Germany: SK Coburg (Bayern)

• 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 11:43:34 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Coburg")
print(f'Population of country="Germany", subregion="SK Coburg": {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 Coburg": 40955 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	20302	5	124	0
2023-03-03	20297	4	124	0
2023-03-02	20293	5	124	0
2023-03-01	20288	6	124	0
2023-02-28	20282	13	124	0
2023-02-27	20269	15	124	0
2023-02-24	20254	7	124	0
2023-02-23	20247	8	124	0
2023-02-22	20239	9	124	0
2023-02-21	20230	8	124	0
2023-02-20	20222	13	124	1
2023-02-17	20209	9	123	0
2023-02-16	20200	4	123	0
2023-02-15	20196	6	123	0
2023-02-14	20190	9	123	0
2023-02-13	20181	8	123	0
2023-02-10	20173	6	123	0
2023-02-09	20167	6	123	0
2023-02-08	20161	2	123	0
2023-02-07	20159	5	123	0
2023-02-06	20154	5	123	0
2023-02-03	20149	4	123	0
2023-02-02	20145	2	123	0
2023-02-01	20143	4	123	0
2023-01-31	20139	6	123	0
2023-01-30	20133	4	123	0
2023-01-27	20129	1	123	0
2023-01-26	20128	1	123	0
2023-01-25	20127	1	123	0
2023-01-24	20126	8	123	0
2023-01-23	20118	6	123	0
2023-01-20	20112	1	123	0
2023-01-19	20111	2	123	0
2023-01-18	20109	1	123	0
2023-01-17	20108	3	123	0
2023-01-16	20105	3	123	0
2023-01-11	20102	2	123	0
2023-01-10	20100	4	123	0
2023-01-09	20096	9	123	0
2023-01-05	20087	5	123	0
2023-01-04	20082	7	123	0
2023-01-03	20075	5	123	0
2023-01-02	20070	6	123	0
2022-12-29	20064	10	123	0
2022-12-28	20054	21	123	0
2022-12-27	20033	12	123	0
2022-12-23	20021	8	123	0
2022-12-22	20013	1	123	0
2022-12-21	20012	9	123	0
2022-12-20	20003	16	123	0
2022-12-19	19987	6	123	0
2022-12-16	19981	8	123	0
2022-12-15	19973	6	123	0
2022-12-14	19967	12	123	0
2022-12-13	19955	10	123	0
2022-12-12	19945	17	123	0
2022-12-09	19928	11	123	0
2022-12-08	19917	6	123	0
2022-12-07	19911	4	123	0
2022-12-06	19907	3	123	0
2022-12-05	19904	11	123	0
2022-12-02	19893	4	123	0
2022-12-01	19889	6	123	0
2022-11-30	19883	6	123	0
2022-11-29	19877	8	123	0
2022-11-28	19869	15	123	1
2022-11-25	19854	3	122	0
2022-11-24	19851	3	122	0
2022-11-23	19848	9	122	0
2022-11-22	19839	6	122	0
2022-11-21	19833	15	122	0
2022-11-18	19818	5	122	0
2022-11-17	19813	7	122	0
2022-11-16	19806	13	122	0
2022-11-15	19793	12	122	0
2022-11-14	19781	36	122	0
2022-11-11	19745	7	122	0
2022-11-10	19738	21	122	1
2022-11-09	19717	8	121	0
2022-11-08	19709	19	121	0
2022-11-07	19690	45	121	0
2022-11-04	19645	8	121	0
2022-11-03	19637	40	121	0
2022-11-02	19597	23	121	0
2022-10-31	19574	35	121	0
2022-10-28	19539	32	121	0
2022-10-27	19507	40	121	0
2022-10-26	19467	16	121	0
2022-10-25	19451	30	121	0
2022-10-24	19421	41	121	0
2022-10-21	19380	43	121	0
2022-10-20	19337	36	121	0
2022-10-19	19301	51	121	0
2022-10-18	19250	66	121	0
2022-10-17	19184	96	121	1
2022-10-14	19088	44	120	0
2022-10-13	19044	71	120	0
2022-10-12	18973	78	120	0
2022-10-11	18895	86	120	0
2022-10-10	18809	135	120	0
2022-10-07	18674	78	120	0
2022-10-06	18596	98	120	0
2022-10-05	18498	101	120	0
2022-10-04	18397	108	120	0
2022-09-30	18289	40	120	0
2022-09-29	18249	46	120	0
2022-09-28	18203	61	120	0
2022-09-27	18142	39	120	0
2022-09-26	18103	63	120	0
2022-09-23	18040	14	120	0
2022-09-22	18026	34	120	0
2022-09-21	17992	20	120	0
2022-09-20	17972	30	120	0
2022-09-19	17942	32	120	0
2022-09-16	17910	6	120	0
2022-09-15	17904	15	120	0
2022-09-14	17889	14	120	0
2022-09-13	17875	30	120	0
2022-09-12	17845	19	120	0
2022-09-09	17826	11	120	0
2022-09-08	17815	14	120	0
2022-09-07	17801	26	120	0
2022-09-06	17775	17	120	0
2022-09-05	17758	19	120	0
2022-09-02	17739	19	120	0
2022-09-01	17720	11	120	0
2022-08-31	17709	14	120	0
2022-08-30	17695	18	120	0
2022-08-29	17677	35	120	0
2022-08-26	17642	16	120	0
2022-08-25	17626	19	120	0
2022-08-24	17607	16	120	0
2022-08-23	17591	33	120	0
2022-08-22	17558	31	120	0
2022-08-19	17527	15	120	0
2022-08-18	17512	22	120	0
2022-08-17	17490	21	120	0
2022-08-16	17469	28	120	0
2022-08-15	17441	29	120	0
2022-08-12	17412	14	120	0
2022-08-11	17398	14	120	0
2022-08-10	17384	27	120	0
2022-08-09	17357	38	120	0
2022-08-08	17319	54	120	0
2022-08-05	17265	25	120	0
2022-08-04	17240	25	120	0
2022-08-03	17215	40	120	0
2022-08-02	17175	40	120	0
2022-08-01	17135	71	120	0
2022-07-30	17064	1	120	0
2022-07-29	17063	70	120	0
2022-07-28	16993	59	120	0
2022-07-27	16934	76	120	0
2022-07-26	16858	45	120	0
2022-07-25	16813	131	120	0
2022-07-22	16682	78	120	0
2022-07-21	16604	78	120	0
2022-07-20	16526	102	120	0
2022-07-19	16424	72	120	0
2022-07-18	16352	131	120	0
2022-07-15	16221	84	120	0
2022-07-14	16137	72	120	0
2022-07-13	16065	88	120	0
2022-07-12	15977	59	120	0
2022-07-11	15918	81	120	0
2022-07-08	15837	40	120	0
2022-07-07	15797	47	120	0
2022-07-06	15750	58	120	0
2022-07-05	15692	62	120	0
2022-07-04	15630	73	120	0
2022-07-01	15557	57	120	0
2022-06-30	15500	41	120	0
2022-06-29	15459	47	120	0
2022-06-28	15412	28	120	0
2022-06-27	15384	48	120	0
2022-06-24	15336	28	120	0
2022-06-23	15308	44	120	0
2022-06-22	15264	35	120	0
2022-06-21	15229	44	120	0
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2022-01-03	4158	3	108	0
2022-01-02	4155	10	108	0
2022-01-01	4145	12	108	0
2021-12-31	4133	11	108	0
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2021-12-21	3984	12	108	0
2021-12-20	3972	9	108	1
2021-12-19	3963	29	107	0
2021-12-18	3934	60	107	0
2021-12-17	3874	44	107	0
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2021-12-15	3787	29	107	1
2021-12-14	3758	35	106	0
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2021-12-04	3458	34	103	1
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2021-11-27	3290	35	102	2
2021-11-26	3255	27	100	0
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2021-11-24	3199	31	100	0
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2021-11-20	3076	27	100	1
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2021-08-29	2455	2	92	0
2021-08-28	2453	4	92	0
2021-08-27	2449	4	92	0
2021-08-26	2445	5	92	0
2021-08-25	2440	3	92	0
2021-08-24	2437	2	92	0
2021-08-21	2435	1	92	0
2021-08-19	2434	5	92	0
2021-08-18	2429	1	92	0
2021-08-17	2428	5	92	0
2021-08-16	2423	2	92	0
2021-08-15	2421	1	92	0
2021-08-14	2420	1	92	0
2021-08-12	2419	1	92	0
2021-08-10	2418	1	92	0
2021-08-08	2417	2	92	0
2021-07-30	2415	2	92	0
2021-07-29	2413	2	92	0
2021-07-28	2411	2	92	0
2021-07-27	2409	1	92	0
2021-07-23	2408	2	92	0
2021-07-22	2406	1	92	0
2021-07-15	2405	1	92	0
2021-06-30	2404	2	92	0
2021-06-27	2402	1	92	0
2021-06-24	2401	1	92	0
2021-06-17	2400	2	92	0
2021-06-16	2398	1	92	0
2021-06-13	2397	1	92	0
2021-06-10	2396	1	92	0
2021-06-09	2395	4	92	0
2021-06-08	2391	3	92	0
2021-06-07	2388	1	92	0
2021-06-05	2387	2	92	0
2021-06-03	2385	1	92	0
2021-06-02	2384	6	92	0
2021-06-01	2378	4	92	0
2021-05-30	2374	2	92	0
2021-05-29	2372	1	92	0
2021-05-28	2371	5	92	0
2021-05-27	2366	4	92	0
2021-05-26	2362	9	92	0
2021-05-24	2353	1	92	0
2021-05-23	2352	7	92	0
2021-05-22	2345	7	92	0
2021-05-21	2338	11	92	0
2021-05-20	2327	8	92	0
2021-05-19	2319	5	92	0
2021-05-18	2314	24	92	0
2021-05-17	2290	4	92	1
2021-05-16	2286	7	91	1
2021-05-15	2279	7	90	0
2021-05-14	2272	1	90	0
2021-05-13	2271	24	90	0
2021-05-12	2247	16	90	0
2021-05-11	2231	32	90	0
2021-05-10	2199	2	90	0
2021-05-09	2197	18	90	1
2021-05-08	2179	12	89	0
2021-05-07	2167	12	89	0
2021-05-06	2155	12	89	0
2021-05-05	2143	23	89	0
2021-05-04	2120	23	89	0
2021-05-03	2097	3	89	1
2021-05-02	2094	10	88	0
2021-05-01	2084	10	88	0
2021-04-30	2074	15	88	0
2021-04-29	2059	18	88	1
2021-04-28	2041	18	87	0
2021-04-27	2023	12	87	1
2021-04-26	2011	5	86	0
2021-04-25	2006	15	86	0
2021-04-24	1991	14	86	0
2021-04-23	1977	18	86	0
2021-04-22	1959	19	86	0
2021-04-21	1940	22	86	0
2021-04-20	1918	11	86	0
2021-04-18	1907	3	86	0
2021-04-17	1904	25	86	0
2021-04-16	1879	5	86	0
2021-04-15	1874	14	86	0
2021-04-14	1860	12	86	0
2021-04-13	1848	15	86	0
2021-04-12	1833	1	86	0
2021-04-11	1832	13	86	0
2021-04-10	1819	12	86	0
2021-04-09	1807	11	86	0
2021-04-08	1796	11	86	0
2021-04-07	1785	21	86	0
2021-04-06	1764	1	86	0
2021-04-04	1763	5	86	0
2021-04-03	1758	2	86	0
2021-04-02	1756	9	86	0
2021-04-01	1747	13	86	0
2021-03-31	1734	2	86	0
2021-03-30	1732	3	86	0
2021-03-29	1729	2	86	0
2021-03-28	1727	9	86	0
2021-03-27	1718	4	86	0
2021-03-26	1714	6	86	0
2021-03-25	1708	4	86	0
2021-03-24	1704	8	86	0
2021-03-23	1696	4	86	0
2021-03-21	1692	1	86	0
2021-03-20	1691	5	86	0
2021-03-19	1686	3	86	0
2021-03-18	1683	5	86	0
2021-03-17	1678	2	86	0
2021-03-16	1676	13	86	0
2021-03-15	1663	1	86	0
2021-03-14	1662	2	86	0
2021-03-13	1660	2	86	0
2021-03-12	1658	1	86	0
2021-03-11	1657	2	86	0
2021-03-10	1655	10	86	0
2021-03-09	1645	1	86	0
2021-03-06	1644	2	86	0
2021-03-05	1642	2	86	0
2021-03-04	1640	6	86	0
2021-03-03	1634	6	86	0
2021-03-02	1628	6	86	0
2021-02-28	1622	4	86	0
2021-02-27	1618	1	86	0
2021-02-26	1617	3	86	0
2021-02-25	1614	3	86	0
2021-02-24	1611	7	86	0
2021-02-23	1604	4	86	0
2021-02-21	1600	5	86	0
2021-02-20	1595	1	86	0
2021-02-19	1594	14	86	0
2021-02-18	1580	3	86	0
2021-02-17	1577	7	86	0
2021-02-16	1570	2	86	0
2021-02-15	1568	1	86	0
2021-02-14	1567	1	86	0
2021-02-13	1566	2	86	0
2021-02-12	1564	4	86	0
2021-02-11	1560	11	86	0
2021-02-10	1549	7	86	0
2021-02-09	1542	6	86	0
2021-02-08	1536	2	86	0
2021-02-07	1534	4	86	0
2021-02-06	1530	1	86	0
2021-02-05	1529	13	86	0
2021-02-04	1516	9	86	0
2021-02-03	1507	11	86	0
2021-02-02	1496	5	86	0
2021-02-01	1491	1	86	0
2021-01-31	1490	7	86	0
2021-01-30	1483	5	86	0
2021-01-29	1478	5	86	0
2021-01-28	1473	17	86	2
2021-01-27	1456	10	84	0
2021-01-26	1446	1	84	0
2021-01-24	1445	10	84	0
2021-01-23	1435	9	84	0
2021-01-22	1426	7	84	0
2021-01-21	1419	28	84	4
2021-01-20	1391	10	80	0
2021-01-19	1381	15	80	1
2021-01-18	1366	9	79	3
2021-01-17	1357	4	76	0
2021-01-16	1353	6	76	0
2021-01-15	1347	10	76	0
2021-01-14	1337	13	76	2
2021-01-13	1324	14	74	1
2021-01-12	1310	7	73	0
2021-01-11	1303	8	73	0
2021-01-10	1295	31	73	7
2021-01-09	1264	20	66	0
2021-01-08	1244	14	66	0
2021-01-07	1230	12	66	1
2021-01-06	1218	29	65	2
2021-01-05	1189	22	63	2
2021-01-04	1167	7	61	0
2021-01-03	1160	13	61	2
2021-01-02	1147	4	59	1
2021-01-01	1143	22	58	0
2020-12-31	1121	15	58	0
2020-12-30	1106	64	58	5
2020-12-29	1042	35	53	6
2020-12-28	1007	24	47	3
2020-12-27	983	9	44	1
2020-12-26	974	26	43	2
2020-12-25	948	25	41	0
2020-12-24	923	35	41	2
2020-12-23	888	71	39	19
2020-12-22	817	30	20	1
2020-12-21	787	23	19	2
2020-12-20	764	13	17	0
2020-12-19	751	32	17	2
2020-12-18	719	27	15	3
2020-12-17	692	17	12	0
2020-12-16	675	32	12	0
2020-12-15	643	12	12	0
2020-12-14	631	28	12	1
2020-12-13	603	4	11	0
2020-12-12	599	20	11	1
2020-12-11	579	20	10	0
2020-12-10	559	19	10	0
2020-12-09	540	14	10	0
2020-12-08	526	13	10	0
2020-12-07	513	4	10	0
2020-12-06	509	20	10	0
2020-12-05	489	8	10	0
2020-12-04	481	6	10	0
2020-12-03	475	21	10	1
2020-12-02	454	19	9	0
2020-12-01	435	8	9	1
2020-11-30	427	9	8	0
2020-11-29	418	5	8	1
2020-11-28	413	8	7	0
2020-11-27	405	14	7	1
2020-11-26	391	5	6	0
2020-11-25	386	12	6	0
2020-11-24	374	10	6	0
2020-11-23	364	6	6	0
2020-11-22	358	4	6	0
2020-11-21	354	15	6	0
2020-11-20	339	10	6	0
2020-11-19	329	4	6	0
2020-11-18	325	25	6	0
2020-11-17	300	1	6	0
2020-11-16	299	4	6	0
2020-11-15	295	4	6	0
2020-11-14	291	8	6	0
2020-11-13	283	5	6	0
2020-11-12	278	4	6	0
2020-11-11	274	9	6	0
2020-11-10	265	2	6	0
2020-11-09	263	2	6	0
2020-11-08	261	3	6	0
2020-11-07	258	8	6	0
2020-11-06	250	18	6	0
2020-11-05	232	4	6	0
2020-11-04	228	5	6	1
2020-11-03	223	3	5	0
2020-11-02	220	3	5	0
2020-11-01	217	6	5	0
2020-10-31	211	4	5	0
2020-10-30	207	4	5	0
2020-10-29	203	11	5	1
2020-10-28	192	4	4	0
2020-10-27	188	2	4	0
2020-10-26	186	2	4	0
2020-10-25	184	4	4	0
2020-10-24	180	5	4	0
2020-10-23	175	3	4	0
2020-10-22	172	1	4	0
2020-10-21	171	11	4	0
2020-10-20	160	1	4	0
2020-10-18	159	3	4	0
2020-10-17	156	2	4	0
2020-10-16	154	1	4	0
2020-10-15	153	1	4	0
2020-10-14	152	1	4	0
2020-10-10	151	1	4	0
2020-10-08	150	1	4	0
2020-10-05	149	1	4	0
2020-10-02	148	1	4	0
2020-09-30	147	1	4	0
2020-09-24	146	1	4	0
2020-09-22	145	1	4	0
2020-09-19	144	2	4	0
2020-09-17	142	2	4	0
2020-09-16	140	1	4	0
2020-09-15	139	1	4	0
2020-09-13	138	1	4	0
2020-09-12	137	1	4	0
2020-09-06	136	1	4	0
2020-09-04	135	2	4	0
2020-09-01	133	1	4	0
2020-08-26	132	1	4	0
2020-08-21	131	1	4	0
2020-08-19	130	4	4	0
2020-08-17	126	1	4	0
2020-08-10	125	1	4	0
2020-08-04	124	1	4	0
2020-07-30	123	1	4	0
2020-07-29	122	2	4	0
2020-07-19	120	1	4	0
2020-07-17	119	1	4	0
2020-07-14	118	1	4	0
2020-06-30	117	1	4	0
2020-06-27	116	3	4	1
2020-06-25	113	1	3	1
2020-06-24	112	4	2	0
2020-06-23	108	1	2	0
2020-06-22	107	2	2	0
2020-06-18	105	1	2	0
2020-06-17	104	3	2	0
2020-06-15	101	1	2	0
2020-06-13	100	1	2	0
2020-06-11	99	1	2	0
2020-06-09	98	1	2	0
2020-06-07	97	3	2	0
2020-06-06	94	1	2	0
2020-06-04	93	3	2	0
2020-06-01	90	1	2	0
2020-05-30	89	1	2	0
2020-05-28	88	2	2	0
2020-05-27	86	3	2	0
2020-05-26	83	1	2	0
2020-05-25	82	1	2	0
2020-05-24	81	1	2	0
2020-05-23	80	2	2	0
2020-05-22	78	1	2	0
2020-05-21	77	1	2	0
2020-05-20	76	3	2	0
2020-05-19	73	1	2	0
2020-05-18	72	3	2	0
2020-05-16	69	1	2	0
2020-05-13	68	1	2	0
2020-05-12	67	1	2	1
2020-05-07	66	2	1	0
2020-05-03	64	3	1	0
2020-05-02	61	1	1	0
2020-05-01	60	2	1	1
2020-04-30	58	1	0	0
2020-04-26	57	1	0	0
2020-04-24	56	2	0	0
2020-04-21	54	1	0	0
2020-04-20	53	1	0	0
2020-04-18	52	1	0	0
2020-04-17	51	3	0	0
2020-04-16	48	1	0	0
2020-04-15	47	2	0	0
2020-04-13	45	7	0	0
2020-04-08	38	7	0	0
2020-04-05	31	1	0	0
2020-04-04	30	4	0	0
2020-04-02	26	1	0	0
2020-04-01	25	2	0	0
2020-03-29	23	3	0	0
2020-03-28	20	3	0	0
2020-03-27	17	1	0	0
2020-03-25	16	4	0	0
2020-03-24	12	1	0	0
2020-03-22	11	2	0	0
2020-03-21	9	3	0	0
2020-03-20	6	3	0	0
2020-03-18	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: 0:03:13.409756