Germany: LK 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 10:33:10 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bamberg")
print(f'Population of country="Germany", subregion="LK 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="LK Bamberg": 147697 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	80885	19	288	0
2023-03-03	80866	6	288	0
2023-03-02	80860	12	288	0
2023-03-01	80848	31	288	0
2023-02-28	80817	75	288	1
2023-02-27	80742	74	287	0
2023-02-24	80668	23	287	0
2023-02-23	80645	30	287	0
2023-02-22	80615	52	287	1
2023-02-21	80563	32	286	0
2023-02-20	80531	54	286	0
2023-02-17	80477	24	286	0
2023-02-16	80453	29	286	0
2023-02-15	80424	25	286	0
2023-02-14	80399	41	286	0
2023-02-13	80358	52	286	0
2023-02-10	80306	26	286	0
2023-02-09	80280	27	286	0
2023-02-08	80253	27	286	0
2023-02-07	80226	78	286	0
2023-02-06	80148	45	286	0
2023-02-03	80103	22	286	0
2023-02-02	80081	27	286	0
2023-02-01	80054	40	286	0
2023-01-31	80014	32	286	0
2023-01-30	79982	31	286	0
2023-01-29	79951	1	286	0
2023-01-27	79950	16	286	0
2023-01-26	79934	22	286	0
2023-01-25	79912	25	286	0
2023-01-24	79887	45	286	1
2023-01-23	79842	35	285	0
2023-01-20	79807	17	285	0
2023-01-19	79790	15	285	0
2023-01-18	79775	23	285	0
2023-01-17	79752	31	285	0
2023-01-16	79721	26	285	0
2023-01-13	79695	16	285	0
2023-01-12	79679	20	285	0
2023-01-11	79659	27	285	0
2023-01-10	79632	39	285	0
2023-01-09	79593	43	285	0
2023-01-07	79550	1	285	0
2023-01-05	79549	17	285	0
2023-01-04	79532	17	285	0
2023-01-03	79515	26	285	0
2023-01-02	79489	31	285	0
2022-12-30	79458	12	285	0
2022-12-29	79446	28	285	0
2022-12-28	79418	36	285	0
2022-12-27	79382	46	285	0
2022-12-23	79336	20	285	0
2022-12-22	79316	32	285	0
2022-12-21	79284	25	285	0
2022-12-20	79259	44	285	0
2022-12-19	79215	41	285	0
2022-12-16	79174	20	285	0
2022-12-15	79154	47	285	0
2022-12-14	79107	24	285	0
2022-12-13	79083	58	285	0
2022-12-12	79025	50	285	2
2022-12-09	78975	25	283	0
2022-12-08	78950	13	283	0
2022-12-07	78937	37	283	0
2022-12-06	78900	35	283	0
2022-12-05	78865	44	283	0
2022-12-02	78821	17	283	0
2022-12-01	78804	26	283	0
2022-11-30	78778	28	283	0
2022-11-29	78750	50	283	0
2022-11-28	78700	26	283	0
2022-11-25	78674	22	283	0
2022-11-24	78652	32	283	0
2022-11-23	78620	28	283	0
2022-11-22	78592	51	283	0
2022-11-21	78541	32	283	0
2022-11-18	78509	20	283	0
2022-11-17	78489	30	283	0
2022-11-16	78459	23	283	0
2022-11-15	78436	62	283	0
2022-11-14	78374	42	283	0
2022-11-11	78332	41	283	0
2022-11-10	78291	50	283	0
2022-11-09	78241	48	283	1
2022-11-08	78193	85	282	0
2022-11-07	78108	78	282	0
2022-11-04	78030	45	282	0
2022-11-03	77985	79	282	0
2022-11-02	77906	130	282	0
2022-10-31	77776	102	282	0
2022-10-28	77674	73	282	0
2022-10-27	77601	81	282	0
2022-10-26	77520	111	282	0
2022-10-25	77409	171	282	0
2022-10-24	77238	242	282	0
2022-10-21	76996	103	282	0
2022-10-20	76893	141	282	0
2022-10-19	76752	216	282	0
2022-10-18	76536	334	282	1
2022-10-17	76202	283	281	0
2022-10-14	75919	230	281	1
2022-10-13	75689	218	280	1
2022-10-12	75471	329	279	1
2022-10-11	75142	409	278	0
2022-10-10	74733	439	278	1
2022-10-07	74294	226	277	0
2022-10-06	74068	239	277	0
2022-10-05	73829	362	277	0
2022-10-04	73467	323	277	2
2022-09-30	73144	205	275	0
2022-09-29	72939	193	275	0
2022-09-28	72746	147	275	0
2022-09-27	72599	277	275	0
2022-09-26	72322	242	275	0
2022-09-23	72080	81	275	0
2022-09-22	71999	133	275	0
2022-09-21	71866	101	275	0
2022-09-20	71765	186	275	0
2022-09-19	71579	144	275	1
2022-09-16	71435	68	274	0
2022-09-15	71367	66	274	0
2022-09-14	71301	66	274	1
2022-09-13	71235	140	273	0
2022-09-12	71095	117	273	0
2022-09-09	70978	56	273	1
2022-09-08	70922	87	272	0
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2022-09-06	70732	155	272	0
2022-09-05	70577	109	272	0
2022-09-02	70468	58	272	0
2022-09-01	70410	50	272	0
2022-08-31	70360	60	272	0
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2022-07-22	66643	202	270	0
2022-07-21	66441	312	270	1
2022-07-20	66129	474	269	0
2022-07-19	65655	379	269	0
2022-07-18	65276	498	269	0
2022-07-15	64778	204	269	1
2022-07-14	64574	264	268	0
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2022-07-12	64023	372	268	0
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2021-09-07	5931	20	151	0
2021-09-06	5911	8	151	1
2021-09-05	5903	2	150	0
2021-09-04	5901	9	150	0
2021-09-03	5892	5	150	0
2021-09-02	5887	11	150	0
2021-09-01	5876	20	150	0
2021-08-31	5856	23	150	0
2021-08-30	5833	2	150	0
2021-08-29	5831	3	150	0
2021-08-28	5828	7	150	0
2021-08-27	5821	2	150	0
2021-08-26	5819	15	150	0
2021-08-25	5804	16	150	0
2021-08-24	5788	13	150	0
2021-08-23	5775	1	150	0
2021-08-22	5774	6	150	0
2021-08-21	5768	4	150	0
2021-08-20	5764	2	150	0
2021-08-19	5762	6	150	0
2021-08-18	5756	3	150	0
2021-08-17	5753	13	150	0
2021-08-16	5740	1	150	0
2021-08-15	5739	2	150	0
2021-08-14	5737	6	150	0
2021-08-13	5731	2	150	0
2021-08-12	5729	4	150	0
2021-08-11	5725	4	150	0
2021-08-10	5721	4	150	0
2021-08-08	5717	1	150	0
2021-08-05	5716	6	150	0
2021-08-04	5710	1	150	0
2021-08-03	5709	8	150	0
2021-08-01	5701	2	150	0
2021-07-31	5699	4	150	0
2021-07-29	5695	1	150	0
2021-07-28	5694	3	150	0
2021-07-27	5691	5	150	0
2021-07-25	5686	3	150	0
2021-07-24	5683	2	150	0
2021-07-23	5681	1	150	0
2021-07-22	5680	3	150	0
2021-07-21	5677	5	150	0
2021-07-20	5672	3	150	0
2021-07-18	5669	1	150	0
2021-07-17	5668	4	150	0
2021-07-16	5664	4	150	0
2021-07-15	5660	7	150	0
2021-07-14	5653	9	150	0
2021-07-13	5644	15	150	0
2021-07-12	5629	1	150	0
2021-07-11	5628	3	150	0
2021-07-10	5625	2	150	0
2021-07-09	5623	2	150	0
2021-07-08	5621	4	150	0
2021-07-07	5617	2	150	0
2021-07-06	5615	1	150	0
2021-07-01	5614	1	150	0
2021-06-30	5613	2	150	0
2021-06-29	5611	7	150	0
2021-06-27	5604	1	150	0
2021-06-25	5603	4	150	0
2021-06-24	5599	1	150	1
2021-06-23	5598	1	149	0
2021-06-22	5597	2	149	0
2021-06-20	5595	1	149	0
2021-06-19	5594	1	149	0
2021-06-18	5593	2	149	0
2021-06-17	5591	4	149	0
2021-06-16	5587	4	149	0
2021-06-15	5583	4	149	0
2021-06-14	5579	1	149	0
2021-06-13	5578	4	149	0
2021-06-12	5574	4	149	0
2021-06-11	5570	14	149	0
2021-06-10	5556	6	149	0
2021-06-09	5550	4	149	0
2021-06-08	5546	10	149	1
2021-06-06	5536	1	148	0
2021-06-05	5535	3	148	0
2021-06-04	5532	4	148	0
2021-06-02	5528	15	148	0
2021-06-01	5513	6	148	0
2021-05-31	5507	1	148	0
2021-05-30	5506	12	148	0
2021-05-29	5494	4	148	0
2021-05-28	5490	11	148	0
2021-05-27	5479	12	148	0
2021-05-26	5467	20	148	0
2021-05-25	5447	2	148	0
2021-05-23	5445	7	148	0
2021-05-22	5438	6	148	0
2021-05-21	5432	4	148	0
2021-05-20	5428	29	148	0
2021-05-19	5399	11	148	0
2021-05-18	5388	23	148	1
2021-05-17	5365	2	147	0
2021-05-16	5363	12	147	0
2021-05-15	5351	22	147	0
2021-05-14	5329	2	147	0
2021-05-13	5327	34	147	0
2021-05-12	5293	26	147	0
2021-05-11	5267	35	147	0
2021-05-10	5232	8	147	1
2021-05-09	5224	17	146	0
2021-05-08	5207	29	146	0
2021-05-07	5178	21	146	1
2021-05-06	5157	26	145	1
2021-05-05	5131	35	144	0
2021-05-04	5096	49	144	0
2021-05-02	5047	11	144	0
2021-05-01	5036	46	144	0
2021-04-30	4990	26	144	0
2021-04-29	4964	33	144	0
2021-04-28	4931	57	144	1
2021-04-27	4874	45	143	1
2021-04-26	4829	3	142	0
2021-04-25	4826	18	142	0
2021-04-24	4808	44	142	1
2021-04-23	4764	27	141	0
2021-04-22	4737	56	141	1
2021-04-21	4681	35	140	0
2021-04-20	4646	44	140	0
2021-04-19	4602	17	140	0
2021-04-18	4585	13	140	0
2021-04-17	4572	37	140	0
2021-04-16	4535	21	140	1
2021-04-15	4514	27	139	0
2021-04-14	4487	51	139	0
2021-04-13	4436	49	139	2
2021-04-12	4387	8	137	0
2021-04-11	4379	15	137	1
2021-04-10	4364	31	136	1
2021-04-09	4333	19	135	0
2021-04-08	4314	34	135	1
2021-04-07	4280	57	134	0
2021-04-06	4223	13	134	0
2021-04-05	4210	5	134	0
2021-04-04	4205	5	134	1
2021-04-03	4200	6	133	0
2021-04-02	4194	24	133	0
2021-04-01	4170	30	133	0
2021-03-31	4140	22	133	0
2021-03-30	4118	20	133	1
2021-03-29	4098	3	132	0
2021-03-28	4095	8	132	0
2021-03-27	4087	13	132	1
2021-03-26	4074	18	131	0
2021-03-25	4056	33	131	0
2021-03-24	4023	16	131	0
2021-03-23	4007	22	131	1
2021-03-22	3985	15	130	0
2021-03-21	3970	2	130	0
2021-03-20	3968	13	130	0
2021-03-19	3955	5	130	1
2021-03-18	3950	12	129	0
2021-03-17	3938	17	129	0
2021-03-16	3921	19	129	0
2021-03-15	3902	1	129	0
2021-03-14	3901	4	129	0
2021-03-13	3897	9	129	0
2021-03-12	3888	16	129	0
2021-03-11	3872	6	129	0
2021-03-10	3866	14	129	0
2021-03-09	3852	8	129	0
2021-03-07	3844	6	129	1
2021-03-06	3838	18	128	0
2021-03-05	3820	8	128	0
2021-03-04	3812	7	128	0
2021-03-03	3805	15	128	0
2021-03-02	3790	12	128	1
2021-03-01	3778	2	127	0
2021-02-28	3776	7	127	0
2021-02-27	3769	22	127	0
2021-02-26	3747	14	127	0
2021-02-25	3733	12	127	1
2021-02-24	3721	12	126	0
2021-02-23	3709	19	126	0
2021-02-21	3690	1	126	0
2021-02-20	3689	12	126	0
2021-02-19	3677	9	126	1
2021-02-18	3668	29	125	0
2021-02-17	3639	25	125	1
2021-02-16	3614	25	124	1
2021-02-15	3589	12	123	1
2021-02-14	3577	4	122	0
2021-02-13	3573	17	122	0
2021-02-12	3556	14	122	1
2021-02-11	3542	27	121	1
2021-02-10	3515	54	120	4
2021-02-09	3461	19	116	2
2021-02-08	3442	16	114	1
2021-02-07	3426	7	113	0
2021-02-06	3419	15	113	0
2021-02-05	3404	39	113	0
2021-02-04	3365	25	113	0
2021-02-03	3340	34	113	1
2021-02-02	3306	25	112	0
2021-02-01	3281	15	112	2
2021-01-31	3266	3	110	0
2021-01-30	3263	15	110	0
2021-01-29	3248	31	110	1
2021-01-28	3217	40	109	1
2021-01-27	3177	35	108	2
2021-01-26	3142	38	106	4
2021-01-25	3104	16	102	1
2021-01-24	3088	1	101	0
2021-01-23	3087	18	101	0
2021-01-22	3069	17	101	0
2021-01-21	3052	24	101	0
2021-01-20	3028	16	101	1
2021-01-19	3012	34	100	3
2021-01-18	2978	19	97	0
2021-01-17	2959	6	97	0
2021-01-16	2953	23	97	0
2021-01-15	2930	25	97	1
2021-01-14	2905	58	96	7
2021-01-13	2847	26	89	0
2021-01-12	2821	36	89	1
2021-01-11	2785	30	88	1
2021-01-10	2755	7	87	0
2021-01-09	2748	50	87	4
2021-01-08	2698	13	83	2
2021-01-07	2685	31	81	1
2021-01-06	2654	35	80	2
2021-01-05	2619	43	78	0
2021-01-04	2576	25	78	1
2021-01-03	2551	17	77	0
2021-01-02	2534	4	77	0
2021-01-01	2530	5	77	0
2020-12-31	2525	65	77	0
2020-12-30	2460	69	77	0
2020-12-29	2391	43	77	4
2020-12-28	2348	34	73	2
2020-12-27	2314	15	71	0
2020-12-26	2299	2	71	0
2020-12-25	2297	22	71	1
2020-12-24	2275	41	70	0
2020-12-23	2234	73	70	0
2020-12-22	2161	47	70	1
2020-12-21	2114	36	69	1
2020-12-20	2078	16	68	0
2020-12-19	2062	32	68	0
2020-12-18	2030	47	68	0
2020-12-17	1983	52	68	0
2020-12-16	1931	28	68	1
2020-12-15	1903	25	67	0
2020-12-14	1878	39	67	0
2020-12-13	1839	23	67	2
2020-12-12	1816	19	65	0
2020-12-11	1797	28	65	1
2020-12-10	1769	23	64	0
2020-12-09	1746	24	64	1
2020-12-08	1722	32	63	0
2020-12-07	1690	23	63	1
2020-12-06	1667	11	62	0
2020-12-05	1656	19	62	0
2020-12-04	1637	23	62	0
2020-12-03	1614	17	62	1
2020-12-02	1597	15	61	0
2020-12-01	1582	10	61	0
2020-11-30	1572	23	61	0
2020-11-29	1549	21	61	0
2020-11-28	1528	16	61	1
2020-11-27	1512	33	60	1
2020-11-26	1479	28	59	0
2020-11-25	1451	26	59	0
2020-11-24	1425	14	59	0
2020-11-23	1411	14	59	0
2020-11-22	1397	7	59	0
2020-11-21	1390	15	59	1
2020-11-20	1375	24	58	0
2020-11-19	1351	29	58	1
2020-11-18	1322	37	57	2
2020-11-17	1285	15	55	0
2020-11-16	1270	21	55	1
2020-11-15	1249	10	54	0
2020-11-14	1239	39	54	1
2020-11-13	1200	19	53	0
2020-11-12	1181	35	53	1
2020-11-11	1146	31	52	1
2020-11-10	1115	32	51	2
2020-11-09	1083	38	49	2
2020-11-08	1045	3	47	0
2020-11-07	1042	32	47	2
2020-11-06	1010	41	45	0
2020-11-05	969	37	45	1
2020-11-04	932	41	44	1
2020-11-03	891	27	43	1
2020-11-02	864	21	42	0
2020-11-01	843	19	42	1
2020-10-31	824	34	41	2
2020-10-30	790	18	39	0
2020-10-29	772	42	39	1
2020-10-28	730	17	38	0
2020-10-27	713	22	38	0
2020-10-26	691	22	38	0
2020-10-25	669	16	38	0
2020-10-24	653	14	38	0
2020-10-23	639	15	38	1
2020-10-22	624	13	37	0
2020-10-21	611	11	37	0
2020-10-20	600	12	37	0
2020-10-19	588	5	37	0
2020-10-18	583	8	37	0
2020-10-17	575	3	37	0
2020-10-16	572	3	37	0
2020-10-15	569	10	37	0
2020-10-14	559	11	37	0
2020-10-13	548	1	37	0
2020-10-12	547	3	37	0
2020-10-11	544	1	37	0
2020-10-10	543	4	37	0
2020-10-09	539	7	37	0
2020-10-08	532	8	37	0
2020-10-07	524	8	37	0
2020-10-06	516	5	37	0
2020-10-04	511	3	37	0
2020-10-03	508	4	37	0
2020-10-02	504	3	37	0
2020-10-01	501	2	37	0
2020-09-30	499	1	37	0
2020-09-29	498	2	37	0
2020-09-28	496	1	37	0
2020-09-27	495	5	37	0
2020-09-26	490	1	37	0
2020-09-25	489	5	37	0
2020-09-24	484	1	37	0
2020-09-23	483	2	37	0
2020-09-22	481	2	37	0
2020-09-21	479	1	37	0
2020-09-20	478	2	37	0
2020-09-19	476	7	37	1
2020-09-18	469	1	36	0
2020-09-17	468	2	36	0
2020-09-16	466	3	36	0
2020-09-15	463	1	36	0
2020-09-14	462	2	36	0
2020-09-13	460	1	36	0
2020-09-12	459	2	36	0
2020-09-10	457	2	36	0
2020-09-09	455	2	36	0
2020-09-08	453	3	36	0
2020-09-05	450	5	36	0
2020-09-04	445	1	36	0
2020-09-02	444	1	36	0
2020-08-31	443	2	36	0
2020-08-29	441	1	36	0
2020-08-27	440	2	36	0
2020-08-24	438	1	36	1
2020-08-16	437	1	35	0
2020-08-15	436	1	35	0
2020-08-12	435	3	35	0
2020-08-06	432	2	35	0
2020-08-05	430	1	35	0
2020-07-29	429	1	35	0
2020-07-16	428	1	35	0
2020-07-15	427	3	35	0
2020-07-06	424	1	35	0
2020-06-27	423	1	35	0
2020-06-25	422	1	35	0
2020-06-21	421	1	35	0
2020-06-20	420	1	35	0
2020-06-12	419	2	35	0
2020-06-08	417	1	35	0
2020-06-06	416	1	35	0
2020-06-03	415	2	35	0
2020-06-01	413	3	35	0
2020-05-26	410	1	35	0
2020-05-25	409	1	35	0
2020-05-20	408	1	35	0
2020-05-18	407	1	35	0
2020-05-15	406	3	35	0
2020-05-14	403	1	35	0
2020-05-13	402	3	35	1
2020-05-12	399	1	34	0
2020-05-11	398	3	34	0
2020-05-09	395	6	34	0
2020-05-08	389	7	34	0
2020-05-03	382	1	34	0
2020-04-30	381	4	34	0
2020-04-28	377	1	34	0
2020-04-26	376	4	34	0
2020-04-25	372	1	34	0
2020-04-24	371	6	34	0
2020-04-23	365	1	34	0
2020-04-22	364	2	34	0
2020-04-21	362	2	34	0
2020-04-20	360	3	34	0
2020-04-19	357	1	34	0
2020-04-18	356	3	34	0
2020-04-17	353	6	34	0
2020-04-16	347	3	34	0
2020-04-15	344	1	34	1
2020-04-14	343	8	33	1
2020-04-13	335	9	32	0
2020-04-11	326	3	32	0
2020-04-10	323	1	32	0
2020-04-09	322	8	32	0
2020-04-08	314	11	32	1
2020-04-07	303	14	31	1
2020-04-06	289	23	30	6
2020-04-05	266	1	24	0
2020-04-04	265	23	24	6
2020-04-03	242	13	18	1
2020-04-02	229	20	17	1
2020-04-01	209	26	16	4
2020-03-31	183	8	12	2
2020-03-30	175	15	10	2
2020-03-29	160	3	8	0
2020-03-28	157	10	8	2
2020-03-27	147	9	6	1
2020-03-26	138	29	5	2
2020-03-25	109	22	3	0
2020-03-24	87	25	3	1
2020-03-23	62	13	2	0
2020-03-22	49	2	2	0
2020-03-21	47	4	2	0
2020-03-20	43	4	2	0
2020-03-19	39	24	2	2
2020-03-18	15	5	0	0
2020-03-17	10	1	0	0
2020-03-15	9	2	0	0
2020-03-14	7	2	0	0
2020-03-13	5	4	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: 0:03:51.327891