Germany: LK Alzey-Worms (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 14:40:21 CEST

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

overview(country="Germany", subregion="LK Alzey-Worms", weeks=5);

overview(country="Germany", subregion="LK Alzey-Worms");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Alzey-Worms")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Alzey-Worms")
print(f'Population of country="Germany", subregion="LK Alzey-Worms": {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 Alzey-Worms": 131330 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	57834	17	261	0
2023-03-03	57817	9	261	0
2023-03-02	57808	15	261	0
2023-03-01	57793	23	261	0
2023-02-28	57770	58	261	0
2023-02-27	57712	72	261	0
2023-02-24	57640	23	261	0
2023-02-23	57617	43	261	0
2023-02-22	57574	39	261	0
2023-02-21	57535	41	261	1
2023-02-20	57494	57	260	0
2023-02-17	57437	15	260	0
2023-02-16	57422	43	260	0
2023-02-15	57379	34	260	1
2023-02-14	57345	49	259	0
2023-02-13	57296	64	259	0
2023-02-10	57232	24	259	1
2023-02-09	57208	33	258	0
2023-02-08	57175	21	258	0
2023-02-07	57154	66	258	0
2023-02-06	57088	45	258	0
2023-02-03	57043	15	258	0
2023-02-02	57028	34	258	0
2023-02-01	56994	32	258	0
2023-01-31	56962	32	258	0
2023-01-30	56930	35	258	0
2023-01-27	56895	10	258	0
2023-01-26	56885	25	258	0
2023-01-25	56860	13	258	0
2023-01-24	56847	31	258	0
2023-01-23	56816	31	258	2
2023-01-20	56785	17	256	0
2023-01-19	56768	17	256	0
2023-01-18	56751	13	256	0
2023-01-17	56738	21	256	0
2023-01-16	56717	28	256	0
2023-01-13	56689	12	256	0
2023-01-12	56677	14	256	0
2023-01-11	56663	13	256	0
2023-01-10	56650	32	256	0
2023-01-09	56618	47	256	0
2023-01-06	56571	13	256	0
2023-01-05	56558	26	256	0
2023-01-04	56532	27	256	0
2023-01-03	56505	61	256	0
2023-01-02	56444	81	256	1
2022-12-30	56363	34	255	0
2022-12-29	56329	43	255	0
2022-12-28	56286	66	255	0
2022-12-27	56220	104	255	0
2022-12-23	56116	62	255	0
2022-12-22	56054	65	255	0
2022-12-21	55989	38	255	0
2022-12-20	55951	80	255	1
2022-12-19	55871	92	254	0
2022-12-16	55779	39	254	0
2022-12-15	55740	36	254	0
2022-12-14	55704	33	254	0
2022-12-13	55671	86	254	0
2022-12-12	55585	67	254	0
2022-12-09	55518	25	254	0
2022-12-08	55493	46	254	1
2022-12-07	55447	44	253	0
2022-12-06	55403	38	253	0
2022-12-05	55365	62	253	0
2022-12-02	55303	27	253	0
2022-12-01	55276	48	253	0
2022-11-30	55228	31	253	0
2022-11-29	55197	54	253	0
2022-11-28	55143	66	253	0
2022-11-25	55077	35	253	0
2022-11-24	55042	37	253	0
2022-11-23	55005	60	253	0
2022-11-22	54945	71	253	0
2022-11-21	54874	108	253	2
2022-11-18	54766	52	251	0
2022-11-17	54714	18	251	1
2022-11-16	54696	93	250	0
2022-11-15	54603	23	250	0
2022-11-14	54580	83	250	1
2022-11-11	54497	31	249	0
2022-11-10	54466	67	249	0
2022-11-09	54399	46	249	0
2022-11-08	54353	65	249	0
2022-11-07	54288	125	249	0
2022-11-04	54163	64	249	0
2022-11-03	54099	97	249	0
2022-11-02	54002	180	249	0
2022-10-31	53822	129	249	0
2022-10-28	53693	44	249	1
2022-10-27	53649	133	248	0
2022-10-26	53516	149	248	0
2022-10-25	53367	126	248	1
2022-10-24	53241	219	247	2
2022-10-21	53022	136	245	0
2022-10-20	52886	534	245	0
2022-10-19	52352	619	245	0
2022-10-18	51733	275	245	1
2022-10-17	51458	438	244	0
2022-10-14	51020	217	244	1
2022-10-13	50803	348	243	1
2022-10-12	50455	51	242	0
2022-10-11	50404	168	242	0
2022-10-10	50236	289	242	2
2022-10-07	49947	129	240	0
2022-10-06	49818	207	240	2
2022-10-05	49611	219	238	2
2022-10-04	49392	94	236	1
2022-09-30	49298	161	235	0
2022-09-29	49137	198	235	0
2022-09-28	48939	287	235	0
2022-09-27	48652	341	235	0
2022-09-26	48311	40	235	0
2022-09-23	48271	54	235	0
2022-09-22	48217	148	235	1
2022-09-21	48069	172	234	1
2022-09-20	47897	168	233	2
2022-09-19	47729	120	231	1
2022-09-16	47609	78	230	0
2022-09-15	47531	96	230	1
2022-09-14	47435	164	229	1
2022-09-13	47271	168	228	0
2022-09-12	47103	103	228	1
2022-09-09	47000	84	227	0
2022-09-08	46916	80	227	0
2022-09-07	46836	120	227	0
2022-09-06	46716	115	227	1
2022-09-05	46601	76	226	1
2022-09-02	46525	54	225	0
2022-09-01	46471	67	225	0
2022-08-31	46404	62	225	0
2022-08-30	46342	74	225	0
2022-08-29	46268	102	225	0
2022-08-26	46166	44	225	0
2022-08-25	46122	43	225	1
2022-08-24	46079	50	224	0
2022-08-23	46029	89	224	0
2022-08-22	45940	65	224	0
2022-08-19	45875	48	224	0
2022-08-18	45827	60	224	0
2022-08-17	45767	72	224	0
2022-08-16	45695	102	224	0
2022-08-15	45593	133	224	2
2022-08-12	45460	47	222	0
2022-08-11	45413	104	222	0
2022-08-10	45309	96	222	0
2022-08-09	45213	130	222	0
2022-08-08	45083	171	222	0
2022-08-05	44912	46	222	1
2022-08-04	44866	157	221	2
2022-08-03	44709	150	219	1
2022-08-02	44559	209	218	0
2022-08-01	44350	64	218	1
2022-07-29	44286	125	217	1
2022-07-28	44161	231	216	1
2022-07-27	43930	280	215	0
2022-07-26	43650	266	215	1
2022-07-25	43384	169	214	0
2022-07-22	43215	202	214	0
2022-07-21	43013	254	214	0
2022-07-20	42759	190	214	0
2022-07-19	42569	358	214	2
2022-07-18	42211	191	212	1
2022-07-15	42020	169	211	1
2022-07-14	41851	260	210	1
2022-07-13	41591	138	209	0
2022-07-12	41453	198	209	0
2022-07-11	41255	119	209	2
2022-07-08	41136	218	207	0
2022-07-07	40918	241	207	0
2022-07-06	40677	188	207	0
2022-07-05	40489	201	207	0
2022-07-04	40288	223	207	0
2022-07-01	40065	194	207	0
2022-06-30	39871	94	207	1
2022-06-29	39777	209	206	1
2022-06-28	39568	224	205	0
2022-06-27	39344	210	205	1
2022-06-24	39134	126	204	0
2022-06-23	39008	196	204	1
2022-06-22	38812	218	203	1
2022-06-21	38594	151	202	0
2022-06-20	38443	118	202	0
2022-06-17	38325	87	202	1
2022-06-15	38238	201	201	0
2022-06-14	38037	144	201	0
2022-06-13	37893	87	201	2
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2021-08-06	5114	1	125	1
2021-08-05	5113	3	124	0
2021-08-04	5110	2	124	0
2021-08-03	5108	6	124	0
2021-08-02	5102	1	124	0
2021-07-31	5101	1	124	0
2021-07-30	5100	2	124	0
2021-07-29	5098	2	124	0
2021-07-27	5096	2	124	0
2021-07-26	5094	5	124	0
2021-07-24	5089	1	124	0
2021-07-23	5088	3	124	0
2021-07-22	5085	2	124	0
2021-07-21	5083	7	124	0
2021-07-20	5076	3	124	0
2021-07-19	5073	3	124	0
2021-07-16	5070	5	124	0
2021-07-15	5065	5	124	0
2021-07-14	5060	2	124	0
2021-07-13	5058	3	124	0
2021-07-12	5055	3	124	0
2021-07-09	5052	4	124	0
2021-07-08	5048	1	124	0
2021-07-07	5047	10	124	0
2021-07-06	5037	6	124	0
2021-07-03	5031	1	124	0
2021-07-02	5030	1	124	0
2021-07-01	5029	2	124	0
2021-06-30	5027	2	124	0
2021-06-29	5025	2	124	0
2021-06-28	5023	3	124	0
2021-06-23	5020	3	124	0
2021-06-22	5017	7	124	0
2021-06-21	5010	2	124	0
2021-06-19	5008	2	124	0
2021-06-18	5006	4	124	0
2021-06-17	5002	1	124	0
2021-06-16	5001	1	124	0
2021-06-15	5000	6	124	0
2021-06-14	4994	5	124	0
2021-06-10	4989	2	124	0
2021-06-09	4987	5	124	0
2021-06-08	4982	6	124	0
2021-06-07	4976	1	124	0
2021-06-05	4975	7	124	0
2021-06-03	4968	2	124	0
2021-06-02	4966	7	124	0
2021-06-01	4959	5	124	0
2021-05-31	4954	3	124	0
2021-05-30	4951	3	124	0
2021-05-29	4948	9	124	0
2021-05-28	4939	5	124	0
2021-05-27	4934	11	124	0
2021-05-26	4923	12	124	2
2021-05-25	4911	6	122	0
2021-05-23	4905	5	122	0
2021-05-22	4900	10	122	0
2021-05-21	4890	12	122	0
2021-05-20	4878	7	122	0
2021-05-19	4871	21	122	0
2021-05-18	4850	10	122	0
2021-05-17	4840	4	122	0
2021-05-16	4836	3	122	0
2021-05-15	4833	7	122	1
2021-05-14	4826	9	121	0
2021-05-13	4817	22	121	0
2021-05-12	4795	16	121	0
2021-05-11	4779	26	121	0
2021-05-10	4753	8	121	0
2021-05-09	4745	17	121	0
2021-05-07	4728	26	121	0
2021-05-06	4702	25	121	0
2021-05-05	4677	26	121	0
2021-05-04	4651	23	121	0
2021-05-03	4628	6	121	0
2021-05-02	4622	22	121	0
2021-05-01	4600	10	121	0
2021-04-30	4590	22	121	0
2021-04-29	4568	27	121	1
2021-04-28	4541	43	120	0
2021-04-27	4498	29	120	0
2021-04-26	4469	18	120	0
2021-04-25	4451	5	120	0
2021-04-24	4446	22	120	0
2021-04-23	4424	31	120	1
2021-04-22	4393	26	119	1
2021-04-21	4367	55	118	0
2021-04-20	4312	25	118	1
2021-04-19	4287	7	117	1
2021-04-18	4280	30	116	0
2021-04-17	4250	13	116	1
2021-04-16	4237	48	115	0
2021-04-15	4189	33	115	0
2021-04-14	4156	39	115	0
2021-04-13	4117	15	115	0
2021-04-12	4102	12	115	0
2021-04-11	4090	18	115	0
2021-04-10	4072	18	115	1
2021-04-09	4054	23	114	0
2021-04-08	4031	38	114	0
2021-04-07	3993	42	114	0
2021-04-06	3951	3	114	0
2021-04-05	3948	9	114	1
2021-04-04	3939	35	113	0
2021-04-03	3904	3	113	0
2021-04-02	3901	9	113	0
2021-04-01	3892	34	113	0
2021-03-31	3858	38	113	0
2021-03-30	3820	38	113	0
2021-03-29	3782	24	113	0
2021-03-28	3758	9	113	0
2021-03-27	3749	39	113	0
2021-03-26	3710	33	113	1
2021-03-25	3677	47	112	0
2021-03-24	3630	49	112	0
2021-03-23	3581	25	112	0
2021-03-22	3556	6	112	0
2021-03-21	3550	8	112	0
2021-03-20	3542	33	112	0
2021-03-19	3509	26	112	0
2021-03-18	3483	12	112	0
2021-03-17	3471	35	112	0
2021-03-16	3436	15	112	1
2021-03-15	3421	2	111	0
2021-03-13	3419	7	111	0
2021-03-12	3412	10	111	0
2021-03-11	3402	7	111	0
2021-03-10	3395	6	111	0
2021-03-09	3389	11	111	0
2021-03-08	3378	5	111	0
2021-03-06	3373	5	111	0
2021-03-05	3368	11	111	0
2021-03-04	3357	10	111	0
2021-03-03	3347	5	111	0
2021-03-02	3342	9	111	0
2021-03-01	3333	4	111	0
2021-02-28	3329	1	111	0
2021-02-27	3328	17	111	0
2021-02-26	3311	12	111	2
2021-02-25	3299	9	109	0
2021-02-24	3290	14	109	0
2021-02-23	3276	9	109	0
2021-02-21	3267	14	109	0
2021-02-20	3253	3	109	0
2021-02-19	3250	6	109	0
2021-02-18	3244	14	109	0
2021-02-17	3230	9	109	1
2021-02-16	3221	11	108	0
2021-02-15	3210	11	108	0
2021-02-14	3199	4	108	0
2021-02-12	3195	9	108	0
2021-02-11	3186	3	108	0
2021-02-10	3183	18	108	0
2021-02-09	3165	12	108	0
2021-02-08	3153	6	108	0
2021-02-07	3147	7	108	0
2021-02-06	3140	14	108	1
2021-02-05	3126	20	107	0
2021-02-04	3106	12	107	0
2021-02-03	3094	9	107	0
2021-02-02	3085	32	107	0
2021-02-01	3053	3	107	0
2021-01-31	3050	4	107	0
2021-01-30	3046	10	107	0
2021-01-29	3036	17	107	0
2021-01-28	3019	12	107	0
2021-01-27	3007	26	107	0
2021-01-26	2981	14	107	1
2021-01-25	2967	1	106	0
2021-01-24	2966	11	106	0
2021-01-23	2955	12	106	0
2021-01-22	2943	17	106	1
2021-01-21	2926	41	105	3
2021-01-20	2885	27	102	2
2021-01-19	2858	34	100	1
2021-01-18	2824	6	99	0
2021-01-17	2818	11	99	0
2021-01-16	2807	10	99	0
2021-01-15	2797	23	99	0
2021-01-14	2774	31	99	0
2021-01-13	2743	25	99	1
2021-01-12	2718	36	98	4
2021-01-11	2682	20	94	0
2021-01-10	2662	14	94	0
2021-01-09	2648	7	94	1
2021-01-08	2641	49	93	1
2021-01-07	2592	29	92	0
2021-01-06	2563	46	92	2
2021-01-05	2517	31	90	7
2021-01-04	2486	12	83	1
2021-01-03	2474	8	82	1
2021-01-02	2466	21	81	0
2021-01-01	2445	15	81	2
2020-12-31	2430	29	79	3
2020-12-30	2401	29	76	0
2020-12-29	2372	28	76	2
2020-12-28	2344	28	74	2
2020-12-27	2316	14	72	1
2020-12-26	2302	13	71	1
2020-12-25	2289	36	70	2
2020-12-24	2253	2	68	0
2020-12-23	2251	38	68	1
2020-12-22	2213	33	67	0
2020-12-21	2180	28	67	0
2020-12-20	2152	39	67	2
2020-12-19	2113	27	65	1
2020-12-18	2086	34	64	4
2020-12-17	2052	23	60	1
2020-12-16	2029	39	59	2
2020-12-15	1990	33	57	3
2020-12-14	1957	24	54	1
2020-12-13	1933	18	53	1
2020-12-12	1915	34	52	1
2020-12-11	1881	38	51	2
2020-12-10	1843	43	49	1
2020-12-09	1800	65	48	1
2020-12-08	1735	22	47	1
2020-12-07	1713	28	46	0
2020-12-06	1685	34	46	0
2020-12-05	1651	9	46	1
2020-12-04	1642	50	45	4
2020-12-03	1592	33	41	2
2020-12-02	1559	19	39	1
2020-12-01	1540	17	38	1
2020-11-30	1523	4	37	2
2020-11-29	1519	37	35	7
2020-11-28	1482	36	28	4
2020-11-27	1446	38	24	0
2020-11-26	1408	61	24	0
2020-11-25	1347	38	24	1
2020-11-24	1309	36	23	4
2020-11-23	1273	18	19	1
2020-11-22	1255	10	18	0
2020-11-21	1245	41	18	0
2020-11-20	1204	46	18	1
2020-11-19	1158	36	17	0
2020-11-18	1122	23	17	0
2020-11-17	1099	44	17	1
2020-11-16	1055	8	16	0
2020-11-15	1047	22	16	1
2020-11-14	1025	39	15	1
2020-11-13	986	48	14	0
2020-11-12	938	37	14	0
2020-11-11	901	32	14	0
2020-11-10	869	23	14	0
2020-11-09	846	23	14	0
2020-11-08	823	23	14	0
2020-11-07	800	37	14	0
2020-11-06	763	43	14	0
2020-11-05	720	16	14	0
2020-11-04	704	19	14	0
2020-11-03	685	18	14	0
2020-11-02	667	12	14	1
2020-11-01	655	24	13	0
2020-10-31	631	18	13	0
2020-10-30	613	19	13	0
2020-10-29	594	28	13	1
2020-10-28	566	14	12	0
2020-10-27	552	21	12	0
2020-10-26	531	9	12	0
2020-10-24	522	7	12	0
2020-10-23	515	15	12	0
2020-10-22	500	16	12	0
2020-10-21	484	8	12	0
2020-10-20	476	6	12	0
2020-10-19	470	2	12	0
2020-10-18	468	10	12	0
2020-10-17	458	4	12	0
2020-10-16	454	12	12	0
2020-10-15	442	10	12	0
2020-10-14	432	11	12	0
2020-10-13	421	6	12	0
2020-10-12	415	1	12	0
2020-10-11	414	5	12	0
2020-10-10	409	5	12	0
2020-10-09	404	5	12	0
2020-10-08	399	2	12	0
2020-10-07	397	3	12	0
2020-10-06	394	8	12	0
2020-10-03	386	6	12	0
2020-10-02	380	1	12	0
2020-10-01	379	4	12	0
2020-09-30	375	12	12	0
2020-09-29	363	2	12	0
2020-09-28	361	7	12	0
2020-09-27	354	1	12	0
2020-09-26	353	6	12	0
2020-09-25	347	2	12	0
2020-09-24	345	1	12	0
2020-09-23	344	1	12	0
2020-09-22	343	4	12	0
2020-09-19	339	1	12	0
2020-09-18	338	2	12	0
2020-09-16	336	1	12	0
2020-09-15	335	1	12	0
2020-09-14	334	1	12	0
2020-09-12	333	3	12	0
2020-09-11	330	2	12	0
2020-09-10	328	3	12	0
2020-09-09	325	1	12	0
2020-09-05	324	2	12	0
2020-09-03	322	3	12	0
2020-09-02	319	1	12	0
2020-08-31	318	1	12	0
2020-08-30	317	2	12	0
2020-08-27	315	2	12	0
2020-08-25	313	2	12	0
2020-08-22	311	2	12	0
2020-08-21	309	1	12	0
2020-08-20	308	1	12	0
2020-08-19	307	14	12	0
2020-08-18	293	3	12	0
2020-08-17	290	3	12	0
2020-08-16	287	1	12	0
2020-08-14	286	1	12	0
2020-08-13	285	1	12	0
2020-08-12	284	1	12	0
2020-08-11	283	3	12	0
2020-08-10	280	1	12	0
2020-08-08	279	1	12	0
2020-08-07	278	2	12	0
2020-08-05	276	1	12	0
2020-08-04	275	1	12	0
2020-07-24	274	1	12	0
2020-06-23	273	1	12	0
2020-06-16	272	1	12	0
2020-06-14	271	1	12	0
2020-06-05	270	2	12	0
2020-05-30	268	1	12	0
2020-05-22	267	1	12	0
2020-05-20	266	3	12	0
2020-05-19	263	1	12	0
2020-05-15	262	1	12	0
2020-05-14	261	3	12	0
2020-05-13	258	4	12	0
2020-05-12	254	4	12	0
2020-05-09	250	3	12	0
2020-05-08	247	2	12	0
2020-05-07	245	2	12	0
2020-05-06	243	5	12	0
2020-05-05	238	4	12	0
2020-05-01	234	2	12	0
2020-04-30	232	5	12	0
2020-04-29	227	6	12	1
2020-04-28	221	8	11	3
2020-04-27	213	12	8	2
2020-04-26	201	5	6	0
2020-04-25	196	8	6	0
2020-04-24	188	7	6	1
2020-04-23	181	4	5	0
2020-04-22	177	4	5	0
2020-04-21	173	3	5	0
2020-04-20	170	2	5	0
2020-04-19	168	1	5	0
2020-04-18	167	3	5	0
2020-04-17	164	7	5	0
2020-04-16	157	5	5	0
2020-04-15	152	2	5	0
2020-04-14	150	9	5	0
2020-04-13	141	3	5	0
2020-04-12	138	1	5	0
2020-04-11	137	3	5	1
2020-04-10	134	9	4	0
2020-04-09	125	4	4	2
2020-04-08	121	9	2	0
2020-04-07	112	4	2	0
2020-04-04	108	5	2	0
2020-04-03	103	6	2	1
2020-04-02	97	3	1	0
2020-04-01	94	4	1	0
2020-03-31	90	4	1	0
2020-03-30	86	1	1	0
2020-03-29	85	3	1	1
2020-03-28	82	5	0	0
2020-03-27	77	5	0	0
2020-03-26	72	7	0	0
2020-03-25	65	4	0	0
2020-03-24	61	3	0	0
2020-03-23	58	5	0	0
2020-03-22	53	7	0	0
2020-03-21	46	2	0	0
2020-03-20	44	10	0	0
2020-03-19	34	9	0	0
2020-03-18	25	1	0	0
2020-03-17	24	13	0	0
2020-03-16	11	4	0	0
2020-03-14	7	5	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: 0:02:55.281017