Germany: LK Wartburgkreis (Thüringen)

• 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 16:24:58 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Wartburgkreis")
print(f'Population of country="Germany", subregion="LK Wartburgkreis": {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 Wartburgkreis": 158900 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	64766	7	470	0
2023-03-02	64759	9	470	0
2023-03-01	64750	32	470	0
2023-02-28	64718	40	470	0
2023-02-27	64678	50	470	0
2023-02-24	64628	11	470	0
2023-02-23	64617	41	470	0
2023-02-22	64576	18	470	0
2023-02-21	64558	31	470	0
2023-02-20	64527	38	470	0
2023-02-17	64489	8	470	0
2023-02-16	64481	21	470	1
2023-02-15	64460	27	469	0
2023-02-14	64433	27	469	0
2023-02-13	64406	28	469	0
2023-02-10	64378	11	469	0
2023-02-09	64367	6	469	0
2023-02-08	64361	18	469	0
2023-02-07	64343	16	469	0
2023-02-06	64327	21	469	0
2023-02-03	64306	11	469	0
2023-02-02	64295	12	469	0
2023-02-01	64283	22	469	0
2023-01-31	64261	25	469	0
2023-01-30	64236	10	469	1
2023-01-27	64226	9	468	0
2023-01-26	64217	13	468	0
2023-01-25	64204	19	468	0
2023-01-24	64185	4	468	0
2023-01-23	64181	11	468	0
2023-01-20	64170	11	468	0
2023-01-19	64159	3	468	0
2023-01-18	64156	8	468	0
2023-01-17	64148	16	468	0
2023-01-16	64132	13	468	0
2023-01-13	64119	14	468	0
2023-01-12	64105	9	468	0
2023-01-11	64096	24	468	0
2023-01-10	64072	45	468	0
2023-01-09	64027	49	468	0
2023-01-06	63978	14	468	0
2023-01-05	63964	30	468	0
2023-01-04	63934	30	468	1
2023-01-03	63904	52	467	0
2023-01-02	63852	26	467	0
2022-12-30	63826	20	467	0
2022-12-29	63806	26	467	0
2022-12-28	63780	29	467	0
2022-12-27	63751	60	467	1
2022-12-23	63691	23	466	0
2022-12-22	63668	18	466	0
2022-12-21	63650	36	466	0
2022-12-20	63614	22	466	0
2022-12-19	63592	48	466	0
2022-12-16	63544	26	466	1
2022-12-15	63518	20	465	0
2022-12-14	63498	48	465	0
2022-12-13	63450	33	465	0
2022-12-12	63417	36	465	0
2022-12-09	63381	26	465	0
2022-12-08	63355	29	465	0
2022-12-07	63326	28	465	0
2022-12-06	63298	35	465	0
2022-12-05	63263	14	465	0
2022-12-02	63249	18	465	0
2022-12-01	63231	26	465	0
2022-11-30	63205	19	465	0
2022-11-29	63186	36	465	0
2022-11-28	63150	23	465	0
2022-11-25	63127	22	465	0
2022-11-24	63105	21	465	0
2022-11-23	63084	22	465	0
2022-11-22	63062	27	465	0
2022-11-21	63035	33	465	0
2022-11-19	63002	2	465	0
2022-11-18	63000	18	465	0
2022-11-17	62982	25	465	0
2022-11-16	62957	28	465	0
2022-11-15	62929	22	465	0
2022-11-14	62907	38	465	0
2022-11-13	62869	1	465	0
2022-11-11	62868	17	465	0
2022-11-10	62851	23	465	0
2022-11-09	62828	35	465	0
2022-11-08	62793	79	465	0
2022-11-07	62714	55	465	0
2022-11-04	62659	48	465	0
2022-11-03	62611	59	465	0
2022-11-02	62552	109	465	0
2022-11-01	62443	154	465	0
2022-10-28	62289	39	465	0
2022-10-27	62250	120	465	0
2022-10-26	62130	112	465	0
2022-10-25	62018	122	465	0
2022-10-24	61896	190	465	1
2022-10-23	61706	1	464	0
2022-10-21	61705	66	464	0
2022-10-20	61639	171	464	0
2022-10-19	61468	134	464	0
2022-10-18	61334	380	464	1
2022-10-17	60954	81	463	0
2022-10-16	60873	4	463	0
2022-10-15	60869	3	463	0
2022-10-14	60866	101	463	0
2022-10-13	60765	192	463	0
2022-10-12	60573	239	463	1
2022-10-11	60334	290	462	1
2022-10-10	60044	281	461	1
2022-10-07	59763	211	460	0
2022-10-06	59552	314	460	0
2022-10-05	59238	307	460	1
2022-10-04	58931	236	459	1
2022-10-02	58695	1	458	0
2022-10-01	58694	4	458	0
2022-09-30	58690	117	458	0
2022-09-29	58573	129	458	1
2022-09-28	58444	137	457	0
2022-09-27	58307	167	457	0
2022-09-26	58140	134	457	0
2022-09-23	58006	132	457	0
2022-09-22	57874	108	457	0
2022-09-21	57766	93	457	0
2022-09-19	57673	87	457	1
2022-09-16	57586	41	456	0
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2022-09-14	57467	98	456	0
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2022-07-15	53707	66	455	2
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2021-09-27	10741	6	328	0
2021-09-26	10735	4	328	0
2021-09-25	10731	11	328	0
2021-09-24	10720	13	328	0
2021-09-23	10707	11	328	0
2021-09-22	10696	38	328	0
2021-09-21	10658	6	328	0
2021-09-19	10652	2	328	0
2021-09-18	10650	15	328	0
2021-09-17	10635	9	328	0
2021-09-16	10626	22	328	0
2021-09-15	10604	8	328	0
2021-09-14	10596	25	328	0
2021-09-13	10571	5	328	0
2021-09-12	10566	14	328	0
2021-09-11	10552	10	328	0
2021-09-10	10542	12	328	0
2021-09-09	10530	15	328	0
2021-09-08	10515	16	328	0
2021-09-07	10499	19	328	0
2021-09-06	10480	3	328	0
2021-09-05	10477	10	328	0
2021-09-04	10467	9	328	0
2021-09-03	10458	13	328	0
2021-09-02	10445	8	328	0
2021-09-01	10437	14	328	0
2021-08-31	10423	7	328	0
2021-08-30	10416	3	328	0
2021-08-29	10413	2	328	0
2021-08-28	10411	6	328	0
2021-08-27	10405	17	328	0
2021-08-26	10388	12	328	0
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2021-08-24	10369	19	328	0
2021-08-23	10350	1	328	0
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2021-08-20	10346	12	328	0
2021-08-19	10334	8	328	0
2021-08-18	10326	7	328	0
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2021-08-16	10302	2	328	0
2021-08-15	10300	3	328	0
2021-08-14	10297	1	328	0
2021-08-13	10296	5	328	0
2021-08-12	10291	1	328	0
2021-08-11	10290	2	328	0
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2021-08-06	10285	3	328	0
2021-08-05	10282	1	328	0
2021-08-04	10281	2	328	0
2021-08-03	10279	2	328	0
2021-08-02	10277	1	328	0
2021-08-01	10276	2	328	0
2021-07-31	10274	1	328	0
2021-07-29	10273	1	328	0
2021-07-27	10272	1	328	0
2021-07-26	10271	3	328	0
2021-07-21	10268	1	328	0
2021-07-15	10267	1	328	0
2021-07-08	10266	1	328	0
2021-07-06	10265	1	328	0
2021-07-02	10264	1	328	0
2021-07-01	10263	2	328	0
2021-06-29	10261	3	328	0
2021-06-26	10258	1	328	0
2021-06-24	10257	5	328	0
2021-06-23	10252	1	328	0
2021-06-22	10251	6	328	0
2021-06-21	10245	2	328	0
2021-06-20	10243	1	328	0
2021-06-19	10242	1	328	0
2021-06-18	10241	2	328	0
2021-06-17	10239	5	328	0
2021-06-16	10234	5	328	0
2021-06-15	10229	6	328	0
2021-06-14	10223	1	328	0
2021-06-12	10222	1	328	0
2021-06-11	10221	11	328	0
2021-06-10	10210	4	328	0
2021-06-09	10206	4	328	0
2021-06-08	10202	4	328	0
2021-06-07	10198	8	328	0
2021-06-06	10190	2	328	0
2021-06-05	10188	3	328	0
2021-06-04	10185	3	328	0
2021-06-03	10182	2	328	0
2021-06-02	10180	5	328	0
2021-06-01	10175	11	328	0
2021-05-31	10164	5	328	0
2021-05-30	10159	3	328	0
2021-05-29	10156	6	328	0
2021-05-28	10150	11	328	0
2021-05-27	10139	8	328	0
2021-05-26	10131	33	328	0
2021-05-25	10098	9	328	0
2021-05-24	10089	4	328	0
2021-05-23	10085	4	328	0
2021-05-22	10081	8	328	0
2021-05-21	10073	20	328	0
2021-05-20	10053	21	328	1
2021-05-19	10032	30	327	0
2021-05-18	10002	41	327	0
2021-05-17	9961	26	327	0
2021-05-16	9935	17	327	0
2021-05-15	9918	21	327	0
2021-05-14	9897	22	327	0
2021-05-13	9875	18	327	0
2021-05-12	9857	60	327	4
2021-05-11	9797	59	323	2
2021-05-10	9738	38	321	0
2021-05-09	9700	14	321	0
2021-05-08	9686	29	321	0
2021-05-07	9657	37	321	1
2021-05-06	9620	79	320	0
2021-05-05	9541	66	320	1
2021-05-04	9475	79	319	0
2021-05-03	9396	34	319	1
2021-05-02	9362	7	318	0
2021-05-01	9355	24	318	1
2021-04-30	9331	35	317	1
2021-04-29	9296	63	316	2
2021-04-28	9233	68	314	2
2021-04-27	9165	105	312	0
2021-04-26	9060	39	312	0
2021-04-25	9021	15	312	1
2021-04-24	9006	46	311	1
2021-04-23	8960	75	310	1
2021-04-22	8885	85	309	3
2021-04-21	8800	97	306	0
2021-04-20	8703	129	306	2
2021-04-19	8574	49	304	1
2021-04-18	8525	28	303	0
2021-04-17	8497	40	303	1
2021-04-16	8457	69	302	1
2021-04-15	8388	80	301	0
2021-04-14	8308	135	301	3
2021-04-13	8173	131	298	4
2021-04-12	8042	38	294	0
2021-04-11	8004	28	294	0
2021-04-10	7976	67	294	0
2021-04-09	7909	92	294	0
2021-04-08	7817	86	294	1
2021-04-07	7731	150	293	1
2021-04-06	7581	70	292	1
2021-04-05	7511	14	291	0
2021-04-04	7497	7	291	1
2021-04-03	7490	31	290	0
2021-04-02	7459	85	290	2
2021-04-01	7374	95	288	3
2021-03-31	7279	154	285	7
2021-03-30	7125	94	278	3
2021-03-29	7031	50	275	2
2021-03-28	6981	24	273	2
2021-03-27	6957	83	271	1
2021-03-26	6874	110	270	0
2021-03-25	6764	122	270	1
2021-03-24	6642	130	269	1
2021-03-23	6512	126	268	6
2021-03-22	6386	40	262	2
2021-03-21	6346	74	260	1
2021-03-20	6272	50	259	1
2021-03-19	6222	59	258	2
2021-03-18	6163	118	256	5
2021-03-17	6045	116	251	4
2021-03-16	5929	102	247	1
2021-03-15	5827	16	246	1
2021-03-14	5811	80	245	0
2021-03-13	5731	53	245	0
2021-03-12	5678	39	245	1
2021-03-11	5639	72	244	2
2021-03-10	5567	61	242	3
2021-03-09	5506	78	239	1
2021-03-08	5428	19	238	2
2021-03-07	5409	10	236	0
2021-03-06	5399	49	236	1
2021-03-05	5350	60	235	1
2021-03-04	5290	67	234	0
2021-03-03	5223	69	234	0
2021-03-02	5154	53	234	1
2021-03-01	5101	20	233	1
2021-02-28	5081	10	232	1
2021-02-27	5071	37	231	0
2021-02-26	5034	38	231	1
2021-02-25	4996	35	230	0
2021-02-24	4961	42	230	1
2021-02-23	4919	50	229	3
2021-02-22	4869	13	226	1
2021-02-21	4856	11	225	0
2021-02-20	4845	37	225	2
2021-02-19	4808	38	223	3
2021-02-18	4770	23	220	1
2021-02-17	4747	34	219	0
2021-02-16	4713	41	219	3
2021-02-15	4672	10	216	0
2021-02-14	4662	10	216	0
2021-02-13	4652	25	216	0
2021-02-12	4627	29	216	1
2021-02-11	4598	35	215	4
2021-02-10	4563	15	211	1
2021-02-09	4548	16	210	0
2021-02-08	4532	16	210	1
2021-02-07	4516	12	209	1
2021-02-06	4504	27	208	0
2021-02-05	4477	25	208	0
2021-02-04	4452	26	208	1
2021-02-03	4426	36	207	3
2021-02-02	4390	32	204	0
2021-02-01	4358	12	204	2
2021-01-31	4346	9	202	0
2021-01-30	4337	31	202	1
2021-01-29	4306	34	201	0
2021-01-28	4272	53	201	2
2021-01-27	4219	52	199	3
2021-01-26	4167	60	196	0
2021-01-25	4107	6	196	0
2021-01-24	4101	16	196	2
2021-01-23	4085	36	194	0
2021-01-22	4049	31	194	3
2021-01-21	4018	56	191	6
2021-01-20	3962	68	185	4
2021-01-19	3894	54	181	3
2021-01-18	3840	27	178	2
2021-01-17	3813	10	176	0
2021-01-16	3803	41	176	1
2021-01-15	3762	57	175	1
2021-01-14	3705	41	174	3
2021-01-13	3664	61	171	0
2021-01-12	3603	62	171	3
2021-01-11	3541	33	168	2
2021-01-10	3508	29	166	0
2021-01-09	3479	37	166	0
2021-01-08	3442	124	166	6
2021-01-07	3318	101	160	4
2021-01-06	3217	68	156	1
2021-01-05	3149	100	155	4
2021-01-04	3049	56	151	2
2021-01-03	2993	20	149	1
2021-01-02	2973	41	148	4
2021-01-01	2932	76	144	2
2020-12-31	2856	119	142	2
2020-12-30	2737	155	140	13
2020-12-29	2582	82	127	5
2020-12-28	2500	46	122	1
2020-12-27	2454	38	121	4
2020-12-26	2416	54	117	3
2020-12-25	2362	51	114	6
2020-12-24	2311	136	108	5
2020-12-23	2175	84	103	2
2020-12-22	2091	113	101	7
2020-12-21	1978	114	94	9
2020-12-19	1864	16	85	0
2020-12-18	1848	124	85	9
2020-12-17	1724	103	76	6
2020-12-16	1621	130	70	7
2020-12-15	1491	76	63	3
2020-12-14	1415	109	60	2
2020-12-13	1306	42	58	3
2020-12-12	1264	73	55	7
2020-12-11	1191	48	48	1
2020-12-10	1143	78	47	5
2020-12-09	1065	30	42	1
2020-12-08	1035	80	41	8
2020-12-07	955	39	33	0
2020-12-06	916	20	33	0
2020-12-05	896	5	33	0
2020-12-04	891	53	33	0
2020-12-03	838	40	33	0
2020-12-02	798	46	33	3
2020-12-01	752	35	30	5
2020-11-30	717	50	25	2
2020-11-27	667	28	23	2
2020-11-26	639	30	21	1
2020-11-25	609	19	20	0
2020-11-24	590	30	20	1
2020-11-23	560	34	19	3
2020-11-22	526	16	16	0
2020-11-21	510	5	16	0
2020-11-20	505	28	16	5
2020-11-19	477	11	11	0
2020-11-18	466	15	11	1
2020-11-17	451	13	10	1
2020-11-16	438	30	9	1
2020-11-13	408	7	8	0
2020-11-12	401	10	8	0
2020-11-11	391	15	8	0
2020-11-10	376	7	8	0
2020-11-09	369	9	8	0
2020-11-08	360	2	8	0
2020-11-07	358	3	8	0
2020-11-06	355	11	8	0
2020-11-05	344	11	8	0
2020-11-04	333	12	8	0
2020-11-03	321	4	8	1
2020-11-02	317	5	7	0
2020-11-01	312	2	7	0
2020-10-30	310	14	7	0
2020-10-29	296	5	7	0
2020-10-28	291	10	7	0
2020-10-27	281	19	7	0
2020-10-26	262	12	7	0
2020-10-25	250	2	7	0
2020-10-24	248	3	7	0
2020-10-23	245	15	7	1
2020-10-22	230	5	6	0
2020-10-21	225	4	6	0
2020-10-20	221	5	6	0
2020-10-19	216	1	6	0
2020-10-16	215	5	6	0
2020-10-15	210	5	6	0
2020-10-14	205	2	6	0
2020-10-13	203	4	6	0
2020-10-12	199	4	6	0
2020-10-10	195	1	6	0
2020-10-09	194	2	6	0
2020-10-08	192	1	6	0
2020-10-07	191	3	6	0
2020-10-05	188	3	6	0
2020-10-02	185	1	6	0
2020-10-01	184	1	6	0
2020-09-30	183	2	6	0
2020-09-29	181	2	6	0
2020-09-26	179	1	6	0
2020-09-25	178	3	6	0
2020-09-24	175	2	6	0
2020-09-23	173	6	6	0
2020-09-22	167	2	6	0
2020-09-21	165	3	6	0
2020-09-18	162	5	6	0
2020-09-17	157	1	6	0
2020-09-16	156	1	6	0
2020-09-12	155	2	6	0
2020-09-11	153	1	6	0
2020-09-10	152	2	6	0
2020-09-08	150	2	6	0
2020-09-04	148	1	6	0
2020-09-01	147	1	6	0
2020-08-28	146	1	6	0
2020-08-26	145	4	6	0
2020-08-24	141	1	6	0
2020-08-23	140	1	6	0
2020-08-22	139	1	6	0
2020-08-19	138	1	6	0
2020-08-12	137	3	6	0
2020-08-03	134	2	6	0
2020-08-01	132	1	6	0
2020-07-31	131	2	6	0
2020-07-30	129	3	6	0
2020-07-28	126	1	6	1
2020-07-24	125	2	5	0
2020-07-23	123	1	5	0
2020-07-21	122	1	5	0
2020-07-16	121	1	5	0
2020-07-13	120	2	5	0
2020-07-07	118	1	5	0
2020-06-19	117	1	5	0
2020-06-18	116	1	5	0
2020-06-16	115	1	5	0
2020-06-13	114	1	5	0
2020-06-11	113	2	5	0
2020-06-10	111	2	5	0
2020-06-09	109	1	5	0
2020-06-07	108	1	5	0
2020-06-05	107	1	5	0
2020-06-04	106	1	5	0
2020-06-03	105	3	5	0
2020-05-30	102	1	5	0
2020-05-29	101	1	5	0
2020-05-27	100	1	5	0
2020-05-26	99	4	5	0
2020-05-23	95	1	5	0
2020-05-22	94	2	5	0
2020-05-20	92	5	5	0
2020-05-16	87	3	5	0
2020-05-14	84	5	5	0
2020-05-13	79	1	5	0
2020-05-11	78	3	5	0
2020-05-09	75	2	5	0
2020-05-08	73	2	5	0
2020-05-07	71	1	5	1
2020-05-06	70	3	4	0
2020-05-02	67	3	4	0
2020-05-01	64	1	4	0
2020-04-29	63	3	4	0
2020-04-28	60	4	4	1
2020-04-27	56	1	3	0
2020-04-25	55	1	3	0
2020-04-24	54	1	3	0
2020-04-23	53	1	3	0
2020-04-22	52	1	3	0
2020-04-20	51	1	3	0
2020-04-19	50	1	3	0
2020-04-17	49	2	3	0
2020-04-14	47	2	3	1
2020-04-10	45	1	2	1
2020-04-09	44	3	1	0
2020-04-08	41	1	1	0
2020-04-07	40	3	1	0
2020-04-06	37	1	1	0
2020-04-03	36	1	1	0
2020-04-02	35	3	1	0
2020-03-31	32	10	1	0
2020-03-30	22	1	1	0
2020-03-28	21	2	1	0
2020-03-26	19	1	1	0
2020-03-25	18	1	1	0
2020-03-24	17	2	1	1
2020-03-23	15	2	0	0
2020-03-22	13	1	0	0
2020-03-20	12	3	0	0
2020-03-19	9	3	0	0
2020-03-17	6	2	0	0
2020-03-16	4	2	0	0
2020-03-14	2	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: 0:01:04.648255