Germany: LK Coburg (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 10:40:50 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Coburg")
print(f'Population of country="Germany", subregion="LK Coburg": {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 Coburg": 86544 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	42900	11	223	0
2023-03-03	42889	4	223	0
2023-03-02	42885	6	223	0
2023-03-01	42879	18	223	1
2023-02-28	42861	21	222	0
2023-02-27	42840	28	222	0
2023-02-24	42812	14	222	0
2023-02-23	42798	16	222	0
2023-02-22	42782	26	222	0
2023-02-21	42756	17	222	0
2023-02-20	42739	17	222	1
2023-02-17	42722	12	221	0
2023-02-16	42710	9	221	0
2023-02-15	42701	21	221	0
2023-02-14	42680	18	221	0
2023-02-13	42662	19	221	0
2023-02-10	42643	7	221	0
2023-02-09	42636	9	221	0
2023-02-08	42627	13	221	0
2023-02-07	42614	9	221	0
2023-02-06	42605	20	221	0
2023-02-03	42585	10	221	0
2023-02-02	42575	12	221	0
2023-02-01	42563	8	221	0
2023-01-31	42555	10	221	0
2023-01-30	42545	12	221	0
2023-01-27	42533	5	221	0
2023-01-26	42528	4	221	0
2023-01-25	42524	5	221	0
2023-01-24	42519	12	221	0
2023-01-23	42507	7	221	0
2023-01-20	42500	5	221	0
2023-01-19	42495	8	221	0
2023-01-18	42487	3	221	0
2023-01-17	42484	9	221	0
2023-01-16	42475	2	221	0
2023-01-13	42473	2	221	0
2023-01-12	42471	3	221	0
2023-01-11	42468	11	221	0
2023-01-10	42457	8	221	0
2023-01-09	42449	8	221	0
2023-01-05	42441	14	221	0
2023-01-04	42427	13	221	0
2023-01-03	42414	20	221	0
2023-01-02	42394	6	221	0
2022-12-30	42388	9	221	0
2022-12-29	42379	17	221	0
2022-12-28	42362	25	221	0
2022-12-27	42337	19	221	0
2022-12-23	42318	13	221	0
2022-12-22	42305	14	221	0
2022-12-21	42291	23	221	0
2022-12-20	42268	17	221	0
2022-12-19	42251	20	221	0
2022-12-16	42231	16	221	0
2022-12-15	42215	12	221	0
2022-12-14	42203	28	221	0
2022-12-13	42175	19	221	0
2022-12-12	42156	17	221	0
2022-12-09	42139	13	221	0
2022-12-08	42126	17	221	0
2022-12-07	42109	25	221	0
2022-12-06	42084	18	221	0
2022-12-05	42066	24	221	0
2022-12-02	42042	11	221	0
2022-12-01	42031	7	221	0
2022-11-30	42024	13	221	0
2022-11-29	42011	15	221	0
2022-11-28	41996	27	221	0
2022-11-25	41969	10	221	0
2022-11-24	41959	12	221	0
2022-11-23	41947	17	221	0
2022-11-22	41930	21	221	0
2022-11-21	41909	25	221	0
2022-11-18	41884	13	221	0
2022-11-17	41871	18	221	0
2022-11-16	41853	18	221	0
2022-11-15	41835	35	221	0
2022-11-14	41800	45	221	0
2022-11-11	41755	22	221	0
2022-11-10	41733	29	221	0
2022-11-09	41704	24	221	0
2022-11-08	41680	50	221	1
2022-11-07	41630	55	220	0
2022-11-04	41575	30	220	0
2022-11-03	41545	61	220	0
2022-11-02	41484	61	220	0
2022-10-31	41423	55	220	1
2022-10-28	41368	57	219	0
2022-10-27	41311	86	219	0
2022-10-26	41225	60	219	0
2022-10-25	41165	88	219	0
2022-10-24	41077	124	219	1
2022-10-21	40953	105	218	0
2022-10-20	40848	96	218	1
2022-10-19	40752	157	217	0
2022-10-18	40595	169	217	1
2022-10-17	40426	212	216	0
2022-10-14	40214	105	216	0
2022-10-13	40109	150	216	0
2022-10-12	39959	118	216	0
2022-10-11	39841	172	216	0
2022-10-10	39669	232	216	2
2022-10-07	39437	143	214	0
2022-10-06	39294	179	214	0
2022-10-05	39115	168	214	0
2022-10-04	38947	243	214	0
2022-09-30	38704	86	214	0
2022-09-29	38618	88	214	0
2022-09-28	38530	116	214	0
2022-09-27	38414	82	214	0
2022-09-26	38332	124	214	0
2022-09-23	38208	36	214	0
2022-09-22	38172	61	214	0
2022-09-21	38111	46	214	0
2022-09-20	38065	49	214	0
2022-09-19	38016	66	214	0
2022-09-16	37950	27	214	0
2022-09-15	37923	25	214	0
2022-09-14	37898	31	214	0
2022-09-13	37867	50	214	0
2022-09-12	37817	48	214	0
2022-09-09	37769	43	214	0
2022-09-08	37726	33	214	0
2022-09-07	37693	41	214	0
2022-09-06	37652	33	214	0
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2022-09-02	37578	26	214	0
2022-09-01	37552	29	214	0
2022-08-31	37523	38	214	0
2022-08-30	37485	51	214	0
2022-08-29	37434	53	214	0
2022-08-26	37381	24	214	0
2022-08-25	37357	39	214	0
2022-08-24	37318	35	214	0
2022-08-23	37283	54	214	0
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2022-08-11	36930	47	214	0
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2022-08-09	36841	67	214	0
2022-08-08	36774	94	214	0
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2022-08-04	36612	68	214	1
2022-08-03	36544	82	213	0
2022-08-02	36462	86	213	0
2022-08-01	36376	112	213	0
2022-07-30	36264	2	213	0
2022-07-29	36262	111	213	0
2022-07-28	36151	146	213	0
2022-07-27	36005	119	213	0
2022-07-26	35886	93	213	0
2022-07-25	35793	218	213	0
2022-07-22	35575	127	213	1
2022-07-21	35448	133	212	0
2022-07-20	35315	176	212	0
2022-07-19	35139	177	212	0
2022-07-18	34962	234	212	0
2022-07-15	34728	132	212	0
2022-07-14	34596	101	212	0
2022-07-13	34495	136	212	0
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2022-07-01	33481	138	212	0
2022-06-30	33343	93	212	0
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2022-06-28	33131	84	212	1
2022-06-27	33047	110	211	0
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2022-06-24	32936	65	211	0
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2022-06-22	32773	68	211	1
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2021-09-09	5015	17	163	0
2021-09-08	4998	12	163	0
2021-09-07	4986	8	163	0
2021-09-05	4978	2	163	0
2021-09-04	4976	6	163	0
2021-09-03	4970	1	163	0
2021-09-02	4969	4	163	0
2021-09-01	4965	8	163	0
2021-08-31	4957	3	163	0
2021-08-30	4954	1	163	0
2021-08-28	4953	1	163	0
2021-08-27	4952	3	163	0
2021-08-26	4949	3	163	0
2021-08-25	4946	1	163	0
2021-08-24	4945	6	163	0
2021-08-22	4939	3	163	0
2021-08-21	4936	1	163	0
2021-08-20	4935	1	163	0
2021-08-18	4934	2	163	0
2021-08-16	4932	2	163	0
2021-08-14	4930	4	163	0
2021-08-13	4926	1	163	0
2021-08-11	4925	4	163	0
2021-08-10	4921	1	163	0
2021-08-09	4920	2	163	0
2021-08-08	4918	3	163	0
2021-08-07	4915	1	163	0
2021-08-04	4914	1	163	0
2021-08-03	4913	2	163	0
2021-08-02	4911	3	163	0
2021-08-01	4908	2	163	0
2021-07-31	4906	1	163	0
2021-07-30	4905	2	163	0
2021-07-28	4903	5	163	0
2021-07-27	4898	4	163	0
2021-07-25	4894	2	163	0
2021-07-23	4892	1	163	0
2021-07-22	4891	1	163	0
2021-07-21	4890	1	163	0
2021-07-20	4889	1	163	0
2021-06-29	4888	1	163	0
2021-06-24	4887	2	163	0
2021-06-15	4885	6	163	0
2021-06-13	4879	2	163	0
2021-06-12	4877	3	163	0
2021-06-10	4874	7	163	0
2021-06-09	4867	4	163	0
2021-06-08	4863	11	163	0
2021-06-06	4852	4	163	0
2021-06-05	4848	4	163	0
2021-06-04	4844	3	163	0
2021-06-03	4841	2	163	0
2021-06-02	4839	8	163	0
2021-06-01	4831	12	163	0
2021-05-30	4819	10	163	0
2021-05-29	4809	2	163	0
2021-05-28	4807	9	163	0
2021-05-27	4798	4	163	0
2021-05-26	4794	32	163	1
2021-05-25	4762	2	162	0
2021-05-24	4760	9	162	0
2021-05-23	4751	8	162	0
2021-05-22	4743	1	162	0
2021-05-21	4742	24	162	0
2021-05-20	4718	19	162	0
2021-05-19	4699	10	162	0
2021-05-18	4689	29	162	0
2021-05-17	4660	1	162	0
2021-05-16	4659	16	162	1
2021-05-15	4643	24	161	0
2021-05-14	4619	10	161	0
2021-05-13	4609	28	161	0
2021-05-12	4581	25	161	0
2021-05-11	4556	37	161	0
2021-05-10	4519	3	161	0
2021-05-09	4516	21	161	0
2021-05-08	4495	27	161	0
2021-05-07	4468	40	161	0
2021-05-06	4428	43	161	0
2021-05-05	4385	64	161	1
2021-05-04	4321	29	160	0
2021-05-03	4292	7	160	3
2021-05-02	4285	45	157	0
2021-05-01	4240	35	157	0
2021-04-30	4205	40	157	0
2021-04-29	4165	42	157	0
2021-04-28	4123	35	157	0
2021-04-27	4088	24	157	3
2021-04-26	4064	18	154	0
2021-04-25	4046	23	154	0
2021-04-24	4023	27	154	1
2021-04-23	3996	37	153	0
2021-04-22	3959	21	153	2
2021-04-21	3938	35	151	0
2021-04-20	3903	30	151	1
2021-04-17	3873	33	150	0
2021-04-16	3840	19	150	1
2021-04-15	3821	50	149	0
2021-04-14	3771	28	149	0
2021-04-13	3743	23	149	0
2021-04-12	3720	3	149	1
2021-04-11	3717	12	148	0
2021-04-10	3705	15	148	0
2021-04-09	3690	22	148	0
2021-04-08	3668	40	148	0
2021-04-07	3628	25	148	0
2021-04-06	3603	1	148	0
2021-04-05	3602	5	148	0
2021-04-04	3597	12	148	0
2021-04-03	3585	6	148	1
2021-04-02	3579	18	147	2
2021-04-01	3561	16	145	0
2021-03-31	3545	17	145	0
2021-03-30	3528	14	145	0
2021-03-28	3514	5	145	0
2021-03-27	3509	15	145	1
2021-03-26	3494	8	144	0
2021-03-25	3486	18	144	0
2021-03-24	3468	15	144	0
2021-03-23	3453	5	144	0
2021-03-22	3448	1	144	0
2021-03-21	3447	6	144	0
2021-03-20	3441	10	144	0
2021-03-19	3431	5	144	0
2021-03-18	3426	5	144	0
2021-03-17	3421	11	144	0
2021-03-16	3410	14	144	1
2021-03-14	3396	5	143	0
2021-03-13	3391	9	143	0
2021-03-12	3382	3	143	0
2021-03-11	3379	4	143	0
2021-03-10	3375	9	143	0
2021-03-09	3366	6	143	1
2021-03-07	3360	4	142	0
2021-03-06	3356	10	142	1
2021-03-05	3346	8	141	0
2021-03-04	3338	11	141	0
2021-03-03	3327	11	141	0
2021-03-02	3316	8	141	0
2021-03-01	3308	3	141	0
2021-02-28	3305	3	141	0
2021-02-27	3302	2	141	0
2021-02-26	3300	7	141	0
2021-02-25	3293	8	141	0
2021-02-24	3285	10	141	0
2021-02-23	3275	4	141	0
2021-02-21	3271	1	141	0
2021-02-20	3270	2	141	0
2021-02-19	3268	7	141	0
2021-02-18	3261	9	141	0
2021-02-17	3252	3	141	0
2021-02-16	3249	16	141	0
2021-02-15	3233	7	141	0
2021-02-14	3226	2	141	0
2021-02-13	3224	5	141	0
2021-02-12	3219	20	141	0
2021-02-11	3199	15	141	0
2021-02-10	3184	15	141	0
2021-02-09	3169	5	141	0
2021-02-08	3164	4	141	0
2021-02-07	3160	8	141	0
2021-02-06	3152	4	141	0
2021-02-05	3148	10	141	0
2021-02-04	3138	7	141	0
2021-02-03	3131	18	141	0
2021-02-02	3113	6	141	0
2021-02-01	3107	5	141	1
2021-01-31	3102	13	140	0
2021-01-30	3089	10	140	0
2021-01-29	3079	7	140	0
2021-01-28	3072	12	140	0
2021-01-27	3060	28	140	0
2021-01-26	3032	13	140	0
2021-01-25	3019	5	140	0
2021-01-24	3014	8	140	0
2021-01-23	3006	13	140	0
2021-01-22	2993	16	140	0
2021-01-21	2977	25	140	0
2021-01-20	2952	28	140	0
2021-01-19	2924	19	140	0
2021-01-18	2905	9	140	1
2021-01-17	2896	20	139	0
2021-01-16	2876	15	139	1
2021-01-15	2861	23	138	0
2021-01-14	2838	23	138	1
2021-01-13	2815	13	137	0
2021-01-12	2802	42	137	2
2021-01-11	2760	25	135	2
2021-01-10	2735	36	133	0
2021-01-09	2699	44	133	2
2021-01-08	2655	21	131	1
2021-01-07	2634	27	130	0
2021-01-06	2607	35	130	0
2021-01-05	2572	36	130	3
2021-01-04	2536	51	127	8
2021-01-03	2485	11	119	0
2021-01-02	2474	8	119	0
2021-01-01	2466	42	119	0
2020-12-31	2424	45	119	3
2020-12-30	2379	69	116	0
2020-12-29	2310	52	116	5
2020-12-28	2258	42	111	6
2020-12-27	2216	11	105	0
2020-12-26	2205	34	105	1
2020-12-25	2171	34	104	0
2020-12-24	2137	71	104	2
2020-12-23	2066	29	102	1
2020-12-22	2037	34	101	2
2020-12-21	2003	27	99	4
2020-12-20	1976	15	95	0
2020-12-19	1961	29	95	1
2020-12-18	1932	52	94	2
2020-12-17	1880	51	92	1
2020-12-16	1829	31	91	1
2020-12-15	1798	32	90	0
2020-12-14	1766	67	90	7
2020-12-13	1699	18	83	1
2020-12-12	1681	40	82	4
2020-12-11	1641	38	78	1
2020-12-10	1603	59	77	1
2020-12-09	1544	47	76	0
2020-12-08	1497	20	76	0
2020-12-07	1477	18	76	2
2020-12-06	1459	35	74	3
2020-12-05	1424	35	71	0
2020-12-04	1389	23	71	0
2020-12-03	1366	38	71	1
2020-12-02	1328	55	70	2
2020-12-01	1273	25	68	1
2020-11-30	1248	18	67	2
2020-11-29	1230	48	65	11
2020-11-28	1182	16	54	0
2020-11-27	1166	49	54	5
2020-11-26	1117	48	49	2
2020-11-25	1069	30	47	3
2020-11-24	1039	33	44	2
2020-11-23	1006	16	42	2
2020-11-22	990	22	40	1
2020-11-21	968	34	39	1
2020-11-20	934	23	38	0
2020-11-19	911	19	38	0
2020-11-18	892	39	38	1
2020-11-17	853	12	37	0
2020-11-16	841	15	37	0
2020-11-15	826	12	37	3
2020-11-14	814	12	34	0
2020-11-13	802	15	34	0
2020-11-12	787	10	34	1
2020-11-11	777	31	33	1
2020-11-10	746	10	32	0
2020-11-09	736	15	32	0
2020-11-08	721	12	32	0
2020-11-07	709	24	32	0
2020-11-06	685	41	32	0
2020-11-05	644	14	32	0
2020-11-04	630	12	32	0
2020-11-03	618	9	32	1
2020-11-02	609	9	31	0
2020-11-01	600	11	31	0
2020-10-31	589	12	31	0
2020-10-30	577	18	31	0
2020-10-29	559	15	31	0
2020-10-28	544	13	31	0
2020-10-27	531	7	31	0
2020-10-26	524	4	31	0
2020-10-25	520	5	31	0
2020-10-24	515	6	31	0
2020-10-23	509	7	31	0
2020-10-22	502	14	31	0
2020-10-21	488	19	31	0
2020-10-20	469	5	31	0
2020-10-16	464	2	31	0
2020-10-15	462	4	31	0
2020-10-14	458	1	31	0
2020-10-13	457	3	31	0
2020-10-10	454	1	31	0
2020-10-09	453	1	31	0
2020-10-08	452	4	31	0
2020-10-06	448	1	31	0
2020-10-05	447	1	31	0
2020-10-03	446	1	31	0
2020-10-02	445	2	31	0
2020-09-30	443	1	31	0
2020-09-28	442	1	31	0
2020-09-25	441	1	31	0
2020-09-24	440	2	31	0
2020-09-21	438	1	31	0
2020-09-18	437	3	31	0
2020-09-17	434	1	31	0
2020-09-15	433	1	31	0
2020-09-13	432	1	31	1
2020-09-12	431	1	30	0
2020-09-09	430	1	30	0
2020-09-07	429	1	30	0
2020-09-03	428	3	30	0
2020-09-01	425	1	30	0
2020-08-20	424	1	30	0
2020-08-19	423	5	30	0
2020-08-18	418	2	30	0
2020-08-16	416	2	30	0
2020-08-15	414	1	30	0
2020-08-13	413	2	30	0
2020-08-11	411	3	30	0
2020-08-09	408	3	30	0
2020-08-06	405	1	30	0
2020-08-04	404	1	30	0
2020-07-29	403	2	30	0
2020-07-28	401	2	30	0
2020-07-26	399	1	30	0
2020-07-23	398	2	30	0
2020-07-21	396	1	30	0
2020-07-17	395	4	30	0
2020-07-16	391	1	30	0
2020-07-14	390	8	30	0
2020-07-13	382	1	30	0
2020-07-11	381	2	30	0
2020-07-08	379	2	30	0
2020-07-07	377	3	30	0
2020-07-04	374	1	30	0
2020-07-01	373	1	30	0
2020-06-30	372	1	30	0
2020-06-28	371	1	30	0
2020-06-27	370	1	30	0
2020-06-26	369	1	30	0
2020-06-25	368	1	30	0
2020-06-23	367	1	30	0
2020-06-22	366	3	30	0
2020-06-19	363	1	30	0
2020-06-18	362	2	30	0
2020-06-17	360	1	30	0
2020-06-15	359	2	30	0
2020-06-11	357	1	30	0
2020-06-10	356	3	30	0
2020-06-09	353	2	30	0
2020-06-08	351	1	30	0
2020-06-07	350	10	30	3
2020-06-06	340	2	27	0
2020-06-05	338	2	27	0
2020-06-04	336	7	27	1
2020-06-03	329	1	26	0
2020-06-02	328	1	26	0
2020-06-01	327	1	26	0
2020-05-31	326	3	26	0
2020-05-30	323	3	26	0
2020-05-29	320	9	26	0
2020-05-28	311	1	26	0
2020-05-27	310	3	26	0
2020-05-26	307	10	26	1
2020-05-25	297	5	25	0
2020-05-24	292	7	25	0
2020-05-23	285	1	25	0
2020-05-22	284	1	25	1
2020-05-21	283	4	24	0
2020-05-20	279	4	24	0
2020-05-19	275	6	24	0
2020-05-18	269	12	24	0
2020-05-16	257	10	24	2
2020-05-15	247	3	22	0
2020-05-14	244	4	22	0
2020-05-13	240	15	22	2
2020-05-12	225	25	20	4
2020-05-11	200	2	16	0
2020-05-08	198	4	16	2
2020-05-07	194	5	14	1
2020-05-03	189	2	13	0
2020-05-02	187	1	13	1
2020-05-01	186	5	12	0
2020-04-30	181	3	12	0
2020-04-27	178	3	12	0
2020-04-26	175	7	12	0
2020-04-24	168	11	12	2
2020-04-22	157	2	10	0
2020-04-21	155	2	10	0
2020-04-20	153	4	10	0
2020-04-18	149	1	10	0
2020-04-17	148	2	10	0
2020-04-16	146	5	10	1
2020-04-15	141	6	9	2
2020-04-14	135	3	7	0
2020-04-13	132	39	7	4
2020-04-08	93	4	3	0
2020-04-07	89	3	3	1
2020-04-06	86	1	2	0
2020-04-05	85	8	2	0
2020-04-04	77	11	2	1
2020-04-02	66	8	1	0
2020-04-01	58	5	1	0
2020-03-31	53	2	1	0
2020-03-30	51	2	1	0
2020-03-29	49	4	1	0
2020-03-28	45	7	1	0
2020-03-27	38	3	1	0
2020-03-26	35	2	1	0
2020-03-25	33	7	1	1
2020-03-24	26	4	0	0
2020-03-23	22	1	0	0
2020-03-22	21	3	0	0
2020-03-21	18	2	0	0
2020-03-20	16	2	0	0
2020-03-19	14	5	0	0
2020-03-18	9	2	0	0
2020-03-16	7	3	0	0
2020-03-15	4	1	0	0
2020-03-14	3	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: 0:03:22.972985