Germany: LK Rendsburg-Eckernförde (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 16:09:22 CEST

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

overview(country="Germany", subregion="LK Rendsburg-Eckernförde", weeks=5);

overview(country="Germany", subregion="LK Rendsburg-Eckernförde");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Rendsburg-Eckernförde")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rendsburg-Eckernförde")
print(f'Population of country="Germany", subregion="LK Rendsburg-Eckernförde": {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 Rendsburg-Eckernförde": 276053 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	112502	19	148	0
2023-03-03	112483	17	148	0
2023-03-02	112466	20	148	0
2023-03-01	112446	56	148	0
2023-02-28	112390	43	148	0
2023-02-27	112347	67	148	0
2023-02-24	112280	22	148	0
2023-02-23	112258	43	148	0
2023-02-22	112215	78	148	0
2023-02-21	112137	54	148	0
2023-02-20	112083	74	148	0
2023-02-17	112009	42	148	0
2023-02-16	111967	34	148	0
2023-02-15	111933	52	148	0
2023-02-14	111881	62	148	0
2023-02-13	111819	59	148	0
2023-02-10	111760	24	148	0
2023-02-09	111736	19	148	0
2023-02-08	111717	34	148	0
2023-02-07	111683	49	148	0
2023-02-06	111634	45	148	0
2023-02-03	111589	34	148	0
2023-02-02	111555	23	148	0
2023-02-01	111532	29	148	0
2023-01-31	111503	53	148	0
2023-01-30	111450	56	148	1
2023-01-27	111394	33	147	0
2023-01-26	111361	23	147	0
2023-01-25	111338	36	147	0
2023-01-24	111302	39	147	0
2023-01-23	111263	54	147	1
2023-01-20	111209	25	146	0
2023-01-19	111184	18	146	0
2023-01-18	111166	18	146	0
2023-01-17	111148	34	146	0
2023-01-16	111114	57	146	1
2023-01-13	111057	18	145	2
2023-01-12	111039	21	143	0
2023-01-11	111018	39	143	0
2023-01-10	110979	55	143	0
2023-01-09	110924	103	143	0
2023-01-06	110821	60	143	1
2023-01-05	110761	63	142	0
2023-01-04	110698	78	142	1
2023-01-03	110620	116	141	1
2023-01-02	110504	142	140	0
2022-12-30	110362	76	140	0
2022-12-29	110286	148	140	0
2022-12-28	110138	188	140	1
2022-12-27	109950	75	139	0
2022-12-26	109875	228	139	0
2022-12-23	109647	145	139	0
2022-12-22	109502	160	139	0
2022-12-21	109342	222	139	0
2022-12-20	109120	216	139	0
2022-12-19	108904	241	139	0
2022-12-16	108663	139	139	1
2022-12-15	108524	132	138	0
2022-12-14	108392	170	138	0
2022-12-13	108222	216	138	0
2022-12-12	108006	265	138	0
2022-12-09	107741	121	138	0
2022-12-08	107620	125	138	1
2022-12-07	107495	137	137	0
2022-12-06	107358	213	137	0
2022-12-05	107145	217	137	0
2022-12-02	106928	95	137	0
2022-12-01	106833	97	137	0
2022-11-30	106736	118	137	0
2022-11-29	106618	144	137	0
2022-11-28	106474	153	137	0
2022-11-25	106321	84	137	0
2022-11-24	106237	82	137	0
2022-11-23	106155	98	137	0
2022-11-22	106057	99	137	0
2022-11-21	105958	100	137	0
2022-11-18	105858	65	137	0
2022-11-17	105793	67	137	0
2022-11-16	105726	88	137	0
2022-11-15	105638	147	137	0
2022-11-14	105491	199	137	1
2022-11-11	105292	107	136	0
2022-11-10	105185	89	136	0
2022-11-09	105096	117	136	0
2022-11-08	104979	174	136	0
2022-11-07	104805	235	136	2
2022-11-04	104570	130	134	0
2022-11-03	104440	176	134	0
2022-11-02	104264	272	134	0
2022-11-01	103992	378	134	0
2022-10-28	103614	143	134	1
2022-10-27	103471	159	133	0
2022-10-26	103312	236	133	0
2022-10-25	103076	345	133	0
2022-10-24	102731	433	133	0
2022-10-21	102298	220	133	1
2022-10-20	102078	236	132	0
2022-10-19	101842	273	132	1
2022-10-18	101569	391	131	0
2022-10-17	101178	459	131	0
2022-10-14	100719	255	131	1
2022-10-13	100464	219	130	1
2022-10-12	100245	311	129	0
2022-10-11	99934	395	129	1
2022-10-10	99539	588	128	1
2022-10-07	98951	343	127	0
2022-10-06	98608	412	127	1
2022-10-05	98196	564	126	0
2022-10-04	97632	661	126	1
2022-09-30	96971	206	125	0
2022-09-29	96765	322	125	2
2022-09-28	96443	176	123	0
2022-09-27	96267	267	123	1
2022-09-26	96000	328	122	3
2022-09-23	95672	131	119	0
2022-09-22	95541	146	119	0
2022-09-21	95395	158	119	0
2022-09-20	95237	254	119	0
2022-09-19	94983	284	119	0
2022-09-16	94699	114	119	0
2022-09-15	94585	102	119	0
2022-09-14	94483	126	119	0
2022-09-13	94357	152	119	0
2022-09-12	94205	201	119	0
2022-09-09	94004	75	119	1
2022-09-08	93929	88	118	0
2022-09-07	93841	126	118	0
2022-09-06	93715	140	118	0
2022-09-05	93575	169	118	0
2022-09-02	93406	88	118	0
2022-09-01	93318	90	118	0
2022-08-31	93228	107	118	0
2022-08-30	93121	136	118	0
2022-08-29	92985	162	118	0
2022-08-26	92823	89	118	0
2022-08-25	92734	92	118	0
2022-08-24	92642	107	118	0
2022-08-23	92535	173	118	0
2022-08-22	92362	221	118	0
2022-08-19	92141	111	118	0
2022-08-18	92030	132	118	1
2022-08-17	91898	178	117	0
2022-08-16	91720	268	117	0
2022-08-15	91452	386	117	0
2022-08-12	91066	176	117	0
2022-08-11	90890	232	117	0
2022-08-10	90658	216	117	1
2022-08-09	90442	242	116	0
2022-08-08	90200	299	116	0
2022-08-05	89901	140	116	0
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2022-07-29	89006	145	116	2
2022-07-28	88861	154	114	0
2022-07-27	88707	178	114	1
2022-07-26	88529	274	113	0
2022-07-25	88255	368	113	1
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2022-07-07	83945	482	108	0
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2022-07-01	81100	610	107	0
2022-06-30	80490	750	107	0
2022-06-29	79740	938	107	1
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2022-06-27	77699	1335	104	0
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2021-08-21	4396	18	60	0
2021-08-20	4378	9	60	0
2021-08-19	4369	4	60	0
2021-08-18	4365	12	60	0
2021-08-17	4353	13	60	0
2021-08-16	4340	6	60	0
2021-08-14	4334	13	60	0
2021-08-13	4321	12	60	0
2021-08-12	4309	17	60	0
2021-08-11	4292	19	60	1
2021-08-10	4273	18	59	0
2021-08-09	4255	8	59	0
2021-08-07	4247	11	59	0
2021-08-06	4236	15	59	0
2021-08-05	4221	10	59	1
2021-08-04	4211	16	58	0
2021-08-03	4195	3	58	0
2021-08-02	4192	5	58	0
2021-07-31	4187	11	58	0
2021-07-30	4176	8	58	0
2021-07-29	4168	3	58	0
2021-07-28	4165	10	58	0
2021-07-27	4155	4	58	0
2021-07-26	4151	5	58	0
2021-07-23	4146	2	58	0
2021-07-19	4144	1	58	0
2021-07-17	4143	5	58	0
2021-07-16	4138	1	58	0
2021-07-15	4137	5	58	0
2021-07-14	4132	6	58	0
2021-07-13	4126	3	58	0
2021-07-10	4123	2	58	0
2021-07-09	4121	2	58	0
2021-07-08	4119	2	58	0
2021-07-07	4117	2	58	0
2021-07-06	4115	2	58	0
2021-07-03	4113	1	58	0
2021-07-01	4112	3	58	0
2021-06-30	4109	1	58	0
2021-06-29	4108	1	58	0
2021-06-28	4107	5	58	0
2021-06-26	4102	2	58	0
2021-06-23	4100	1	58	0
2021-06-17	4099	1	58	0
2021-06-16	4098	2	58	0
2021-06-15	4096	1	58	0
2021-06-12	4095	3	58	0
2021-06-10	4092	4	58	0
2021-06-09	4088	1	58	0
2021-06-08	4087	1	58	0
2021-06-05	4086	5	58	0
2021-06-04	4081	3	58	0
2021-06-03	4078	4	58	0
2021-06-02	4074	9	58	0
2021-06-01	4065	9	58	0
2021-05-31	4056	3	58	0
2021-05-30	4053	1	58	0
2021-05-29	4052	10	58	0
2021-05-28	4042	8	58	0
2021-05-27	4034	3	58	0
2021-05-26	4031	8	58	0
2021-05-25	4023	4	58	0
2021-05-24	4019	7	58	0
2021-05-23	4012	1	58	0
2021-05-22	4011	11	58	0
2021-05-21	4000	23	58	0
2021-05-20	3977	10	58	0
2021-05-19	3967	16	58	0
2021-05-18	3951	24	58	0
2021-05-17	3927	4	58	0
2021-05-16	3923	1	58	0
2021-05-15	3922	19	58	1
2021-05-14	3903	1	57	0
2021-05-13	3902	14	57	0
2021-05-12	3888	15	57	1
2021-05-11	3873	21	56	0
2021-05-10	3852	6	56	0
2021-05-09	3846	8	56	0
2021-05-08	3838	5	56	0
2021-05-07	3833	11	56	0
2021-05-06	3822	13	56	0
2021-05-05	3809	13	56	0
2021-05-04	3796	22	56	1
2021-05-03	3774	1	55	0
2021-05-02	3773	4	55	0
2021-05-01	3769	15	55	1
2021-04-30	3754	16	54	0
2021-04-29	3738	17	54	0
2021-04-28	3721	24	54	0
2021-04-27	3697	26	54	2
2021-04-26	3671	10	52	0
2021-04-25	3661	9	52	0
2021-04-24	3652	26	52	0
2021-04-23	3626	20	52	1
2021-04-22	3606	20	51	0
2021-04-21	3586	30	51	0
2021-04-20	3556	33	51	0
2021-04-19	3523	17	51	0
2021-04-18	3506	10	51	0
2021-04-17	3496	22	51	0
2021-04-16	3474	16	51	0
2021-04-15	3458	21	51	1
2021-04-14	3437	32	50	1
2021-04-13	3405	21	49	0
2021-04-12	3384	16	49	0
2021-04-11	3368	3	49	0
2021-04-10	3365	19	49	0
2021-04-09	3346	19	49	0
2021-04-08	3327	22	49	0
2021-04-07	3305	35	49	0
2021-04-06	3270	11	49	0
2021-04-05	3259	15	49	0
2021-04-04	3244	15	49	1
2021-04-03	3229	16	48	0
2021-04-02	3213	35	48	0
2021-04-01	3178	31	48	1
2021-03-31	3147	16	47	0
2021-03-30	3131	31	47	0
2021-03-29	3100	8	47	0
2021-03-28	3092	8	47	0
2021-03-27	3084	16	47	0
2021-03-26	3068	19	47	0
2021-03-25	3049	21	47	0
2021-03-24	3028	22	47	0
2021-03-23	3006	23	47	0
2021-03-22	2983	9	47	0
2021-03-21	2974	2	47	0
2021-03-20	2972	16	47	0
2021-03-19	2956	30	47	0
2021-03-18	2926	23	47	0
2021-03-17	2903	20	47	1
2021-03-16	2883	23	46	0
2021-03-15	2860	3	46	0
2021-03-14	2857	3	46	0
2021-03-13	2854	14	46	0
2021-03-12	2840	6	46	0
2021-03-11	2834	17	46	0
2021-03-10	2817	22	46	1
2021-03-09	2795	19	45	0
2021-03-08	2776	9	45	0
2021-03-07	2767	2	45	0
2021-03-06	2765	22	45	0
2021-03-05	2743	21	45	0
2021-03-04	2722	13	45	0
2021-03-03	2709	19	45	0
2021-03-02	2690	18	45	0
2021-03-01	2672	4	45	0
2021-02-28	2668	11	45	0
2021-02-27	2657	15	45	0
2021-02-26	2642	26	45	0
2021-02-25	2616	13	45	0
2021-02-24	2603	21	45	1
2021-02-23	2582	24	44	0
2021-02-22	2558	9	44	0
2021-02-21	2549	6	44	0
2021-02-20	2543	12	44	0
2021-02-19	2531	35	44	1
2021-02-18	2496	17	43	0
2021-02-17	2479	37	43	5
2021-02-16	2442	17	38	1
2021-02-15	2425	3	37	0
2021-02-14	2422	3	37	0
2021-02-13	2419	9	37	0
2021-02-12	2410	8	37	0
2021-02-11	2402	11	37	1
2021-02-10	2391	21	36	0
2021-02-09	2370	9	36	0
2021-02-08	2361	7	36	1
2021-02-07	2354	5	35	0
2021-02-06	2349	6	35	0
2021-02-05	2343	6	35	0
2021-02-04	2337	15	35	0
2021-02-03	2322	16	35	0
2021-02-02	2306	15	35	0
2021-02-01	2291	5	35	0
2021-01-31	2286	10	35	0
2021-01-30	2276	7	35	0
2021-01-29	2269	7	35	0
2021-01-28	2262	27	35	0
2021-01-27	2235	12	35	0
2021-01-26	2223	31	35	0
2021-01-25	2192	11	35	1
2021-01-24	2181	2	34	0
2021-01-23	2179	27	34	0
2021-01-22	2152	27	34	0
2021-01-21	2125	22	34	0
2021-01-20	2103	31	34	1
2021-01-19	2072	46	33	4
2021-01-18	2026	3	29	0
2021-01-17	2023	5	29	1
2021-01-16	2018	23	28	2
2021-01-15	1995	12	26	0
2021-01-14	1983	22	26	1
2021-01-13	1961	7	25	0
2021-01-12	1954	27	25	2
2021-01-11	1927	5	23	0
2021-01-10	1922	8	23	0
2021-01-09	1914	32	23	0
2021-01-08	1882	35	23	0
2021-01-07	1847	41	23	0
2021-01-06	1806	36	23	0
2021-01-05	1770	40	23	0
2021-01-04	1730	15	23	0
2021-01-03	1715	14	23	0
2021-01-02	1701	9	23	0
2021-01-01	1692	9	23	0
2020-12-31	1683	18	23	1
2020-12-30	1665	38	22	1
2020-12-29	1627	19	21	0
2020-12-28	1608	9	21	1
2020-12-27	1599	11	20	0
2020-12-26	1588	11	20	1
2020-12-25	1577	3	19	0
2020-12-24	1574	41	19	1
2020-12-23	1533	30	18	0
2020-12-22	1503	48	18	0
2020-12-21	1455	14	18	0
2020-12-20	1441	17	18	0
2020-12-19	1424	44	18	0
2020-12-18	1380	26	18	0
2020-12-17	1354	36	18	0
2020-12-16	1318	31	18	0
2020-12-15	1287	43	18	0
2020-12-14	1244	13	18	0
2020-12-13	1231	15	18	0
2020-12-12	1216	38	18	0
2020-12-11	1178	36	18	0
2020-12-10	1142	25	18	0
2020-12-09	1117	19	18	0
2020-12-08	1098	30	18	0
2020-12-07	1068	15	18	0
2020-12-06	1053	6	18	0
2020-12-05	1047	26	18	1
2020-12-04	1021	26	17	0
2020-12-03	995	22	17	0
2020-12-02	973	16	17	0
2020-12-01	957	13	17	0
2020-11-29	944	1	17	0
2020-11-28	943	19	17	0
2020-11-27	924	18	17	0
2020-11-26	906	9	17	0
2020-11-25	897	10	17	0
2020-11-24	887	6	17	0
2020-11-23	881	9	17	0
2020-11-22	872	4	17	0
2020-11-21	868	11	17	0
2020-11-20	857	10	17	0
2020-11-19	847	6	17	0
2020-11-18	841	5	17	0
2020-11-17	836	21	17	0
2020-11-16	815	7	17	0
2020-11-15	808	3	17	0
2020-11-14	805	13	17	0
2020-11-13	792	13	17	0
2020-11-12	779	20	17	0
2020-11-11	759	29	17	0
2020-11-10	730	12	17	0
2020-11-09	718	22	17	0
2020-11-08	696	10	17	0
2020-11-07	686	29	17	0
2020-11-06	657	9	17	1
2020-11-05	648	23	16	0
2020-11-04	625	16	16	0
2020-11-03	609	19	16	0
2020-11-02	590	17	16	0
2020-11-01	573	6	16	0
2020-10-31	567	13	16	0
2020-10-30	554	32	16	0
2020-10-29	522	8	16	0
2020-10-28	514	14	16	0
2020-10-27	500	15	16	0
2020-10-26	485	8	16	0
2020-10-25	477	4	16	0
2020-10-24	473	10	16	0
2020-10-23	463	11	16	0
2020-10-22	452	9	16	0
2020-10-21	443	8	16	0
2020-10-20	435	15	16	0
2020-10-19	420	5	16	0
2020-10-18	415	6	16	0
2020-10-16	409	6	16	0
2020-10-15	403	3	16	0
2020-10-14	400	5	16	1
2020-10-13	395	5	15	0
2020-10-12	390	2	15	0
2020-10-11	388	1	15	0
2020-10-10	387	2	15	0
2020-10-09	385	2	15	0
2020-10-08	383	9	15	0
2020-10-07	374	6	15	0
2020-10-06	368	4	15	0
2020-10-05	364	1	15	0
2020-10-04	363	1	15	1
2020-10-03	362	1	14	0
2020-10-02	361	1	14	0
2020-10-01	360	1	14	0
2020-09-30	359	4	14	0
2020-09-29	355	5	14	0
2020-09-26	350	1	14	0
2020-09-25	349	6	14	0
2020-09-24	343	3	14	0
2020-09-23	340	1	14	0
2020-09-22	339	3	14	0
2020-09-18	336	2	14	0
2020-09-15	334	1	14	0
2020-09-07	333	1	14	0
2020-09-04	332	1	14	0
2020-09-03	331	1	14	0
2020-09-02	330	2	14	0
2020-09-01	328	1	14	0
2020-08-30	327	1	14	0
2020-08-28	326	3	14	0
2020-08-26	323	2	14	0
2020-08-24	321	4	14	0
2020-08-22	317	1	14	0
2020-08-20	316	2	14	0
2020-08-19	314	1	14	0
2020-08-15	313	1	14	0
2020-08-13	312	5	14	0
2020-08-12	307	4	14	0
2020-08-11	303	4	14	0
2020-08-10	299	5	14	0
2020-08-07	294	2	14	0
2020-08-06	292	10	14	0
2020-08-05	282	2	14	0
2020-08-04	280	2	14	0
2020-08-03	278	1	14	0
2020-08-02	277	1	14	0
2020-08-01	276	3	14	0
2020-07-30	273	4	14	0
2020-07-29	269	3	14	0
2020-07-28	266	3	14	0
2020-07-27	263	2	14	0
2020-07-23	261	1	14	0
2020-07-20	260	2	14	0
2020-07-18	258	1	14	0
2020-07-12	257	1	14	0
2020-07-02	256	1	14	0
2020-06-30	255	1	14	0
2020-05-30	254	1	14	0
2020-05-28	253	1	14	0
2020-05-26	252	1	14	0
2020-05-14	251	1	14	0
2020-05-13	250	1	14	0
2020-05-12	249	2	14	0
2020-05-10	247	3	14	0
2020-05-09	244	1	14	0
2020-05-08	243	2	14	0
2020-05-07	241	3	14	0
2020-05-06	238	3	14	0
2020-05-05	235	1	14	0
2020-04-30	234	1	14	0
2020-04-29	233	2	14	0
2020-04-28	231	2	14	0
2020-04-26	229	1	14	0
2020-04-25	228	1	14	0
2020-04-24	227	4	14	0
2020-04-23	223	3	14	0
2020-04-22	220	1	14	0
2020-04-21	219	1	14	0
2020-04-20	218	3	14	0
2020-04-19	215	2	14	0
2020-04-18	213	2	14	1
2020-04-17	211	4	13	0
2020-04-16	207	7	13	1
2020-04-15	200	4	12	0
2020-04-12	196	1	12	0
2020-04-11	195	3	12	1
2020-04-10	192	4	11	0
2020-04-09	188	5	11	0
2020-04-08	183	7	11	0
2020-04-07	176	6	11	1
2020-04-06	170	6	10	0
2020-04-04	164	9	10	0
2020-04-03	155	7	10	0
2020-04-02	148	10	10	0
2020-04-01	138	7	10	0
2020-03-31	131	3	10	0
2020-03-30	128	11	10	1
2020-03-29	117	1	9	0
2020-03-28	116	11	9	0
2020-03-27	105	11	9	1
2020-03-26	94	16	8	2
2020-03-25	78	13	6	2
2020-03-24	65	14	4	0
2020-03-23	51	9	4	0
2020-03-22	42	4	4	1
2020-03-21	38	3	3	2
2020-03-20	35	7	1	0
2020-03-19	28	3	1	0
2020-03-18	25	5	1	0
2020-03-17	20	4	1	1
2020-03-16	16	2	0	0
2020-03-15	14	4	0	0
2020-03-14	10	1	0	0
2020-03-13	9	4	0	0
2020-03-12	5	3	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: 0:02:37.740597