Germany: LK Straubing-Bogen (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 11:29:26 CEST

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

overview(country="Germany", subregion="LK Straubing-Bogen", weeks=5);

overview(country="Germany", subregion="LK Straubing-Bogen");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Straubing-Bogen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Straubing-Bogen")
print(f'Population of country="Germany", subregion="LK Straubing-Bogen": {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 Straubing-Bogen": 102398 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	58237	29	218	0
2023-03-03	58208	12	218	0
2023-03-02	58196	11	218	0
2023-03-01	58185	14	218	0
2023-02-28	58171	40	218	0
2023-02-27	58131	41	218	1
2023-02-24	58090	22	217	0
2023-02-23	58068	32	217	0
2023-02-22	58036	68	217	0
2023-02-20	57968	48	217	1
2023-02-17	57920	39	216	0
2023-02-16	57881	29	216	0
2023-02-15	57852	33	216	0
2023-02-14	57819	57	216	0
2023-02-13	57762	56	216	0
2023-02-10	57706	36	216	0
2023-02-09	57670	39	216	0
2023-02-08	57631	53	216	0
2023-02-07	57578	62	216	0
2023-02-06	57516	50	216	0
2023-02-03	57466	47	216	0
2023-02-02	57419	27	216	0
2023-02-01	57392	34	216	0
2023-01-31	57358	70	216	0
2023-01-30	57288	28	216	0
2023-01-27	57260	18	216	0
2023-01-26	57242	39	216	0
2023-01-25	57203	23	216	0
2023-01-24	57180	31	216	0
2023-01-23	57149	31	216	0
2023-01-20	57118	19	216	0
2023-01-19	57099	10	216	0
2023-01-18	57089	11	216	0
2023-01-17	57078	28	216	0
2023-01-16	57050	26	216	0
2023-01-13	57024	8	216	0
2023-01-12	57016	12	216	0
2023-01-11	57004	9	216	0
2023-01-10	56995	18	216	0
2023-01-09	56977	16	216	1
2023-01-05	56961	9	215	0
2023-01-04	56952	13	215	0
2023-01-03	56939	18	215	0
2023-01-02	56921	33	215	0
2022-12-29	56888	15	215	0
2022-12-28	56873	27	215	0
2022-12-27	56846	41	215	0
2022-12-22	56805	20	215	0
2022-12-21	56785	22	215	0
2022-12-20	56763	39	215	0
2022-12-19	56724	43	215	0
2022-12-16	56681	17	215	0
2022-12-15	56664	21	215	1
2022-12-14	56643	31	214	0
2022-12-13	56612	40	214	0
2022-12-12	56572	19	214	0
2022-12-09	56553	9	214	0
2022-12-08	56544	19	214	0
2022-12-07	56525	19	214	0
2022-12-06	56506	34	214	0
2022-12-05	56472	28	214	0
2022-12-02	56444	21	214	0
2022-12-01	56423	12	214	0
2022-11-30	56411	18	214	0
2022-11-29	56393	40	214	0
2022-11-28	56353	13	214	0
2022-11-25	56340	12	214	0
2022-11-24	56328	22	214	0
2022-11-23	56306	15	214	0
2022-11-22	56291	34	214	0
2022-11-21	56257	39	214	0
2022-11-18	56218	4	214	0
2022-11-17	56214	16	214	0
2022-11-16	56198	22	214	0
2022-11-15	56176	36	214	0
2022-11-14	56140	32	214	0
2022-11-11	56108	9	214	0
2022-11-10	56099	22	214	0
2022-11-09	56077	28	214	0
2022-11-08	56049	46	214	0
2022-11-07	56003	58	214	0
2022-11-04	55945	40	214	0
2022-11-03	55905	33	214	0
2022-11-02	55872	58	214	0
2022-10-31	55814	57	214	0
2022-10-28	55757	40	214	0
2022-10-27	55717	55	214	0
2022-10-26	55662	46	214	1
2022-10-25	55616	101	213	0
2022-10-24	55515	85	213	0
2022-10-21	55430	61	213	0
2022-10-20	55369	89	213	0
2022-10-19	55280	94	213	0
2022-10-18	55186	136	213	0
2022-10-17	55050	141	213	0
2022-10-14	54909	88	213	0
2022-10-13	54821	119	213	0
2022-10-12	54702	128	213	1
2022-10-11	54574	200	212	0
2022-10-10	54374	185	212	0
2022-10-07	54189	111	212	0
2022-10-06	54078	138	212	0
2022-10-05	53940	238	212	1
2022-10-04	53702	162	211	0
2022-09-30	53540	107	211	0
2022-09-29	53433	117	211	0
2022-09-28	53316	130	211	0
2022-09-27	53186	172	211	0
2022-09-26	53014	107	211	0
2022-09-23	52907	46	211	0
2022-09-22	52861	63	211	0
2022-09-21	52798	77	211	0
2022-09-20	52721	104	211	0
2022-09-19	52617	83	211	1
2022-09-16	52534	46	210	0
2022-09-15	52488	40	210	0
2022-09-14	52448	68	210	0
2022-09-13	52380	62	210	0
2022-09-12	52318	59	210	1
2022-09-09	52259	31	209	0
2022-09-08	52228	44	209	0
2022-09-07	52184	53	209	0
2022-09-06	52131	71	209	0
2022-09-05	52060	88	209	0
2022-09-02	51972	61	209	0
2022-09-01	51911	74	209	0
2022-08-31	51837	121	209	0
2022-08-30	51716	167	209	0
2022-08-29	51549	239	209	0
2022-08-26	51310	144	209	0
2022-08-25	51166	144	209	0
2022-08-24	51022	152	209	2
2022-08-23	50870	148	207	0
2022-08-22	50722	119	207	0
2022-08-19	50603	50	207	1
2022-08-18	50553	57	206	0
2022-08-17	50496	92	206	0
2022-08-16	50404	76	206	0
2022-08-12	50328	34	206	0
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2022-08-01	49776	125	206	1
2022-07-29	49651	94	205	0
2022-07-28	49557	113	205	0
2022-07-27	49444	140	205	1
2022-07-26	49304	245	204	0
2022-07-25	49059	223	204	2
2022-07-22	48836	165	202	0
2022-07-21	48671	187	202	1
2022-07-20	48484	229	201	0
2022-07-19	48255	387	201	0
2022-07-18	47868	332	201	1
2022-07-15	47536	289	200	1
2022-07-14	47247	294	199	0
2022-07-13	46953	268	199	1
2022-07-12	46685	339	198	1
2022-07-11	46346	312	197	0
2022-07-08	46034	142	197	0
2022-07-07	45892	193	197	1
2022-07-06	45699	138	196	0
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2021-08-23	5478	3	141	0
2021-08-22	5475	1	141	0
2021-08-21	5474	4	141	0
2021-08-20	5470	2	141	0
2021-08-19	5468	7	141	0
2021-08-18	5461	7	141	0
2021-08-17	5454	7	141	0
2021-08-16	5447	1	141	0
2021-08-14	5446	3	141	0
2021-08-13	5443	1	141	0
2021-08-12	5442	4	141	0
2021-08-11	5438	3	141	0
2021-08-10	5435	5	141	0
2021-08-08	5430	2	141	0
2021-08-07	5428	4	141	0
2021-08-06	5424	7	141	0
2021-08-05	5417	2	141	0
2021-08-04	5415	3	141	0
2021-08-03	5412	3	141	0
2021-08-02	5409	1	141	0
2021-08-01	5408	1	141	0
2021-07-31	5407	4	141	0
2021-07-30	5403	3	141	0
2021-07-29	5400	3	141	0
2021-07-28	5397	2	141	0
2021-07-27	5395	5	141	0
2021-07-24	5390	2	141	0
2021-07-22	5388	1	141	0
2021-07-21	5387	5	141	0
2021-07-20	5382	2	141	0
2021-07-18	5380	2	141	0
2021-07-17	5378	1	141	0
2021-07-16	5377	3	141	0
2021-07-15	5374	1	141	0
2021-07-14	5373	1	141	0
2021-07-13	5372	1	141	0
2021-07-12	5371	1	141	0
2021-07-02	5370	1	141	0
2021-07-01	5369	1	141	0
2021-06-16	5368	1	141	0
2021-06-15	5367	1	141	0
2021-06-13	5366	1	141	0
2021-06-09	5365	2	141	0
2021-06-08	5363	2	141	0
2021-06-05	5361	2	141	0
2021-06-04	5359	3	141	0
2021-06-02	5356	4	141	0
2021-06-01	5352	2	141	0
2021-05-30	5350	8	141	0
2021-05-28	5342	5	141	0
2021-05-27	5337	8	141	0
2021-05-26	5329	16	141	0
2021-05-25	5313	5	141	0
2021-05-23	5308	4	141	0
2021-05-22	5304	8	141	0
2021-05-21	5296	8	141	0
2021-05-20	5288	13	141	0
2021-05-19	5275	11	141	0
2021-05-18	5264	19	141	0
2021-05-17	5245	1	141	0
2021-05-16	5244	9	141	0
2021-05-15	5235	22	141	0
2021-05-14	5213	4	141	0
2021-05-13	5209	12	141	0
2021-05-12	5197	30	141	0
2021-05-11	5167	31	141	0
2021-05-10	5136	1	141	0
2021-05-09	5135	6	141	0
2021-05-08	5129	22	141	0
2021-05-07	5107	25	141	0
2021-05-06	5082	19	141	0
2021-05-05	5063	25	141	0
2021-05-04	5038	40	141	0
2021-05-03	4998	2	141	0
2021-05-02	4996	6	141	0
2021-05-01	4990	26	141	0
2021-04-30	4964	22	141	0
2021-04-29	4942	18	141	0
2021-04-28	4924	37	141	0
2021-04-27	4887	40	141	0
2021-04-26	4847	2	141	0
2021-04-25	4845	7	141	0
2021-04-24	4838	50	141	1
2021-04-23	4788	9	140	0
2021-04-22	4779	41	140	1
2021-04-21	4738	33	139	0
2021-04-20	4705	42	139	0
2021-04-19	4663	13	139	0
2021-04-18	4650	10	139	0
2021-04-17	4640	40	139	1
2021-04-16	4600	35	138	1
2021-04-15	4565	34	137	1
2021-04-14	4531	82	136	1
2021-04-13	4449	57	135	1
2021-04-12	4392	3	134	1
2021-04-11	4389	20	133	1
2021-04-10	4369	45	132	0
2021-04-09	4324	39	132	1
2021-04-08	4285	35	131	1
2021-04-07	4250	53	130	2
2021-04-06	4197	22	128	1
2021-04-04	4175	1	127	0
2021-04-03	4174	30	127	0
2021-04-02	4144	35	127	0
2021-04-01	4109	31	127	0
2021-03-31	4078	33	127	0
2021-03-30	4045	32	127	0
2021-03-29	4013	2	127	0
2021-03-28	4011	1	127	0
2021-03-27	4010	25	127	0
2021-03-26	3985	25	127	1
2021-03-25	3960	21	126	0
2021-03-24	3939	32	126	1
2021-03-23	3907	41	125	0
2021-03-22	3866	3	125	0
2021-03-21	3863	6	125	0
2021-03-20	3857	19	125	0
2021-03-19	3838	15	125	0
2021-03-18	3823	48	125	0
2021-03-17	3775	42	125	0
2021-03-16	3733	44	125	0
2021-03-15	3689	4	125	0
2021-03-14	3685	6	125	0
2021-03-13	3679	9	125	0
2021-03-12	3670	27	125	0
2021-03-11	3643	22	125	0
2021-03-10	3621	17	125	0
2021-03-09	3604	29	125	0
2021-03-08	3575	27	125	0
2021-03-07	3548	1	125	0
2021-03-06	3547	4	125	1
2021-03-05	3543	27	124	0
2021-03-04	3516	17	124	0
2021-03-03	3499	27	124	0
2021-03-02	3472	17	124	0
2021-03-01	3455	11	124	0
2021-02-27	3444	1	124	0
2021-02-26	3443	10	124	0
2021-02-25	3433	12	124	0
2021-02-24	3421	15	124	2
2021-02-23	3406	17	122	0
2021-02-22	3389	3	122	1
2021-02-21	3386	1	121	0
2021-02-20	3385	7	121	0
2021-02-19	3378	7	121	0
2021-02-18	3371	7	121	1
2021-02-17	3364	11	120	1
2021-02-16	3353	19	119	0
2021-02-15	3334	4	119	0
2021-02-14	3330	1	119	1
2021-02-13	3329	4	118	0
2021-02-12	3325	2	118	1
2021-02-11	3323	10	117	0
2021-02-10	3313	13	117	1
2021-02-09	3300	5	116	0
2021-02-08	3295	11	116	0
2021-02-07	3284	1	116	0
2021-02-06	3283	3	116	0
2021-02-05	3280	5	116	0
2021-02-04	3275	14	116	1
2021-02-03	3261	16	115	1
2021-02-02	3245	27	114	1
2021-02-01	3218	2	113	0
2021-01-31	3216	1	113	0
2021-01-30	3215	10	113	0
2021-01-29	3205	12	113	1
2021-01-28	3193	21	112	0
2021-01-27	3172	13	112	1
2021-01-26	3159	27	111	0
2021-01-25	3132	2	111	0
2021-01-24	3130	1	111	0
2021-01-23	3129	24	111	1
2021-01-22	3105	34	110	1
2021-01-21	3071	17	109	0
2021-01-20	3054	26	109	1
2021-01-19	3028	27	108	0
2021-01-18	3001	4	108	0
2021-01-17	2997	10	108	0
2021-01-16	2987	21	108	2
2021-01-15	2966	16	106	1
2021-01-14	2950	29	105	0
2021-01-13	2921	34	105	1
2021-01-12	2887	14	104	0
2021-01-11	2873	4	104	1
2021-01-10	2869	15	103	0
2021-01-09	2854	55	103	0
2021-01-08	2799	28	103	1
2021-01-07	2771	12	102	0
2021-01-06	2759	47	102	3
2021-01-05	2712	17	99	0
2021-01-04	2695	24	99	0
2021-01-03	2671	7	99	1
2021-01-02	2664	6	98	0
2021-01-01	2658	21	98	0
2020-12-31	2637	43	98	0
2020-12-30	2594	72	98	2
2020-12-29	2522	41	96	0
2020-12-28	2481	13	96	1
2020-12-27	2468	11	95	0
2020-12-26	2457	15	95	1
2020-12-25	2442	13	94	2
2020-12-24	2429	58	92	0
2020-12-23	2371	48	92	1
2020-12-22	2323	29	91	3
2020-12-21	2294	16	88	0
2020-12-20	2278	36	88	5
2020-12-19	2242	39	83	2
2020-12-18	2203	28	81	1
2020-12-17	2175	49	80	1
2020-12-16	2126	44	79	0
2020-12-15	2082	34	79	1
2020-12-14	2048	16	78	3
2020-12-13	2032	27	75	0
2020-12-12	2005	34	75	0
2020-12-11	1971	26	75	1
2020-12-10	1945	27	74	0
2020-12-09	1918	28	74	1
2020-12-08	1890	16	73	1
2020-12-07	1874	12	72	0
2020-12-06	1862	10	72	1
2020-12-05	1852	25	71	0
2020-12-04	1827	30	71	0
2020-12-03	1797	28	71	0
2020-12-02	1769	91	71	1
2020-12-01	1678	1	70	0
2020-11-30	1677	8	70	1
2020-11-29	1669	21	69	1
2020-11-28	1648	45	68	4
2020-11-27	1603	31	64	0
2020-11-26	1572	62	64	5
2020-11-25	1510	20	59	1
2020-11-24	1490	55	58	0
2020-11-23	1435	12	58	0
2020-11-22	1423	22	58	0
2020-11-21	1401	24	58	0
2020-11-20	1377	29	58	1
2020-11-19	1348	34	57	0
2020-11-18	1314	90	57	14
2020-11-17	1224	48	43	1
2020-11-16	1176	8	42	1
2020-11-15	1168	9	41	0
2020-11-14	1159	26	41	1
2020-11-13	1133	42	40	1
2020-11-12	1091	22	39	0
2020-11-11	1069	27	39	0
2020-11-10	1042	10	39	1
2020-11-09	1032	20	38	1
2020-11-08	1012	58	37	8
2020-11-07	954	28	29	0
2020-11-06	926	12	29	0
2020-11-05	914	39	29	0
2020-11-04	875	25	29	0
2020-11-03	850	9	29	0
2020-11-02	841	10	29	0
2020-11-01	831	20	29	0
2020-10-31	811	17	29	0
2020-10-30	794	9	29	0
2020-10-29	785	8	29	0
2020-10-28	777	17	29	0
2020-10-27	760	3	29	0
2020-10-26	757	4	29	0
2020-10-25	753	12	29	0
2020-10-24	741	19	29	0
2020-10-23	722	12	29	0
2020-10-22	710	17	29	0
2020-10-21	693	14	29	0
2020-10-20	679	7	29	0
2020-10-18	672	3	29	0
2020-10-17	669	7	29	0
2020-10-16	662	3	29	0
2020-10-15	659	6	29	0
2020-10-14	653	8	29	0
2020-10-13	645	3	29	0
2020-10-10	642	2	29	0
2020-10-09	640	1	29	0
2020-10-08	639	2	29	0
2020-10-07	637	3	29	0
2020-10-06	634	1	29	0
2020-10-02	633	1	29	0
2020-10-01	632	3	29	0
2020-09-30	629	2	29	0
2020-09-28	627	5	29	0
2020-09-27	622	1	29	0
2020-09-25	621	4	29	0
2020-09-22	617	1	29	0
2020-09-20	616	1	29	0
2020-09-19	615	1	29	0
2020-09-18	614	2	29	0
2020-09-17	612	1	29	0
2020-09-16	611	7	29	0
2020-09-15	604	3	29	0
2020-09-13	601	4	29	0
2020-09-11	597	3	29	0
2020-09-10	594	1	29	0
2020-09-09	593	3	29	0
2020-09-07	590	1	29	0
2020-09-05	589	1	29	0
2020-09-03	588	2	29	0
2020-09-02	586	1	29	0
2020-09-01	585	1	29	0
2020-08-29	584	3	29	0
2020-08-28	581	1	29	0
2020-08-27	580	3	29	0
2020-08-21	577	1	29	0
2020-08-20	576	3	29	0
2020-08-18	573	1	29	0
2020-08-16	572	2	29	0
2020-08-11	570	4	29	0
2020-08-09	566	1	29	0
2020-07-30	565	1	29	0
2020-07-28	564	1	29	0
2020-07-24	563	1	29	0
2020-07-23	562	1	29	0
2020-07-21	561	1	29	0
2020-07-13	560	1	29	0
2020-07-11	559	1	29	0
2020-07-09	558	3	29	0
2020-07-06	555	1	29	0
2020-07-02	554	1	29	0
2020-06-26	553	1	29	0
2020-06-24	552	4	29	0
2020-06-17	548	1	29	0
2020-06-03	547	2	29	0
2020-06-02	545	1	29	0
2020-05-31	544	4	29	0
2020-05-29	540	1	29	0
2020-05-28	539	2	29	0
2020-05-27	537	2	29	0
2020-05-25	535	3	29	0
2020-05-20	532	6	29	0
2020-05-19	526	4	29	0
2020-05-15	522	3	29	0
2020-05-14	519	35	29	0
2020-05-13	484	4	29	0
2020-05-12	480	7	29	0
2020-05-11	473	6	29	0
2020-05-09	467	1	29	0
2020-05-08	466	2	29	1
2020-05-07	464	4	28	0
2020-05-06	460	1	28	0
2020-05-05	459	4	28	0
2020-05-04	455	3	28	0
2020-05-02	452	2	28	0
2020-05-01	450	8	28	0
2020-04-30	442	6	28	0
2020-04-29	436	1	28	0
2020-04-28	435	3	28	1
2020-04-27	432	7	27	0
2020-04-26	425	1	27	0
2020-04-25	424	1	27	0
2020-04-24	423	3	27	0
2020-04-23	420	34	27	5
2020-04-22	386	17	22	0
2020-04-21	369	14	22	5
2020-04-20	355	1	17	0
2020-04-19	354	2	17	0
2020-04-18	352	10	17	0
2020-04-17	342	16	17	1
2020-04-16	326	21	16	0
2020-04-15	305	6	16	2
2020-04-13	299	3	14	1
2020-04-11	296	7	13	1
2020-04-10	289	5	12	0
2020-04-09	284	17	12	0
2020-04-08	267	16	12	0
2020-04-07	251	28	12	2
2020-04-06	223	2	10	0
2020-04-05	221	4	10	0
2020-04-04	217	21	10	0
2020-04-03	196	27	10	1
2020-04-02	169	19	9	1
2020-04-01	150	23	8	1
2020-03-31	127	33	7	2
2020-03-30	94	11	5	1
2020-03-29	83	8	4	0
2020-03-28	75	5	4	1
2020-03-27	70	12	3	0
2020-03-26	58	2	3	0
2020-03-25	56	10	3	1
2020-03-24	46	2	2	0
2020-03-23	44	1	2	0
2020-03-22	43	7	2	1
2020-03-21	36	8	1	0
2020-03-20	28	9	1	0
2020-03-19	19	6	1	0
2020-03-18	13	4	1	1
2020-03-17	9	5	0	0
2020-03-16	4	1	0	0
2020-03-15	3	1	0	0
2020-03-13	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: 0:03:06.957700