Germany: SK Bamberg (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 11:36:30 CEST

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

overview(country="Germany", subregion="SK Bamberg", weeks=5);

overview(country="Germany", subregion="SK Bamberg");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Bamberg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Bamberg")
print(f'Population of country="Germany", subregion="SK Bamberg": {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="SK Bamberg": 77749 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	33751	4	183	0
2023-03-03	33747	2	183	0
2023-03-02	33745	8	183	0
2023-03-01	33737	13	183	0
2023-02-28	33724	26	183	0
2023-02-27	33698	13	183	0
2023-02-24	33685	11	183	0
2023-02-23	33674	12	183	0
2023-02-22	33662	17	183	0
2023-02-21	33645	10	183	0
2023-02-20	33635	12	183	0
2023-02-17	33623	7	183	0
2023-02-16	33616	19	183	0
2023-02-15	33597	18	183	1
2023-02-14	33579	32	182	0
2023-02-13	33547	16	182	0
2023-02-10	33531	15	182	0
2023-02-09	33516	13	182	0
2023-02-08	33503	13	182	0
2023-02-07	33490	27	182	0
2023-02-06	33463	17	182	0
2023-02-03	33446	5	182	0
2023-02-02	33441	10	182	0
2023-02-01	33431	16	182	0
2023-01-31	33415	17	182	0
2023-01-30	33398	16	182	1
2023-01-27	33382	8	181	0
2023-01-26	33374	16	181	0
2023-01-25	33358	13	181	0
2023-01-24	33345	13	181	0
2023-01-23	33332	12	181	0
2023-01-20	33320	7	181	0
2023-01-19	33313	4	181	0
2023-01-18	33309	7	181	0
2023-01-17	33302	23	181	0
2023-01-16	33279	12	181	1
2023-01-13	33267	8	180	0
2023-01-12	33259	9	180	0
2023-01-11	33250	11	180	0
2023-01-10	33239	15	180	0
2023-01-09	33224	12	180	0
2023-01-05	33212	4	180	0
2023-01-04	33208	7	180	0
2023-01-03	33201	12	180	0
2023-01-02	33189	20	180	0
2022-12-30	33169	4	180	0
2022-12-29	33165	18	180	0
2022-12-28	33147	18	180	0
2022-12-27	33129	28	180	0
2022-12-23	33101	24	180	0
2022-12-22	33077	13	180	0
2022-12-21	33064	16	180	1
2022-12-20	33048	17	179	0
2022-12-19	33031	20	179	0
2022-12-16	33011	14	179	0
2022-12-15	32997	15	179	0
2022-12-14	32982	18	179	0
2022-12-13	32964	25	179	0
2022-12-12	32939	18	179	0
2022-12-09	32921	13	179	0
2022-12-08	32908	15	179	0
2022-12-07	32893	15	179	0
2022-12-06	32878	13	179	0
2022-12-05	32865	21	179	1
2022-12-02	32844	12	178	0
2022-12-01	32832	6	178	0
2022-11-30	32826	16	178	0
2022-11-29	32810	25	178	0
2022-11-28	32785	24	178	1
2022-11-25	32761	12	177	0
2022-11-24	32749	17	177	0
2022-11-23	32732	14	177	0
2022-11-22	32718	11	177	0
2022-11-21	32707	24	177	0
2022-11-18	32683	6	177	0
2022-11-17	32677	10	177	0
2022-11-16	32667	10	177	0
2022-11-15	32657	22	177	0
2022-11-14	32635	29	177	0
2022-11-11	32606	12	177	0
2022-11-10	32594	17	177	0
2022-11-09	32577	30	177	0
2022-11-08	32547	35	177	0
2022-11-07	32512	51	177	0
2022-11-04	32461	18	177	0
2022-11-03	32443	33	177	0
2022-11-02	32410	64	177	0
2022-10-31	32346	50	177	0
2022-10-28	32296	22	177	1
2022-10-27	32274	32	176	0
2022-10-26	32242	63	176	0
2022-10-25	32179	77	176	1
2022-10-24	32102	74	175	1
2022-10-21	32028	52	174	1
2022-10-20	31976	63	173	1
2022-10-19	31913	105	172	0
2022-10-18	31808	119	172	0
2022-10-17	31689	107	172	0
2022-10-14	31582	79	172	1
2022-10-13	31503	78	171	1
2022-10-12	31425	156	170	0
2022-10-11	31269	182	170	0
2022-10-10	31087	195	170	0
2022-10-07	30892	92	170	0
2022-10-06	30800	96	170	0
2022-10-05	30704	156	170	1
2022-10-04	30548	127	169	0
2022-09-30	30421	78	169	0
2022-09-29	30343	74	169	1
2022-09-28	30269	60	168	0
2022-09-27	30209	80	168	1
2022-09-26	30129	89	167	2
2022-09-23	30040	34	165	0
2022-09-22	30006	45	165	0
2022-09-21	29961	36	165	0
2022-09-20	29925	65	165	0
2022-09-19	29860	55	165	0
2022-09-16	29805	14	165	0
2022-09-15	29791	27	165	0
2022-09-14	29764	30	165	0
2022-09-13	29734	64	165	0
2022-09-12	29670	51	165	0
2022-09-09	29619	32	165	0
2022-09-08	29587	24	165	0
2022-09-07	29563	45	165	0
2022-09-06	29518	55	165	0
2022-09-05	29463	59	165	0
2022-09-02	29404	20	165	0
2022-09-01	29384	28	165	0
2022-08-31	29356	21	165	0
2022-08-30	29335	47	165	0
2022-08-29	29288	29	165	0
2022-08-26	29259	14	165	0
2022-08-25	29245	10	165	0
2022-08-24	29235	24	165	0
2022-08-23	29211	34	165	0
2022-08-22	29177	46	165	1
2022-08-19	29131	14	164	0
2022-08-18	29117	24	164	0
2022-08-17	29093	53	164	1
2022-08-16	29040	46	163	0
2022-08-12	28994	27	163	1
2022-08-11	28967	33	162	0
2022-08-10	28934	48	162	0
2022-08-09	28886	56	162	0
2022-08-08	28830	67	162	1
2022-08-05	28763	32	161	0
2022-08-04	28731	46	161	0
2022-08-03	28685	77	161	0
2022-08-02	28608	122	161	0
2022-08-01	28486	90	161	0
2022-07-29	28396	43	161	0
2022-07-28	28353	66	161	0
2022-07-27	28287	143	161	0
2022-07-26	28144	120	161	0
2022-07-25	28024	190	161	2
2022-07-22	27834	69	159	0
2022-07-21	27765	128	159	0
2022-07-20	27637	153	159	0
2022-07-19	27484	118	159	0
2022-07-18	27366	217	159	0
2022-07-15	27149	75	159	0
2022-07-14	27074	86	159	0
2022-07-13	26988	125	159	0
2022-07-12	26863	128	159	0
2022-07-11	26735	138	159	0
2022-07-08	26597	60	159	0
2022-07-07	26537	95	159	0
2022-07-06	26442	108	159	0
2022-07-05	26334	111	159	0
2022-07-04	26223	129	159	0
2022-07-01	26094	40	159	0
2022-06-30	26054	94	159	1
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2022-06-28	25724	52	158	0
2022-06-27	25672	22	158	0
2022-06-24	25650	76	158	0
2022-06-23	25574	54	158	1
2022-06-22	25520	113	157	0
2022-06-21	25407	119	157	0
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2021-09-06	3413	2	105	0
2021-09-05	3411	3	105	0
2021-09-04	3408	9	105	0
2021-09-03	3399	11	105	0
2021-09-02	3388	9	105	1
2021-09-01	3379	10	104	0
2021-08-31	3369	13	104	0
2021-08-30	3356	5	104	0
2021-08-29	3351	4	104	0
2021-08-28	3347	8	104	0
2021-08-27	3339	5	104	0
2021-08-26	3334	7	104	0
2021-08-25	3327	11	104	0
2021-08-24	3316	12	104	0
2021-08-22	3304	7	104	0
2021-08-21	3297	10	104	0
2021-08-20	3287	2	104	0
2021-08-19	3285	8	104	0
2021-08-18	3277	1	104	0
2021-08-17	3276	13	104	0
2021-08-16	3263	2	104	0
2021-08-15	3261	3	104	0
2021-08-14	3258	10	104	0
2021-08-13	3248	7	104	0
2021-08-12	3241	10	104	0
2021-08-11	3231	11	104	0
2021-08-10	3220	4	104	0
2021-08-09	3216	2	104	0
2021-08-08	3214	2	104	0
2021-08-07	3212	1	104	0
2021-08-06	3211	2	104	0
2021-08-05	3209	4	104	0
2021-08-04	3205	4	104	0
2021-08-03	3201	10	104	0
2021-07-31	3191	2	104	0
2021-07-30	3189	2	104	0
2021-07-29	3187	1	104	0
2021-07-28	3186	6	104	0
2021-07-27	3180	5	104	0
2021-07-25	3175	1	104	0
2021-07-24	3174	5	104	0
2021-07-23	3169	4	104	0
2021-07-22	3165	3	104	0
2021-07-21	3162	6	104	0
2021-07-20	3156	5	104	0
2021-07-19	3151	1	104	0
2021-07-18	3150	2	104	0
2021-07-17	3148	5	104	0
2021-07-16	3143	2	104	0
2021-07-15	3141	6	104	0
2021-07-14	3135	6	104	0
2021-07-13	3129	9	104	0
2021-07-10	3120	3	104	0
2021-07-09	3117	2	104	0
2021-07-08	3115	1	104	0
2021-07-07	3114	5	104	0
2021-07-06	3109	2	104	0
2021-07-04	3107	2	104	0
2021-07-03	3105	1	104	0
2021-07-01	3104	1	104	0
2021-06-30	3103	1	104	0
2021-06-27	3102	1	104	0
2021-06-25	3101	2	104	0
2021-06-24	3099	3	104	0
2021-06-22	3096	3	104	0
2021-06-21	3093	1	104	0
2021-06-19	3092	2	104	0
2021-06-18	3090	2	104	0
2021-06-17	3088	3	104	0
2021-06-16	3085	10	104	0
2021-06-15	3075	5	104	0
2021-06-13	3070	3	104	0
2021-06-12	3067	3	104	0
2021-06-11	3064	7	104	1
2021-06-10	3057	4	103	0
2021-06-08	3053	1	103	0
2021-06-05	3052	1	103	0
2021-06-02	3051	5	103	0
2021-06-01	3046	5	103	0
2021-05-30	3041	1	103	0
2021-05-29	3040	1	103	0
2021-05-28	3039	1	103	0
2021-05-26	3038	5	103	0
2021-05-25	3033	1	103	0
2021-05-24	3032	1	103	0
2021-05-23	3031	1	103	0
2021-05-22	3030	4	103	0
2021-05-21	3026	3	103	0
2021-05-20	3023	11	103	0
2021-05-19	3012	5	103	0
2021-05-18	3007	11	103	0
2021-05-17	2996	2	103	0
2021-05-16	2994	1	103	0
2021-05-15	2993	16	103	0
2021-05-13	2977	8	103	0
2021-05-12	2969	16	103	0
2021-05-11	2953	13	103	0
2021-05-10	2940	4	103	0
2021-05-09	2936	3	103	0
2021-05-08	2933	20	103	0
2021-05-07	2913	8	103	0
2021-05-06	2905	13	103	0
2021-05-05	2892	13	103	1
2021-05-04	2879	9	102	0
2021-05-03	2870	2	102	0
2021-05-02	2868	4	102	0
2021-05-01	2864	5	102	0
2021-04-30	2859	2	102	0
2021-04-29	2857	8	102	0
2021-04-28	2849	14	102	1
2021-04-27	2835	26	101	1
2021-04-26	2809	1	100	0
2021-04-25	2808	5	100	0
2021-04-24	2803	13	100	0
2021-04-23	2790	7	100	0
2021-04-22	2783	26	100	1
2021-04-21	2757	19	99	0
2021-04-20	2738	24	99	0
2021-04-19	2714	9	99	0
2021-04-18	2705	8	99	0
2021-04-17	2697	14	99	0
2021-04-16	2683	10	99	0
2021-04-15	2673	13	99	0
2021-04-14	2660	26	99	0
2021-04-13	2634	11	99	0
2021-04-12	2623	6	99	0
2021-04-11	2617	6	99	0
2021-04-10	2611	13	99	0
2021-04-09	2598	7	99	0
2021-04-08	2591	28	99	0
2021-04-07	2563	25	99	0
2021-04-06	2538	5	99	1
2021-04-05	2533	1	98	0
2021-04-04	2532	6	98	1
2021-04-03	2526	5	97	0
2021-04-02	2521	10	97	0
2021-04-01	2511	15	97	1
2021-03-31	2496	20	96	1
2021-03-30	2476	25	95	0
2021-03-29	2451	11	95	0
2021-03-28	2440	8	95	0
2021-03-27	2432	17	95	0
2021-03-26	2415	38	95	0
2021-03-25	2377	34	95	0
2021-03-24	2343	20	95	0
2021-03-23	2323	17	95	0
2021-03-22	2306	8	95	0
2021-03-21	2298	1	95	0
2021-03-20	2297	13	95	1
2021-03-19	2284	4	94	0
2021-03-18	2280	7	94	0
2021-03-17	2273	13	94	0
2021-03-16	2260	4	94	0
2021-03-15	2256	6	94	0
2021-03-14	2250	7	94	0
2021-03-13	2243	7	94	0
2021-03-12	2236	6	94	0
2021-03-11	2230	11	94	0
2021-03-10	2219	16	94	0
2021-03-09	2203	7	94	0
2021-03-06	2196	5	94	0
2021-03-05	2191	3	94	0
2021-03-04	2188	10	94	0
2021-03-03	2178	7	94	0
2021-03-02	2171	4	94	0
2021-03-01	2167	8	94	0
2021-02-28	2159	7	94	0
2021-02-27	2152	11	94	0
2021-02-26	2141	5	94	0
2021-02-25	2136	8	94	0
2021-02-24	2128	11	94	0
2021-02-23	2117	11	94	0
2021-02-22	2106	5	94	0
2021-02-20	2101	2	94	0
2021-02-19	2099	8	94	0
2021-02-18	2091	3	94	0
2021-02-17	2088	25	94	0
2021-02-16	2063	13	94	0
2021-02-15	2050	18	94	0
2021-02-14	2032	4	94	0
2021-02-13	2028	2	94	0
2021-02-12	2026	9	94	0
2021-02-11	2017	9	94	0
2021-02-10	2008	17	94	0
2021-02-09	1991	18	94	1
2021-02-08	1973	7	93	2
2021-02-06	1966	3	91	0
2021-02-05	1963	1	91	0
2021-02-04	1962	20	91	0
2021-02-03	1942	30	91	0
2021-02-02	1912	22	91	0
2021-02-01	1890	9	91	0
2021-01-31	1881	2	91	0
2021-01-30	1879	2	91	0
2021-01-29	1877	15	91	0
2021-01-28	1862	15	91	0
2021-01-27	1847	39	91	0
2021-01-26	1808	42	91	2
2021-01-25	1766	6	89	1
2021-01-23	1760	8	88	0
2021-01-22	1752	10	88	0
2021-01-21	1742	22	88	0
2021-01-20	1720	10	88	0
2021-01-19	1710	6	88	0
2021-01-18	1704	8	88	0
2021-01-17	1696	3	88	0
2021-01-16	1693	18	88	1
2021-01-15	1675	2	87	0
2021-01-14	1673	13	87	1
2021-01-13	1660	10	86	0
2021-01-12	1650	10	86	0
2021-01-11	1640	1	86	0
2021-01-10	1639	2	86	0
2021-01-09	1637	18	86	0
2021-01-08	1619	10	86	1
2021-01-07	1609	14	85	0
2021-01-06	1595	10	85	0
2021-01-05	1585	15	85	1
2021-01-04	1570	5	84	0
2021-01-03	1565	4	84	0
2021-01-02	1561	1	84	0
2021-01-01	1560	1	84	0
2020-12-31	1559	12	84	0
2020-12-30	1547	21	84	2
2020-12-29	1526	15	82	2
2020-12-28	1511	8	80	0
2020-12-27	1503	5	80	0
2020-12-26	1498	4	80	0
2020-12-25	1494	8	80	0
2020-12-24	1486	15	80	0
2020-12-23	1471	16	80	1
2020-12-22	1455	23	79	0
2020-12-21	1432	21	79	0
2020-12-20	1411	6	79	0
2020-12-19	1405	22	79	0
2020-12-18	1383	35	79	2
2020-12-17	1348	43	77	1
2020-12-16	1305	27	76	0
2020-12-15	1278	38	76	5
2020-12-14	1240	28	71	0
2020-12-13	1212	14	71	1
2020-12-12	1198	35	70	1
2020-12-11	1163	35	69	2
2020-12-10	1128	57	67	10
2020-12-09	1071	23	57	1
2020-12-08	1048	17	56	2
2020-12-07	1031	17	54	1
2020-12-06	1014	11	53	0
2020-12-05	1003	41	53	9
2020-12-04	962	17	44	1
2020-12-03	945	14	43	0
2020-12-02	931	15	43	0
2020-12-01	916	10	43	2
2020-11-30	906	14	41	0
2020-11-29	892	10	41	1
2020-11-28	882	13	40	0
2020-11-27	869	14	40	0
2020-11-26	855	26	40	0
2020-11-25	829	16	40	0
2020-11-24	813	10	40	1
2020-11-23	803	9	39	1
2020-11-22	794	19	38	0
2020-11-21	775	10	38	1
2020-11-20	765	10	37	1
2020-11-19	755	27	36	0
2020-11-18	728	13	36	0
2020-11-17	715	9	36	0
2020-11-16	706	21	36	1
2020-11-15	685	6	35	0
2020-11-14	679	34	35	3
2020-11-13	645	4	32	0
2020-11-12	641	16	32	0
2020-11-11	625	15	32	0
2020-11-10	610	13	32	0
2020-11-09	597	15	32	2
2020-11-08	582	1	30	0
2020-11-07	581	17	30	0
2020-11-06	564	14	30	1
2020-11-05	550	14	29	0
2020-11-04	536	21	29	2
2020-11-03	515	23	27	1
2020-11-02	492	14	26	0
2020-11-01	478	8	26	0
2020-10-31	470	23	26	1
2020-10-30	447	12	25	0
2020-10-29	435	29	25	0
2020-10-28	406	28	25	0
2020-10-27	378	23	25	0
2020-10-26	355	4	25	0
2020-10-25	351	7	25	1
2020-10-24	344	12	24	1
2020-10-23	332	4	23	0
2020-10-22	328	11	23	0
2020-10-21	317	5	23	0
2020-10-20	312	8	23	0
2020-10-18	304	1	23	0
2020-10-17	303	1	23	0
2020-10-16	302	2	23	0
2020-10-15	300	2	23	0
2020-10-14	298	5	23	0
2020-10-13	293	1	23	0
2020-10-10	292	2	23	0
2020-10-09	290	3	23	0
2020-10-08	287	4	23	0
2020-10-07	283	2	23	0
2020-10-06	281	4	23	0
2020-10-05	277	3	23	0
2020-10-04	274	5	23	0
2020-10-02	269	4	23	0
2020-10-01	265	1	23	0
2020-09-30	264	3	23	0
2020-09-29	261	2	23	0
2020-09-28	259	1	23	0
2020-09-27	258	2	23	0
2020-09-25	256	1	23	0
2020-09-24	255	1	23	0
2020-09-21	254	4	23	0
2020-09-17	250	2	23	0
2020-09-16	248	1	23	0
2020-09-15	247	1	23	0
2020-09-12	246	2	23	0
2020-09-10	244	1	23	0
2020-09-09	243	2	23	0
2020-09-08	241	1	23	0
2020-09-07	240	1	23	0
2020-09-06	239	1	23	0
2020-09-05	238	3	23	0
2020-09-04	235	1	23	0
2020-09-03	234	1	23	0
2020-09-01	233	1	23	0
2020-08-26	232	1	23	0
2020-08-24	231	1	23	0
2020-08-19	230	4	23	0
2020-08-18	226	1	23	0
2020-08-17	225	2	23	0
2020-08-16	223	1	23	0
2020-08-14	222	1	23	0
2020-08-13	221	2	23	0
2020-08-10	219	1	23	0
2020-08-04	218	2	23	0
2020-07-31	216	2	23	0
2020-07-29	214	2	23	0
2020-07-22	212	1	23	0
2020-07-15	211	1	23	0
2020-07-12	210	1	23	0
2020-06-16	209	2	23	0
2020-06-02	207	3	23	0
2020-06-01	204	1	23	0
2020-05-30	203	2	23	0
2020-05-25	201	1	23	0
2020-05-24	200	1	23	0
2020-05-23	199	1	23	0
2020-05-13	198	1	23	0
2020-05-11	197	1	23	0
2020-05-02	196	1	23	0
2020-05-01	195	1	23	0
2020-04-30	194	3	23	0
2020-04-29	191	2	23	1
2020-04-28	189	1	22	0
2020-04-25	188	1	22	0
2020-04-24	187	2	22	1
2020-04-23	185	2	21	0
2020-04-22	183	3	21	0
2020-04-21	180	1	21	0
2020-04-20	179	2	21	0
2020-04-19	177	13	21	2
2020-04-18	164	2	19	0
2020-04-17	162	2	19	0
2020-04-16	160	2	19	0
2020-04-15	158	2	19	0
2020-04-14	156	14	19	1
2020-04-13	142	4	18	1
2020-04-11	138	1	17	0
2020-04-10	137	1	17	0
2020-04-09	136	6	17	1
2020-04-08	130	6	16	1
2020-04-07	124	5	15	1
2020-04-06	119	6	14	3
2020-04-05	113	4	11	3
2020-04-04	109	15	8	0
2020-04-03	94	2	8	1
2020-04-02	92	4	7	1
2020-04-01	88	5	6	0
2020-03-31	83	8	6	3
2020-03-30	75	5	3	0
2020-03-29	70	2	3	1
2020-03-28	68	2	2	1
2020-03-27	66	7	1	0
2020-03-26	59	16	1	1
2020-03-25	43	6	0	0
2020-03-24	37	5	0	0
2020-03-23	32	1	0	0
2020-03-22	31	1	0	0
2020-03-21	30	3	0	0
2020-03-20	27	2	0	0
2020-03-19	25	13	0	0
2020-03-18	12	3	0	0
2020-03-17	9	5	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: 0:02:46.757399