Germany: SK Kaufbeuren (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 11:43:47 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Kaufbeuren")
print(f'Population of country="Germany", subregion="SK Kaufbeuren": {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 Kaufbeuren": 45118 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	21497	11	138	0
2023-03-03	21486	4	138	0
2023-03-02	21482	7	138	0
2023-03-01	21475	4	138	0
2023-02-28	21471	8	138	0
2023-02-27	21463	22	138	0
2023-02-24	21441	6	138	0
2023-02-23	21435	9	138	0
2023-02-22	21426	18	138	0
2023-02-21	21408	16	138	0
2023-02-20	21392	14	138	0
2023-02-17	21378	5	138	0
2023-02-16	21373	4	138	0
2023-02-15	21369	8	138	0
2023-02-14	21361	11	138	0
2023-02-13	21350	12	138	0
2023-02-10	21338	2	138	0
2023-02-09	21336	5	138	0
2023-02-08	21331	13	138	0
2023-02-07	21318	10	138	0
2023-02-06	21308	12	138	0
2023-02-03	21296	5	138	0
2023-02-02	21291	7	138	0
2023-02-01	21284	12	138	0
2023-01-31	21272	17	138	0
2023-01-30	21255	25	138	0
2023-01-27	21230	8	138	0
2023-01-26	21222	6	138	0
2023-01-25	21216	5	138	0
2023-01-24	21211	18	138	0
2023-01-23	21193	10	138	0
2023-01-20	21183	3	138	0
2023-01-19	21180	5	138	0
2023-01-18	21175	4	138	0
2023-01-17	21171	9	138	0
2023-01-16	21162	5	138	0
2023-01-13	21157	4	138	0
2023-01-12	21153	6	138	0
2023-01-11	21147	5	138	0
2023-01-10	21142	6	138	0
2023-01-09	21136	17	138	0
2023-01-05	21119	6	138	0
2023-01-04	21113	2	138	0
2023-01-03	21111	1	138	0
2023-01-02	21110	9	138	0
2022-12-30	21101	1	138	0
2022-12-29	21100	4	138	0
2022-12-28	21096	16	138	0
2022-12-27	21080	10	138	0
2022-12-23	21070	6	138	0
2022-12-22	21064	10	138	0
2022-12-21	21054	5	138	0
2022-12-20	21049	8	138	0
2022-12-19	21041	20	138	0
2022-12-16	21021	1	138	0
2022-12-15	21020	13	138	0
2022-12-14	21007	3	138	0
2022-12-13	21004	9	138	0
2022-12-12	20995	15	138	0
2022-12-09	20980	6	138	0
2022-12-08	20974	8	138	0
2022-12-07	20966	9	138	0
2022-12-06	20957	8	138	0
2022-12-05	20949	4	138	0
2022-12-02	20945	6	138	0
2022-12-01	20939	7	138	0
2022-11-30	20932	8	138	0
2022-11-29	20924	8	138	0
2022-11-28	20916	9	138	0
2022-11-25	20907	12	138	0
2022-11-24	20895	3	138	0
2022-11-23	20892	3	138	0
2022-11-22	20889	9	138	0
2022-11-21	20880	1	138	0
2022-11-18	20879	3	138	0
2022-11-17	20876	10	138	0
2022-11-16	20866	2	138	0
2022-11-15	20864	15	138	0
2022-11-14	20849	17	138	1
2022-11-11	20832	9	137	0
2022-11-10	20823	9	137	0
2022-11-09	20814	23	137	0
2022-11-08	20791	20	137	1
2022-11-07	20771	21	136	0
2022-11-04	20750	19	136	0
2022-11-03	20731	13	136	0
2022-11-02	20718	28	136	0
2022-10-31	20690	24	136	0
2022-10-28	20666	25	136	0
2022-10-27	20641	32	136	0
2022-10-26	20609	23	136	0
2022-10-25	20586	54	136	0
2022-10-24	20532	42	136	1
2022-10-21	20490	25	135	0
2022-10-20	20465	52	135	0
2022-10-19	20413	32	135	0
2022-10-18	20381	66	135	0
2022-10-17	20315	97	135	0
2022-10-14	20218	27	135	0
2022-10-13	20191	64	135	0
2022-10-12	20127	119	135	1
2022-10-11	20008	62	134	0
2022-10-10	19946	87	134	0
2022-10-07	19859	58	134	0
2022-10-06	19801	123	134	0
2022-10-05	19678	43	134	1
2022-10-04	19635	62	133	0
2022-10-03	19573	1	133	0
2022-09-30	19572	28	133	0
2022-09-29	19544	40	133	1
2022-09-28	19504	43	132	0
2022-09-27	19461	69	132	1
2022-09-26	19392	27	131	1
2022-09-23	19365	19	130	0
2022-09-22	19346	12	130	0
2022-09-21	19334	27	130	0
2022-09-20	19307	17	130	0
2022-09-19	19290	40	130	0
2022-09-16	19250	10	130	0
2022-09-15	19240	10	130	0
2022-09-14	19230	6	130	0
2022-09-13	19224	19	130	0
2022-09-12	19205	13	130	0
2022-09-09	19192	5	130	0
2022-09-08	19187	11	130	0
2022-09-07	19176	17	130	0
2022-09-06	19159	23	130	0
2022-09-05	19136	9	130	0
2022-09-02	19127	12	130	0
2022-09-01	19115	7	130	0
2022-08-31	19108	11	130	1
2022-08-30	19097	14	129	0
2022-08-29	19083	15	129	0
2022-08-26	19068	1	129	0
2022-08-25	19067	23	129	0
2022-08-24	19044	17	129	0
2022-08-23	19027	15	129	1
2022-08-22	19012	10	128	0
2022-08-19	19002	1	128	0
2022-08-18	19001	13	128	0
2022-08-17	18988	25	128	0
2022-08-16	18963	23	128	0
2022-08-12	18940	17	128	1
2022-08-11	18923	18	127	0
2022-08-10	18905	55	127	1
2022-08-09	18850	47	126	1
2022-08-08	18803	50	125	0
2022-08-06	18753	1	125	0
2022-08-05	18752	40	125	0
2022-08-04	18712	48	125	0
2022-08-03	18664	74	125	0
2022-08-02	18590	140	125	1
2022-08-01	18450	146	124	1
2022-07-29	18304	79	123	0
2022-07-28	18225	134	123	0
2022-07-27	18091	192	123	0
2022-07-26	17899	113	123	0
2022-07-25	17786	72	123	0
2022-07-22	17714	43	123	0
2022-07-21	17671	52	123	1
2022-07-20	17619	84	122	0
2022-07-19	17535	66	122	0
2022-07-18	17469	79	122	0
2022-07-15	17390	25	122	0
2022-07-14	17365	35	122	0
2022-07-13	17330	101	122	0
2022-07-12	17229	61	122	1
2022-07-11	17168	81	121	0
2022-07-08	17087	38	121	1
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2022-06-30	16762	72	120	0
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2021-08-24	2502	5	59	0
2021-08-22	2497	3	59	0
2021-08-21	2494	5	59	0
2021-08-20	2489	2	59	0
2021-08-19	2487	4	59	0
2021-08-18	2483	5	59	1
2021-08-17	2478	8	58	0
2021-08-16	2470	1	58	0
2021-08-12	2469	1	58	0
2021-08-11	2468	3	58	0
2021-08-10	2465	5	58	0
2021-08-07	2460	1	58	0
2021-08-06	2459	2	58	0
2021-08-05	2457	1	58	0
2021-08-04	2456	5	58	0
2021-08-03	2451	1	58	0
2021-08-01	2450	2	58	0
2021-07-31	2448	3	58	0
2021-07-30	2445	1	58	0
2021-07-28	2444	1	58	0
2021-07-27	2443	2	58	0
2021-07-26	2441	1	58	0
2021-07-24	2440	1	58	0
2021-07-23	2439	1	58	0
2021-07-22	2438	1	58	0
2021-07-21	2437	2	58	0
2021-07-16	2435	1	58	0
2021-07-15	2434	1	58	0
2021-07-14	2433	2	58	0
2021-07-12	2431	1	58	0
2021-07-04	2430	1	58	0
2021-07-03	2429	1	58	0
2021-06-19	2428	1	58	0
2021-06-18	2427	1	58	0
2021-06-16	2426	1	58	0
2021-06-15	2425	2	58	0
2021-06-14	2423	1	58	0
2021-06-12	2422	2	58	0
2021-06-11	2420	2	58	0
2021-06-09	2418	2	58	0
2021-06-08	2416	2	58	0
2021-06-07	2414	3	58	0
2021-06-05	2411	4	58	0
2021-06-04	2407	1	58	0
2021-06-02	2406	3	58	0
2021-06-01	2403	2	58	0
2021-05-29	2401	1	58	0
2021-05-28	2400	1	58	0
2021-05-26	2399	12	58	0
2021-05-24	2387	7	58	0
2021-05-22	2380	10	58	0
2021-05-20	2370	6	58	0
2021-05-19	2364	22	58	0
2021-05-18	2342	8	58	0
2021-05-16	2334	9	58	0
2021-05-15	2325	3	58	0
2021-05-14	2322	4	58	0
2021-05-13	2318	3	58	0
2021-05-12	2315	7	58	0
2021-05-11	2308	20	58	0
2021-05-10	2288	1	58	0
2021-05-09	2287	2	58	0
2021-05-08	2285	8	58	1
2021-05-07	2277	19	57	0
2021-05-06	2258	11	57	1
2021-05-05	2247	10	56	0
2021-05-04	2237	24	56	0
2021-05-03	2213	2	56	0
2021-05-02	2211	1	56	0
2021-05-01	2210	5	56	0
2021-04-30	2205	20	56	0
2021-04-29	2185	6	56	0
2021-04-28	2179	20	56	0
2021-04-27	2159	23	56	0
2021-04-25	2136	2	56	0
2021-04-24	2134	3	56	0
2021-04-23	2131	14	56	0
2021-04-22	2117	8	56	0
2021-04-21	2109	19	56	0
2021-04-20	2090	29	56	1
2021-04-19	2061	7	55	0
2021-04-18	2054	3	55	1
2021-04-17	2051	12	54	0
2021-04-16	2039	12	54	0
2021-04-15	2027	23	54	0
2021-04-14	2004	32	54	0
2021-04-13	1972	30	54	0
2021-04-12	1942	8	54	0
2021-04-11	1934	15	54	0
2021-04-10	1919	4	54	0
2021-04-09	1915	33	54	1
2021-04-08	1882	22	53	0
2021-04-07	1860	24	53	0
2021-04-06	1836	14	53	1
2021-04-05	1822	4	52	0
2021-04-04	1818	2	52	0
2021-04-03	1816	2	52	0
2021-04-02	1814	33	52	0
2021-04-01	1781	23	52	1
2021-03-31	1758	19	51	0
2021-03-30	1739	27	51	0
2021-03-29	1712	8	51	0
2021-03-28	1704	2	51	0
2021-03-27	1702	13	51	0
2021-03-26	1689	12	51	0
2021-03-25	1677	14	51	0
2021-03-24	1663	19	51	0
2021-03-23	1644	29	51	0
2021-03-22	1615	1	51	0
2021-03-20	1614	10	51	1
2021-03-19	1604	12	50	0
2021-03-18	1592	11	50	0
2021-03-17	1581	10	50	0
2021-03-16	1571	18	50	1
2021-03-15	1553	2	49	0
2021-03-13	1551	1	49	0
2021-03-12	1550	4	49	1
2021-03-11	1546	6	48	0
2021-03-10	1540	7	48	0
2021-03-09	1533	12	48	0
2021-03-06	1521	2	48	0
2021-03-05	1519	9	48	0
2021-03-04	1510	6	48	0
2021-03-03	1504	3	48	0
2021-03-02	1501	4	48	0
2021-03-01	1497	2	48	0
2021-02-27	1495	2	48	0
2021-02-25	1493	1	48	0
2021-02-23	1492	1	48	0
2021-02-19	1491	1	48	0
2021-02-18	1490	5	48	0
2021-02-17	1485	4	48	0
2021-02-15	1481	6	48	0
2021-02-13	1475	1	48	1
2021-02-12	1474	6	47	0
2021-02-11	1468	3	47	1
2021-02-10	1465	11	46	1
2021-02-09	1454	5	45	0
2021-02-07	1449	1	45	0
2021-02-06	1448	5	45	0
2021-02-05	1443	2	45	0
2021-02-04	1441	2	45	0
2021-02-03	1439	4	45	0
2021-02-02	1435	8	45	0
2021-02-01	1427	4	45	0
2021-01-31	1423	1	45	0
2021-01-30	1422	3	45	0
2021-01-29	1419	3	45	1
2021-01-28	1416	4	44	0
2021-01-27	1412	3	44	0
2021-01-26	1409	7	44	0
2021-01-25	1402	3	44	0
2021-01-24	1399	3	44	0
2021-01-23	1396	3	44	0
2021-01-22	1393	6	44	0
2021-01-21	1387	12	44	0
2021-01-20	1375	2	44	0
2021-01-19	1373	5	44	0
2021-01-17	1368	5	44	0
2021-01-16	1363	6	44	0
2021-01-15	1357	8	44	0
2021-01-14	1349	9	44	0
2021-01-13	1340	7	44	0
2021-01-12	1333	18	44	0
2021-01-11	1315	2	44	0
2021-01-10	1313	9	44	0
2021-01-09	1304	7	44	0
2021-01-08	1297	28	44	0
2021-01-07	1269	19	44	0
2021-01-06	1250	7	44	0
2021-01-05	1243	17	44	0
2021-01-04	1226	3	44	0
2021-01-03	1223	5	44	0
2021-01-01	1218	1	44	0
2020-12-31	1217	9	44	0
2020-12-30	1208	19	44	0
2020-12-29	1189	7	44	0
2020-12-28	1182	3	44	0
2020-12-27	1179	1	44	0
2020-12-26	1178	1	44	0
2020-12-25	1177	2	44	1
2020-12-24	1175	9	43	0
2020-12-23	1166	16	43	0
2020-12-22	1150	23	43	0
2020-12-21	1127	6	43	0
2020-12-20	1121	5	43	0
2020-12-19	1116	6	43	1
2020-12-18	1110	19	42	0
2020-12-17	1091	11	42	1
2020-12-16	1080	16	41	0
2020-12-15	1064	17	41	0
2020-12-14	1047	4	41	0
2020-12-13	1043	7	41	0
2020-12-12	1036	14	41	0
2020-12-11	1022	19	41	0
2020-12-10	1003	20	41	0
2020-12-09	983	16	41	0
2020-12-08	967	30	41	2
2020-12-07	937	11	39	1
2020-12-05	926	13	38	0
2020-12-04	913	20	38	0
2020-12-03	893	22	38	0
2020-12-02	871	14	38	0
2020-12-01	857	27	38	1
2020-11-30	830	6	37	0
2020-11-29	824	1	37	0
2020-11-28	823	3	37	0
2020-11-27	820	17	37	1
2020-11-26	803	7	36	1
2020-11-25	796	25	35	0
2020-11-24	771	8	35	0
2020-11-23	763	44	35	3
2020-11-22	719	11	32	1
2020-11-21	708	7	31	0
2020-11-20	701	25	31	1
2020-11-19	676	12	30	1
2020-11-18	664	27	29	3
2020-11-17	637	21	26	2
2020-11-16	616	45	24	6
2020-11-15	571	3	18	0
2020-11-14	568	19	18	0
2020-11-13	549	17	18	1
2020-11-12	532	15	17	0
2020-11-11	517	20	17	1
2020-11-10	497	10	16	0
2020-11-09	487	8	16	2
2020-11-08	479	14	14	0
2020-11-07	465	9	14	0
2020-11-06	456	15	14	0
2020-11-05	441	7	14	0
2020-11-04	434	19	14	1
2020-11-03	415	9	13	0
2020-11-02	406	4	13	0
2020-11-01	402	11	13	0
2020-10-31	391	11	13	0
2020-10-30	380	18	13	0
2020-10-29	362	15	13	0
2020-10-28	347	39	13	0
2020-10-27	308	12	13	0
2020-10-26	296	1	13	0
2020-10-25	295	8	13	0
2020-10-24	287	7	13	1
2020-10-23	280	5	12	0
2020-10-22	275	20	12	0
2020-10-21	255	11	12	0
2020-10-20	244	7	12	0
2020-10-17	237	4	12	1
2020-10-16	233	6	11	0
2020-10-14	227	3	11	0
2020-10-13	224	4	11	0
2020-10-10	220	1	11	0
2020-10-09	219	4	11	0
2020-10-08	215	1	11	0
2020-10-07	214	1	11	0
2020-10-06	213	4	11	0
2020-10-05	209	2	11	0
2020-10-02	207	2	11	0
2020-10-01	205	2	11	0
2020-09-30	203	2	11	0
2020-09-29	201	1	11	0
2020-09-28	200	2	11	0
2020-09-26	198	1	11	0
2020-09-24	197	1	11	0
2020-09-23	196	2	11	0
2020-09-22	194	1	11	0
2020-09-21	193	2	11	0
2020-09-20	191	1	11	1
2020-09-18	190	1	10	0
2020-09-17	189	4	10	1
2020-09-16	185	4	9	0
2020-09-15	181	3	9	0
2020-09-14	178	1	9	0
2020-09-11	177	17	9	1
2020-09-10	160	2	8	0
2020-09-09	158	1	8	0
2020-09-08	157	12	8	3
2020-09-07	145	2	5	0
2020-09-05	143	3	5	0
2020-09-03	140	1	5	0
2020-09-02	139	3	5	0
2020-09-01	136	1	5	0
2020-08-30	135	1	5	0
2020-08-29	134	1	5	0
2020-08-27	133	1	5	0
2020-08-26	132	1	5	0
2020-08-25	131	1	5	0
2020-08-24	130	3	5	0
2020-08-23	127	1	5	0
2020-08-22	126	4	5	0
2020-08-21	122	2	5	0
2020-08-20	120	1	5	0
2020-08-18	119	1	5	0
2020-08-16	118	2	5	0
2020-08-14	116	1	5	0
2020-08-12	115	1	5	0
2020-08-07	114	1	5	0
2020-07-24	113	1	5	0
2020-07-21	112	1	5	0
2020-05-23	111	2	5	0
2020-05-19	109	1	5	0
2020-05-14	108	2	5	0
2020-04-30	106	1	5	0
2020-04-29	105	1	5	0
2020-04-28	104	3	5	0
2020-04-24	101	2	5	0
2020-04-23	99	1	5	0
2020-04-22	98	3	5	0
2020-04-17	95	5	5	0
2020-04-16	90	3	5	0
2020-04-15	87	6	5	0
2020-04-14	81	2	5	0
2020-04-13	79	1	5	0
2020-04-12	78	1	5	0
2020-04-11	77	6	5	2
2020-04-09	71	4	3	1
2020-04-08	67	3	2	0
2020-04-07	64	3	2	0
2020-04-06	61	2	2	0
2020-04-05	59	4	2	0
2020-04-04	55	4	2	0
2020-04-03	51	7	2	1
2020-04-02	44	4	1	0
2020-04-01	40	3	1	0
2020-03-31	37	5	1	0
2020-03-30	32	2	1	0
2020-03-29	30	1	1	0
2020-03-28	29	7	1	0
2020-03-27	22	7	1	1
2020-03-26	15	3	0	0
2020-03-25	12	2	0	0
2020-03-24	10	2	0	0
2020-03-23	8	2	0	0
2020-03-21	6	1	0	0
2020-03-19	5	1	0	0
2020-03-16	4	3	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: 0:03:00.077926