Germany: LK Bad Kissingen (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 10:28:37 CEST

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

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

overview(country="Germany", subregion="LK Bad Kissingen");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bad Kissingen")
print(f'Population of country="Germany", subregion="LK Bad Kissingen": {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 Bad Kissingen": 103454 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	56589	18	244	0
2023-03-03	56571	26	244	0
2023-03-02	56545	19	244	1
2023-03-01	56526	42	243	0
2023-02-28	56484	38	243	0
2023-02-27	56446	65	243	0
2023-02-24	56381	23	243	0
2023-02-23	56358	38	243	0
2023-02-22	56320	25	243	1
2023-02-21	56295	42	242	0
2023-02-20	56253	42	242	0
2023-02-17	56211	24	242	0
2023-02-16	56187	34	242	0
2023-02-15	56153	37	242	0
2023-02-14	56116	55	242	0
2023-02-13	56061	46	242	0
2023-02-10	56015	46	242	0
2023-02-09	55969	27	242	0
2023-02-08	55942	27	242	1
2023-02-07	55915	49	241	0
2023-02-06	55866	66	241	0
2023-02-03	55800	36	241	0
2023-02-02	55764	39	241	0
2023-02-01	55725	45	241	1
2023-01-31	55680	29	240	0
2023-01-30	55651	31	240	0
2023-01-27	55620	29	240	0
2023-01-26	55591	20	240	1
2023-01-25	55571	24	239	0
2023-01-24	55547	33	239	1
2023-01-23	55514	27	238	0
2023-01-20	55487	19	238	0
2023-01-19	55468	18	238	0
2023-01-18	55450	11	238	1
2023-01-17	55439	22	237	0
2023-01-16	55417	25	237	0
2023-01-13	55392	16	237	0
2023-01-12	55376	23	237	1
2023-01-11	55353	15	236	0
2023-01-10	55338	34	236	0
2023-01-09	55304	29	236	1
2023-01-05	55275	23	235	1
2023-01-04	55252	20	234	0
2023-01-03	55232	37	234	0
2023-01-02	55195	31	234	1
2022-12-30	55164	18	233	1
2022-12-29	55146	32	232	0
2022-12-28	55114	38	232	0
2022-12-27	55076	49	232	0
2022-12-23	55027	17	232	0
2022-12-22	55010	26	232	0
2022-12-21	54984	33	232	0
2022-12-20	54951	31	232	0
2022-12-19	54920	42	232	2
2022-12-16	54878	17	230	0
2022-12-15	54861	23	230	0
2022-12-14	54838	35	230	1
2022-12-13	54803	26	229	0
2022-12-12	54777	27	229	0
2022-12-09	54750	14	229	1
2022-12-08	54736	32	228	0
2022-12-07	54704	33	228	0
2022-12-06	54671	26	228	0
2022-12-05	54645	30	228	0
2022-12-02	54615	19	228	0
2022-12-01	54596	34	228	0
2022-11-30	54562	33	228	0
2022-11-29	54529	29	228	1
2022-11-28	54500	36	227	0
2022-11-25	54464	19	227	0
2022-11-24	54445	25	227	1
2022-11-23	54420	38	226	0
2022-11-22	54382	40	226	0
2022-11-21	54342	45	226	0
2022-11-18	54297	26	226	1
2022-11-17	54271	43	225	0
2022-11-16	54228	45	225	0
2022-11-15	54183	53	225	0
2022-11-14	54130	91	225	0
2022-11-11	54039	59	225	0
2022-11-10	53980	32	225	0
2022-11-09	53948	45	225	0
2022-11-08	53903	69	225	0
2022-11-07	53834	75	225	0
2022-11-04	53759	77	225	0
2022-11-03	53682	37	225	0
2022-11-02	53645	108	225	0
2022-10-31	53537	121	225	1
2022-10-28	53416	63	224	0
2022-10-27	53353	96	224	1
2022-10-26	53257	78	223	1
2022-10-25	53179	333	222	0
2022-10-24	52846	199	222	0
2022-10-21	52647	103	222	0
2022-10-20	52544	130	222	1
2022-10-19	52414	142	221	0
2022-10-18	52272	186	221	1
2022-10-17	52086	285	220	0
2022-10-14	51801	165	220	0
2022-10-13	51636	187	220	0
2022-10-12	51449	264	220	1
2022-10-11	51185	239	219	0
2022-10-10	50946	416	219	0
2022-10-07	50530	239	219	0
2022-10-06	50291	359	219	0
2022-10-05	49932	223	219	1
2022-10-04	49709	432	218	0
2022-09-30	49277	104	218	0
2022-09-29	49173	202	218	0
2022-09-28	48971	121	218	0
2022-09-27	48850	169	218	0
2022-09-26	48681	133	218	0
2022-09-23	48548	115	218	0
2022-09-22	48433	81	218	0
2022-09-21	48352	96	218	0
2022-09-20	48256	91	218	0
2022-09-19	48165	115	218	0
2022-09-16	48050	59	218	0
2022-09-15	47991	57	218	0
2022-09-14	47934	54	218	0
2022-09-13	47880	74	218	0
2022-09-12	47806	84	218	0
2022-09-09	47722	23	218	1
2022-09-08	47699	43	217	0
2022-09-07	47656	66	217	1
2022-09-06	47590	32	216	0
2022-09-05	47558	65	216	2
2022-09-02	47493	16	214	0
2022-09-01	47477	27	214	0
2022-08-31	47450	47	214	0
2022-08-30	47403	44	214	0
2022-08-29	47359	70	214	0
2022-08-26	47289	25	214	0
2022-08-25	47264	31	214	0
2022-08-24	47233	52	214	0
2022-08-23	47181	46	214	0
2022-08-22	47135	69	214	0
2022-08-19	47066	66	214	0
2022-08-18	47000	61	214	1
2022-08-17	46939	66	213	0
2022-08-16	46873	147	213	1
2022-08-12	46726	54	212	1
2022-08-11	46672	86	211	0
2022-08-10	46586	86	211	1
2022-08-09	46500	108	210	0
2022-08-08	46392	196	210	1
2022-08-05	46196	101	209	2
2022-08-04	46095	152	207	0
2022-08-03	45943	148	207	0
2022-08-02	45795	140	207	0
2022-08-01	45655	200	207	0
2022-07-29	45455	136	207	0
2022-07-28	45319	200	207	0
2022-07-27	45119	202	207	1
2022-07-26	44917	265	206	0
2022-07-25	44652	395	206	1
2022-07-22	44257	167	205	0
2022-07-21	44090	192	205	0
2022-07-20	43898	271	205	0
2022-07-19	43627	188	205	0
2022-07-18	43439	370	205	1
2022-07-15	43069	214	204	0
2022-07-14	42855	242	204	0
2022-07-13	42613	138	204	0
2022-07-12	42475	325	204	0
2022-07-11	42150	187	204	0
2022-07-08	41963	164	204	0
2022-07-07	41799	182	204	0
2022-07-06	41617	189	204	0
2022-07-05	41428	187	204	0
2022-07-04	41241	275	204	0
2022-07-01	40966	129	204	0
2022-06-30	40837	181	204	0
2022-06-29	40656	228	204	0
2022-06-28	40428	207	204	0
2022-06-27	40221	154	204	0
2022-06-25	40067	1	204	0
2022-06-24	40066	130	204	0
2022-06-23	39936	145	204	0
2022-06-22	39791	228	204	0
2022-06-21	39563	88	204	1
2022-06-20	39475	132	203	2
2022-06-17	39343	153	201	1
2022-06-15	39190	103	200	1
2022-06-14	39087	104	199	0
2022-06-13	38983	139	199	0
2022-06-10	38844	46	199	0
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2022-05-20	37946	52	199	0
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2022-05-11	37306	103	197	0
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2022-04-21	34785	261	196	0
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2022-04-13	33364	293	196	1
2022-04-12	33071	302	195	0
2022-04-11	32769	199	195	1
2022-04-09	32570	217	194	1
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2022-03-29	29522	605	188	0
2022-03-28	28917	265	188	0
2022-03-26	28652	324	188	1
2022-03-25	28328	414	187	2
2022-03-24	27914	534	185	1
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2022-03-22	26966	589	183	2
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2022-03-17	25227	435	178	3
2022-03-16	24792	641	175	0
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2022-02-21	17488	57	164	0
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2021-08-14	3688	2	104	0
2021-08-13	3686	5	104	0
2021-08-12	3681	2	104	0
2021-08-11	3679	3	104	0
2021-08-10	3676	9	104	0
2021-08-09	3667	3	104	0
2021-08-07	3664	5	104	0
2021-08-06	3659	1	104	0
2021-08-04	3658	1	104	0
2021-08-03	3657	2	104	0
2021-07-31	3655	1	104	0
2021-07-29	3654	1	104	0
2021-07-28	3653	2	104	0
2021-07-26	3651	1	104	0
2021-07-24	3650	2	104	0
2021-07-21	3648	1	104	0
2021-07-20	3647	2	104	0
2021-07-17	3645	1	104	0
2021-07-10	3644	1	104	0
2021-07-02	3643	1	104	0
2021-07-01	3642	2	104	0
2021-06-22	3640	1	104	0
2021-06-20	3639	4	104	0
2021-06-18	3635	1	104	0
2021-06-12	3634	1	104	0
2021-06-10	3633	1	104	0
2021-06-09	3632	2	104	0
2021-06-08	3630	3	104	0
2021-06-07	3627	3	104	0
2021-06-05	3624	2	104	0
2021-06-04	3622	1	104	0
2021-06-03	3621	2	104	0
2021-06-02	3619	4	104	1
2021-06-01	3615	3	103	0
2021-05-31	3612	1	103	0
2021-05-30	3611	3	103	1
2021-05-28	3608	5	102	0
2021-05-27	3603	12	102	0
2021-05-26	3591	6	102	0
2021-05-25	3585	3	102	0
2021-05-22	3582	6	102	0
2021-05-21	3576	4	102	0
2021-05-20	3572	12	102	0
2021-05-19	3560	16	102	0
2021-05-18	3544	17	102	0
2021-05-17	3527	2	102	0
2021-05-16	3525	9	102	0
2021-05-15	3516	12	102	0
2021-05-14	3504	9	102	0
2021-05-13	3495	10	102	0
2021-05-12	3485	10	102	0
2021-05-11	3475	19	102	0
2021-05-10	3456	1	102	0
2021-05-09	3455	4	102	0
2021-05-08	3451	23	102	0
2021-05-07	3428	26	102	0
2021-05-06	3402	15	102	2
2021-05-05	3387	17	100	0
2021-05-04	3370	30	100	1
2021-05-03	3340	4	99	1
2021-05-02	3336	2	98	1
2021-05-01	3334	33	97	0
2021-04-30	3301	19	97	0
2021-04-29	3282	20	97	0
2021-04-28	3262	28	97	0
2021-04-27	3234	35	97	0
2021-04-26	3199	9	97	1
2021-04-25	3190	5	96	0
2021-04-24	3185	49	96	0
2021-04-23	3136	34	96	0
2021-04-22	3102	28	96	0
2021-04-21	3074	51	96	1
2021-04-20	3023	13	95	0
2021-04-19	3010	20	95	0
2021-04-18	2990	8	95	0
2021-04-17	2982	16	95	0
2021-04-16	2966	12	95	0
2021-04-15	2954	27	95	0
2021-04-14	2927	56	95	0
2021-04-13	2871	27	95	0
2021-04-12	2844	8	95	0
2021-04-11	2836	1	95	0
2021-04-10	2835	23	95	0
2021-04-09	2812	11	95	1
2021-04-08	2801	18	94	0
2021-04-07	2783	31	94	1
2021-04-05	2752	4	93	0
2021-04-04	2748	10	93	1
2021-04-03	2738	10	92	0
2021-04-02	2728	14	92	0
2021-04-01	2714	20	92	0
2021-03-31	2694	19	92	0
2021-03-30	2675	24	92	0
2021-03-29	2651	5	92	0
2021-03-27	2646	14	92	0
2021-03-26	2632	20	92	0
2021-03-25	2612	17	92	0
2021-03-24	2595	13	92	1
2021-03-23	2582	24	91	0
2021-03-22	2558	5	91	0
2021-03-21	2553	2	91	0
2021-03-20	2551	21	91	1
2021-03-19	2530	25	90	1
2021-03-18	2505	10	89	0
2021-03-17	2495	13	89	1
2021-03-16	2482	20	88	2
2021-03-15	2462	2	86	0
2021-03-14	2460	3	86	1
2021-03-13	2457	14	85	1
2021-03-12	2443	30	84	0
2021-03-11	2413	13	84	1
2021-03-10	2400	6	83	0
2021-03-09	2394	26	83	0
2021-03-08	2368	1	83	0
2021-03-07	2367	1	83	0
2021-03-06	2366	18	83	1
2021-03-05	2348	4	82	0
2021-03-04	2344	15	82	0
2021-03-03	2329	13	82	0
2021-03-02	2316	16	82	0
2021-02-28	2300	3	82	0
2021-02-27	2297	9	82	0
2021-02-26	2288	8	82	0
2021-02-25	2280	12	82	0
2021-02-24	2268	4	82	1
2021-02-23	2264	7	81	0
2021-02-22	2257	5	81	0
2021-02-21	2252	1	81	0
2021-02-20	2251	5	81	0
2021-02-19	2246	6	81	0
2021-02-18	2240	8	81	0
2021-02-17	2232	2	81	0
2021-02-16	2230	4	81	0
2021-02-15	2226	1	81	0
2021-02-14	2225	3	81	0
2021-02-12	2222	4	81	0
2021-02-11	2218	9	81	0
2021-02-10	2209	8	81	0
2021-02-09	2201	7	81	0
2021-02-08	2194	2	81	0
2021-02-07	2192	4	81	0
2021-02-06	2188	10	81	0
2021-02-05	2178	9	81	0
2021-02-04	2169	29	81	0
2021-02-03	2140	13	81	0
2021-02-02	2127	46	81	0
2021-02-01	2081	4	81	0
2021-01-31	2077	4	81	0
2021-01-30	2073	11	81	1
2021-01-29	2062	22	80	0
2021-01-28	2040	23	80	0
2021-01-27	2017	9	80	0
2021-01-26	2008	21	80	0
2021-01-25	1987	4	80	0
2021-01-24	1983	2	80	0
2021-01-23	1981	9	80	0
2021-01-22	1972	22	80	0
2021-01-21	1950	16	80	1
2021-01-20	1934	24	79	0
2021-01-19	1910	11	79	0
2021-01-18	1899	2	79	0
2021-01-17	1897	2	79	0
2021-01-16	1895	21	79	0
2021-01-15	1874	29	79	1
2021-01-14	1845	12	78	0
2021-01-13	1833	23	78	2
2021-01-12	1810	18	76	0
2021-01-10	1792	2	76	1
2021-01-09	1790	35	75	2
2021-01-08	1755	15	73	0
2021-01-07	1740	21	73	2
2021-01-06	1719	35	71	0
2021-01-05	1684	23	71	0
2021-01-04	1661	13	71	0
2021-01-03	1648	3	71	0
2021-01-02	1645	8	71	2
2021-01-01	1637	16	69	1
2020-12-31	1621	27	68	1
2020-12-30	1594	55	67	3
2020-12-29	1539	16	64	2
2020-12-28	1523	17	62	0
2020-12-27	1506	4	62	0
2020-12-26	1502	26	62	2
2020-12-25	1476	67	60	12
2020-12-24	1409	34	48	3
2020-12-23	1375	24	45	2
2020-12-22	1351	23	43	2
2020-12-21	1328	15	41	1
2020-12-20	1313	24	40	2
2020-12-19	1289	37	38	1
2020-12-18	1252	15	37	1
2020-12-17	1237	30	36	2
2020-12-16	1207	41	34	0
2020-12-15	1166	27	34	0
2020-12-14	1139	15	34	0
2020-12-13	1124	2	34	1
2020-12-12	1122	38	33	1
2020-12-11	1084	32	32	0
2020-12-10	1052	30	32	0
2020-12-09	1022	44	32	2
2020-12-08	978	36	30	5
2020-12-07	942	20	25	2
2020-12-06	922	7	23	1
2020-12-05	915	28	22	0
2020-12-04	887	23	22	0
2020-12-03	864	18	22	0
2020-12-02	846	31	22	0
2020-12-01	815	13	22	1
2020-11-30	802	6	21	0
2020-11-29	796	8	21	0
2020-11-28	788	8	21	1
2020-11-27	780	28	20	0
2020-11-26	752	16	20	0
2020-11-25	736	20	20	0
2020-11-24	716	26	20	0
2020-11-23	690	4	20	0
2020-11-21	686	25	20	1
2020-11-20	661	22	19	0
2020-11-19	639	12	19	0
2020-11-18	627	22	19	0
2020-11-17	605	22	19	0
2020-11-16	583	7	19	0
2020-11-15	576	18	19	0
2020-11-13	558	19	19	1
2020-11-12	539	10	18	0
2020-11-11	529	22	18	0
2020-11-10	507	14	18	0
2020-11-09	493	10	18	0
2020-11-08	483	5	18	0
2020-11-07	478	7	18	0
2020-11-06	471	9	18	0
2020-11-05	462	17	18	0
2020-11-04	445	9	18	0
2020-11-03	436	9	18	0
2020-11-02	427	4	18	0
2020-11-01	423	12	18	0
2020-10-31	411	6	18	0
2020-10-30	405	8	18	0
2020-10-29	397	11	18	0
2020-10-28	386	11	18	0
2020-10-27	375	9	18	0
2020-10-26	366	6	18	0
2020-10-25	360	3	18	0
2020-10-24	357	7	18	0
2020-10-23	350	17	18	0
2020-10-22	333	6	18	0
2020-10-21	327	10	18	0
2020-10-20	317	2	18	0
2020-10-19	315	4	18	0
2020-10-16	311	1	18	0
2020-10-15	310	3	18	0
2020-10-14	307	1	18	0
2020-10-13	306	2	18	0
2020-10-12	304	7	18	0
2020-10-09	297	2	18	0
2020-10-05	295	1	18	0
2020-10-02	294	1	18	0
2020-09-30	293	1	18	0
2020-09-29	292	2	18	0
2020-09-28	290	1	18	0
2020-09-23	289	1	18	0
2020-09-22	288	2	18	0
2020-09-21	286	1	18	0
2020-09-14	285	1	18	0
2020-09-07	284	3	18	0
2020-09-04	281	1	18	0
2020-09-03	280	1	18	0
2020-08-31	279	1	18	0
2020-08-25	278	3	18	0
2020-08-24	275	2	18	0
2020-08-19	273	1	18	0
2020-08-17	272	2	18	0
2020-08-14	270	2	18	0
2020-08-12	268	2	18	0
2020-08-11	266	2	18	0
2020-08-04	264	2	18	0
2020-07-21	262	3	18	0
2020-07-17	259	3	18	0
2020-06-12	256	1	18	0
2020-06-03	255	1	18	0
2020-05-30	254	1	18	0
2020-05-29	253	2	18	0
2020-05-21	251	1	18	0
2020-05-20	250	2	18	0
2020-05-16	248	3	18	0
2020-05-15	245	1	18	0
2020-05-14	244	3	18	0
2020-05-13	241	2	18	0
2020-05-12	239	3	18	0
2020-05-11	236	2	18	0
2020-05-09	234	2	18	0
2020-05-01	232	1	18	0
2020-04-30	231	5	18	0
2020-04-28	226	1	18	0
2020-04-27	225	2	18	0
2020-04-25	223	3	18	0
2020-04-24	220	5	18	0
2020-04-23	215	1	18	0
2020-04-22	214	1	18	1
2020-04-21	213	1	17	0
2020-04-20	212	1	17	0
2020-04-19	211	1	17	0
2020-04-18	210	2	17	0
2020-04-17	208	8	17	4
2020-04-16	200	4	13	0
2020-04-15	196	6	13	1
2020-04-14	190	14	12	0
2020-04-13	176	8	12	0
2020-04-12	168	1	12	1
2020-04-11	167	12	11	2
2020-04-09	155	3	9	1
2020-04-08	152	6	8	1
2020-04-07	146	16	7	0
2020-04-06	130	2	7	0
2020-04-05	128	1	7	0
2020-04-04	127	3	7	1
2020-04-03	124	9	6	1
2020-04-02	115	8	5	0
2020-04-01	107	11	5	1
2020-03-31	96	23	4	3
2020-03-30	73	5	1	0
2020-03-29	68	4	1	0
2020-03-28	64	9	1	0
2020-03-27	55	19	1	1
2020-03-26	36	3	0	0
2020-03-25	33	7	0	0
2020-03-24	26	4	0	0
2020-03-23	22	2	0	0
2020-03-22	20	4	0	0
2020-03-21	16	2	0	0
2020-03-20	14	5	0	0
2020-03-18	9	2	0	0
2020-03-17	7	4	0	0
2020-03-11	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: 0:01:58.066986