Germany: LK Kulmbach (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 10:55:09 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kulmbach")
print(f'Population of country="Germany", subregion="LK Kulmbach": {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 Kulmbach": 71328 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	39438	20	193	0
2023-03-03	39418	12	193	0
2023-03-02	39406	6	193	0
2023-03-01	39400	24	193	0
2023-02-28	39376	42	193	0
2023-02-27	39334	28	193	0
2023-02-24	39306	18	193	0
2023-02-23	39288	38	193	0
2023-02-22	39250	29	193	0
2023-02-21	39221	26	193	0
2023-02-20	39195	34	193	0
2023-02-17	39161	15	193	0
2023-02-16	39146	24	193	0
2023-02-15	39122	16	193	0
2023-02-14	39106	31	193	0
2023-02-13	39075	27	193	0
2023-02-10	39048	7	193	0
2023-02-09	39041	13	193	0
2023-02-08	39028	20	193	0
2023-02-07	39008	47	193	0
2023-02-06	38961	18	193	0
2023-02-03	38943	16	193	0
2023-02-02	38927	23	193	0
2023-02-01	38904	13	193	0
2023-01-31	38891	52	193	0
2023-01-30	38839	27	193	0
2023-01-27	38812	19	193	0
2023-01-26	38793	33	193	0
2023-01-25	38760	26	193	0
2023-01-24	38734	42	193	0
2023-01-23	38692	19	193	0
2023-01-20	38673	15	193	0
2023-01-19	38658	4	193	0
2023-01-18	38654	14	193	0
2023-01-17	38640	17	193	0
2023-01-16	38623	7	193	0
2023-01-13	38616	10	193	0
2023-01-12	38606	9	193	0
2023-01-11	38597	13	193	0
2023-01-10	38584	26	193	0
2023-01-09	38558	17	193	2
2023-01-05	38541	19	191	0
2023-01-04	38522	17	191	0
2023-01-03	38505	18	191	0
2023-01-02	38487	30	191	0
2022-12-30	38457	25	191	0
2022-12-29	38432	18	191	0
2022-12-28	38414	45	191	2
2022-12-27	38369	36	189	1
2022-12-23	38333	31	188	0
2022-12-22	38302	19	188	0
2022-12-21	38283	21	188	0
2022-12-20	38262	31	188	0
2022-12-19	38231	27	188	0
2022-12-16	38204	19	188	0
2022-12-15	38185	6	188	0
2022-12-14	38179	12	188	1
2022-12-13	38167	42	187	0
2022-12-12	38125	17	187	0
2022-12-09	38108	13	187	0
2022-12-08	38095	16	187	0
2022-12-07	38079	16	187	0
2022-12-06	38063	24	187	0
2022-12-05	38039	26	187	0
2022-12-02	38013	4	187	0
2022-12-01	38009	13	187	0
2022-11-30	37996	15	187	0
2022-11-29	37981	19	187	0
2022-11-28	37962	23	187	1
2022-11-25	37939	10	186	0
2022-11-24	37929	13	186	0
2022-11-23	37916	14	186	1
2022-11-22	37902	27	185	0
2022-11-21	37875	24	185	0
2022-11-18	37851	14	185	0
2022-11-17	37837	13	185	0
2022-11-16	37824	19	185	1
2022-11-15	37805	39	184	1
2022-11-14	37766	60	183	0
2022-11-11	37706	26	183	0
2022-11-10	37680	22	183	0
2022-11-09	37658	28	183	1
2022-11-08	37630	39	182	0
2022-11-07	37591	30	182	0
2022-11-04	37561	31	182	0
2022-11-03	37530	18	182	0
2022-11-02	37512	36	182	0
2022-10-31	37476	42	182	0
2022-10-28	37434	39	182	0
2022-10-27	37395	33	182	0
2022-10-26	37362	45	182	0
2022-10-25	37317	72	182	0
2022-10-24	37245	75	182	1
2022-10-21	37170	53	181	0
2022-10-20	37117	46	181	0
2022-10-19	37071	53	181	0
2022-10-18	37018	114	181	0
2022-10-17	36904	127	181	0
2022-10-14	36777	83	181	0
2022-10-13	36694	56	181	0
2022-10-12	36638	94	181	0
2022-10-11	36544	198	181	0
2022-10-10	36346	125	181	0
2022-10-07	36221	104	181	0
2022-10-06	36117	139	181	2
2022-10-05	35978	157	179	0
2022-10-04	35821	135	179	0
2022-09-30	35686	57	179	1
2022-09-29	35629	64	178	0
2022-09-28	35565	67	178	0
2022-09-27	35498	100	178	0
2022-09-26	35398	60	178	0
2022-09-23	35338	43	178	0
2022-09-22	35295	30	178	0
2022-09-21	35265	17	178	0
2022-09-20	35248	53	178	0
2022-09-19	35195	33	178	0
2022-09-16	35162	18	178	0
2022-09-15	35144	12	178	0
2022-09-14	35132	21	178	0
2022-09-13	35111	16	178	0
2022-09-12	35095	27	178	0
2022-09-09	35068	18	178	0
2022-09-08	35050	20	178	0
2022-09-07	35030	10	178	0
2022-09-06	35020	34	178	0
2022-09-05	34986	21	178	0
2022-09-02	34965	11	178	0
2022-09-01	34954	20	178	0
2022-08-31	34934	27	178	0
2022-08-30	34907	36	178	0
2022-08-29	34871	50	178	0
2022-08-26	34821	23	178	0
2022-08-25	34798	29	178	0
2022-08-24	34769	42	178	0
2022-08-23	34727	76	178	0
2022-08-22	34651	77	178	0
2022-08-19	34574	47	178	0
2022-08-18	34527	79	178	1
2022-08-17	34448	115	177	1
2022-08-16	34333	213	176	0
2022-08-15	34120	277	176	1
2022-08-12	33843	224	175	0
2022-08-11	33619	221	175	0
2022-08-10	33398	239	175	0
2022-08-09	33159	295	175	0
2022-08-08	32864	164	175	0
2022-08-05	32700	100	175	0
2022-08-04	32600	94	175	0
2022-08-03	32506	94	175	0
2022-08-02	32412	125	175	1
2022-08-01	32287	132	174	0
2022-07-29	32155	76	174	0
2022-07-28	32079	99	174	0
2022-07-27	31980	142	174	0
2022-07-26	31838	233	174	0
2022-07-25	31605	297	174	1
2022-07-22	31308	176	173	0
2022-07-21	31132	145	173	1
2022-07-20	30987	205	172	1
2022-07-19	30782	315	171	1
2022-07-18	30467	326	170	2
2022-07-15	30141	188	168	0
2022-07-14	29953	210	168	0
2022-07-13	29743	214	168	2
2022-07-12	29529	271	166	1
2022-07-11	29258	226	165	0
2022-07-08	29032	143	165	0
2022-07-07	28889	143	165	0
2022-07-06	28746	151	165	0
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2022-07-04	28352	166	165	1
2022-07-01	28186	119	164	0
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2021-08-24	4121	7	117	0
2021-08-23	4114	1	117	0
2021-08-22	4113	3	117	0
2021-08-21	4110	1	117	0
2021-08-20	4109	2	117	0
2021-08-18	4107	3	117	0
2021-08-17	4104	2	117	0
2021-08-12	4102	1	117	0
2021-08-11	4101	2	117	0
2021-08-10	4099	3	117	0
2021-08-08	4096	1	117	0
2021-08-05	4095	2	117	0
2021-07-29	4093	2	117	0
2021-07-28	4091	1	117	0
2021-07-23	4090	1	117	0
2021-07-22	4089	1	117	0
2021-07-17	4088	1	117	0
2021-06-26	4087	2	117	0
2021-06-23	4085	1	117	0
2021-06-22	4084	5	117	0
2021-06-21	4079	1	117	0
2021-06-15	4078	3	117	0
2021-06-12	4075	1	117	0
2021-06-08	4074	1	117	0
2021-06-06	4073	2	117	0
2021-06-04	4071	1	117	0
2021-06-03	4070	1	117	0
2021-06-02	4069	1	117	0
2021-06-01	4068	4	117	0
2021-05-30	4064	2	117	0
2021-05-29	4062	1	117	0
2021-05-27	4061	5	117	1
2021-05-26	4056	4	116	0
2021-05-24	4052	1	116	0
2021-05-22	4051	3	116	0
2021-05-21	4048	1	116	0
2021-05-20	4047	2	116	0
2021-05-19	4045	6	116	0
2021-05-18	4039	6	116	0
2021-05-15	4033	12	116	0
2021-05-14	4021	1	116	0
2021-05-13	4020	1	116	0
2021-05-12	4019	6	116	0
2021-05-11	4013	24	116	0
2021-05-10	3989	3	116	0
2021-05-09	3986	1	116	0
2021-05-08	3985	12	116	0
2021-05-07	3973	6	116	0
2021-05-06	3967	18	116	1
2021-05-05	3949	7	115	1
2021-05-04	3942	21	114	0
2021-05-03	3921	4	114	0
2021-05-02	3917	1	114	0
2021-05-01	3916	12	114	0
2021-04-30	3904	12	114	0
2021-04-29	3892	21	114	2
2021-04-28	3871	11	112	0
2021-04-27	3860	21	112	0
2021-04-26	3839	1	112	0
2021-04-25	3838	8	112	0
2021-04-24	3830	21	112	0
2021-04-23	3809	27	112	0
2021-04-22	3782	42	112	0
2021-04-21	3740	20	112	0
2021-04-20	3720	51	112	0
2021-04-18	3669	6	112	0
2021-04-17	3663	8	112	0
2021-04-16	3655	16	112	0
2021-04-15	3639	20	112	0
2021-04-14	3619	42	112	0
2021-04-13	3577	29	112	0
2021-04-12	3548	9	112	0
2021-04-11	3539	10	112	0
2021-04-10	3529	24	112	0
2021-04-09	3505	33	112	0
2021-04-08	3472	36	112	0
2021-04-07	3436	43	112	0
2021-04-06	3393	18	112	0
2021-04-05	3375	1	112	0
2021-04-04	3374	5	112	1
2021-04-03	3369	10	111	0
2021-04-02	3359	22	111	0
2021-04-01	3337	46	111	1
2021-03-31	3291	46	110	1
2021-03-30	3245	56	109	0
2021-03-29	3189	9	109	1
2021-03-28	3180	10	108	0
2021-03-27	3170	50	108	2
2021-03-26	3120	25	106	1
2021-03-25	3095	52	105	2
2021-03-24	3043	20	103	1
2021-03-23	3023	58	102	0
2021-03-21	2965	20	102	0
2021-03-20	2945	20	102	0
2021-03-19	2925	32	102	1
2021-03-18	2893	30	101	0
2021-03-17	2863	30	101	0
2021-03-16	2833	68	101	2
2021-03-15	2765	5	99	0
2021-03-14	2760	6	99	0
2021-03-13	2754	39	99	0
2021-03-12	2715	42	99	1
2021-03-11	2673	35	98	1
2021-03-10	2638	28	97	0
2021-03-09	2610	41	97	0
2021-03-07	2569	5	97	0
2021-03-06	2564	27	97	0
2021-03-05	2537	36	97	0
2021-03-04	2501	44	97	1
2021-03-03	2457	36	96	0
2021-03-02	2421	37	96	0
2021-03-01	2384	1	96	0
2021-02-28	2383	8	96	1
2021-02-27	2375	40	95	0
2021-02-26	2335	21	95	0
2021-02-25	2314	30	95	0
2021-02-24	2284	23	95	0
2021-02-23	2261	34	95	0
2021-02-22	2227	2	95	0
2021-02-21	2225	2	95	0
2021-02-20	2223	23	95	0
2021-02-19	2200	24	95	0
2021-02-18	2176	24	95	0
2021-02-17	2152	21	95	1
2021-02-16	2131	22	94	0
2021-02-15	2109	3	94	0
2021-02-14	2106	5	94	0
2021-02-13	2101	5	94	0
2021-02-12	2096	9	94	0
2021-02-11	2087	11	94	0
2021-02-10	2076	15	94	1
2021-02-09	2061	7	93	0
2021-02-07	2054	2	93	1
2021-02-06	2052	11	92	0
2021-02-05	2041	9	92	0
2021-02-04	2032	11	92	1
2021-02-03	2021	13	91	0
2021-02-02	2008	11	91	1
2021-02-01	1997	3	90	0
2021-01-31	1994	6	90	0
2021-01-30	1988	16	90	0
2021-01-29	1972	3	90	0
2021-01-28	1969	17	90	0
2021-01-27	1952	21	90	1
2021-01-26	1931	24	89	3
2021-01-25	1907	1	86	0
2021-01-24	1906	6	86	0
2021-01-23	1900	6	86	0
2021-01-22	1894	10	86	1
2021-01-21	1884	23	85	0
2021-01-20	1861	17	85	1
2021-01-19	1844	35	84	0
2021-01-18	1809	4	84	1
2021-01-17	1805	4	83	1
2021-01-16	1801	16	82	0
2021-01-15	1785	34	82	2
2021-01-14	1751	32	80	2
2021-01-13	1719	49	78	0
2021-01-12	1670	11	78	0
2021-01-11	1659	1	78	0
2021-01-10	1658	4	78	0
2021-01-09	1654	25	78	1
2021-01-08	1629	83	77	3
2021-01-07	1546	10	74	0
2021-01-06	1536	52	74	3
2021-01-05	1484	52	71	4
2021-01-04	1432	4	67	0
2021-01-03	1428	1	67	0
2021-01-02	1427	2	67	0
2021-01-01	1425	12	67	0
2020-12-31	1413	51	67	5
2020-12-30	1362	39	62	1
2020-12-29	1323	95	61	13
2020-12-28	1228	3	48	1
2020-12-27	1225	7	47	2
2020-12-26	1218	4	45	0
2020-12-25	1214	13	45	1
2020-12-24	1201	10	44	1
2020-12-23	1191	73	43	10
2020-12-22	1118	45	33	4
2020-12-21	1073	2	29	0
2020-12-20	1071	22	29	4
2020-12-19	1049	23	25	3
2020-12-18	1026	34	22	5
2020-12-17	992	8	17	2
2020-12-16	984	24	15	0
2020-12-15	960	13	15	0
2020-12-14	947	3	15	0
2020-12-13	944	10	15	0
2020-12-12	934	17	15	0
2020-12-11	917	26	15	0
2020-12-10	891	12	15	0
2020-12-09	879	9	15	0
2020-12-08	870	23	15	0
2020-12-07	847	3	15	0
2020-12-06	844	6	15	0
2020-12-05	838	11	15	0
2020-12-04	827	19	15	1
2020-12-03	808	19	14	0
2020-12-02	789	24	14	1
2020-12-01	765	20	13	0
2020-11-30	745	2	13	0
2020-11-29	743	2	13	0
2020-11-28	741	11	13	0
2020-11-27	730	12	13	0
2020-11-26	718	10	13	0
2020-11-25	708	11	13	0
2020-11-24	697	17	13	0
2020-11-23	680	1	13	0
2020-11-22	679	2	13	0
2020-11-21	677	8	13	1
2020-11-20	669	7	12	0
2020-11-19	662	9	12	0
2020-11-18	653	6	12	0
2020-11-17	647	5	12	0
2020-11-14	642	5	12	0
2020-11-13	637	7	12	0
2020-11-12	630	7	12	0
2020-11-11	623	8	12	0
2020-11-10	615	4	12	0
2020-11-09	611	4	12	0
2020-11-08	607	1	12	0
2020-11-07	606	6	12	0
2020-11-06	600	11	12	0
2020-11-05	589	1	12	0
2020-11-04	588	18	12	0
2020-11-03	570	11	12	0
2020-11-02	559	6	12	1
2020-11-01	553	28	11	0
2020-10-31	525	8	11	0
2020-10-30	517	12	11	0
2020-10-29	505	24	11	0
2020-10-28	481	19	11	0
2020-10-27	462	43	11	0
2020-10-26	419	7	11	0
2020-10-25	412	29	11	0
2020-10-24	383	4	11	0
2020-10-23	379	10	11	0
2020-10-22	369	15	11	0
2020-10-21	354	3	11	0
2020-10-20	351	2	11	0
2020-10-18	349	1	11	0
2020-10-17	348	3	11	0
2020-10-16	345	3	11	0
2020-10-15	342	13	11	0
2020-10-14	329	3	11	0
2020-10-13	326	1	11	0
2020-10-09	325	3	11	0
2020-10-07	322	1	11	0
2020-10-06	321	1	11	0
2020-10-04	320	1	11	0
2020-10-03	319	1	11	0
2020-10-01	318	1	11	0
2020-09-29	317	1	11	0
2020-09-26	316	2	11	0
2020-09-25	314	3	11	0
2020-09-23	311	3	11	0
2020-09-22	308	3	11	0
2020-09-19	305	3	11	0
2020-09-18	302	1	11	0
2020-09-17	301	3	11	0
2020-09-15	298	8	11	0
2020-09-14	290	7	11	0
2020-09-13	283	14	11	0
2020-09-11	269	4	11	0
2020-09-10	265	5	11	0
2020-09-09	260	1	11	0
2020-09-08	259	1	11	0
2020-08-24	258	1	11	0
2020-08-21	257	1	11	0
2020-08-19	256	3	11	0
2020-08-17	253	1	11	0
2020-08-15	252	1	11	0
2020-08-14	251	1	11	0
2020-08-12	250	1	11	0
2020-08-04	249	1	11	0
2020-07-28	248	2	11	0
2020-06-09	246	1	11	0
2020-05-27	245	1	11	0
2020-05-13	244	2	11	0
2020-05-12	242	4	11	0
2020-05-08	238	1	11	0
2020-05-07	237	5	11	0
2020-05-06	232	2	11	0
2020-05-05	230	2	11	0
2020-05-04	228	3	11	0
2020-05-02	225	1	11	0
2020-05-01	224	5	11	0
2020-04-30	219	4	11	0
2020-04-29	215	6	11	0
2020-04-28	209	10	11	0
2020-04-27	199	4	11	0
2020-04-25	195	5	11	0
2020-04-24	190	2	11	0
2020-04-23	188	1	11	0
2020-04-22	187	8	11	0
2020-04-19	179	1	11	0
2020-04-18	178	4	11	1
2020-04-17	174	4	10	0
2020-04-16	170	4	10	0
2020-04-15	166	3	10	0
2020-04-14	163	3	10	0
2020-04-13	160	5	10	0
2020-04-12	155	5	10	0
2020-04-11	150	9	10	1
2020-04-10	141	3	9	1
2020-04-09	138	4	8	1
2020-04-08	134	8	7	0
2020-04-07	126	10	7	1
2020-04-05	116	4	6	0
2020-04-04	112	7	6	0
2020-04-03	105	11	6	1
2020-04-02	94	12	5	0
2020-04-01	82	7	5	0
2020-03-30	75	2	5	0
2020-03-28	73	2	5	0
2020-03-27	71	8	5	0
2020-03-26	63	20	5	3
2020-03-25	43	5	2	0
2020-03-24	38	10	2	1
2020-03-23	28	7	1	1
2020-03-21	21	6	0	0
2020-03-20	15	3	0	0
2020-03-17	12	11	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: 0:03:14.233237