Germany: LK Plön (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 15:54:03 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Plön")
print(f'Population of country="Germany", subregion="LK Plön": {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 Plön": 129687 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	47233	11	79	0
2023-03-03	47222	2	79	0
2023-03-02	47220	10	79	0
2023-03-01	47210	17	79	0
2023-02-28	47193	20	79	0
2023-02-27	47173	32	79	0
2023-02-24	47141	13	79	0
2023-02-23	47128	15	79	0
2023-02-22	47113	12	79	0
2023-02-21	47101	13	79	0
2023-02-20	47088	16	79	0
2023-02-17	47072	16	79	0
2023-02-16	47056	6	79	0
2023-02-15	47050	27	79	0
2023-02-14	47023	22	79	0
2023-02-13	47001	16	79	0
2023-02-10	46985	10	79	0
2023-02-09	46975	7	79	0
2023-02-08	46968	17	79	0
2023-02-07	46951	23	79	0
2023-02-06	46928	14	79	0
2023-02-03	46914	9	79	0
2023-02-02	46905	10	79	0
2023-02-01	46895	18	79	0
2023-01-31	46877	18	79	0
2023-01-30	46859	13	79	0
2023-01-27	46846	15	79	0
2023-01-26	46831	9	79	0
2023-01-25	46822	15	79	0
2023-01-24	46807	22	79	0
2023-01-23	46785	9	79	0
2023-01-20	46776	5	79	0
2023-01-19	46771	8	79	0
2023-01-18	46763	14	79	0
2023-01-17	46749	13	79	0
2023-01-16	46736	19	79	0
2023-01-13	46717	15	79	0
2023-01-12	46702	15	79	0
2023-01-11	46687	23	79	0
2023-01-10	46664	39	79	0
2023-01-09	46625	48	79	0
2023-01-06	46577	20	79	0
2023-01-05	46557	39	79	0
2023-01-04	46518	28	79	0
2023-01-03	46490	50	79	0
2023-01-02	46440	80	79	0
2022-12-30	46360	36	79	0
2022-12-29	46324	51	79	0
2022-12-28	46273	74	79	0
2022-12-27	46199	146	79	0
2022-12-23	46053	56	79	0
2022-12-22	45997	94	79	1
2022-12-21	45903	93	78	0
2022-12-20	45810	117	78	1
2022-12-19	45693	118	77	0
2022-12-16	45575	66	77	0
2022-12-15	45509	68	77	0
2022-12-14	45441	82	77	0
2022-12-13	45359	124	77	0
2022-12-12	45235	122	77	0
2022-12-09	45113	64	77	0
2022-12-08	45049	60	77	0
2022-12-07	44989	76	77	0
2022-12-06	44913	97	77	1
2022-12-05	44816	89	76	0
2022-12-02	44727	53	76	0
2022-12-01	44674	68	76	0
2022-11-30	44606	44	76	0
2022-11-29	44562	92	76	0
2022-11-28	44470	64	76	0
2022-11-25	44406	44	76	0
2022-11-24	44362	43	76	0
2022-11-23	44319	41	76	0
2022-11-22	44278	71	76	0
2022-11-21	44207	42	76	0
2022-11-18	44165	34	76	0
2022-11-17	44131	45	76	0
2022-11-16	44086	54	76	0
2022-11-15	44032	81	76	0
2022-11-14	43951	96	76	0
2022-11-11	43855	33	76	0
2022-11-10	43822	47	76	0
2022-11-09	43775	54	76	0
2022-11-08	43721	65	76	0
2022-11-07	43656	102	76	0
2022-11-04	43554	58	76	0
2022-11-03	43496	93	76	0
2022-11-02	43403	114	76	0
2022-11-01	43289	163	76	0
2022-10-28	43126	48	76	0
2022-10-27	43078	84	76	0
2022-10-26	42994	86	76	0
2022-10-25	42908	138	76	0
2022-10-24	42770	180	76	0
2022-10-22	42590	1	76	0
2022-10-21	42589	103	76	0
2022-10-20	42486	119	76	0
2022-10-19	42367	119	76	1
2022-10-18	42248	181	75	0
2022-10-17	42067	208	75	0
2022-10-14	41859	135	75	0
2022-10-13	41724	164	75	1
2022-10-12	41560	114	74	1
2022-10-11	41446	200	73	1
2022-10-10	41246	307	72	0
2022-10-07	40939	130	72	0
2022-10-06	40809	212	72	0
2022-10-05	40597	152	72	0
2022-10-04	40445	312	72	0
2022-09-30	40133	81	72	1
2022-09-29	40052	124	71	0
2022-09-28	39928	117	71	0
2022-09-27	39811	144	71	0
2022-09-26	39667	154	71	0
2022-09-23	39513	66	71	0
2022-09-22	39447	65	71	0
2022-09-21	39382	67	71	0
2022-09-20	39315	74	71	0
2022-09-19	39241	102	71	0
2022-09-16	39139	38	71	0
2022-09-15	39101	73	71	0
2022-09-14	39028	45	71	0
2022-09-13	38983	100	71	0
2022-09-12	38883	78	71	0
2022-09-09	38805	37	71	0
2022-09-08	38768	33	71	0
2022-09-07	38735	60	71	0
2022-09-06	38675	59	71	0
2022-09-05	38616	64	71	0
2022-09-02	38552	47	71	0
2022-09-01	38505	38	71	0
2022-08-31	38467	47	71	0
2022-08-30	38420	74	71	0
2022-08-29	38346	79	71	0
2022-08-26	38267	44	71	0
2022-08-25	38223	39	71	0
2022-08-24	38184	45	71	0
2022-08-23	38139	83	71	0
2022-08-22	38056	86	71	0
2022-08-19	37970	57	71	1
2022-08-18	37913	58	70	0
2022-08-17	37855	55	70	0
2022-08-16	37800	83	70	0
2022-08-15	37717	118	70	0
2022-08-12	37599	44	70	1
2022-08-11	37555	71	69	0
2022-08-10	37484	106	69	0
2022-08-09	37378	88	69	0
2022-08-08	37290	103	69	0
2022-08-05	37187	56	69	0
2022-08-04	37131	64	69	0
2022-08-03	37067	61	69	0
2022-08-02	37006	115	69	0
2022-08-01	36891	109	69	0
2022-07-29	36782	51	69	0
2022-07-28	36731	60	69	0
2022-07-27	36671	76	69	0
2022-07-26	36595	112	69	0
2022-07-25	36483	148	69	0
2022-07-22	36335	88	69	0
2022-07-21	36247	89	69	0
2022-07-20	36158	138	69	0
2022-07-19	36020	205	69	0
2022-07-18	35815	234	69	0
2022-07-15	35581	120	69	0
2022-07-14	35461	173	69	0
2022-07-13	35288	150	69	0
2022-07-12	35138	317	69	0
2022-07-11	34821	338	69	0
2022-07-08	34483	213	69	0
2022-07-07	34270	232	69	0
2022-07-06	34038	275	69	0
2022-07-05	33763	375	69	0
2022-07-04	33388	569	69	0
2022-07-01	32819	333	69	0
2022-06-30	32486	419	69	0
2022-06-29	32067	460	69	0
2022-06-28	31607	578	69	0
2022-06-27	31029	513	69	0
2022-06-24	30516	208	69	0
2022-06-23	30308	231	69	0
2022-06-22	30077	198	69	0
2022-06-21	29879	282	69	0
2022-06-20	29597	315	69	0
2022-06-17	29282	137	69	0
2022-06-16	29145	191	69	0
2022-06-15	28954	209	69	0
2022-06-14	28745	236	69	0
2022-06-13	28509	278	69	0
2022-06-10	28231	146	69	0
2022-06-09	28085	140	69	1
2022-06-08	27945	209	68	0
2022-06-07	27736	250	68	0
2022-06-03	27486	82	68	0
2022-06-02	27404	124	68	0
2022-06-01	27280	97	68	0
2022-05-31	27183	146	68	0
2022-05-30	27037	162	68	1
2022-05-27	26875	109	67	0
2022-05-25	26766	74	67	0
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2022-05-17	25985	181	67	0
2022-05-16	25804	287	67	0
2022-05-13	25517	139	67	0
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2022-05-10	25100	162	67	1
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2022-05-05	24499	152	66	0
2022-05-04	24347	166	66	1
2022-05-03	24181	245	65	0
2022-05-02	23936	281	65	0
2022-04-29	23655	113	65	0
2022-04-28	23542	229	65	0
2022-04-27	23313	176	65	0
2022-04-26	23137	218	65	0
2022-04-25	22919	385	65	0
2022-04-22	22534	199	65	0
2022-04-21	22335	275	65	0
2022-04-20	22060	417	65	0
2022-04-19	21643	920	65	0
2022-04-16	20723	23	65	0
2022-04-14	20700	254	65	0
2022-04-13	20446	262	65	0
2022-04-12	20184	272	65	0
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2022-04-08	19436	163	65	1
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2022-04-05	18810	319	62	0
2022-04-04	18491	380	62	0
2022-04-01	18111	246	62	1
2022-03-31	17865	291	61	0
2022-03-30	17574	400	61	0
2022-03-29	17174	429	61	0
2022-03-28	16745	363	61	1
2022-03-26	16382	285	60	1
2022-03-25	16097	326	59	0
2022-03-24	15771	348	59	0
2022-03-23	15423	401	59	0
2022-03-22	15022	546	59	0
2022-03-21	14476	359	59	0
2022-03-19	14117	394	59	0
2022-03-18	13723	344	59	0
2022-03-17	13379	412	59	1
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2022-03-15	12581	500	58	1
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2022-03-08	10656	326	55	2
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2021-12-31	3251	24	40	0
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2021-12-20	2933	25	40	0
2021-12-19	2908	1	40	0
2021-12-18	2907	11	40	0
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2021-10-26	1920	25	37	0
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2021-06-02	1354	2	32	0
2021-05-29	1352	2	32	0
2021-05-28	1350	3	32	0
2021-05-26	1347	2	32	0
2021-05-24	1345	1	32	0
2021-05-23	1344	1	32	0
2021-05-22	1343	5	32	0
2021-05-21	1338	3	32	0
2021-05-20	1335	2	32	0
2021-05-19	1333	4	32	0
2021-05-18	1329	9	32	0
2021-05-17	1320	1	32	0
2021-05-16	1319	3	32	0
2021-05-15	1316	7	32	0
2021-05-14	1309	4	32	0
2021-05-13	1305	9	32	0
2021-05-12	1296	9	32	1
2021-05-11	1287	8	31	0
2021-05-10	1279	2	31	0
2021-05-09	1277	2	31	0
2021-05-08	1275	3	31	0
2021-05-07	1272	8	31	0
2021-05-06	1264	7	31	0
2021-05-05	1257	11	31	0
2021-05-04	1246	6	31	0
2021-05-03	1240	6	31	0
2021-05-02	1234	1	31	0
2021-05-01	1233	7	31	0
2021-04-30	1226	2	31	0
2021-04-29	1224	5	31	0
2021-04-28	1219	11	31	0
2021-04-27	1208	22	31	0
2021-04-26	1186	2	31	0
2021-04-24	1184	6	31	1
2021-04-23	1178	7	30	1
2021-04-22	1171	10	29	0
2021-04-21	1161	11	29	0
2021-04-20	1150	11	29	0
2021-04-19	1139	2	29	0
2021-04-18	1137	7	29	0
2021-04-17	1130	13	29	0
2021-04-16	1117	15	29	0
2021-04-15	1102	1	29	0
2021-04-14	1101	9	29	0
2021-04-13	1092	10	29	0
2021-04-12	1082	6	29	0
2021-04-11	1076	3	29	0
2021-04-10	1073	12	29	1
2021-04-09	1061	7	28	0
2021-04-08	1054	10	28	0
2021-04-07	1044	4	28	0
2021-04-06	1040	7	28	0
2021-04-05	1033	3	28	0
2021-04-04	1030	2	28	0
2021-04-02	1028	7	28	0
2021-04-01	1021	6	28	0
2021-03-31	1015	3	28	0
2021-03-30	1012	8	28	0
2021-03-29	1004	2	28	0
2021-03-28	1002	1	28	0
2021-03-27	1001	4	28	0
2021-03-26	997	6	28	0
2021-03-25	991	8	28	1
2021-03-24	983	4	27	0
2021-03-23	979	9	27	0
2021-03-22	970	2	27	0
2021-03-21	968	2	27	0
2021-03-20	966	1	27	0
2021-03-19	965	2	27	0
2021-03-18	963	4	27	0
2021-03-17	959	5	27	0
2021-03-16	954	10	27	0
2021-03-15	944	2	27	0
2021-03-14	942	1	27	0
2021-03-13	941	7	27	0
2021-03-12	934	7	27	0
2021-03-11	927	1	27	0
2021-03-10	926	3	27	0
2021-03-09	923	8	27	1
2021-03-08	915	3	26	0
2021-03-07	912	5	26	0
2021-03-06	907	4	26	0
2021-03-05	903	2	26	0
2021-03-04	901	4	26	0
2021-03-03	897	5	26	0
2021-03-02	892	3	26	0
2021-02-28	889	1	26	0
2021-02-27	888	5	26	0
2021-02-26	883	9	26	0
2021-02-25	874	9	26	0
2021-02-24	865	7	26	0
2021-02-23	858	13	26	0
2021-02-22	845	1	26	0
2021-02-21	844	10	26	0
2021-02-20	834	5	26	1
2021-02-19	829	4	25	0
2021-02-18	825	15	25	2
2021-02-17	810	1	23	0
2021-02-16	809	3	23	0
2021-02-15	806	2	23	0
2021-02-12	804	4	23	0
2021-02-11	800	1	23	0
2021-02-10	799	5	23	0
2021-02-09	794	9	23	0
2021-02-08	785	1	23	0
2021-02-07	784	5	23	0
2021-02-06	779	2	23	0
2021-02-04	777	7	23	0
2021-02-03	770	4	23	0
2021-02-02	766	7	23	0
2021-01-31	759	3	23	0
2021-01-30	756	3	23	0
2021-01-29	753	5	23	0
2021-01-28	748	5	23	0
2021-01-27	743	5	23	0
2021-01-26	738	13	23	1
2021-01-25	725	5	22	0
2021-01-24	720	1	22	0
2021-01-23	719	8	22	2
2021-01-22	711	6	20	2
2021-01-21	705	10	18	0
2021-01-20	695	6	18	0
2021-01-19	689	10	18	0
2021-01-18	679	8	18	0
2021-01-17	671	2	18	0
2021-01-16	669	3	18	0
2021-01-15	666	7	18	0
2021-01-14	659	8	18	0
2021-01-13	651	13	18	2
2021-01-12	638	18	16	1
2021-01-11	620	5	15	0
2021-01-10	615	1	15	0
2021-01-09	614	7	15	0
2021-01-08	607	2	15	0
2021-01-07	605	9	15	0
2021-01-06	596	11	15	0
2021-01-05	585	23	15	0
2021-01-04	562	2	15	0
2021-01-03	560	3	15	0
2021-01-02	557	4	15	1
2021-01-01	553	4	14	0
2020-12-31	549	15	14	1
2020-12-30	534	5	13	1
2020-12-29	529	11	12	2
2020-12-28	518	3	10	1
2020-12-27	515	2	9	0
2020-12-26	513	7	9	0
2020-12-25	506	6	9	0
2020-12-24	500	5	9	0
2020-12-23	495	10	9	0
2020-12-22	485	10	9	0
2020-12-21	475	5	9	0
2020-12-20	470	2	9	1
2020-12-19	468	6	8	0
2020-12-18	462	12	8	0
2020-12-17	450	10	8	0
2020-12-16	440	7	8	0
2020-12-15	433	8	8	0
2020-12-14	425	5	8	0
2020-12-12	420	10	8	0
2020-12-11	410	5	8	0
2020-12-10	405	16	8	0
2020-12-09	389	7	8	0
2020-12-08	382	11	8	0
2020-12-07	371	8	8	0
2020-12-05	363	2	8	0
2020-12-04	361	10	8	0
2020-12-03	351	10	8	0
2020-12-02	341	10	8	0
2020-12-01	331	7	8	0
2020-11-30	324	1	8	0
2020-11-28	323	3	8	0
2020-11-27	320	6	8	0
2020-11-26	314	2	8	0
2020-11-25	312	5	8	0
2020-11-24	307	5	8	0
2020-11-23	302	4	8	0
2020-11-21	298	6	8	0
2020-11-20	292	2	8	0
2020-11-19	290	2	8	0
2020-11-18	288	3	8	0
2020-11-17	285	3	8	0
2020-11-14	282	4	8	0
2020-11-13	278	8	8	0
2020-11-12	270	3	8	0
2020-11-11	267	6	8	0
2020-11-10	261	5	8	0
2020-11-09	256	8	8	0
2020-11-07	248	1	8	0
2020-11-06	247	6	8	0
2020-11-05	241	6	8	0
2020-11-04	235	2	8	0
2020-11-03	233	9	8	0
2020-11-02	224	3	8	0
2020-10-31	221	3	8	0
2020-10-30	218	2	8	0
2020-10-29	216	5	8	0
2020-10-28	211	8	8	0
2020-10-27	203	3	8	0
2020-10-26	200	7	8	0
2020-10-24	193	2	8	0
2020-10-22	191	4	8	0
2020-10-21	187	5	8	0
2020-10-20	182	4	8	0
2020-10-19	178	2	8	0
2020-10-16	176	2	8	0
2020-10-13	174	2	8	0
2020-10-12	172	3	8	0
2020-10-06	169	1	8	0
2020-10-02	168	2	8	0
2020-09-28	166	3	8	0
2020-09-26	163	1	8	0
2020-09-25	162	1	8	0
2020-09-24	161	2	8	0
2020-09-22	159	2	8	0
2020-09-16	157	1	8	0
2020-09-15	156	2	8	0
2020-09-14	154	1	8	0
2020-09-01	153	1	8	0
2020-08-26	152	1	8	0
2020-08-19	151	1	8	0
2020-08-14	150	1	8	0
2020-08-13	149	3	8	0
2020-08-12	146	1	8	0
2020-08-11	145	1	8	0
2020-08-10	144	3	8	0
2020-08-08	141	2	8	0
2020-08-07	139	1	8	0
2020-08-06	138	1	8	0
2020-08-04	137	1	8	0
2020-08-03	136	4	8	0
2020-08-01	132	1	8	0
2020-07-31	131	1	8	0
2020-07-30	130	2	8	0
2020-07-29	128	1	8	0
2020-07-28	127	3	8	0
2020-07-24	124	1	8	0
2020-07-22	123	1	8	0
2020-07-20	122	2	8	0
2020-07-02	120	1	8	0
2020-05-09	119	1	8	0
2020-04-30	118	1	8	0
2020-04-29	117	1	8	0
2020-04-28	116	1	8	0
2020-04-27	115	1	8	0
2020-04-24	114	3	8	0
2020-04-23	111	2	8	0
2020-04-22	109	3	8	0
2020-04-21	106	3	8	0
2020-04-16	103	3	8	0
2020-04-12	100	2	8	0
2020-04-11	98	5	8	0
2020-04-10	93	1	8	0
2020-04-09	92	4	8	1
2020-04-08	88	6	7	1
2020-04-07	82	3	6	0
2020-04-06	79	5	6	2
2020-04-05	74	2	4	0
2020-04-04	72	1	4	0
2020-04-03	71	3	4	0
2020-04-02	68	5	4	0
2020-04-01	63	6	4	0
2020-03-31	57	2	4	0
2020-03-30	55	3	4	0
2020-03-28	52	3	4	0
2020-03-27	49	5	4	1
2020-03-26	44	7	3	1
2020-03-25	37	7	2	0
2020-03-24	30	7	2	0
2020-03-23	23	4	2	0
2020-03-22	19	4	2	1
2020-03-21	15	3	1	0
2020-03-20	12	1	1	0
2020-03-19	11	1	1	0
2020-03-18	10	2	1	1
2020-03-17	8	1	0	0
2020-03-16	7	2	0	0
2020-03-14	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: 0:03:17.390174