Germany: LK Westerwaldkreis (Rheinland-Pfalz)

• 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 15:04:05 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Westerwaldkreis")
print(f'Population of country="Germany", subregion="LK Westerwaldkreis": {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 Westerwaldkreis": 203831 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	90254	24	297	0
2023-03-02	90230	79	297	0
2023-03-01	90151	163	297	0
2023-02-28	89988	40	297	0
2023-02-27	89948	150	297	0
2023-02-24	89798	109	297	0
2023-02-23	89689	106	297	0
2023-02-22	89583	78	297	0
2023-02-21	89505	71	297	0
2023-02-20	89434	75	297	0
2023-02-17	89359	48	297	0
2023-02-16	89311	42	297	0
2023-02-15	89269	61	297	0
2023-02-14	89208	27	297	0
2023-02-13	89181	51	297	0
2023-02-10	89130	33	297	0
2023-02-09	89097	34	297	0
2023-02-08	89063	57	297	0
2023-02-07	89006	62	297	0
2023-02-06	88944	67	297	1
2023-02-03	88877	41	296	0
2023-02-02	88836	30	296	0
2023-02-01	88806	36	296	0
2023-01-31	88770	54	296	0
2023-01-30	88716	52	296	0
2023-01-27	88664	22	296	1
2023-01-26	88642	17	295	0
2023-01-25	88625	13	295	0
2023-01-24	88612	39	295	0
2023-01-23	88573	33	295	1
2023-01-20	88540	18	294	0
2023-01-19	88522	28	294	0
2023-01-18	88494	26	294	0
2023-01-17	88468	27	294	0
2023-01-16	88441	48	294	0
2023-01-13	88393	22	294	1
2023-01-12	88371	26	293	0
2023-01-11	88345	20	293	0
2023-01-10	88325	68	293	0
2023-01-09	88257	65	293	0
2023-01-06	88192	36	293	0
2023-01-05	88156	57	293	0
2023-01-04	88099	54	293	0
2023-01-03	88045	97	293	1
2023-01-02	87948	136	292	2
2022-12-30	87812	44	290	0
2022-12-29	87768	95	290	1
2022-12-28	87673	140	289	1
2022-12-27	87533	178	288	1
2022-12-24	87355	1	287	0
2022-12-23	87354	82	287	0
2022-12-22	87272	109	287	0
2022-12-21	87163	162	287	1
2022-12-20	87001	144	286	1
2022-12-16	86857	92	285	2
2022-12-15	86765	77	283	0
2022-12-14	86688	97	283	0
2022-12-13	86591	129	283	0
2022-12-12	86462	145	283	1
2022-12-09	86317	52	282	0
2022-12-08	86265	67	282	0
2022-12-07	86198	79	282	0
2022-12-06	86119	89	282	0
2022-12-05	86030	114	282	2
2022-12-02	85916	41	280	0
2022-12-01	85875	75	280	0
2022-11-30	85800	50	280	0
2022-11-29	85750	91	280	0
2022-11-28	85659	103	280	2
2022-11-25	85556	55	278	0
2022-11-24	85501	68	278	0
2022-11-23	85433	79	278	1
2022-11-22	85354	109	277	0
2022-11-21	85245	139	277	1
2022-11-18	85106	48	276	0
2022-11-17	85058	42	276	0
2022-11-16	85016	92	276	2
2022-11-15	84924	114	274	0
2022-11-14	84810	117	274	3
2022-11-11	84693	67	271	0
2022-11-10	84626	63	271	0
2022-11-09	84563	77	271	0
2022-11-08	84486	98	271	0
2022-11-07	84388	147	271	0
2022-11-04	84241	94	271	1
2022-11-03	84147	134	270	0
2022-11-02	84013	183	270	0
2022-10-31	83830	230	270	1
2022-10-28	83600	89	269	0
2022-10-27	83511	141	269	1
2022-10-26	83370	170	268	1
2022-10-25	83200	352	267	0
2022-10-24	82848	270	267	1
2022-10-21	82578	177	266	0
2022-10-20	82401	203	266	1
2022-10-19	82198	319	265	1
2022-10-18	81879	368	264	2
2022-10-17	81511	438	262	4
2022-10-14	81073	223	258	1
2022-10-13	80850	477	257	1
2022-10-12	80373	454	256	0
2022-10-11	79919	383	256	2
2022-10-10	79536	543	254	1
2022-10-07	78993	392	253	0
2022-10-06	78601	298	253	2
2022-10-05	78303	325	251	2
2022-10-04	77978	422	249	0
2022-09-30	77556	220	249	1
2022-09-29	77336	223	248	0
2022-09-28	77113	265	248	1
2022-09-27	76848	379	247	1
2022-09-26	76469	284	246	0
2022-09-23	76185	161	246	0
2022-09-22	76024	175	246	0
2022-09-21	75849	163	246	0
2022-09-20	75686	173	246	0
2022-09-19	75513	221	246	0
2022-09-16	75292	115	246	0
2022-09-15	75177	119	246	0
2022-09-14	75058	143	246	0
2022-09-13	74915	171	246	0
2022-09-12	74744	180	246	0
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2022-09-02	74005	76	246	0
2022-09-01	73929	70	246	0
2022-08-31	73859	96	246	0
2022-08-30	73763	120	246	0
2022-08-29	73643	171	246	0
2022-08-26	73472	64	246	0
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2022-07-21	69295	277	245	0
2022-07-20	69018	349	245	0
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2022-07-18	68199	651	245	3
2022-07-15	67548	191	242	0
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2022-06-23	61902	419	241	0
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2021-08-23	7745	21	157	1
2021-08-22	7724	9	156	0
2021-08-21	7715	8	156	0
2021-08-20	7707	24	156	0
2021-08-19	7683	39	156	0
2021-08-18	7644	18	156	0
2021-08-17	7626	16	156	0
2021-08-16	7610	1	156	0
2021-08-14	7609	28	156	0
2021-08-13	7581	6	156	0
2021-08-12	7575	22	156	0
2021-08-11	7553	10	156	0
2021-08-10	7543	15	156	0
2021-08-09	7528	6	156	0
2021-08-08	7522	3	156	0
2021-08-07	7519	3	156	0
2021-08-06	7516	9	156	0
2021-08-05	7507	4	156	0
2021-08-04	7503	2	156	0
2021-08-03	7501	6	156	0
2021-08-01	7495	3	156	0
2021-07-31	7492	1	156	0
2021-07-30	7491	4	156	0
2021-07-29	7487	4	156	0
2021-07-28	7483	5	156	0
2021-07-27	7478	1	156	0
2021-07-26	7477	9	156	0
2021-07-25	7468	3	156	0
2021-07-23	7465	2	156	0
2021-07-22	7463	5	156	0
2021-07-21	7458	3	156	0
2021-07-20	7455	5	156	0
2021-07-18	7450	1	156	0
2021-07-16	7449	3	156	0
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2021-07-14	7443	1	156	0
2021-07-13	7442	2	156	0
2021-07-12	7440	2	156	0
2021-07-07	7438	1	156	0
2021-07-06	7437	1	156	0
2021-07-03	7436	1	156	0
2021-07-01	7435	4	156	0
2021-06-30	7431	2	156	0
2021-06-29	7429	2	156	0
2021-06-28	7427	2	156	0
2021-06-27	7425	5	156	0
2021-06-24	7420	4	156	0
2021-06-23	7416	5	156	0
2021-06-22	7411	1	156	0
2021-06-21	7410	1	156	0
2021-06-20	7409	2	156	0
2021-06-19	7407	6	156	0
2021-06-18	7401	2	156	0
2021-06-17	7399	3	156	0
2021-06-15	7396	1	156	0
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2021-06-11	7383	6	156	0
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2021-06-09	7369	21	156	0
2021-06-08	7348	9	156	0
2021-06-07	7339	9	156	0
2021-06-06	7330	8	156	0
2021-06-05	7322	11	156	0
2021-06-04	7311	10	156	0
2021-06-03	7301	6	156	1
2021-06-02	7295	14	155	0
2021-06-01	7281	8	155	0
2021-05-31	7273	7	155	0
2021-05-30	7266	12	155	0
2021-05-28	7254	21	155	0
2021-05-27	7233	13	155	0
2021-05-26	7220	10	155	0
2021-05-25	7210	14	155	0
2021-05-24	7196	7	155	0
2021-05-23	7189	18	155	0
2021-05-22	7171	4	155	0
2021-05-21	7167	23	155	0
2021-05-20	7144	20	155	0
2021-05-19	7124	32	155	0
2021-05-18	7092	23	155	1
2021-05-17	7069	12	154	0
2021-05-16	7057	13	154	0
2021-05-15	7044	8	154	0
2021-05-14	7036	32	154	2
2021-05-13	7004	17	152	0
2021-05-12	6987	44	152	0
2021-05-11	6943	25	152	0
2021-05-10	6918	28	152	0
2021-05-09	6890	25	152	0
2021-05-08	6865	23	152	0
2021-05-07	6842	51	152	0
2021-05-06	6791	29	152	1
2021-05-05	6762	46	151	0
2021-05-04	6716	33	151	0
2021-05-03	6683	60	151	0
2021-05-02	6623	48	151	0
2021-05-01	6575	42	151	1
2021-04-30	6533	40	150	1
2021-04-29	6493	33	149	0
2021-04-28	6460	39	149	1
2021-04-27	6421	47	148	0
2021-04-26	6374	45	148	1
2021-04-25	6329	30	147	0
2021-04-24	6299	36	147	0
2021-04-23	6263	60	147	0
2021-04-22	6203	48	147	1
2021-04-21	6155	56	146	1
2021-04-20	6099	38	145	0
2021-04-19	6061	34	145	0
2021-04-18	6027	35	145	0
2021-04-17	5992	46	145	0
2021-04-16	5946	46	145	2
2021-04-15	5900	40	143	0
2021-04-14	5860	40	143	1
2021-04-13	5820	39	142	1
2021-04-12	5781	30	141	0
2021-04-11	5751	39	141	0
2021-04-10	5712	39	141	0
2021-04-09	5673	29	141	0
2021-04-08	5644	46	141	0
2021-04-07	5598	40	141	2
2021-04-06	5558	34	139	4
2021-04-05	5524	12	135	0
2021-04-04	5512	25	135	1
2021-04-03	5487	46	134	2
2021-04-02	5441	36	132	0
2021-04-01	5405	39	132	1
2021-03-31	5366	48	131	0
2021-03-30	5318	42	131	1
2021-03-29	5276	64	130	0
2021-03-28	5212	2	130	0
2021-03-27	5210	45	130	0
2021-03-26	5165	42	130	1
2021-03-25	5123	36	129	0
2021-03-24	5087	44	129	0
2021-03-23	5043	28	129	1
2021-03-22	5015	16	128	0
2021-03-21	4999	42	128	0
2021-03-20	4957	35	128	0
2021-03-19	4922	40	128	1
2021-03-18	4882	40	127	2
2021-03-17	4842	49	125	0
2021-03-16	4793	22	125	0
2021-03-15	4771	12	125	0
2021-03-14	4759	24	125	0
2021-03-13	4735	13	125	2
2021-03-12	4722	34	123	0
2021-03-11	4688	32	123	1
2021-03-10	4656	19	122	0
2021-03-09	4637	28	122	0
2021-03-08	4609	3	122	0
2021-03-07	4606	15	122	1
2021-03-06	4591	5	121	0
2021-03-05	4586	17	121	0
2021-03-04	4569	17	121	0
2021-03-03	4552	29	121	0
2021-03-02	4523	9	121	1
2021-03-01	4514	8	120	0
2021-02-28	4506	4	120	0
2021-02-27	4502	19	120	0
2021-02-26	4483	5	120	0
2021-02-25	4478	27	120	0
2021-02-24	4451	14	120	0
2021-02-23	4437	23	120	0
2021-02-22	4414	5	120	0
2021-02-21	4409	20	120	0
2021-02-20	4389	18	120	0
2021-02-19	4371	12	120	0
2021-02-18	4359	11	120	0
2021-02-17	4348	22	120	0
2021-02-16	4326	23	120	0
2021-02-15	4303	5	120	0
2021-02-14	4298	14	120	0
2021-02-13	4284	15	120	0
2021-02-12	4269	4	120	0
2021-02-11	4265	27	120	1
2021-02-10	4238	31	119	0
2021-02-09	4207	22	119	0
2021-02-08	4185	6	119	0
2021-02-07	4179	13	119	0
2021-02-06	4166	16	119	0
2021-02-05	4150	37	119	0
2021-02-04	4113	10	119	0
2021-02-03	4103	36	119	0
2021-02-02	4067	26	119	0
2021-02-01	4041	3	119	0
2021-01-31	4038	21	119	0
2021-01-30	4017	27	119	0
2021-01-29	3990	12	119	0
2021-01-28	3978	16	119	1
2021-01-27	3962	47	118	1
2021-01-26	3915	26	117	1
2021-01-25	3889	12	116	0
2021-01-24	3877	23	116	1
2021-01-23	3854	39	115	1
2021-01-22	3815	36	114	2
2021-01-21	3779	24	112	4
2021-01-20	3755	22	108	1
2021-01-19	3733	25	107	0
2021-01-18	3708	14	107	2
2021-01-17	3694	30	105	1
2021-01-16	3664	18	104	1
2021-01-15	3646	10	103	2
2021-01-14	3636	33	101	2
2021-01-13	3603	47	99	2
2021-01-12	3556	24	97	0
2021-01-11	3532	25	97	3
2021-01-10	3507	5	94	1
2021-01-09	3502	37	93	2
2021-01-08	3465	50	91	1
2021-01-07	3415	34	90	0
2021-01-06	3381	49	90	2
2021-01-05	3332	61	88	0
2021-01-04	3271	17	88	0
2021-01-03	3254	26	88	2
2021-01-02	3228	59	86	1
2021-01-01	3169	25	85	1
2020-12-31	3144	38	84	5
2020-12-30	3106	52	79	1
2020-12-29	3054	41	78	4
2020-12-28	3013	41	74	1
2020-12-27	2972	41	73	0
2020-12-26	2931	50	73	0
2020-12-25	2881	29	73	0
2020-12-24	2852	13	73	2
2020-12-23	2839	103	71	9
2020-12-22	2736	59	62	2
2020-12-21	2677	63	60	1
2020-12-20	2614	69	59	1
2020-12-19	2545	27	58	0
2020-12-18	2518	49	58	2
2020-12-17	2469	68	56	3
2020-12-16	2401	36	53	0
2020-12-15	2365	57	53	0
2020-12-14	2308	15	53	2
2020-12-13	2293	54	51	1
2020-12-12	2239	41	50	0
2020-12-11	2198	85	50	2
2020-12-10	2113	50	48	3
2020-12-09	2063	20	45	1
2020-12-08	2043	20	44	0
2020-12-07	2023	36	44	0
2020-12-06	1987	17	44	0
2020-12-05	1970	36	44	1
2020-12-04	1934	23	43	1
2020-12-03	1911	24	42	0
2020-12-02	1887	22	42	1
2020-12-01	1865	20	41	2
2020-11-30	1845	14	39	2
2020-11-29	1831	9	37	0
2020-11-28	1822	18	37	1
2020-11-27	1804	21	36	2
2020-11-26	1783	41	34	0
2020-11-25	1742	25	34	0
2020-11-24	1717	29	34	1
2020-11-23	1688	6	33	0
2020-11-22	1682	14	33	2
2020-11-21	1668	33	31	0
2020-11-20	1635	26	31	0
2020-11-19	1609	51	31	0
2020-11-18	1558	24	31	0
2020-11-17	1534	22	31	0
2020-11-16	1512	16	31	0
2020-11-15	1496	36	31	0
2020-11-14	1460	12	31	0
2020-11-13	1448	27	31	0
2020-11-12	1421	30	31	0
2020-11-11	1391	39	31	0
2020-11-10	1352	40	31	0
2020-11-09	1312	29	31	0
2020-11-08	1283	44	31	1
2020-11-07	1239	11	30	0
2020-11-06	1228	42	30	0
2020-11-05	1186	35	30	0
2020-11-04	1151	32	30	0
2020-11-03	1119	28	30	0
2020-11-02	1091	31	30	0
2020-11-01	1060	23	30	0
2020-10-31	1037	26	30	1
2020-10-30	1011	38	29	0
2020-10-29	973	32	29	0
2020-10-28	941	27	29	2
2020-10-27	914	44	27	0
2020-10-26	870	13	27	1
2020-10-25	857	47	26	0
2020-10-24	810	31	26	1
2020-10-23	779	18	25	0
2020-10-22	761	23	25	0
2020-10-21	738	15	25	1
2020-10-20	723	27	24	0
2020-10-19	696	4	24	0
2020-10-18	692	3	24	0
2020-10-17	689	13	24	0
2020-10-16	676	13	24	0
2020-10-15	663	9	24	1
2020-10-14	654	5	23	0
2020-10-13	649	11	23	1
2020-10-12	638	8	22	0
2020-10-10	630	3	22	0
2020-10-09	627	5	22	0
2020-10-08	622	7	22	0
2020-10-07	615	7	22	0
2020-10-05	608	6	22	0
2020-10-03	602	4	22	0
2020-10-02	598	1	22	0
2020-10-01	597	12	22	0
2020-09-30	585	4	22	0
2020-09-29	581	4	22	0
2020-09-28	577	2	22	0
2020-09-26	575	7	22	0
2020-09-25	568	2	22	0
2020-09-24	566	3	22	0
2020-09-23	563	1	22	0
2020-09-22	562	6	22	0
2020-09-21	556	9	22	0
2020-09-19	547	9	22	0
2020-09-18	538	7	22	0
2020-09-17	531	3	22	0
2020-09-16	528	2	22	0
2020-09-15	526	6	22	0
2020-09-14	520	5	22	0
2020-09-13	515	1	22	0
2020-09-12	514	10	22	0
2020-09-11	504	6	22	0
2020-09-10	498	1	22	0
2020-09-09	497	3	22	0
2020-09-08	494	1	22	0
2020-09-07	493	4	22	0
2020-09-06	489	3	22	0
2020-09-05	486	1	22	0
2020-09-04	485	3	22	0
2020-09-03	482	2	22	0
2020-09-02	480	1	22	0
2020-09-01	479	1	22	0
2020-08-30	478	2	22	0
2020-08-28	476	5	22	0
2020-08-27	471	3	22	0
2020-08-26	468	3	22	0
2020-08-25	465	1	22	0
2020-08-22	464	3	22	0
2020-08-21	461	4	22	0
2020-08-20	457	2	22	0
2020-08-19	455	2	22	0
2020-08-18	453	4	22	0
2020-08-17	449	3	22	0
2020-08-15	446	1	22	0
2020-08-14	445	5	22	0
2020-08-13	440	3	22	0
2020-08-12	437	1	22	0
2020-08-11	436	6	22	0
2020-08-10	430	4	22	0
2020-08-08	426	2	22	0
2020-08-07	424	13	22	0
2020-08-06	411	5	22	0
2020-08-05	406	2	22	0
2020-08-04	404	4	22	0
2020-08-03	400	5	22	0
2020-07-29	395	1	22	0
2020-07-28	394	3	22	0
2020-07-27	391	1	22	0
2020-07-23	390	1	22	0
2020-07-16	389	3	22	0
2020-07-15	386	2	22	0
2020-07-14	384	1	22	0
2020-07-06	383	2	22	0
2020-07-02	381	1	22	0
2020-06-30	380	9	22	0
2020-06-27	371	1	22	0
2020-06-20	370	3	22	0
2020-06-18	367	1	22	0
2020-06-17	366	3	22	0
2020-06-15	363	2	22	0
2020-06-04	361	1	22	0
2020-06-03	360	1	22	0
2020-05-30	359	2	22	0
2020-05-27	357	1	22	0
2020-05-20	356	3	22	0
2020-05-18	353	2	22	0
2020-05-16	351	3	22	0
2020-05-14	348	2	22	0
2020-05-12	346	1	22	0
2020-05-11	345	1	22	0
2020-05-09	344	1	22	0
2020-05-08	343	2	22	0
2020-05-07	341	7	22	0
2020-05-06	334	1	22	0
2020-05-05	333	1	22	0
2020-05-01	332	2	22	0
2020-04-30	330	3	22	0
2020-04-29	327	1	22	0
2020-04-26	326	1	22	0
2020-04-25	325	1	22	0
2020-04-24	324	3	22	0
2020-04-23	321	3	22	0
2020-04-21	318	2	22	0
2020-04-20	316	1	22	0
2020-04-18	315	5	22	0
2020-04-17	310	14	22	0
2020-04-16	296	4	22	0
2020-04-15	292	4	22	0
2020-04-14	288	2	22	1
2020-04-13	286	12	21	2
2020-04-12	274	4	19	0
2020-04-11	270	1	19	0
2020-04-10	269	7	19	0
2020-04-09	262	5	19	0
2020-04-08	257	18	19	2
2020-04-07	239	29	17	6
2020-04-06	210	8	11	2
2020-04-05	202	6	9	0
2020-04-04	196	8	9	2
2020-04-03	188	6	7	0
2020-04-02	182	7	7	0
2020-04-01	175	15	7	3
2020-03-31	160	13	4	0
2020-03-30	147	7	4	1
2020-03-29	140	4	3	0
2020-03-28	136	6	3	1
2020-03-27	130	17	2	0
2020-03-26	113	8	2	0
2020-03-25	105	5	2	0
2020-03-24	100	4	2	1
2020-03-23	96	19	1	0
2020-03-22	77	14	1	0
2020-03-20	63	12	1	0
2020-03-19	51	5	1	1
2020-03-18	46	11	0	0
2020-03-17	35	10	0	0
2020-03-16	25	3	0	0
2020-03-15	22	5	0	0
2020-03-14	17	4	0	0
2020-03-13	13	4	0	0
2020-03-12	9	5	0	0
2020-03-11	4	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: 0:03:15.610075