Germany: SK Weimar (Thüringen)

• 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 16:16:17 CEST

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

overview(country="Germany", subregion="SK Weimar", weeks=5);

overview(country="Germany", subregion="SK Weimar");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Weimar")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Weimar")
print(f'Population of country="Germany", subregion="SK Weimar": {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="SK Weimar": 65138 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	27510	12	197	0
2023-03-03	27498	2	197	0
2023-03-02	27496	7	197	0
2023-03-01	27489	18	197	0
2023-02-28	27471	2	197	0
2023-02-27	27469	7	197	0
2023-02-25	27462	2	197	0
2023-02-24	27460	16	197	0
2023-02-23	27444	10	197	0
2023-02-22	27434	3	197	0
2023-02-21	27431	11	197	0
2023-02-20	27420	2	197	0
2023-02-16	27418	8	197	1
2023-02-15	27410	6	196	0
2023-02-14	27404	5	196	0
2023-02-13	27399	9	196	0
2023-02-10	27390	3	196	0
2023-02-09	27387	3	196	0
2023-02-08	27384	4	196	0
2023-02-07	27380	6	196	0
2023-02-06	27374	4	196	2
2023-02-02	27370	3	194	0
2023-02-01	27367	8	194	0
2023-01-31	27359	4	194	1
2023-01-30	27355	5	193	0
2023-01-27	27350	3	193	0
2023-01-26	27347	3	193	0
2023-01-25	27344	7	193	0
2023-01-24	27337	1	193	0
2023-01-23	27336	7	193	0
2023-01-20	27329	2	193	0
2023-01-19	27327	2	193	0
2023-01-18	27325	8	193	0
2023-01-17	27317	5	193	0
2023-01-16	27312	2	193	0
2023-01-13	27310	3	193	0
2023-01-12	27307	1	193	0
2023-01-11	27306	4	193	0
2023-01-10	27302	6	193	1
2023-01-09	27296	4	192	0
2023-01-06	27292	13	192	0
2023-01-05	27279	17	192	0
2023-01-04	27262	6	192	0
2023-01-03	27256	10	192	0
2023-01-02	27246	23	192	1
2022-12-29	27223	19	191	0
2022-12-28	27204	6	191	0
2022-12-26	27198	4	191	0
2022-12-25	27194	1	191	0
2022-12-24	27193	1	191	0
2022-12-23	27192	16	191	1
2022-12-21	27176	9	190	0
2022-12-20	27167	26	190	0
2022-12-19	27141	5	190	0
2022-12-16	27136	5	190	0
2022-12-15	27131	5	190	1
2022-12-14	27126	16	189	0
2022-12-13	27110	21	189	0
2022-12-12	27089	14	189	0
2022-12-08	27075	9	189	1
2022-12-07	27066	6	188	0
2022-12-06	27060	36	188	0
2022-12-05	27024	6	188	0
2022-12-02	27018	16	188	0
2022-11-30	27002	10	188	0
2022-11-29	26992	19	188	0
2022-11-28	26973	26	188	1
2022-11-25	26947	9	187	0
2022-11-24	26938	16	187	0
2022-11-23	26922	12	187	0
2022-11-22	26910	19	187	0
2022-11-21	26891	18	187	0
2022-11-18	26873	6	187	0
2022-11-17	26867	8	187	0
2022-11-16	26859	14	187	0
2022-11-15	26845	15	187	1
2022-11-14	26830	13	186	0
2022-11-11	26817	9	186	0
2022-11-10	26808	22	186	2
2022-11-09	26786	18	184	0
2022-11-08	26768	43	184	0
2022-11-07	26725	39	184	1
2022-11-05	26686	1	183	0
2022-11-04	26685	20	183	0
2022-11-03	26665	45	183	0
2022-11-02	26620	35	183	0
2022-11-01	26585	53	183	1
2022-10-28	26532	26	182	0
2022-10-27	26506	29	182	0
2022-10-26	26477	36	182	1
2022-10-25	26441	62	181	0
2022-10-24	26379	66	181	1
2022-10-21	26313	37	180	1
2022-10-20	26276	51	179	0
2022-10-19	26225	66	179	0
2022-10-18	26159	87	179	0
2022-10-17	26072	31	179	2
2022-10-16	26041	22	177	0
2022-10-15	26019	69	177	0
2022-10-14	25950	65	177	0
2022-10-13	25885	95	177	1
2022-10-12	25790	86	176	0
2022-10-11	25704	82	176	0
2022-10-10	25622	103	176	0
2022-10-09	25519	1	176	0
2022-10-08	25518	4	176	0
2022-10-07	25514	43	176	0
2022-10-06	25471	79	176	1
2022-10-05	25392	89	175	1
2022-10-04	25303	36	174	0
2022-10-03	25267	6	174	0
2022-10-02	25261	9	174	0
2022-10-01	25252	17	174	0
2022-09-30	25235	146	174	0
2022-09-29	25089	65	174	0
2022-09-28	25024	56	174	0
2022-09-27	24968	13	174	0
2022-09-26	24955	9	174	0
2022-09-23	24946	35	174	0
2022-09-22	24911	27	174	0
2022-09-21	24884	25	174	1
2022-09-19	24859	42	173	0
2022-09-16	24817	30	173	0
2022-09-15	24787	13	173	1
2022-09-14	24774	18	172	0
2022-09-13	24756	47	172	0
2022-09-12	24709	44	172	1
2022-09-09	24665	27	171	0
2022-09-08	24638	18	171	0
2022-09-07	24620	19	171	1
2022-09-06	24601	44	170	0
2022-09-05	24557	30	170	0
2022-09-02	24527	22	170	0
2022-09-01	24505	36	170	0
2022-08-30	24469	29	170	0
2022-08-29	24440	28	170	0
2022-08-26	24412	27	170	1
2022-08-25	24385	17	169	0
2022-08-24	24368	23	169	0
2022-08-23	24345	36	169	0
2022-08-22	24309	30	169	0
2022-08-19	24279	33	169	0
2022-08-18	24246	35	169	1
2022-08-17	24211	38	168	0
2022-08-16	24173	36	168	0
2022-08-15	24137	40	168	0
2022-08-12	24097	18	168	0
2022-08-11	24079	36	168	0
2022-08-10	24043	28	168	0
2022-08-09	24015	55	168	0
2022-08-08	23960	31	168	1
2022-08-05	23929	24	167	0
2022-08-04	23905	53	167	1
2022-08-03	23852	34	166	1
2022-08-02	23818	12	165	0
2022-08-01	23806	49	165	0
2022-07-29	23757	30	165	0
2022-07-28	23727	41	165	0
2022-07-27	23686	30	165	0
2022-07-26	23656	61	165	0
2022-07-25	23595	50	165	0
2022-07-22	23545	36	165	0
2022-07-21	23509	38	165	1
2022-07-20	23471	47	164	1
2022-07-19	23424	40	163	0
2022-07-18	23384	81	163	1
2022-07-16	23303	1	162	0
2022-07-15	23302	44	162	0
2022-07-14	23258	54	162	0
2022-07-13	23204	57	162	0
2022-07-12	23147	66	162	0
2022-07-11	23081	41	162	0
2022-07-08	23040	28	162	0
2022-07-07	23012	41	162	0
2022-07-06	22971	25	162	0
2022-07-05	22946	66	162	0
2022-07-04	22880	76	162	1
2022-07-02	22804	1	161	0
2022-07-01	22803	43	161	0
2022-06-30	22760	44	161	0
2022-06-29	22716	57	161	0
2022-06-28	22659	73	161	0
2022-06-27	22586	60	161	0
2022-06-25	22526	1	161	0
2022-06-24	22525	46	161	0
2022-06-23	22479	25	161	0
2022-06-22	22454	24	161	0
2022-06-21	22430	40	161	0
2022-06-20	22390	41	161	0
2022-06-17	22349	24	161	0
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2022-06-13	22215	32	161	0
2022-06-10	22183	28	161	0
2022-06-09	22155	29	161	0
2022-06-08	22126	45	161	0
2022-06-07	22081	37	161	0
2022-06-04	22044	1	161	0
2022-06-03	22043	17	161	0
2022-06-02	22026	30	161	0
2022-06-01	21996	15	161	0
2022-05-31	21981	46	161	0
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2022-05-27	21905	12	161	0
2022-05-25	21893	15	161	0
2022-05-24	21878	25	161	0
2022-05-23	21853	27	161	0
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2022-05-13	21714	28	161	0
2022-05-12	21686	14	161	1
2022-05-11	21672	39	160	0
2022-05-10	21633	64	160	0
2022-05-09	21569	66	160	0
2022-05-06	21503	29	160	0
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2022-05-04	21430	51	160	0
2022-05-03	21379	49	160	0
2022-05-02	21330	104	160	0
2022-04-29	21226	56	160	0
2022-04-28	21170	63	160	0
2022-04-27	21107	109	160	0
2022-04-26	20998	61	160	0
2022-04-25	20937	122	160	0
2022-04-22	20815	74	160	0
2022-04-21	20741	113	160	0
2022-04-20	20628	84	160	0
2022-04-19	20544	152	160	1
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2022-04-13	20262	122	159	0
2022-04-12	20140	120	159	0
2022-04-11	20020	228	159	0
2022-04-09	19792	1	159	0
2022-04-08	19791	203	159	0
2022-04-07	19588	296	159	0
2022-04-06	19292	404	159	3
2022-04-05	18888	294	156	0
2022-04-04	18594	318	156	0
2022-04-02	18276	156	156	0
2022-04-01	18120	287	156	1
2022-03-31	17833	293	155	2
2022-03-30	17540	307	153	1
2022-03-29	17233	313	152	0
2022-03-28	16920	186	152	0
2022-03-26	16734	151	152	0
2022-03-25	16583	336	152	0
2022-03-24	16247	355	152	2
2022-03-23	15892	332	150	2
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2022-01-04	6971	43	136	0
2022-01-03	6928	19	136	0
2022-01-02	6909	19	136	0
2021-12-31	6890	26	136	0
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2021-12-29	6812	71	136	1
2021-12-28	6741	41	135	0
2021-12-27	6700	51	135	0
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2021-12-21	6458	64	134	1
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2021-12-18	6260	74	132	1
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2021-12-16	6113	109	130	0
2021-12-15	6004	59	130	0
2021-12-14	5945	91	130	1
2021-12-13	5854	115	129	0
2021-12-11	5739	51	129	0
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2021-11-29	4738	193	123	3
2021-11-27	4545	59	120	1
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2021-11-23	4307	62	118	1
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2021-10-28	3316	36	111	0
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2021-10-26	3233	39	111	0
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2021-10-21	3104	43	110	2
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2021-06-11	2610	1	104	0
2021-06-09	2609	3	104	0
2021-06-07	2606	1	104	0
2021-06-05	2605	1	104	0
2021-06-04	2604	2	104	0
2021-06-03	2602	1	104	0
2021-06-02	2601	1	104	0
2021-06-01	2600	2	104	0
2021-05-31	2598	1	104	0
2021-05-29	2597	5	104	0
2021-05-28	2592	4	104	0
2021-05-27	2588	4	104	0
2021-05-26	2584	2	104	0
2021-05-25	2582	6	104	0
2021-05-23	2576	4	104	0
2021-05-22	2572	8	104	0
2021-05-21	2564	7	104	0
2021-05-20	2557	7	104	0
2021-05-19	2550	8	104	1
2021-05-18	2542	12	103	0
2021-05-17	2530	3	103	0
2021-05-16	2527	9	103	0
2021-05-15	2518	5	103	0
2021-05-14	2513	9	103	1
2021-05-13	2504	8	102	0
2021-05-12	2496	15	102	0
2021-05-11	2481	8	102	0
2021-05-10	2473	1	102	0
2021-05-09	2472	9	102	0
2021-05-08	2463	9	102	0
2021-05-07	2454	13	102	0
2021-05-06	2441	8	102	0
2021-05-05	2433	17	102	0
2021-05-04	2416	10	102	0
2021-05-03	2406	1	102	0
2021-05-02	2405	6	102	0
2021-05-01	2399	11	102	0
2021-04-30	2388	21	102	0
2021-04-29	2367	13	102	0
2021-04-28	2354	13	102	0
2021-04-27	2341	18	102	0
2021-04-26	2323	1	102	0
2021-04-25	2322	4	102	0
2021-04-24	2318	15	102	0
2021-04-23	2303	22	102	0
2021-04-22	2281	12	102	0
2021-04-21	2269	31	102	0
2021-04-20	2238	26	102	0
2021-04-19	2212	6	102	0
2021-04-18	2206	13	102	2
2021-04-17	2193	14	100	0
2021-04-16	2179	17	100	0
2021-04-15	2162	20	100	0
2021-04-14	2142	11	100	0
2021-04-13	2131	20	100	0
2021-04-12	2111	3	100	0
2021-04-11	2108	4	100	0
2021-04-10	2104	13	100	0
2021-04-09	2091	18	100	0
2021-04-08	2073	21	100	0
2021-04-07	2052	11	100	0
2021-04-06	2041	13	100	0
2021-04-05	2028	4	100	0
2021-04-04	2024	7	100	1
2021-04-03	2017	3	99	0
2021-04-02	2014	12	99	0
2021-04-01	2002	10	99	0
2021-03-31	1992	32	99	0
2021-03-30	1960	10	99	0
2021-03-29	1950	2	99	0
2021-03-28	1948	12	99	0
2021-03-27	1936	5	99	0
2021-03-26	1931	9	99	0
2021-03-25	1922	13	99	0
2021-03-24	1909	13	99	0
2021-03-23	1896	7	99	0
2021-03-22	1889	7	99	0
2021-03-21	1882	2	99	0
2021-03-20	1880	6	99	0
2021-03-19	1874	6	99	0
2021-03-18	1868	3	99	0
2021-03-17	1865	14	99	0
2021-03-16	1851	3	99	0
2021-03-15	1848	6	99	0
2021-03-14	1842	2	99	0
2021-03-13	1840	5	99	0
2021-03-12	1835	6	99	1
2021-03-11	1829	4	98	0
2021-03-10	1825	8	98	0
2021-03-09	1817	7	98	0
2021-03-07	1810	6	98	1
2021-03-06	1804	9	97	0
2021-03-05	1795	5	97	0
2021-03-04	1790	9	97	0
2021-03-03	1781	3	97	0
2021-03-02	1778	12	97	0
2021-02-28	1766	6	97	0
2021-02-27	1760	5	97	0
2021-02-26	1755	5	97	0
2021-02-25	1750	11	97	0
2021-02-24	1739	13	97	0
2021-02-23	1726	2	97	0
2021-02-22	1724	1	97	0
2021-02-21	1723	7	97	0
2021-02-20	1716	4	97	0
2021-02-19	1712	2	97	0
2021-02-18	1710	10	97	0
2021-02-17	1700	10	97	0
2021-02-16	1690	6	97	0
2021-02-15	1684	2	97	0
2021-02-14	1682	4	97	0
2021-02-13	1678	5	97	0
2021-02-12	1673	18	97	0
2021-02-11	1655	13	97	0
2021-02-10	1642	11	97	0
2021-02-09	1631	2	97	0
2021-02-07	1629	6	97	0
2021-02-06	1623	4	97	0
2021-02-05	1619	14	97	1
2021-02-04	1605	4	96	0
2021-02-03	1601	18	96	2
2021-02-02	1583	19	94	1
2021-02-01	1564	6	93	0
2021-01-31	1558	4	93	2
2021-01-29	1554	26	91	1
2021-01-28	1528	16	90	0
2021-01-27	1512	11	90	1
2021-01-26	1501	7	89	0
2021-01-25	1494	1	89	0
2021-01-24	1493	4	89	0
2021-01-23	1489	18	89	2
2021-01-22	1471	27	87	0
2021-01-21	1444	31	87	6
2021-01-20	1413	18	81	2
2021-01-19	1395	20	79	2
2021-01-18	1375	10	77	0
2021-01-17	1365	17	77	0
2021-01-16	1348	32	77	3
2021-01-15	1316	30	74	5
2021-01-14	1286	32	69	0
2021-01-13	1254	11	69	0
2021-01-12	1243	31	69	4
2021-01-11	1212	30	65	4
2021-01-10	1182	3	61	2
2021-01-09	1179	10	59	0
2021-01-08	1169	28	59	0
2021-01-07	1141	34	59	0
2021-01-06	1107	35	59	0
2021-01-05	1072	21	59	1
2021-01-04	1051	10	58	0
2021-01-03	1041	17	58	0
2021-01-02	1024	2	58	0
2021-01-01	1022	31	58	0
2020-12-31	991	14	58	0
2020-12-30	977	27	58	0
2020-12-29	950	13	58	3
2020-12-28	937	24	55	1
2020-12-27	913	1	54	0
2020-12-26	912	21	54	0
2020-12-25	891	59	54	12
2020-12-24	832	16	42	6
2020-12-23	816	33	36	1
2020-12-22	783	16	35	0
2020-12-21	767	20	35	6
2020-12-20	747	15	29	4
2020-12-19	732	25	25	3
2020-12-18	707	35	22	2
2020-12-17	672	28	20	5
2020-12-16	644	11	15	2
2020-12-15	633	26	13	0
2020-12-14	607	9	13	0
2020-12-13	598	8	13	0
2020-12-12	590	23	13	1
2020-12-11	567	10	12	0
2020-12-10	557	31	12	8
2020-12-09	526	15	4	0
2020-12-08	511	15	4	0
2020-12-07	496	6	4	0
2020-12-05	490	10	4	0
2020-12-04	480	5	4	0
2020-12-03	475	13	4	0
2020-12-02	462	5	4	0
2020-12-01	457	2	4	0
2020-11-30	455	1	4	0
2020-11-29	454	3	4	0
2020-11-28	451	7	4	0
2020-11-27	444	9	4	0
2020-11-26	435	6	4	0
2020-11-25	429	16	4	2
2020-11-24	413	5	2	0
2020-11-22	408	2	2	0
2020-11-21	406	4	2	0
2020-11-20	402	11	2	0
2020-11-19	391	7	2	0
2020-11-18	384	5	2	0
2020-11-17	379	10	2	0
2020-11-15	369	1	2	0
2020-11-14	368	4	2	0
2020-11-13	364	3	2	0
2020-11-12	361	12	2	0
2020-11-11	349	9	2	0
2020-11-10	340	8	2	0
2020-11-08	332	8	2	0
2020-11-07	324	2	2	0
2020-11-06	322	8	2	0
2020-11-05	314	18	2	0
2020-11-04	296	12	2	0
2020-11-03	284	17	2	0
2020-11-02	267	5	2	0
2020-11-01	262	9	2	1
2020-10-31	253	19	1	0
2020-10-30	234	19	1	0
2020-10-29	215	8	1	0
2020-10-28	207	18	1	0
2020-10-27	189	4	1	0
2020-10-26	185	10	1	0
2020-10-25	175	7	1	0
2020-10-24	168	2	1	0
2020-10-23	166	6	1	0
2020-10-22	160	8	1	0
2020-10-21	152	4	1	0
2020-10-20	148	1	1	0
2020-10-19	147	1	1	0
2020-10-17	146	1	1	0
2020-10-08	145	1	1	0
2020-10-06	144	2	1	0
2020-10-05	142	1	1	0
2020-10-03	141	4	1	0
2020-10-02	137	1	1	0
2020-10-01	136	10	1	0
2020-09-30	126	2	1	0
2020-09-29	124	2	1	0
2020-09-22	122	1	1	0
2020-09-17	121	1	1	0
2020-09-15	120	2	1	0
2020-09-14	118	3	1	0
2020-09-12	115	5	1	0
2020-09-10	110	1	1	0
2020-09-09	109	2	1	0
2020-09-04	107	2	1	0
2020-09-03	105	1	1	0
2020-08-31	104	1	1	0
2020-08-29	103	1	1	0
2020-08-28	102	1	1	0
2020-08-27	101	1	1	0
2020-08-24	100	1	1	0
2020-08-23	99	1	1	0
2020-08-20	98	1	1	0
2020-08-14	97	3	1	0
2020-08-09	94	1	1	0
2020-08-07	93	1	1	0
2020-08-06	92	1	1	0
2020-07-31	91	1	1	0
2020-07-28	90	1	1	0
2020-07-27	89	3	1	0
2020-07-25	86	5	1	0
2020-07-23	81	9	1	0
2020-07-14	72	3	1	0
2020-06-10	69	1	1	0
2020-05-19	68	3	1	0
2020-05-07	65	1	1	0
2020-05-06	64	1	1	0
2020-04-30	63	2	1	0
2020-04-25	61	1	1	0
2020-04-23	60	1	1	0
2020-04-21	59	1	1	0
2020-04-12	58	3	1	0
2020-04-09	55	3	1	0
2020-04-08	52	1	1	0
2020-04-07	51	2	1	0
2020-04-06	49	1	1	0
2020-04-05	48	3	1	0
2020-04-03	45	5	1	0
2020-04-02	40	4	1	1
2020-04-01	36	5	0	0
2020-03-31	31	1	0	0
2020-03-30	30	1	0	0
2020-03-28	29	5	0	0
2020-03-27	24	1	0	0
2020-03-26	23	3	0	0
2020-03-25	20	4	0	0
2020-03-24	16	3	0	0
2020-03-23	13	3	0	0
2020-03-20	10	3	0	0
2020-03-18	7	1	0	0
2020-03-17	6	4	0	0
2020-03-16	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: 0:04:14.576793