Germany: SK Hof (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 11:58:07 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Hof")
print(f'Population of country="Germany", subregion="SK Hof": {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 Hof": 45125 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	23364	4	196	0
2023-03-03	23360	5	196	0
2023-03-02	23355	3	196	0
2023-03-01	23352	15	196	0
2023-02-28	23337	11	196	0
2023-02-27	23326	11	196	1
2023-02-24	23315	9	195	0
2023-02-23	23306	6	195	0
2023-02-22	23300	10	195	0
2023-02-21	23290	10	195	0
2023-02-20	23280	16	195	0
2023-02-17	23264	7	195	0
2023-02-16	23257	7	195	0
2023-02-15	23250	14	195	1
2023-02-14	23236	11	194	0
2023-02-13	23225	12	194	1
2023-02-10	23213	9	193	0
2023-02-09	23204	7	193	0
2023-02-08	23197	1	193	0
2023-02-07	23196	15	193	0
2023-02-06	23181	13	193	1
2023-02-03	23168	8	192	0
2023-02-02	23160	2	192	0
2023-02-01	23158	10	192	0
2023-01-31	23148	14	192	0
2023-01-30	23134	11	192	0
2023-01-27	23123	7	192	0
2023-01-26	23116	4	192	0
2023-01-25	23112	7	192	0
2023-01-24	23105	8	192	0
2023-01-23	23097	8	192	0
2023-01-20	23089	2	192	0
2023-01-19	23087	4	192	0
2023-01-18	23083	7	192	0
2023-01-16	23076	7	192	0
2023-01-13	23069	2	192	0
2023-01-12	23067	3	192	0
2023-01-11	23064	5	192	0
2023-01-10	23059	15	192	0
2023-01-09	23044	19	192	0
2023-01-05	23025	5	192	0
2023-01-04	23020	6	192	0
2023-01-03	23014	9	192	0
2023-01-02	23005	8	192	1
2022-12-30	22997	17	191	1
2022-12-29	22980	7	190	0
2022-12-28	22973	18	190	0
2022-12-27	22955	22	190	0
2022-12-23	22933	7	190	0
2022-12-22	22926	12	190	0
2022-12-21	22914	18	190	0
2022-12-20	22896	4	190	0
2022-12-19	22892	10	190	0
2022-12-16	22882	8	190	0
2022-12-15	22874	13	190	0
2022-12-14	22861	9	190	0
2022-12-13	22852	13	190	0
2022-12-12	22839	8	190	0
2022-12-09	22831	5	190	0
2022-12-08	22826	6	190	0
2022-12-07	22820	17	190	0
2022-12-06	22803	12	190	0
2022-12-05	22791	11	190	0
2022-12-02	22780	8	190	0
2022-12-01	22772	5	190	0
2022-11-30	22767	9	190	0
2022-11-29	22758	9	190	0
2022-11-28	22749	12	190	0
2022-11-25	22737	8	190	0
2022-11-24	22729	5	190	0
2022-11-23	22724	10	190	0
2022-11-22	22714	11	190	0
2022-11-21	22703	12	190	0
2022-11-18	22691	12	190	0
2022-11-17	22679	8	190	0
2022-11-16	22671	12	190	0
2022-11-15	22659	13	190	0
2022-11-14	22646	23	190	0
2022-11-11	22623	12	190	0
2022-11-10	22611	14	190	0
2022-11-09	22597	12	190	0
2022-11-08	22585	27	190	1
2022-11-07	22558	39	189	0
2022-11-04	22519	36	189	0
2022-11-03	22483	25	189	1
2022-11-02	22458	62	188	2
2022-10-31	22396	35	186	0
2022-10-28	22361	28	186	0
2022-10-27	22333	6	186	0
2022-10-26	22327	26	186	0
2022-10-25	22301	32	186	0
2022-10-24	22269	94	186	0
2022-10-21	22175	30	186	0
2022-10-20	22145	34	186	0
2022-10-19	22111	35	186	0
2022-10-18	22076	63	186	0
2022-10-17	22013	102	186	0
2022-10-14	21911	29	186	0
2022-10-13	21882	41	186	0
2022-10-12	21841	73	186	0
2022-10-11	21768	58	186	1
2022-10-10	21710	94	185	1
2022-10-07	21616	58	184	0
2022-10-06	21558	55	184	0
2022-10-05	21503	82	184	0
2022-10-04	21421	91	184	4
2022-09-30	21330	56	180	1
2022-09-29	21274	30	179	0
2022-09-28	21244	41	179	0
2022-09-27	21203	37	179	0
2022-09-26	21166	54	179	0
2022-09-23	21112	21	179	0
2022-09-22	21091	17	179	0
2022-09-21	21074	18	179	0
2022-09-20	21056	24	179	0
2022-09-19	21032	36	179	2
2022-09-16	20996	12	177	1
2022-09-15	20984	20	176	0
2022-09-14	20964	18	176	0
2022-09-13	20946	13	176	0
2022-09-12	20933	41	176	0
2022-09-09	20892	15	176	0
2022-09-08	20877	14	176	0
2022-09-07	20863	15	176	0
2022-09-06	20848	20	176	0
2022-09-05	20828	22	176	0
2022-09-02	20806	14	176	0
2022-09-01	20792	10	176	0
2022-08-31	20782	11	176	0
2022-08-30	20771	14	176	0
2022-08-29	20757	34	176	0
2022-08-26	20723	12	176	0
2022-08-25	20711	18	176	0
2022-08-24	20693	6	176	0
2022-08-23	20687	10	176	0
2022-08-22	20677	35	176	0
2022-08-19	20642	20	176	0
2022-08-18	20622	19	176	0
2022-08-17	20603	20	176	0
2022-08-16	20583	30	176	0
2022-08-15	20553	49	176	0
2022-08-12	20504	20	176	0
2022-08-11	20484	24	176	0
2022-08-10	20460	20	176	0
2022-08-09	20440	31	176	0
2022-08-08	20409	50	176	0
2022-08-05	20359	28	176	1
2022-08-04	20331	29	175	0
2022-08-03	20302	45	175	0
2022-08-02	20257	46	175	0
2022-08-01	20211	71	175	0
2022-07-29	20140	41	175	1
2022-07-28	20099	49	174	0
2022-07-27	20050	73	174	1
2022-07-26	19977	110	173	1
2022-07-25	19867	159	172	0
2022-07-22	19708	129	172	0
2022-07-21	19579	87	172	0
2022-07-20	19492	148	172	0
2022-07-19	19344	133	172	0
2022-07-18	19211	214	172	2
2022-07-15	18997	131	170	0
2022-07-14	18866	90	170	0
2022-07-13	18776	158	170	1
2022-07-12	18618	60	169	0
2022-07-11	18558	124	169	0
2022-07-08	18434	54	169	0
2022-07-07	18380	60	169	0
2022-07-06	18320	85	169	0
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2022-07-01	18121	37	169	0
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2022-06-28	18011	58	169	0
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2021-09-01	4047	3	117	0
2021-08-31	4044	1	117	0
2021-08-29	4043	2	117	0
2021-08-28	4041	2	117	0
2021-08-27	4039	4	117	0
2021-08-26	4035	3	117	0
2021-08-25	4032	8	117	0
2021-08-24	4024	7	117	0
2021-08-23	4017	2	117	0
2021-08-22	4015	2	117	0
2021-08-21	4013	1	117	0
2021-08-20	4012	1	117	0
2021-08-17	4011	3	117	0
2021-08-16	4008	3	117	0
2021-08-14	4005	3	117	0
2021-08-13	4002	2	117	0
2021-08-12	4000	2	117	0
2021-08-10	3998	1	117	0
2021-08-09	3997	3	117	0
2021-08-08	3994	2	117	0
2021-08-07	3992	3	117	0
2021-08-06	3989	1	117	0
2021-08-01	3988	1	117	0
2021-07-28	3987	4	117	0
2021-07-23	3983	1	117	0
2021-07-10	3982	1	117	0
2021-07-08	3981	4	117	0
2021-07-07	3977	3	117	0
2021-07-06	3974	3	117	0
2021-06-26	3971	1	117	0
2021-06-24	3970	1	117	0
2021-06-22	3969	1	117	0
2021-06-20	3968	1	117	0
2021-06-18	3967	1	117	0
2021-06-11	3966	5	117	0
2021-06-10	3961	1	117	0
2021-06-09	3960	3	117	0
2021-06-08	3957	7	117	0
2021-06-07	3950	2	117	0
2021-06-05	3948	3	117	0
2021-06-02	3945	4	117	0
2021-05-30	3941	1	117	0
2021-05-28	3940	1	117	0
2021-05-27	3939	2	117	0
2021-05-26	3937	1	117	0
2021-05-25	3936	2	117	0
2021-05-24	3934	5	117	0
2021-05-23	3929	1	117	0
2021-05-22	3928	2	117	0
2021-05-21	3926	4	117	0
2021-05-19	3922	13	117	0
2021-05-18	3909	2	117	0
2021-05-17	3907	4	117	0
2021-05-16	3903	6	117	0
2021-05-15	3897	5	117	0
2021-05-14	3892	6	117	0
2021-05-13	3886	9	117	0
2021-05-12	3877	14	117	0
2021-05-11	3863	4	117	1
2021-05-10	3859	3	116	0
2021-05-09	3856	9	116	0
2021-05-08	3847	7	116	0
2021-05-07	3840	16	116	0
2021-05-06	3824	11	116	0
2021-05-05	3813	11	116	0
2021-05-04	3802	11	116	0
2021-05-03	3791	6	116	0
2021-05-02	3785	21	116	0
2021-05-01	3764	16	116	0
2021-04-30	3748	22	116	0
2021-04-29	3726	25	116	0
2021-04-28	3701	20	116	0
2021-04-27	3681	25	116	0
2021-04-26	3656	3	116	0
2021-04-25	3653	13	116	0
2021-04-24	3640	4	116	0
2021-04-23	3636	35	116	0
2021-04-22	3601	36	116	0
2021-04-21	3565	24	116	0
2021-04-20	3541	21	116	0
2021-04-19	3520	7	116	1
2021-04-18	3513	18	115	0
2021-04-17	3495	10	115	0
2021-04-16	3485	20	115	0
2021-04-15	3465	21	115	0
2021-04-14	3444	41	115	1
2021-04-13	3403	25	114	3
2021-04-12	3378	9	111	0
2021-04-11	3369	25	111	2
2021-04-10	3344	34	109	3
2021-04-09	3310	55	106	0
2021-04-08	3255	75	106	0
2021-04-07	3180	42	106	1
2021-04-06	3138	19	105	1
2021-04-05	3119	17	104	1
2021-04-04	3102	13	103	0
2021-04-03	3089	44	103	0
2021-04-02	3045	55	103	4
2021-04-01	2990	10	99	2
2021-03-31	2980	52	97	1
2021-03-30	2928	33	96	3
2021-03-29	2895	11	93	0
2021-03-28	2884	13	93	0
2021-03-27	2871	15	93	0
2021-03-26	2856	12	93	0
2021-03-25	2844	35	93	0
2021-03-24	2809	40	93	1
2021-03-23	2769	20	92	0
2021-03-22	2749	12	92	0
2021-03-21	2737	27	92	1
2021-03-20	2710	26	91	0
2021-03-19	2684	30	91	0
2021-03-18	2654	28	91	0
2021-03-17	2626	18	91	0
2021-03-16	2608	10	91	0
2021-03-15	2598	4	91	1
2021-03-14	2594	21	90	0
2021-03-13	2573	15	90	0
2021-03-12	2558	10	90	0
2021-03-11	2548	42	90	4
2021-03-10	2506	27	86	0
2021-03-09	2479	16	86	1
2021-03-08	2463	3	85	0
2021-03-07	2460	34	85	0
2021-03-06	2426	15	85	2
2021-03-05	2411	24	83	1
2021-03-04	2387	31	82	3
2021-03-03	2356	31	79	2
2021-03-02	2325	18	77	0
2021-03-01	2307	1	77	0
2021-02-28	2306	29	77	1
2021-02-27	2277	24	76	0
2021-02-26	2253	22	76	0
2021-02-25	2231	16	76	0
2021-02-24	2215	10	76	0
2021-02-23	2205	11	76	0
2021-02-22	2194	2	76	0
2021-02-21	2192	10	76	0
2021-02-20	2182	15	76	0
2021-02-19	2167	17	76	0
2021-02-18	2150	17	76	0
2021-02-17	2133	17	76	2
2021-02-16	2116	11	74	0
2021-02-15	2105	1	74	0
2021-02-14	2104	19	74	0
2021-02-13	2085	14	74	0
2021-02-12	2071	16	74	0
2021-02-11	2055	24	74	0
2021-02-10	2031	12	74	1
2021-02-09	2019	9	73	0
2021-02-08	2010	1	73	0
2021-02-07	2009	10	73	0
2021-02-06	1999	18	73	0
2021-02-05	1981	5	73	0
2021-02-04	1976	31	73	0
2021-02-03	1945	57	73	1
2021-02-02	1888	12	72	1
2021-02-01	1876	2	71	0
2021-01-31	1874	14	71	0
2021-01-30	1860	20	71	0
2021-01-29	1840	17	71	1
2021-01-28	1823	30	70	0
2021-01-27	1793	15	70	1
2021-01-26	1778	4	69	1
2021-01-25	1774	2	68	0
2021-01-24	1772	19	68	1
2021-01-23	1753	15	67	0
2021-01-22	1738	18	67	0
2021-01-21	1720	6	67	0
2021-01-20	1714	13	67	1
2021-01-19	1701	13	66	0
2021-01-18	1688	3	66	1
2021-01-17	1685	14	65	0
2021-01-16	1671	6	65	2
2021-01-15	1665	11	63	0
2021-01-14	1654	10	63	0
2021-01-13	1644	36	63	1
2021-01-12	1608	12	62	0
2021-01-11	1596	5	62	0
2021-01-10	1591	20	62	0
2021-01-09	1571	26	62	0
2021-01-08	1545	10	62	0
2021-01-07	1535	12	62	0
2021-01-06	1523	18	62	0
2021-01-05	1505	14	62	0
2021-01-04	1491	14	62	0
2021-01-03	1477	13	62	1
2021-01-02	1464	33	61	6
2021-01-01	1431	18	55	0
2020-12-31	1413	29	55	2
2020-12-30	1384	21	53	2
2020-12-29	1363	11	51	0
2020-12-28	1352	3	51	0
2020-12-27	1349	7	51	1
2020-12-26	1342	18	50	0
2020-12-25	1324	25	50	2
2020-12-24	1299	35	48	1
2020-12-23	1264	23	47	1
2020-12-22	1241	27	46	4
2020-12-21	1214	9	42	1
2020-12-20	1205	13	41	0
2020-12-19	1192	51	41	9
2020-12-18	1141	36	32	0
2020-12-17	1105	26	32	0
2020-12-16	1079	23	32	1
2020-12-15	1056	18	31	1
2020-12-14	1038	26	30	0
2020-12-13	1012	23	30	1
2020-12-12	989	28	29	1
2020-12-11	961	27	28	2
2020-12-10	934	30	26	0
2020-12-09	904	42	26	3
2020-12-08	862	13	23	0
2020-12-07	849	8	23	0
2020-12-06	841	43	23	2
2020-12-05	798	46	21	2
2020-12-04	752	19	19	2
2020-12-03	733	23	17	0
2020-12-02	710	31	17	0
2020-12-01	679	4	17	0
2020-11-30	675	4	17	1
2020-11-29	671	16	16	0
2020-11-28	655	10	16	3
2020-11-27	645	19	13	0
2020-11-26	626	42	13	2
2020-11-25	584	15	11	0
2020-11-24	569	20	11	0
2020-11-23	549	4	11	0
2020-11-22	545	26	11	0
2020-11-21	519	24	11	0
2020-11-20	495	20	11	1
2020-11-19	475	12	10	0
2020-11-18	463	42	10	3
2020-11-17	421	5	7	0
2020-11-15	416	9	7	1
2020-11-14	407	11	6	0
2020-11-13	396	7	6	0
2020-11-12	389	20	6	0
2020-11-11	369	26	6	0
2020-11-10	343	5	6	0
2020-11-09	338	6	6	0
2020-11-08	332	9	6	0
2020-11-07	323	5	6	0
2020-11-06	318	22	6	0
2020-11-05	296	10	6	0
2020-11-04	286	3	6	1
2020-11-03	283	5	5	0
2020-11-02	278	4	5	0
2020-11-01	274	6	5	0
2020-10-31	268	4	5	0
2020-10-30	264	7	5	0
2020-10-29	257	10	5	0
2020-10-28	247	2	5	0
2020-10-27	245	10	5	0
2020-10-26	235	4	5	0
2020-10-24	231	3	5	0
2020-10-23	228	3	5	0
2020-10-22	225	3	5	0
2020-10-21	222	7	5	0
2020-10-20	215	1	5	0
2020-10-18	214	1	5	0
2020-10-17	213	3	5	0
2020-10-16	210	4	5	0
2020-10-15	206	1	5	0
2020-10-14	205	1	5	0
2020-10-13	204	1	5	0
2020-10-11	203	1	5	0
2020-10-08	202	1	5	0
2020-10-06	201	1	5	0
2020-10-05	200	1	5	0
2020-09-30	199	1	5	0
2020-09-24	198	1	5	0
2020-09-22	197	3	5	0
2020-09-20	194	1	5	0
2020-09-18	193	6	5	0
2020-09-17	187	2	5	0
2020-09-16	185	2	5	0
2020-09-15	183	1	5	0
2020-09-14	182	1	5	0
2020-09-13	181	1	5	0
2020-09-11	180	4	5	0
2020-09-05	176	3	5	0
2020-09-04	173	4	5	0
2020-09-03	169	1	5	0
2020-09-02	168	1	5	0
2020-09-01	167	1	5	0
2020-08-31	166	1	5	0
2020-08-25	165	1	5	0
2020-08-22	164	1	5	0
2020-08-20	163	3	5	0
2020-08-19	160	2	5	0
2020-08-18	158	4	5	0
2020-08-16	154	1	5	1
2020-08-12	153	2	4	0
2020-08-09	151	2	4	0
2020-07-23	149	1	4	0
2020-06-01	148	1	4	0
2020-05-25	147	1	4	0
2020-05-23	146	1	4	0
2020-05-22	145	4	4	0
2020-05-21	141	4	4	0
2020-05-16	137	1	4	0
2020-05-15	136	1	4	0
2020-05-12	135	1	4	0
2020-05-11	134	1	4	0
2020-05-09	133	1	4	0
2020-05-07	132	2	4	0
2020-05-06	130	1	4	0
2020-05-05	129	2	4	0
2020-05-01	127	3	4	0
2020-04-30	124	1	4	0
2020-04-29	123	2	4	0
2020-04-28	121	1	4	0
2020-04-27	120	1	4	1
2020-04-26	119	1	3	0
2020-04-25	118	1	3	0
2020-04-24	117	1	3	0
2020-04-23	116	3	3	0
2020-04-21	113	4	3	1
2020-04-20	109	1	2	0
2020-04-19	108	2	2	0
2020-04-18	106	1	2	0
2020-04-17	105	2	2	0
2020-04-16	103	1	2	0
2020-04-15	102	3	2	0
2020-04-13	99	1	2	0
2020-04-12	98	7	2	0
2020-04-11	91	3	2	0
2020-04-10	88	4	2	0
2020-04-09	84	5	2	1
2020-04-08	79	2	1	0
2020-04-07	77	1	1	0
2020-04-06	76	5	1	0
2020-04-04	71	4	1	0
2020-04-03	67	9	1	0
2020-04-02	58	5	1	0
2020-04-01	53	5	1	0
2020-03-31	48	3	1	0
2020-03-30	45	7	1	0
2020-03-29	38	9	1	1
2020-03-28	29	2	0	0
2020-03-27	27	4	0	0
2020-03-26	23	1	0	0
2020-03-25	22	4	0	0
2020-03-24	18	2	0	0
2020-03-23	16	3	0	0
2020-03-21	13	2	0	0
2020-03-20	11	3	0	0
2020-03-18	8	3	0	0
2020-03-17	5	1	0	0
2020-03-16	4	1	0	0
2020-03-15	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: 0:04:08.582251