Germany: LK Bad Kreuznach (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 14:40:32 CEST

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

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

overview(country="Germany", subregion="LK Bad Kreuznach");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bad Kreuznach")
print(f'Population of country="Germany", subregion="LK Bad Kreuznach": {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 Bad Kreuznach": 159402 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	78472	21	278	0
2023-03-03	78451	14	278	0
2023-03-02	78437	10	278	0
2023-03-01	78427	55	278	0
2023-02-28	78372	78	278	0
2023-02-27	78294	115	278	0
2023-02-24	78179	80	278	0
2023-02-23	78099	83	278	0
2023-02-22	78016	73	278	0
2023-02-21	77943	89	278	1
2023-02-20	77854	91	277	0
2023-02-17	77763	47	277	0
2023-02-16	77716	74	277	0
2023-02-15	77642	35	277	0
2023-02-14	77607	62	277	0
2023-02-13	77545	83	277	0
2023-02-10	77462	58	277	0
2023-02-09	77404	49	277	0
2023-02-08	77355	60	277	0
2023-02-07	77295	60	277	0
2023-02-06	77235	82	277	0
2023-02-03	77153	33	277	0
2023-02-02	77120	36	277	0
2023-02-01	77084	34	277	0
2023-01-31	77050	80	277	0
2023-01-30	76970	70	277	0
2023-01-27	76900	44	277	0
2023-01-26	76856	19	277	0
2023-01-25	76837	34	277	0
2023-01-24	76803	52	277	0
2023-01-23	76751	34	277	0
2023-01-20	76717	24	277	0
2023-01-19	76693	32	277	0
2023-01-18	76661	47	277	0
2023-01-17	76614	50	277	0
2023-01-16	76564	41	277	0
2023-01-13	76523	22	277	0
2023-01-12	76501	21	277	1
2023-01-11	76480	33	276	0
2023-01-10	76447	39	276	0
2023-01-09	76408	89	276	0
2023-01-07	76319	2	276	0
2023-01-06	76317	42	276	1
2023-01-05	76275	46	275	0
2023-01-04	76229	55	275	0
2023-01-03	76174	126	275	0
2023-01-02	76048	101	275	1
2022-12-30	75947	61	274	1
2022-12-29	75886	77	273	0
2022-12-28	75809	92	273	0
2022-12-27	75717	207	273	1
2022-12-23	75510	59	272	0
2022-12-22	75451	65	272	1
2022-12-21	75386	65	271	1
2022-12-20	75321	77	270	0
2022-12-19	75244	132	270	0
2022-12-16	75112	70	270	0
2022-12-15	75042	57	270	0
2022-12-14	74985	75	270	0
2022-12-13	74910	71	270	0
2022-12-12	74839	106	270	0
2022-12-11	74733	1	270	0
2022-12-09	74732	65	270	0
2022-12-08	74667	39	270	0
2022-12-07	74628	51	270	0
2022-12-06	74577	89	270	1
2022-12-05	74488	86	269	1
2022-12-02	74402	38	268	0
2022-12-01	74364	37	268	0
2022-11-30	74327	59	268	0
2022-11-29	74268	59	268	1
2022-11-28	74209	95	267	0
2022-11-25	74114	42	267	0
2022-11-24	74072	70	267	0
2022-11-23	74002	87	267	0
2022-11-22	73915	76	267	0
2022-11-21	73839	114	267	1
2022-11-18	73725	70	266	0
2022-11-17	73655	37	266	1
2022-11-16	73618	77	265	0
2022-11-15	73541	50	265	0
2022-11-14	73491	153	265	0
2022-11-11	73338	76	265	2
2022-11-10	73262	60	263	0
2022-11-09	73202	77	263	0
2022-11-08	73125	98	263	0
2022-11-07	73027	131	263	0
2022-11-04	72896	93	263	0
2022-11-03	72803	117	263	2
2022-11-02	72686	195	261	1
2022-10-31	72491	200	260	0
2022-10-28	72291	121	260	0
2022-10-27	72170	138	260	1
2022-10-26	72032	165	259	1
2022-10-25	71867	270	258	1
2022-10-24	71597	346	257	2
2022-10-23	71251	1	255	0
2022-10-22	71250	1	255	0
2022-10-21	71249	234	255	0
2022-10-20	71015	266	255	0
2022-10-19	70749	344	255	1
2022-10-18	70405	367	254	2
2022-10-17	70038	389	252	0
2022-10-14	69649	260	252	0
2022-10-13	69389	421	252	0
2022-10-12	68968	407	252	0
2022-10-11	68561	587	252	3
2022-10-10	67974	509	249	1
2022-10-07	67465	325	248	1
2022-10-06	67140	453	247	1
2022-10-05	66687	543	246	3
2022-10-04	66144	493	243	2
2022-09-30	65651	248	241	1
2022-09-29	65403	275	240	2
2022-09-28	65128	258	238	0
2022-09-27	64870	226	238	0
2022-09-26	64644	376	238	0
2022-09-23	64268	178	238	1
2022-09-22	64090	123	237	0
2022-09-21	63967	142	237	0
2022-09-20	63825	173	237	1
2022-09-19	63652	190	236	1
2022-09-16	63462	106	235	0
2022-09-15	63356	115	235	0
2022-09-14	63241	120	235	0
2022-09-13	63121	154	235	1
2022-09-12	62967	146	234	0
2022-09-09	62821	72	234	0
2022-09-08	62749	91	234	0
2022-09-07	62658	71	234	1
2022-09-06	62587	105	233	0
2022-09-05	62482	157	233	1
2022-09-02	62325	97	232	0
2022-09-01	62228	93	232	0
2022-08-31	62135	144	232	0
2022-08-30	61991	79	232	0
2022-08-29	61912	180	232	0
2022-08-26	61732	54	232	0
2022-08-25	61678	81	232	1
2022-08-24	61597	77	231	0
2022-08-23	61520	82	231	0
2022-08-22	61438	132	231	0
2022-08-20	61306	2	231	0
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2022-08-12	60757	77	231	0
2022-08-11	60680	108	231	0
2022-08-10	60572	136	231	0
2022-08-09	60436	161	231	0
2022-08-08	60275	183	231	0
2022-08-05	60092	89	231	0
2022-08-04	60003	113	231	0
2022-08-03	59890	150	231	0
2022-08-02	59740	189	231	2
2022-08-01	59551	305	229	0
2022-07-29	59246	139	229	0
2022-07-28	59107	292	229	0
2022-07-27	58815	195	229	0
2022-07-26	58620	359	229	0
2022-07-25	58261	441	229	1
2022-07-22	57820	307	228	0
2022-07-21	57513	243	228	2
2022-07-20	57270	263	226	0
2022-07-19	57007	333	226	0
2022-07-18	56674	369	226	0
2022-07-15	56305	282	226	0
2022-07-14	56023	300	226	0
2022-07-13	55723	325	226	1
2022-07-12	55398	379	225	1
2022-07-11	55019	412	224	0
2022-07-08	54607	234	224	0
2022-07-07	54373	348	224	1
2022-07-06	54025	244	223	1
2022-07-05	53781	271	222	3
2022-07-04	53510	474	219	0
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2022-06-30	52771	263	219	0
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2021-09-06	6567	14	143	0
2021-09-05	6553	17	143	0
2021-09-04	6536	40	143	0
2021-09-03	6496	29	143	0
2021-09-02	6467	39	143	0
2021-09-01	6428	21	143	0
2021-08-31	6407	32	143	0
2021-08-30	6375	22	143	0
2021-08-28	6353	8	143	0
2021-08-27	6345	8	143	0
2021-08-26	6337	22	143	0
2021-08-25	6315	15	143	0
2021-08-24	6300	17	143	0
2021-08-23	6283	17	143	0
2021-08-21	6266	11	143	0
2021-08-20	6255	18	143	0
2021-08-19	6237	8	143	1
2021-08-18	6229	14	142	0
2021-08-17	6215	8	142	0
2021-08-16	6207	16	142	0
2021-08-14	6191	9	142	0
2021-08-13	6182	6	142	0
2021-08-12	6176	9	142	0
2021-08-11	6167	7	142	0
2021-08-10	6160	8	142	0
2021-08-09	6152	1	142	0
2021-08-07	6151	1	142	0
2021-08-06	6150	12	142	0
2021-08-05	6138	7	142	0
2021-08-04	6131	4	142	0
2021-08-03	6127	4	142	0
2021-08-02	6123	6	142	0
2021-07-31	6117	5	142	0
2021-07-30	6112	1	142	0
2021-07-29	6111	6	142	0
2021-07-28	6105	5	142	0
2021-07-27	6100	9	142	0
2021-07-26	6091	3	142	0
2021-07-24	6088	2	142	0
2021-07-23	6086	3	142	0
2021-07-22	6083	2	142	0
2021-07-21	6081	4	142	0
2021-07-20	6077	2	142	0
2021-07-19	6075	3	142	0
2021-07-17	6072	1	142	0
2021-07-16	6071	3	142	0
2021-07-15	6068	4	142	0
2021-07-14	6064	4	142	0
2021-07-13	6060	5	142	0
2021-07-12	6055	5	142	0
2021-07-09	6050	1	142	0
2021-07-07	6049	1	142	0
2021-07-06	6048	6	142	0
2021-07-05	6042	1	142	0
2021-07-04	6041	1	142	0
2021-07-03	6040	1	142	0
2021-07-02	6039	2	142	0
2021-07-01	6037	2	142	0
2021-06-30	6035	1	142	0
2021-06-29	6034	5	142	0
2021-06-27	6029	2	142	0
2021-06-26	6027	3	142	0
2021-06-25	6024	1	142	0
2021-06-24	6023	1	142	0
2021-06-23	6022	1	142	0
2021-06-22	6021	3	142	0
2021-06-21	6018	1	142	0
2021-06-20	6017	3	142	0
2021-06-19	6014	1	142	0
2021-06-18	6013	1	142	0
2021-06-17	6012	4	142	0
2021-06-16	6008	2	142	0
2021-06-15	6006	6	142	0
2021-06-14	6000	5	142	0
2021-06-13	5995	5	142	0
2021-06-12	5990	5	142	0
2021-06-11	5985	10	142	0
2021-06-10	5975	10	142	0
2021-06-09	5965	7	142	0
2021-06-08	5958	7	142	0
2021-06-07	5951	7	142	0
2021-06-06	5944	5	142	0
2021-06-05	5939	11	142	0
2021-06-04	5928	2	142	0
2021-06-03	5926	18	142	0
2021-06-02	5908	19	142	0
2021-06-01	5889	23	142	0
2021-05-31	5866	11	142	0
2021-05-30	5855	6	142	0
2021-05-29	5849	10	142	0
2021-05-28	5839	8	142	0
2021-05-27	5831	12	142	0
2021-05-26	5819	7	142	0
2021-05-25	5812	3	142	0
2021-05-24	5809	7	142	0
2021-05-23	5802	2	142	0
2021-05-22	5800	4	142	0
2021-05-21	5796	13	142	0
2021-05-20	5783	17	142	0
2021-05-19	5766	10	142	0
2021-05-18	5756	24	142	0
2021-05-17	5732	14	142	0
2021-05-16	5718	16	142	0
2021-05-15	5702	4	142	0
2021-05-14	5698	19	142	0
2021-05-13	5679	24	142	0
2021-05-12	5655	27	142	0
2021-05-11	5628	28	142	0
2021-05-10	5600	9	142	0
2021-05-09	5591	5	142	0
2021-05-08	5586	12	142	0
2021-05-07	5574	35	142	0
2021-05-06	5539	32	142	0
2021-05-05	5507	38	142	0
2021-05-04	5469	38	142	2
2021-05-03	5431	13	140	0
2021-05-02	5418	16	140	0
2021-05-01	5402	47	140	0
2021-04-30	5355	20	140	0
2021-04-29	5335	49	140	0
2021-04-28	5286	45	140	0
2021-04-27	5241	46	140	0
2021-04-26	5195	18	140	0
2021-04-25	5177	19	140	0
2021-04-24	5158	30	140	0
2021-04-23	5128	33	140	0
2021-04-22	5095	37	140	2
2021-04-21	5058	43	138	1
2021-04-20	5015	30	137	0
2021-04-19	4985	10	137	0
2021-04-18	4975	27	137	0
2021-04-17	4948	35	137	2
2021-04-16	4913	28	135	1
2021-04-15	4885	62	134	1
2021-04-14	4823	43	133	0
2021-04-13	4780	15	133	0
2021-04-12	4765	12	133	0
2021-04-11	4753	27	133	0
2021-04-10	4726	21	133	0
2021-04-09	4705	22	133	0
2021-04-08	4683	14	133	0
2021-04-07	4669	20	133	0
2021-04-06	4649	12	133	0
2021-04-05	4637	22	133	0
2021-04-04	4615	4	133	0
2021-04-03	4611	6	133	0
2021-04-02	4605	20	133	0
2021-04-01	4585	16	133	0
2021-03-31	4569	31	133	2
2021-03-30	4538	18	131	0
2021-03-29	4520	15	131	0
2021-03-28	4505	20	131	0
2021-03-27	4485	21	131	0
2021-03-26	4464	19	131	0
2021-03-25	4445	35	131	4
2021-03-24	4410	27	127	0
2021-03-23	4383	28	127	2
2021-03-21	4355	5	125	0
2021-03-20	4350	15	125	0
2021-03-19	4335	22	125	1
2021-03-18	4313	19	124	1
2021-03-17	4294	10	123	0
2021-03-16	4284	12	123	0
2021-03-14	4272	4	123	0
2021-03-13	4268	3	123	0
2021-03-12	4265	9	123	0
2021-03-11	4256	6	123	0
2021-03-10	4250	6	123	0
2021-03-09	4244	9	123	0
2021-03-08	4235	3	123	0
2021-03-07	4232	2	123	0
2021-03-06	4230	3	123	0
2021-03-05	4227	10	123	0
2021-03-04	4217	10	123	0
2021-03-03	4207	10	123	0
2021-03-02	4197	12	123	0
2021-03-01	4185	4	123	0
2021-02-28	4181	3	123	0
2021-02-27	4178	12	123	0
2021-02-26	4166	11	123	1
2021-02-25	4155	8	122	0
2021-02-24	4147	12	122	0
2021-02-23	4135	19	122	0
2021-02-22	4116	9	122	0
2021-02-21	4107	23	122	0
2021-02-20	4084	14	122	0
2021-02-19	4070	9	122	0
2021-02-18	4061	11	122	0
2021-02-17	4050	9	122	0
2021-02-16	4041	13	122	1
2021-02-15	4028	5	121	0
2021-02-14	4023	5	121	0
2021-02-13	4018	4	121	0
2021-02-12	4014	6	121	0
2021-02-11	4008	18	121	0
2021-02-10	3990	10	121	0
2021-02-09	3980	22	121	2
2021-02-08	3958	8	119	0
2021-02-07	3950	7	119	0
2021-02-06	3943	17	119	1
2021-02-05	3926	33	118	0
2021-02-04	3893	16	118	0
2021-02-03	3877	26	118	1
2021-02-02	3851	45	117	2
2021-02-01	3806	5	115	0
2021-01-31	3801	14	115	0
2021-01-30	3787	14	115	0
2021-01-29	3773	23	115	0
2021-01-28	3750	55	115	2
2021-01-27	3695	25	113	0
2021-01-26	3670	70	113	5
2021-01-25	3600	6	108	0
2021-01-24	3594	15	108	0
2021-01-23	3579	18	108	0
2021-01-22	3561	14	108	0
2021-01-21	3547	32	108	3
2021-01-20	3515	55	105	1
2021-01-19	3460	36	104	1
2021-01-18	3424	23	103	0
2021-01-17	3401	8	103	0
2021-01-16	3393	41	103	1
2021-01-15	3352	38	102	0
2021-01-14	3314	46	102	4
2021-01-13	3268	26	98	1
2021-01-12	3242	55	97	1
2021-01-11	3187	31	96	3
2021-01-10	3156	19	93	0
2021-01-09	3137	47	93	4
2021-01-08	3090	65	89	4
2021-01-07	3025	37	85	1
2021-01-06	2988	87	84	3
2021-01-05	2901	42	81	2
2021-01-04	2859	31	79	3
2021-01-03	2828	15	76	1
2021-01-02	2813	39	75	1
2021-01-01	2774	41	74	2
2020-12-31	2733	37	72	4
2020-12-30	2696	45	68	0
2020-12-29	2651	56	68	2
2020-12-28	2595	57	66	2
2020-12-27	2538	39	64	1
2020-12-26	2499	24	63	0
2020-12-25	2475	27	63	5
2020-12-24	2448	39	58	3
2020-12-23	2409	51	55	3
2020-12-22	2358	32	52	2
2020-12-21	2326	51	50	4
2020-12-20	2275	23	46	2
2020-12-19	2252	2	44	0
2020-12-18	2250	56	44	2
2020-12-17	2194	59	42	2
2020-12-16	2135	52	40	3
2020-12-15	2083	39	37	2
2020-12-14	2044	50	35	2
2020-12-13	1994	54	33	1
2020-12-12	1940	42	32	2
2020-12-11	1898	58	30	1
2020-12-10	1840	42	29	0
2020-12-09	1798	63	29	1
2020-12-08	1735	22	28	0
2020-12-07	1713	47	28	4
2020-12-06	1666	27	24	0
2020-12-05	1639	15	24	0
2020-12-04	1624	12	24	1
2020-12-03	1612	42	23	3
2020-12-02	1570	23	20	0
2020-12-01	1547	31	20	0
2020-11-30	1516	28	20	0
2020-11-29	1488	21	20	1
2020-11-28	1467	14	19	0
2020-11-27	1453	38	19	0
2020-11-26	1415	34	19	2
2020-11-25	1381	37	17	1
2020-11-24	1344	54	16	0
2020-11-23	1290	52	16	1
2020-11-22	1238	12	15	0
2020-11-21	1226	12	15	0
2020-11-20	1214	29	15	0
2020-11-19	1185	65	15	2
2020-11-18	1120	54	13	0
2020-11-17	1066	44	13	1
2020-11-16	1022	67	12	1
2020-11-15	955	8	11	0
2020-11-14	947	29	11	0
2020-11-13	918	29	11	0
2020-11-12	889	34	11	0
2020-11-11	855	22	11	0
2020-11-10	833	12	11	1
2020-11-09	821	44	10	0
2020-11-08	777	11	10	0
2020-11-07	766	9	10	0
2020-11-06	757	18	10	0
2020-11-05	739	34	10	0
2020-11-04	705	9	10	0
2020-11-03	696	21	10	0
2020-11-02	675	17	10	0
2020-11-01	658	18	10	0
2020-10-31	640	13	10	0
2020-10-30	627	20	10	0
2020-10-29	607	32	10	0
2020-10-28	575	19	10	0
2020-10-27	556	41	10	0
2020-10-26	515	35	10	1
2020-10-23	480	20	9	0
2020-10-22	460	8	9	0
2020-10-21	452	17	9	0
2020-10-20	435	9	9	0
2020-10-19	426	16	9	1
2020-10-16	410	8	8	0
2020-10-14	402	2	8	0
2020-10-13	400	18	8	0
2020-10-12	382	6	8	0
2020-10-09	376	3	8	0
2020-10-08	373	7	8	0
2020-10-07	366	9	8	0
2020-10-06	357	8	8	0
2020-10-05	349	10	8	0
2020-10-02	339	1	8	0
2020-10-01	338	5	8	0
2020-09-30	333	4	8	0
2020-09-29	329	5	8	0
2020-09-25	324	2	8	1
2020-09-24	322	3	7	0
2020-09-21	319	5	7	0
2020-09-18	314	5	7	0
2020-09-17	309	2	7	0
2020-09-16	307	3	7	0
2020-09-15	304	1	7	0
2020-09-11	303	2	7	0
2020-09-10	301	2	7	0
2020-09-09	299	2	7	0
2020-09-07	297	9	7	0
2020-09-03	288	1	7	0
2020-09-02	287	5	7	0
2020-08-31	282	4	7	0
2020-08-28	278	9	7	0
2020-08-27	269	1	7	0
2020-08-25	268	1	7	0
2020-08-24	267	7	7	0
2020-08-21	260	8	7	0
2020-08-20	252	5	7	0
2020-08-18	247	3	7	0
2020-08-17	244	13	7	0
2020-08-14	231	7	7	0
2020-08-13	224	7	7	0
2020-08-12	217	4	7	0
2020-08-11	213	1	7	0
2020-08-10	212	3	7	0
2020-08-06	209	2	7	0
2020-08-05	207	1	7	0
2020-08-04	206	1	7	0
2020-07-30	205	1	7	0
2020-07-23	204	1	7	0
2020-07-22	203	1	7	0
2020-07-13	202	1	7	0
2020-07-03	201	1	7	0
2020-06-22	200	1	7	0
2020-06-16	199	2	7	0
2020-06-10	197	1	7	0
2020-06-03	196	2	7	0
2020-05-15	194	1	7	0
2020-05-13	193	1	7	0
2020-05-12	192	1	7	0
2020-05-08	191	1	7	0
2020-05-05	190	3	7	1
2020-05-04	187	2	6	1
2020-04-30	185	1	5	0
2020-04-24	184	2	5	0
2020-04-23	182	2	5	0
2020-04-22	180	5	5	1
2020-04-21	175	4	4	0
2020-04-20	171	7	4	1
2020-04-17	164	5	3	0
2020-04-16	159	2	3	0
2020-04-15	157	6	3	1
2020-04-14	151	8	2	0
2020-04-08	143	4	2	0
2020-04-07	139	5	2	0
2020-04-06	134	5	2	0
2020-04-03	129	7	2	1
2020-04-02	122	8	1	0
2020-04-01	114	11	1	1
2020-03-31	103	9	0	0
2020-03-30	94	17	0	0
2020-03-27	77	5	0	0
2020-03-26	72	9	0	0
2020-03-25	63	4	0	0
2020-03-24	59	9	0	0
2020-03-23	50	7	0	0
2020-03-20	43	11	0	0
2020-03-19	32	8	0	0
2020-03-18	24	3	0	0
2020-03-16	21	7	0	0
2020-03-13	14	1	0	0
2020-03-12	13	5	0	0
2020-03-11	8	7	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: 0:02:26.629556