Germany: LK Lindau (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 10:55:42 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Lindau")
print(f'Population of country="Germany", subregion="LK Lindau": {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 Lindau": 82330 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	39895	6	151	0
2023-03-03	39889	1	151	0
2023-03-02	39888	2	151	0
2023-03-01	39886	15	151	0
2023-02-28	39871	7	151	0
2023-02-27	39864	13	151	0
2023-02-24	39851	9	151	0
2023-02-23	39842	11	151	2
2023-02-22	39831	12	149	0
2023-02-21	39819	7	149	0
2023-02-20	39812	19	149	1
2023-02-17	39793	10	148	0
2023-02-16	39783	2	148	0
2023-02-15	39781	19	148	0
2023-02-14	39762	15	148	0
2023-02-13	39747	15	148	1
2023-02-10	39732	10	147	0
2023-02-09	39722	9	147	0
2023-02-08	39713	8	147	0
2023-02-07	39705	5	147	0
2023-02-06	39700	12	147	1
2023-02-03	39688	17	146	1
2023-02-02	39671	8	145	0
2023-02-01	39663	5	145	0
2023-01-31	39658	4	145	0
2023-01-30	39654	12	145	0
2023-01-27	39642	8	145	0
2023-01-26	39634	3	145	0
2023-01-25	39631	10	145	0
2023-01-24	39621	6	145	0
2023-01-23	39615	12	145	0
2023-01-20	39603	4	145	0
2023-01-19	39599	8	145	0
2023-01-18	39591	6	145	0
2023-01-17	39585	17	145	0
2023-01-16	39568	7	145	0
2023-01-13	39561	6	145	0
2023-01-12	39555	6	145	0
2023-01-11	39549	10	145	1
2023-01-10	39539	17	144	0
2023-01-09	39522	15	144	0
2023-01-05	39507	7	144	0
2023-01-04	39500	13	144	0
2023-01-03	39487	17	144	0
2023-01-02	39470	28	144	0
2022-12-30	39442	18	144	0
2022-12-29	39424	18	144	0
2022-12-28	39406	22	144	1
2022-12-27	39384	49	143	0
2022-12-23	39335	18	143	0
2022-12-22	39317	26	143	0
2022-12-21	39291	38	143	0
2022-12-20	39253	33	143	0
2022-12-19	39220	38	143	2
2022-12-16	39182	30	141	1
2022-12-15	39152	35	140	0
2022-12-14	39117	26	140	2
2022-12-13	39091	31	138	0
2022-12-12	39060	57	138	0
2022-12-09	39003	23	138	0
2022-12-08	38980	19	138	0
2022-12-07	38961	42	138	0
2022-12-06	38919	53	138	1
2022-12-05	38866	26	137	1
2022-12-02	38840	26	136	0
2022-12-01	38814	19	136	0
2022-11-30	38795	46	136	0
2022-11-29	38749	31	136	0
2022-11-28	38718	21	136	0
2022-11-25	38697	25	136	0
2022-11-24	38672	10	136	0
2022-11-23	38662	19	136	0
2022-11-22	38643	6	136	0
2022-11-21	38637	34	136	0
2022-11-18	38603	13	136	0
2022-11-17	38590	12	136	0
2022-11-16	38578	28	136	0
2022-11-15	38550	22	136	0
2022-11-14	38528	21	136	0
2022-11-11	38507	14	136	0
2022-11-10	38493	22	136	0
2022-11-09	38471	40	136	0
2022-11-08	38431	32	136	0
2022-11-07	38399	28	136	0
2022-11-04	38371	21	136	0
2022-11-03	38350	31	136	0
2022-11-02	38319	53	136	1
2022-10-31	38266	84	135	0
2022-10-28	38182	26	135	0
2022-10-27	38156	36	135	0
2022-10-26	38120	61	135	0
2022-10-25	38059	57	135	0
2022-10-24	38002	120	135	1
2022-10-21	37882	48	134	0
2022-10-20	37834	104	134	0
2022-10-19	37730	75	134	1
2022-10-18	37655	136	133	1
2022-10-17	37519	169	132	0
2022-10-15	37350	2	132	0
2022-10-14	37348	69	132	0
2022-10-13	37279	128	132	0
2022-10-12	37151	214	132	0
2022-10-11	36937	91	132	0
2022-10-10	36846	202	132	1
2022-10-08	36644	2	131	0
2022-10-07	36642	104	131	0
2022-10-06	36538	192	131	1
2022-10-05	36346	181	130	1
2022-10-04	36165	188	129	1
2022-10-03	35977	3	128	0
2022-10-01	35974	11	128	0
2022-09-30	35963	53	128	0
2022-09-29	35910	63	128	1
2022-09-28	35847	109	127	0
2022-09-27	35738	146	127	1
2022-09-26	35592	82	126	0
2022-09-23	35510	33	126	0
2022-09-22	35477	47	126	1
2022-09-21	35430	32	125	0
2022-09-20	35398	16	125	0
2022-09-19	35382	36	125	0
2022-09-16	35346	22	125	0
2022-09-15	35324	22	125	0
2022-09-14	35302	40	125	0
2022-09-13	35262	26	125	0
2022-09-12	35236	43	125	0
2022-09-09	35193	25	125	0
2022-09-08	35168	22	125	1
2022-09-07	35146	47	124	0
2022-09-06	35099	24	124	0
2022-09-05	35075	59	124	0
2022-09-02	35016	13	124	0
2022-09-01	35003	45	124	0
2022-08-31	34958	26	124	1
2022-08-30	34932	44	123	0
2022-08-29	34888	48	123	0
2022-08-26	34840	5	123	0
2022-08-25	34835	33	123	0
2022-08-24	34802	21	123	0
2022-08-23	34781	42	123	0
2022-08-22	34739	48	123	0
2022-08-19	34691	15	123	2
2022-08-18	34676	28	121	0
2022-08-17	34648	42	121	0
2022-08-16	34606	64	121	1
2022-08-12	34542	20	120	0
2022-08-11	34522	39	120	0
2022-08-10	34483	45	120	0
2022-08-09	34438	58	120	0
2022-08-08	34380	95	120	0
2022-08-05	34285	69	120	1
2022-08-04	34216	28	119	0
2022-08-03	34188	26	119	0
2022-08-02	34162	96	119	1
2022-08-01	34066	153	118	2
2022-07-29	33913	50	116	0
2022-07-28	33863	82	116	0
2022-07-27	33781	97	116	1
2022-07-26	33684	198	115	1
2022-07-25	33486	184	114	0
2022-07-22	33302	101	114	0
2022-07-21	33201	134	114	0
2022-07-20	33067	142	114	1
2022-07-19	32925	157	113	2
2022-07-18	32768	283	111	1
2022-07-15	32485	91	110	0
2022-07-14	32394	173	110	0
2022-07-13	32221	196	110	0
2022-07-12	32025	136	110	0
2022-07-11	31889	274	110	0
2022-07-08	31615	112	110	1
2022-07-07	31503	88	109	0
2022-07-06	31415	232	109	0
2022-07-05	31183	114	109	0
2022-07-04	31069	151	109	0
2022-07-01	30918	56	109	0
2022-06-30	30862	104	109	0
2022-06-29	30758	136	109	0
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2022-06-23	30332	65	109	0
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2022-06-21	30194	82	109	0
2022-06-20	30112	101	109	1
2022-06-18	30011	1	108	0
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2021-09-08	3630	7	64	0
2021-09-07	3623	14	64	0
2021-09-06	3609	2	64	0
2021-09-05	3607	1	64	0
2021-09-04	3606	10	64	0
2021-09-03	3596	9	64	0
2021-09-02	3587	6	64	0
2021-09-01	3581	3	64	0
2021-08-31	3578	4	64	0
2021-08-30	3574	2	64	0
2021-08-29	3572	3	64	0
2021-08-28	3569	7	64	0
2021-08-27	3562	10	64	0
2021-08-26	3552	7	64	0
2021-08-25	3545	5	64	0
2021-08-24	3540	9	64	0
2021-08-23	3531	2	64	0
2021-08-22	3529	5	64	0
2021-08-21	3524	1	64	0
2021-08-20	3523	1	64	0
2021-08-19	3522	6	64	0
2021-08-18	3516	7	64	0
2021-08-17	3509	6	64	1
2021-08-16	3503	2	63	0
2021-08-14	3501	1	63	0
2021-08-13	3500	4	63	0
2021-08-12	3496	4	63	0
2021-08-11	3492	7	63	0
2021-08-10	3485	5	63	0
2021-08-07	3480	1	63	0
2021-08-06	3479	1	63	0
2021-08-05	3478	3	63	0
2021-08-04	3475	1	63	0
2021-08-03	3474	3	63	0
2021-08-01	3471	4	63	0
2021-07-31	3467	1	63	0
2021-07-30	3466	1	63	0
2021-07-29	3465	4	63	0
2021-07-27	3461	2	63	0
2021-07-26	3459	1	63	0
2021-07-24	3458	1	63	0
2021-07-21	3457	3	63	0
2021-07-20	3454	1	63	0
2021-07-18	3453	1	63	0
2021-07-16	3452	1	63	0
2021-07-12	3451	2	63	0
2021-07-04	3449	1	63	0
2021-07-02	3448	1	63	0
2021-06-29	3447	1	63	0
2021-06-26	3446	1	63	0
2021-06-25	3445	2	63	0
2021-06-24	3443	1	63	0
2021-06-23	3442	2	63	0
2021-06-21	3440	1	63	0
2021-06-20	3439	2	63	0
2021-06-19	3437	2	63	0
2021-06-18	3435	3	63	0
2021-06-17	3432	4	63	0
2021-06-16	3428	5	63	0
2021-06-15	3423	8	63	0
2021-06-14	3415	4	63	0
2021-06-13	3411	1	63	0
2021-06-11	3410	13	63	0
2021-06-10	3397	10	63	0
2021-06-09	3387	13	63	0
2021-06-08	3374	16	63	0
2021-06-07	3358	6	63	0
2021-06-06	3352	2	63	0
2021-06-05	3350	7	63	0
2021-06-04	3343	6	63	0
2021-06-03	3337	5	63	0
2021-06-02	3332	5	63	0
2021-06-01	3327	6	63	0
2021-05-31	3321	1	63	0
2021-05-30	3320	1	63	0
2021-05-29	3319	1	63	0
2021-05-28	3318	7	63	0
2021-05-27	3311	6	63	0
2021-05-26	3305	4	63	0
2021-05-25	3301	2	63	0
2021-05-24	3299	1	63	0
2021-05-23	3298	3	63	0
2021-05-22	3295	4	63	0
2021-05-21	3291	3	63	0
2021-05-20	3288	7	63	0
2021-05-19	3281	3	63	0
2021-05-18	3278	4	63	0
2021-05-17	3274	2	63	0
2021-05-16	3272	1	63	0
2021-05-15	3271	8	63	0
2021-05-14	3263	1	63	0
2021-05-13	3262	5	63	0
2021-05-12	3257	11	63	0
2021-05-11	3246	11	63	0
2021-05-10	3235	3	63	0
2021-05-08	3232	8	63	0
2021-05-07	3224	12	63	0
2021-05-06	3212	9	63	0
2021-05-05	3203	7	63	0
2021-05-04	3196	9	63	0
2021-05-03	3187	26	63	0
2021-05-02	3161	1	63	0
2021-05-01	3160	8	63	0
2021-04-30	3152	8	63	0
2021-04-29	3144	7	63	0
2021-04-28	3137	11	63	0
2021-04-27	3126	11	63	0
2021-04-26	3115	9	63	0
2021-04-25	3106	1	63	0
2021-04-24	3105	14	63	0
2021-04-23	3091	12	63	0
2021-04-22	3079	16	63	0
2021-04-21	3063	22	63	0
2021-04-20	3041	20	63	0
2021-04-19	3021	16	63	0
2021-04-18	3005	4	63	1
2021-04-17	3001	19	62	0
2021-04-16	2982	23	62	0
2021-04-15	2959	15	62	0
2021-04-14	2944	16	62	0
2021-04-13	2928	21	62	1
2021-04-12	2907	2	61	0
2021-04-11	2905	4	61	0
2021-04-10	2901	6	61	0
2021-04-09	2895	16	61	0
2021-04-08	2879	20	61	0
2021-04-07	2859	19	61	0
2021-04-06	2840	22	61	0
2021-04-04	2818	31	61	1
2021-04-03	2787	6	60	0
2021-04-02	2781	35	60	0
2021-04-01	2746	24	60	0
2021-03-31	2722	19	60	0
2021-03-30	2703	10	60	1
2021-03-29	2693	21	59	0
2021-03-28	2672	2	59	0
2021-03-27	2670	13	59	0
2021-03-26	2657	22	59	0
2021-03-25	2635	26	59	0
2021-03-24	2609	11	59	0
2021-03-23	2598	12	59	1
2021-03-22	2586	17	58	0
2021-03-21	2569	10	58	0
2021-03-20	2559	11	58	0
2021-03-19	2548	20	58	0
2021-03-18	2528	6	58	0
2021-03-17	2522	30	58	0
2021-03-16	2492	11	58	1
2021-03-15	2481	13	57	0
2021-03-14	2468	1	57	0
2021-03-13	2467	4	57	0
2021-03-12	2463	15	57	0
2021-03-11	2448	10	57	0
2021-03-10	2438	15	57	0
2021-03-09	2423	14	57	0
2021-03-08	2409	18	57	0
2021-03-06	2391	7	57	0
2021-03-05	2384	9	57	0
2021-03-04	2375	3	57	0
2021-03-03	2372	10	57	0
2021-03-02	2362	19	57	0
2021-03-01	2343	7	57	0
2021-02-27	2336	3	57	0
2021-02-26	2333	6	57	0
2021-02-25	2327	12	57	0
2021-02-24	2315	7	57	0
2021-02-23	2308	16	57	0
2021-02-22	2292	6	57	0
2021-02-20	2286	7	57	0
2021-02-19	2279	12	57	0
2021-02-18	2267	3	57	0
2021-02-17	2264	7	57	0
2021-02-16	2257	11	57	0
2021-02-15	2246	6	57	0
2021-02-13	2240	3	57	0
2021-02-12	2237	9	57	1
2021-02-11	2228	7	56	1
2021-02-10	2221	7	55	0
2021-02-09	2214	13	55	3
2021-02-06	2201	11	52	1
2021-02-05	2190	3	51	0
2021-02-04	2187	11	51	2
2021-02-03	2176	5	49	0
2021-02-02	2171	13	49	1
2021-02-01	2158	5	48	0
2021-01-31	2153	2	48	0
2021-01-30	2151	7	48	0
2021-01-29	2144	8	48	0
2021-01-28	2136	15	48	0
2021-01-27	2121	20	48	1
2021-01-26	2101	14	47	0
2021-01-25	2087	2	47	1
2021-01-24	2085	1	46	0
2021-01-23	2084	5	46	0
2021-01-22	2079	12	46	2
2021-01-21	2067	17	44	0
2021-01-20	2050	17	44	0
2021-01-19	2033	13	44	0
2021-01-18	2020	1	44	0
2021-01-17	2019	1	44	0
2021-01-16	2018	17	44	0
2021-01-15	2001	22	44	0
2021-01-14	1979	11	44	0
2021-01-13	1968	18	44	0
2021-01-12	1950	16	44	0
2021-01-11	1934	9	44	0
2021-01-10	1925	8	44	0
2021-01-09	1917	11	44	0
2021-01-08	1906	36	44	0
2021-01-07	1870	8	44	0
2021-01-06	1862	17	44	1
2021-01-05	1845	17	43	0
2021-01-04	1828	18	43	2
2021-01-03	1810	3	41	0
2021-01-02	1807	4	41	0
2020-12-31	1803	14	41	0
2020-12-30	1789	36	41	2
2020-12-29	1753	13	39	1
2020-12-28	1740	19	38	0
2020-12-27	1721	3	38	0
2020-12-26	1718	2	38	0
2020-12-24	1716	21	38	0
2020-12-23	1695	36	38	0
2020-12-22	1659	37	38	1
2020-12-21	1622	16	37	0
2020-12-20	1606	1	37	0
2020-12-19	1605	23	37	0
2020-12-18	1582	19	37	0
2020-12-17	1563	34	37	1
2020-12-16	1529	30	36	0
2020-12-15	1499	39	36	0
2020-12-14	1460	21	36	0
2020-12-13	1439	3	36	0
2020-12-12	1436	34	36	1
2020-12-11	1402	46	35	1
2020-12-10	1356	30	34	1
2020-12-09	1326	22	33	1
2020-12-08	1304	30	32	0
2020-12-07	1274	19	32	0
2020-12-06	1255	27	32	7
2020-12-05	1228	16	25	0
2020-12-04	1212	20	25	4
2020-12-03	1192	36	21	0
2020-12-02	1156	23	21	2
2020-12-01	1133	26	19	0
2020-11-30	1107	12	19	3
2020-11-28	1095	7	16	1
2020-11-27	1088	35	15	3
2020-11-26	1053	5	12	0
2020-11-25	1048	21	12	0
2020-11-24	1027	10	12	0
2020-11-23	1017	7	12	0
2020-11-22	1010	3	12	0
2020-11-21	1007	12	12	0
2020-11-20	995	5	12	0
2020-11-19	990	27	12	0
2020-11-18	963	21	12	0
2020-11-17	942	12	12	0
2020-11-16	930	26	12	0
2020-11-14	904	28	12	0
2020-11-13	876	24	12	0
2020-11-12	852	35	12	1
2020-11-11	817	30	11	0
2020-11-10	787	16	11	0
2020-11-09	771	23	11	1
2020-11-08	748	8	10	1
2020-11-07	740	29	9	0
2020-11-06	711	20	9	0
2020-11-05	691	30	9	0
2020-11-04	661	30	9	0
2020-11-03	631	37	9	1
2020-11-02	594	23	8	0
2020-11-01	571	24	8	0
2020-10-31	547	20	8	0
2020-10-30	527	33	8	0
2020-10-29	494	11	8	0
2020-10-28	483	18	8	0
2020-10-27	465	18	8	0
2020-10-26	447	24	8	0
2020-10-25	423	3	8	0
2020-10-24	420	7	8	0
2020-10-23	413	6	8	0
2020-10-22	407	9	8	0
2020-10-21	398	8	8	0
2020-10-20	390	3	8	0
2020-10-19	387	8	8	0
2020-10-18	379	9	8	0
2020-10-17	370	9	8	0
2020-10-16	361	3	8	0
2020-10-15	358	8	8	0
2020-10-14	350	6	8	0
2020-10-12	344	3	8	0
2020-10-11	341	3	8	0
2020-10-10	338	4	8	0
2020-10-09	334	3	8	0
2020-10-08	331	4	8	0
2020-10-07	327	3	8	0
2020-10-06	324	5	8	0
2020-10-05	319	1	8	0
2020-10-03	318	1	8	0
2020-10-01	317	1	8	0
2020-09-30	316	3	8	0
2020-09-29	313	1	8	0
2020-09-27	312	1	8	0
2020-09-24	311	2	8	0
2020-09-22	309	1	8	0
2020-09-21	308	4	8	0
2020-09-20	304	4	8	0
2020-09-19	300	3	8	0
2020-09-18	297	8	8	0
2020-09-16	289	2	8	0
2020-09-15	287	1	8	0
2020-09-14	286	2	8	0
2020-09-12	284	2	8	0
2020-09-09	282	1	8	0
2020-09-08	281	1	8	0
2020-09-07	280	7	8	0
2020-09-05	273	3	8	0
2020-09-04	270	2	8	0
2020-09-03	268	1	8	0
2020-08-30	267	1	8	0
2020-08-26	266	1	8	0
2020-08-21	265	1	8	0
2020-08-18	264	1	8	0
2020-08-16	263	1	8	0
2020-08-15	262	1	8	0
2020-08-14	261	5	8	0
2020-08-13	256	2	8	0
2020-08-11	254	1	8	0
2020-08-09	253	1	8	0
2020-07-29	252	1	8	0
2020-07-28	251	1	8	0
2020-07-24	250	1	8	0
2020-07-22	249	1	8	0
2020-07-21	248	3	8	0
2020-07-17	245	1	8	0
2020-07-11	244	1	8	0
2020-06-27	243	1	8	0
2020-06-26	242	1	8	0
2020-06-25	241	1	8	0
2020-05-13	240	1	8	0
2020-05-02	239	1	8	1
2020-04-26	238	1	7	0
2020-04-23	237	1	7	0
2020-04-20	236	1	7	0
2020-04-19	235	1	7	0
2020-04-17	234	2	7	0
2020-04-16	232	6	7	0
2020-04-15	226	1	7	0
2020-04-14	225	1	7	0
2020-04-13	224	3	7	0
2020-04-12	221	2	7	0
2020-04-11	219	3	7	1
2020-04-10	216	2	6	0
2020-04-09	214	11	6	1
2020-04-08	203	5	5	0
2020-04-07	198	7	5	0
2020-04-06	191	4	5	0
2020-04-05	187	2	5	0
2020-04-04	185	12	5	0
2020-04-03	173	9	5	0
2020-04-02	164	27	5	3
2020-04-01	137	10	2	0
2020-03-31	127	3	2	0
2020-03-30	124	8	2	0
2020-03-29	116	18	2	0
2020-03-28	98	2	2	0
2020-03-27	96	7	2	0
2020-03-26	89	13	2	1
2020-03-25	76	10	1	1
2020-03-24	66	13	0	0
2020-03-23	53	2	0	0
2020-03-22	51	2	0	0
2020-03-21	49	12	0	0
2020-03-20	37	2	0	0
2020-03-19	35	12	0	0
2020-03-18	23	2	0	0
2020-03-17	21	2	0	0
2020-03-15	19	7	0	0
2020-03-13	12	4	0	0
2020-03-12	8	2	0	0
2020-03-10	6	1	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: 0:03:01.052106