Germany: SK Flensburg (Schleswig-Holstein)

• 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 16:01:41 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Flensburg")
print(f'Population of country="Germany", subregion="SK Flensburg": {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 Flensburg": 91113 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	40902	7	99	0
2023-03-03	40895	3	99	0
2023-03-02	40892	4	99	0
2023-03-01	40888	2	99	0
2023-02-28	40886	13	99	0
2023-02-27	40873	14	99	0
2023-02-24	40859	8	99	0
2023-02-23	40851	2	99	0
2023-02-22	40849	11	99	0
2023-02-21	40838	17	99	1
2023-02-20	40821	20	98	0
2023-02-17	40801	7	98	0
2023-02-16	40794	10	98	0
2023-02-15	40784	8	98	0
2023-02-14	40776	14	98	1
2023-02-13	40762	24	97	0
2023-02-10	40738	3	97	0
2023-02-09	40735	12	97	0
2023-02-08	40723	6	97	0
2023-02-07	40717	9	97	0
2023-02-06	40708	24	97	0
2023-02-03	40684	4	97	0
2023-02-02	40680	13	97	0
2023-02-01	40667	9	97	0
2023-01-31	40658	18	97	0
2023-01-30	40640	18	97	0
2023-01-27	40622	4	97	0
2023-01-26	40618	7	97	0
2023-01-25	40611	5	97	0
2023-01-24	40606	10	97	0
2023-01-23	40596	13	97	0
2023-01-20	40583	6	97	0
2023-01-19	40577	5	97	0
2023-01-18	40572	6	97	0
2023-01-17	40566	8	97	0
2023-01-16	40558	18	97	0
2023-01-13	40540	5	97	0
2023-01-12	40535	8	97	0
2023-01-11	40527	13	97	0
2023-01-10	40514	13	97	0
2023-01-09	40501	33	97	0
2023-01-06	40468	15	97	0
2023-01-05	40453	23	97	0
2023-01-04	40430	27	97	0
2023-01-03	40403	35	97	0
2023-01-02	40368	86	97	0
2022-12-30	40282	22	97	0
2022-12-29	40260	47	97	0
2022-12-28	40213	52	97	0
2022-12-27	40161	162	97	2
2022-12-23	39999	49	95	0
2022-12-22	39950	63	95	0
2022-12-21	39887	66	95	0
2022-12-20	39821	87	95	0
2022-12-19	39734	152	95	1
2022-12-16	39582	41	94	0
2022-12-15	39541	48	94	0
2022-12-14	39493	54	94	0
2022-12-13	39439	94	94	0
2022-12-12	39345	123	94	1
2022-12-09	39222	68	93	1
2022-12-08	39154	42	92	0
2022-12-07	39112	63	92	0
2022-12-06	39049	72	92	0
2022-12-05	38977	107	92	0
2022-12-02	38870	28	92	0
2022-12-01	38842	39	92	0
2022-11-30	38803	56	92	0
2022-11-29	38747	45	92	1
2022-11-28	38702	69	91	0
2022-11-25	38633	39	91	0
2022-11-24	38594	23	91	0
2022-11-23	38571	24	91	0
2022-11-22	38547	35	91	0
2022-11-21	38512	49	91	1
2022-11-18	38463	21	90	0
2022-11-17	38442	25	90	0
2022-11-16	38417	20	90	0
2022-11-15	38397	56	90	0
2022-11-14	38341	93	90	0
2022-11-11	38248	45	90	0
2022-11-10	38203	48	90	0
2022-11-09	38155	35	90	0
2022-11-08	38120	47	90	0
2022-11-07	38073	112	90	0
2022-11-04	37961	48	90	0
2022-11-03	37913	54	90	0
2022-11-02	37859	55	90	0
2022-11-01	37804	172	90	1
2022-10-28	37632	52	89	0
2022-10-27	37580	52	89	0
2022-10-26	37528	87	89	0
2022-10-25	37441	84	89	1
2022-10-24	37357	170	88	1
2022-10-21	37187	65	87	0
2022-10-20	37122	49	87	0
2022-10-19	37073	97	87	0
2022-10-18	36976	80	87	0
2022-10-17	36896	180	87	0
2022-10-14	36716	67	87	0
2022-10-13	36649	78	87	0
2022-10-12	36571	85	87	1
2022-10-11	36486	101	86	0
2022-10-10	36385	223	86	0
2022-10-07	36162	68	86	1
2022-10-06	36094	108	85	1
2022-10-05	35986	116	84	0
2022-10-04	35870	228	84	0
2022-09-30	35642	44	84	0
2022-09-29	35598	52	84	0
2022-09-28	35546	76	84	0
2022-09-27	35470	67	84	0
2022-09-26	35403	112	84	0
2022-09-23	35291	51	84	0
2022-09-22	35240	52	84	0
2022-09-21	35188	44	84	0
2022-09-20	35144	46	84	0
2022-09-19	35098	70	84	0
2022-09-16	35028	34	84	0
2022-09-15	34994	41	84	0
2022-09-14	34953	53	84	0
2022-09-13	34900	45	84	1
2022-09-12	34855	78	83	1
2022-09-09	34777	15	82	0
2022-09-08	34762	29	82	0
2022-09-07	34733	42	82	0
2022-09-06	34691	41	82	0
2022-09-05	34650	71	82	0
2022-09-02	34579	39	82	0
2022-09-01	34540	29	82	0
2022-08-31	34511	47	82	0
2022-08-30	34464	45	82	0
2022-08-29	34419	99	82	0
2022-08-26	34320	30	82	0
2022-08-25	34290	62	82	0
2022-08-24	34228	38	82	0
2022-08-23	34190	62	82	0
2022-08-22	34128	130	82	0
2022-08-19	33998	34	82	0
2022-08-18	33964	72	82	0
2022-08-17	33892	67	82	0
2022-08-16	33825	73	82	0
2022-08-15	33752	169	82	1
2022-08-12	33583	49	81	0
2022-08-11	33534	60	81	0
2022-08-10	33474	80	81	0
2022-08-09	33394	85	81	1
2022-08-08	33309	136	80	0
2022-08-05	33173	62	80	0
2022-08-04	33111	79	80	0
2022-08-03	33032	103	80	0
2022-08-02	32929	97	80	0
2022-08-01	32832	196	80	0
2022-07-29	32636	59	80	0
2022-07-28	32577	75	80	0
2022-07-27	32502	66	80	0
2022-07-26	32436	99	80	1
2022-07-25	32337	179	79	0
2022-07-22	32158	102	79	0
2022-07-21	32056	115	79	0
2022-07-20	31941	117	79	0
2022-07-19	31824	113	79	1
2022-07-18	31711	175	78	0
2022-07-15	31536	111	78	0
2022-07-14	31425	81	78	0
2022-07-13	31344	122	78	0
2022-07-12	31222	139	78	0
2022-07-11	31083	231	78	1
2022-07-08	30852	112	77	0
2022-07-07	30740	123	77	0
2022-07-06	30617	139	77	1
2022-07-05	30478	143	76	0
2022-07-04	30335	204	76	0
2022-07-02	30131	114	76	0
2022-07-01	30017	177	76	1
2022-06-30	29840	156	75	0
2022-06-29	29684	213	75	0
2022-06-28	29471	209	75	0
2022-06-27	29262	360	75	0
2022-06-24	28902	181	75	0
2022-06-23	28721	155	75	0
2022-06-22	28566	170	75	0
2022-06-21	28396	165	75	1
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2021-08-31	2647	13	39	0
2021-08-30	2634	14	39	0
2021-08-29	2620	7	39	0
2021-08-28	2613	2	39	0
2021-08-27	2611	9	39	0
2021-08-26	2602	5	39	0
2021-08-25	2597	9	39	0
2021-08-24	2588	19	39	0
2021-08-23	2569	4	39	0
2021-08-22	2565	8	39	0
2021-08-21	2557	3	39	0
2021-08-20	2554	5	39	0
2021-08-19	2549	10	39	0
2021-08-18	2539	15	39	0
2021-08-17	2524	15	39	0
2021-08-16	2509	9	39	0
2021-08-15	2500	18	39	0
2021-08-14	2482	14	39	0
2021-08-13	2468	22	39	0
2021-08-12	2446	18	39	0
2021-08-11	2428	9	39	0
2021-08-10	2419	9	39	0
2021-08-09	2410	12	39	0
2021-08-08	2398	1	39	0
2021-08-07	2397	19	39	0
2021-08-06	2378	13	39	0
2021-08-05	2365	18	39	0
2021-08-04	2347	9	39	0
2021-08-03	2338	10	39	0
2021-08-02	2328	1	39	0
2021-08-01	2327	5	39	0
2021-07-31	2322	3	39	0
2021-07-30	2319	3	39	0
2021-07-29	2316	8	39	0
2021-07-28	2308	3	39	0
2021-07-27	2305	2	39	0
2021-07-26	2303	5	39	0
2021-07-25	2298	1	39	0
2021-07-24	2297	7	39	0
2021-07-23	2290	4	39	0
2021-07-22	2286	4	39	0
2021-07-21	2282	1	39	0
2021-07-20	2281	1	39	0
2021-07-18	2280	2	39	0
2021-07-16	2278	1	39	0
2021-07-13	2277	1	39	0
2021-07-11	2276	1	39	0
2021-07-10	2275	3	39	0
2021-07-04	2272	2	39	0
2021-07-03	2270	2	39	0
2021-06-21	2268	1	39	0
2021-06-18	2267	1	39	0
2021-06-16	2266	1	39	0
2021-06-05	2265	2	39	0
2021-06-04	2263	3	39	0
2021-06-02	2260	1	39	0
2021-06-01	2259	1	39	0
2021-05-31	2258	2	39	0
2021-05-30	2256	1	39	0
2021-05-29	2255	1	39	0
2021-05-28	2254	2	39	0
2021-05-27	2252	3	39	0
2021-05-26	2249	3	39	0
2021-05-25	2246	1	39	0
2021-05-24	2245	2	39	0
2021-05-20	2243	1	39	0
2021-05-19	2242	2	39	0
2021-05-18	2240	1	39	0
2021-05-17	2239	1	39	0
2021-05-16	2238	1	39	0
2021-05-15	2237	2	39	0
2021-05-14	2235	2	39	0
2021-05-12	2233	4	39	0
2021-05-11	2229	3	39	0
2021-05-07	2226	3	39	0
2021-05-06	2223	5	39	0
2021-05-05	2218	7	39	0
2021-05-04	2211	11	39	0
2021-05-03	2200	2	39	0
2021-05-01	2198	4	39	0
2021-04-30	2194	6	39	0
2021-04-29	2188	6	39	0
2021-04-28	2182	7	39	0
2021-04-27	2175	4	39	0
2021-04-26	2171	11	39	0
2021-04-25	2160	1	39	0
2021-04-24	2159	6	39	0
2021-04-23	2153	10	39	0
2021-04-22	2143	2	39	0
2021-04-21	2141	10	39	0
2021-04-20	2131	4	39	0
2021-04-19	2127	4	39	0
2021-04-18	2123	3	39	0
2021-04-17	2120	5	39	0
2021-04-16	2115	2	39	0
2021-04-15	2113	17	39	0
2021-04-14	2096	6	39	0
2021-04-13	2090	4	39	0
2021-04-12	2086	1	39	0
2021-04-11	2085	6	39	0
2021-04-10	2079	6	39	0
2021-04-09	2073	8	39	0
2021-04-08	2065	17	39	0
2021-04-07	2048	3	39	0
2021-04-06	2045	8	39	0
2021-04-05	2037	7	39	0
2021-04-04	2030	4	39	0
2021-04-03	2026	12	39	0
2021-04-02	2014	19	39	0
2021-04-01	1995	14	39	0
2021-03-31	1981	15	39	0
2021-03-30	1966	10	39	0
2021-03-29	1956	9	39	0
2021-03-28	1947	4	39	0
2021-03-27	1943	11	39	1
2021-03-26	1932	24	38	0
2021-03-25	1908	21	38	0
2021-03-24	1887	9	38	0
2021-03-23	1878	12	38	0
2021-03-22	1866	6	38	0
2021-03-21	1860	10	38	0
2021-03-20	1850	13	38	0
2021-03-19	1837	19	38	0
2021-03-18	1818	18	38	0
2021-03-17	1800	6	38	0
2021-03-16	1794	13	38	0
2021-03-15	1781	10	38	0
2021-03-14	1771	6	38	0
2021-03-13	1765	6	38	0
2021-03-12	1759	2	38	0
2021-03-11	1757	15	38	1
2021-03-10	1742	15	37	1
2021-03-09	1727	9	36	0
2021-03-08	1718	14	36	0
2021-03-07	1704	10	36	0
2021-03-06	1694	9	36	0
2021-03-05	1685	7	36	0
2021-03-04	1678	12	36	0
2021-03-03	1666	24	36	0
2021-03-02	1642	11	36	1
2021-03-01	1631	17	35	0
2021-02-28	1614	11	35	0
2021-02-27	1603	17	35	0
2021-02-26	1586	27	35	0
2021-02-25	1559	24	35	0
2021-02-24	1535	31	35	0
2021-02-23	1504	19	35	0
2021-02-22	1485	12	35	2
2021-02-21	1473	15	33	1
2021-02-20	1458	22	32	0
2021-02-19	1436	24	32	0
2021-02-18	1412	27	32	0
2021-02-17	1385	29	32	0
2021-02-16	1356	23	32	1
2021-02-15	1333	8	31	0
2021-02-14	1325	23	31	2
2021-02-13	1302	40	29	0
2021-02-12	1262	10	29	0
2021-02-11	1252	34	29	0
2021-02-10	1218	25	29	0
2021-02-09	1193	9	29	0
2021-02-08	1184	12	29	0
2021-02-07	1172	5	29	0
2021-02-06	1167	16	29	0
2021-02-05	1151	18	29	0
2021-02-04	1133	16	29	0
2021-02-03	1117	26	29	0
2021-02-02	1091	27	29	1
2021-02-01	1064	20	28	0
2021-01-31	1044	14	28	0
2021-01-30	1030	8	28	0
2021-01-29	1022	15	28	0
2021-01-28	1007	29	28	1
2021-01-27	978	13	27	0
2021-01-26	965	28	27	1
2021-01-25	937	4	26	0
2021-01-24	933	6	26	0
2021-01-23	927	22	26	0
2021-01-22	905	31	26	0
2021-01-21	874	20	26	1
2021-01-20	854	40	25	3
2021-01-19	814	25	22	0
2021-01-18	789	24	22	0
2021-01-17	765	17	22	0
2021-01-16	748	9	22	0
2021-01-15	739	22	22	1
2021-01-14	717	29	21	1
2021-01-13	688	18	20	0
2021-01-12	670	17	20	0
2021-01-11	653	8	20	1
2021-01-10	645	17	19	4
2021-01-09	628	15	15	0
2021-01-08	613	16	15	0
2021-01-07	597	33	15	0
2021-01-06	564	13	15	0
2021-01-05	551	22	15	0
2021-01-04	529	16	15	5
2021-01-03	513	5	10	0
2021-01-02	508	5	10	0
2021-01-01	503	5	10	0
2020-12-31	498	7	10	0
2020-12-30	491	7	10	0
2020-12-29	484	7	10	1
2020-12-28	477	8	9	0
2020-12-27	469	5	9	0
2020-12-26	464	6	9	0
2020-12-25	458	4	9	0
2020-12-24	454	2	9	0
2020-12-23	452	11	9	0
2020-12-22	441	10	9	0
2020-12-21	431	3	9	1
2020-12-20	428	7	8	0
2020-12-19	421	9	8	0
2020-12-18	412	8	8	0
2020-12-17	404	10	8	0
2020-12-16	394	6	8	0
2020-12-15	388	5	8	0
2020-12-14	383	15	8	2
2020-12-13	368	1	6	0
2020-12-12	367	5	6	1
2020-12-11	362	6	5	1
2020-12-10	356	10	4	0
2020-12-09	346	5	4	0
2020-12-08	341	4	4	0
2020-12-07	337	1	4	0
2020-12-06	336	3	4	0
2020-12-05	333	1	4	0
2020-12-04	332	3	4	0
2020-12-03	329	4	4	0
2020-12-02	325	2	4	0
2020-12-01	323	4	4	0
2020-11-30	319	1	4	0
2020-11-29	318	1	4	0
2020-11-27	317	4	4	0
2020-11-26	313	1	4	0
2020-11-25	312	4	4	0
2020-11-24	308	4	4	0
2020-11-23	304	2	4	0
2020-11-22	302	2	4	1
2020-11-21	300	3	3	0
2020-11-20	297	5	3	0
2020-11-19	292	6	3	0
2020-11-18	286	6	3	0
2020-11-17	280	1	3	0
2020-11-15	279	2	3	0
2020-11-14	277	1	3	0
2020-11-13	276	8	3	0
2020-11-12	268	8	3	0
2020-11-11	260	8	3	0
2020-11-10	252	2	3	0
2020-11-09	250	3	3	0
2020-11-08	247	3	3	0
2020-11-07	244	5	3	0
2020-11-06	239	1	3	0
2020-11-05	238	6	3	0
2020-11-04	232	2	3	0
2020-11-03	230	4	3	0
2020-11-02	226	3	3	0
2020-10-31	223	9	3	0
2020-10-30	214	8	3	0
2020-10-29	206	6	3	0
2020-10-28	200	6	3	0
2020-10-27	194	6	3	0
2020-10-26	188	3	3	0
2020-10-25	185	7	3	0
2020-10-24	178	5	3	0
2020-10-23	173	4	3	0
2020-10-22	169	6	3	0
2020-10-21	163	2	3	0
2020-10-20	161	4	3	0
2020-10-19	157	6	3	0
2020-10-18	151	1	3	0
2020-10-16	150	4	3	0
2020-10-15	146	2	3	0
2020-10-14	144	4	3	0
2020-10-12	140	2	3	0
2020-10-11	138	2	3	0
2020-10-10	136	3	3	0
2020-10-08	133	5	3	0
2020-10-07	128	3	3	0
2020-10-02	125	3	3	0
2020-10-01	122	6	3	0
2020-09-30	116	3	3	0
2020-09-29	113	3	3	0
2020-09-28	110	1	3	0
2020-09-26	109	8	3	0
2020-09-25	101	5	3	0
2020-09-24	96	5	3	0
2020-09-23	91	4	3	0
2020-09-22	87	2	3	0
2020-09-21	85	2	3	0
2020-09-16	83	1	3	0
2020-09-15	82	1	3	0
2020-09-03	81	4	3	0
2020-09-02	77	1	3	0
2020-08-31	76	3	3	0
2020-08-24	73	3	3	0
2020-08-20	70	2	3	0
2020-08-18	68	2	3	0
2020-08-15	66	1	3	0
2020-08-14	65	2	3	0
2020-08-13	63	1	3	0
2020-08-12	62	1	3	0
2020-08-11	61	2	3	0
2020-08-09	59	1	3	0
2020-08-02	58	1	3	0
2020-08-01	57	1	3	0
2020-07-29	56	2	3	0
2020-07-28	54	1	3	0
2020-07-26	53	1	3	0
2020-07-24	52	3	3	0
2020-07-23	49	1	3	0
2020-06-25	48	2	3	0
2020-06-18	46	2	3	0
2020-06-10	44	1	3	0
2020-06-06	43	1	3	0
2020-05-30	42	1	3	0
2020-05-29	41	1	3	0
2020-05-26	40	1	3	0
2020-05-22	39	1	3	0
2020-05-21	38	4	3	0
2020-05-17	34	1	3	0
2020-05-05	33	1	3	0
2020-04-10	32	1	3	1
2020-04-09	31	1	2	0
2020-04-07	30	1	2	0
2020-04-06	29	1	2	0
2020-04-04	28	1	2	0
2020-04-03	27	2	2	0
2020-03-31	25	2	2	1
2020-03-30	23	1	1	0
2020-03-29	22	1	1	0
2020-03-28	21	2	1	0
2020-03-27	19	1	1	0
2020-03-26	18	4	1	0
2020-03-24	14	1	1	1
2020-03-21	13	1	0	0
2020-03-20	12	2	0	0
2020-03-19	10	4	0	0
2020-03-18	6	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: 0:02:56.525569