Germany: LK Hochtaunuskreis (Hessen)

• 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 12:36:43 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Hochtaunuskreis")
print(f'Population of country="Germany", subregion="LK Hochtaunuskreis": {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 Hochtaunuskreis": 237041 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	104517	29	321	0
2023-03-03	104488	16	321	0
2023-03-02	104472	17	321	0
2023-03-01	104455	41	321	0
2023-02-28	104414	71	321	1
2023-02-27	104343	100	320	1
2023-02-24	104243	87	319	0
2023-02-23	104156	44	319	0
2023-02-22	104112	78	319	0
2023-02-21	104034	57	319	0
2023-02-20	103977	90	319	0
2023-02-17	103887	61	319	1
2023-02-16	103826	42	318	0
2023-02-15	103784	74	318	0
2023-02-14	103710	81	318	0
2023-02-13	103629	72	318	0
2023-02-10	103557	48	318	0
2023-02-09	103509	42	318	0
2023-02-08	103467	44	318	0
2023-02-07	103423	45	318	0
2023-02-06	103378	86	318	0
2023-02-03	103292	46	318	0
2023-02-02	103246	30	318	0
2023-02-01	103216	50	318	0
2023-01-31	103166	62	318	0
2023-01-30	103104	74	318	0
2023-01-27	103030	26	318	0
2023-01-26	103004	39	318	0
2023-01-25	102965	30	318	1
2023-01-24	102935	45	317	0
2023-01-23	102890	54	317	0
2023-01-20	102836	19	317	0
2023-01-19	102817	28	317	1
2023-01-18	102789	31	316	0
2023-01-17	102758	35	316	0
2023-01-16	102723	52	316	1
2023-01-13	102671	32	315	0
2023-01-12	102639	24	315	0
2023-01-11	102615	82	315	1
2023-01-10	102533	60	314	0
2023-01-09	102473	85	314	0
2023-01-06	102388	79	314	0
2023-01-05	102309	55	314	0
2023-01-04	102254	72	314	1
2023-01-03	102182	52	313	0
2023-01-02	102130	120	313	1
2022-12-30	102010	74	312	0
2022-12-29	101936	129	312	0
2022-12-28	101807	72	312	0
2022-12-27	101735	241	312	0
2022-12-23	101494	123	312	0
2022-12-22	101371	111	312	0
2022-12-21	101260	109	312	0
2022-12-20	101151	134	312	0
2022-12-19	101017	139	312	0
2022-12-16	100878	102	312	1
2022-12-15	100776	80	311	0
2022-12-14	100696	98	311	0
2022-12-13	100598	126	311	3
2022-12-12	100472	111	308	0
2022-12-09	100361	88	308	1
2022-12-08	100273	86	307	0
2022-12-07	100187	71	307	0
2022-12-06	100116	109	307	1
2022-12-05	100007	150	306	0
2022-12-02	99857	69	306	0
2022-12-01	99788	90	306	0
2022-11-30	99698	61	306	0
2022-11-29	99637	80	306	0
2022-11-28	99557	117	306	1
2022-11-25	99440	84	305	1
2022-11-24	99356	61	304	0
2022-11-23	99295	110	304	1
2022-11-22	99185	100	303	0
2022-11-21	99085	123	303	0
2022-11-18	98962	83	303	0
2022-11-17	98879	84	303	0
2022-11-16	98795	109	303	0
2022-11-15	98686	96	303	0
2022-11-14	98590	171	303	0
2022-11-11	98419	71	303	0
2022-11-10	98348	126	303	0
2022-11-09	98222	71	303	0
2022-11-08	98151	146	303	0
2022-11-07	98005	187	303	0
2022-11-04	97818	70	303	0
2022-11-03	97748	116	303	0
2022-11-02	97632	145	303	0
2022-11-01	97487	176	303	0
2022-10-31	97311	291	303	1
2022-10-28	97020	122	302	0
2022-10-27	96898	177	302	1
2022-10-26	96721	199	301	0
2022-10-25	96522	217	301	0
2022-10-24	96305	371	301	1
2022-10-21	95934	231	300	2
2022-10-20	95703	224	298	0
2022-10-19	95479	335	298	0
2022-10-18	95144	390	298	0
2022-10-17	94754	637	298	0
2022-10-14	94117	277	298	0
2022-10-13	93840	334	298	1
2022-10-12	93506	357	297	1
2022-10-11	93149	532	296	1
2022-10-10	92617	628	295	2
2022-10-07	91989	331	293	1
2022-10-06	91658	463	292	0
2022-10-05	91195	659	292	1
2022-10-04	90536	890	291	1
2022-09-30	89646	252	290	0
2022-09-29	89394	320	290	1
2022-09-28	89074	369	289	0
2022-09-27	88705	505	289	1
2022-09-26	88200	448	288	0
2022-09-23	87752	189	288	0
2022-09-22	87563	254	288	0
2022-09-21	87309	259	288	0
2022-09-20	87050	394	288	0
2022-09-19	86656	385	288	1
2022-09-16	86271	182	287	0
2022-09-15	86089	176	287	0
2022-09-14	85913	157	287	0
2022-09-13	85756	154	287	1
2022-09-12	85602	202	286	0
2022-09-09	85400	83	286	0
2022-09-08	85317	111	286	1
2022-09-07	85206	99	285	0
2022-09-06	85107	141	285	0
2022-09-05	84966	159	285	0
2022-09-02	84807	85	285	0
2022-09-01	84722	82	285	0
2022-08-31	84640	118	285	1
2022-08-30	84522	131	284	1
2022-08-29	84391	239	283	0
2022-08-26	84152	78	283	0
2022-08-25	84074	74	283	0
2022-08-24	84000	74	283	0
2022-08-23	83926	81	283	0
2022-08-22	83845	167	283	0
2022-08-19	83678	106	283	0
2022-08-18	83572	175	283	0
2022-08-17	83397	146	283	2
2022-08-16	83251	164	281	0
2022-08-15	83087	224	281	0
2022-08-12	82863	174	281	0
2022-08-11	82689	117	281	0
2022-08-10	82572	176	281	1
2022-08-09	82396	221	280	0
2022-08-08	82175	302	280	1
2022-08-05	81873	130	279	0
2022-08-04	81743	191	279	1
2022-08-03	81552	175	278	0
2022-08-02	81377	313	278	0
2022-08-01	81064	379	278	1
2022-07-29	80685	273	277	0
2022-07-28	80412	203	277	0
2022-07-27	80209	295	277	0
2022-07-26	79914	428	277	1
2022-07-25	79486	625	276	0
2022-07-22	78861	281	276	1
2022-07-21	78580	310	275	0
2022-07-20	78270	474	275	0
2022-07-19	77796	480	275	1
2022-07-18	77316	760	274	0
2022-07-15	76556	359	274	0
2022-07-14	76197	337	274	0
2022-07-13	75860	506	274	0
2022-07-12	75354	616	274	0
2022-07-11	74738	735	274	1
2022-07-08	74003	255	273	0
2022-07-07	73748	424	273	0
2022-07-06	73324	342	273	0
2022-07-05	72982	494	273	0
2022-07-04	72488	543	273	0
2022-07-01	71945	295	273	0
2022-06-30	71650	394	273	0
2022-06-29	71256	295	273	0
2022-06-28	70961	537	273	0
2022-06-27	70424	680	273	0
2022-06-24	69744	231	273	1
2022-06-23	69513	361	272	0
2022-06-22	69152	438	272	0
2022-06-21	68714	547	272	0
2022-06-20	68167	681	272	1
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2022-06-14	66853	372	271	0
2022-06-13	66481	503	271	0
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2022-05-23	63036	319	270	1
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2022-05-03	59465	384	269	0
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2022-04-26	57710	478	269	0
2022-04-25	57232	740	269	0
2022-04-22	56492	348	269	0
2022-04-21	56144	371	269	0
2022-04-20	55773	1016	269	2
2022-04-19	54757	1211	267	0
2022-04-14	53546	359	267	0
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2022-04-02	49033	391	266	0
2022-04-01	48642	493	266	0
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2022-03-25	45137	516	265	1
2022-03-24	44621	731	264	0
2022-03-23	43890	712	264	0
2022-03-22	43178	903	264	2
2022-03-21	42275	677	262	1
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2022-01-20	19285	669	249	1
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2022-01-18	18241	453	248	0
2022-01-17	17788	410	248	0
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2022-01-14	17132	499	248	1
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2022-01-05	14900	229	247	0
2022-01-04	14671	197	247	0
2022-01-03	14474	167	247	0
2021-12-30	14307	121	247	0
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2021-12-07	12905	102	241	1
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2021-07-14	8349	2	214	0
2021-07-13	8347	9	214	0
2021-07-12	8338	8	214	0
2021-07-09	8330	3	214	0
2021-07-08	8327	5	214	0
2021-07-07	8322	7	214	0
2021-07-06	8315	6	214	0
2021-07-05	8309	2	214	0
2021-07-02	8307	5	214	0
2021-07-01	8302	7	214	0
2021-06-30	8295	1	214	0
2021-06-29	8294	8	214	0
2021-06-28	8286	4	214	0
2021-06-25	8282	1	214	0
2021-06-24	8281	3	214	0
2021-06-22	8278	5	214	0
2021-06-18	8273	1	214	0
2021-06-17	8272	1	214	0
2021-06-16	8271	2	214	0
2021-06-15	8269	1	214	0
2021-06-14	8268	1	214	0
2021-06-13	8267	1	214	0
2021-06-11	8266	2	214	0
2021-06-10	8264	1	214	0
2021-06-09	8263	6	214	0
2021-06-08	8257	9	214	0
2021-06-07	8248	1	214	1
2021-06-05	8247	2	213	0
2021-06-04	8245	9	213	0
2021-06-02	8236	15	213	0
2021-06-01	8221	6	213	0
2021-05-31	8215	7	213	0
2021-05-29	8208	9	213	0
2021-05-28	8199	16	213	0
2021-05-27	8183	15	213	0
2021-05-26	8168	18	213	0
2021-05-25	8150	15	213	0
2021-05-24	8135	1	213	0
2021-05-23	8134	3	213	0
2021-05-22	8131	14	213	0
2021-05-21	8117	12	213	0
2021-05-20	8105	23	213	0
2021-05-19	8082	25	213	0
2021-05-18	8057	37	213	1
2021-05-17	8020	3	212	0
2021-05-16	8017	3	212	0
2021-05-15	8014	6	212	0
2021-05-14	8008	14	212	0
2021-05-13	7994	17	212	0
2021-05-12	7977	24	212	1
2021-05-11	7953	68	211	0
2021-05-10	7885	11	211	0
2021-05-09	7874	3	211	0
2021-05-08	7871	38	211	0
2021-05-07	7833	30	211	0
2021-05-06	7803	21	211	0
2021-05-05	7782	38	211	1
2021-05-04	7744	49	210	1
2021-05-03	7695	11	209	1
2021-05-02	7684	6	208	0
2021-05-01	7678	41	208	1
2021-04-30	7637	26	207	4
2021-04-29	7611	52	203	1
2021-04-28	7559	44	202	0
2021-04-27	7515	70	202	0
2021-04-26	7445	12	202	2
2021-04-25	7433	4	200	0
2021-04-24	7429	59	200	0
2021-04-23	7370	54	200	0
2021-04-22	7316	51	200	0
2021-04-21	7265	80	200	0
2021-04-20	7185	62	200	0
2021-04-19	7123	14	200	0
2021-04-18	7109	13	200	0
2021-04-17	7096	38	200	1
2021-04-16	7058	44	199	1
2021-04-15	7014	37	198	0
2021-04-14	6977	45	198	0
2021-04-13	6932	94	198	1
2021-04-12	6838	15	197	0
2021-04-11	6823	36	197	0
2021-04-10	6787	43	197	0
2021-04-09	6744	71	197	1
2021-04-08	6673	50	196	0
2021-04-07	6623	51	196	0
2021-04-06	6572	10	196	0
2021-04-05	6562	12	196	1
2021-04-04	6550	14	195	0
2021-04-03	6536	29	195	2
2021-04-02	6507	50	193	0
2021-04-01	6457	61	193	1
2021-03-31	6396	81	192	2
2021-03-30	6315	60	190	0
2021-03-29	6255	9	190	0
2021-03-28	6246	7	190	0
2021-03-27	6239	29	190	1
2021-03-26	6210	92	189	0
2021-03-25	6118	72	189	1
2021-03-24	6046	68	188	2
2021-03-23	5978	56	186	0
2021-03-22	5922	13	186	0
2021-03-21	5909	5	186	0
2021-03-20	5904	38	186	1
2021-03-19	5866	46	185	0
2021-03-18	5820	24	185	0
2021-03-17	5796	48	185	1
2021-03-16	5748	39	184	0
2021-03-15	5709	7	184	0
2021-03-14	5702	6	184	0
2021-03-13	5696	42	184	0
2021-03-12	5654	27	184	1
2021-03-11	5627	33	183	0
2021-03-10	5594	47	183	1
2021-03-09	5547	33	182	0
2021-03-08	5514	5	182	0
2021-03-07	5509	3	182	0
2021-03-06	5506	44	182	1
2021-03-05	5462	26	181	0
2021-03-04	5436	33	181	0
2021-03-03	5403	35	181	1
2021-03-02	5368	31	180	0
2021-03-01	5337	14	180	0
2021-02-28	5323	1	180	0
2021-02-27	5322	15	180	2
2021-02-26	5307	30	178	1
2021-02-25	5277	25	177	0
2021-02-24	5252	31	177	1
2021-02-23	5221	24	176	0
2021-02-22	5197	9	176	0
2021-02-21	5188	2	176	0
2021-02-20	5186	30	176	1
2021-02-19	5156	30	175	1
2021-02-18	5126	31	174	2
2021-02-17	5095	19	172	0
2021-02-16	5076	29	172	1
2021-02-15	5047	6	171	0
2021-02-14	5041	6	171	0
2021-02-13	5035	4	171	0
2021-02-12	5031	26	171	1
2021-02-11	5005	28	170	2
2021-02-10	4977	16	168	0
2021-02-09	4961	21	168	0
2021-02-08	4940	2	168	0
2021-02-07	4938	10	168	1
2021-02-06	4928	23	167	0
2021-02-05	4905	14	167	0
2021-02-04	4891	32	167	1
2021-02-03	4859	23	166	0
2021-02-02	4836	17	166	2
2021-02-01	4819	6	164	1
2021-01-31	4813	3	163	1
2021-01-30	4810	18	162	1
2021-01-29	4792	19	161	3
2021-01-28	4773	18	158	0
2021-01-27	4755	41	158	3
2021-01-26	4714	25	155	0
2021-01-25	4689	6	155	0
2021-01-24	4683	10	155	1
2021-01-23	4673	15	154	0
2021-01-22	4658	45	154	1
2021-01-21	4613	46	153	2
2021-01-20	4567	39	151	3
2021-01-19	4528	46	148	2
2021-01-18	4482	3	146	0
2021-01-17	4479	16	146	0
2021-01-16	4463	11	146	0
2021-01-15	4452	28	146	0
2021-01-14	4424	64	146	2
2021-01-13	4360	50	144	1
2021-01-12	4310	37	143	0
2021-01-11	4273	6	143	0
2021-01-10	4267	17	143	1
2021-01-09	4250	36	142	0
2021-01-08	4214	28	142	0
2021-01-07	4186	36	142	0
2021-01-06	4150	45	142	1
2021-01-05	4105	42	141	1
2021-01-04	4063	18	140	1
2021-01-03	4045	4	139	0
2021-01-02	4041	9	139	2
2021-01-01	4032	10	137	1
2020-12-31	4022	60	136	9
2020-12-30	3962	51	127	3
2020-12-29	3911	47	124	2
2020-12-28	3864	11	122	0
2020-12-27	3853	9	122	1
2020-12-26	3844	4	121	0
2020-12-25	3840	59	121	5
2020-12-24	3781	47	116	2
2020-12-23	3734	52	114	1
2020-12-22	3682	53	113	0
2020-12-21	3629	8	113	0
2020-12-20	3621	17	113	1
2020-12-19	3604	41	112	0
2020-12-18	3563	38	112	2
2020-12-17	3525	42	110	1
2020-12-16	3483	64	109	2
2020-12-15	3419	42	107	1
2020-12-14	3377	11	106	0
2020-12-13	3366	9	106	0
2020-12-12	3357	79	106	4
2020-12-11	3278	56	102	0
2020-12-10	3222	53	102	1
2020-12-09	3169	53	101	1
2020-12-08	3116	51	100	1
2020-12-07	3065	10	99	0
2020-12-06	3055	35	99	1
2020-12-05	3020	47	98	0
2020-12-04	2973	40	98	1
2020-12-03	2933	40	97	0
2020-12-02	2893	62	97	0
2020-12-01	2831	49	97	0
2020-11-30	2782	43	97	3
2020-11-28	2739	36	94	2
2020-11-27	2703	46	92	3
2020-11-26	2657	40	89	3
2020-11-25	2617	47	86	2
2020-11-24	2570	47	84	2
2020-11-23	2523	34	82	5
2020-11-22	2489	18	77	2
2020-11-21	2471	55	75	2
2020-11-20	2416	73	73	3
2020-11-19	2343	79	70	4
2020-11-18	2264	101	66	4
2020-11-17	2163	59	62	2
2020-11-16	2104	17	60	2
2020-11-15	2087	24	58	2
2020-11-14	2063	82	56	3
2020-11-13	1981	54	53	2
2020-11-12	1927	64	51	4
2020-11-11	1863	90	47	9
2020-11-10	1773	97	38	7
2020-11-09	1676	77	31	5
2020-11-08	1599	20	26	0
2020-11-07	1579	61	26	0
2020-11-06	1518	49	26	2
2020-11-05	1469	60	24	1
2020-11-04	1409	56	23	3
2020-11-03	1353	36	20	2
2020-11-02	1317	24	18	0
2020-11-01	1293	15	18	0
2020-10-31	1278	22	18	0
2020-10-30	1256	56	18	0
2020-10-29	1200	37	18	0
2020-10-28	1163	67	18	3
2020-10-27	1096	53	15	1
2020-10-26	1043	39	14	1
2020-10-25	1004	8	13	1
2020-10-24	996	48	12	0
2020-10-23	948	26	12	0
2020-10-22	922	44	12	1
2020-10-21	878	52	11	1
2020-10-20	826	41	10	0
2020-10-19	785	20	10	1
2020-10-17	765	31	9	1
2020-10-16	734	25	8	0
2020-10-15	709	31	8	0
2020-10-14	678	30	8	1
2020-10-13	648	20	7	0
2020-10-12	628	19	7	0
2020-10-10	609	10	7	0
2020-10-09	599	15	7	1
2020-10-08	584	20	6	0
2020-10-07	564	8	6	0
2020-10-06	556	8	6	0
2020-10-05	548	10	6	0
2020-10-02	538	11	6	0
2020-10-01	527	5	6	0
2020-09-30	522	3	6	0
2020-09-29	519	6	6	0
2020-09-28	513	16	6	0
2020-09-25	497	5	6	0
2020-09-24	492	7	6	0
2020-09-23	485	3	6	0
2020-09-22	482	2	6	0
2020-09-21	480	18	6	0
2020-09-18	462	4	6	0
2020-09-17	458	12	6	0
2020-09-16	446	11	6	0
2020-09-15	435	3	6	0
2020-09-14	432	8	6	0
2020-09-11	424	7	6	0
2020-09-10	417	10	6	0
2020-09-09	407	5	6	0
2020-09-08	402	2	6	0
2020-09-07	400	6	6	0
2020-09-04	394	4	6	0
2020-09-03	390	6	6	0
2020-09-02	384	3	6	0
2020-09-01	381	3	6	0
2020-08-31	378	6	6	0
2020-08-27	372	5	6	0
2020-08-26	367	3	6	0
2020-08-25	364	6	6	0
2020-08-24	358	2	6	0
2020-08-21	356	3	6	0
2020-08-20	353	8	6	0
2020-08-19	345	6	6	0
2020-08-18	339	2	6	0
2020-08-17	337	9	6	0
2020-08-13	328	2	6	0
2020-08-12	326	2	6	0
2020-08-10	324	2	6	0
2020-08-07	322	2	6	0
2020-08-06	320	7	6	0
2020-08-05	313	2	6	0
2020-08-04	311	1	6	0
2020-08-03	310	4	6	0
2020-07-30	306	2	6	0
2020-07-29	304	1	6	0
2020-07-28	303	1	6	1
2020-07-27	302	1	5	0
2020-07-23	301	1	5	0
2020-07-22	300	2	5	0
2020-07-20	298	1	5	0
2020-07-17	297	1	5	0
2020-07-14	296	1	5	0
2020-07-07	295	4	5	0
2020-07-02	291	1	5	0
2020-06-29	290	2	5	0
2020-06-24	288	1	5	0
2020-06-17	287	1	5	0
2020-06-08	286	1	5	0
2020-06-04	285	1	5	0
2020-06-03	284	1	5	0
2020-06-02	283	2	5	0
2020-05-29	281	4	5	0
2020-05-28	277	3	5	0
2020-05-27	274	1	5	0
2020-05-26	273	8	5	0
2020-05-25	265	1	5	0
2020-05-23	264	1	5	0
2020-05-22	263	4	5	0
2020-05-20	259	5	5	0
2020-05-19	254	1	5	0
2020-05-18	253	1	5	0
2020-05-17	252	1	5	0
2020-05-15	251	2	5	0
2020-05-10	249	2	5	0
2020-05-09	247	2	5	0
2020-05-04	245	2	5	0
2020-05-02	243	1	5	0
2020-05-01	242	1	5	0
2020-04-30	241	3	5	0
2020-04-29	238	5	5	0
2020-04-27	233	1	5	0
2020-04-26	232	1	5	0
2020-04-23	231	2	5	0
2020-04-22	229	3	5	0
2020-04-21	226	3	5	0
2020-04-20	223	1	5	0
2020-04-18	222	2	5	1
2020-04-17	220	2	4	0
2020-04-16	218	2	4	0
2020-04-15	216	3	4	0
2020-04-14	213	1	4	0
2020-04-13	212	1	4	0
2020-04-10	211	4	4	0
2020-04-09	207	2	4	0
2020-04-08	205	12	4	0
2020-04-07	193	7	4	0
2020-04-06	186	3	4	0
2020-04-05	183	1	4	0
2020-04-04	182	5	4	0
2020-04-03	177	10	4	0
2020-04-02	167	5	4	0
2020-04-01	162	7	4	1
2020-03-31	155	14	3	0
2020-03-30	141	5	3	0
2020-03-29	136	4	3	0
2020-03-28	132	4	3	0
2020-03-27	128	13	3	0
2020-03-26	115	5	3	1
2020-03-25	110	21	2	1
2020-03-24	89	16	1	1
2020-03-23	73	4	0	0
2020-03-22	69	2	0	0
2020-03-21	67	8	0	0
2020-03-20	59	10	0	0
2020-03-19	49	14	0	0
2020-03-18	35	9	0	0
2020-03-17	26	4	0	0
2020-03-16	22	9	0	0
2020-03-15	13	4	0	0
2020-03-14	9	3	0	0
2020-03-13	6	2	0	0
2020-03-12	4	1	0	0
2020-03-09	3	1	0	0
2020-03-04	2	1	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: 0:03:44.777087