10	1420	52	53	2
2020-12-09	1368	24	51	0
2020-12-08	1344	11	51	1
2020-12-07	1333	6	50	0
2020-12-06	1327	2	50	0
2020-12-05	1325	8	50	0
2020-12-04	1317	13	50	0
2020-12-03	1304	40	50	3
2020-12-02	1264	17	47	2
2020-12-01	1247	12	45	1
2020-11-30	1235	1	44	1
2020-11-29	1234	9	43	0
2020-11-28	1225	9	43	0
2020-11-27	1216	1	43	0
2020-11-26	1215	34	43	5
2020-11-25	1181	14	38	1
2020-11-24	1167	12	37	0
2020-11-23	1155	12	37	0
2020-11-22	1143	11	37	0
2020-11-21	1132	6	37	1
2020-11-20	1126	16	36	0
2020-11-19	1110	18	36	0
2020-11-18	1092	23	36	0
2020-11-17	1069	27	36	1
2020-11-16	1042	17	35	0
2020-11-15	1025	10	35	0
2020-11-14	1015	28	35	1
2020-11-13	987	14	34	0
2020-11-12	973	50	34	3
2020-11-11	923	28	31	1
2020-11-10	895	15	30	1
2020-11-09	880	16	29	1
2020-11-08	864	10	28	0
2020-11-07	854	23	28	0
2020-11-06	831	27	28	1
2020-11-05	804	27	27	0
2020-11-04	777	23	27	0
2020-11-03	754	27	27	0
2020-11-02	727	23	27	0
2020-11-01	704	29	27	0
2020-10-30	675	27	27	0
2020-10-29	648	21	27	0
2020-10-28	627	49	27	1
2020-10-27	578	16	26	0
2020-10-26	562	10	26	0
2020-10-24	552	21	26	0
2020-10-23	531	26	26	2
2020-10-22	505	15	24	1
2020-10-19	490	13	23	0
2020-10-16	477	2	23	0
2020-10-15	475	16	23	1
2020-10-14	459	3	22	0
2020-10-13	456	3	22	0
2020-10-12	453	4	22	0
2020-10-09	449	4	22	0
2020-10-08	445	5	22	0
2020-10-05	440	1	22	0
2020-09-30	439	3	22	0
2020-09-29	436	1	22	0
2020-09-24	435	3	22	0
2020-09-23	432	2	22	0
2020-09-22	430	1	22	0
2020-09-21	429	3	22	0
2020-09-19	426	2	22	0
2020-09-18	424	4	22	0
2020-09-17	420	1	22	0
2020-09-16	419	1	22	0
2020-09-14	418	1	22	0
2020-09-09	417	2	22	0
2020-09-07	415	1	22	0
2020-09-04	414	2	22	0
2020-09-03	412	1	22	0
2020-09-02	411	3	22	0
2020-09-01	408	2	22	0
2020-08-31	406	1	22	0
2020-08-29	405	1	22	0
2020-08-28	404	5	22	0
2020-08-27	399	3	22	0
2020-08-26	396	2	22	0
2020-08-25	394	2	22	0
2020-08-24	392	5	22	0
2020-08-21	387	2	22	0
2020-08-20	385	3	22	0
2020-08-18	382	3	22	0
2020-08-17	379	1	22	0
2020-08-12	378	1	22	0
2020-08-10	377	2	22	0
2020-08-07	375	1	22	0
2020-08-03	374	1	22	0
2020-07-07	373	1	22	0
2020-07-02	372	4	22	1
2020-07-01	368	1	21	0
2020-06-30	367	1	21	0
2020-06-29	366	1	21	0
2020-06-25	365	1	21	0
2020-06-24	364	1	21	0
2020-06-23	363	2	21	0
2020-06-22	361	1	21	0
2020-06-18	360	3	21	0
2020-06-17	357	2	21	0
2020-06-16	355	2	21	0
2020-06-15	353	1	21	0
2020-06-12	352	9	21	0
2020-06-11	343	7	21	0
2020-06-10	336	7	21	0
2020-06-09	329	18	21	0
2020-06-08	311	8	21	0
2020-06-05	303	12	21	0
2020-06-04	291	19	21	0
2020-06-03	272	15	21	0
2020-06-02	257	13	21	0
2020-05-29	244	15	21	0
2020-05-28	229	9	21	0
2020-05-27	220	15	21	0
2020-05-26	205	2	21	1
2020-05-25	203	2	20	0
2020-05-20	201	11	20	0
2020-05-19	190	2	20	1
2020-05-18	188	3	19	0
2020-05-15	185	9	19	1
2020-05-14	176	7	18	1
2020-05-13	169	6	17	0
2020-05-12	163	3	17	0
2020-05-11	160	2	17	0
2020-05-08	158	15	17	3
2020-05-07	143	3	14	0
2020-05-06	140	8	14	0
2020-05-05	132	13	14	3
2020-05-04	119	10	11	1
2020-04-30	109	3	10	0
2020-04-29	106	3	10	1
2020-04-28	103	3	9	0
2020-04-27	100	3	9	1
2020-04-26	97	1	8	0
2020-04-24	96	8	8	0
2020-04-22	88	5	8	2
2020-04-21	83	1	6	0
2020-04-20	82	3	6	1
2020-04-15	79	1	5	0
2020-04-14	78	3	5	1
2020-04-11	75	1	4	1
2020-04-09	74	2	3	0
2020-04-08	72	2	3	0
2020-04-07	70	5	3	1
2020-04-06	65	3	2	0
2020-04-03	62	3	2	0
2020-04-01	59	4	2	0
2020-03-31	55	1	2	0
2020-03-30	54	5	2	0
2020-03-27	49	3	2	2
2020-03-26	46	5	0	0
2020-03-24	41	2	0	0
2020-03-23	39	13	0	0
2020-03-20	26	1	0	0
2020-03-19	25	6	0	0
2020-03-18	19	5	0	0
2020-03-17	14	7	0	0
2020-03-16	7	1	0	0
2020-03-13	6	1	0	0
2020-03-11	5	1	0	0
2020-03-03	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: 0:03:09.917792