Germany: LK Neustadt a.d.Aisch-Bad Windsheim (Bayern)

• 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 11:12:35 CEST

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

overview(country="Germany", subregion="LK Neustadt a.d.Aisch-Bad Windsheim", weeks=5);

overview(country="Germany", subregion="LK Neustadt a.d.Aisch-Bad Windsheim");

compare_plot(country="Germany", subregion="LK Neustadt a.d.Aisch-Bad Windsheim", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Neustadt a.d.Aisch-Bad Windsheim")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Neustadt a.d.Aisch-Bad Windsheim")
print(f'Population of country="Germany", subregion="LK Neustadt a.d.Aisch-Bad Windsheim": {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 Neustadt a.d.Aisch-Bad Windsheim": 101788 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	51236	10	185	0
2023-03-03	51226	10	185	0
2023-03-02	51216	14	185	0
2023-03-01	51202	37	185	0
2023-02-28	51165	28	185	0
2023-02-27	51137	61	185	0
2023-02-24	51076	24	185	0
2023-02-23	51052	35	185	0
2023-02-22	51017	84	185	1
2023-02-20	50933	47	184	0
2023-02-17	50886	24	184	0
2023-02-16	50862	30	184	0
2023-02-15	50832	34	184	0
2023-02-14	50798	43	184	0
2023-02-13	50755	34	184	0
2023-02-10	50721	22	184	0
2023-02-09	50699	25	184	0
2023-02-08	50674	41	184	0
2023-02-07	50633	26	184	0
2023-02-06	50607	59	184	0
2023-02-03	50548	18	184	0
2023-02-02	50530	16	184	0
2023-02-01	50514	18	184	0
2023-01-31	50496	33	184	0
2023-01-30	50463	30	184	0
2023-01-27	50433	13	184	0
2023-01-26	50420	17	184	0
2023-01-25	50403	11	184	0
2023-01-24	50392	19	184	0
2023-01-23	50373	24	184	0
2023-01-20	50349	9	184	0
2023-01-19	50340	9	184	0
2023-01-18	50331	16	184	0
2023-01-17	50315	12	184	0
2023-01-16	50303	24	184	0
2023-01-13	50279	4	184	1
2023-01-12	50275	8	183	0
2023-01-11	50267	25	183	0
2023-01-10	50242	18	183	1
2023-01-09	50224	32	182	0
2023-01-05	50192	13	182	1
2023-01-04	50179	28	181	0
2023-01-03	50151	31	181	0
2023-01-02	50120	44	181	0
2022-12-30	50076	14	181	0
2022-12-29	50062	41	181	1
2022-12-28	50021	25	180	0
2022-12-27	49996	57	180	0
2022-12-23	49939	21	180	0
2022-12-22	49918	26	180	0
2022-12-21	49892	26	180	0
2022-12-20	49866	31	180	0
2022-12-19	49835	35	180	1
2022-12-16	49800	23	179	0
2022-12-15	49777	16	179	0
2022-12-14	49761	31	179	0
2022-12-13	49730	24	179	0
2022-12-12	49706	38	179	0
2022-12-09	49668	29	179	1
2022-12-08	49639	21	178	0
2022-12-07	49618	36	178	0
2022-12-06	49582	27	178	0
2022-12-05	49555	26	178	0
2022-12-02	49529	24	178	0
2022-12-01	49505	14	178	0
2022-11-30	49491	30	178	0
2022-11-29	49461	35	178	0
2022-11-28	49426	44	178	0
2022-11-25	49382	40	178	1
2022-11-24	49342	18	177	0
2022-11-23	49324	20	177	0
2022-11-22	49304	25	177	0
2022-11-21	49279	32	177	0
2022-11-18	49247	21	177	0
2022-11-17	49226	21	177	0
2022-11-16	49205	24	177	0
2022-11-15	49181	39	177	0
2022-11-14	49142	40	177	0
2022-11-11	49102	20	177	0
2022-11-10	49082	34	177	1
2022-11-09	49048	44	176	0
2022-11-08	49004	58	176	0
2022-11-07	48946	68	176	0
2022-11-04	48878	47	176	1
2022-11-03	48831	41	175	1
2022-11-02	48790	75	174	0
2022-10-31	48715	77	174	1
2022-10-28	48638	51	173	0
2022-10-27	48587	52	173	0
2022-10-26	48535	100	173	0
2022-10-25	48435	95	173	0
2022-10-24	48340	223	173	1
2022-10-21	48117	135	172	0
2022-10-20	47982	111	172	1
2022-10-19	47871	220	171	0
2022-10-18	47651	202	171	0
2022-10-17	47449	227	171	2
2022-10-15	47222	1	169	0
2022-10-14	47221	145	169	0
2022-10-13	47076	164	169	0
2022-10-12	46912	239	169	0
2022-10-11	46673	161	169	1
2022-10-10	46512	346	168	4
2022-10-07	46166	192	164	0
2022-10-06	45974	215	164	0
2022-10-05	45759	184	164	1
2022-10-04	45575	179	163	2
2022-09-30	45396	116	161	0
2022-09-29	45280	130	161	0
2022-09-28	45150	134	161	0
2022-09-27	45016	106	161	0
2022-09-26	44910	104	161	0
2022-09-23	44806	68	161	0
2022-09-22	44738	62	161	0
2022-09-21	44676	62	161	0
2022-09-20	44614	54	161	0
2022-09-19	44560	48	161	0
2022-09-16	44512	45	161	0
2022-09-15	44467	34	161	0
2022-09-14	44433	51	161	0
2022-09-13	44382	54	161	0
2022-09-12	44328	54	161	0
2022-09-09	44274	51	161	0
2022-09-08	44223	46	161	1
2022-09-07	44177	63	160	0
2022-09-06	44114	31	160	0
2022-09-05	44083	49	160	0
2022-09-02	44034	20	160	0
2022-09-01	44014	26	160	0
2022-08-31	43988	52	160	0
2022-08-30	43936	50	160	0
2022-08-29	43886	51	160	0
2022-08-26	43835	38	160	0
2022-08-25	43797	24	160	0
2022-08-24	43773	61	160	0
2022-08-23	43712	48	160	0
2022-08-22	43664	66	160	0
2022-08-19	43598	37	160	0
2022-08-18	43561	36	160	0
2022-08-17	43525	70	160	0
2022-08-16	43455	44	160	0
2022-08-15	43411	57	160	0
2022-08-12	43354	36	160	0
2022-08-11	43318	50	160	0
2022-08-10	43268	47	160	0
2022-08-09	43221	57	160	0
2022-08-08	43164	106	160	0
2022-08-05	43058	51	160	0
2022-08-04	43007	55	160	0
2022-08-03	42952	110	160	0
2022-08-02	42842	69	160	0
2022-08-01	42773	104	160	0
2022-07-29	42669	79	160	0
2022-07-28	42590	110	160	0
2022-07-27	42480	169	160	0
2022-07-26	42311	153	160	0
2022-07-25	42158	221	160	0
2022-07-23	41937	1	160	0
2022-07-22	41936	158	160	0
2022-07-21	41778	163	160	0
2022-07-20	41615	240	160	0
2022-07-19	41375	132	160	1
2022-07-18	41243	242	159	1
2022-07-15	41001	184	158	0
2022-07-14	40817	161	158	0
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2022-07-08	39938	154	158	0
2022-07-07	39784	159	158	0
2022-07-06	39625	258	158	0
2022-07-05	39367	185	158	0
2022-07-04	39182	278	158	0
2022-07-01	38904	222	158	0
2022-06-30	38682	325	158	0
2022-06-29	38357	263	158	0
2022-06-28	38094	233	158	1
2022-06-27	37861	284	157	0
2022-06-24	37577	117	157	0
2022-06-23	37460	122	157	0
2022-06-22	37338	128	157	0
2022-06-21	37210	178	157	0
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2021-09-15	4618	21	108	0
2021-09-14	4597	2	108	0
2021-09-13	4595	3	108	0
2021-09-12	4592	4	108	0
2021-09-11	4588	11	108	0
2021-09-10	4577	3	108	0
2021-09-09	4574	15	108	0
2021-09-08	4559	11	108	0
2021-09-07	4548	3	108	0
2021-09-06	4545	2	108	0
2021-09-05	4543	4	108	0
2021-09-04	4539	10	108	0
2021-09-03	4529	6	108	0
2021-09-02	4523	15	108	0
2021-09-01	4508	9	108	0
2021-08-31	4499	5	108	0
2021-08-30	4494	3	108	0
2021-08-29	4491	1	108	0
2021-08-28	4490	3	108	0
2021-08-27	4487	7	108	0
2021-08-26	4480	11	108	0
2021-08-25	4469	5	108	0
2021-08-24	4464	6	108	0
2021-08-22	4458	7	108	0
2021-08-20	4451	5	108	0
2021-08-19	4446	4	108	0
2021-08-18	4442	3	108	0
2021-08-17	4439	5	108	1
2021-08-12	4434	3	107	0
2021-08-11	4431	2	107	0
2021-08-10	4429	3	107	0
2021-08-09	4426	1	107	0
2021-08-08	4425	2	107	0
2021-08-07	4423	2	107	0
2021-08-05	4421	4	107	0
2021-08-04	4417	7	107	0
2021-08-03	4410	1	107	0
2021-08-02	4409	1	107	0
2021-07-31	4408	3	107	0
2021-07-29	4405	2	107	0
2021-07-28	4403	1	107	0
2021-07-27	4402	5	107	0
2021-07-25	4397	3	107	0
2021-07-23	4394	2	107	0
2021-07-21	4392	1	107	0
2021-07-16	4391	1	107	0
2021-07-15	4390	1	107	0
2021-07-13	4389	1	107	0
2021-07-09	4388	1	107	0
2021-07-07	4387	1	107	0
2021-07-06	4386	2	107	0
2021-07-05	4384	1	107	0
2021-06-29	4383	1	107	0
2021-06-21	4382	1	107	0
2021-06-19	4381	1	107	0
2021-06-17	4380	5	107	0
2021-06-13	4375	1	107	0
2021-06-11	4374	1	107	0
2021-06-09	4373	5	107	0
2021-06-07	4368	2	107	0
2021-06-05	4366	4	107	0
2021-06-04	4362	4	107	0
2021-06-03	4358	5	107	0
2021-06-02	4353	5	107	0
2021-06-01	4348	11	107	0
2021-05-31	4337	1	107	0
2021-05-30	4336	2	107	0
2021-05-29	4334	3	107	0
2021-05-28	4331	2	107	0
2021-05-27	4329	13	107	0
2021-05-26	4316	3	107	0
2021-05-24	4313	1	107	0
2021-05-23	4312	1	107	0
2021-05-22	4311	4	107	0
2021-05-21	4307	11	107	0
2021-05-20	4296	8	107	0
2021-05-19	4288	11	107	0
2021-05-18	4277	9	107	0
2021-05-17	4268	4	107	0
2021-05-16	4264	8	107	0
2021-05-15	4256	14	107	0
2021-05-14	4242	13	107	0
2021-05-13	4229	11	107	0
2021-05-12	4218	28	107	0
2021-05-11	4190	8	107	0
2021-05-10	4182	5	107	0
2021-05-09	4177	8	107	0
2021-05-08	4169	13	107	0
2021-05-07	4156	28	107	0
2021-05-06	4128	15	107	0
2021-05-05	4113	33	107	0
2021-05-04	4080	16	107	0
2021-05-03	4064	7	107	0
2021-05-02	4057	12	107	0
2021-05-01	4045	27	107	1
2021-04-30	4018	15	106	1
2021-04-29	4003	52	105	1
2021-04-28	3951	51	104	0
2021-04-27	3900	15	104	0
2021-04-26	3885	13	104	0
2021-04-25	3872	12	104	0
2021-04-24	3860	31	104	0
2021-04-23	3829	61	104	1
2021-04-22	3768	57	103	0
2021-04-21	3711	67	103	3
2021-04-20	3644	27	100	0
2021-04-19	3617	32	100	0
2021-04-18	3585	7	100	0
2021-04-17	3578	36	100	0
2021-04-16	3542	38	100	0
2021-04-15	3504	84	100	1
2021-04-14	3420	30	99	1
2021-04-13	3390	37	98	0
2021-04-12	3353	11	98	0
2021-04-11	3342	20	98	0
2021-04-10	3322	24	98	0
2021-04-09	3298	33	98	0
2021-04-08	3265	41	98	0
2021-04-07	3224	24	98	1
2021-04-06	3200	5	97	0
2021-04-05	3195	9	97	1
2021-04-04	3186	10	96	0
2021-04-03	3176	9	96	0
2021-04-02	3167	13	96	0
2021-04-01	3154	31	96	1
2021-03-31	3123	20	95	0
2021-03-30	3103	14	95	0
2021-03-29	3089	8	95	0
2021-03-28	3081	10	95	0
2021-03-27	3071	11	95	1
2021-03-26	3060	26	94	1
2021-03-25	3034	13	93	0
2021-03-24	3021	20	93	1
2021-03-23	3001	13	92	1
2021-03-22	2988	6	91	0
2021-03-21	2982	2	91	0
2021-03-20	2980	18	91	0
2021-03-19	2962	13	91	1
2021-03-18	2949	10	90	0
2021-03-17	2939	15	90	0
2021-03-16	2924	4	90	0
2021-03-15	2920	4	90	0
2021-03-14	2916	3	90	0
2021-03-13	2913	13	90	0
2021-03-12	2900	14	90	1
2021-03-11	2886	9	89	1
2021-03-10	2877	22	88	0
2021-03-09	2855	15	88	1
2021-03-08	2840	15	87	1
2021-03-07	2825	4	86	0
2021-03-06	2821	6	86	0
2021-03-05	2815	26	86	1
2021-03-04	2789	16	85	0
2021-03-03	2773	10	85	0
2021-03-02	2763	13	85	1
2021-03-01	2750	3	84	1
2021-02-28	2747	5	83	1
2021-02-27	2742	15	82	0
2021-02-26	2727	16	82	2
2021-02-25	2711	12	80	1
2021-02-24	2699	29	79	1
2021-02-23	2670	28	78	2
2021-02-22	2642	6	76	0
2021-02-21	2636	17	76	2
2021-02-20	2619	19	74	3
2021-02-19	2600	12	71	0
2021-02-18	2588	10	71	0
2021-02-17	2578	19	71	1
2021-02-16	2559	5	70	1
2021-02-15	2554	2	69	0
2021-02-14	2552	6	69	1
2021-02-13	2546	3	68	0
2021-02-12	2543	19	68	0
2021-02-11	2524	16	68	0
2021-02-10	2508	25	68	2
2021-02-09	2483	9	66	0
2021-02-08	2474	5	66	0
2021-02-07	2469	6	66	0
2021-02-06	2463	23	66	3
2021-02-05	2440	10	63	1
2021-02-04	2430	20	62	0
2021-02-03	2410	10	62	1
2021-02-02	2400	37	61	0
2021-02-01	2363	7	61	0
2021-01-31	2356	10	61	0
2021-01-30	2346	7	61	0
2021-01-29	2339	20	61	0
2021-01-28	2319	18	61	1
2021-01-27	2301	29	60	1
2021-01-26	2272	11	59	1
2021-01-25	2261	11	58	1
2021-01-24	2250	5	57	0
2021-01-23	2245	16	57	1
2021-01-22	2229	11	56	1
2021-01-21	2218	21	55	0
2021-01-20	2197	45	55	4
2021-01-19	2152	12	51	0
2021-01-18	2140	3	51	0
2021-01-17	2137	9	51	1
2021-01-16	2128	14	50	1
2021-01-15	2114	5	49	0
2021-01-14	2109	36	49	1
2021-01-13	2073	27	48	2
2021-01-12	2046	16	46	0
2021-01-11	2030	38	46	0
2021-01-10	1992	2	46	0
2021-01-09	1990	7	46	0
2021-01-08	1983	22	46	0
2021-01-07	1961	10	46	0
2021-01-06	1951	9	46	0
2021-01-05	1942	23	46	0
2021-01-04	1919	7	46	0
2021-01-03	1912	5	46	0
2021-01-02	1907	13	46	0
2021-01-01	1894	2	46	0
2020-12-31	1892	25	46	0
2020-12-30	1867	29	46	0
2020-12-29	1838	22	46	0
2020-12-28	1816	26	46	2
2020-12-27	1790	14	44	0
2020-12-26	1776	9	44	1
2020-12-25	1767	9	43	1
2020-12-24	1758	41	42	0
2020-12-23	1717	39	42	3
2020-12-22	1678	15	39	1
2020-12-21	1663	10	38	0
2020-12-20	1653	6	38	0
2020-12-19	1647	5	38	0
2020-12-18	1642	47	38	0
2020-12-17	1595	34	38	1
2020-12-16	1561	30	37	0
2020-12-15	1531	11	37	0
2020-12-14	1520	41	37	3
2020-12-13	1479	2	34	0
2020-12-12	1477	6	34	1
2020-12-11	1471	24	33	1
2020-12-10	1447	54	32	0
2020-12-09	1393	42	32	1
2020-12-08	1351	26	31	1
2020-12-07	1325	25	30	2
2020-12-06	1300	4	28	0
2020-12-05	1296	10	28	2
2020-12-04	1286	30	26	1
2020-12-03	1256	51	25	1
2020-12-02	1205	13	24	0
2020-12-01	1192	11	24	1
2020-11-30	1181	37	23	1
2020-11-28	1144	5	22	0
2020-11-27	1139	12	22	0
2020-11-26	1127	53	22	1
2020-11-25	1074	36	21	0
2020-11-24	1038	75	21	2
2020-11-23	963	21	19	1
2020-11-22	942	21	18	2
2020-11-21	921	15	16	0
2020-11-20	906	25	16	0
2020-11-19	881	27	16	0
2020-11-18	854	32	16	0
2020-11-17	822	26	16	2
2020-11-16	796	62	14	4
2020-11-15	734	6	10	0
2020-11-14	728	19	10	0
2020-11-13	709	32	10	2
2020-11-12	677	21	8	0
2020-11-11	656	42	8	1
2020-11-10	614	66	7	1
2020-11-09	548	19	6	0
2020-11-08	529	3	6	0
2020-11-07	526	5	6	0
2020-11-06	521	18	6	0
2020-11-05	503	27	6	0
2020-11-04	476	7	6	0
2020-11-03	469	32	6	0
2020-11-02	437	19	6	0
2020-11-01	418	3	6	0
2020-10-31	415	14	6	0
2020-10-30	401	6	6	0
2020-10-29	395	15	6	0
2020-10-28	380	11	6	0
2020-10-27	369	9	6	0
2020-10-26	360	4	6	0
2020-10-25	356	5	6	0
2020-10-24	351	7	6	0
2020-10-23	344	4	6	0
2020-10-22	340	7	6	0
2020-10-21	333	5	6	0
2020-10-20	328	3	6	0
2020-10-19	325	3	6	0
2020-10-17	322	2	6	0
2020-10-16	320	6	6	0
2020-10-15	314	5	6	0
2020-10-14	309	2	6	0
2020-10-13	307	1	6	0
2020-10-09	306	1	6	0
2020-10-08	305	1	6	0
2020-10-07	304	1	6	0
2020-10-06	303	1	6	0
2020-10-02	302	1	6	0
2020-10-01	301	2	6	0
2020-09-30	299	2	6	0
2020-09-27	297	2	6	0
2020-09-26	295	1	6	0
2020-09-24	294	1	6	0
2020-09-22	293	6	6	0
2020-09-20	287	1	6	0
2020-09-19	286	1	6	0
2020-09-18	285	3	6	0
2020-09-17	282	1	6	0
2020-09-16	281	2	6	0
2020-09-10	279	1	6	0
2020-09-08	278	1	6	0
2020-09-05	277	2	6	0
2020-09-04	275	2	6	0
2020-08-31	273	1	6	0
2020-08-29	272	1	6	0
2020-08-26	271	1	6	0
2020-08-23	270	1	6	0
2020-08-21	269	1	6	0
2020-08-20	268	4	6	0
2020-08-17	264	3	6	0
2020-08-10	261	1	6	0
2020-08-01	260	2	6	0
2020-07-30	258	1	6	0
2020-07-29	257	2	6	0
2020-07-13	255	1	6	0
2020-07-09	254	1	6	0
2020-07-07	253	1	6	0
2020-07-03	252	1	6	0
2020-07-01	251	2	6	0
2020-06-30	249	1	6	0
2020-06-26	248	3	6	0
2020-06-25	245	1	6	0
2020-06-23	244	1	6	0
2020-06-05	243	1	6	0
2020-05-19	242	1	6	0
2020-05-13	241	3	6	0
2020-05-12	238	3	6	0
2020-05-11	235	3	6	0
2020-05-08	232	7	6	0
2020-05-02	225	1	6	0
2020-04-30	224	1	6	0
2020-04-25	223	3	6	0
2020-04-24	220	1	6	0
2020-04-22	219	5	6	0
2020-04-21	214	2	6	1
2020-04-19	212	3	5	0
2020-04-18	209	8	5	0
2020-04-17	201	27	5	0
2020-04-16	174	6	5	0
2020-04-15	168	9	5	0
2020-04-14	159	4	5	0
2020-04-13	155	10	5	0
2020-04-11	145	17	5	0
2020-04-10	128	8	5	0
2020-04-09	120	5	5	0
2020-04-08	115	3	5	0
2020-04-07	112	1	5	0
2020-04-06	111	4	5	0
2020-04-05	107	11	5	0
2020-04-04	96	7	5	0
2020-04-03	89	13	5	2
2020-04-02	76	2	3	1
2020-04-01	74	7	2	0
2020-03-31	67	8	2	0
2020-03-30	59	1	2	0
2020-03-29	58	3	2	0
2020-03-28	55	5	2	0
2020-03-27	50	8	2	1
2020-03-26	42	5	1	0
2020-03-25	37	7	1	0
2020-03-24	30	3	1	0
2020-03-23	27	3	1	0
2020-03-22	24	9	1	1
2020-03-21	15	2	0	0
2020-03-20	13	4	0	0
2020-03-19	9	3	0	0
2020-03-16	6	1	0	0
2020-03-13	5	1	0	0
2020-03-10	4	2	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: 0:03:46.477600